{"id":545,"date":"2024-01-25T21:38:19","date_gmt":"2024-01-25T21:38:19","guid":{"rendered":"https:\/\/research.reading.ac.uk\/tamsat\/?page_id=545"},"modified":"2026-02-26T12:06:27","modified_gmt":"2026-02-26T12:06:27","slug":"data-access","status":"publish","type":"page","link":"https:\/\/research.reading.ac.uk\/tamsat\/data-access\/","title":{"rendered":"Data Access"},"content":{"rendered":"<p>[vc_row][vc_column][vc_column_text]<\/p>\n<h3>There are several options to download TAMSAT rainfall and soil moisture estimates:<\/h3>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row css=&#8221;.vc_custom_1708361420421{margin-right: 50px !important;margin-left: 50px !important;}&#8221;][vc_column][vc_btn title=&#8221;<b>Time and area subsetting tool<\/b><br \/>\n(rainfall and soil moisture)&#8221; shape=&#8221;round&#8221; color=&#8221;inverse&#8221; size=&#8221;lg&#8221; align=&#8221;center&#8221; link=&#8221;url:http%3A%2F%2Fdata.tamsat.org.uk%2F|target:_blank&#8221; css=&#8221;.vc_custom_1714117546939{margin-bottom: -10px !important;}&#8221;][vc_column_text]<\/p>\n<p style=\"text-align: center\">Extract either <strong>(1) time series (CSV)<\/strong> for a specific location or area average, or <strong>(2) a gridded spatial subset (netCDF)<\/strong> from January 1983 to present. This tool is intended for time-series analysis and is <strong>not recommended for large gridded downloads over the full time period<\/strong>. For these, please use the zipped or reduced-resolution datasets below.<\/p>\n<p style=\"text-align: center\">Please note that seasonal values are rolling 3-monthly totals (for rainfall) or means (for soil moisture) which are updated monthly. As such, outputs are provided at a 1-month timestep, with each timestep corresponding to the final month of the 3-month period.<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row css=&#8221;.vc_custom_1708361420421{margin-right: 50px !important;margin-left: 50px !important;}&#8221;][vc_column width=&#8221;1\/2&#8243;][vc_btn title=&#8221;<b>Individual file quicklook and download<\/b><br \/>\n(rainfall)&#8221; shape=&#8221;round&#8221; color=&#8221;primary&#8221; size=&#8221;lg&#8221; align=&#8221;center&#8221; link=&#8221;url:http%3A%2F%2Fdata.tamsat.org.uk%2Fdata-download%2Frainfall%2F|target:_blank&#8221; css=&#8221;.vc_custom_1714117558704{margin-bottom: -10px !important;}&#8221;][vc_column_text]<\/p>\n<p style=\"text-align: center\">Download individual rainfall files (netCDF format at\u00a00.0375\u00b0 resolution) and accompanying quicklook files (png format). This is useful if you want to look at rainfall estimates for a single event or over a short time-period.<\/p>\n<p>[\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/2&#8243;][vc_btn title=&#8221;<b>Individual file quicklook and download<\/b><br \/>\n(soil moisture)&#8221; shape=&#8221;round&#8221; color=&#8221;sandy-brown&#8221; size=&#8221;lg&#8221; align=&#8221;center&#8221; link=&#8221;url:http%3A%2F%2Fdata.tamsat.org.uk%2Fdata-download%2Fsoil_moisture%2F|target:_blank&#8221; css=&#8221;.vc_custom_1714117595616{margin-bottom: -10px !important;}&#8221;][vc_column_text]<\/p>\n<p style=\"text-align: center\">Download individual soil moisture files (netCDF format at\u00a00.25\u00b0 resolution) and accompanying quicklook files (png format). This is useful if you want to look at agricultural drought conditions at given point in time.