GPC/m v1-2024

Global Precipitation Climatology by Machine Learning

Quasi-global daily precipitation data at 1° resolution for 1979–2020. The dataset is now provided as 42 independent yearly NetCDF files, so users can download only the years they need.

Dataset overview

GPC/m is a daily precipitation dataset produced using three machine-learning methods with outgoing longwave radiation (OLR) and atmospheric circulation data from reanalysis. It is designed for climatological analyses, including composite, correlation, variability, and climate-change studies.

Year-by-year direct download is now available. Each NetCDF file is hosted directly on this web server. You can click a filename in a browser, or copy the same link and use it with wget or curl. No Dropbox page, login, or browser-only download procedure is required.
Period 1979–2020
Time step Daily, 365-day calendar
Grid 1° × 1°, 40.5°S–49.5°N
Main variable pr (mm day−1)

Scientific precipitation values are unchanged from the original v1-2024 release. The reorganized files use the variable name pr and coordinate names lat and lon.

Example animations

The following animations show examples of the daily GPC/m precipitation fields for 2015. They are embedded as ordinary MP4 files in the same directory as this HTML page. Playback starts only when selected, avoiding an unnecessary automatic download of both videos.

Daily precipitation during 2015 Animation covering the full year.
Open or download the MP4 file
Daily precipitation during summer 2015 A closer view of the summer period.
Open or download the MP4 file

These animations were created using GrADS CAMO.

Yearly files: 1979–2020

Each year is a separate NetCDF file. The corresponding CTL file is a small descriptor for GrADS; the precipitation data themselves are in the NetCDF file.

