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  <front>
    <journal-meta><journal-id journal-id-type="publisher">ESSD</journal-id><journal-title-group>
    <journal-title>Earth System Science Data</journal-title>
    <abbrev-journal-title abbrev-type="publisher">ESSD</abbrev-journal-title><abbrev-journal-title abbrev-type="nlm-ta">Earth Syst. Sci. Data</abbrev-journal-title>
  </journal-title-group><issn pub-type="epub">1866-3516</issn><publisher>
    <publisher-name>Copernicus Publications</publisher-name>
    <publisher-loc>Göttingen, Germany</publisher-loc>
  </publisher></journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.5194/essd-17-4933-2025</article-id><title-group><article-title>Institute for Marine and Atmospheric Research Utrecht (IMAU) Antarctic automatic weather station data,  including surface radiation balance (1995–2022)</article-title><alt-title>IMAU Antarctic automatic weather station data, including surface radiation balance</alt-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author" corresp="yes" rid="aff1">
          <name><surname>van Tiggelen</surname><given-names>Maurice</given-names></name>
          <email>m.vantiggelen@uu.nl</email>
        <ext-link>https://orcid.org/0000-0001-7898-3359</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Smeets</surname><given-names>Paul C. J. P.</given-names></name>
          
        </contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Reijmer</surname><given-names>Carleen H.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-8299-3883</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>Kuipers Munneke</surname><given-names>Peter</given-names></name>
          
        <ext-link>https://orcid.org/0000-0001-5555-3831</ext-link></contrib>
        <contrib contrib-type="author" corresp="no" rid="aff1">
          <name><surname>van den Broeke</surname><given-names>Michiel R.</given-names></name>
          
        <ext-link>https://orcid.org/0000-0003-4662-7565</ext-link></contrib>
        <aff id="aff1"><label>1</label><institution>Institute for Marine and Atmospheric research Utrecht (IMAU), Utrecht University, Utrecht, the Netherlands</institution>
        </aff>
      </contrib-group>
      <author-notes><corresp id="corr1">Maurice van Tiggelen (m.vantiggelen@uu.nl)</corresp></author-notes><pub-date><day>26</day><month>September</month><year>2025</year></pub-date>
      
      <volume>17</volume>
      <issue>9</issue>
      <fpage>4933</fpage><lpage>4955</lpage>
      <history>
        <date date-type="received"><day>18</day><month>February</month><year>2025</year></date>
           <date date-type="rev-request"><day>15</day><month>April</month><year>2025</year></date>
           <date date-type="rev-recd"><day>20</day><month>June</month><year>2025</year></date>
           <date date-type="accepted"><day>27</day><month>June</month><year>2025</year></date>
      </history>
      <permissions>
        <copyright-statement>Copyright: © 2025 Maurice van Tiggelen et al.</copyright-statement>
        <copyright-year>2025</copyright-year>
      <license license-type="open-access"><license-p>This work is licensed under the Creative Commons Attribution 4.0 International License. To view a copy of this licence, visit <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link></license-p></license></permissions><self-uri xlink:href="https://essd.copernicus.org/articles/17/4933/2025/essd-17-4933-2025.html">This article is available from https://essd.copernicus.org/articles/17/4933/2025/essd-17-4933-2025.html</self-uri><self-uri xlink:href="https://essd.copernicus.org/articles/17/4933/2025/essd-17-4933-2025.pdf">The full text article is available as a PDF file from https://essd.copernicus.org/articles/17/4933/2025/essd-17-4933-2025.pdf</self-uri>
      <abstract><title>Abstract</title>

      <p id="d2e116">In cooperation with multiple institutes, the Institute for Marine and Atmospheric Research Utrecht (IMAU) at Utrecht University has operated automated weather stations (AWSs) at 19 locations on the Antarctic ice sheet from 1995 through 2022. Besides standard meteorological measurements (pressure, temperature, humidity, wind speed, and direction), these stations include measured short-wave and long-wave radiation components and surface height, thereby allowing for the reliable in situ quantification of the surface energy balance (SEB) and surface mass balance (SMB) at hourly and 2 h temporal resolution. This unique dataset can be used for climate model evaluation and development, for the validation of remote sensing products, for the quantification of long-term climatological changes, for the interpretation of ice cores, and for process understanding in general. This paper describes the dataset and the applied measurement corrections. The total dataset contains 157 station years of data, of which 54 % include both SEB and SMB observations, and is available at <ext-link xlink:href="https://doi.org/10.1594/PANGAEA.974080" ext-link-type="DOI">10.1594/PANGAEA.974080</ext-link> <xref ref-type="bibr" rid="bib1.bibx55" id="paren.1"/>.</p>
  </abstract>
    
<funding-group>
<award-group id="gs1">
<funding-source>Aard- en Levenswetenschappen, Nederlandse Organisatie voor Wetenschappelijk Onderzoek</funding-source>
<award-id>OCENW.GROOT.2019.091</award-id>
<award-id>ALWPP.2019.003</award-id>
</award-group>
</funding-group>
</article-meta>
  </front>
<body>
      

<sec id="Ch1.S1" sec-type="intro">
  <label>1</label><title>Introduction</title>
      <p id="d2e134">The Antarctic ice sheet is the largest reservoir of fresh water, holding a global sea-level potential of 58 m <xref ref-type="bibr" rid="bib1.bibx37" id="paren.2"/>, and also acts as a reliable record of the recent climate <xref ref-type="bibr" rid="bib1.bibx12" id="paren.3"><named-content content-type="pre">e.g.</named-content></xref>. Due to its isolation, dry climate, and long austral winter, it also provides unique and often favourable locations for meteorological, astronomical, geophysical, and upper-atmosphere observations.</p>
      <p id="d2e145">Reliable in situ measurements of  meteorological quantities and components of the surface energy budget (SEB) are required for climate model evaluation on the Antarctic ice sheet <xref ref-type="bibr" rid="bib1.bibx59 bib1.bibx46 bib1.bibx38 bib1.bibx26" id="paren.4"><named-content content-type="pre">e.g.</named-content></xref>, to provide realistic atmospheric forcing for snow/firn models <xref ref-type="bibr" rid="bib1.bibx63 bib1.bibx33" id="paren.5"><named-content content-type="pre">e.g.</named-content></xref>, and to validate satellite remote sensing products <xref ref-type="bibr" rid="bib1.bibx48" id="paren.6"><named-content content-type="pre">e.g.</named-content></xref>, but also to train machine learning algorithms <xref ref-type="bibr" rid="bib1.bibx22" id="paren.7"><named-content content-type="pre">e.g.</named-content></xref> to interpret ice core observations  <xref ref-type="bibr" rid="bib1.bibx31" id="paren.8"><named-content content-type="pre">e.g.</named-content></xref> as well as to provide in situ estimates of the sub-seasonal surface mass balance <xref ref-type="bibr" rid="bib1.bibx42" id="paren.9"><named-content content-type="pre">SMB; e.g.</named-content></xref>. In addition, such in situ observations serve as a basis for process understanding, such as surface sublimation <xref ref-type="bibr" rid="bib1.bibx47 bib1.bibx2" id="paren.10"/>, surface melt quantification <xref ref-type="bibr" rid="bib1.bibx25" id="paren.11"/>, formation and burial of meltwater lakes <xref ref-type="bibr" rid="bib1.bibx8 bib1.bibx11" id="paren.12"/>, blue ice formation <xref ref-type="bibr" rid="bib1.bibx6" id="paren.13"/>, the formation of impermeable ice slabs <xref ref-type="bibr" rid="bib1.bibx29" id="paren.14"/>, and the detection of climate trends <xref ref-type="bibr" rid="bib1.bibx49" id="paren.15"><named-content content-type="pre">e.g.</named-content></xref>.</p>

      <fig id="F1" specific-use="star"><label>Figure 1</label><caption><p id="d2e202">Location of the AWS presented in this database (red triangles). Background colour denotes the modelled annual average 2 m near-surface air temperature from the RACMO2.4p1 regional climate model during the period 1990–2020 <xref ref-type="bibr" rid="bib1.bibx50" id="paren.16"/>. Black circles denote AWS from the AntAWS database <xref ref-type="bibr" rid="bib1.bibx62" id="paren.17"/>. Average 10 m near-surface wind vectors from  RACMO2.4p1 are also shown. Insets are shown for Dronning Maud Land (top left panel) and the Antarctic Peninsula (bottom left panel).</p></caption>
        <graphic xlink:href="https://essd.copernicus.org/articles/17/4933/2025/essd-17-4933-2025-f01.png"/>

      </fig>

      <p id="d2e218">Despite the increasing need for reliable in situ measurements, automated weather station (AWS) observations are still scarce in Antarctica. The first continuous AWS observations started in 1978 <xref ref-type="bibr" rid="bib1.bibx32" id="paren.18"/>, and since then, at most 146 AWSs were simultaneously recording near-surface meteorological variables across the continent <xref ref-type="bibr" rid="bib1.bibx62" id="paren.19"/>. These AWSs were part of one of several networks, such as the Antarctic Meteorological Research Center (AMRC) network maintained by the University of Wisconsin-Madison <xref ref-type="bibr" rid="bib1.bibx32" id="paren.20"/>, the Australian Antarctic Division (AAD) network <xref ref-type="bibr" rid="bib1.bibx1" id="paren.21"/>, the Italian National Program of Antarctic Research (PNRA) network <xref ref-type="bibr" rid="bib1.bibx17" id="paren.22"/>, the Chinese National Antarctic Research Expedition (CHINARE) PANDA network <xref ref-type="bibr" rid="bib1.bibx9" id="paren.23"/>, the British Antarctic Survey (BAS) network, the Japanese Antarctic Research Expedition (JARE) network <xref ref-type="bibr" rid="bib1.bibx30" id="paren.24"/>, the French Antarctic Program (Institut Polaire Francais-Paul Emile Victor, IPEV) network, and other similar networks maintained by different nations or organizations. These stations are shown in Fig. <xref ref-type="fig" rid="F1"/> and further described in <xref ref-type="bibr" rid="bib1.bibx62" id="text.25"/>. The number of AWSs recording the near-surface radiation balance and surface height change, allowing for the estimation of the SEB and SMB, is even much more limited. Since 1995, the Institute for Marine and Atmospheric Research Utrecht (IMAU), in cooperation with the Alfred Wegener Institute (AWI), the BAS, the Finnish Antarctic Research Program (FINNARP), the Norwegian Polar Institute (NPI), the United States Antarctic Research Program (USARP), the Swedish Antarctic Research Program (SWEDARP), the Royal Meteorological Institute of Belgium (KMI), and the KU Leuven, has been operating 19 AWSs in Antarctica, of which 16 measured the radiation components, allowing for a direct quantification of the entire SEB. Recently, <xref ref-type="bibr" rid="bib1.bibx25" id="text.26"/> presented a database containing SEB calculations at eight stations from the IMAU network where surface melt occurs.</p>
      <p id="d2e251">In this work we describe the dataset of measurements from all these 19 AWSs that spans from 1995 to 2022. We describe the applied corrections and processing steps and also provide a single quality flag as well as the interpolated wind speed, air temperature, and specific humidity at standard heights of 10 and 2 m above the surface using similarity theory, which allows for an easier comparison with different datasets. Although the measurements from this dataset are also partly contained in the datasets from <xref ref-type="bibr" rid="bib1.bibx25" id="text.27"/> and <xref ref-type="bibr" rid="bib1.bibx61" id="text.28"/>, the data presented in this work have gone through an elaborate quality control and data correction strategy, which are specifically tailored for the unique combination of sensors and locations of the IMAU dataset. On the other hand, this dataset does not contain the calculation of SEB/SMB fluxes, which requires additional model calculations.</p>

<table-wrap id="T1" specific-use="star"><label>Table 1</label><caption><p id="d2e263">Metadata for all the IMAU AWSs in Antarctica. For station types I and II, the locations are taken from fieldwork reports at the installation date, while for station type III the locations are from the recorded GPS position at the installation date. The surface elevation is taken from the REMA DEM <xref ref-type="bibr" rid="bib1.bibx21" id="paren.29"/> as the average values within 500 m distance from each AWS. As of December 2022, AWS14 was still operational, and AWS18 was moved 23 km and renamed to AWS20. Note that AWS20 is not part of this dataset.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="8">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="left"/>
     <oasis:colspec colnum="7" colname="col7" align="left"/>
     <oasis:colspec colnum="8" colname="col8" align="left"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Station</oasis:entry>
         <oasis:entry colname="col2">Location</oasis:entry>
         <oasis:entry colname="col3">Latitude</oasis:entry>
         <oasis:entry colname="col4">Longitude</oasis:entry>
         <oasis:entry colname="col5">Elevation</oasis:entry>
         <oasis:entry colname="col6">Operation period</oasis:entry>
         <oasis:entry colname="col7">AWS</oasis:entry>
         <oasis:entry colname="col8">Cooperating</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">name</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3">(° N)</oasis:entry>
         <oasis:entry colname="col4">(° E)</oasis:entry>
         <oasis:entry colname="col5">(m a.s.l)</oasis:entry>
         <oasis:entry colname="col6">(start–end)</oasis:entry>
         <oasis:entry colname="col7">type</oasis:entry>
         <oasis:entry colname="col8">institute</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">AWS01</oasis:entry>
         <oasis:entry colname="col2">NARE9697 Site A</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M2" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">71.900</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">3.083</oasis:entry>
         <oasis:entry colname="col5">1472</oasis:entry>
         <oasis:entry colname="col6">1 Jan 1997–12 Dec 2000</oasis:entry>
         <oasis:entry colname="col7">I</oasis:entry>
         <oasis:entry colname="col8">NPI</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS02</oasis:entry>
         <oasis:entry colname="col2">NARE9697 Site C</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M3" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">72.251</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">2.891</oasis:entry>
         <oasis:entry colname="col5">2419</oasis:entry>
         <oasis:entry colname="col6">12 Feb 1997–13 Dec 2000</oasis:entry>
         <oasis:entry colname="col7">I</oasis:entry>
         <oasis:entry colname="col8">NPI</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS03</oasis:entry>
         <oasis:entry colname="col2">NARE9697 Site M</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M4" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">75.000</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">15.002</oasis:entry>
         <oasis:entry colname="col5">3470</oasis:entry>
         <oasis:entry colname="col6">28 Jan 1997–14 Jan 2001</oasis:entry>
         <oasis:entry colname="col7">I</oasis:entry>
         <oasis:entry colname="col8">NPI</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS04</oasis:entry>
         <oasis:entry colname="col2">Rampen site 1090</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M5" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">72.753</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M6" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">15.499</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">59</oasis:entry>
         <oasis:entry colname="col6">19 Dec 1997–29 Dec 2002</oasis:entry>
         <oasis:entry colname="col7">II</oasis:entry>
         <oasis:entry colname="col8">SWEDARP</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS05<sup>*</sup></oasis:entry>
         <oasis:entry colname="col2">Wasa/Aboa Camp Maudheimvida</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M8" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">73.105</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M9" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">13.165</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">366</oasis:entry>
         <oasis:entry colname="col6">2 Feb 1998–7 Feb 2014</oasis:entry>
         <oasis:entry colname="col7">II</oasis:entry>
         <oasis:entry colname="col8">FINNARP/SWEDARP</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS06<sup>*</sup></oasis:entry>
         <oasis:entry colname="col2">Svea Cross</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M11" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">74.482</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M12" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">11.517</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">1100</oasis:entry>
         <oasis:entry colname="col6">14 Jan 1998–16 Feb 2009</oasis:entry>
         <oasis:entry colname="col7">II</oasis:entry>
         <oasis:entry colname="col8">SWEDARP</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS07</oasis:entry>
         <oasis:entry colname="col2">Scharffenbergbotnen (blue ice)</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M13" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">74.578</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M14" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">11.048</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">1175</oasis:entry>
         <oasis:entry colname="col6">31 Dec 1997–6 Jan 2003</oasis:entry>
         <oasis:entry colname="col7">II</oasis:entry>
         <oasis:entry colname="col8">SWEDARP</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS08</oasis:entry>
         <oasis:entry colname="col2">Camp Victoria</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M15" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">76.000</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M16" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">8.050</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">2398</oasis:entry>
         <oasis:entry colname="col6">12 Jan 1998–7 Jan 2003</oasis:entry>
         <oasis:entry colname="col7">II</oasis:entry>
         <oasis:entry colname="col8">SWEDARP</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS09<sup>*</sup></oasis:entry>
         <oasis:entry colname="col2">Kohnen Station/EPICA DML05</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M18" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">75.003</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">0.007</oasis:entry>
         <oasis:entry colname="col5">2892</oasis:entry>
         <oasis:entry colname="col6">29 Dec 1997–18 Nov 2022</oasis:entry>
         <oasis:entry colname="col7">II</oasis:entry>
         <oasis:entry colname="col8">AWI</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS10</oasis:entry>
         <oasis:entry colname="col2">Thyssen Höhe, Berkner Island</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M19" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">79.567</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M20" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">45.782</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">867</oasis:entry>
         <oasis:entry colname="col6">12 Feb 1995–18 Jul 2005</oasis:entry>
         <oasis:entry colname="col7">I/II</oasis:entry>
         <oasis:entry colname="col8">AWI/BAS</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS11</oasis:entry>
         <oasis:entry colname="col2">Halvfarryggen ice rise</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M21" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">71.175</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M22" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">6.800</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">700</oasis:entry>
         <oasis:entry colname="col6">13 Feb 2007–31 Jan 2019</oasis:entry>
         <oasis:entry colname="col7">II/III</oasis:entry>
         <oasis:entry colname="col8">AWI</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS12<sup>*</sup></oasis:entry>
         <oasis:entry colname="col2">Plateau Station B</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M24" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">78.650</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">35.633</oasis:entry>
         <oasis:entry colname="col5">362</oasis:entry>
         <oasis:entry colname="col6">15 Dec 2007–10 Mar 2016</oasis:entry>
         <oasis:entry colname="col7">II</oasis:entry>
         <oasis:entry colname="col8">NPI/USARP</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS13<sup>*</sup></oasis:entry>
         <oasis:entry colname="col2">Pole of inaccessibility</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M26" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">82.117</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">55.033</oasis:entry>
         <oasis:entry colname="col5">3723</oasis:entry>
         <oasis:entry colname="col6">2 Jan 2008–11 Mar 2016</oasis:entry>
         <oasis:entry colname="col7">II</oasis:entry>
         <oasis:entry colname="col8">NPI/USARP</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS14<sup>*</sup></oasis:entry>
         <oasis:entry colname="col2">Larsen C North</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M28" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">67.013</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M29" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">61.480</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">47</oasis:entry>
         <oasis:entry colname="col6">21 Jan 2009–still running</oasis:entry>
         <oasis:entry colname="col7">II/III</oasis:entry>
         <oasis:entry colname="col8">BAS</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS15<sup>*</sup></oasis:entry>
         <oasis:entry colname="col2">Larsen C South</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M31" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">67.572</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M32" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">62.125</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">49</oasis:entry>
         <oasis:entry colname="col6">21 Jan 2009–6 May 2014</oasis:entry>
         <oasis:entry colname="col7">II</oasis:entry>
         <oasis:entry colname="col8">BAS</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS16</oasis:entry>
         <oasis:entry colname="col2">Princess Elisabeth station</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M33" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">71.949</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">23.358</oasis:entry>
         <oasis:entry colname="col5">1371</oasis:entry>
         <oasis:entry colname="col6">2 Feb 2009–3 Jul 2020</oasis:entry>
         <oasis:entry colname="col7">II/III</oasis:entry>
         <oasis:entry colname="col8">KU Leuven/KMI</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS17<sup>*</sup></oasis:entry>
         <oasis:entry colname="col2">Scar Inlet, Larsen B remnants</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M35" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">65.933</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M36" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">61.850</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">72</oasis:entry>
         <oasis:entry colname="col6">19 Feb 2011–10 Mar 2016</oasis:entry>
         <oasis:entry colname="col7">II/III</oasis:entry>
         <oasis:entry colname="col8">BAS</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS18</oasis:entry>
         <oasis:entry colname="col2">Cabinet Inlet, Larsen C West</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M37" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">66.402</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M38" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">63.371</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">78</oasis:entry>
         <oasis:entry colname="col6">25 Nov 2014–2 Dec 2022</oasis:entry>
         <oasis:entry colname="col7">III</oasis:entry>
         <oasis:entry colname="col8">BAS</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS19</oasis:entry>
         <oasis:entry colname="col2">King Baudouin ice shelf</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M39" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">70.963</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4">26.255</oasis:entry>
         <oasis:entry colname="col5">60</oasis:entry>
         <oasis:entry colname="col6">10 Dec 2014–2 Feb 2016</oasis:entry>
         <oasis:entry colname="col7">III</oasis:entry>
         <oasis:entry colname="col8">KU Leuven/KMI</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS20</oasis:entry>
         <oasis:entry colname="col2">Cabinet Inlet, Larsen C West</oasis:entry>
         <oasis:entry colname="col3"><inline-formula><mml:math id="M40" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">66.616</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M41" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">63.229</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col5">70</oasis:entry>
         <oasis:entry colname="col6">3 Dec 2022–still running</oasis:entry>
         <oasis:entry colname="col7">n/a</oasis:entry>
         <oasis:entry colname="col8">BAS</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p id="d2e269"><sup>*</sup> Marks the stations from which uncorrected data were transmitted to the global telecommunication system (GTS) for a period of time: AWS05 from 2 February 2003 until end; AWS06 from 9 January 2003 until end; AWS09 from 10 January 2001 until end; AWS12, AWS13, and AWS15 for the full period; AWS14 and AWS17 from the start through 18 January 2015.n/a: not applicable.</p></table-wrap-foot></table-wrap>

</sec>
<sec id="Ch1.S2">
  <label>2</label><title>AWS data description</title>
<sec id="Ch1.S2.SS1">
  <label>2.1</label><title>Location and installation</title>
      <p id="d2e1264">The location, name, and period of operation of each AWS are given in Fig. <xref ref-type="fig" rid="F1"/> and Table <xref ref-type="table" rid="T1"/>. The first station (AWS10) was erected in February 1995 on Thyssen Höhe, the south dome of Berkner Island, in cooperation with the AWI and the BAS in support of palaeoclimate reconstructions from deep ice coring <xref ref-type="bibr" rid="bib1.bibx41" id="paren.30"/>. This AWS provided the climatological background for the medium deep ice core drilling project in 1994/1995 (AWI) and the deep drilling project in 2003/2005 (BAS). During the austral summer of 1996/1997, three AWSs (AWS01, AWS02 AWS03) were installed in central Dronning Maud Land (DML) in collaboration with the NPI during the Norwegian/Swedish/Dutch NARE9697 ground traverse <xref ref-type="bibr" rid="bib1.bibx64 bib1.bibx52" id="paren.31"/>, as part of the European Project for Ice Coring in Antarctica (EPICA) DML pre-site survey. In the austral summer of 1997/1998, five additional AWSs (AWS04–AWS08) were installed in DML in collaboration with the SWEDARP during the Swedish/Norwegian/Dutch ground traverse SWEDARP9798 <xref ref-type="bibr" rid="bib1.bibx19" id="paren.32"/>, and AWS09 was installed by  AWI close to the EPICA DML drilling site at the Kohnen AWI station <xref ref-type="bibr" rid="bib1.bibx42" id="paren.33"/>. All these stations were part of the Netherlands' contribution to EPICA <xref ref-type="bibr" rid="bib1.bibx13" id="paren.34"/>.</p>
      <p id="d2e1287">As part of the International Polar Year (IPY 2007–2008), AWS11 was erected in January 2007 near the top of the Halvfarryggen ice rise by AWI <xref ref-type="bibr" rid="bib1.bibx10" id="paren.35"/>. Halvfarryggen is located about 80 km from Neumayer III station, and the AWS was installed in support of a coastal deep ice core drilling project. During the austral summer of 2007/2008, one AWS was installed at former Plateau Station B (AWS12) and one AWS at the Pole of Inaccessibility (AWS13) along the Norwegian–US scientific traverse of East Antarctica <xref ref-type="bibr" rid="bib1.bibx15" id="paren.36"/>, in collaboration with NPI and the Cooperative Institute for Research in the Environmental Sciences (CIRES). These two stations provided the climatological background in search of a favourable new deep drilling site in interior East Antarctica for drilling the oldest ice <xref ref-type="bibr" rid="bib1.bibx53" id="paren.37"/>. In 2009, two stations (AWS14, AWS15) were erected on the Larsen C ice shelf in collaboration with BAS, CIRES, and the Jet Propulsion Laboratory <xref ref-type="bibr" rid="bib1.bibx28" id="paren.38"/>, followed by the installation of AWS17 in February 2011 at Scar Inlet, on the remnants of the Larsen B ice shelf, and the installation of AWS18 in December 2014 in Cabinet Inlet, near the grounding line of Larsen C ice shelf <xref ref-type="bibr" rid="bib1.bibx29" id="paren.39"/>.</p>
      <p id="d2e1310">In collaboration with the KMI and KU Leuven, AWS16 was installed in DML at the Belgian Princess Elizabeth station in February 2009 <xref ref-type="bibr" rid="bib1.bibx16" id="paren.40"/>, and AWS19 was installed in December 2014 near the grounding line of Roi Baudouin ice shelf, 150 km from Princess Elizabeth station <xref ref-type="bibr" rid="bib1.bibx34" id="paren.41"/>.</p>
      <p id="d2e1319">At present, only AWS14 is still operational, and in December 2022, AWS18 was reinstalled 23 km away from the grounding line due to melt pond formation complicating the yearly maintenance visits and renamed as AWS20, which is not part of this dataset. Maintenance visits were in general performed using a standard procedure contained in a form describing a list of actions (i.e. make photographs at arrival, note anything unusual, measure yard directions and heights at arrival and departure, check data logger data, and replace the memory module). Sensors were commissioned to be replaced on a regular basis. Additional instructions and replacements were added in the case of transmitted ARGOS data indicating failure of a sensor, of the data logger, or of the power supply. AWS14 and AWS18 are part of this dataset and were maintained by IMAU in collaboration with BAS on the Larsen C ice shelf, where they experience an average lateral displacement of 451 and 193 m yr<sup>−1</sup>, respectively, due to ice flow. The other stations were removed, either because it was anticipated that these sites would not be visited again in the near future (AWS01–03, 06, 08, 10) or because they were funded for short project periods (AWS11, 12, 13, 14, 17). AWS04 was removed due to high accumulation rates necessitating frequent excavation, and AWS07 was removed due to frequent damage by strong winds. The continuation of AWS measurements at AWS05 was taken over by the University of Helsinki and  FINNARP, and the continuation at AWS09 was taken over by AWI.</p>
</sec>
<sec id="Ch1.S2.SS2">
  <label>2.2</label><title>AWS design</title>
      <p id="d2e1342">Since 1995, three different types of AWS designs were used. Each station consists of a four-legged frame with an extensible vertical mast consolidated by guy wires and a horizontal boom on which the sensors are mounted (Fig. <xref ref-type="fig" rid="F2"/>). The initial installation height of the sensor boom above the surface varies across sites and between maintenance visits and ranges between 2.6 and 5 m. All stations measure typical meteorological parameters such as air temperature, wind speed, wind direction, downward short-wave radiation, air pressure, snow temperature, and surface height but differ in sensor specification and placement, power supply, and sampling strategy. Station types II and III were also upgraded with sensors that allow for the estimation of all the SEB components. The sensor specifications per AWS type are given in Table <xref ref-type="table" rid="T2"/>. The type I stations (AWS01, AWS02, AWS03, and AWS10), installed during the austral summers of 1995–1996 and 1996–1997, mainly used Aanderaa sensors including a cup anemometer in combination with a wind direction vane and did not record air humidity, only the incoming short-wave component of the net surface radiation (Fig. <xref ref-type="fig" rid="F2"/>a). The type II station was used at most locations from austral summer 1997/1998 until austral summer 2014/2015 (Fig. <xref ref-type="fig" rid="F2"/>b) and mainly used Vaisala sensors for air temperature, humidity, and pressure; a R. M. Young wind vane for wind speed and direction; a Kipp &amp; Zonen CNR1 radiometer for the four radiation components; and a Campbell SR50 sonic height ranger for surface height. After 2015, a more compact and lower-power design was used at AWS11, AWS14, AWS16, AWS17, AWS18, and AWS19 (type III; Fig. <xref ref-type="fig" rid="F2"/>c), which is also referred to as an intelligent weather station (iWS). These stations also use a R. M. Young wind vane and a Kipp &amp; Zonen CNR1 or CNR4, but temperature, humidity, pressure, and the surface height sensors were replaced by custom-assembled sensors in a single compact housing. At all locations, the AWSs were also fitted with thermistor strings to measure the subsurface temperatures. However, these subsurface data are not part of this quality-controlled dataset, since the exact installation depth of the subsurface sensors is not known for all maintenance visits.</p>

