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paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; instrumental</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>earth science &gt; paleoclimate &gt; paleocean &gt; other</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:type>\r\n            <gmd:MD_KeywordTypeCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode\" codeListValue=\"theme\">theme</gmd:MD_KeywordTypeCode>\r\n          </gmd:type>\r\n          <gmd:thesaurusName xlink:title=\"GCMD Science Keywords\">\r\n            <gmd:CI_Citation uuid=\"227737d0-428b-11df-9879-0800200c9a66\">\r\n              <gmd:title>\r\n                <gco:CharacterString>Global Change Master Directory (GCMD) Science Keywords</gco:CharacterString>\r\n              </gmd:title>\r\n              <gmd:date>\r\n                <gmd:CI_Date>\r\n                  <gmd:date>\r\n                    <gco:Date>2025</gco:Date>\r\n                  </gmd:date>\r\n                  <gmd:dateType>\r\n                    <gmd:CI_DateTypeCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode\" codeListValue=\"revision\">revision</gmd:CI_DateTypeCode>\r\n                  </gmd:dateType>\r\n                </gmd:CI_Date>\r\n              </gmd:date>\r\n              <gmd:edition>\r\n                <gco:CharacterString>22</gco:CharacterString>\r\n              </gmd:edition>\r\n              <gmd:citedResponsibleParty xlink:title=\"GCMD Landing Page\">\r\n                <gmd:CI_ResponsibleParty uuid=\"1edb41d0-428a-11df-9879-0800200c9a66\">\r\n                  <gmd:organisationName>\r\n                    <gco:CharacterString>Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA)</gco:CharacterString>\r\n                  </gmd:organisationName>\r\n                  <gmd:contactInfo>\r\n                    <gmd:CI_Contact>\r\n                      <gmd:onlineResource>\r\n                        <gmd:CI_OnlineResource>\r\n                          <gmd:linkage>\r\n                            <gmd:URL>https://forum.earthdata.nasa.gov/app.php/tag/GCMD%2BKeywords</gmd:URL>\r\n                          </gmd:linkage>\r\n                          <gmd:name>\r\n                            <gco:CharacterString>GCMD Keyword Forum Page</gco:CharacterString>\r\n                          </gmd:name>\r\n                          <gmd:description>\r\n                            <gco:CharacterString>Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 22. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords</gco:CharacterString>\r\n                          </gmd:description>\r\n                          <gmd:function>\r\n                            <gmd:CI_OnLineFunctionCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode\" codeListValue=\"information\">information</gmd:CI_OnLineFunctionCode>\r\n                          </gmd:function>\r\n                        </gmd:CI_OnlineResource>\r\n                      </gmd:onlineResource>\r\n                    </gmd:CI_Contact>\r\n                  </gmd:contactInfo>\r\n                  <gmd:role>\r\n                    <gmd:CI_RoleCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_RoleCode\" codeListValue=\"custodian\">custodian</gmd:CI_RoleCode>\r\n                  </gmd:role>\r\n                </gmd:CI_ResponsibleParty>\r\n              </gmd:citedResponsibleParty>\r\n            </gmd:CI_Citation>\r\n          </gmd:thesaurusName>\r\n        </gmd:MD_Keywords>\r\n      </gmd:descriptiveKeywords>\r\n      <gmd:descriptiveKeywords>\r\n        <gmd:MD_Keywords>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: identified foraminifer; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: Neogloboquadrina pachyderma sinistral; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: Trilobatus sacculifer; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: identified foraminifer; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: identified foraminifer; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: identified foraminifer; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: Pulleniatina obliquiloculata; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: Globorotalia truncatulinoides; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: identified foraminifer; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: Neogloboquadrina pachyderma dextral; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: identified foraminifer; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: identified foraminifer; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: identified foraminifer; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: Globorotalia inflata; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: Globorotalia crassaformis; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: Globorotalia hirsuta; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: identified foraminifer; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: Globorotalia truncatulinoides; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: Globorotalia menardii; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: Globigerinoides ruber; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: sample identification; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: identified foraminifer; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: Globigerina bulloides; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: Neogloboquadrina dutertrei; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: Orbulina