<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row css=&#8221;.vc_custom_1708361420421{margin-right: 50px !important;margin-left: 50px !important;}&#8221;][vc_column width=&#8221;1\/2&#8243;][vc_btn title=&#8221;<b>HTTP file listing<\/b>(rainfall)&#8221; shape=&#8221;round&#8221; color=&#8221;primary&#8221; size=&#8221;lg&#8221; align=&#8221;center&#8221; link=&#8221;url:http%3A%2F%2Fgws-access.jasmin.ac.uk%2Fpublic%2Ftamsat%2Frfe%2Fdata%2Fv3.1%2F|target:_blank&#8221; css=&#8221;.vc_custom_1772107559783{margin-bottom: -10px !important;}&#8221;][vc_column_text]<\/p>\n<p style=\"text-align: center\">Download individual rainfall files (1983-present) using HTTP file listing. This can be used with tools such as <a href=\"https:\/\/www.gnu.org\/software\/wget\/\">wget<\/a> to download multiple files.<\/p>\n<p>[\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/2&#8243;][vc_btn title=&#8221;<b>HTTP file listing<\/b> (soil moisture)&#8221; shape=&#8221;round&#8221; color=&#8221;sandy-brown&#8221; size=&#8221;lg&#8221; align=&#8221;center&#8221; link=&#8221;url:http%3A%2F%2Fgws-access.jasmin.ac.uk%2Fpublic%2Ftamsat%2Fsoil_moisture%2Fdata%2Fv2.3.1%2F|target:_blank&#8221; css=&#8221;.vc_custom_1772107574701{margin-bottom: -10px !important;}&#8221;][vc_column_text]<\/p>\n<p style=\"text-align: center\">Download individual soil moisture files (1983-present) using HTTP file listing. This can be used with tools such as <a href=\"https:\/\/www.gnu.org\/software\/wget\/\">wget<\/a> to download multiple files.<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row css=&#8221;.vc_custom_1708361420421{margin-right: 50px !important;margin-left: 50px !important;}&#8221;][vc_column][vc_btn title=&#8221;<b>Zipped file by year<\/b> (rainfall)&#8221; shape=&#8221;round&#8221; color=&#8221;primary&#8221; size=&#8221;lg&#8221; align=&#8221;center&#8221; link=&#8221;url:http%3A%2F%2Fgws-access.jasmin.ac.uk%2Fpublic%2Ftamsat%2Frfe%2Fdata_zipped%2Fv3.1%2F|target:_blank&#8221; css=&#8221;.vc_custom_1772107012654{margin-bottom: -10px !important;}&#8221;][vc_column_text]<\/p>\n<p style=\"text-align: center\">Rainfall estimates for a given time-step and year compressed into a single zip file.\u00a0This is useful if you need to download multiple files at once. If you need to download\u00a0the entire archive, we suggest using a download utility such as wget. An example (bash shell) script to download the entire archive can be found <a href=\"http:\/\/gws-access.jasmin.ac.uk\/public\/tamsat\/scripts\/wget_TAMSATv3.1.txt\">here<\/a>.<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row css=&#8221;.vc_custom_1708361420421{margin-right: 50px !important;margin-left: 50px !important;}&#8221;][vc_column][vc_btn title=&#8221;<b>Regridded files<\/b>(rainfall)&#8221; shape=&#8221;round&#8221; color=&#8221;primary&#8221; size=&#8221;lg&#8221; align=&#8221;center&#8221; link=&#8221;url:https%3A%2F%2Fresearch.reading.ac.uk%2Ftamsat%2Fregridded-files%2F|title:Regridded%20files|target:_blank&#8221; css=&#8221;.vc_custom_1772107584859{margin-bottom: -10px !important;}&#8221;][vc_column_text]<\/p>\n<p style=\"text-align: center\">Rainfall estimates\u00a0interpolated to a common grid (0.25\u00b0, 0.5\u00b0 and 1.0\u00b0).\u00a0These regridded files enable users to handle the data with greater ease. Interpolation has been carried out using the robust interpolation package within <a href=\"https:\/\/ncas-cms.github.io\/cf-python\/method\/cf.Field.regrids.html?highlight=regrid#cf.Field.regrids\">cf-python<\/a>.<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column][vc_column_text]<\/p>\n<h3 style=\"text-align: center\">Additional TAMSAT products<\/h3>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row css=&#8221;.vc_custom_1708361420421{margin-right: 50px !important;margin-left: 50px !important;}&#8221;][vc_column][vc_btn title=&#8221;<b>Rainfall metrics (beta)<\/b><br \/>\n(rainfall)&#8221; shape=&#8221;round&#8221; color=&#8221;primary&#8221; size=&#8221;lg&#8221; align=&#8221;center&#8221; link=&#8221;url:https%3A%2F%2Fgws-access.jasmin.ac.uk%2Fpublic%2Ftamsat%2Frfe%2Fdata_metrics%2F|target:_blank&#8221; css=&#8221;.vc_custom_1708443741235{margin-bottom: -10px !important;}&#8221;][vc_column_text]<\/p>\n<p style=\"text-align: center\">User-relevant drought and excess rainfall metrics derived from TAMSAT rainfall estimates (netCDF and accompanying PNG quicklooks).