      <fig id="F2" specific-use="star"><label>Figure 2</label><caption><p id="d2e1357">Photographs of the three different station types taken during maintenance visits: type I at AWS01 <bold>(a)</bold>, type II at AWS06 <bold>(b)</bold>, and type III at AWS18 <bold>(c)</bold>.</p></caption>
          <graphic xlink:href="https://essd.copernicus.org/articles/17/4933/2025/essd-17-4933-2025-f02.png"/>

        </fig>

<table-wrap id="T2" specific-use="star"><label>Table 2</label><caption><p id="d2e1378">Instruments used for the different types of IMAU AWSs. The years denote the approximate period of operation per AWS type.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="5">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="left"/>
     <oasis:colspec colnum="4" colname="col4" align="left"/>
     <oasis:colspec colnum="5" colname="col5" align="left"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">AWS</oasis:entry>
         <oasis:entry colname="col2">Variable</oasis:entry>
         <oasis:entry colname="col3">Instrument or sensor</oasis:entry>
         <oasis:entry colname="col4">Range</oasis:entry>
         <oasis:entry colname="col5">Accuracy<sup>a</sup></oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Air temperature</oasis:entry>
         <oasis:entry colname="col3">Aanderaa 2775C</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M46" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">90</mml:mn></mml:mrow></mml:math></inline-formula> to <inline-formula><mml:math id="M47" display="inline"><mml:mrow><mml:mo>+</mml:mo><mml:mn mathvariant="normal">30</mml:mn></mml:mrow></mml:math></inline-formula> °C</oasis:entry>
         <oasis:entry colname="col5">0.1 °C at <inline-formula><mml:math id="M48" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">20</mml:mn></mml:mrow></mml:math></inline-formula> °C</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Air pressure</oasis:entry>
         <oasis:entry colname="col3">Aanderaa 2775C</oasis:entry>
         <oasis:entry colname="col4">600 to 1024 hPa</oasis:entry>
         <oasis:entry colname="col5">0.5 hPa</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Wind speed</oasis:entry>
         <oasis:entry colname="col3">Aanderaa 2740</oasis:entry>
         <oasis:entry colname="col4">0.5 to 76 m s<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col5">0.5 m s<sup>−1</sup></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Type I</oasis:entry>
         <oasis:entry colname="col2">Wind direction</oasis:entry>
         <oasis:entry colname="col3">Aanderaa 2750</oasis:entry>
         <oasis:entry colname="col4">0 to 360°</oasis:entry>
         <oasis:entry colname="col5">5°</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">1995–1997</oasis:entry>
         <oasis:entry colname="col2">Short-wave radiation</oasis:entry>
         <oasis:entry colname="col3">Aanderaa 2770</oasis:entry>
         <oasis:entry colname="col4">300–2500 nm, 0 to 2000 W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M52" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">20</mml:mn></mml:mrow></mml:math></inline-formula> W m<sup>−2</sup></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Snow temperature</oasis:entry>
         <oasis:entry colname="col3">Aanderaa</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M54" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">70</mml:mn></mml:mrow></mml:math></inline-formula> to <inline-formula><mml:math id="M55" display="inline"><mml:mrow><mml:mo>+</mml:mo><mml:mn mathvariant="normal">30</mml:mn></mml:mrow></mml:math></inline-formula> °C</oasis:entry>
         <oasis:entry colname="col5">0.1 °C</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Surface height</oasis:entry>
         <oasis:entry colname="col3">Aanderaa</oasis:entry>
         <oasis:entry colname="col4">1 to 4 m</oasis:entry>
         <oasis:entry colname="col5">0.01 m</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Data logger</oasis:entry>
         <oasis:entry colname="col3">Campbell CR10</oasis:entry>
         <oasis:entry colname="col4">–</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Air temperature</oasis:entry>
         <oasis:entry colname="col3">Vaisala HMP35AC</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M56" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">80</mml:mn></mml:mrow></mml:math></inline-formula> to <inline-formula><mml:math id="M57" display="inline"><mml:mrow><mml:mo>+</mml:mo><mml:mn mathvariant="normal">56</mml:mn></mml:mrow></mml:math></inline-formula> °C</oasis:entry>
         <oasis:entry colname="col5">0.3 °C</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Relative humidity</oasis:entry>
         <oasis:entry colname="col3">Vaisala HMP35AC</oasis:entry>
         <oasis:entry colname="col4">0 % to 100 %</oasis:entry>
         <oasis:entry colname="col5">2 % (RH <inline-formula><mml:math id="M58" display="inline"><mml:mo>&lt;</mml:mo></mml:math></inline-formula> 90 %)</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Air pressure</oasis:entry>
         <oasis:entry colname="col3">Vaisala PTB101B</oasis:entry>
         <oasis:entry colname="col4">600 to 1060 hPa</oasis:entry>
         <oasis:entry colname="col5">0.5 hPa</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Wind speed</oasis:entry>
         <oasis:entry colname="col3">R. M. Young 05103</oasis:entry>
         <oasis:entry colname="col4">0 to 60 m s<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col5">0.3 m s<sup>−1</sup></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Type II</oasis:entry>
         <oasis:entry colname="col2">Wind direction</oasis:entry>
         <oasis:entry colname="col3">R. M. Young 05103</oasis:entry>
         <oasis:entry colname="col4">0 to 360°</oasis:entry>
         <oasis:entry colname="col5">3°</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">1998–2014</oasis:entry>
         <oasis:entry colname="col2">Short-wave radiation</oasis:entry>
         <oasis:entry colname="col3">Kipp &amp; Zonen CNR1</oasis:entry>
         <oasis:entry colname="col4">305–2800 nm</oasis:entry>
         <oasis:entry colname="col5">10 % daily totals</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Long-wave radiation</oasis:entry>
         <oasis:entry colname="col3">Kipp &amp; Zonen CNR1</oasis:entry>
         <oasis:entry colname="col4">5–50 <inline-formula><mml:math id="M61" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m</oasis:entry>
         <oasis:entry colname="col5">10 % daily totals</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Snow temperature</oasis:entry>
         <oasis:entry colname="col3">Vaisala HMP35AC</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M62" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">80</mml:mn></mml:mrow></mml:math></inline-formula> to <inline-formula><mml:math id="M63" display="inline"><mml:mrow><mml:mo>+</mml:mo><mml:mn mathvariant="normal">56</mml:mn></mml:mrow></mml:math></inline-formula> °C</oasis:entry>
         <oasis:entry colname="col5">0.3 °C</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Surface height</oasis:entry>
         <oasis:entry colname="col3">Campbell SR50</oasis:entry>
         <oasis:entry colname="col4">0.5 to 10 m</oasis:entry>
         <oasis:entry colname="col5">0.01 m or 0.4 %</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Air temperature 2<sup>b</sup></oasis:entry>
         <oasis:entry colname="col3">Campbell PT100</oasis:entry>
         <oasis:entry colname="col4">0.5 to 10 m</oasis:entry>
         <oasis:entry colname="col5">0.1 °C</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Data logger</oasis:entry>
         <oasis:entry colname="col3">Campbell CR10</oasis:entry>
         <oasis:entry colname="col4">–</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Air temperature</oasis:entry>
         <oasis:entry colname="col3">NTC thermistor</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M65" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">60</mml:mn></mml:mrow></mml:math></inline-formula> to 40 °C</oasis:entry>
         <oasis:entry colname="col5">0.1 °C</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Relative humidity</oasis:entry>
         <oasis:entry colname="col3">Sensirion SHT25</oasis:entry>
         <oasis:entry colname="col4">0 % to 100 %</oasis:entry>
         <oasis:entry colname="col5">1.8 %</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Air pressure</oasis:entry>
         <oasis:entry colname="col3">Freescale Xtrinsic MPL 3115A2</oasis:entry>
         <oasis:entry colname="col4">200 to 1100 hPa</oasis:entry>
         <oasis:entry colname="col5">4 hPa</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Wind speed</oasis:entry>
         <oasis:entry colname="col3">R. M. Young 05103</oasis:entry>
         <oasis:entry colname="col4">0 to 60 m s<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col5">0.3 m s<sup>−1</sup></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Type III</oasis:entry>
         <oasis:entry colname="col2">Wind direction</oasis:entry>
         <oasis:entry colname="col3">R. M. Young 05103</oasis:entry>
         <oasis:entry colname="col4">0 to 360°</oasis:entry>
         <oasis:entry colname="col5">3°</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">2015–2023</oasis:entry>
         <oasis:entry colname="col2">Short-wave radiation</oasis:entry>
         <oasis:entry colname="col3">Kipp &amp; Zonen CNR4</oasis:entry>
         <oasis:entry colname="col4">300–2800 nm</oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M68" display="inline"><mml:mrow><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:math></inline-formula> % daily totals</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Long-wave radiation</oasis:entry>
         <oasis:entry colname="col3">Kipp &amp; Zonen CNR4</oasis:entry>
         <oasis:entry colname="col4">4.2–42 <inline-formula><mml:math id="M69" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi></mml:mrow></mml:math></inline-formula>m</oasis:entry>
         <oasis:entry colname="col5">10 % daily totals</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Snow temperature</oasis:entry>
         <oasis:entry colname="col3">PS222J2</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M70" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">80</mml:mn></mml:mrow></mml:math></inline-formula> to <inline-formula><mml:math id="M71" display="inline"><mml:mrow><mml:mo>+</mml:mo><mml:mn mathvariant="normal">56</mml:mn></mml:mrow></mml:math></inline-formula> °C</oasis:entry>
         <oasis:entry colname="col5">0.1 °C</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Surface height</oasis:entry>
         <oasis:entry colname="col3">MaxBotix HRXL-MaxSonar-WRS</oasis:entry>
         <oasis:entry colname="col4">0.5 to 5 m</oasis:entry>
         <oasis:entry colname="col5">0.01 m or 0.4 %</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Tilt</oasis:entry>
         <oasis:entry colname="col3">HMC6343</oasis:entry>
         <oasis:entry colname="col4"><inline-formula><mml:math id="M72" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">179.9</mml:mn></mml:mrow></mml:math></inline-formula> to 179.9°</oasis:entry>
         <oasis:entry colname="col5">0.1°</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2">Data logger</oasis:entry>
         <oasis:entry colname="col3">Custom-made at IMAU</oasis:entry>
         <oasis:entry colname="col4">–</oasis:entry>
         <oasis:entry colname="col5">–</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p id="d2e1381"><sup>a</sup> Reported accuracy by the manufacturer. <sup>b</sup> The PT100 air temperature sensor is only installed at AWS09 after January 2008 and at AWS12 and AWS13.</p></table-wrap-foot></table-wrap>

      <p id="d2e2231">The stations sample every 5 (type I) or 6 min (types II and III), after which 2 h (type II), 1 h (types I and II), or half-hour (type III) averages are calculated, stored locally, and transmitted using Argos transmitters. The stations are powered by either lithium or alkaline batteries, in combination with a solar panel for all type III stations and for the type II station at AWS09. The sensors are neither actively ventilated nor heated to minimize  power consumption and to ensure their continuous operation when left unattended  for long  periods of time. For a period of their operation, measurements of stations 5, 6, 9, 12, 13, 14, 15, and 17 have been transmitted to the global telecommunication system (GTS). The exact periods are given in Table <xref ref-type="table" rid="T1"/>.</p>
</sec>
<sec id="Ch1.S2.SS3">
  <label>2.3</label><title>Sensor corrections</title>
      <p id="d2e2244">In the following we describe the corrections applied to the dataset. Some of these are also partly described for Greenland IMAU AWS data by  <xref ref-type="bibr" rid="bib1.bibx45" id="text.42"/> but have been adapted for the specific sensors and design used in this dataset. The corrections are applied separately for each station and each period of data available in between maintenance visits to accommodate the replacement or repair of sensors and changes in sensor orientation and heights. All unheated meteorological instruments operating under polar conditions may suffer from riming or hoar frost deposition, which we assume to occur when the relative humidity exceeds 90 %, the air temperature is lower than 0 °C, and the absolute value of the net long-wave radiation is smaller than 2 W m<sup>−2</sup> for at least 24 consecutive hours. These observations are flagged but are not removed from the dataset.</p>

      <fig id="F3" specific-use="star"><label>Figure 3</label><caption><p id="d2e2264"><bold>(a)</bold> Example of temperature excess versus horizontal wind speed for three different classes of total short-wave radiation (<inline-formula><mml:math id="M74" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">SW</mml:mi><mml:mi mathvariant="normal">tot</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="normal">SW</mml:mi><mml:mi mathvariant="normal">d</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="normal">SW</mml:mi><mml:mi mathvariant="normal">u</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>) at AWS14 in the period December 2019–October 2020 when an additional thermocouple measurement was available. Note that a bias of about <inline-formula><mml:math id="M75" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.4</mml:mn></mml:mrow></mml:math></inline-formula> °C is still present in the thermocouple readings. <bold>(b)</bold> Annual average (blue triangles), DJF average (orange triangles), annual maximum (red crosses), and 5 %–95 % percentile range (black lines) of the correction for solar heating of the temperature in the radiation shield during the entire measurement period per station.</p></caption>
          <graphic xlink:href="https://essd.copernicus.org/articles/17/4933/2025/essd-17-4933-2025-f03.png"/>

          
        </fig>

<sec id="Ch1.S2.SS3.SSS1">
  <label>2.3.1</label><title>Temperature correction</title>
      <p id="d2e2322">The heating of the temperature sensor in the passively ventilated radiation screens causes an excess temperature, which peaks during conditions with high insolation and low wind speeds. The correction is empirically determined per station type by comparing with measurements from a separate thin wire thermocouple corrected for radiation errors, following <xref ref-type="bibr" rid="bib1.bibx24" id="text.43"/> and <xref ref-type="bibr" rid="bib1.bibx45" id="text.44"/>. For station types I and II, we use simultaneous measurements of a 0.003 inch (76.2 <inline-formula><mml:math id="M76" display="inline"><mml:mrow class="unit"><mml:mi mathvariant="normal">µ</mml:mi><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:math></inline-formula>) fine-wire thermocouple (Campbell FW3 Type E) and HMP35 probe (Vaisala) inside a Young multi-plate radiation shield from August 2003 to August 2004 at location S6 on the Greenland ice sheet <xref ref-type="bibr" rid="bib1.bibx45" id="paren.45"/> to fit the excess temperature to the following empirical relation:

              <disp-formula id="Ch1.E1" content-type="numbered"><label>1</label><mml:math id="M77" display="block"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi mathvariant="normal">SW</mml:mi><mml:mi mathvariant="normal">tot</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mi>A</mml:mi><mml:mo>(</mml:mo><mml:mn mathvariant="normal">12</mml:mn><mml:mi>U</mml:mi><mml:msup><mml:mo>)</mml:mo><mml:mn mathvariant="normal">1.3</mml:mn></mml:msup></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

            with <inline-formula><mml:math id="M78" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi></mml:mrow></mml:math></inline-formula> the excess temperature correction that is subtracted from the raw measurements, <inline-formula><mml:math id="M79" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">SW</mml:mi><mml:mi mathvariant="normal">tot</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="normal">SW</mml:mi><mml:mi mathvariant="normal">d</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="normal">SW</mml:mi><mml:mi mathvariant="normal">u</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> the total measured short-wave radiation, <inline-formula><mml:math id="M80" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">SW</mml:mi><mml:mi mathvariant="normal">d</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi mathvariant="normal">SW</mml:mi><mml:mi mathvariant="normal">u</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> the downward/upward short-wave radiation, <inline-formula><mml:math id="M81" display="inline"><mml:mi>A</mml:mi></mml:math></inline-formula> a geometry factor that depends on the sensor and radiation shield, and <inline-formula><mml:math id="M82" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula> the horizontal wind speed at sensor height. For AWS type II, <inline-formula><mml:math id="M83" display="inline"><mml:mrow><mml:mi>A</mml:mi><mml:mo>=</mml:mo><mml:mo>(</mml:mo><mml:mn mathvariant="normal">9.59</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup><mml:msub><mml:mi mathvariant="normal">SW</mml:mi><mml:mi mathvariant="normal">net</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mn mathvariant="normal">6.32</mml:mn><mml:mo>)</mml:mo><mml:mo>/</mml:mo><mml:mn mathvariant="normal">17</mml:mn></mml:mrow></mml:math></inline-formula>, which is determined empirically based on data from S6. We also use this relation for station type I since no information on radiation shield characteristics is available. At very low wind speeds (<inline-formula><mml:math id="M84" display="inline"><mml:mrow><mml:mi>U</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> m s<sup>−1</sup>), we estimate <inline-formula><mml:math id="M86" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi></mml:mrow></mml:math></inline-formula> from interpolating between points <inline-formula><mml:math id="M87" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi><mml:mo>(</mml:mo><mml:mi>U</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M88" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi><mml:mo>(</mml:mo><mml:mi>U</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2</mml:mn><mml:mo>)</mml:mo></mml:mrow></mml:math></inline-formula>, with <inline-formula><mml:math id="M89" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi><mml:mo>(</mml:mo><mml:mi>U</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn><mml:mo>)</mml:mo><mml:mo>=</mml:mo><mml:mi>k</mml:mi><mml:mo>×</mml:mo><mml:mn mathvariant="normal">4.14</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3</mml:mn></mml:mrow></mml:msup><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.15</mml:mn></mml:mrow></mml:math></inline-formula>. An example of the temperature excess is shown in Fig. <xref ref-type="fig" rid="F3"/>a, in which the uncorrected temperature measured in the radiation shield is compared to uncorrected thermocouple measurements for various wind speeds and values of total short-wave radiation. The accuracy of the temperature excess correction is deemed better than 1 °C for wind speeds exceeding 1 m s<sup>−1</sup>.</p>
      <p id="d2e2621">Type III stations have different radiation shields than previous types and have sufficient reference thermocouple measurements available that allow for a different, more automated correction procedure. The procedure is based on <xref ref-type="bibr" rid="bib1.bibx39" id="text.46"/> and <xref ref-type="bibr" rid="bib1.bibx23" id="text.47"/>. The temperature excess is fitted to the following non-dimensional quantity:

              <disp-formula id="Ch1.E2" content-type="numbered"><label>2</label><mml:math id="M91" display="block"><mml:mrow><mml:mi>C</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1000</mml:mn><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi mathvariant="normal">SW</mml:mi><mml:mi mathvariant="normal">tot</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi mathvariant="normal">a</mml:mi></mml:msub><mml:msub><mml:mi>C</mml:mi><mml:mi mathvariant="normal">p</mml:mi></mml:msub><mml:mi>U</mml:mi><mml:mi>T</mml:mi></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

            where <inline-formula><mml:math id="M92" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="italic">ρ</mml:mi><mml:mi mathvariant="normal">a</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the air density and <inline-formula><mml:math id="M93" display="inline"><mml:mrow><mml:msub><mml:mi>C</mml:mi><mml:mi mathvariant="normal">p</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> the air specific heat capacity at constant pressure. The temperature excess is fitted to the non-dimensional quantity <inline-formula><mml:math id="M94" display="inline"><mml:mi>C</mml:mi></mml:math></inline-formula> with a first-order and a third-order polynomial using measurements from an additional thermocouple corrected for heating, if available, or using the results from multiple other stations equipped with thermocouples and the same radiation shield. The first-order polynomial is used for large <inline-formula><mml:math id="M95" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:mi>T</mml:mi></mml:mrow></mml:math></inline-formula> values in order to prevent an unrealistic correction for very low wind speeds and high insolation (i.e. <inline-formula><mml:math id="M96" display="inline"><mml:mrow><mml:mi>C</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">8</mml:mn></mml:mrow></mml:math></inline-formula>).</p>
      <p id="d2e2719">On average, this correction reduces the measured air temperature between 0 to 1 K at all AWSs but may reach up to 6 K during brief periods with high insolation, low wind speeds, and less effective radiation shields (Fig. <xref ref-type="fig" rid="F3"/>b).</p>
</sec>
<sec id="Ch1.S2.SS3.SSS2">
  <label>2.3.2</label><title>Relative humidity</title>
      <p id="d2e2733">The hygrometers measure relative humidity with respect to liquid water; hence their output needs to be rescaled to relative humidity with respect to ice. Furthermore, we rescale the humidity values for temperatures below 0 °C such that the highest RH values, deemed close to saturation, are also close to 100 % measured relative humidity. We employ a similar method to that described by <xref ref-type="bibr" rid="bib1.bibx3" id="text.48"/>. At the end of the correction procedure, we also correct for the fact that the relative humidity was measured inside an excess heated radiation shield instead of the ambient air.</p>
      <p id="d2e2739">The procedure we employ is as follows. First, we bin the raw, uncorrected RH values in 1 °C windows using the raw, uncorrected air temperature, and we keep the highest 95th-percentile values per bin if at least 20 values are present. Then, we first try a second-order fit for all data up to <inline-formula><mml:math id="M97" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4</mml:mn></mml:mrow></mml:math></inline-formula> °C, and if the curvature of the fit is positive, i.e. when the upper bound of RH values increases for very low temperatures, we use a linear fit instead.  Additionally, for stations where the minimum air temperature bin lies below <inline-formula><mml:math id="M98" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">60</mml:mn></mml:mrow></mml:math></inline-formula> °C, we determine a second linear fit for all air temperature values up to <inline-formula><mml:math id="M99" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">55</mml:mn></mml:mrow></mml:math></inline-formula> °C. The latter allows for some overlap between the two  fits around <inline-formula><mml:math id="M100" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">60</mml:mn></mml:mrow></mml:math></inline-formula> °C. The reason for the different fits is the varying sensor characteristics over the vast temperature range encountered within the dataset, ranging from the coastal stations up to the Antarctic plateau. The polynomials are then rescaled using the RH offset at 0 °C compared to 100 %. The resulting functions determine the upper bound of the raw RH measurements versus air temperature, which are used to select data found within <inline-formula><mml:math id="M101" display="inline"><mml:mrow><mml:mo>±</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula> % of these curves. We recalculate the raw RH values into their values over ice and then fit a fourth-order polynomial that is used to rescale the RH value to 100 % over the entire temperature range, as is done in <xref ref-type="bibr" rid="bib1.bibx3" id="text.49"/>.</p>
      <p id="d2e2796">The final step is the correction due to different saturated water vapour pressures in the radiation shield and in the ambient air <xref ref-type="bibr" rid="bib1.bibx36" id="paren.50"><named-content content-type="pre">e.g.</named-content></xref>, which is only applied to RH values lower than 98 % in order to prevent the correction to result in RH values far above 100 %.</p>
</sec>
<sec id="Ch1.S2.SS3.SSS3">
  <label>2.3.3</label><title>Pyrgeometer (long-wave radiation)</title>
      <p id="d2e2812">If not affected by rime of frost, readings from an unventilated pyrgeometer are affected by (1) window heating due to absorption of solar radiation, (2) instrumental biases, and (3) the emission of long-wave radiation in the air column between the surface and the sensor under conditions of strong vertical temperature gradients.</p>
      <p id="d2e2815">First, we correct for window heating in the following empirical way, based on measurements taken during an intercomparison experiment at the Baseline Surface Radiation Network (BSRN) site of the Royal Netherlands Meteorological Institute (KNMI) located at Cabauw, in the Netherlands <xref ref-type="bibr" rid="bib1.bibx27" id="paren.51"/>. The results illustrated a dependence of window heating on sensor type (CNR1 or CNR4), short-wave radiation heating the window, and wind speed cooling the window, which is also confirmed by stations presented in this dataset (Fig. <xref ref-type="fig" rid="F4"/>a). The window heating effect can be described as a ratio between incoming short-wave radiation and wind speed:

