A Watershed Delineation Example using GRASS GIS in CyberGIS-Jupyter for water¶
1. Objective¶
This notebook is an example of a watershed delineation which is the basic step to analyze a inteteresting watershed. We used GRASS GIS 7.8 version and shell script to apply GRASS GIS library.
2. Watershed: Coweeta subwatershed 18, NC, USA¶
The Coweeta Long Term Ecological Research (LTER) Program is based on a collaborative agreement between the University of Georgia Research Foundation in Athens, Georgia, and the USDA Forest Service Coweeta Hydrologic Laboratory in Macon County, North Carolina. This study area is Coweeta subbasin 18 where is the one of the subbasin in Coweeta watershed. (Coweeta: 16 km2, subbasin18: 0.124km2)
3. Set Spatial data and GRASS GIS¶
3.1. Set DEM and Outlet Shape file¶
In [1]:
# Set Raw Spatial data
dem_data = 'DEM.tif'
weir_points_data = 'coweeta_weirs.shp'
3.2. Set GRASS GIS Environment¶
To start to use GRASS GIS and Python library of GRASS GIS, we need to set GRASS database and environment.
3.2.1 Set GRASS database¶
In [2]:
import os
# overwrite PROJ_LIB to use the one GRASS module built with
os.environ["PROJ_LIB"] = os.path.join(os.environ["EBROOTPROJ"], "share/proj")
# check version of GRASS module; expecting for 7.8
grass_version = os.environ.get("EBVERSIONGRASS", 'None')
if not grass_version.startswith("7.8"):
print("Critical! Expect for GRASS 7.8.X. But found {}".format(grass_version))
sys.exit(-1)
In [3]:
import sys, os, shutil
import subprocess
# Set the directory to store preprocessing GRASS database
GRASS_DATA = "grassdata"
CURRENT_PATH = os.getcwd()
GISDBASE = os.path.join(CURRENT_PATH, GRASS_DATA)
# Set the full path to GRASS execution
GRASSEXE = os.path.join(os.environ["EBROOTGRASS"], "grass78")
# Set the command to start GRASS from shell
GRASS7BIN = "grass78"
# Define and create grass data folder, location, and mapset
if not os.path.exists(GISDBASE):
os.mkdir(GISDBASE)
LOCATION = "GRASS_EXAMPLE"
# Define mapset name which is a working directory for GRASS GIS
MAPSET = "PERMANENT"
3.2.2 Set GISBASE environment¶
In [4]:
# Set GISBASE environment variable
os.environ['GISBASE'] = GRASSEXE
# The following not needed with trunk
#os.environ['PATH'] += os.pathsep + os.path.join(GRASSEXE, 'bin')
# Set GISDBASE environment variable
os.environ['GISDBASE'] = GISDBASE
# define GRASS-Python environment
gpydir = os.path.join(GRASSEXE, "etc", "python")
sys.path.append(gpydir)
# import GRASS Python library
import grass.script as gscript
import grass.script.setup as gsetup
gscript.core.set_raise_on_error(True)
Out[4]:
False
In [5]:
# launch session
gsetup.init(GRASSEXE, GISDBASE, LOCATION, MAPSET)
Out[5]:
'/tmp/tmpoy8lgwnm'
In [6]:
# projection for spatial reference and resolution
# GIS spatial resolution and projection (UTM)
# look up from http://spatialreference.org/ref/epsg/?page=1
# EPSG:26917 = NAD83 UTM 17N
EPSGCODE='EPSG:26917'
location_path = os.path.join(GISDBASE, LOCATION)
# Create GRASS database for the project
if not os.path.exists(location_path):
startcmd = GRASS7BIN + ' -c ' + EPSGCODE + ' -e ' + location_path
print(startcmd)
p = subprocess.Popen(startcmd, shell=True, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
out, err = p.communicate()
print(p.returncode)
if p.returncode != 0:
print (sys.stderr, 'ERROR: %s' % err)
print (sys.stderr, 'ERROR: Cannot generate location (%s)' % startcmd)
sys.exit(-1)
3.2.3 Set GRASS Map environment¶
In [7]:
from IPython.display import Image
# Default font displays
os.environ['GRASS_FONT'] = 'sans'
# Overwrite existing maps
os.environ['GRASS_OVERWRITE'] = '1'
os.environ['GRASS_RENDER_IMMEDIATE'] = 'cairo'
os.environ['GRASS_RENDER_FILE_READ'] = 'TRUE'
os.environ['GRASS_LEGEND_FILE'] = 'legend.txt'