universa; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: identified foraminifer; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>What: identified foraminifer; Material: null</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:type>\r\n            <gmd:MD_KeywordTypeCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode\" codeListValue=\"theme\">theme</gmd:MD_KeywordTypeCode>\r\n          </gmd:type>\r\n          <gmd:thesaurusName>\r\n            <gmd:CI_Citation>\r\n              <gmd:title>\r\n                <gco:CharacterString>Paleoenvironmental Standard Terms (PaST) Thesaurus</gco:CharacterString>\r\n              </gmd:title>\r\n              <gmd:date gco:nilReason=\"missing\" />\r\n              <gmd:citedResponsibleParty>\r\n                <gmd:CI_ResponsibleParty>\r\n                  <gmd:organisationName>\r\n                    <gco:CharacterString>NOAA National Centers for Environmental Information</gco:CharacterString>\r\n                  </gmd:organisationName>\r\n                  <gmd:contactInfo>\r\n                    <gmd:CI_Contact>\r\n                      <gmd:onlineResource>\r\n                        <gmd:CI_OnlineResource>\r\n                          <gmd:linkage>\r\n                            <gmd:URL>https://www.ncei.noaa.gov/products/paleoclimatology/paleoenvironmental-standard-terms-thesaurus</gmd:URL>\r\n                          </gmd:linkage>\r\n                          <gmd:name>\r\n                            <gco:CharacterString>PaST Thesaurus</gco:CharacterString>\r\n                          </gmd:name>\r\n                          <gmd:function>\r\n                            <gmd:CI_OnLineFunctionCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode\" codeListValue=\"information\">information</gmd:CI_OnLineFunctionCode>\r\n                          </gmd:function>\r\n                        </gmd:CI_OnlineResource>\r\n                      </gmd:onlineResource>\r\n                    </gmd:CI_Contact>\r\n                  </gmd:contactInfo>\r\n                  <gmd:role>\r\n                    <gmd:CI_RoleCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_RoleCode\" codeListValue=\"publisher\">publisher</gmd:CI_RoleCode>\r\n                  </gmd:role>\r\n                </gmd:CI_ResponsibleParty>\r\n              </gmd:citedResponsibleParty>\r\n            </gmd:CI_Citation>\r\n          </gmd:thesaurusName>\r\n        </gmd:MD_Keywords>\r\n      </gmd:descriptiveKeywords>\r\n      <gmd:descriptiveKeywords>\r\n        <gmd:MD_Keywords>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>Geographic Region &gt; Global &gt; Global &gt; LATITUDE  &gt; LONGITUDE</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:type>\r\n            <gmd:MD_KeywordTypeCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode\" codeListValue=\"place\">place</gmd:MD_KeywordTypeCode>\r\n          </gmd:type>\r\n          <gmd:thesaurusName gco:nilReason=\"missing\" />\r\n        </gmd:MD_Keywords>\r\n      </gmd:descriptiveKeywords>\r\n      <gmd:descriptiveKeywords>\r\n        <gmd:MD_Keywords>\r\n          <gmd:keyword>\r\n            <gco:CharacterString>DOC/NOAA/NESDIS/NCEI &gt; National Centers for Environmental Information, NESDIS, NOAA, U.S. Department of Commerce</gco:CharacterString>\r\n          </gmd:keyword>\r\n          <gmd:type>\r\n            <gmd:MD_KeywordTypeCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode\" codeListValue=\"dataCentre\">dataCentre</gmd:MD_KeywordTypeCode>\r\n          </gmd:type>\r\n          <gmd:thesaurusName xlink:title=\"GCMD Data Center Keywords\">\r\n            <gmd:CI_Citation uuid=\"9f0de6e6-428b-11df-9879-0800200c9a66\">\r\n              <gmd:title>\r\n                <gco:CharacterString>Global Change Master Directory (GCMD) Data Center Keywords</gco:CharacterString>\r\n              </gmd:title>\r\n              <gmd:date>\r\n                <gmd:CI_Date>\r\n                  <gmd:date>\r\n                    <gco:Date>2025</gco:Date>\r\n                  </gmd:date>\r\n                  <gmd:dateType>\r\n                    <gmd:CI_DateTypeCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode\" codeListValue=\"revision\">revision</gmd:CI_DateTypeCode>\r\n                  </gmd:dateType>\r\n                </gmd:CI_Date>\r\n              </gmd:date>\r\n              <gmd:edition>\r\n                <gco:CharacterString>22</gco:CharacterString>\r\n              </gmd:edition>\r\n              <gmd:citedResponsibleParty xlink:title=\"GCMD Landing Page\">\r\n                <gmd:CI_ResponsibleParty uuid=\"1edb41d0-428a-11df-9879-0800200c9a66\">\r\n                  <gmd:organisationName>\r\n                    <gco:CharacterString>Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA)</gco:CharacterString>\r\n                  </gmd:organisationName>\r\n                  <gmd:contactInfo>\r\n                    <gmd:CI_Contact>\r\n                      <gmd:onlineResource>\r\n                        <gmd:CI_OnlineResource>\r\n                          <gmd:linkage>\r\n                            <gmd:URL>https://forum.earthdata.nasa.gov/app.php/tag/GCMD%2BKeywords</gmd:URL>\r\n                          </gmd:linkage>\r\n                          <gmd:name>\r\n                            <gco:CharacterString>GCMD Keyword Forum Page</gco:CharacterString>\r\n                          </gmd:name>\r\n                          <gmd:description>\r\n                            <gco:CharacterString>Global Change Master Directory (GCMD). 