              <disp-formula id="Ch1.E3" content-type="numbered"><label>3</label><mml:math id="M102" display="block"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi mathvariant="normal">LW</mml:mi><mml:mrow><mml:mi mathvariant="normal">u</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">d</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:mi>a</mml:mi><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi mathvariant="normal">SW</mml:mi><mml:mrow><mml:mi mathvariant="normal">u</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">d</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mrow><mml:msup><mml:mi>U</mml:mi><mml:mi>b</mml:mi></mml:msup></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

            with <inline-formula><mml:math id="M103" display="inline"><mml:mi>a</mml:mi></mml:math></inline-formula> a sensitivity coefficient for window heating that depends on the sensor type (0.025 for model CNR1 and 0.0125 for model CNR4), <inline-formula><mml:math id="M104" display="inline"><mml:mrow><mml:mi>b</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.35</mml:mn></mml:mrow></mml:math></inline-formula> a sensitivity coefficient for wind speed cooling, and <inline-formula><mml:math id="M105" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi mathvariant="normal">LW</mml:mi><mml:mrow><mml:mi mathvariant="normal">u</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">d</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> the window heating correction  that is computed for both long-wave components separately and subtracted from the raw measurements.</p>

      <fig id="F4" specific-use="star"><label>Figure 4</label><caption><p id="d2e2906"><bold>(a)</bold> Pyrgeometer window heating: excess upward long-wave radiation versus upward short-wave radiation and corresponding bin averages and linear regressions for daytime data when solar zenith angles are below 90° and when air temperatures are in the range of 2–5 °C. <bold>(b)</bold> Sensor bias and emitted long-wave radiation by the air: excess upward long-wave radiation versus air temperature for nighttime melting condition data (red) and nighttime cold neutral conditions (blue) at AWS18 and corresponding linear regressions. <bold>(c)</bold> Annual average (blue triangles), DJF average (orange triangles), annual maximum (red crosses), and 5 %–95 % percentile range (black lines) of the correction for downward long-wave radiation during the entire measurement period per station.</p></caption>
            <graphic xlink:href="https://essd.copernicus.org/articles/17/4933/2025/essd-17-4933-2025-f04.png"/>

          </fig>

      <p id="d2e2924">Then, we correct for instrumental biases using the following procedure. For each station we select measurements with <inline-formula><mml:math id="M106" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">SW</mml:mi><mml:mi mathvariant="normal">d</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> lower than 50 W m<sup>−2</sup> to rule out any influence from window heating. We use a twofold method depending on data availability within the temperature range. The correction is illustrated in Fig. <xref ref-type="fig" rid="F4"/>b.</p>
      <p id="d2e2952">For stations where there are no remaining data with <inline-formula><mml:math id="M108" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> °C, we further only select the data during near-neutral conditions to minimize the influence of temperature effects. Near-neutral conditions are defined as when wind speeds are higher than 6 m s<sup>−1</sup>, relative humidity above 80 %,  temperatures below <inline-formula><mml:math id="M110" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">10</mml:mn></mml:mrow></mml:math></inline-formula> °C, and a temperature difference between the ambient air and the radiometer body smaller than 0.5 °C. We define the bias as the median of the remaining <inline-formula><mml:math id="M111" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">LW</mml:mi><mml:mi mathvariant="normal">u</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mi mathvariant="italic">σ</mml:mi><mml:msup><mml:mi>T</mml:mi><mml:mn mathvariant="normal">4</mml:mn></mml:msup></mml:mrow></mml:math></inline-formula> data, with <inline-formula><mml:math id="M112" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula> the air temperature and <inline-formula><mml:math id="M113" display="inline"><mml:mrow><mml:mi mathvariant="italic">σ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">5.67</mml:mn><mml:mo>×</mml:mo><mml:msup><mml:mn mathvariant="normal">10</mml:mn><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">8</mml:mn></mml:mrow></mml:msup></mml:mrow></mml:math></inline-formula> W m<sup>−2</sup> K<sup>−4</sup> the Stefan–Boltzmann constant. We assume that <inline-formula><mml:math id="M116" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">LW</mml:mi><mml:mi mathvariant="normal">d</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> has the same offset, so the bias is then subtracted from the entire dataset for both long-wave components.</p>
      <p id="d2e3074">For stations with remaining data with <inline-formula><mml:math id="M117" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> °C, we bin all the <inline-formula><mml:math id="M118" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">LW</mml:mi><mml:mi mathvariant="normal">u</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> data for <inline-formula><mml:math id="M119" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">SW</mml:mi><mml:mi mathvariant="normal">d</mml:mi></mml:msub><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">50</mml:mn></mml:mrow></mml:math></inline-formula> W m<sup>−2</sup> as a function of air temperature in windows of 0.2 °C and compute the median of the five largest values within each bin. We then compute the linear regression of these maxima versus air temperature and define the bias as the intercept of the linear fit for <inline-formula><mml:math id="M121" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> °C. We interpret this bias as instrumental error; hence we subtract it from the entire dataset for both long-wave components. In addition, we interpret the remaining linear offset for <inline-formula><mml:math id="M122" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>&gt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> °C as long-wave radiation divergence; hence we also remove/add this linear dependency from the measured <inline-formula><mml:math id="M123" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">LW</mml:mi><mml:mi mathvariant="normal">u</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi mathvariant="normal">LW</mml:mi><mml:mi mathvariant="normal">d</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, respectively, in order to obtain measured long-wave radiation components at the surface.</p>
      <p id="d2e3170">When averaged over the entire time series per station, and including both the correction for window heating, instrumental bias, and long-wave radiation divergence, the downward long-wave radiation component is reduced by between 0 and 10 W m<sup>−2</sup> (Fig. <xref ref-type="fig" rid="F4"/>c). The largest correction of 40 W m<sup>−2</sup> is found at AWS17 during a co-occurring period with both high air temperature and large insolation. Type III stations have the largest correction, partly due to their geographical location on ice shelves, but also due to a different instrumental offset compared to type II.</p>

      <fig id="F5" specific-use="star"><label>Figure 5</label><caption><p id="d2e3201"><bold>(a)</bold> Pyranometer zero offset: measured short-wave radiation components versus measured net long-wave radiation and corresponding bin averages and linear regression. Only nighttime data for solar zenith angles above 110° are shown. <bold>(b)</bold> Average (crosses) and 5–95th percentile range (lines) of the correction for both components of short-wave radiation during the entire measurement period per station. <bold>(c)</bold> Average (crosses) and 5–95th percentile range (lines) of the impact of the pyranometer bias and tilt correction on the hourly measured broadband short-wave albedo, only computed for data when the solar zenith angle is lower than 70°.</p></caption>
            <graphic xlink:href="https://essd.copernicus.org/articles/17/4933/2025/essd-17-4933-2025-f05.png"/>

          </fig>


</sec>
<sec id="Ch1.S2.SS3.SSS4">
  <label>2.3.4</label><title>Pyranometer (short-wave radiation)</title>
      <p id="d2e3228">If not affected by rime of frost, the pyranometers used to measure short-wave radiation suffer from a zero offset due to net infrared cooling of the sensor and from tilt due to the imperfect levelling of the sensor boom. We correct for the zero offset using the following procedure. Per sensor we select nighttime periods with solar zenith angles larger than 110° and bin the recorded short-wave components as a function of net long-wave radiation in windows of 5 W m<sup>−2</sup>. We then fit an empirical linear regression to the averages in each bin, as described in <xref ref-type="bibr" rid="bib1.bibx5" id="text.52"/>. An example of this procedure is shown in Fig. <xref ref-type="fig" rid="F5"/>a. The correction is written as

              <disp-formula id="Ch1.E4" content-type="numbered"><label>4</label><mml:math id="M127" display="block"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi mathvariant="normal">SW</mml:mi><mml:mrow><mml:mi mathvariant="normal">u</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">d</mml:mi></mml:mrow></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>a</mml:mi><mml:mrow><mml:mi mathvariant="normal">u</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">d</mml:mi></mml:mrow></mml:msub><mml:msub><mml:mi mathvariant="normal">LW</mml:mi><mml:mi mathvariant="normal">net</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:msub><mml:mi>b</mml:mi><mml:mrow><mml:mi mathvariant="normal">u</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">d</mml:mi></mml:mrow></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

            with <inline-formula><mml:math id="M128" display="inline"><mml:mrow><mml:mi mathvariant="normal">Δ</mml:mi><mml:msub><mml:mi mathvariant="normal">SW</mml:mi><mml:mrow><mml:mi mathvariant="normal">u</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">d</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> the correction for either downward or upward short-wave radiation that is subtracted from the raw measurements, <inline-formula><mml:math id="M129" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">LW</mml:mi><mml:mi mathvariant="normal">net</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi mathvariant="normal">LW</mml:mi><mml:mi mathvariant="normal">d</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="normal">LW</mml:mi><mml:mi mathvariant="normal">u</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> the net recorded long-wave radiation, and <inline-formula><mml:math id="M130" display="inline"><mml:mrow><mml:msub><mml:mi>a</mml:mi><mml:mrow><mml:mi mathvariant="normal">u</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">d</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M131" display="inline"><mml:mrow><mml:msub><mml:mi>b</mml:mi><mml:mrow><mml:mi mathvariant="normal">u</mml:mi><mml:mo>,</mml:mo><mml:mi mathvariant="normal">d</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> empirically derived parameters of the linear regression that depend on the location and AWS type. This correction is then assumed to be valid continuously and is therefore applied to the entire dataset. On average, this correction does not exceed 5 W m<sup>−2</sup> (Fig. <xref ref-type="fig" rid="F5"/>b).</p>
      <p id="d2e3387">To correct for the imperfect levelling of the AWS, we use the same empirical correction procedure for all stations, which is described by <xref ref-type="bibr" rid="bib1.bibx51" id="text.53"/>. The method assumes that the measured daily totals of upward short-wave radiation are not affected by sensor inclination. An hourly “accumulated” albedo is then computed using the 24 h moving total SW<sub>u</sub> and SW<sub>d</sub> centred around the time of observation, which is then used to correct the hourly SW<sub>d</sub> from the hourly measured SW<sub>u</sub>. This method was chosen for consistency and deemed most adequate given the lack of regular direct tilt measurements during AWS maintenance and varying tilt angles over time. However this method effectively removes the daily cycle in albedo. An alternative method was proposed by <xref ref-type="bibr" rid="bib1.bibx60" id="text.54"/> but was not applied to this dataset since this method requires knowledge of clear-sky days and a modelled surface radiation on these clear days.</p>
      <p id="d2e3433">The correction for both short-wave components ranges between <inline-formula><mml:math id="M137" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5</mml:mn></mml:mrow></mml:math></inline-formula> and 5 W m<sup>−2</sup> on average but varies between <inline-formula><mml:math id="M139" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">40</mml:mn></mml:mrow></mml:math></inline-formula> and 40 W m<sup>−2</sup> for the downward component due to tilt (Fig. <xref ref-type="fig" rid="F5"/>b). This correction also affects the estimated broadband short-wave albedo between <inline-formula><mml:math id="M141" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.02</mml:mn></mml:mrow></mml:math></inline-formula> and 0.01 on average depending on the station (Fig. <xref ref-type="fig" rid="F5"/>c) but may reach between <inline-formula><mml:math id="M142" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.2</mml:mn></mml:mrow></mml:math></inline-formula> and 0.1 at AWS08 and AWS10, for example. Only a marginal fraction of the albedo correction is due to the zero offset.</p>
</sec>
<sec id="Ch1.S2.SS3.SSS5">
  <label>2.3.5</label><title>Sonic height ranger</title>
      <p id="d2e3513">The readings from the sonic height ranger are corrected for the temperature dependence of the speed of sound according to

              <disp-formula id="Ch1.E5" content-type="numbered"><label>5</label><mml:math id="M143" display="block"><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">corr</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">raw</mml:mi></mml:msub><mml:msqrt><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi>T</mml:mi><mml:mn mathvariant="normal">273.15</mml:mn></mml:mfrac></mml:mstyle></mml:msqrt><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

            with <inline-formula><mml:math id="M144" display="inline"><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">corr</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M145" display="inline"><mml:mrow><mml:msub><mml:mi>H</mml:mi><mml:mi mathvariant="normal">raw</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> the corrected and raw signals and <inline-formula><mml:math id="M146" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula> the air temperature in Kelvin. The influence of humidity on the speed of sound is neglected due to the low humidity values and slower variation in air specific humidity.</p>
</sec>
</sec>
<sec id="Ch1.S2.SS4">
  <label>2.4</label><title>Data processing/quality control</title>
<sec id="Ch1.S2.SS4.SSS1">
  <label>2.4.1</label><title>Filtering</title>
      <p id="d2e3588">Each measured variable is filtered using a threshold filter with bounds manually fixed to remove unrealistic values (Table <xref ref-type="table" rid="TA1"/>). In addition, the measurements from the sonic height ranger are  filtered with manually set thresholds that vary in time, after which the remaining individual spikes in the data are automatically removed using a moving median absolute difference filter. When no measurements are available from the data logger, due to logger failure, corrupted or missing data, or lack of maintenance visits, the data transmitted using Argos satellite communication are used instead, which are filtered for corrupted data generated by the satellite transmission. The data during periods with known logger/power supply issues or when the AWS structure was damaged by wind or buried by accumulation are also manually removed from the dataset. The dataset also contains a time series of filtered surface height after applying a daily moving average filter, which is used to estimate cumulative height change. The height of the sensor boom is manually reset during each maintenance visit and then estimated using the daily averaged filtered measurements from the sonic height ranger.</p>
</sec>
<sec id="Ch1.S2.SS4.SSS2">
  <label>2.4.2</label><title>Derived variables</title>
      <p id="d2e3601">The list of variables contained in the dataset is given in Table <xref ref-type="table" rid="T3"/>. The specific humidity is computed as

              <disp-formula id="Ch1.E6" content-type="numbered"><label>6</label><mml:math id="M147" display="block"><mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mi mathvariant="normal">v</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mi mathvariant="normal">RH</mml:mi><mml:mn mathvariant="normal">100</mml:mn></mml:mfrac></mml:mstyle><mml:msub><mml:mi>q</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

            with RH the corrected measured relative humidity in percent and <inline-formula><mml:math id="M148" display="inline"><mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> the equilibrium or saturated specific humidity, computed as

              <disp-formula id="Ch1.E7" content-type="numbered"><label>7</label><mml:math id="M149" display="block"><mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mfenced open="(" close=")"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">d</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">v</mml:mi></mml:msub></mml:mrow></mml:mfenced><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>e</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow><mml:mrow><mml:mfenced open="(" close=")"><mml:mrow><mml:mi>p</mml:mi><mml:mo>+</mml:mo><mml:msub><mml:mi>e</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mfenced open="(" close=")"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">d</mml:mi></mml:msub><mml:mo>/</mml:mo><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">v</mml:mi></mml:msub><mml:mo>-</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:mfenced></mml:mrow></mml:mfenced></mml:mrow></mml:mfrac></mml:mstyle><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

            with <inline-formula><mml:math id="M150" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">v</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">461.5</mml:mn></mml:mrow></mml:math></inline-formula> J kg<sup>−1</sup> K<sup>−1</sup> and <inline-formula><mml:math id="M153" display="inline"><mml:mrow><mml:msub><mml:mi>R</mml:mi><mml:mi mathvariant="normal">d</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">287.05</mml:mn></mml:mrow></mml:math></inline-formula> J kg<sup>−1</sup> K<sup>−1</sup> the gas constants for water vapour and dry air, respectively; <inline-formula><mml:math id="M156" display="inline"><mml:mi>p</mml:mi></mml:math></inline-formula> the air pressure; and <inline-formula><mml:math id="M157" display="inline"><mml:mrow><mml:msub><mml:mi>e</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> the equilibrium water vapour pressure. The Magnus formula over ice is chosen for <inline-formula><mml:math id="M158" display="inline"><mml:mrow><mml:msub><mml:mi>e</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, as given by <xref ref-type="bibr" rid="bib1.bibx65" id="text.55"/>:

              <disp-formula id="Ch1.E8" content-type="numbered"><label>8</label><mml:math id="M159" display="block"><mml:mrow><mml:msub><mml:mi>e</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub><mml:mo>=</mml:mo><mml:mn mathvariant="normal">6.112</mml:mn><mml:mi>exp⁡</mml:mi><mml:mfenced open="[" close="]"><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:mn mathvariant="normal">22.46</mml:mn><mml:mi>T</mml:mi></mml:mrow><mml:mrow><mml:mn mathvariant="normal">272.62</mml:mn><mml:mo>+</mml:mo><mml:mi>T</mml:mi></mml:mrow></mml:mfrac></mml:mstyle></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:math></disp-formula>

            with <inline-formula><mml:math id="M160" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula> the air temperature in degrees centigrade, which is valid down to <inline-formula><mml:math id="M161" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">65</mml:mn></mml:mrow></mml:math></inline-formula> °C. This relationship is also used in this dataset for temperatures below this range but should be used with caution.</p>

<table-wrap id="T3" specific-use="star"><label>Table 3</label><caption><p id="d2e3876">Descriptions of variables in the dataset.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="3">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="left"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Variable label</oasis:entry>
         <oasis:entry colname="col2">Unit or format</oasis:entry>
         <oasis:entry colname="col3">Description</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">Time</oasis:entry>
         <oasis:entry colname="col2">yyyy-MM-dd HH:mm:ss</oasis:entry>
         <oasis:entry colname="col3">UTC time at the end of the measurement interval</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M162" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">°C</oasis:entry>
         <oasis:entry colname="col3">Air temperature at boom height</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">t2m</oasis:entry>
         <oasis:entry colname="col2">°C</oasis:entry>
         <oasis:entry colname="col3">Air temperature corrected at 2 m height using similarity theory</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M163" display="inline"><mml:mi>q</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">g kg<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col3">Specific humidity at boom height</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">q2m</oasis:entry>
         <oasis:entry colname="col2">g kg<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col3">Specific humidity corrected at 2 m height using similarity theory</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">rh</oasis:entry>
         <oasis:entry colname="col2">%</oasis:entry>
         <oasis:entry colname="col3">Relative humidity at boom height</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">rh2m</oasis:entry>
         <oasis:entry colname="col2">%</oasis:entry>
         <oasis:entry colname="col3">Relative humidity corrected at 2 m height using similarity theory</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">wspd</oasis:entry>
         <oasis:entry colname="col2">m s<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col3">Horizontal wind speed at boom height</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">wspd10m</oasis:entry>
         <oasis:entry colname="col2">m s<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col3">Horizontal wind speed corrected at 10 m height using similarity theory</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">wspdmax</oasis:entry>
         <oasis:entry colname="col2">m s<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col3">Maximum wind speed at boom height</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">wdir</oasis:entry>
         <oasis:entry colname="col2">°</oasis:entry>
         <oasis:entry colname="col3">Wind from direction, positive clockwise with respect to true north</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M169" display="inline"><mml:mi>p</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">hPa</oasis:entry>
         <oasis:entry colname="col3">Air pressure</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SWd</oasis:entry>
         <oasis:entry colname="col2">W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col3">Downwards short-wave radiation</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SWu</oasis:entry>
         <oasis:entry colname="col2">W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col3">Upwards short-wave radiation</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">LWd</oasis:entry>
         <oasis:entry colname="col2">W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col3">Downwards long-wave radiation</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">LWu</oasis:entry>
         <oasis:entry colname="col2">W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col3">Upwards long-wave radiation</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">z_surf</oasis:entry>
         <oasis:entry colname="col2">m</oasis:entry>
         <oasis:entry colname="col3">Unfiltered sonic height ranger measurement</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">z_surf_filtered</oasis:entry>
         <oasis:entry colname="col2">m</oasis:entry>
         <oasis:entry colname="col3">Filtered sonic height ranger measurement</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">cum_surface_height_zboom</oasis:entry>
         <oasis:entry colname="col2">m</oasis:entry>
         <oasis:entry colname="col3">Cumulative change in surface height since start from sonic height ranger on boom</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">LAT</oasis:entry>
         <oasis:entry colname="col2">decimal degrees</oasis:entry>
         <oasis:entry colname="col3">Latitude</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">LON</oasis:entry>
         <oasis:entry colname="col2">decimal degrees</oasis:entry>
         <oasis:entry colname="col3">Longitude</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">alb</oasis:entry>
         <oasis:entry colname="col2">–</oasis:entry>
         <oasis:entry colname="col3">Broadband short-wave albedo for solar zenith angles lower than 70°</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Ts_obs</oasis:entry>
         <oasis:entry colname="col2">°C</oasis:entry>
         <oasis:entry colname="col3">Observed surface temperature assuming an emissivity of 1</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">errorflag</oasis:entry>
         <oasis:entry colname="col2">rabcdefhgi</oasis:entry>
         <oasis:entry colname="col3">Quality flag; see Sect. <xref ref-type="sec" rid="Ch1.S2.SS4"/> and Table <xref ref-type="table" rid="T4"/>; 1 000 000 000 for non-suspicious data</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

</sec>
<sec id="Ch1.S2.SS4.SSS3">
  <label>2.4.3</label><title>Correction to standard heights</title>
      <p id="d2e4326">The air temperature, specific humidity, and wind speed, corrected to standard heights above the surface, are also given in order to allow for an easy comparison between stations and with atmospheric models. Assuming the validity of Monin–Obukhov similarity theory, the quantities at standard heights are written

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mathvariant="normal">s</mml:mi></mml:msub><mml:mo>+</mml:mo><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mo>*</mml:mo></mml:msub></mml:mrow><mml:mi mathvariant="italic">κ</mml:mi></mml:mfrac></mml:mstyle><mml:mfenced open="[" close="]"><mml:mrow><mml:mi>ln⁡</mml:mi><mml:mfenced open="(" close=")"><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">2</mml:mn><mml:mrow><mml:msub><mml:mi>z</mml:mi><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mi>q</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:mfrac></mml:mstyle></mml:mfenced><mml:mo>-</mml:mo><mml:msub><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mi>Q</mml:mi></mml:msub><mml:mfenced close=")" open="("><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mn mathvariant="normal">2</mml:mn><mml:mi>L</mml:mi></mml:mfrac></mml:mstyle></mml:mfenced><mml:mo>+</mml:mo><mml:msub><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mi>Q</mml:mi></mml:msub><mml:mfenced close=")" open="("><mml:mstyle displaystyle="true"><mml:mfrac style="display"><mml:mrow><mml:msub><mml:mi>z</mml:mi><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mi>q</mml:mi></mml:mrow></mml:msub></mml:mrow><mml:mi>L</mml:mi></mml:mfrac></mml:mstyle></mml:mfenced></mml:mrow></mml:mfenced><mml:mo>,</mml:mo></mml:mrow></mml:mtd></mml:mlabeledtr></mml:mtable></mml:math></disp-formula>

            where <inline-formula><mml:math id="M175" display="inline"><mml:mrow><mml:msub><mml:mi>z</mml:mi><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mspace linebreak="nobreak" width="0.125em"/><mml:mi mathvariant="normal">m</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> is the roughness length for momentum that is taken as a constant value of 10<sup>−4</sup> m, and <inline-formula><mml:math id="M177" display="inline"><mml:mrow><mml:msub><mml:mi>z</mml:mi><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mi>T</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M178" display="inline"><mml:mrow><mml:msub><mml:mi>z</mml:mi><mml:mrow><mml:mn mathvariant="normal">0</mml:mn><mml:mi>q</mml:mi></mml:mrow></mml:msub></mml:mrow></mml:math></inline-formula> are the scalar roughness lengths, which are parameterized after <xref ref-type="bibr" rid="bib1.bibx4" id="text.56"/>. <inline-formula><mml:math id="M179" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the recorded surface temperature, and <inline-formula><mml:math id="M180" display="inline"><mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> is the saturation specific humidity for <inline-formula><mml:math id="M181" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>=</mml:mo><mml:msub><mml:mi>T</mml:mi><mml:mi mathvariant="normal">s</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>. <inline-formula><mml:math id="M182" display="inline"><mml:mrow><mml:mi mathvariant="italic">κ</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">0.4</mml:mn></mml:mrow></mml:math></inline-formula> is the Von Kármán constant and <inline-formula><mml:math id="M183" display="inline"><mml:mrow><mml:mi>g</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">9.81</mml:mn></mml:mrow></mml:math></inline-formula> m s<sup>−2</sup> the gravitational acceleration. The Obukhov length <inline-formula><mml:math id="M185" display="inline"><mml:mi>L</mml:mi></mml:math></inline-formula>, as well as the fluxes <inline-formula><mml:math id="M186" display="inline"><mml:mrow><mml:msub><mml:mi>u</mml:mi><mml:mo>*</mml:mo></mml:msub><mml:mo>=</mml:mo><mml:msqrt><mml:mrow><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>u</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>w</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover></mml:mrow></mml:msqrt></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M187" display="inline"><mml:mrow><mml:msub><mml:mi>T</mml:mi><mml:mo>*</mml:mo></mml:msub><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>w</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>T</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>/</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mo>*</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula>, and <inline-formula><mml:math id="M188" display="inline"><mml:mrow><mml:msub><mml:mi>q</mml:mi><mml:mo>*</mml:mo></mml:msub><mml:mo>=</mml:mo><mml:mo>-</mml:mo><mml:mover accent="true"><mml:mrow><mml:msup><mml:mi>w</mml:mi><mml:mo>′</mml:mo></mml:msup><mml:msup><mml:mi>q</mml:mi><mml:mo>′</mml:mo></mml:msup></mml:mrow><mml:mo mathvariant="normal">‾</mml:mo></mml:mover><mml:mo>/</mml:mo><mml:msub><mml:mi>u</mml:mi><mml:mo>*</mml:mo></mml:msub></mml:mrow></mml:math></inline-formula>, is computed using the bulk flux method implemented in the surface energy balance model described in <xref ref-type="bibr" rid="bib1.bibx54" id="text.57"/>, using the variable height of the sensors. The relations from <xref ref-type="bibr" rid="bib1.bibx20" id="text.58"/> for the integrated stability functions <inline-formula><mml:math id="M189" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mi>M</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, <inline-formula><mml:math id="M190" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mi>H</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula>, and <inline-formula><mml:math id="M191" display="inline"><mml:mrow><mml:msub><mml:mi mathvariant="normal">Ψ</mml:mi><mml:mi>Q</mml:mi></mml:msub></mml:mrow></mml:math></inline-formula> are used. The quantities at standard heights are only available when measurements of both the surface height and all four components of net radiation are not flagged.</p>
</sec>
<sec id="Ch1.S2.SS4.SSS4">
  <label>2.4.4</label><title>Flagging</title>
      <p id="d2e4915">A binary quality flag is generated for each sample that aims to incorporate all the possible combinations of suspicious or missing data for each measured variable and possible riming or hoar frost deposition, hereafter denoted “riming”, in one parameter (10 combinations). The flag is formatted as a combination of 10 consecutive 1's or 0's in the order of “rabcdefghi”, where a numerical value of 1 denotes a suspicious or missing sample for a specific variable, and a numerical value of 0 denotes a seemingly properly functioning sensor. An exception is for the first value (“<inline-formula><mml:math id="M192" display="inline"><mml:mi>r</mml:mi></mml:math></inline-formula>”), which can have a value of 1 (no suspected riming) or 2 (suspected riming or cannot be excluded), in order to prevent an errorflag value with 10 consecutive 0's.  The second-to-last binary flags are in respective order related to the following measurements: (a) the surface height, (b) air pressure, (c) specific humidity, (d) air temperature, (e) outgoing long-wave radiation, (f) incoming long-wave radiation, (g) outgoing short-wave radiation, (h) incoming short-wave radiation, and (i) wind speed. The specific conditions for which each flag is raised per variable are given in Table <xref ref-type="table" rid="T4"/>. In summary, valid samples when all the sensors seem to function properly at the same time have a value of 1 000 000 000. The resulting quality parameter allows for straightforward data selection or interpolation routines, which was not done in this dataset.</p>