Year Precipitation data GrADS descriptor
1979 NetCDF pr-day.y1979.GPCm-v1-2024.nc GrADS CTL pr-day.y1979.GPCm-v1-2024.ctl
1980 NetCDF pr-day.y1980.GPCm-v1-2024.nc GrADS CTL pr-day.y1980.GPCm-v1-2024.ctl
1981 NetCDF pr-day.y1981.GPCm-v1-2024.nc GrADS CTL pr-day.y1981.GPCm-v1-2024.ctl
1982 NetCDF pr-day.y1982.GPCm-v1-2024.nc GrADS CTL pr-day.y1982.GPCm-v1-2024.ctl
1983 NetCDF pr-day.y1983.GPCm-v1-2024.nc GrADS CTL pr-day.y1983.GPCm-v1-2024.ctl
1984 NetCDF pr-day.y1984.GPCm-v1-2024.nc GrADS CTL pr-day.y1984.GPCm-v1-2024.ctl
1985 NetCDF pr-day.y1985.GPCm-v1-2024.nc GrADS CTL pr-day.y1985.GPCm-v1-2024.ctl
1986 NetCDF pr-day.y1986.GPCm-v1-2024.nc GrADS CTL pr-day.y1986.GPCm-v1-2024.ctl
1987 NetCDF pr-day.y1987.GPCm-v1-2024.nc GrADS CTL pr-day.y1987.GPCm-v1-2024.ctl
1988 NetCDF pr-day.y1988.GPCm-v1-2024.nc GrADS CTL pr-day.y1988.GPCm-v1-2024.ctl
1989 NetCDF pr-day.y1989.GPCm-v1-2024.nc GrADS CTL pr-day.y1989.GPCm-v1-2024.ctl
1990 NetCDF pr-day.y1990.GPCm-v1-2024.nc GrADS CTL pr-day.y1990.GPCm-v1-2024.ctl
1991 NetCDF pr-day.y1991.GPCm-v1-2024.nc GrADS CTL pr-day.y1991.GPCm-v1-2024.ctl
1992 NetCDF pr-day.y1992.GPCm-v1-2024.nc GrADS CTL pr-day.y1992.GPCm-v1-2024.ctl
1993 NetCDF pr-day.y1993.GPCm-v1-2024.nc GrADS CTL pr-day.y1993.GPCm-v1-2024.ctl
1994 NetCDF pr-day.y1994.GPCm-v1-2024.nc GrADS CTL pr-day.y1994.GPCm-v1-2024.ctl
1995 NetCDF pr-day.y1995.GPCm-v1-2024.nc GrADS CTL pr-day.y1995.GPCm-v1-2024.ctl
1996 NetCDF pr-day.y1996.GPCm-v1-2024.nc GrADS CTL pr-day.y1996.GPCm-v1-2024.ctl
1997 NetCDF pr-day.y1997.GPCm-v1-2024.nc GrADS CTL pr-day.y1997.GPCm-v1-2024.ctl
1998 NetCDF pr-day.y1998.GPCm-v1-2024.nc GrADS CTL pr-day.y1998.GPCm-v1-2024.ctl
1999 NetCDF pr-day.y1999.GPCm-v1-2024.nc GrADS CTL pr-day.y1999.GPCm-v1-2024.ctl
2000 NetCDF pr-day.y2000.GPCm-v1-2024.nc GrADS CTL pr-day.y2000.GPCm-v1-2024.ctl
2001 NetCDF pr-day.y2001.GPCm-v1-2024.nc GrADS CTL pr-day.y2001.GPCm-v1-2024.ctl
2002 NetCDF pr-day.y2002.GPCm-v1-2024.nc GrADS CTL pr-day.y2002.GPCm-v1-2024.ctl
2003 NetCDF pr-day.y2003.GPCm-v1-2024.nc GrADS CTL pr-day.y2003.GPCm-v1-2024.ctl
2004 NetCDF pr-day.y2004.GPCm-v1-2024.nc GrADS CTL pr-day.y2004.GPCm-v1-2024.ctl
2005 NetCDF pr-day.y2005.GPCm-v1-2024.nc GrADS CTL pr-day.y2005.GPCm-v1-2024.ctl
2006 NetCDF pr-day.y2006.GPCm-v1-2024.nc GrADS CTL pr-day.y2006.GPCm-v1-2024.ctl
2007 NetCDF pr-day.y2007.GPCm-v1-2024.nc GrADS CTL pr-day.y2007.GPCm-v1-2024.ctl
2008 NetCDF pr-day.y2008.GPCm-v1-2024.nc GrADS CTL pr-day.y2008.GPCm-v1-2024.ctl
2009 NetCDF pr-day.y2009.GPCm-v1-2024.nc GrADS CTL pr-day.y2009.GPCm-v1-2024.ctl
2010 NetCDF pr-day.y2010.GPCm-v1-2024.nc GrADS CTL pr-day.y2010.GPCm-v1-2024.ctl
2011 NetCDF pr-day.y2011.GPCm-v1-2024.nc GrADS CTL pr-day.y2011.GPCm-v1-2024.ctl
2012 NetCDF pr-day.y2012.GPCm-v1-2024.nc GrADS CTL pr-day.y2012.GPCm-v1-2024.ctl
2013 NetCDF pr-day.y2013.GPCm-v1-2024.nc GrADS CTL pr-day.y2013.GPCm-v1-2024.ctl
2014 NetCDF pr-day.y2014.GPCm-v1-2024.nc GrADS CTL pr-day.y2014.GPCm-v1-2024.ctl
2015 NetCDF pr-day.y2015.GPCm-v1-2024.nc GrADS CTL pr-day.y2015.GPCm-v1-2024.ctl
2016 NetCDF pr-day.y2016.GPCm-v1-2024.nc GrADS CTL pr-day.y2016.GPCm-v1-2024.ctl
2017 NetCDF pr-day.y2017.GPCm-v1-2024.nc GrADS CTL pr-day.y2017.GPCm-v1-2024.ctl
2018 NetCDF pr-day.y2018.GPCm-v1-2024.nc GrADS CTL pr-day.y2018.GPCm-v1-2024.ctl
2019 NetCDF pr-day.y2019.GPCm-v1-2024.nc GrADS CTL pr-day.y2019.GPCm-v1-2024.ctl
2020 NetCDF pr-day.y2020.GPCm-v1-2024.nc GrADS CTL pr-day.y2020.GPCm-v1-2024.ctl

Terminal download examples

Download one year

wget -c https://camo.fpark.tmu.ac.jp/data/gpcm1/pr-day.y2020.GPCm-v1-2024.nc

Download a range of years

for year in $(seq 2001 2010); do
  wget -c "https://camo.fpark.tmu.ac.jp/data/gpcm1/pr-day.y${year}.GPCm-v1-2024.nc"
done

Download all yearly NetCDF files

for year in $(seq 1979 2020); do
  wget -c "https://camo.fpark.tmu.ac.jp/data/gpcm1/pr-day.y${year}.GPCm-v1-2024.nc"
done

The -c option allows an interrupted download to resume. The direct file URLs used above are identical to the links in the table.

Documentation and utilities

Complete archive and citation

The independent yearly files above are intended for convenient direct download from this web server. The complete archived release, DOI, license, and contact information remain available through Zenodo.

Open Zenodo record #13743725

Dataset DOI: 10.5281/zenodo.13743725
Creator: Hiroshi G. Takahashi, Tokyo Metropolitan University
License: CC BY-NC 4.0

Related paper

Takahashi, H. G. (2024), GPC/m: Global Precipitation Climatology by Machine Learning. Preprint

Calendar note: the files use calendar = "365_day". February 29 is not included, including in leap years. See the README before interpreting time coordinates.