# Create directories if directories are not previously setup.
if not os.path.exists(CURRENT_PATH+"/image_map"):
os.mkdir(CURRENT_PATH+"/image_map")
else:
pass
4. Watershed delineation¶
4.1 Import DEM¶
In [8]:
if not os.path.exists(CURRENT_PATH+"/image_map/dem"):
gscript.read_command('r.in.gdal', flags='o', input=dem_data, output="demRAW")
gscript.parse_command('g.region', raster="demRAW", flags='p')
gscript.run_command('d.rast', map="demRAW")
gscript.run_command('d.legend', raster="demRAW", fontsize = '15', title = 'Elevation(m)', title_fontsize='12')
os.mkdir(CURRENT_PATH+"/image_map/dem")
shutil.move("map.png", CURRENT_PATH+"/image_map/dem/map.png")
else:
pass
Image(filename=CURRENT_PATH+"/image_map/dem/map.png")
Out[8]:
4.2 Reproejct DEM¶
In [9]:
gscript.read_command('r.out.gdal', input="demRAW", output=CURRENT_PATH+"/image_map/dem10m.tif", format="GTiff", overwrite=True)
gscript.read_command('r.in.gdal', flags='oe', input=CURRENT_PATH+"/image_map/dem10m.tif", output="dem")
gscript.parse_command('g.region', raster="dem", flags='p')
Out[9]:
{'projection: 1 (UTM)': None,
'zone: 17': None,
'datum: nad83': None,
'ellipsoid: grs80': None,
'north: 3881439.71357375': None,
'south: 3880779.71357375': None,
'west: 277815.5645423': None,
'east: 278205.5645423': None,
'nsres: 10': None,
'ewres: 10': None,
'rows: 66': None,
'cols: 39': None,
'cells: 2574': None}
4.3 Display Total Weir Outlets in Coweeta Watershed¶
In [10]:
if not os.path.exists(CURRENT_PATH+"/image_map/outlet_points"):
gscript.run_command('d.erase')
gscript.run_command('v.in.ogr', input=weir_points_data, output="outlet", overwrite=True)
gscript.run_command('d.rast', map="demRAW")
gscript.run_command('d.vect', map="outlet", type="point", color="red")
os.mkdir(CURRENT_PATH+"/image_map/outlet_points")
shutil.move("map.png", CURRENT_PATH+"/image_map/outlet_points/map.png")
else:
pass
Image(filename=CURRENT_PATH+"/image_map/outlet_points/map.png")
Out[10]:
4.4 Display a Weir Outlet in subbasin 18¶
In [11]:
if not os.path.exists(CURRENT_PATH+"/image_map/outlet_point"):
gscript.run_command('d.erase')
gscript.run_command('v.extract', input="outlet", type="point", where="COMMENT = 'Weir 18'", output="gage", overwrite=True)
gscript.run_command('d.rast', map="demRAW")
gscript.run_command('d.vect', map="gage", type="point", color="red")
os.mkdir(CURRENT_PATH+"/image_map/outlet_point")
shutil.move("map.png", CURRENT_PATH+"/image_map/outlet_point/map.png")
else:
pass
Image(filename=CURRENT_PATH+"/image_map/outlet_point/map.png")
Out[11]:
4.5 Delineate Coweeta subbasin 18¶
4.5.1 Create a Shell Script to delineate Watershed¶
In [12]:
%%writefile {CURRENT_PATH}/delineation.sh
#!/bin/bash
inputThreshold=$1
inputLower=$2
inputUpper=$3
g.region raster=dem
# set maxcol
declare $(r.info map=dem | awk 'NR==13{print "maxcol="$3}')
# set x, y, and physical variables (e.g., slope, aspect ... etc) based on elevation
r.mapcalc --overwrite expression="xmap = x()"
r.mapcalc --overwrite expression="ymap = y()"
