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This version provides an improved estimation of interpolation uncertainty through the calculation of a 100\u2010member ensemble of realizations of each daily field. The data set covers the period back to 1950 and provides gridded fields at a spacing of 0.25\n                    <jats:sup>\u2218<\/jats:sup>\n                    \u00a0\u00d7\u00a00.25\n                    <jats:sup>\u2218<\/jats:sup>\n                    in regular latitude\/longitude coordinates. As with the original E\u2010OBS data set, the ensemble version is based on the station series collated as part of the ECA&amp;D initiative. Station density varies significantly over the domain, and over time, and a reliable estimation of interpolation uncertainty in the gridded fields is therefore important for users of the data set. The uncertainty quantified by the ensemble data set is more realistic than the uncertainty estimates in the original version, although uncertainty is still underestimated in data\u2010sparse regions. The new data set is compared against the earlier version of E\u2010OBS and against regional gridded data sets produced by a selection of National Meteorological Services. In terms of both climatological averages and extreme values, the new version of E\u2010OBS is broadly comparable to the earlier version. Nonetheless, users will notice differences between the two E\u2010OBS versions, especially for precipitation, which arises from the different gridding method used.\n                  <\/jats:p>","DOI":"10.1029\/2017jd028200","type":"journal-article","created":{"date-parts":[[2018,8,14]],"date-time":"2018-08-14T03:04:23Z","timestamp":1534215863000},"page":"9391-9409","update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":1466,"title":["An Ensemble Version of the E\u2010OBS Temperature and Precipitation Data Sets"],"prefix":"10.1029","volume":"123","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7688-4485","authenticated-orcid":false,"given":"Richard C.","family":"Cornes","sequence":"first","affiliation":[{"name":"Royal Netherlands Meteorological Institute (KNMI)  De Bilt Netherlands"},{"name":"Climatic Research Unit University of East Anglia  Norwich UK"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7395-8023","authenticated-orcid":false,"given":"Gerard","family":"van der Schrier","sequence":"additional","affiliation":[{"name":"Royal Netherlands Meteorological Institute (KNMI)  De Bilt Netherlands"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Else J. 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