<table-wrap id="T4" specific-use="star"><label>Table 4</label><caption><p id="d2e4930">Procedure for making the single quality parameter “errorflag” for flagging suspicious or missing data. TOA <inline-formula><mml:math id="M193" display="inline"><mml:mo>=</mml:mo></mml:math></inline-formula> top of atmosphere.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="3">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="left"/>
     <oasis:thead>
       <oasis:row>

         <oasis:entry colname="col1">Parameter in</oasis:entry>

         <oasis:entry colname="col2">Description or flagged suspicious sample</oasis:entry>

         <oasis:entry colname="col3">Condition when flag raised</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col1">“errorflag”</oasis:entry>

         <oasis:entry colname="col2"/>

         <oasis:entry colname="col3"/>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col1">(rabcdefghi)</oasis:entry>

         <oasis:entry colname="col2"/>

         <oasis:entry colname="col3"/>

       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="1"><inline-formula><mml:math id="M194" display="inline"><mml:mrow><mml:mi>r</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col2">Riming suspected or cannot be excluded,</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M195" display="inline"><mml:mrow><mml:mo>|</mml:mo><mml:msub><mml:mi mathvariant="normal">LW</mml:mi><mml:mi mathvariant="normal">net</mml:mi></mml:msub><mml:mo>|</mml:mo><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">2</mml:mn></mml:mrow></mml:math></inline-formula> W m<sup>−2</sup> and RH <inline-formula><mml:math id="M197" display="inline"><mml:mo>&gt;</mml:mo></mml:math></inline-formula> 90 % and <inline-formula><mml:math id="M198" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>&lt;</mml:mo><mml:mn mathvariant="normal">0</mml:mn></mml:mrow></mml:math></inline-formula> °C for at least 24 consecutive hours,</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">or sensors are (close to) being buried</oasis:entry>

         <oasis:entry colname="col3">or any of these parameters are missing, or z_surf <inline-formula><mml:math id="M199" display="inline"><mml:mo>&lt;</mml:mo></mml:math></inline-formula> 0.2 m</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col1"><inline-formula><mml:math id="M200" display="inline"><mml:mrow><mml:mi>a</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col2">z_surf</oasis:entry>

         <oasis:entry colname="col3">z_surf missing or outside the manually fixed interval</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col1"><inline-formula><mml:math id="M201" display="inline"><mml:mrow><mml:mi>b</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col2"><inline-formula><mml:math id="M202" display="inline"><mml:mi>p</mml:mi></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M203" display="inline"><mml:mi>p</mml:mi></mml:math></inline-formula> missing</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col1"><inline-formula><mml:math id="M204" display="inline"><mml:mrow><mml:mi>c</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col2"><inline-formula><mml:math id="M205" display="inline"><mml:mi>q</mml:mi></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col3">RH missing, or RH <inline-formula><mml:math id="M206" display="inline"><mml:mo>&gt;</mml:mo></mml:math></inline-formula> 110 %</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col1"><inline-formula><mml:math id="M207" display="inline"><mml:mrow><mml:mi>d</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col2"><inline-formula><mml:math id="M208" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M209" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula> missing</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col1"><inline-formula><mml:math id="M210" display="inline"><mml:mrow><mml:mi>e</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col2">LWu</oasis:entry>

         <oasis:entry colname="col3">LWu missing, or LWu <inline-formula><mml:math id="M211" display="inline"><mml:mo>&gt;</mml:mo></mml:math></inline-formula> 320 W m<sup>−2</sup>, or <inline-formula><mml:math id="M213" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>&lt;</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">60</mml:mn></mml:mrow></mml:math></inline-formula> °C</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col1"><inline-formula><mml:math id="M214" display="inline"><mml:mrow><mml:mi>f</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col2">LWd</oasis:entry>

         <oasis:entry colname="col3">LWd missing, or LWu <inline-formula><mml:math id="M215" display="inline"><mml:mo>&gt;</mml:mo></mml:math></inline-formula> 320 W m<sup>−2</sup>, or <inline-formula><mml:math id="M217" display="inline"><mml:mrow><mml:mi>T</mml:mi><mml:mo>&lt;</mml:mo><mml:mo>-</mml:mo><mml:mn mathvariant="normal">60</mml:mn></mml:mrow></mml:math></inline-formula> °C</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="1"><inline-formula><mml:math id="M218" display="inline"><mml:mrow><mml:mi>g</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col2"/>

         <oasis:entry colname="col3">SWu missing, or daily total SWd exceeds TOA radiation,</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">SWu</oasis:entry>

         <oasis:entry colname="col3">or daily total SWu is equal to zero when daily maximum TOA exceeds 10 W m<sup>−2</sup></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="1"><inline-formula><mml:math id="M220" display="inline"><mml:mrow><mml:mi>h</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col2"/>

         <oasis:entry colname="col3">SWd missing, or daily total SWd exceeds TOA radiation,</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">SWd</oasis:entry>

         <oasis:entry colname="col3">or daily total SWd is equal to zero when daily maximum TOA exceeds 10 W m<sup>−2</sup></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col1"><inline-formula><mml:math id="M222" display="inline"><mml:mrow><mml:mi>i</mml:mi><mml:mo>=</mml:mo><mml:mn mathvariant="normal">1</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col2">wspd</oasis:entry>

         <oasis:entry colname="col3">wspd missing, or wspd <inline-formula><mml:math id="M223" display="inline"><mml:mo>&lt;</mml:mo></mml:math></inline-formula> 0.1 m s<sup>−1</sup> for at least 6 consecutive hours</oasis:entry>

       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>


</sec>
</sec>
</sec>
<sec id="Ch1.S3">
  <label>3</label><title>Data availability and range</title>
      <p id="d2e5445">The period covered by the dataset is shown in Fig. <xref ref-type="fig" rid="F6"/>, and the number of valid, non-flagged samples per variable and per station is given in Table <xref ref-type="table" rid="TB1"/>. In total, 57 230 d (<inline-formula><mml:math id="M225" display="inline"><mml:mo lspace="0mm">≈</mml:mo></mml:math></inline-formula> 157 years) of data are available from 1995 through 2022, of which there were 31 183 d (<inline-formula><mml:math id="M226" display="inline"><mml:mo lspace="0mm">≈</mml:mo></mml:math></inline-formula> 85 station years, or 54 %) of data with both unflagged meteorological observations, sonic height ranger measurements, and all four components of net surface radiation (Fig. <xref ref-type="fig" rid="F6"/>). AWS09 has the longest time series (24.8 years), while AWS05 contains the longest time series of unflagged meteorological and SEB data (12.8 years). At AWS09, the outgoing long-wave radiation is missing between 2009 and 2016 due to a malfunctioning logger, while from 2017 onwards, the relative humidity is missing due to a malfunctioning sensor. This means that not more than 1 year of interpolated temperature data are available at AWS09 after 2009, since all variables need to be unflagged  to reliably interpolate quantities using Eqs. (<xref ref-type="disp-formula" rid="Ch1.E9"/>)–(<xref ref-type="disp-formula" rid="Ch1.E11"/>). At the plateau sites AWS12 and AWS13, no pressure data is available due to a malfunctioning data logger, and no wind speed and wind direction data is available after 70 d of operation at AWS13 due to a malfunctioning sensor. Yet, despite the very cold and dry climate, most other variables including surface height are available for the entire period at AWS12 and AWS13. The type III AWSs have the highest success rate (95 %). Data gaps longer than several days often affect all the variables, due to either a malfunctioning logger or power supply (e.g. AWS14 during 2017) or the AWS being buried by snow (AWS11 in 2012). Long periods of long-wave radiation measurements are flagged at the plateau stations AWS09, AWS12, and AWS13 during winter, since the radiometers function well below their operation temperature range, but are not removed from the dataset.</p>

      <fig id="F6" specific-use="star"><label>Figure 6</label><caption><p id="d2e5475">Availability of non-flagged hourly data per station. Each colour denotes a different variable. The number of non-flagged data per station and in total is also given. The number of non-flagged samples per variable and per station is given in Table <xref ref-type="table" rid="TB1"/>.</p></caption>
        <graphic xlink:href="https://essd.copernicus.org/articles/17/4933/2025/essd-17-4933-2025-f06.png"/>

      </fig>

      <p id="d2e5486">The time averages of all measurements of incoming radiation, air temperature, wind speed, and surface height change are plotted as a function of station elevation in Fig. <xref ref-type="fig" rid="F7"/>, and the averages of all variables per station and per season are given in Table <xref ref-type="table" rid="TC1a"/>. On average, annual downward long-wave radiation decreases with elevation from 230 W m<sup>−2</sup> at the ice shelf locations to 100 W m<sup>−2</sup> at the plateau stations. The decrease in incoming long-wave radiation is compensated by a similar increase in incoming short-wave radiation from about 130 W m<sup>−2</sup> near sea level up to 200 W m<sup>−2</sup> on the Antarctic plateau. The range of yearly averaged air temperature contained in this dataset is [<inline-formula><mml:math id="M231" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">55</mml:mn></mml:mrow></mml:math></inline-formula>; <inline-formula><mml:math id="M232" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">15</mml:mn></mml:mrow></mml:math></inline-formula>] °C. The lowest daily average temperature at a sensor height of <inline-formula><mml:math id="M233" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">82.9</mml:mn></mml:mrow></mml:math></inline-formula> °C was recorded at AWS13 (Pole of inaccessibility) on 11 August 2010, and the highest daily averaged air temperature at sensor height of 10.2 °C was recorded at AWS18 (Cabinet Inlet, Larsen C ice shelf) on 26 May 2016. Temperatures above melting occur at 10 out of 19 stations, either on ice shelves (AWS04, 14, 15, 17, 18, 19) or close to ice shelves (AWS05), but also rarely at higher elevations on the grounded ice sheet (AWS06, 07, 16). The annual averaged wind speed at sensor height ranges between 3 and 8 m s<sup>−1</sup>, with maximum daily averages ranging from 11.4 m s<sup>−1</sup> at AWS12 (Plateau Station B) up to 32.3 m s<sup>−1</sup> at AWS05 (Wasa/Aboa Camp Maudheimvida). The surface height change ranges from 92 mm yr<sup>−1</sup> of ice ablation at the Scharffenbergbotnen blue ice location AWS07 up to 2242 mm of snow accumulation per year at the Halvfarryggen ice rise location AWS11.</p>

      <fig id="F7" specific-use="star"><label>Figure 7</label><caption><p id="d2e5624"><bold>(a)</bold> Averaged downwards short-wave radiation (yellow), downward long-wave radiation (red), <bold>(b)</bold> average (squares) and minimum–maximum (lines) daily air temperature, <bold>(c)</bold> average (squares) and daily maximum (crosses) wind speed, <bold>(d)</bold> average increase in surface height for all the stations during the entire measurement period. Data are only shown when at least 50 % of data are available in the entire measurement period. Solid lines denote the linear regression versus elevation. The number of each AWS is also shown.</p></caption>
        <graphic xlink:href="https://essd.copernicus.org/articles/17/4933/2025/essd-17-4933-2025-f07.png"/>

      </fig>

      <fig id="F8" specific-use="star"><label>Figure 8</label><caption><p id="d2e5646">Temporal correlations of  daily average <bold>(a)</bold> air temperature (<inline-formula><mml:math id="M238" display="inline"><mml:mi>T</mml:mi></mml:math></inline-formula>, green), horizontal wind speed (<inline-formula><mml:math id="M239" display="inline"><mml:mi>U</mml:mi></mml:math></inline-formula>, grey) and <bold>(b)</bold> downward short-wave radiation (SW<sub>d</sub>, orange), and downward long-wave radiation (LW<sub>d</sub>, red) in January between all station pairs versus the horizontal distance between stations. The lines denote the fit to exponential-decay functions, with the e-folding distance denoted by the vertical dashed lines.</p></caption>
        <graphic xlink:href="https://essd.copernicus.org/articles/17/4933/2025/essd-17-4933-2025-f08.png"/>

      </fig>

</sec>
<sec id="Ch1.S4">
  <label>4</label><title>Example application: inter-station correlation</title>
      <p id="d2e5702">An example application of this dataset is presented that takes advantage of the correlation of the measured variables between nearby stations, in order to spatially interpolate point measurements or design the optimal AWS network. The daily averaged measurements of temperature, wind speed, and both downward radiation components for January are selected. The correlation of each of these four variables is then computed for all station pairs during the periods of overlapping data and only retained if at least 1 month of overlapping data are available. The correlation for each station combination for each variable is then regressed as a function of the distance between all station pairs in Fig. <xref ref-type="fig" rid="F8"/>. The distances and correlations are also given in Tables <xref ref-type="table" rid="TD1"/> and <xref ref-type="table" rid="TD2"/>. The largest correlation is found for air temperature (Fig. <xref ref-type="fig" rid="F8"/>a, green dots), with a fitted e-folding distance of 1430 km, which is defined as the distance where the fitted correlation equals 0.37. This distance is consistent with  <xref ref-type="bibr" rid="bib1.bibx7" id="text.59"/> and <xref ref-type="bibr" rid="bib1.bibx18" id="text.60"/>, who make use of different data. On the other hand, the correlation between stations for horizontal wind speed and for the two downward radiation components is lower (Fig. <xref ref-type="fig" rid="F8"/>b), with an e-folding distance of about 500 km for all three variables. It must be noted that such correlations also depend on the region and on the season <xref ref-type="bibr" rid="bib1.bibx7" id="paren.61"/>. The lower correlation for wind speed and downward radiation confirms the need for a denser array of stations for energy balance applications.</p>
</sec>
<sec id="Ch1.S5">
  <label>5</label><title>Data uncertainties and recommendations</title>
      <p id="d2e5734">While the corrections presented in Sect. <xref ref-type="sec" rid="Ch1.S2.SS3"/> are based on short experiments with benchmark datasets, the weather stations have been in operation in remote areas on the Antarctic ice sheet, which prevents a direct comparison of their long-term measurements with independent benchmark datasets. As such, the uncertainty in the final corrected parameters is estimated as follows. From 1 January through 28 October 2001, a type I and a type II station were simultaneously operating at AWS10, and from 23 January through 31 December 2015, a type II and a type III station were simultaneously operational at AWS14. The mean absolute difference (MD) and centred root-mean-square deviation (RMSD) of the overlapping 2 h (AWS10) and hourly (AWS14) parameters are then computed and reported in Table <xref ref-type="table" rid="T5"/>. In addition, we compare the measured horizontal wind speed by the type II station at AWS14 with overlapping sonic anemometer data taken from 6 January through 30 January 2011 during the experiment described by <xref ref-type="bibr" rid="bib1.bibx28" id="text.62"/> and at AWS05 with overlapping sonic anemometer and fine-wire thermocouple data from 15 January 2007 through 5 July 2008. These additional data are not part of this dataset. Finally, we compare both downwards radiation components measured by the type III station at AWS11 with independent reference data from the BSRN site at Neumayer from 14 February 2010 through 30 January 2019 <xref ref-type="bibr" rid="bib1.bibx44" id="paren.63"/>, although these stations are located 80 km apart.</p>

<table-wrap id="T5" specific-use="star"><label>Table 5</label><caption><p id="d2e5750">Estimated mean absolute difference (MD) and centred root-mean-square deviation (RMSD) of hourly measured parameters between two overlapping and independent datasets at five locations.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="11">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="left" colsep="1"/>
     <oasis:colspec colnum="4" colname="col4" align="left"/>
     <oasis:colspec colnum="5" colname="col5" align="left" colsep="1"/>
     <oasis:colspec colnum="6" colname="col6" align="left"/>
     <oasis:colspec colnum="7" colname="col7" align="center" colsep="1"/>
     <oasis:colspec colnum="8" colname="col8" align="left"/>
     <oasis:colspec colnum="9" colname="col9" align="center" colsep="1"/>
     <oasis:colspec colnum="10" colname="col10" align="left"/>
     <oasis:colspec colnum="11" colname="col11" align="left"/>
     <oasis:thead>
       <oasis:row>
         <oasis:entry colname="col1">Comparison</oasis:entry>
         <oasis:entry namest="col2" nameend="col3" align="center" colsep="1">type I </oasis:entry>
         <oasis:entry namest="col4" nameend="col5" align="center" colsep="1">type II </oasis:entry>
         <oasis:entry namest="col6" nameend="col7" align="center" colsep="1">type II </oasis:entry>
         <oasis:entry namest="col8" nameend="col9" align="center" colsep="1">type II </oasis:entry>
         <oasis:entry namest="col10" nameend="col11" align="center">type II </oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">between</oasis:entry>
         <oasis:entry namest="col2" nameend="col3" align="center" colsep="1">and type II data </oasis:entry>
         <oasis:entry namest="col4" nameend="col5" align="center" colsep="1">and type III data </oasis:entry>
         <oasis:entry namest="col6" nameend="col7" align="center" colsep="1">and sonic anemometer </oasis:entry>
         <oasis:entry namest="col8" nameend="col9" align="center" colsep="1">and Neumayer </oasis:entry>
         <oasis:entry namest="col10" nameend="col11" align="center">and sonic anemometer </oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry namest="col6" nameend="col7" align="center" colsep="1">data </oasis:entry>
         <oasis:entry namest="col8" nameend="col9" align="center" colsep="1">BSRN data </oasis:entry>
         <oasis:entry namest="col10" nameend="col11" align="center">with fine-wire </oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry namest="col10" nameend="col11" align="center">thermocouple data </oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry namest="col2" nameend="col3" align="center" colsep="1">at AWS10 </oasis:entry>
         <oasis:entry namest="col4" nameend="col5" align="center" colsep="1">at AWS14 </oasis:entry>
         <oasis:entry namest="col6" nameend="col7" align="center" colsep="1">at AWS14 </oasis:entry>
         <oasis:entry namest="col8" nameend="col9" align="center" colsep="1">at AWS11 </oasis:entry>
         <oasis:entry namest="col10" nameend="col11" align="center">at AWS05 </oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry namest="col2" nameend="col3" align="center" colsep="1">1 Jan 2001/ </oasis:entry>
         <oasis:entry namest="col4" nameend="col5" align="center" colsep="1">23 Jan 2015/ </oasis:entry>
         <oasis:entry namest="col6" nameend="col7" align="center" colsep="1">6 Jan 2011/ </oasis:entry>
         <oasis:entry namest="col8" nameend="col9" align="center" colsep="1">14 Feb 2010/ </oasis:entry>
         <oasis:entry namest="col10" nameend="col11" align="center">15 Jan 2007/ </oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"/>
         <oasis:entry rowsep="1" namest="col2" nameend="col3" align="center" colsep="1">28 Oct 2001 </oasis:entry>
         <oasis:entry rowsep="1" namest="col4" nameend="col5" align="center" colsep="1">31 Dec 2015 </oasis:entry>
         <oasis:entry rowsep="1" namest="col6" nameend="col7" align="center" colsep="1">30 Jan 2011 </oasis:entry>
         <oasis:entry rowsep="1" namest="col8" nameend="col9" align="center" colsep="1">30 Jan 2019 </oasis:entry>
         <oasis:entry rowsep="1" namest="col10" nameend="col11" align="center">5 Jul 2008 </oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Variable</oasis:entry>
         <oasis:entry colname="col2">MD</oasis:entry>
         <oasis:entry colname="col3">RMSD</oasis:entry>
         <oasis:entry colname="col4">MD</oasis:entry>
         <oasis:entry colname="col5">RMSD</oasis:entry>
         <oasis:entry colname="col6">MD</oasis:entry>
         <oasis:entry colname="col7">RMSD</oasis:entry>
         <oasis:entry colname="col8">MD</oasis:entry>
         <oasis:entry colname="col9">RMSD</oasis:entry>
         <oasis:entry colname="col10">MD</oasis:entry>
         <oasis:entry colname="col11">RMSD</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M243" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">0.76 °C</oasis:entry>
         <oasis:entry colname="col3">0.91 °C</oasis:entry>
         <oasis:entry colname="col4">0.25 °C</oasis:entry>
         <oasis:entry colname="col5">0.45 °C</oasis:entry>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10">0.20 °C</oasis:entry>
         <oasis:entry colname="col11">0.64 °C</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">rh</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">8 %</oasis:entry>
         <oasis:entry colname="col5">14 %</oasis:entry>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M244" display="inline"><mml:mi>q</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">0.15 g kg<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col5">0.32 g kg<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">wspd</oasis:entry>
         <oasis:entry colname="col2">0.2 m s<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col3">2.2 m s<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col4">1.1 m s<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col5">0.8 m s<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col6">0.7 m s<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col7">0.5 m s<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10">0.1 m s<sup>−1</sup></oasis:entry>
         <oasis:entry colname="col11">0.85 m s<sup>−1</sup></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M255" display="inline"><mml:mi>p</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">132 Pa</oasis:entry>
         <oasis:entry colname="col3">58 Pa</oasis:entry>
         <oasis:entry colname="col4">26 Pa</oasis:entry>
         <oasis:entry colname="col5">45 Pa</oasis:entry>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SWd</oasis:entry>
         <oasis:entry colname="col2">2 W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col3">34 W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col4">8 W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col5">19 W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8">11 W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col9">68 W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SWu</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">5 W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col5">14 W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">LWd</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">5 W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col5">6 W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8">4 W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col9">31 W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">LWu</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">1 W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col5">2 W m<sup>−2</sup></oasis:entry>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">z_surf</oasis:entry>
         <oasis:entry colname="col2">0.11 m</oasis:entry>
         <oasis:entry colname="col3">0.08 m</oasis:entry>
         <oasis:entry colname="col4">0.55 m</oasis:entry>
         <oasis:entry colname="col5">0.04 m</oasis:entry>
         <oasis:entry colname="col6">0.70 m<sup>*</sup></oasis:entry>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10">0.22 m<sup>*</sup></oasis:entry>
         <oasis:entry colname="col11"/>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">alb</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">0.002</oasis:entry>
         <oasis:entry colname="col5">0.026</oasis:entry>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table><table-wrap-foot><p id="d2e5753"><sup>*</sup> Same sonic height ranger data were used for the surface height change estimation of the sonic anemometer.</p></table-wrap-foot></table-wrap>