r.watershed -s --overwrite elevation=dem accumulation=acc drainage=drain tci=wetness_index
r.slope.aspect --overwrite elevation=dem slope=slope_ aspect=aspect_
r.horizon --overwrite -d elevation=dem direction=180 output="west" distance=1.0
r.horizon --overwrite -d elevation=dem direction=0 output="east" distance=1.0
# finding the nearest stream/acc to the provided "outlet" point (vector data)
r.mapcalc --overwrite expression="tmp = if(abs(acc)>=$inputLower&&abs(acc)<=$inputUpper,1,null())"
r.to.vect input=tmp output=tmp type=line
declare $(v.distance -p from=outlet from_type=point to=tmp to_type=line upload=to_x,to_y separator=space | awk '{print "xyCoord=" $2 "," $3}')
g.remove -f type=vector name=tmp
g.remove -f type=raster name=tmp
# delineate catchment based on the nearest outlet point on the stream/acc
r.water.outlet --overwrite input=drain output=basin coordinates=$xyCoord
g.region zoom=basin
r.watershed -s --overwrite elevation=dem threshold=$inputThreshold basin=sub stream=str half_basin=hill
r.mask raster=basin
r.mapcalc --overwrite expression="basin = if(isnull(hill),null(),1)"
g.region raster=dem
g.region zoom=basin
r.mask -r
r.mask raster=basin
# set patch and other variables
r.mapcalc --overwrite expression="slope = if(isnull(slope_),0.143,slope_)"
r.mapcalc --overwrite expression="aspect = if(isnull(aspect_),abs(drain)*45,aspect_)"
Overwriting /home/jovyan/work/Downloads/37c0e375e3934fe1a61e1bbc2d05f836/37c0e375e3934fe1a61e1bbc2d05f836/data/contents/1_watershed_delineation/delineation.sh
4.5.2 Delineate Watershed¶
In [13]:
!rm -rf ./grassdata/outletRAW
# Imports vector data into a GRASS vector map using OGR library
gscript.run_command('v.in.ogr', input=weir_points_data, output="outlet", location="outletRAW", overwrite=True)
# Change location directory of GRASS to "outletRAW"
gsetup.init(GRASSEXE, GISDBASE, "outletRAW", MAPSET)
# Selects vector features from an existing vector map and creates a new vector map containing only the selected features
gscript.run_command('v.extract', input="outlet", type="point", where="COMMENT = 'Weir 18'", output="gage", overwrite=True)
# Change location directory of GRASS
gsetup.init(GRASSEXE, GISDBASE, LOCATION, MAPSET)
# Re-projects a vector map from one location to the current location
gscript.run_command('v.proj', location="outletRAW", mapset="PERMANENT", input="gage", output="outlet", overwrite=True)
# Set parameters to delineater watershed
expectedDrainageArea = 120000 # meter squre
RESOLUTION = 10
GRASS_thres = 100 # grid cell
GRASS_drainarea_lowerbound = 0.7*expectedDrainageArea/RESOLUTION/RESOLUTION # (recommend 2% error)
GRASS_drainarea_upperbound = 1.3*expectedDrainageArea/RESOLUTION/RESOLUTION # (recommend 2% error)
# Delineate interested watershed and create aspect, basin, hill, patch, slope, wetness index, zone map with watershed delineation procedure using "grass_delineation.sh"
!grass78 {location_path}/{MAPSET} --exec bash {CURRENT_PATH}/delineation.sh {GRASS_thres} {GRASS_drainarea_lowerbound} {GRASS_drainarea_upperbound}
Starting GRASS GIS...