2025. GCMD Keywords, Version 22. Greenbelt, MD: Earth Science Data and Information System, Earth Science Projects Division, Goddard Space Flight Center (GSFC), National Aeronautics and Space Administration (NASA). URL (GCMD Keyword Forum Page): https://forum.earthdata.nasa.gov/app.php/tag/GCMD+Keywords</gco:CharacterString>\r\n                          </gmd:description>\r\n                          <gmd:function>\r\n                            <gmd:CI_OnLineFunctionCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode\" codeListValue=\"information\">information</gmd:CI_OnLineFunctionCode>\r\n                          </gmd:function>\r\n                        </gmd:CI_OnlineResource>\r\n                      </gmd:onlineResource>\r\n                    </gmd:CI_Contact>\r\n                  </gmd:contactInfo>\r\n                  <gmd:role>\r\n                    <gmd:CI_RoleCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_RoleCode\" codeListValue=\"custodian\">custodian</gmd:CI_RoleCode>\r\n                  </gmd:role>\r\n                </gmd:CI_ResponsibleParty>\r\n              </gmd:citedResponsibleParty>\r\n            </gmd:CI_Citation>\r\n          </gmd:thesaurusName>\r\n        </gmd:MD_Keywords>\r\n      </gmd:descriptiveKeywords>\r\n      <gmd:resourceConstraints>\r\n        <gmd:MD_LegalConstraints>\r\n          <gmd:useConstraints>\r\n            <gmd:MD_RestrictionCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_RestrictionCode\" codeListValue=\"otherRestrictions\">otherRestrictions</gmd:MD_RestrictionCode>\r\n          </gmd:useConstraints>\r\n          <gmd:otherConstraints>\r\n            <gco:CharacterString>Cite as: Mix, A.C.; Ortiz, J.D. (2003-11-14): NOAA/WDS Paleoclimatology - Ortiz and Mix 1997 Foraminifera SST Transfer Function Comparison. [indicate subset used]. NOAA National Centers for Environmental Information. https://doi.org/10.25921/q1bs-hz81. Accessed [date].</gco:CharacterString>\r\n          </gmd:otherConstraints>\r\n        </gmd:MD_LegalConstraints>\r\n      </gmd:resourceConstraints>\r\n      <gmd:resourceConstraints xlink:title=\"Distribution Liability\">\r\n        <gmd:MD_LegalConstraints uuid=\"dadd4ac3-2b9f-4db5-8603-71285b94c3d7\">\r\n          <gmd:accessConstraints>\r\n            <gmd:MD_RestrictionCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_RestrictionCode\" codeListValue=\"otherRestrictions\">otherRestrictions</gmd:MD_RestrictionCode>\r\n          </gmd:accessConstraints>\r\n          <gmd:otherConstraints>\r\n            <gco:CharacterString>Distribution liability: NOAA and NCEI make no warranty, expressed or implied, regarding these data, nor does the fact of distribution constitute such a warranty. NOAA and NCEI cannot assume liability for any damages caused by any errors or omissions in these data. If appropriate, NCEI can only certify that the data it distributes are an authentic copy of the records that were accepted for inclusion in the NCEI archives.</gco:CharacterString>\r\n          </gmd:otherConstraints>\r\n        </gmd:MD_LegalConstraints>\r\n      </gmd:resourceConstraints>\r\n      <gmd:resourceConstraints xlink:title=\"Use Liability\">\r\n        <gmd:MD_LegalConstraints uuid=\"e8163b1b-fb5a-4f4e-8d5c-ed06da10e21b\">\r\n          <gmd:useConstraints>\r\n            <gmd:MD_RestrictionCode codeList=\"https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_RestrictionCode\" codeListValue=\"otherRestrictions\">otherRestrictions</gmd:MD_RestrictionCode>\r\n          </gmd:useConstraints>\r\n          <gmd:otherConstraints>\r\n            <gco:CharacterString>Use liability: NOAA and NCEI cannot provide any warranty as to the accuracy, reliability, or completeness of furnished data. Users assume responsibility to determine the usability of these data. 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If there is no publication information, please cite investigator, title, online resource, and date accessed. The appearance of external links associated with a dataset does not constitute endorsement by the Department of Commerce/National Oceanic and Atmospheric Administration of external Web sites or the information, products or services contained therein. For other than authorized activities, the Department of Commerce/NOAA does not exercise any editorial control over the information you may find at these locations. 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Global core top faunas provide a calibration data set, while modern sediment trap faunas are used for validation. Linear regression of core top predicted SST against atlas SST generated slopes close to one for both methods. However, the Imbrie-Kipp transfer function temperature estimates had an intercept 1.3\u00b0C warmer than modern analog estimates and 1.7\u00b0C warmer than recorded atlas SST. The RMS error for the core top data set using the modern analog method (1.5\u00b0C) was smaller than that of the Imbrie-Kipp method (1.9\u00b0C). SST errors for the sediment trap faunas were not statistically different from those of the core top data set, regardless of method. Developing Imbrie-Kipp transfer functions for limited regions reduced the RMS variability but introduced residual structure not present in the global Imbrie-Kipp transfer function. Dissolution simulations with the sediment trap sample which generated the warmest SST residual for both methods suggests that the loss of delicate warm water foraminifera from midlatitude sediments may be the cause of this thermal error. 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