      <p id="d2e6630">On average, the air temperature between stations differs by <inline-formula><mml:math id="M272" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.76</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.91</mml:mn></mml:mrow></mml:math></inline-formula> °C (MD <inline-formula><mml:math id="M273" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> RMSD) for stations I and II and <inline-formula><mml:math id="M274" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.25</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.45</mml:mn></mml:mrow></mml:math></inline-formula>° for stations II and III, which exceeds the reported accuracy by the manufacturer (0.1 °C for types I and III, 0.3 °C for type II; Table <xref ref-type="table" rid="T2"/>). We attribute this larger uncertainty to the different sensor heights, to the different sampling strategy, and to the uncertainty in the excess temperature correction due to the variable effectiveness of the radiation shields. The comparison with a fine-wire thermocouple at AWS05 also reveals recorded air temperature differences of <inline-formula><mml:math id="M275" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.2</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.64</mml:mn></mml:mrow></mml:math></inline-formula> °C, which confirms that the sensor's performance is slightly different than reported by the manufacturer.</p>
      <p id="d2e6679">The difference in measured, corrected relative humidity between station types II and III (8 % <inline-formula><mml:math id="M276" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 14 %) also exceeds the reported accuracy, which translates to specific humidity differences of 0.15 g kg<sup>−1</sup> <inline-formula><mml:math id="M278" display="inline"><mml:mo>±</mml:mo></mml:math></inline-formula> 0.32 g kg<sup>−1</sup>, which remains limited due to the low temperatures in this dataset. The differences are mainly caused by the relative large uncertainty in the hygrometer readings at low temperatures (minimum of <inline-formula><mml:math id="M280" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">49.7</mml:mn></mml:mrow></mml:math></inline-formula> °C at AWS14) and different sensor types, but also by different sensor heights and different radiation shield types.</p>
      <p id="d2e6730">The horizontal wind speed does not substantially differ from the reported manufacturer accuracy, except when comparing types I and II, which we attribute to the different sampling strategy and to the different response and overspeeding of cup anemometers. Further, the cup anemometer at AWS10 was never replaced after its installation in 1995. The comparison between type II and sonic anemometer data at AWS05 reveals differences of <inline-formula><mml:math id="M281" display="inline"><mml:mrow><mml:mn mathvariant="normal">0.1</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">0.85</mml:mn></mml:mrow></mml:math></inline-formula> m s<sup>−1</sup>, which may be interpreted as the uncertainty in measured wind speed by stations II and III in the polar conditions from this dataset. We attribute the differences from sonic anemometer readings to different heights; flow distortion; poor response of propeller anemometers at low wind speeds (lower than 1.5 m s<sup>−1</sup>); and noise in the sonic anemometer readings due to, for example, precipitation, blowing snow in the sensor volume, or riming of the transducer heads.</p>
      <p id="d2e6769">The mean absolute difference of all four radiative components ranges from 1 to 8 W m<sup>−2</sup> between stations. The performance of the Anderaa 2770 sensor used to measure downwards short-wave radiation on the type I stations is lower than reported by the manufacturer and also lower than the CNR1/4 used on types II and III, with a RMSD value of 34 W m<sup>−2</sup> versus 19 W m<sup>−2</sup>. On the other hand, we find that the corrected hourly CNR1/4 readings differ by less than 5 % of the daily averages, which is better than reported by the manufacturer and consistent with the result from <xref ref-type="bibr" rid="bib1.bibx51" id="text.64"/>. It must be noted that the location of AWS10 is more susceptible to frosting, which possibly causes larger downwards short-wave radiation differences compared to other locations, since different radiometers may behave differently under frosting conditions. Despite the 80 km horizontal separation and about 650 m elevation difference, downwards short-wave and long-wave radiation measured at AWS11 only differs from the benchmark measurements from the Neumayer BSRN site by <inline-formula><mml:math id="M287" display="inline"><mml:mrow><mml:mn mathvariant="normal">11</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">68</mml:mn></mml:mrow></mml:math></inline-formula> and <inline-formula><mml:math id="M288" display="inline"><mml:mrow><mml:mn mathvariant="normal">4</mml:mn><mml:mo>±</mml:mo><mml:mn mathvariant="normal">31</mml:mn></mml:mrow></mml:math></inline-formula> W m<sup>−2</sup>, respectively, on average over a 10-year period <xref ref-type="bibr" rid="bib1.bibx44" id="paren.65"/>. This further supports the high accuracy of the corrected CNR1/4 readings. Small average differences in measured short-wave components may still translate into relatively large error in broadband short-wave albedo, with RMSD values of 0.026 at AWS14 during 2015.</p>
      <p id="d2e6851">Finally, the intercomparison of the hourly surface height recorded by two different sonic height rangers reveals RMSD values of 0.08 m between the type I/II stations and 0.04 m between type II/III stations. These values are higher than reported by the manufacturer, which we attribute to the horizontal variability in the snow surface and to noise generated by secondary reflections.</p>
      <p id="d2e6854">The measurements in this dataset were taken in (or in the vicinity of) Dronning Maud Land and the Larsen C ice shelf; hence different datasets should be included for Antarctica-wide studies. This may include other AWSs  <xref ref-type="bibr" rid="bib1.bibx9 bib1.bibx62" id="paren.66"><named-content content-type="pre">e.g.</named-content></xref> or SMB <xref ref-type="bibr" rid="bib1.bibx14 bib1.bibx61" id="paren.67"/> compilations; surface meteorological observations from year-round crewed stations;  or surface radiation observations from the BSRN network at Neumayer <xref ref-type="bibr" rid="bib1.bibx44" id="paren.68"/>, Concordia <xref ref-type="bibr" rid="bib1.bibx35" id="paren.69"/>, South Pole <xref ref-type="bibr" rid="bib1.bibx43" id="paren.70"/>, and Syowa <xref ref-type="bibr" rid="bib1.bibx40" id="paren.71"/>.</p>
      <p id="d2e6878">For future Antarctic AWS design, we recommend including measurements of the four radiation components and surface height change, which allow for SEB quantification including melt and therefore for a more complete evaluation of climate models.</p>
</sec>
<sec id="Ch1.S6">
  <label>6</label><title>Data availability</title>
      <p id="d2e6889">The hourly dataset for all 19 AWSs is available at <ext-link xlink:href="https://doi.org/10.1594/PANGAEA.974080" ext-link-type="DOI">10.1594/PANGAEA.974080</ext-link> <xref ref-type="bibr" rid="bib1.bibx55" id="paren.72"/>.</p>
</sec>
<sec id="Ch1.S7">
  <label>7</label><title>Code availability</title>
      <p id="d2e6906">The code used to pre-process and correct measurement of temperature, long-wave radiation, and relative humidity for the specific instrument combinations used in this dataset is available at <ext-link xlink:href="https://doi.org/10.5281/zenodo.15101447" ext-link-type="DOI">10.5281/zenodo.15101447</ext-link> <xref ref-type="bibr" rid="bib1.bibx56" id="paren.73"/>. The code used to apply the other corrections, flag suspicious data, and compute new variables is available at <ext-link xlink:href="https://doi.org/10.5281/zenodo.15058515" ext-link-type="DOI">10.5281/zenodo.15058515</ext-link> <xref ref-type="bibr" rid="bib1.bibx57" id="paren.74"/>. The surface energy balance model used to compute the quantities at standard heights is available at <ext-link xlink:href="https://doi.org/10.5281/zenodo.15082295" ext-link-type="DOI">10.5281/zenodo.15082295</ext-link> <xref ref-type="bibr" rid="bib1.bibx58" id="paren.75"/>.</p>
</sec>
<sec id="Ch1.S8" sec-type="conclusions">
  <label>8</label><title>Summary</title>
      <p id="d2e6936">A dataset is presented that contains quality-controlled, continuous, hourly or 2 h measurements of meteorological quantities, net surface radiation components, and surface height change at 19 locations on the Antarctic ice sheet from 1995 through 2022. This dataset differs from other similar datasets containing these stations, such as <xref ref-type="bibr" rid="bib1.bibx25" id="text.76"/> and <xref ref-type="bibr" rid="bib1.bibx61" id="text.77"/>, in how quality control and data corrections were implemented, but also in the number of available recorded parameters. The temperature, humidity, and radiation data are corrected for commonly documented measurements errors; noise was both manually and automatically removed; and missing data are left empty. In addition, the temperature, humidity, and wind at standard heights, as well as the cumulative change in surface height, are  provided when available. A simple quality flag is provided for further use in, for example, surface energy balance simulations. Despite the remoteness and harsh climatic conditions of these locations, the average success rate of the hourly data is 96 % for the temperature, 86 % for the wind speed, 71 % for the four components of net surface radiation, 96 % for  the filtered measured height change, and 54 % for all of the hourly data being simultaneously available and unflagged.</p>
      <p id="d2e6945">Some of the measurements were transmitted to the GTS system and are therefore available to be assimilated in reanalyses products. The exact periods and stations for which this is the case are marked in Table <xref ref-type="table" rid="T1"/>. The other measurements have not been assimilated and thereby allow for an independent benchmark for reanalyses products. This dataset may also serve as basis for future work that requires in situ observations to study surface–climate interactions on the Antarctic ice sheet.</p>
</sec>

      
      </body>
    <back><app-group>

<app id="App1.Ch1.S1">
  <label>Appendix A</label><title>Manual thresholds</title>

<table-wrap id="TA1"><label>Table A1</label><caption><p id="d2e6964">Manual thresholds applied to the dataset after the corrections. <sup>*</sup> These data were also processed with a manual threshold filter with time-varying bounds.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="4">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="left"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Variable</oasis:entry>
         <oasis:entry colname="col2">Min</oasis:entry>
         <oasis:entry colname="col3">Max</oasis:entry>
         <oasis:entry colname="col4">Unit</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M291" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M292" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">90</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">30</oasis:entry>
         <oasis:entry colname="col4">°C</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">rh</oasis:entry>
         <oasis:entry colname="col2">0</oasis:entry>
         <oasis:entry colname="col3">150</oasis:entry>
         <oasis:entry colname="col4">%</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">wspd</oasis:entry>
         <oasis:entry colname="col2">0</oasis:entry>
         <oasis:entry colname="col3">100</oasis:entry>
         <oasis:entry colname="col4">m s<sup>−1</sup></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">wdir</oasis:entry>
         <oasis:entry colname="col2">0</oasis:entry>
         <oasis:entry colname="col3">360</oasis:entry>
         <oasis:entry colname="col4">°</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1"><inline-formula><mml:math id="M294" display="inline"><mml:mi>p</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col2">500</oasis:entry>
         <oasis:entry colname="col3">1100</oasis:entry>
         <oasis:entry colname="col4">hPa</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SWd</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M295" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">20</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">1500</oasis:entry>
         <oasis:entry colname="col4">W m<sup>−2</sup></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">SWu</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M297" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">20</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">1000</oasis:entry>
         <oasis:entry colname="col4">W m<sup>−2</sup></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">LWd</oasis:entry>
         <oasis:entry colname="col2">50</oasis:entry>
         <oasis:entry colname="col3">500</oasis:entry>
         <oasis:entry colname="col4">W m<sup>−2</sup></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">LWu</oasis:entry>
         <oasis:entry colname="col2">50</oasis:entry>
         <oasis:entry colname="col3">500</oasis:entry>
         <oasis:entry colname="col4">W m<sup>−2</sup></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">z_surf<sup>*</sup></oasis:entry>
         <oasis:entry colname="col2">0.1</oasis:entry>
         <oasis:entry colname="col3">30</oasis:entry>
         <oasis:entry colname="col4">m</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">alb</oasis:entry>
         <oasis:entry colname="col2">0.1</oasis:entry>
         <oasis:entry colname="col3">0.95</oasis:entry>
         <oasis:entry colname="col4">–</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>


</app>

<app id="App1.Ch1.S2">
  <label>Appendix B</label><title>Number of non-flagged data</title>

<table-wrap id="TB1"><label>Table B1</label><caption><p id="d2e7288">Number of days of valid, non-flagged data per variable and per station. All data denote the number of days with all variables being simultaneously non-flagged.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="12">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="right"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="right"/>
     <oasis:colspec colnum="8" colname="col8" align="right"/>
     <oasis:colspec colnum="9" colname="col9" align="right"/>
     <oasis:colspec colnum="10" colname="col10" align="right"/>
     <oasis:colspec colnum="11" colname="col11" align="right"/>
     <oasis:colspec colnum="12" colname="col12" align="right"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">Station</oasis:entry>
         <oasis:entry colname="col2"><inline-formula><mml:math id="M302" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col3">wspd</oasis:entry>
         <oasis:entry colname="col4">RH</oasis:entry>
         <oasis:entry colname="col5"><inline-formula><mml:math id="M303" display="inline"><mml:mi>p</mml:mi></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col6">SWd</oasis:entry>
         <oasis:entry colname="col7">SWu</oasis:entry>
         <oasis:entry colname="col8">LWd</oasis:entry>
         <oasis:entry colname="col9">LWu</oasis:entry>
         <oasis:entry colname="col10">z_boom</oasis:entry>
         <oasis:entry colname="col11">All data</oasis:entry>
         <oasis:entry colname="col12">Total days</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">AWS01</oasis:entry>
         <oasis:entry colname="col2">856</oasis:entry>
         <oasis:entry colname="col3">1089</oasis:entry>
         <oasis:entry colname="col4">0</oasis:entry>
         <oasis:entry colname="col5">1405</oasis:entry>
         <oasis:entry colname="col6">1149</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">0</oasis:entry>
         <oasis:entry colname="col9">0</oasis:entry>
         <oasis:entry colname="col10">1409</oasis:entry>
         <oasis:entry colname="col11">0</oasis:entry>
         <oasis:entry colname="col12">1409</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS02</oasis:entry>
         <oasis:entry colname="col2">1258</oasis:entry>
         <oasis:entry colname="col3">1183</oasis:entry>
         <oasis:entry colname="col4">0</oasis:entry>
         <oasis:entry colname="col5">1339</oasis:entry>
         <oasis:entry colname="col6">1157</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">0</oasis:entry>
         <oasis:entry colname="col9">0</oasis:entry>
         <oasis:entry colname="col10">1352</oasis:entry>
         <oasis:entry colname="col11">0</oasis:entry>
         <oasis:entry colname="col12">1352</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS03</oasis:entry>
         <oasis:entry colname="col2">963</oasis:entry>
         <oasis:entry colname="col3">713</oasis:entry>
         <oasis:entry colname="col4">0</oasis:entry>
         <oasis:entry colname="col5">987</oasis:entry>
         <oasis:entry colname="col6">598</oasis:entry>
         <oasis:entry colname="col7">0</oasis:entry>
         <oasis:entry colname="col8">0</oasis:entry>
         <oasis:entry colname="col9">0</oasis:entry>
         <oasis:entry colname="col10">991</oasis:entry>
         <oasis:entry colname="col11">0</oasis:entry>
         <oasis:entry colname="col12">991</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS04</oasis:entry>
         <oasis:entry colname="col2">1832</oasis:entry>
         <oasis:entry colname="col3">1718</oasis:entry>
         <oasis:entry colname="col4">1827</oasis:entry>
         <oasis:entry colname="col5">1832</oasis:entry>
         <oasis:entry colname="col6">1828</oasis:entry>
         <oasis:entry colname="col7">1828</oasis:entry>
         <oasis:entry colname="col8">1830</oasis:entry>
         <oasis:entry colname="col9">1830</oasis:entry>
         <oasis:entry colname="col10">1745</oasis:entry>
         <oasis:entry colname="col11">1626</oasis:entry>
         <oasis:entry colname="col12">1832</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS05</oasis:entry>
         <oasis:entry colname="col2">5810</oasis:entry>
         <oasis:entry colname="col3">5733</oasis:entry>
         <oasis:entry colname="col4">5787</oasis:entry>
         <oasis:entry colname="col5">5811</oasis:entry>
         <oasis:entry colname="col6">5700</oasis:entry>
         <oasis:entry colname="col7">5702</oasis:entry>
         <oasis:entry colname="col8">5809</oasis:entry>
         <oasis:entry colname="col9">5805</oasis:entry>
         <oasis:entry colname="col10">4885</oasis:entry>
         <oasis:entry colname="col11">4676</oasis:entry>
         <oasis:entry colname="col12">5821</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS06</oasis:entry>
         <oasis:entry colname="col2">4047</oasis:entry>
         <oasis:entry colname="col3">4045</oasis:entry>
         <oasis:entry colname="col4">4045</oasis:entry>
         <oasis:entry colname="col5">4047</oasis:entry>
         <oasis:entry colname="col6">3973</oasis:entry>
         <oasis:entry colname="col7">3973</oasis:entry>
         <oasis:entry colname="col8">4047</oasis:entry>
         <oasis:entry colname="col9">4047</oasis:entry>
         <oasis:entry colname="col10">4037</oasis:entry>
         <oasis:entry colname="col11">3960</oasis:entry>
         <oasis:entry colname="col12">4047</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS07</oasis:entry>
         <oasis:entry colname="col2">863</oasis:entry>
         <oasis:entry colname="col3">1108</oasis:entry>
         <oasis:entry colname="col4">830</oasis:entry>
         <oasis:entry colname="col5">1564</oasis:entry>
         <oasis:entry colname="col6">1131</oasis:entry>
         <oasis:entry colname="col7">1131</oasis:entry>
         <oasis:entry colname="col8">772</oasis:entry>
         <oasis:entry colname="col9">772</oasis:entry>
         <oasis:entry colname="col10">1180</oasis:entry>
         <oasis:entry colname="col11">720</oasis:entry>
         <oasis:entry colname="col12">1567</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS08</oasis:entry>
         <oasis:entry colname="col2">1819</oasis:entry>
         <oasis:entry colname="col3">1754</oasis:entry>
         <oasis:entry colname="col4">1814</oasis:entry>
         <oasis:entry colname="col5">1819</oasis:entry>
         <oasis:entry colname="col6">1060</oasis:entry>
         <oasis:entry colname="col7">657</oasis:entry>
         <oasis:entry colname="col8">1559</oasis:entry>
         <oasis:entry colname="col9">1782</oasis:entry>
         <oasis:entry colname="col10">1820</oasis:entry>
         <oasis:entry colname="col11">419</oasis:entry>
         <oasis:entry colname="col12">1820</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS09</oasis:entry>
         <oasis:entry colname="col2">9009</oasis:entry>
         <oasis:entry colname="col3">8568</oasis:entry>
         <oasis:entry colname="col4">6822</oasis:entry>
         <oasis:entry colname="col5">8872</oasis:entry>
         <oasis:entry colname="col6">8576</oasis:entry>
         <oasis:entry colname="col7">8577</oasis:entry>
         <oasis:entry colname="col8">7984</oasis:entry>
         <oasis:entry colname="col9">6242</oasis:entry>
         <oasis:entry colname="col10">9010</oasis:entry>
         <oasis:entry colname="col11">3683</oasis:entry>
         <oasis:entry colname="col12">9048</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS10</oasis:entry>
         <oasis:entry colname="col2">3307</oasis:entry>
         <oasis:entry colname="col3">1808</oasis:entry>
         <oasis:entry colname="col4">1496</oasis:entry>
         <oasis:entry colname="col5">3378</oasis:entry>
         <oasis:entry colname="col6">3207</oasis:entry>
         <oasis:entry colname="col7">1486</oasis:entry>
         <oasis:entry colname="col8">1463</oasis:entry>
         <oasis:entry colname="col9">1453</oasis:entry>
         <oasis:entry colname="col10">3383</oasis:entry>
         <oasis:entry colname="col11">979</oasis:entry>
         <oasis:entry colname="col12">3443</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS11</oasis:entry>
         <oasis:entry colname="col2">3899</oasis:entry>
         <oasis:entry colname="col3">3375</oasis:entry>
         <oasis:entry colname="col4">2246</oasis:entry>
         <oasis:entry colname="col5">3927</oasis:entry>
         <oasis:entry colname="col6">3767</oasis:entry>
         <oasis:entry colname="col7">3769</oasis:entry>
         <oasis:entry colname="col8">3582</oasis:entry>
         <oasis:entry colname="col9">3564</oasis:entry>
         <oasis:entry colname="col10">3866</oasis:entry>
         <oasis:entry colname="col11">1518</oasis:entry>
         <oasis:entry colname="col12">3955</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS12</oasis:entry>
         <oasis:entry colname="col2">2981</oasis:entry>
         <oasis:entry colname="col3">2707</oasis:entry>
         <oasis:entry colname="col4">2964</oasis:entry>
         <oasis:entry colname="col5">0</oasis:entry>
         <oasis:entry colname="col6">2683</oasis:entry>
         <oasis:entry colname="col7">2684</oasis:entry>
         <oasis:entry colname="col8">1605</oasis:entry>
         <oasis:entry colname="col9">429</oasis:entry>
         <oasis:entry colname="col10">3001</oasis:entry>
         <oasis:entry colname="col11">0</oasis:entry>
         <oasis:entry colname="col12">3001</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS13</oasis:entry>
         <oasis:entry colname="col2">2968</oasis:entry>
         <oasis:entry colname="col3">64</oasis:entry>
         <oasis:entry colname="col4">2943</oasis:entry>
         <oasis:entry colname="col5">0</oasis:entry>
         <oasis:entry colname="col6">2760</oasis:entry>
         <oasis:entry colname="col7">2763</oasis:entry>
         <oasis:entry colname="col8">1800</oasis:entry>
         <oasis:entry colname="col9">1798</oasis:entry>
         <oasis:entry colname="col10">2985</oasis:entry>
         <oasis:entry colname="col11">0</oasis:entry>
         <oasis:entry colname="col12">2987</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS14</oasis:entry>
         <oasis:entry colname="col2">4778</oasis:entry>
         <oasis:entry colname="col3">4589</oasis:entry>
         <oasis:entry colname="col4">4721</oasis:entry>
         <oasis:entry colname="col5">4758</oasis:entry>
         <oasis:entry colname="col6">4543</oasis:entry>
         <oasis:entry colname="col7">4540</oasis:entry>
         <oasis:entry colname="col8">4776</oasis:entry>
         <oasis:entry colname="col9">4776</oasis:entry>
         <oasis:entry colname="col10">4381</oasis:entry>
         <oasis:entry colname="col11">3966</oasis:entry>
         <oasis:entry colname="col12">4779</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS15</oasis:entry>
         <oasis:entry colname="col2">1931</oasis:entry>
         <oasis:entry colname="col3">1849</oasis:entry>
         <oasis:entry colname="col4">1917</oasis:entry>
         <oasis:entry colname="col5">1347</oasis:entry>
         <oasis:entry colname="col6">1885</oasis:entry>
         <oasis:entry colname="col7">1885</oasis:entry>
         <oasis:entry colname="col8">1930</oasis:entry>
         <oasis:entry colname="col9">1930</oasis:entry>
         <oasis:entry colname="col10">1855</oasis:entry>
         <oasis:entry colname="col11">1209</oasis:entry>
         <oasis:entry colname="col12">1931</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS16</oasis:entry>
         <oasis:entry colname="col2">3861</oasis:entry>
         <oasis:entry colname="col3">4098</oasis:entry>
         <oasis:entry colname="col4">3860</oasis:entry>
         <oasis:entry colname="col5">3914</oasis:entry>
         <oasis:entry colname="col6">4017</oasis:entry>
         <oasis:entry colname="col7">4016</oasis:entry>
         <oasis:entry colname="col8">3860</oasis:entry>
         <oasis:entry colname="col9">3861</oasis:entry>
         <oasis:entry colname="col10">4018</oasis:entry>
         <oasis:entry colname="col11">3669</oasis:entry>
         <oasis:entry colname="col12">4108</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS17</oasis:entry>
         <oasis:entry colname="col2">1798</oasis:entry>
         <oasis:entry colname="col3">1769</oasis:entry>
         <oasis:entry colname="col4">1725</oasis:entry>
         <oasis:entry colname="col5">1798</oasis:entry>
         <oasis:entry colname="col6">1798</oasis:entry>
         <oasis:entry colname="col7">1798</oasis:entry>
         <oasis:entry colname="col8">1796</oasis:entry>
         <oasis:entry colname="col9">1796</oasis:entry>
         <oasis:entry colname="col10">1793</oasis:entry>
         <oasis:entry colname="col11">1687</oasis:entry>
         <oasis:entry colname="col12">1798</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">AWS18</oasis:entry>
         <oasis:entry colname="col2">2926</oasis:entry>
         <oasis:entry colname="col3">2816</oasis:entry>
         <oasis:entry colname="col4">2860</oasis:entry>
         <oasis:entry colname="col5">2926</oasis:entry>
         <oasis:entry colname="col6">2845</oasis:entry>
         <oasis:entry colname="col7">2845</oasis:entry>
         <oasis:entry colname="col8">2921</oasis:entry>
         <oasis:entry colname="col9">2921</oasis:entry>
         <oasis:entry colname="col10">2923</oasis:entry>
         <oasis:entry colname="col11">2667</oasis:entry>
         <oasis:entry colname="col12">2926</oasis:entry>
       </oasis:row>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">AWS19</oasis:entry>
         <oasis:entry colname="col2">415</oasis:entry>
         <oasis:entry colname="col3">411</oasis:entry>
         <oasis:entry colname="col4">415</oasis:entry>
         <oasis:entry colname="col5">415</oasis:entry>
         <oasis:entry colname="col6">408</oasis:entry>
         <oasis:entry colname="col7">409</oasis:entry>
         <oasis:entry colname="col8">415</oasis:entry>
         <oasis:entry colname="col9">415</oasis:entry>
         <oasis:entry colname="col10">415</oasis:entry>
         <oasis:entry colname="col11">404</oasis:entry>
         <oasis:entry colname="col12">415</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">Total</oasis:entry>
         <oasis:entry colname="col2">55 321</oasis:entry>
         <oasis:entry colname="col3">49 397</oasis:entry>
         <oasis:entry colname="col4">46 272</oasis:entry>
         <oasis:entry colname="col5">50 139</oasis:entry>
         <oasis:entry colname="col6">53 085</oasis:entry>
         <oasis:entry colname="col7">48 063</oasis:entry>
         <oasis:entry colname="col8">46 149</oasis:entry>
         <oasis:entry colname="col9">43 421</oasis:entry>
         <oasis:entry colname="col10">55 049</oasis:entry>
         <oasis:entry colname="col11">31 183</oasis:entry>
         <oasis:entry colname="col12">57 230</oasis:entry>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>


</app>

<app id="App1.Ch1.S3">
  <label>Appendix C</label><title>Station climatology</title>

<table-wrap id="TC1a"><label>Table C1</label><caption><p id="d2e8216">Long-term (AVG), summer (DJM), and winter (JJA) averages of the hourly variables in this dataset: air temperature (<inline-formula><mml:math id="M304" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula>), specific humidity (qv), relative humidity (rh), horizontal wind speed (wspd), air pressure (<inline-formula><mml:math id="M305" display="inline"><mml:mi>p</mml:mi></mml:math></inline-formula>), downwards short-wave radiation  (LWd), upward long-wave radiation (LWu), broadband short-wave albedo for solar zenith angles lower than 70° (alb), and surface temperature assuming unit emissivity (Ts).  The percentage of valid hourly data is also given for each variable.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="13">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="right"/>
     <oasis:colspec colnum="8" colname="col8" align="right"/>
     <oasis:colspec colnum="9" colname="col9" align="right"/>
     <oasis:colspec colnum="10" colname="col10" align="right"/>
     <oasis:colspec colnum="11" colname="col11" align="right"/>
     <oasis:colspec colnum="12" colname="col12" align="right"/>
     <oasis:colspec colnum="13" colname="col13" align="right"/>
     <oasis:thead>
       <oasis:row>

         <oasis:entry colname="col1">Variable</oasis:entry>

         <oasis:entry colname="col2"/>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M306" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">qv</oasis:entry>

         <oasis:entry colname="col5">rh</oasis:entry>

         <oasis:entry colname="col6">wspd</oasis:entry>

         <oasis:entry colname="col7"><inline-formula><mml:math id="M307" display="inline"><mml:mi>p</mml:mi></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col8">SWd</oasis:entry>