Cleaning up temporary files...
Executing <bash /home/jovyan/work/Downloads/37c0e375e3934fe1a61e1bbc2d05f836/37c0e375e3934fe1a61e1bbc2d05f836/data/contents/1_watershed_delineation/delineation.sh 100 840.0 1560.0> ...
0 3 6 9 12 15 18 21 24 27 30 33 36 39 42 45 48 51 54 57 60 63 66 69 72 75 78 81 84 87 90 93 96 100
0 3 6 9 12 15 18 21 24 27 30 33 36 39 42 45 48 51 54 57 60 63 66 69 72 75 78 81 84 87 90 93 96 100
SECTION 1a (of 4): Initiating Memory.
SECTION 1b (of 4): Determining Offmap Flow.
0 4 9 13 18 22 27 31 36 40 45 50 54 59 63 68 72 77 81 86 90 95 100
SECTION 2: A* Search.
0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 32 34 36 38 40 42 44 46 48 50 52 54 56 58 60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 100
SECTION 3: Accumulating Surface Flow with SFD.
1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41 43 45 47 49 51 53 55 57 59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 100
SECTION 4: Closing Maps.
0 3 6 9 12 15 18 21 24 27 30 33 36 39 42 45 48 51 54 57 60 63 66 69 72 75 78 81 84 87 90 93 96 100
Aspect raster map <aspect_> complete
Slope raster map <slope_> complete
Calculating map 1 of 1 (angle 180.00, raster map <west_180>)
0 3 6 9 12 15 18 21 24 27 30 33 36 40 43 46 49 52 55 58 61 64 67 70 73 76 80 83 86 89 92 95 98 100
Calculating map 1 of 1 (angle 0.00, raster map <east_000>)
0 3 6 9 12 15 18 21 24 27 30 33 36 40 43 46 49 52 55 58 61 64 67 70 73 76 80 83 86 89 92 95 98 100
0 3 6 9 12 15 18 21 24 27 30 33 36 39 42 45 48 51 54 57 60 63 66 69 72 75 78 81 84 87 90 93 96 100
Extracting lines...
3 6 9 12 15 18 21 24 27 30 33 36 39 42 45 48 51 54 57 60 63 66 69 72 75 78 81 84 87 90 93 96 100
101
Building topology for vector map <tmp@PERMANENT>...
Registering primitives...
r.to.vect complete.
ERROR: No features of selected type found in <tmp@PERMANENT>
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__LMOD_REF_COUNT__LMFILES_='/data/cigi/cjw-easybuild/easybuild/modules/all/GCCcore/8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/zlib/1.2.11-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/binutils/2.32-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/GCC/8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/numactl/2.0.12-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/XZ/5.2.4-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/libxml2/2.9.9-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/libpciaccess/0.14-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/hwloc/1.11.12-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/OpenMPI/3.1.4-GCC-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/OpenBLAS/0.3.7-GCC-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/gompi/2019b.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/FFTW/3.3.8-gompi-2019b.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/ScaLAPACK/2.0.2-gompi-2019b.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/foss/2019b.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/bzip2/1.0.8-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/ncurses/6.1-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/gettext/0.20.1-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/libpng/1.6.37-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/libreadline/8.0-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/Szip/2.1.1-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/HDF5/1.10.5-gompi-2019b.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/cURL/7.66.0-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/netCDF/4.7.1-gompi-2019b.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/expat/2.2.7-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/GEOS/3.8.0-GCC-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/Tcl/8.6.9-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/SQLite/3.29.0-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/NASM/2.14.02-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/libjpeg-turbo/2.0.3-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/JasPer/2.0.14-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/LibTIFF/4.0.10-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/PCRE/8.43-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/PROJ/6.2.1-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/libgeotiff/1.5.1-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/libtirpc/1.2.6-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/HDF/4.2.14-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/GDAL/3.0.2-foss-2019b.