\u00a0We have recently begun releasing user-relevant metrics that can support with the monitoring of drought and excess rainfall conditions. We are still developing these products, so the current version may be updated. Eventually, these metrics will be generated for the full TAMSAT record.<\/p>\n<p>[\/vc_column_text][\/vc_column][\/vc_row][vc_row][vc_column][vc_column_text]<\/p>\n<h3><\/h3>\n<hr \/>\n<p>&nbsp;<\/p>\n<h3>Product release notes<\/h3>\n<p>For information about new releases,\u00a0updates or changes relating to the TAMSAT operational data, please refer to the TAMSAT dataset release notes for <a href=\"http:\/\/gws-access.jasmin.ac.uk\/public\/tamsat\/rfe\/product_release_notes\">rainfall<\/a> and <a href=\"http:\/\/gws-access.jasmin.ac.uk\/public\/tamsat\/soil_moisture\/product_release_notes\">soil moisture<\/a>.<\/p>\n<h3>Known issues<\/h3>\n<p>Through user feedback, we document particular issues with the data that we aim to address for the next version of the data. These issues are documented under <a href=\"http:\/\/gws-access.jasmin.ac.uk\/public\/tamsat\/documents\/known_product_issues\">here<\/a>. If you encounter any particular issues, please feel free to contact the TAMSAT Group (tamsat@reading.ac.uk) or the TAMSAT operations lead (Ross Maidment; r.i.maidment@reading.ac.uk).<\/p>\n<h3>Citing TAMSAT data<\/h3>\n<p>If you make use of TAMSAT data, please observe the\u00a0<a href=\"http:\/\/gws-access.jasmin.ac.uk\/public\/tamsat\/documents\/TAMSAT_Data_Policy_2017.pdf\">TAMSAT Data Policy<\/a>\u00a0which applies to both rainfall and soil moisture data. In accordance with our data policy, when using TAMSAT data, you are required to cite the following papers:<\/p>\n<p><span style=\"text-decoration: underline\"><strong>Rainfall estimates<\/strong><\/span><\/p>\n<ul>\n<li>Maidment, R.\u00a0I., D.\u00a0Grimes, E.\u00a0Black, E.\u00a0Tarnavsky, M.\u00a0Young, H.\u00a0Greatrex, R.\u00a0P. Allan et al. (2017).\u00a0A new, long-term daily satellite-based rainfall dataset for operational monitoring in Africa\u00a0Nature Scientific Data 4: 170063\u00a0<a href=\"https:\/\/www.nature.com\/articles\/sdata201763\">DOI:10.1038\/sdata.2017.63<\/a>.<\/li>\n<li>Tarnavsky, E., D. Grimes, R. Maidment, E. Black, R. Allan, M. Stringer, R. Chadwick, F. Kayitakire (2014). Extension of the TAMSAT Satellite-based Rainfall Monitoring over Africa and from 1983 to present\u00a0<em>Journal of Applied Meteorology and Climate<\/em>\u00a0<a href=\"https:\/\/journals.ametsoc.org\/view\/journals\/apme\/53\/12\/jamc-d-14-0016.1.xml\">DOI 10.1175\/JAMC-D-14-0016.1<\/a><\/li>\n<li>Maidment, R., D. Grimes, R.P.Allan, E. Tarnavsky, M. Stringer, T. Hewison, R. Roebeling and E. Black (2014). The 30 year TAMSAT African Rainfall Climatology And Time series (TARCAT) data set\u00a0<em>Journal of Geophysical Research<\/em>\u00a0<a href=\"https:\/\/agupubs.onlinelibrary.wiley.com\/doi\/10.1002\/2014JD021927\">DOI: 10.1002\/2014JD021927<\/a><\/li>\n<\/ul>\n<p><span style=\"text-decoration: underline\"><strong>Soil moisture estimates<\/strong><\/span><\/p>\n<ul>\n<li><span style=\"color: #333333\">Pinnington, E., Quaife, T., and Black, E.: (2018) Impact of remotely sensed soil moisture and precipitation on soil moisture prediction in a data assimilation system with the JULES land surface model, Hydrol. Earth Syst. Sci., 22, 2575\u20132588, <a href=\"https:\/\/hess.copernicus.org\/articles\/22\/2575\/2018\/\">DOI:10.5194\/hess-22-2575-2018<\/a>.