         <oasis:entry colname="col9">SWu</oasis:entry>

         <oasis:entry colname="col10">LWd</oasis:entry>

         <oasis:entry colname="col11">LWu</oasis:entry>

         <oasis:entry colname="col12">alb</oasis:entry>

         <oasis:entry colname="col13">Ts</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col1">Unit</oasis:entry>

         <oasis:entry colname="col2"/>

         <oasis:entry colname="col3">°C</oasis:entry>

         <oasis:entry colname="col4">g kg<sup>−1</sup></oasis:entry>

         <oasis:entry colname="col5">%</oasis:entry>

         <oasis:entry colname="col6">m s<sup>−1</sup></oasis:entry>

         <oasis:entry colname="col7">hPa</oasis:entry>

         <oasis:entry colname="col8">W m<sup>−2</sup></oasis:entry>

         <oasis:entry colname="col9">W m<sup>−2</sup></oasis:entry>

         <oasis:entry colname="col10">W m<sup>−2</sup></oasis:entry>

         <oasis:entry colname="col11">W m<sup>−2</sup></oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13">°C</oasis:entry>

       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="3">AWS01</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M314" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">22.3</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">–</oasis:entry>

         <oasis:entry colname="col5">–</oasis:entry>

         <oasis:entry colname="col6">6.2</oasis:entry>

         <oasis:entry colname="col7">817</oasis:entry>

         <oasis:entry colname="col8">149</oasis:entry>

         <oasis:entry colname="col9">0</oasis:entry>

         <oasis:entry colname="col10">–</oasis:entry>

         <oasis:entry colname="col11">–</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13">–</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M315" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">27.2</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">–</oasis:entry>

         <oasis:entry colname="col5">–</oasis:entry>

         <oasis:entry colname="col6">7.7</oasis:entry>

         <oasis:entry colname="col7">815</oasis:entry>

         <oasis:entry colname="col8">7</oasis:entry>

         <oasis:entry colname="col9">0</oasis:entry>

         <oasis:entry colname="col10">–</oasis:entry>

         <oasis:entry colname="col11">–</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13">–</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M316" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">13.2</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">–</oasis:entry>

         <oasis:entry colname="col5">–</oasis:entry>

         <oasis:entry colname="col6">4.8</oasis:entry>

         <oasis:entry colname="col7">822</oasis:entry>

         <oasis:entry colname="col8">339</oasis:entry>

         <oasis:entry colname="col9">0</oasis:entry>

         <oasis:entry colname="col10">–</oasis:entry>

         <oasis:entry colname="col11">–</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13">–</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">61</oasis:entry>

         <oasis:entry colname="col4">0</oasis:entry>

         <oasis:entry colname="col5">0</oasis:entry>

         <oasis:entry colname="col6">77</oasis:entry>

         <oasis:entry colname="col7">100</oasis:entry>

         <oasis:entry colname="col8">85</oasis:entry>

         <oasis:entry colname="col9">0</oasis:entry>

         <oasis:entry colname="col10">0</oasis:entry>

         <oasis:entry colname="col11">0</oasis:entry>

         <oasis:entry colname="col12">0</oasis:entry>

         <oasis:entry colname="col13">0</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="3">AWS02</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M317" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">27.8</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">–</oasis:entry>

         <oasis:entry colname="col5">–</oasis:entry>

         <oasis:entry colname="col6">6.6</oasis:entry>

         <oasis:entry colname="col7">713</oasis:entry>

         <oasis:entry colname="col8">151</oasis:entry>

         <oasis:entry colname="col9">0</oasis:entry>

         <oasis:entry colname="col10">–</oasis:entry>

         <oasis:entry colname="col11">–</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13">–</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M318" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">31.8</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">–</oasis:entry>

         <oasis:entry colname="col5">–</oasis:entry>

         <oasis:entry colname="col6">7.8</oasis:entry>

         <oasis:entry colname="col7">710</oasis:entry>

         <oasis:entry colname="col8">5</oasis:entry>

         <oasis:entry colname="col9">0</oasis:entry>

         <oasis:entry colname="col10">–</oasis:entry>

         <oasis:entry colname="col11">–</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13">–</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M319" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">19.9</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">–</oasis:entry>

         <oasis:entry colname="col5">–</oasis:entry>

         <oasis:entry colname="col6">5.0</oasis:entry>

         <oasis:entry colname="col7">720</oasis:entry>

         <oasis:entry colname="col8">379</oasis:entry>

         <oasis:entry colname="col9">0</oasis:entry>

         <oasis:entry colname="col10">–</oasis:entry>

         <oasis:entry colname="col11">–</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13">–</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">94</oasis:entry>

         <oasis:entry colname="col4">0</oasis:entry>

         <oasis:entry colname="col5">0</oasis:entry>

         <oasis:entry colname="col6">88</oasis:entry>

         <oasis:entry colname="col7">99</oasis:entry>

         <oasis:entry colname="col8">92</oasis:entry>

         <oasis:entry colname="col9">0</oasis:entry>

         <oasis:entry colname="col10">0</oasis:entry>

         <oasis:entry colname="col11">0</oasis:entry>

         <oasis:entry colname="col12">0</oasis:entry>

         <oasis:entry colname="col13">0</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="3">AWS03</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M320" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">46.4</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">–</oasis:entry>

         <oasis:entry colname="col5">–</oasis:entry>

         <oasis:entry colname="col6">4.1</oasis:entry>

         <oasis:entry colname="col7">617</oasis:entry>

         <oasis:entry colname="col8">231</oasis:entry>

         <oasis:entry colname="col9">0</oasis:entry>

         <oasis:entry colname="col10">–</oasis:entry>

         <oasis:entry colname="col11">–</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13">–</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M321" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">56.4</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">–</oasis:entry>

         <oasis:entry colname="col5">–</oasis:entry>

         <oasis:entry colname="col6">3.8</oasis:entry>

         <oasis:entry colname="col7">615</oasis:entry>

         <oasis:entry colname="col8">10</oasis:entry>

         <oasis:entry colname="col9">0</oasis:entry>

         <oasis:entry colname="col10">–</oasis:entry>

         <oasis:entry colname="col11">–</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13">–</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M322" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">33.4</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">–</oasis:entry>

         <oasis:entry colname="col5">–</oasis:entry>

         <oasis:entry colname="col6">4.3</oasis:entry>

         <oasis:entry colname="col7">624</oasis:entry>

         <oasis:entry colname="col8">416</oasis:entry>

         <oasis:entry colname="col9">0</oasis:entry>

         <oasis:entry colname="col10">–</oasis:entry>

         <oasis:entry colname="col11">–</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13">–</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">97</oasis:entry>

         <oasis:entry colname="col4">0</oasis:entry>

         <oasis:entry colname="col5">0</oasis:entry>

         <oasis:entry colname="col6">72</oasis:entry>

         <oasis:entry colname="col7">100</oasis:entry>

         <oasis:entry colname="col8">95</oasis:entry>

         <oasis:entry colname="col9">0</oasis:entry>

         <oasis:entry colname="col10">0</oasis:entry>

         <oasis:entry colname="col11">0</oasis:entry>

         <oasis:entry colname="col12">0</oasis:entry>

         <oasis:entry colname="col13">0</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="3">AWS04</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M323" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">18.9</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">1.04</oasis:entry>

         <oasis:entry colname="col5">94.6</oasis:entry>

         <oasis:entry colname="col6">5</oasis:entry>

         <oasis:entry colname="col7">979</oasis:entry>

         <oasis:entry colname="col8">123</oasis:entry>

         <oasis:entry colname="col9">107</oasis:entry>

         <oasis:entry colname="col10">216</oasis:entry>

         <oasis:entry colname="col11">236</oasis:entry>

         <oasis:entry colname="col12">0.88</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M324" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">18</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M325" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">26.7</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.48</oasis:entry>

         <oasis:entry colname="col5">96.1</oasis:entry>

         <oasis:entry colname="col6">4.8</oasis:entry>

         <oasis:entry colname="col7">980</oasis:entry>

         <oasis:entry colname="col8">3</oasis:entry>

         <oasis:entry colname="col9">3</oasis:entry>

         <oasis:entry colname="col10">199</oasis:entry>

         <oasis:entry colname="col11">208</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M326" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">24.9</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M327" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">7</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">2.09</oasis:entry>

         <oasis:entry colname="col5">91.9</oasis:entry>

         <oasis:entry colname="col6">4.9</oasis:entry>

         <oasis:entry colname="col7">980</oasis:entry>

         <oasis:entry colname="col8">285</oasis:entry>

         <oasis:entry colname="col9">247</oasis:entry>

         <oasis:entry colname="col10">246</oasis:entry>

         <oasis:entry colname="col11">281</oasis:entry>

         <oasis:entry colname="col12">0.87</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M328" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">8.2</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">100</oasis:entry>

         <oasis:entry colname="col4">100</oasis:entry>

         <oasis:entry colname="col5">100</oasis:entry>

         <oasis:entry colname="col6">100</oasis:entry>

         <oasis:entry colname="col7">100</oasis:entry>

         <oasis:entry colname="col8">100</oasis:entry>

         <oasis:entry colname="col9">100</oasis:entry>

         <oasis:entry colname="col10">100</oasis:entry>

         <oasis:entry colname="col11">100</oasis:entry>

         <oasis:entry colname="col12">18</oasis:entry>

         <oasis:entry colname="col13">75</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="3">AWS05</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M329" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">16.1</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">1.04</oasis:entry>

         <oasis:entry colname="col5">83.0</oasis:entry>

         <oasis:entry colname="col6">6.8</oasis:entry>

         <oasis:entry colname="col7">943</oasis:entry>

         <oasis:entry colname="col8">130</oasis:entry>

         <oasis:entry colname="col9">108</oasis:entry>

         <oasis:entry colname="col10">204</oasis:entry>

         <oasis:entry colname="col11">240</oasis:entry>

         <oasis:entry colname="col12">0.84</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M330" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">18.6</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M331" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">22.9</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.52</oasis:entry>

         <oasis:entry colname="col5">84.3</oasis:entry>

         <oasis:entry colname="col6">7.3</oasis:entry>

         <oasis:entry colname="col7">943</oasis:entry>

         <oasis:entry colname="col8">3</oasis:entry>

         <oasis:entry colname="col9">3</oasis:entry>

         <oasis:entry colname="col10">184</oasis:entry>

         <oasis:entry colname="col11">213</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M332" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">25.7</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M333" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">6.9</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">1.90</oasis:entry>

         <oasis:entry colname="col5">80.9</oasis:entry>

         <oasis:entry colname="col6">5.4</oasis:entry>

         <oasis:entry colname="col7">946</oasis:entry>

         <oasis:entry colname="col8">308</oasis:entry>

         <oasis:entry colname="col9">254</oasis:entry>

         <oasis:entry colname="col10">229</oasis:entry>

         <oasis:entry colname="col11">278</oasis:entry>

         <oasis:entry colname="col12">0.83</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M334" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">8.6</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">100</oasis:entry>

         <oasis:entry colname="col4">99</oasis:entry>

         <oasis:entry colname="col5">99</oasis:entry>

         <oasis:entry colname="col6">99</oasis:entry>

         <oasis:entry colname="col7">100</oasis:entry>

         <oasis:entry colname="col8">100</oasis:entry>

         <oasis:entry colname="col9">100</oasis:entry>

         <oasis:entry colname="col10">100</oasis:entry>

         <oasis:entry colname="col11">100</oasis:entry>

         <oasis:entry colname="col12">18</oasis:entry>

         <oasis:entry colname="col13">80</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="3">AWS06</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M335" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">20.4</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.75</oasis:entry>

         <oasis:entry colname="col5">78.6</oasis:entry>

         <oasis:entry colname="col6">6.8</oasis:entry>

         <oasis:entry colname="col7">855</oasis:entry>

         <oasis:entry colname="col8">137</oasis:entry>

         <oasis:entry colname="col9">114</oasis:entry>

         <oasis:entry colname="col10">179</oasis:entry>

         <oasis:entry colname="col11">224</oasis:entry>

         <oasis:entry colname="col12">0.84</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M336" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">23.9</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M337" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">26.6</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.39</oasis:entry>

         <oasis:entry colname="col5">80.1</oasis:entry>

         <oasis:entry colname="col6">7.6</oasis:entry>

         <oasis:entry colname="col7">853</oasis:entry>

         <oasis:entry colname="col8">2</oasis:entry>

         <oasis:entry colname="col9">2</oasis:entry>

         <oasis:entry colname="col10">165</oasis:entry>

         <oasis:entry colname="col11">200</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M338" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">29.6</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M339" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">11.5</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">1.35</oasis:entry>

         <oasis:entry colname="col5">77.0</oasis:entry>

         <oasis:entry colname="col6">5.5</oasis:entry>

         <oasis:entry colname="col7">860</oasis:entry>

         <oasis:entry colname="col8">322</oasis:entry>

         <oasis:entry colname="col9">266</oasis:entry>

         <oasis:entry colname="col10">201</oasis:entry>

         <oasis:entry colname="col11">258</oasis:entry>

         <oasis:entry colname="col12">0.83</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M340" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">13.6</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">100</oasis:entry>

         <oasis:entry colname="col4">100</oasis:entry>

         <oasis:entry colname="col5">100</oasis:entry>

         <oasis:entry colname="col6">100</oasis:entry>

         <oasis:entry colname="col7">100</oasis:entry>

         <oasis:entry colname="col8">100</oasis:entry>

         <oasis:entry colname="col9">100</oasis:entry>

         <oasis:entry colname="col10">100</oasis:entry>

         <oasis:entry colname="col11">100</oasis:entry>

         <oasis:entry colname="col12">17</oasis:entry>

         <oasis:entry colname="col13">97</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="3">AWS07</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M341" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">20.3</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.51</oasis:entry>

         <oasis:entry colname="col5">61.9</oasis:entry>

         <oasis:entry colname="col6">5.7</oasis:entry>

         <oasis:entry colname="col7">847</oasis:entry>

         <oasis:entry colname="col8">111</oasis:entry>

         <oasis:entry colname="col9">69</oasis:entry>

         <oasis:entry colname="col10">182</oasis:entry>

         <oasis:entry colname="col11">228</oasis:entry>

         <oasis:entry colname="col12">0.62</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M342" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">21.9</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M343" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">26.4</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.29</oasis:entry>

         <oasis:entry colname="col5">68.9</oasis:entry>

         <oasis:entry colname="col6">6.2</oasis:entry>

         <oasis:entry colname="col7">846</oasis:entry>

         <oasis:entry colname="col8">4</oasis:entry>

         <oasis:entry colname="col9">3</oasis:entry>

         <oasis:entry colname="col10">168</oasis:entry>

         <oasis:entry colname="col11">205</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M344" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">28.4</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M345" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">9.9</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.90</oasis:entry>

         <oasis:entry colname="col5">47.7</oasis:entry>

         <oasis:entry colname="col6">4.8</oasis:entry>

         <oasis:entry colname="col7">852</oasis:entry>

         <oasis:entry colname="col8">274</oasis:entry>

         <oasis:entry colname="col9">168</oasis:entry>

         <oasis:entry colname="col10">203</oasis:entry>

         <oasis:entry colname="col11">270</oasis:entry>

         <oasis:entry colname="col12">0.62</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M346" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">11.0</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">55</oasis:entry>

         <oasis:entry colname="col4">54</oasis:entry>

         <oasis:entry colname="col5">54</oasis:entry>

         <oasis:entry colname="col6">71</oasis:entry>

         <oasis:entry colname="col7">100</oasis:entry>

         <oasis:entry colname="col8">73</oasis:entry>

         <oasis:entry colname="col9">73</oasis:entry>

         <oasis:entry colname="col10">49</oasis:entry>

         <oasis:entry colname="col11">49</oasis:entry>

         <oasis:entry colname="col12">12</oasis:entry>

         <oasis:entry colname="col13">6</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="3">AWS08</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M347" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">37.2</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.26</oasis:entry>

         <oasis:entry colname="col5">94.8</oasis:entry>

         <oasis:entry colname="col6">5.1</oasis:entry>

         <oasis:entry colname="col7">719</oasis:entry>

         <oasis:entry colname="col8">128</oasis:entry>

         <oasis:entry colname="col9">113</oasis:entry>

         <oasis:entry colname="col10">149</oasis:entry>

         <oasis:entry colname="col11">175</oasis:entry>

         <oasis:entry colname="col12">0.82</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M348" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">37.9</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M349" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">45.1</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.1</oasis:entry>

         <oasis:entry colname="col5">97.5</oasis:entry>

         <oasis:entry colname="col6">5.5</oasis:entry>

         <oasis:entry colname="col7">717</oasis:entry>

         <oasis:entry colname="col8">1</oasis:entry>

         <oasis:entry colname="col9">1</oasis:entry>

         <oasis:entry colname="col10">150</oasis:entry>

         <oasis:entry colname="col11">153</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M350" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">41.1</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M351" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">24.4</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.60</oasis:entry>

         <oasis:entry colname="col5">89.7</oasis:entry>

         <oasis:entry colname="col6">4.4</oasis:entry>

         <oasis:entry colname="col7">723</oasis:entry>

         <oasis:entry colname="col8">334</oasis:entry>

         <oasis:entry colname="col9">294</oasis:entry>

         <oasis:entry colname="col10">159</oasis:entry>

         <oasis:entry colname="col11">215</oasis:entry>

         <oasis:entry colname="col12">0.81</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M352" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">28.0</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">100</oasis:entry>

         <oasis:entry colname="col4">100</oasis:entry>

         <oasis:entry colname="col5">100</oasis:entry>

         <oasis:entry colname="col6">100</oasis:entry>

         <oasis:entry colname="col7">100</oasis:entry>

         <oasis:entry colname="col8">59</oasis:entry>

         <oasis:entry colname="col9">37</oasis:entry>

         <oasis:entry colname="col10">86</oasis:entry>

         <oasis:entry colname="col11">98</oasis:entry>

         <oasis:entry colname="col12">4</oasis:entry>

         <oasis:entry colname="col13">16</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="3">AWS09</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M353" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">41.8</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.19</oasis:entry>

         <oasis:entry colname="col5">91.6</oasis:entry>

         <oasis:entry colname="col6">4.2</oasis:entry>

         <oasis:entry colname="col7">677</oasis:entry>

         <oasis:entry colname="col8">147</oasis:entry>

         <oasis:entry colname="col9">120</oasis:entry>

         <oasis:entry colname="col10">135</oasis:entry>

         <oasis:entry colname="col11">161</oasis:entry>

         <oasis:entry colname="col12">0.82</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M354" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">39.5</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M355" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">51.9</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.06</oasis:entry>

         <oasis:entry colname="col5">92.1</oasis:entry>

         <oasis:entry colname="col6">4.4</oasis:entry>

         <oasis:entry colname="col7">673</oasis:entry>

         <oasis:entry colname="col8">2</oasis:entry>

         <oasis:entry colname="col9">2</oasis:entry>

         <oasis:entry colname="col10">135</oasis:entry>

         <oasis:entry colname="col11">137</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M356" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">48.3</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M357" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">27.5</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.46</oasis:entry>

         <oasis:entry colname="col5">88.6</oasis:entry>

         <oasis:entry colname="col6">4.2</oasis:entry>

         <oasis:entry colname="col7">682</oasis:entry>

         <oasis:entry colname="col8">354</oasis:entry>

         <oasis:entry colname="col9">288</oasis:entry>

         <oasis:entry colname="col10">142</oasis:entry>

         <oasis:entry colname="col11">199</oasis:entry>

         <oasis:entry colname="col12">0.82</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M358" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">30.4</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">100</oasis:entry>

         <oasis:entry colname="col4">72</oasis:entry>

         <oasis:entry colname="col5">74</oasis:entry>

         <oasis:entry colname="col6">99</oasis:entry>

         <oasis:entry colname="col7">98</oasis:entry>

         <oasis:entry colname="col8">100</oasis:entry>

         <oasis:entry colname="col9">100</oasis:entry>

         <oasis:entry colname="col10">95</oasis:entry>

         <oasis:entry colname="col11">73</oasis:entry>

         <oasis:entry colname="col12">17</oasis:entry>

         <oasis:entry colname="col13">31</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col1" morerows="3">AWS10</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M359" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">24.3</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.65</oasis:entry>

         <oasis:entry colname="col5">96.9</oasis:entry>

         <oasis:entry colname="col6">3.4</oasis:entry>

         <oasis:entry colname="col7">880</oasis:entry>

         <oasis:entry colname="col8">110</oasis:entry>

         <oasis:entry colname="col9">98</oasis:entry>

         <oasis:entry colname="col10">200</oasis:entry>

         <oasis:entry colname="col11">216</oasis:entry>

         <oasis:entry colname="col12">0.89</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M360" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">21.5</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M361" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">31.2</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.28</oasis:entry>

         <oasis:entry colname="col5">96.0</oasis:entry>

         <oasis:entry colname="col6">2.2</oasis:entry>

         <oasis:entry colname="col7">878</oasis:entry>

         <oasis:entry colname="col8">3</oasis:entry>

         <oasis:entry colname="col9">1</oasis:entry>

         <oasis:entry colname="col10">187</oasis:entry>

         <oasis:entry colname="col11">190</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M362" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">33.5</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M363" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">14.2</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">1.36</oasis:entry>

         <oasis:entry colname="col5">94.6</oasis:entry>

         <oasis:entry colname="col6">4.0</oasis:entry>

         <oasis:entry colname="col7">884</oasis:entry>

         <oasis:entry colname="col8">279</oasis:entry>

         <oasis:entry colname="col9">257</oasis:entry>

         <oasis:entry colname="col10">215</oasis:entry>

         <oasis:entry colname="col11">253</oasis:entry>

         <oasis:entry colname="col12">0.89</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M364" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">14.8</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">96</oasis:entry>

         <oasis:entry colname="col4">40</oasis:entry>

         <oasis:entry colname="col5">40</oasis:entry>

         <oasis:entry colname="col6">61</oasis:entry>

         <oasis:entry colname="col7">98</oasis:entry>

         <oasis:entry colname="col8">95</oasis:entry>

         <oasis:entry colname="col9">41</oasis:entry>

         <oasis:entry colname="col10">39</oasis:entry>

         <oasis:entry colname="col11">39</oasis:entry>

         <oasis:entry colname="col12">6</oasis:entry>

         <oasis:entry colname="col13">21</oasis:entry>

       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

<table-wrap id="TC1b"><label>Table C1</label><caption><p id="d2e10523">Continued.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="13">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="left"/>
     <oasis:colspec colnum="3" colname="col3" align="right"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="right"/>
     <oasis:colspec colnum="7" colname="col7" align="right"/>
     <oasis:colspec colnum="8" colname="col8" align="right"/>
     <oasis:colspec colnum="9" colname="col9" align="right"/>
     <oasis:colspec colnum="10" colname="col10" align="right"/>
     <oasis:colspec colnum="11" colname="col11" align="right"/>
     <oasis:colspec colnum="12" colname="col12" align="right"/>
     <oasis:colspec colnum="13" colname="col13" align="right"/>
     <oasis:thead>
       <oasis:row>

         <oasis:entry colname="col1">Variable</oasis:entry>

         <oasis:entry colname="col2"/>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M365" display="inline"><mml:mi>t</mml:mi></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">qv</oasis:entry>

         <oasis:entry colname="col5">rh</oasis:entry>

         <oasis:entry colname="col6">wspd</oasis:entry>

         <oasis:entry colname="col7"><inline-formula><mml:math id="M366" display="inline"><mml:mi>p</mml:mi></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col8">SWd</oasis:entry>

         <oasis:entry colname="col9">SWu</oasis:entry>

         <oasis:entry colname="col10">LWd</oasis:entry>

         <oasis:entry colname="col11">LWu</oasis:entry>

         <oasis:entry colname="col12">alb</oasis:entry>

         <oasis:entry colname="col13">Ts</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col1">Unit</oasis:entry>

         <oasis:entry colname="col2"/>

         <oasis:entry colname="col3">°C</oasis:entry>

         <oasis:entry colname="col4">g kg<sup>−1</sup></oasis:entry>

         <oasis:entry colname="col5">%</oasis:entry>

         <oasis:entry colname="col6">m s<sup>−1</sup></oasis:entry>

         <oasis:entry colname="col7">hPa</oasis:entry>

         <oasis:entry colname="col8">W m<sup>−2</sup></oasis:entry>

         <oasis:entry colname="col9">W m<sup>−2</sup></oasis:entry>

         <oasis:entry colname="col10">W m<sup>−2</sup></oasis:entry>

         <oasis:entry colname="col11">W m<sup>−2</sup></oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13">°C</oasis:entry>

       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="3">AWS11</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M373" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">17.4</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.94</oasis:entry>

         <oasis:entry colname="col5">89.7</oasis:entry>

         <oasis:entry colname="col6">8.0</oasis:entry>

         <oasis:entry colname="col7">902</oasis:entry>

         <oasis:entry colname="col8">133</oasis:entry>

         <oasis:entry colname="col9">115</oasis:entry>

         <oasis:entry colname="col10">212</oasis:entry>

         <oasis:entry colname="col11">237</oasis:entry>

         <oasis:entry colname="col12">0.87</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M374" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">20.0</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M375" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">23.4</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.52</oasis:entry>

         <oasis:entry colname="col5">91.3</oasis:entry>

         <oasis:entry colname="col6">7.7</oasis:entry>

         <oasis:entry colname="col7">901</oasis:entry>

         <oasis:entry colname="col8">6</oasis:entry>

         <oasis:entry colname="col9">5</oasis:entry>

         <oasis:entry colname="col10">195</oasis:entry>

         <oasis:entry colname="col11">212</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M376" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">26.7</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M377" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">9.2</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">1.75</oasis:entry>

         <oasis:entry colname="col5">87.0</oasis:entry>

         <oasis:entry colname="col6">7.1</oasis:entry>

         <oasis:entry colname="col7">904</oasis:entry>

         <oasis:entry colname="col8">306</oasis:entry>

         <oasis:entry colname="col9">264</oasis:entry>

         <oasis:entry colname="col10">235</oasis:entry>

         <oasis:entry colname="col11">270</oasis:entry>

         <oasis:entry colname="col12">0.87</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M378" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">11.5</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">99</oasis:entry>