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/FreeXL/1.0.5-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/libspatialite/4.3.0a-GCC-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/freetype/2.10.1-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/x264/20190925-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/LAME/3.100-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/x265/3.2-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/util-linux/2.34-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/fontconfig/2.13.1-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/xorg-macros/1.19.2-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/X11/20190717-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/FriBidi/1.0.5-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/FFmpeg/4.2.1-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/pixman/0.38.4-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/libffi/3.2.1-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/GLib/2.62.0-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/cairo/1.16.0-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/GMP/6.1.2-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/nettle/3.5.1-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/libdrm/2.4.99-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/LLVM/9.0.0-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/libunwind/1.3.1-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/Mesa/19.1.7-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/libGLU/9.0.1-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/gzip/1.10-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/lz4/1.9.2-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/zstd/1.4.4-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/GRASS/7.8.3-foss-2019b.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/RHESSysEastCoast/7.2.0-foss-2019b.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/netCDF-Fortran/4.5.2-gompi-2019b.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/SUMMA/3.0.3-foss-2019b.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/TauDEM/5.3.8-foss-2019b.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/WRF/4.2.1-foss-2019b-dmpar.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/WPS/4.2-foss-2019b-dmpar.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/find_inlets/20191210-foss-2019b.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/UDUNITS/2.2.26-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/Java/11.0.2.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/ANTLR/2.7.7-GCCcore-8.3.0-Java-11.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/libdap/3.20.6-GCCcore-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/GSL/2.6-GCC-8.3.0.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/netCDF-C++4/4.3.1-gompi-2019b.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/ESMF/8.0.0-foss-2019b.lua:1;/data/cigi/cjw-easybuild/easybuild/modules/all/NCO/4.9.3-foss-2019b.lua:1;/data/cigi/cjw-easybuild/metamodules/cjw/2021-09.lua:1'
inputLower=840.0
inputThreshold=100
inputUpper=1560.0
maxcol=39
clearLmod ()
{
module --force purge;
eval $($LMOD_DIR/clearLMOD_cmd --shell bash --full "$@")
}
clearMT ()
{
eval $($LMOD_DIR/clearLMOD_cmd --shell bash --simple)
}
ml ()
{
eval $($LMOD_DIR/ml_cmd "$@")
}
module ()
{
eval $($LMOD_CMD bash "$@") && eval $(${LMOD_SETTARG_CMD:-:} -s sh)
}
xSetTitleLmod ()
{
builtin echo -n -e "\033]2;$1\007"
}
Removing vector <tmp>
Removing raster <tmp>
Creates watershed basins from a drainage direction map.
Usage:
r.water.outlet input=name output=name coordinates=east,north
[--overwrite] [--help] [--verbose] [--quiet] [--ui]
Parameters:
input Name of input drainage direction map
output Name for output watershed basin map
coordinates Coordinates of outlet point
ERROR: Missing value for parameter <coordinates>
SECTION 1a (of 5): Initiating Memory.
SECTION 1b (of 5): Determining Offmap Flow.
0 4 9 13 18 22 27 31 36 40 45 50 54 59 63 68 72 77 81 86 90 95 100
SECTION 2: A* Search.
0 2 4 6 8 10 12 14 16 18 20 22 24 26 28 30 32 34 36 38 40 42 44 46 48 50 52 54 56 58 60 62 64 66 68 70 72 74 76 78 80 82 84 86 88 90 92 94 96 98 100
SECTION 3: Accumulating Surface Flow with SFD.
1 3 5 7 9 11 13 15 17 19 21 23 25 27 29 31 33 35 37 39 41 43 45 47 49 51 53 55 57 59 61 63 65 67 69 71 73 75 77 79 81 83 85 87 89 91 93 95 97 99 100
SECTION 4: Watershed determination.
0 3 6 9 12 15 18 21 24 27 30 33 36 39 42 45 48 50 53 56 59 62 65 68 71 74 77 80 83 86 89 92 95 98 100
SECTION 5: Closing Maps.