<\/span><\/li>\n<li><span style=\"color: #333333\">Pinnington, E., Amezcua, J., Cooper, E., Dadson, S., Ellis, R., Peng, J., Robinson, E., Morrison, R., Osborne, S., and Quaife, T. (2021): Improving soil moisture prediction of a high-resolution land surface model by parameterising pedotransfer functions through assimilation of SMAP satellite data, Hydrol. Earth Syst. Sci., 25, 1617\u20131641, <a href=\"https:\/\/doi.org\/10.5194\/hess-25-1617-2021\">DOI:10.5194\/hess-25-1617-2021<\/a>.<\/span><\/li>\n<\/ul>\n<p>[\/vc_column_text][\/vc_column][\/vc_row]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>[vc_row][vc_column][vc_column_text] There are several options to download TAMSAT rainfall and soil moisture estimates: [\/vc_column_text][\/vc_column][\/vc_row][vc_row css=&#8221;.vc_custom_1708361420421{margin-right: 50px !important;margin-left: 50px !important;}&#8221;][vc_column][vc_btn title=&#8221;Time and area subsetting tool (rainfall and soil moisture)&#8221; shape=&#8221;round&#8221; color=&#8221;inverse&#8221;&#8230;<a class=\"read-more\" href=\"&#104;&#116;&#116;&#112;&#115;&#58;&#47;&#47;&#114;&#101;&#115;&#101;&#97;&#114;&#99;&#104;&#46;&#114;&#101;&#97;&#100;&#105;&#110;&#103;&#46;&#97;&#99;&#46;&#117;&#107;&#47;&#116;&#97;&#109;&#115;&#97;&#116;&#47;&#100;&#97;&#116;&#97;&#45;&#97;&#99;&#99;&#101;&#115;&#115;&#47;\">Read More ><\/a><\/p>\n","protected":false},"author":899,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"__cvm_playback_settings":[],"__cvm_video_id":"","footnotes":""},"coauthors":[14],"class_list":["post-545","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.8.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Data Access - TAMSAT<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/research.reading.ac.uk\/tamsat\/data-access\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Data Access - TAMSAT\" \/>\n<meta property=\"og:description\" content=\"[vc_row][vc_column][vc_column_text] There are several options to download TAMSAT rainfall and soil moisture estimates: [\/vc_column_text][\/vc_column][\/vc_row][vc_row css=&#8221;.vc_custom_1708361420421{margin-right: 50px !important;margin-left: 50px !important;}&#8221;][vc_column][vc_btn title=&#8221;Time and area subsetting tool (rainfall and soil moisture)&#8221; shape=&#8221;round&#8221; color=&#8221;inverse&#8221;...Read More &gt;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/research.reading.ac.uk\/tamsat\/data-access\/\" \/>\n<meta property=\"og:site_name\" content=\"TAMSAT\" \/>\n<meta property=\"article:modified_time\" content=\"2026-02-26T12:06:27+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"4 minutes\" \/>\n\t<meta name=\"twitter:label2\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data2\" content=\"Ross Maidment\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/research.reading.ac.uk\/tamsat\/data-access\/\",\"url\":\"https:\/\/research.reading.ac.uk\/tamsat\/data-access\/\",\"name\":\"Data Access - TAMSAT\",\"isPartOf\":{\"@id\":\"https:\/\/research.reading.ac.uk\/tamsat\/#website\"},\"datePublished\":\"2024-01-25T21:38:19+00:00\",\"dateModified\":\"2026-02-26T12:06:27+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/research.reading.ac.uk\/tamsat\/data-access\/#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/research.reading.ac.uk\/tamsat\/data-access\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/research.reading.ac.uk\/tamsat\/data-access\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/research.reading.ac.uk\/tamsat\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Data