         <oasis:entry colname="col4">56</oasis:entry>

         <oasis:entry colname="col5">57</oasis:entry>

         <oasis:entry colname="col6">85</oasis:entry>

         <oasis:entry colname="col7">99</oasis:entry>

         <oasis:entry colname="col8">100</oasis:entry>

         <oasis:entry colname="col9">100</oasis:entry>

         <oasis:entry colname="col10">91</oasis:entry>

         <oasis:entry colname="col11">90</oasis:entry>

         <oasis:entry colname="col12">19</oasis:entry>

         <oasis:entry colname="col13">33</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="3">AWS12</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M379" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">52.2</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.11</oasis:entry>

         <oasis:entry colname="col5">91.8</oasis:entry>

         <oasis:entry colname="col6">4.3</oasis:entry>

         <oasis:entry colname="col7">–</oasis:entry>

         <oasis:entry colname="col8">168</oasis:entry>

         <oasis:entry colname="col9">131</oasis:entry>

         <oasis:entry colname="col10">107</oasis:entry>

         <oasis:entry colname="col11">131</oasis:entry>

         <oasis:entry colname="col12">0.78</oasis:entry>

         <oasis:entry colname="col13">–</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M380" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">63.7</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.02</oasis:entry>

         <oasis:entry colname="col5">90.2</oasis:entry>

         <oasis:entry colname="col6">4.4</oasis:entry>

         <oasis:entry colname="col7">–</oasis:entry>

         <oasis:entry colname="col8">1</oasis:entry>

         <oasis:entry colname="col9">1</oasis:entry>

         <oasis:entry colname="col10">109</oasis:entry>

         <oasis:entry colname="col11">112</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13">–</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M381" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">35.1</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.32</oasis:entry>

         <oasis:entry colname="col5">92.4</oasis:entry>

         <oasis:entry colname="col6">4</oasis:entry>

         <oasis:entry colname="col7">–</oasis:entry>

         <oasis:entry colname="col8">401</oasis:entry>

         <oasis:entry colname="col9">311</oasis:entry>

         <oasis:entry colname="col10">111</oasis:entry>

         <oasis:entry colname="col11">169</oasis:entry>

         <oasis:entry colname="col12">0.78</oasis:entry>

         <oasis:entry colname="col13">–</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">99</oasis:entry>

         <oasis:entry colname="col4">99</oasis:entry>

         <oasis:entry colname="col5">99</oasis:entry>

         <oasis:entry colname="col6">92</oasis:entry>

         <oasis:entry colname="col7">0</oasis:entry>

         <oasis:entry colname="col8">99</oasis:entry>

         <oasis:entry colname="col9">99</oasis:entry>

         <oasis:entry colname="col10">82</oasis:entry>

         <oasis:entry colname="col11">23</oasis:entry>

         <oasis:entry colname="col12">16</oasis:entry>

         <oasis:entry colname="col13">0</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="3">AWS13</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M382" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">53.4</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.09</oasis:entry>

         <oasis:entry colname="col5">89.0</oasis:entry>

         <oasis:entry colname="col6">4.4</oasis:entry>

         <oasis:entry colname="col7">–</oasis:entry>

         <oasis:entry colname="col8">157</oasis:entry>

         <oasis:entry colname="col9">121</oasis:entry>

         <oasis:entry colname="col10">100</oasis:entry>

         <oasis:entry colname="col11">130</oasis:entry>

         <oasis:entry colname="col12">0.76</oasis:entry>

         <oasis:entry colname="col13">–</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M383" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">64.3</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.01</oasis:entry>

         <oasis:entry colname="col5">88.0</oasis:entry>

         <oasis:entry colname="col6">–</oasis:entry>

         <oasis:entry colname="col7">–</oasis:entry>

         <oasis:entry colname="col8">0</oasis:entry>

         <oasis:entry colname="col9">0</oasis:entry>

         <oasis:entry colname="col10">106</oasis:entry>

         <oasis:entry colname="col11">108</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13">–</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M384" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">36.3</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.27</oasis:entry>

         <oasis:entry colname="col5">87.9</oasis:entry>

         <oasis:entry colname="col6">4.2</oasis:entry>

         <oasis:entry colname="col7">–</oasis:entry>

         <oasis:entry colname="col8">393</oasis:entry>

         <oasis:entry colname="col9">298</oasis:entry>

         <oasis:entry colname="col10">100</oasis:entry>

         <oasis:entry colname="col11">170</oasis:entry>

         <oasis:entry colname="col12">0.76</oasis:entry>

         <oasis:entry colname="col13">–</oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">99</oasis:entry>

         <oasis:entry colname="col4">99</oasis:entry>

         <oasis:entry colname="col5">99</oasis:entry>

         <oasis:entry colname="col6">2</oasis:entry>

         <oasis:entry colname="col7">0</oasis:entry>

         <oasis:entry colname="col8">99</oasis:entry>

         <oasis:entry colname="col9">99</oasis:entry>

         <oasis:entry colname="col10">98</oasis:entry>

         <oasis:entry colname="col11">98</oasis:entry>

         <oasis:entry colname="col12">15</oasis:entry>

         <oasis:entry colname="col13">0</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="3">AWS14</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M385" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">15</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">1.34</oasis:entry>

         <oasis:entry colname="col5">93.1</oasis:entry>

         <oasis:entry colname="col6">3.4</oasis:entry>

         <oasis:entry colname="col7">985</oasis:entry>

         <oasis:entry colname="col8">131</oasis:entry>

         <oasis:entry colname="col9">110</oasis:entry>

         <oasis:entry colname="col10">233</oasis:entry>

         <oasis:entry colname="col11">250</oasis:entry>

         <oasis:entry colname="col12">0.85</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M386" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">14.3</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M387" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">24</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.58</oasis:entry>

         <oasis:entry colname="col5">95.5</oasis:entry>

         <oasis:entry colname="col6">3</oasis:entry>

         <oasis:entry colname="col7">988</oasis:entry>

         <oasis:entry colname="col8">10</oasis:entry>

         <oasis:entry colname="col9">9</oasis:entry>

         <oasis:entry colname="col10">208</oasis:entry>

         <oasis:entry colname="col11">216</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M388" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">23.4</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M389" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4.2</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">2.51</oasis:entry>

         <oasis:entry colname="col5">89.8</oasis:entry>

         <oasis:entry colname="col6">3.5</oasis:entry>

         <oasis:entry colname="col7">983</oasis:entry>

         <oasis:entry colname="col8">276</oasis:entry>

         <oasis:entry colname="col9">232</oasis:entry>

         <oasis:entry colname="col10">268</oasis:entry>

         <oasis:entry colname="col11">294</oasis:entry>

         <oasis:entry colname="col12">0.84</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M390" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4.8</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">100</oasis:entry>

         <oasis:entry colname="col4">98</oasis:entry>

         <oasis:entry colname="col5">99</oasis:entry>

         <oasis:entry colname="col6">100</oasis:entry>

         <oasis:entry colname="col7">100</oasis:entry>

         <oasis:entry colname="col8">100</oasis:entry>

         <oasis:entry colname="col9">100</oasis:entry>

         <oasis:entry colname="col10">100</oasis:entry>

         <oasis:entry colname="col11">100</oasis:entry>

         <oasis:entry colname="col12">20</oasis:entry>

         <oasis:entry colname="col13">77</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="3">AWS15</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M391" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">16</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">1.28</oasis:entry>

         <oasis:entry colname="col5">94.9</oasis:entry>

         <oasis:entry colname="col6">3</oasis:entry>

         <oasis:entry colname="col7">986</oasis:entry>

         <oasis:entry colname="col8">128</oasis:entry>

         <oasis:entry colname="col9">114</oasis:entry>

         <oasis:entry colname="col10">230</oasis:entry>

         <oasis:entry colname="col11">246</oasis:entry>

         <oasis:entry colname="col12">0.89</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M392" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">15.9</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M393" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">24.6</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.54</oasis:entry>

         <oasis:entry colname="col5">96.1</oasis:entry>

         <oasis:entry colname="col6">2.6</oasis:entry>

         <oasis:entry colname="col7">989</oasis:entry>

         <oasis:entry colname="col8">9</oasis:entry>

         <oasis:entry colname="col9">8</oasis:entry>

         <oasis:entry colname="col10">206</oasis:entry>

         <oasis:entry colname="col11">214</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M394" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">24.8</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M395" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4.9</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">2.47</oasis:entry>

         <oasis:entry colname="col5">93.2</oasis:entry>

         <oasis:entry colname="col6">3.1</oasis:entry>

         <oasis:entry colname="col7">985</oasis:entry>

         <oasis:entry colname="col8">273</oasis:entry>

         <oasis:entry colname="col9">239</oasis:entry>

         <oasis:entry colname="col10">265</oasis:entry>

         <oasis:entry colname="col11">289</oasis:entry>

         <oasis:entry colname="col12">0.88</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M396" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">6.0</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">100</oasis:entry>

         <oasis:entry colname="col4">99</oasis:entry>

         <oasis:entry colname="col5">99</oasis:entry>

         <oasis:entry colname="col6">100</oasis:entry>

         <oasis:entry colname="col7">70</oasis:entry>

         <oasis:entry colname="col8">100</oasis:entry>

         <oasis:entry colname="col9">100</oasis:entry>

         <oasis:entry colname="col10">100</oasis:entry>

         <oasis:entry colname="col11">100</oasis:entry>

         <oasis:entry colname="col12">20</oasis:entry>

         <oasis:entry colname="col13">56</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="3">AWS16</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M397" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">18.1</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.69</oasis:entry>

         <oasis:entry colname="col5">61</oasis:entry>

         <oasis:entry colname="col6">4.9</oasis:entry>

         <oasis:entry colname="col7">827</oasis:entry>

         <oasis:entry colname="col8">189</oasis:entry>

         <oasis:entry colname="col9">114</oasis:entry>

         <oasis:entry colname="col10">171</oasis:entry>

         <oasis:entry colname="col11">218</oasis:entry>

         <oasis:entry colname="col12">0.82</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M398" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">24.7</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M399" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">23.6</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.38</oasis:entry>

         <oasis:entry colname="col5">62.2</oasis:entry>

         <oasis:entry colname="col6">5.6</oasis:entry>

         <oasis:entry colname="col7">824</oasis:entry>

         <oasis:entry colname="col8">5</oasis:entry>

         <oasis:entry colname="col9">4</oasis:entry>

         <oasis:entry colname="col10">154</oasis:entry>

         <oasis:entry colname="col11">195</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M400" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">31.3</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M401" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">10.3</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">1.28</oasis:entry>

         <oasis:entry colname="col5">65.5</oasis:entry>

         <oasis:entry colname="col6">4.4</oasis:entry>

         <oasis:entry colname="col7">832</oasis:entry>

         <oasis:entry colname="col8">323</oasis:entry>

         <oasis:entry colname="col9">263</oasis:entry>

         <oasis:entry colname="col10">200</oasis:entry>

         <oasis:entry colname="col11">256</oasis:entry>

         <oasis:entry colname="col12">0.82</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M402" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">14.2</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">94</oasis:entry>

         <oasis:entry colname="col4">94</oasis:entry>

         <oasis:entry colname="col5">94</oasis:entry>

         <oasis:entry colname="col6">100</oasis:entry>

         <oasis:entry colname="col7">95</oasis:entry>

         <oasis:entry colname="col8">100</oasis:entry>

         <oasis:entry colname="col9">100</oasis:entry>

         <oasis:entry colname="col10">94</oasis:entry>

         <oasis:entry colname="col11">94</oasis:entry>

         <oasis:entry colname="col12">17</oasis:entry>

         <oasis:entry colname="col13">89</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="3">AWS17</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M403" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">14.9</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">1.25</oasis:entry>

         <oasis:entry colname="col5">91.8</oasis:entry>

         <oasis:entry colname="col6">4.1</oasis:entry>

         <oasis:entry colname="col7">987</oasis:entry>

         <oasis:entry colname="col8">133</oasis:entry>

         <oasis:entry colname="col9">109</oasis:entry>

         <oasis:entry colname="col10">233</oasis:entry>

         <oasis:entry colname="col11">251</oasis:entry>

         <oasis:entry colname="col12">0.83</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M404" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">16.0</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M405" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">23.6</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.56</oasis:entry>

         <oasis:entry colname="col5">94.6</oasis:entry>

         <oasis:entry colname="col6">4</oasis:entry>

         <oasis:entry colname="col7">988</oasis:entry>

         <oasis:entry colname="col8">14</oasis:entry>

         <oasis:entry colname="col9">11</oasis:entry>

         <oasis:entry colname="col10">208</oasis:entry>

         <oasis:entry colname="col11">217</oasis:entry>

         <oasis:entry colname="col12">0.81</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M406" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">24.5</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M407" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4.4</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">2.44</oasis:entry>

         <oasis:entry colname="col5">89.8</oasis:entry>

         <oasis:entry colname="col6">3.7</oasis:entry>

         <oasis:entry colname="col7">984</oasis:entry>

         <oasis:entry colname="col8">278</oasis:entry>

         <oasis:entry colname="col9">230</oasis:entry>

         <oasis:entry colname="col10">268</oasis:entry>

         <oasis:entry colname="col11">295</oasis:entry>

         <oasis:entry colname="col12">0.83</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M408" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4.8</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">100</oasis:entry>

         <oasis:entry colname="col4">96</oasis:entry>

         <oasis:entry colname="col5">96</oasis:entry>

         <oasis:entry colname="col6">100</oasis:entry>

         <oasis:entry colname="col7">100</oasis:entry>

         <oasis:entry colname="col8">100</oasis:entry>

         <oasis:entry colname="col9">100</oasis:entry>

         <oasis:entry colname="col10">100</oasis:entry>

         <oasis:entry colname="col11">100</oasis:entry>

         <oasis:entry colname="col12">22</oasis:entry>

         <oasis:entry colname="col13">92</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry rowsep="1" colname="col1" morerows="3">AWS18</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M409" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">12.7</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">1.40</oasis:entry>

         <oasis:entry colname="col5">84.9</oasis:entry>

         <oasis:entry colname="col6">3</oasis:entry>

         <oasis:entry colname="col7">981</oasis:entry>

         <oasis:entry colname="col8">128</oasis:entry>

         <oasis:entry colname="col9">110</oasis:entry>

         <oasis:entry colname="col10">237</oasis:entry>

         <oasis:entry colname="col11">256</oasis:entry>

         <oasis:entry colname="col12">0.86</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M410" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">13.2</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M411" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">20.9</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.74</oasis:entry>

         <oasis:entry colname="col5">89.1</oasis:entry>

         <oasis:entry colname="col6">2.7</oasis:entry>

         <oasis:entry colname="col7">984</oasis:entry>

         <oasis:entry colname="col8">11</oasis:entry>

         <oasis:entry colname="col9">10</oasis:entry>

         <oasis:entry colname="col10">213</oasis:entry>

         <oasis:entry colname="col11">223</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M412" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">21.8</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M413" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">3.7</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">2.35</oasis:entry>

         <oasis:entry colname="col5">81.0</oasis:entry>

         <oasis:entry colname="col6">2.7</oasis:entry>

         <oasis:entry colname="col7">980</oasis:entry>

         <oasis:entry colname="col8">272</oasis:entry>

         <oasis:entry colname="col9">229</oasis:entry>

         <oasis:entry colname="col10">268</oasis:entry>

         <oasis:entry colname="col11">296</oasis:entry>

         <oasis:entry colname="col12">0.85</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M414" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4.6</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row rowsep="1">

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">100</oasis:entry>

         <oasis:entry colname="col4">98</oasis:entry>

         <oasis:entry colname="col5">98</oasis:entry>

         <oasis:entry colname="col6">100</oasis:entry>

         <oasis:entry colname="col7">100</oasis:entry>

         <oasis:entry colname="col8">100</oasis:entry>

         <oasis:entry colname="col9">100</oasis:entry>

         <oasis:entry colname="col10">100</oasis:entry>

         <oasis:entry colname="col11">100</oasis:entry>

         <oasis:entry colname="col12">20</oasis:entry>

         <oasis:entry colname="col13">85</oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col1" morerows="3">AWS19</oasis:entry>

         <oasis:entry colname="col2">AVG</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M415" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">13</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">1.19</oasis:entry>

         <oasis:entry colname="col5">80.8</oasis:entry>

         <oasis:entry colname="col6">8</oasis:entry>

         <oasis:entry colname="col7">978</oasis:entry>

         <oasis:entry colname="col8">160</oasis:entry>

         <oasis:entry colname="col9">129</oasis:entry>

         <oasis:entry colname="col10">211</oasis:entry>

         <oasis:entry colname="col11">257</oasis:entry>

         <oasis:entry colname="col12">0.81</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M416" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">14.1</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">JJA</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M417" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">21.4</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">0.64</oasis:entry>

         <oasis:entry colname="col5">95.0</oasis:entry>

         <oasis:entry colname="col6">10</oasis:entry>

         <oasis:entry colname="col7">974</oasis:entry>

         <oasis:entry colname="col8">5</oasis:entry>

         <oasis:entry colname="col9">4</oasis:entry>

         <oasis:entry colname="col10">188</oasis:entry>

         <oasis:entry colname="col11">223</oasis:entry>

         <oasis:entry colname="col12">–</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M418" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">22.9</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">DJF</oasis:entry>

         <oasis:entry colname="col3"><inline-formula><mml:math id="M419" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">4.4</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

         <oasis:entry colname="col4">1.83</oasis:entry>

         <oasis:entry colname="col5">67.4</oasis:entry>

         <oasis:entry colname="col6">4.4</oasis:entry>

         <oasis:entry colname="col7">980</oasis:entry>

         <oasis:entry colname="col8">321</oasis:entry>

         <oasis:entry colname="col9">251</oasis:entry>

         <oasis:entry colname="col10">238</oasis:entry>

         <oasis:entry colname="col11">292</oasis:entry>

         <oasis:entry colname="col12">0.79</oasis:entry>

         <oasis:entry colname="col13"><inline-formula><mml:math id="M420" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">5.3</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>

       </oasis:row>
       <oasis:row>

         <oasis:entry colname="col2">% data</oasis:entry>

         <oasis:entry colname="col3">100</oasis:entry>

         <oasis:entry colname="col4">100</oasis:entry>

         <oasis:entry colname="col5">100</oasis:entry>

         <oasis:entry colname="col6">100</oasis:entry>

         <oasis:entry colname="col7">100</oasis:entry>

         <oasis:entry colname="col8">100</oasis:entry>

         <oasis:entry colname="col9">100</oasis:entry>

         <oasis:entry colname="col10">100</oasis:entry>

         <oasis:entry colname="col11">100</oasis:entry>

         <oasis:entry colname="col12">22</oasis:entry>

         <oasis:entry colname="col13">97</oasis:entry>

       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>


</app>

<app id="App1.Ch1.S4">
  <label>Appendix D</label><title>Station distances and correlation</title>

<table-wrap id="TD1"><label>Table D1</label><caption><p id="d2e12634">Horizontal distance between each station in kilometres.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="19">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="center"/>
     <oasis:colspec colnum="3" colname="col3" align="center"/>
     <oasis:colspec colnum="4" colname="col4" align="center"/>
     <oasis:colspec colnum="5" colname="col5" align="right"/>
     <oasis:colspec colnum="6" colname="col6" align="center"/>
     <oasis:colspec colnum="7" colname="col7" align="right"/>
     <oasis:colspec colnum="8" colname="col8" align="center"/>
     <oasis:colspec colnum="9" colname="col9" align="center"/>
     <oasis:colspec colnum="10" colname="col10" align="right"/>
     <oasis:colspec colnum="11" colname="col11" align="right"/>
     <oasis:colspec colnum="12" colname="col12" align="right"/>
     <oasis:colspec colnum="13" colname="col13" align="right"/>
     <oasis:colspec colnum="14" colname="col14" align="center"/>
     <oasis:colspec colnum="15" colname="col15" align="right"/>
     <oasis:colspec colnum="16" colname="col16" align="right"/>
     <oasis:colspec colnum="17" colname="col17" align="right"/>
     <oasis:colspec colnum="18" colname="col18" align="right"/>
     <oasis:colspec colnum="19" colname="col19" align="right"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">AWS</oasis:entry>
         <oasis:entry colname="col2">02</oasis:entry>
         <oasis:entry colname="col3">03</oasis:entry>
         <oasis:entry colname="col4">04</oasis:entry>
         <oasis:entry colname="col5">05</oasis:entry>
         <oasis:entry colname="col6">06</oasis:entry>
         <oasis:entry colname="col7">07</oasis:entry>
         <oasis:entry colname="col8">08</oasis:entry>
         <oasis:entry colname="col9">09</oasis:entry>
         <oasis:entry colname="col10">10</oasis:entry>
         <oasis:entry colname="col11">11</oasis:entry>
         <oasis:entry colname="col12">12</oasis:entry>
         <oasis:entry colname="col13">13</oasis:entry>
         <oasis:entry colname="col14">14</oasis:entry>
         <oasis:entry colname="col15">15</oasis:entry>
         <oasis:entry colname="col16">16</oasis:entry>
         <oasis:entry colname="col17">17</oasis:entry>
         <oasis:entry colname="col18">18</oasis:entry>
         <oasis:entry colname="col19">19</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">01</oasis:entry>
         <oasis:entry colname="col2">40</oasis:entry>
         <oasis:entry colname="col3">513</oasis:entry>
         <oasis:entry colname="col4">634</oasis:entry>
         <oasis:entry colname="col5">561</oasis:entry>
         <oasis:entry colname="col6">552</oasis:entry>
         <oasis:entry colname="col7">544</oasis:entry>
         <oasis:entry colname="col8">573</oasis:entry>
         <oasis:entry colname="col9">361</oasis:entry>
         <oasis:entry colname="col10">1532</oasis:entry>
         <oasis:entry colname="col11">358</oasis:entry>
         <oasis:entry colname="col12">1172</oasis:entry>
         <oasis:entry colname="col13">1640</oasis:entry>
         <oasis:entry colname="col14">2423</oasis:entry>
         <oasis:entry colname="col15">2406</oasis:entry>
         <oasis:entry colname="col16">698</oasis:entry>
         <oasis:entry colname="col17">2509</oasis:entry>
         <oasis:entry colname="col18">2525</oasis:entry>
         <oasis:entry colname="col19">824</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">02</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3">489</oasis:entry>
         <oasis:entry colname="col4">617</oasis:entry>
         <oasis:entry colname="col5">541</oasis:entry>
         <oasis:entry colname="col6">523</oasis:entry>
         <oasis:entry colname="col7">514</oasis:entry>
         <oasis:entry colname="col8">536</oasis:entry>
         <oasis:entry colname="col9">321</oasis:entry>
         <oasis:entry colname="col10">1495</oasis:entry>
         <oasis:entry colname="col11">359</oasis:entry>
         <oasis:entry colname="col12">1144</oasis:entry>
         <oasis:entry colname="col13">1607</oasis:entry>
         <oasis:entry colname="col14">2403</oasis:entry>
         <oasis:entry colname="col15">2385</oasis:entry>
         <oasis:entry colname="col16">698</oasis:entry>
         <oasis:entry colname="col17">2490</oasis:entry>
         <oasis:entry colname="col18">2505</oasis:entry>
         <oasis:entry colname="col19">828</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">03</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">962</oasis:entry>
         <oasis:entry colname="col5">878</oasis:entry>
         <oasis:entry colname="col6">774</oasis:entry>
         <oasis:entry colname="col7">758</oasis:entry>
         <oasis:entry colname="col8">650</oasis:entry>
         <oasis:entry colname="col9">432</oasis:entry>
         <oasis:entry colname="col10">1498</oasis:entry>
         <oasis:entry colname="col11">816</oasis:entry>
         <oasis:entry colname="col12">661</oasis:entry>
         <oasis:entry colname="col13">1153</oasis:entry>
         <oasis:entry colname="col14">2640</oasis:entry>
         <oasis:entry colname="col15">2612</oasis:entry>
         <oasis:entry colname="col16">429</oasis:entry>
         <oasis:entry colname="col17">2737</oasis:entry>
         <oasis:entry colname="col18">2738</oasis:entry>
         <oasis:entry colname="col19">576</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">04</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5">85</oasis:entry>
         <oasis:entry colname="col6">229</oasis:entry>
         <oasis:entry colname="col7">247</oasis:entry>
         <oasis:entry colname="col8">427</oasis:entry>
         <oasis:entry colname="col9">541</oasis:entry>
         <oasis:entry colname="col10">1094</oasis:entry>
         <oasis:entry colname="col11">347</oasis:entry>
         <oasis:entry colname="col12">1497</oasis:entry>
         <oasis:entry colname="col13">1836</oasis:entry>
         <oasis:entry colname="col14">1802</oasis:entry>
         <oasis:entry colname="col15">1785</oasis:entry>
         <oasis:entry colname="col16">1290</oasis:entry>
         <oasis:entry colname="col17">1889</oasis:entry>
         <oasis:entry colname="col18">1905</oasis:entry>
         <oasis:entry colname="col19">1428</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">05</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6">162</oasis:entry>
         <oasis:entry colname="col7">178</oasis:entry>
         <oasis:entry colname="col8">359</oasis:entry>
         <oasis:entry colname="col9">456</oasis:entry>
         <oasis:entry colname="col10">1103</oasis:entry>
         <oasis:entry colname="col11">305</oasis:entry>
         <oasis:entry colname="col12">1416</oasis:entry>
         <oasis:entry colname="col13">1765</oasis:entry>
         <oasis:entry colname="col14">1873</oasis:entry>
         <oasis:entry colname="col15">1854</oasis:entry>
         <oasis:entry colname="col16">1208</oasis:entry>
         <oasis:entry colname="col17">1961</oasis:entry>
         <oasis:entry colname="col18">1976</oasis:entry>
         <oasis:entry colname="col19">1346</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">06</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7">18</oasis:entry>
         <oasis:entry colname="col8">198</oasis:entry>
         <oasis:entry colname="col9">343</oasis:entry>
         <oasis:entry colname="col10">1011</oasis:entry>
         <oasis:entry colname="col11">398</oasis:entry>
         <oasis:entry colname="col12">1270</oasis:entry>
         <oasis:entry colname="col13">1604</oasis:entry>
         <oasis:entry colname="col14">1914</oasis:entry>
         <oasis:entry colname="col15">1890</oasis:entry>
         <oasis:entry colname="col16">1135</oasis:entry>
         <oasis:entry colname="col17">2008</oasis:entry>
         <oasis:entry colname="col18">2016</oasis:entry>
         <oasis:entry colname="col19">1279</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">07</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8">180</oasis:entry>
         <oasis:entry colname="col9">327</oasis:entry>
         <oasis:entry colname="col10">1011</oasis:entry>
         <oasis:entry colname="col11">403</oasis:entry>
         <oasis:entry colname="col12">1251</oasis:entry>
         <oasis:entry colname="col13">1586</oasis:entry>
         <oasis:entry colname="col14">1927</oasis:entry>
         <oasis:entry colname="col15">1903</oasis:entry>
         <oasis:entry colname="col16">1121</oasis:entry>
         <oasis:entry colname="col17">2022</oasis:entry>
         <oasis:entry colname="col18">2029</oasis:entry>
         <oasis:entry colname="col19">1265</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">08</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9">251</oasis:entry>
         <oasis:entry colname="col10">956</oasis:entry>
         <oasis:entry colname="col11">537</oasis:entry>
         <oasis:entry colname="col12">1083</oasis:entry>
         <oasis:entry colname="col13">1405</oasis:entry>
         <oasis:entry colname="col14">2006</oasis:entry>
         <oasis:entry colname="col15">1978</oasis:entry>
         <oasis:entry colname="col16">1044</oasis:entry>
         <oasis:entry colname="col17">2105</oasis:entry>
         <oasis:entry colname="col18">2106</oasis:entry>
         <oasis:entry colname="col19">1192</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">09</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10">1197</oasis:entry>
         <oasis:entry colname="col11">478</oasis:entry>
         <oasis:entry colname="col12">977</oasis:entry>
         <oasis:entry colname="col13">1377</oasis:entry>
         <oasis:entry colname="col14">2236</oasis:entry>
         <oasis:entry colname="col15">2210</oasis:entry>
         <oasis:entry colname="col16">805</oasis:entry>
         <oasis:entry colname="col17">2331</oasis:entry>
         <oasis:entry colname="col18">2336</oasis:entry>
         <oasis:entry colname="col19">952</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">10</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11">1381</oasis:entry>
         <oasis:entry colname="col12">1578</oasis:entry>
         <oasis:entry colname="col13">1582</oasis:entry>
         <oasis:entry colname="col14">1450</oasis:entry>
         <oasis:entry colname="col15">1398</oasis:entry>
         <oasis:entry colname="col16">1902</oasis:entry>
         <oasis:entry colname="col17">1566</oasis:entry>
         <oasis:entry colname="col18">1532</oasis:entry>
         <oasis:entry colname="col19">2045</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">11</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
         <oasis:entry colname="col12">1447</oasis:entry>
         <oasis:entry colname="col13">1865</oasis:entry>
         <oasis:entry colname="col14">2123</oasis:entry>
         <oasis:entry colname="col15">2110</oasis:entry>
         <oasis:entry colname="col16">1056</oasis:entry>
         <oasis:entry colname="col17">2204</oasis:entry>
         <oasis:entry colname="col18">2226</oasis:entry>
         <oasis:entry colname="col19">1181</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">12</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
         <oasis:entry colname="col12"/>
         <oasis:entry colname="col13">526</oasis:entry>
         <oasis:entry colname="col14">2913</oasis:entry>
         <oasis:entry colname="col15">2874</oasis:entry>
         <oasis:entry colname="col16">814</oasis:entry>
         <oasis:entry colname="col17">3018</oasis:entry>
         <oasis:entry colname="col18">3003</oasis:entry>
         <oasis:entry colname="col19">889</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">13</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
         <oasis:entry colname="col12"/>
         <oasis:entry colname="col13"/>
         <oasis:entry colname="col14">2973</oasis:entry>
         <oasis:entry colname="col15">2927</oasis:entry>
         <oasis:entry colname="col16">1330</oasis:entry>
         <oasis:entry colname="col17">3083</oasis:entry>
         <oasis:entry colname="col18">3054</oasis:entry>
         <oasis:entry colname="col19">1398</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">14</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
         <oasis:entry colname="col12"/>
         <oasis:entry colname="col13"/>
         <oasis:entry colname="col14"/>
         <oasis:entry colname="col15">67</oasis:entry>
         <oasis:entry colname="col16">3075</oasis:entry>
         <oasis:entry colname="col17">122</oasis:entry>
         <oasis:entry colname="col18">108</oasis:entry>
         <oasis:entry colname="col19">3215</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">15</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
         <oasis:entry colname="col12"/>
         <oasis:entry colname="col13"/>
         <oasis:entry colname="col14"/>
         <oasis:entry colname="col15"/>
         <oasis:entry colname="col16">3045</oasis:entry>
         <oasis:entry colname="col17">183</oasis:entry>
         <oasis:entry colname="col18">141</oasis:entry>
         <oasis:entry colname="col19">3186</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">16</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
         <oasis:entry colname="col12"/>
         <oasis:entry colname="col13"/>
         <oasis:entry colname="col14"/>
         <oasis:entry colname="col15"/>
         <oasis:entry colname="col16"/>
         <oasis:entry colname="col17">3120</oasis:entry>
         <oasis:entry colname="col18">3126</oasis:entry>
         <oasis:entry colname="col19">151</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">17</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
         <oasis:entry colname="col12"/>
         <oasis:entry colname="col13"/>
         <oasis:entry colname="col14"/>
         <oasis:entry colname="col15"/>
         <oasis:entry colname="col16"/>
         <oasis:entry colname="col17"/>
         <oasis:entry colname="col18">86</oasis:entry>
         <oasis:entry colname="col19">3320</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">18</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
         <oasis:entry colname="col12"/>
         <oasis:entry colname="col13"/>
         <oasis:entry colname="col14"/>
         <oasis:entry colname="col15"/>
         <oasis:entry colname="col16"/>
         <oasis:entry colname="col17"/>
         <oasis:entry colname="col18"/>
         <oasis:entry colname="col19">3323</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">19</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
         <oasis:entry colname="col12"/>
         <oasis:entry colname="col13"/>
         <oasis:entry colname="col14"/>
         <oasis:entry colname="col15"/>
         <oasis:entry colname="col16"/>
         <oasis:entry colname="col17"/>
         <oasis:entry colname="col18"/>
         <oasis:entry colname="col19"/>
       </oasis:row>
     </oasis:tbody>
   </oasis:tgroup></oasis:table></table-wrap>