25 100
WARNING: MASK already exists and will be overwritten
All subsequent raster operations will be limited to the MASK area. Removing
or renaming raster map named 'MASK' will restore raster operations to
normal.
0 3 6 9 12 15 18 21 24 27 30 33 36 39 42 45 48 51 54 57 60 63 66 69 72 75 78 81 84 87 90 93 96 100
Raster MASK removed
All subsequent raster operations will be limited to the MASK area. Removing
or renaming raster map named 'MASK' will restore raster operations to
normal.
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0 3 6 9 12 15 18 21 24 27 30 33 36 39 42 45 48 51 54 57 60 63 66 69 72 75 78 81 84 87 90 93 96 100
Execution of <bash /home/jovyan/work/Downloads/37c0e375e3934fe1a61e1bbc2d05f836/37c0e375e3934fe1a61e1bbc2d05f836/data/contents/1_watershed_delineation/delineation.sh 100 840.0 1560.0> finished.
Cleaning up default sqlite database ...
Cleaning up temporary files...
5. Display Output Map¶
5.1 Aspect Map¶
In [14]:
if not os.path.exists(CURRENT_PATH+"/image_map/aspect"):
gscript.run_command('d.rast', map="aspect")
gscript.run_command('d.legend', raster="aspect", fontsize = '15', title = 'aspect', title_fontsize='12')
os.mkdir(CURRENT_PATH+"/image_map/aspect")
shutil.move("map.png", CURRENT_PATH+"/image_map/aspect/map.png")
else:
pass
Image(filename=CURRENT_PATH+"/image_map/aspect/map.png")
Out[14]:
5.2 Drain Map¶
In [15]:
if not os.path.exists(CURRENT_PATH+"/image_map/drain"):
gscript.run_command('d.rast', map="drain")
gscript.run_command('d.legend', raster="drain", fontsize = '15', title = 'drain', title_fontsize='12')
os.mkdir(CURRENT_PATH+"/image_map/drain")
shutil.move("map.png", CURRENT_PATH+"/image_map/drain/map.png")
else:
pass
Image(filename=CURRENT_PATH+"/image_map/drain/map.png")
Out[15]:
5.3 Accumulation Map¶
In [16]:
if not os.path.exists(CURRENT_PATH+"/image_map/acc"):
gscript.run_command('d.rast', map="acc")
gscript.run_command('d.legend', raster="acc", fontsize = '15', title = 'acc', title_fontsize='12')
os.mkdir(CURRENT_PATH+"/image_map/acc")
shutil.move("map.png", CURRENT_PATH+"/image_map/acc/map.png")
else:
pass
Image(filename=CURRENT_PATH+"/image_map/acc/map.png")
Out[16]:
5.4 Slope Map¶
In [17]:
if not os.path.exists(CURRENT_PATH+"/image_map/slope"):
gscript.run_command('d.rast', map="slope")
gscript.run_command('d.legend', raster="slope", fontsize = '15', title = 'slope', title_fontsize='12')
os.mkdir(CURRENT_PATH+"/image_map/slope")
shutil.move("map.png", CURRENT_PATH+"/image_map/slope/map.png")
else:
pass
Image(filename=CURRENT_PATH+"/image_map/slope/map.png")
Out[17]:
5.5 Wetness Index Map¶
In [18]:
if not os.path.exists(CURRENT_PATH+"/image_map/wetness_index"):
gscript.run_command('d.rast', map="wetness_index")
gscript.run_command('d.legend', raster="wetness_index", fontsize = '15', title = 'wetness_index', title_fontsize='12')
os.mkdir(CURRENT_PATH+"/image_map/wetness_index")
shutil.move("map.png", CURRENT_PATH+"/image_map/wetness_index/map.png")
else:
pass
Image(filename=CURRENT_PATH+"/image_map/wetness_index/map.png")
Out[18]:
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