Access\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/research.reading.ac.uk\/tamsat\/#website\",\"url\":\"https:\/\/research.reading.ac.uk\/tamsat\/\",\"name\":\"TAMSAT\",\"description\":\"Tropical Applications of Meteorology using SATellite and ground-based observations\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/research.reading.ac.uk\/tamsat\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-GB\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Data Access - TAMSAT","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/research.reading.ac.uk\/tamsat\/data-access\/","og_locale":"en_GB","og_type":"article","og_title":"Data Access - TAMSAT","og_description":"[vc_row][vc_column][vc_column_text] There are several options to download TAMSAT rainfall and soil moisture estimates: [\/vc_column_text][\/vc_column][\/vc_row][vc_row css=&#8221;.vc_custom_1708361420421{margin-right: 50px !important;margin-left: 50px !important;}&#8221;][vc_column][vc_btn title=&#8221;Time and area subsetting tool (rainfall and soil moisture)&#8221; shape=&#8221;round&#8221; color=&#8221;inverse&#8221;...Read More >","og_url":"https:\/\/research.reading.ac.uk\/tamsat\/data-access\/","og_site_name":"TAMSAT","article_modified_time":"2026-02-26T12:06:27+00:00","twitter_card":"summary_large_image","twitter_misc":{"Estimated reading time":"4 minutes","Written by":"Ross Maidment"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/research.reading.ac.uk\/tamsat\/data-access\/","url":"https:\/\/research.reading.ac.uk\/tamsat\/data-access\/","name":"Data Access - TAMSAT","isPartOf":{"@id":"https:\/\/research.reading.ac.uk\/tamsat\/#website"},"datePublished":"2024-01-25T21:38:19+00:00","dateModified":"2026-02-26T12:06:27+00:00","breadcrumb":{"@id":"https:\/\/research.reading.ac.uk\/tamsat\/data-access\/#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/research.reading.ac.uk\/tamsat\/data-access\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/research.reading.ac.uk\/tamsat\/data-access\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/research.reading.ac.uk\/tamsat\/"},{"@type":"ListItem","position":2,"name":"Data Access"}]},{"@type":"WebSite","@id":"https:\/\/research.reading.ac.uk\/tamsat\/#website","url":"https:\/\/research.reading.ac.uk\/tamsat\/","name":"TAMSAT","description":"Tropical Applications of Meteorology using SATellite and ground-based observations","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/research.reading.ac.uk\/tamsat\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-GB"}]}},"_links":{"self":[{"href":"https:\/\/research.reading.ac.uk\/tamsat\/wp-json\/wp\/v2\/pages\/545","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/research.reading.ac.uk\/tamsat\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/research.reading.ac.uk\/tamsat\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/research.reading.ac.uk\/tamsat\/wp-json\/wp\/v2\/users\/899"}],"replies":[{"embeddable":true,"href":"https:\/\/research.reading.ac.uk\/tamsat\/wp-json\/wp\/v2\/comments?post=545"}],"version-history":[{"count":10,"href":"https:\/\/research.reading.ac.uk\/tamsat\/wp-json\/wp\/v2\/pages\/545\/revisions"}],"predecessor-version":[{"id":1055,"href":"https:\/\/research.reading.ac.uk\/tamsat\/wp-json\/wp\/v2\/pages\/545\/revisions\/1055"}],"wp:attachment":[{"href":"https:\/\/research.reading.ac.uk\/tamsat\/wp-json\/wp\/v2\/media?parent=545"}],"wp:term":[{"taxonomy":"author","embeddable":true,"href":"https:\/\/research.reading.ac.uk\/tamsat\/wp-json\/wp\/v2\/coauthors?post=545"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}