<table-wrap id="TD2"><label>Table D2</label><caption><p id="d2e13785">Temporal correlation of hourly January air temperature between each station with at least 1 month of overlapping data.</p></caption><oasis:table frame="topbot"><oasis:tgroup cols="19">
     <oasis:colspec colnum="1" colname="col1" align="left"/>
     <oasis:colspec colnum="2" colname="col2" align="center"/>
     <oasis:colspec colnum="3" colname="col3" align="center"/>
     <oasis:colspec colnum="4" colname="col4" align="right"/>
     <oasis:colspec colnum="5" colname="col5" align="center"/>
     <oasis:colspec colnum="6" colname="col6" align="center"/>
     <oasis:colspec colnum="7" colname="col7" align="center"/>
     <oasis:colspec colnum="8" colname="col8" align="right"/>
     <oasis:colspec colnum="9" colname="col9" align="center"/>
     <oasis:colspec colnum="10" colname="col10" align="center"/>
     <oasis:colspec colnum="11" colname="col11" align="center"/>
     <oasis:colspec colnum="12" colname="col12" align="center"/>
     <oasis:colspec colnum="13" colname="col13" align="center"/>
     <oasis:colspec colnum="14" colname="col14" align="right"/>
     <oasis:colspec colnum="15" colname="col15" align="center"/>
     <oasis:colspec colnum="16" colname="col16" align="right"/>
     <oasis:colspec colnum="17" colname="col17" align="right"/>
     <oasis:colspec colnum="18" colname="col18" align="right"/>
     <oasis:colspec colnum="19" colname="col19" align="right"/>
     <oasis:thead>
       <oasis:row rowsep="1">
         <oasis:entry colname="col1">AWS</oasis:entry>
         <oasis:entry colname="col2">02</oasis:entry>
         <oasis:entry colname="col3">03</oasis:entry>
         <oasis:entry colname="col4">04</oasis:entry>
         <oasis:entry colname="col5">05</oasis:entry>
         <oasis:entry colname="col6">06</oasis:entry>
         <oasis:entry colname="col7">07</oasis:entry>
         <oasis:entry colname="col8">08</oasis:entry>
         <oasis:entry colname="col9">09</oasis:entry>
         <oasis:entry colname="col10">10</oasis:entry>
         <oasis:entry colname="col11">11</oasis:entry>
         <oasis:entry colname="col12">12</oasis:entry>
         <oasis:entry colname="col13">13</oasis:entry>
         <oasis:entry colname="col14">14</oasis:entry>
         <oasis:entry colname="col15">15</oasis:entry>
         <oasis:entry colname="col16">16</oasis:entry>
         <oasis:entry colname="col17">17</oasis:entry>
         <oasis:entry colname="col18">18</oasis:entry>
         <oasis:entry colname="col19">19</oasis:entry>
       </oasis:row>
     </oasis:thead>
     <oasis:tbody>
       <oasis:row>
         <oasis:entry colname="col1">01</oasis:entry>
         <oasis:entry colname="col2">0.91</oasis:entry>
         <oasis:entry colname="col3">0.83</oasis:entry>
         <oasis:entry colname="col4">0.40</oasis:entry>
         <oasis:entry colname="col5">0.66</oasis:entry>
         <oasis:entry colname="col6">0.77</oasis:entry>
         <oasis:entry colname="col7">0.73</oasis:entry>
         <oasis:entry colname="col8">0.75</oasis:entry>
         <oasis:entry colname="col9">0.86</oasis:entry>
         <oasis:entry colname="col10">0.43</oasis:entry>
         <oasis:entry colname="col11">–</oasis:entry>
         <oasis:entry colname="col12">–</oasis:entry>
         <oasis:entry colname="col13">–</oasis:entry>
         <oasis:entry colname="col14">–</oasis:entry>
         <oasis:entry colname="col15">–</oasis:entry>
         <oasis:entry colname="col16">–</oasis:entry>
         <oasis:entry colname="col17">–</oasis:entry>
         <oasis:entry colname="col18">–</oasis:entry>
         <oasis:entry colname="col19">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">02</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3">0.86</oasis:entry>
         <oasis:entry colname="col4">0.57</oasis:entry>
         <oasis:entry colname="col5">0.77</oasis:entry>
         <oasis:entry colname="col6">0.81</oasis:entry>
         <oasis:entry colname="col7">0.84</oasis:entry>
         <oasis:entry colname="col8">0.8</oasis:entry>
         <oasis:entry colname="col9">0.89</oasis:entry>
         <oasis:entry colname="col10">0.46</oasis:entry>
         <oasis:entry colname="col11">–</oasis:entry>
         <oasis:entry colname="col12">–</oasis:entry>
         <oasis:entry colname="col13">–</oasis:entry>
         <oasis:entry colname="col14">–</oasis:entry>
         <oasis:entry colname="col15">–</oasis:entry>
         <oasis:entry colname="col16">–</oasis:entry>
         <oasis:entry colname="col17">–</oasis:entry>
         <oasis:entry colname="col18">–</oasis:entry>
         <oasis:entry colname="col19">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">03</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4">0.5</oasis:entry>
         <oasis:entry colname="col5">0.66</oasis:entry>
         <oasis:entry colname="col6">0.72</oasis:entry>
         <oasis:entry colname="col7">0.71</oasis:entry>
         <oasis:entry colname="col8">0.77</oasis:entry>
         <oasis:entry colname="col9">0.85</oasis:entry>
         <oasis:entry colname="col10">0.23</oasis:entry>
         <oasis:entry colname="col11">–</oasis:entry>
         <oasis:entry colname="col12">–</oasis:entry>
         <oasis:entry colname="col13">–</oasis:entry>
         <oasis:entry colname="col14">–</oasis:entry>
         <oasis:entry colname="col15">–</oasis:entry>
         <oasis:entry colname="col16">–</oasis:entry>
         <oasis:entry colname="col17">–</oasis:entry>
         <oasis:entry colname="col18">–</oasis:entry>
         <oasis:entry colname="col19">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">04</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5">0.86</oasis:entry>
         <oasis:entry colname="col6">0.76</oasis:entry>
         <oasis:entry colname="col7">0.74</oasis:entry>
         <oasis:entry colname="col8">0.70</oasis:entry>
         <oasis:entry colname="col9">0.66</oasis:entry>
         <oasis:entry colname="col10">0.52</oasis:entry>
         <oasis:entry colname="col11">–</oasis:entry>
         <oasis:entry colname="col12">–</oasis:entry>
         <oasis:entry colname="col13">–</oasis:entry>
         <oasis:entry colname="col14">–</oasis:entry>
         <oasis:entry colname="col15">–</oasis:entry>
         <oasis:entry colname="col16">–</oasis:entry>
         <oasis:entry colname="col17">–</oasis:entry>
         <oasis:entry colname="col18">–</oasis:entry>
         <oasis:entry colname="col19">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">05</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6">0.83</oasis:entry>
         <oasis:entry colname="col7">0.82</oasis:entry>
         <oasis:entry colname="col8">0.78</oasis:entry>
         <oasis:entry colname="col9">0.70</oasis:entry>
         <oasis:entry colname="col10">0.47</oasis:entry>
         <oasis:entry colname="col11">0.66</oasis:entry>
         <oasis:entry colname="col12">0.59</oasis:entry>
         <oasis:entry colname="col13">0.56</oasis:entry>
         <oasis:entry colname="col14">0.15</oasis:entry>
         <oasis:entry colname="col15">0.16</oasis:entry>
         <oasis:entry colname="col16">0.56</oasis:entry>
         <oasis:entry colname="col17">0.16</oasis:entry>
         <oasis:entry colname="col18">–</oasis:entry>
         <oasis:entry colname="col19">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">06</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7">0.93</oasis:entry>
         <oasis:entry colname="col8">0.86</oasis:entry>
         <oasis:entry colname="col9">0.79</oasis:entry>
         <oasis:entry colname="col10">0.53</oasis:entry>
         <oasis:entry colname="col11">0.59</oasis:entry>
         <oasis:entry colname="col12">0.57</oasis:entry>
         <oasis:entry colname="col13">0.56</oasis:entry>
         <oasis:entry colname="col14">–</oasis:entry>
         <oasis:entry colname="col15">–</oasis:entry>
         <oasis:entry colname="col16">–</oasis:entry>
         <oasis:entry colname="col17">–</oasis:entry>
         <oasis:entry colname="col18">–</oasis:entry>
         <oasis:entry colname="col19">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">07</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8">0.69</oasis:entry>
         <oasis:entry colname="col9">0.81</oasis:entry>
         <oasis:entry colname="col10">0.48</oasis:entry>
         <oasis:entry colname="col11">–</oasis:entry>
         <oasis:entry colname="col12">–</oasis:entry>
         <oasis:entry colname="col13">–</oasis:entry>
         <oasis:entry colname="col14">–</oasis:entry>
         <oasis:entry colname="col15">–</oasis:entry>
         <oasis:entry colname="col16">–</oasis:entry>
         <oasis:entry colname="col17">–</oasis:entry>
         <oasis:entry colname="col18">–</oasis:entry>
         <oasis:entry colname="col19">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">08</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9">0.89</oasis:entry>
         <oasis:entry colname="col10">0.61</oasis:entry>
         <oasis:entry colname="col11">–</oasis:entry>
         <oasis:entry colname="col12">–</oasis:entry>
         <oasis:entry colname="col13">–</oasis:entry>
         <oasis:entry colname="col14">–</oasis:entry>
         <oasis:entry colname="col15">–</oasis:entry>
         <oasis:entry colname="col16">–</oasis:entry>
         <oasis:entry colname="col17">–</oasis:entry>
         <oasis:entry colname="col18">–</oasis:entry>
         <oasis:entry colname="col19">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">09</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10">0.43</oasis:entry>
         <oasis:entry colname="col11">0.58</oasis:entry>
         <oasis:entry colname="col12">0.74</oasis:entry>
         <oasis:entry colname="col13">0.66</oasis:entry>
         <oasis:entry colname="col14"><inline-formula><mml:math id="M421" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.01</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col15">0.00</oasis:entry>
         <oasis:entry colname="col16">0.67</oasis:entry>
         <oasis:entry colname="col17"><inline-formula><mml:math id="M422" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.09</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col18">0.13</oasis:entry>
         <oasis:entry colname="col19">0.13</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">10</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11">–</oasis:entry>
         <oasis:entry colname="col12">–</oasis:entry>
         <oasis:entry colname="col13">–</oasis:entry>
         <oasis:entry colname="col14">–</oasis:entry>
         <oasis:entry colname="col15">–</oasis:entry>
         <oasis:entry colname="col16">–</oasis:entry>
         <oasis:entry colname="col17">–</oasis:entry>
         <oasis:entry colname="col18">–</oasis:entry>
         <oasis:entry colname="col19">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">11</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
         <oasis:entry colname="col12">0.48</oasis:entry>
         <oasis:entry colname="col13">0.42</oasis:entry>
         <oasis:entry colname="col14"><inline-formula><mml:math id="M423" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.06</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col15">0.12</oasis:entry>
         <oasis:entry colname="col16">0.57</oasis:entry>
         <oasis:entry colname="col17"><inline-formula><mml:math id="M424" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.25</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col18"><inline-formula><mml:math id="M425" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.19</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
         <oasis:entry colname="col19">0.54</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">12</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
         <oasis:entry colname="col12"/>
         <oasis:entry colname="col13">0.87</oasis:entry>
         <oasis:entry colname="col14">0.14</oasis:entry>
         <oasis:entry colname="col15">0.11</oasis:entry>
         <oasis:entry colname="col16">0.80</oasis:entry>
         <oasis:entry colname="col17">0.11</oasis:entry>
         <oasis:entry colname="col18">0.43</oasis:entry>
         <oasis:entry colname="col19">0.21</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">13</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
         <oasis:entry colname="col12"/>
         <oasis:entry colname="col13"/>
         <oasis:entry colname="col14">0.15</oasis:entry>
         <oasis:entry colname="col15">0.16</oasis:entry>
         <oasis:entry colname="col16">0.7</oasis:entry>
         <oasis:entry colname="col17">0.17</oasis:entry>
         <oasis:entry colname="col18">0.32</oasis:entry>
         <oasis:entry colname="col19">0.09</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">14</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
         <oasis:entry colname="col12"/>
         <oasis:entry colname="col13"/>
         <oasis:entry colname="col14"/>
         <oasis:entry colname="col15">0.88</oasis:entry>
         <oasis:entry colname="col16">0.05</oasis:entry>
         <oasis:entry colname="col17">0.77</oasis:entry>
         <oasis:entry colname="col18">0.70</oasis:entry>
         <oasis:entry colname="col19"><inline-formula><mml:math id="M426" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.08</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">15</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
         <oasis:entry colname="col12"/>
         <oasis:entry colname="col13"/>
         <oasis:entry colname="col14"/>
         <oasis:entry colname="col15"/>
         <oasis:entry colname="col16">0.17</oasis:entry>
         <oasis:entry colname="col17">0.71</oasis:entry>
         <oasis:entry colname="col18">–</oasis:entry>
         <oasis:entry colname="col19">–</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">16</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
         <oasis:entry colname="col12"/>
         <oasis:entry colname="col13"/>
         <oasis:entry colname="col14"/>
         <oasis:entry colname="col15"/>
         <oasis:entry colname="col16"/>
         <oasis:entry colname="col17">0.09</oasis:entry>
         <oasis:entry colname="col18">0.12</oasis:entry>
         <oasis:entry colname="col19">0.33</oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">17</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
         <oasis:entry colname="col8"/>
         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
         <oasis:entry colname="col12"/>
         <oasis:entry colname="col13"/>
         <oasis:entry colname="col14"/>
         <oasis:entry colname="col15"/>
         <oasis:entry colname="col16"/>
         <oasis:entry colname="col17"/>
         <oasis:entry colname="col18">0.76</oasis:entry>
         <oasis:entry colname="col19"><inline-formula><mml:math id="M427" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.24</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
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       <oasis:row>
         <oasis:entry colname="col1">18</oasis:entry>
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         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
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         <oasis:entry colname="col13"/>
         <oasis:entry colname="col14"/>
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         <oasis:entry colname="col16"/>
         <oasis:entry colname="col17"/>
         <oasis:entry colname="col18"/>
         <oasis:entry colname="col19"><inline-formula><mml:math id="M428" display="inline"><mml:mrow><mml:mo>-</mml:mo><mml:mn mathvariant="normal">0.04</mml:mn></mml:mrow></mml:math></inline-formula></oasis:entry>
       </oasis:row>
       <oasis:row>
         <oasis:entry colname="col1">19</oasis:entry>
         <oasis:entry colname="col2"/>
         <oasis:entry colname="col3"/>
         <oasis:entry colname="col4"/>
         <oasis:entry colname="col5"/>
         <oasis:entry colname="col6"/>
         <oasis:entry colname="col7"/>
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         <oasis:entry colname="col9"/>
         <oasis:entry colname="col10"/>
         <oasis:entry colname="col11"/>
         <oasis:entry colname="col12"/>
         <oasis:entry colname="col13"/>
         <oasis:entry colname="col14"/>
         <oasis:entry colname="col15"/>
         <oasis:entry colname="col16"/>
         <oasis:entry colname="col17"/>
         <oasis:entry colname="col18"/>
         <oasis:entry colname="col19"/>
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   </oasis:tgroup></oasis:table></table-wrap>

</app>
  </app-group><notes notes-type="authorcontribution"><title>Author contributions</title>

      <p id="d2e15000">Data curation: PS, CHR, and MVT. Data corrections: PS and MVT. Formal analysis: MVT with the help of all the authors. Writing/visualization: MVT with the help of all the authors. Funding: CHR and MRVB with the help of all the authors. Conceptualization/investigation/methodology: all the authors. Project administration: CHR and MRVB.</p>
  </notes><notes notes-type="competinginterests"><title>Competing interests</title>

      <p id="d2e15009">The contact author has declared that none of the authors has any competing interests.</p>
  </notes><notes notes-type="disclaimer"><title>Disclaimer</title>

      <p id="d2e15015">Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims made in the text, published maps, institutional affiliations, or any other geographical representation in this paper. While Copernicus Publications makes every effort to include appropriate place names, the final responsibility lies with the authors.</p>
  </notes><ack><title>Acknowledgements</title><p id="d2e15021">The authors thank all the persons involved in the transport, installation, servicing, and dismantling of the weather stations. The technical staff of the IMAU is acknowledged for the design of the weather stations. The Alfred Wegener Institute (AWI) is acknowledged for their support regarding the weather stations at Kohnen Base (AWS09), on  Berkner Island (AWS10), and on the Halvfarryggen ice rise (AWS11). The installations of weather stations on Plateau Station B (AWS12) and the Pole of Inaccessibility (AWS13) were carried out under the umbrella of the project Trans-Antarctic Scientific Traverse Expeditions – Ice Divide of East Antarctica (TASTE-IDEA), funded by the Norwegian Polar Institute, the US National Science Foundation (NSF), and the Research Council of Norway within the framework of TASTE-IDEA project 152 of IPY 2007–2008. The installations of AWS01-03 were carried out at a traverse during the Norwegian Antarctic Research Expedition (NARE) 1996/1997 organized by the Norwegian Polar Institute. The traverse was a contribution to the “European Project for Ice Coring in Antarctica” (EPICA), a joint ESF (European Science Foundation)/EC scientific programme, funded by the European Commission under the Environment and Climate Programme (1994–01998) contract ENV4-CT95-0074 and by national contributions from Belgium, Denmark, France, Germany, Italy, the Netherlands, Norway, Sweden, Switzerland, and the United Kingdom. The Finnish Antarctic Research Program (FINNARP) at the Finnish Meteorological Institute (FMI) is acknowledged for their support in the operation of the weather station at Wasa/Aboa Camp Maudheimvida (AWS5). The Royal Meteorological Institute of Belgium (KMI) and KU Leuven are acknowledged for their support regarding the weather station at the Princess Elisabeth station (AWS16) and on the King Baudouin ice shelf (AWS19).  The British Antarctic Survey is acknowledged for their support with the operations of the weather stations on the Larsen C ice shelf – North (AWS14), South (AWS15), and Cabinet inlet (AWS18) – and on the remnants of the Larsen B ice shelf on Scar Inlet (AWS17). The Swedish Antarctic Research Programme (SWEDARP) is acknowledged for their support with the operations of the weather station at the Rampen site 1090 (AWS04), Wasa/Aboa Camp Maudheimvida (AWS05), Svea (AWS06), Scharffenbergbotnen (AWS07), and Camp Victoria (AWS08) in Dronning Maud Land. The weather station on Roi Baudouin ice shelf (AWS19) was installed within the framework of the BENEMELT project, funded by the InBev-Baillet Latour Antarctica Fellowship, a joint initiative of the InBev-Baillet Latour Fund and the International Polar Foundation (IPF). The authors thank PANGAEA for hosting the dataset.</p></ack><notes notes-type="financialsupport"><title>Financial support</title>

      <p id="d2e15026">This work is funded by the Dutch Research Council (NWO) projects “Dutch Polar Climate and Cryosphere Change Consortium” (DP4C, no. ALWPP.2019.003) and “State and fate of Antarctica’s gatekeepers: a HIgh Resolution approach for Ice ShElf instability” (HiRISE, no. OCENW.GROOT.2019.091).</p>
  </notes><notes notes-type="reviewstatement"><title>Review statement</title>

      <p id="d2e15032">This paper was edited by Charles Amory and reviewed by Ian Allison, David Bromwich, and one anonymous referee.</p>
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