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            <gco:CharacterString>Cite this dataset as: Smart, S. M., Fawcett, S. E., Stowell, H., Pérez-Huerta, A. (2026) Crystal orientation in subantarctic planktic foraminifera shells from EBSD analysis from collections in the sub-Antarctic south of South Africa between 1993 and 2016. Biological and Chemical Oceanography Data Management Office (BCO-DMO). (Version 1) Version Date 2025-12-05 [if applicable, indicate subset used]. doi:10.26008/1912/bco-dmo.964206.1 [access date]</gco:CharacterString>
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        <gco:CharacterString>Dataset Description: &amp;lt;p&amp;gt;SEM = Scanning Electron Microscopy&amp;lt;br /&amp;gt;
EBSD =&amp;amp;nbsp;Electron Backscatter Diffraction&amp;lt;br /&amp;gt;
CTF = Channel Text File&amp;lt;br /&amp;gt;
&amp;lt;br /&amp;gt;
These data support the results publication Smart et al. (in review):&amp;lt;br /&amp;gt;
Smart, S.M., S. E. Fawcett, H. Stowell &amp;amp;amp; A. Pérez-Huerta. (n.d.) Changes in Shell and Crystal Structure from Life to Sediments: an EBSD Characterization of Subantarctic Planktic Foraminifera. Geochemistry, Geophysics, Geosystems.&amp;amp;nbsp; In review.&amp;lt;br /&amp;gt;
&amp;lt;br /&amp;gt;
Additional funding description:&amp;lt;br /&amp;gt;
In addition to NSF award OCE-2205603, this dataset was supported by South African National Research Foundation (Grants 111090 and 120714); University of Cape Town's URC Postdoctoral Fellowship.&amp;lt;/p&amp;gt; Methods and Sampling: &amp;lt;p&amp;gt;Living specimens were collected using a plankton net towed at 40-60 m depth, and preserved in a pH-buffered, 5–10% formalin-seawater solution kept at 4°C. Foraminifera shells were separated using a combination of wet-sieving, NaCl density separation and dry picking under a microscope. For more details, see Smart et al. (2020). Core-top specimens were picked from the 0-1 cm sediment interval after sieving and rinsing with tap water. Most living and subfossil specimens were sonicated in high-purity ethanol, oxidatively cleaned and rinsed in MilliQ before epoxy mounting. Others were left uncleaned. Cleaning treatment is indicated in dataset file &amp;quot;foram_ebsd_supplemental_metadata.csv&amp;quot; and Supplemental Table S1&amp;amp;nbsp;of the companion publication to this dataset (Smart et al., in review). Once fully dry, shells were mounted in EpoThin 2 epoxy, cured, and cross-sectioned using SiC grit-papers and Alumina polish with progressively smaller particle sizes. Shortly before EBSD analysis, sample mounts were coated with ~4-5 nm gold. For details, see Smart et al. (in review).&amp;lt;/p&amp;gt;</gco:CharacterString>
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http://lod.bco-dmo.org/id/dataset-parameter/983744.rdf
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http://lod.bco-dmo.org/id/dataset-parameter/983748.rdf
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http://lod.bco-dmo.org/id/dataset-parameter/983751.rdf
	Name: Chamber
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	Name: X
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	Name: Y
	Units: micrometers (um)
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http://lod.bco-dmo.org/id/dataset-parameter/983755.rdf
	Name: Bands
	Units: unitless
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http://lod.bco-dmo.org/id/dataset-parameter/983756.rdf
	Name: Error
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	Description: &lt;p&gt;error flag. error = 0 means no flag; error = 3 appears to be non-indexed (i.e., no solution for that pixel)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/983757.rdf
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http://lod.bco-dmo.org/id/dataset-parameter/983758.rdf
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http://lod.bco-dmo.org/id/dataset-parameter/983759.rdf
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http://lod.bco-dmo.org/id/dataset-parameter/983760.rdf
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http://lod.bco-dmo.org/id/dataset-parameter/983761.rdf
	Name: BC
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http://lod.bco-dmo.org/id/dataset-parameter/983762.rdf
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http://lod.bco-dmo.org/id/dataset-parameter/983763.rdf
	Name: Xcells
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http://lod.bco-dmo.org/id/dataset-parameter/983764.rdf
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	Units: unitless
	Description: &lt;p&gt;number of pixels in the Y direction&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/983765.rdf
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	Description: &lt;p&gt;step size in the X direction&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/983766.rdf
	Name: YStep
	Units: micrometers (um)
	Description: &lt;p&gt;step size in the Y direction&lt;/p&gt; 
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                <gco:CharacterString>&amp;lt;p&amp;gt;Living specimens were collected using a plankton net towed at 40-60 m depth, and preserved in a pH-buffered, 5–10% formalin-seawater solution kept at 4°C. Foraminifera shells were separated using a combination of wet-sieving, NaCl density separation and dry picking under a microscope. For more details, see Smart et al. (2020). Core-top specimens were picked from the 0-1 cm sediment interval after sieving and rinsing with tap water. Most living and subfossil specimens were sonicated in high-purity ethanol, oxidatively cleaned and rinsed in MilliQ before epoxy mounting. Others were left uncleaned. Cleaning treatment is indicated in dataset file &amp;quot;foram_ebsd_supplemental_metadata.csv&amp;quot; and Supplemental Table S1&amp;amp;nbsp;of the companion publication to this dataset (Smart et al., in review). Once fully dry, shells were mounted in EpoThin 2 epoxy, cured, and cross-sectioned using SiC grit-papers and Alumina polish with progressively smaller particle sizes. Shortly before EBSD analysis, sample mounts were coated with ~4-5 nm gold. For details, see Smart et al. (in review).&amp;lt;/p&amp;gt;</gco:CharacterString>
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                <gco:CharacterString>&amp;lt;p&amp;gt;Here we provide the original AZtec crystal orientation files (in .ctf format) as well as the corrected and minimally processed data (as both .ctf files and .txt files). During data collection, the software automatically compares the collected EBSD patterns with calcite in the American Mineralogist crystal structure database to find the best fit (i.e., crystal orientation). Data files in .ctf format can be loaded into any standard EBSD software (e.g., EDAX OIM Analysis; https://www.edax.com/products/ebsd/oim-analysis) or using the&amp;amp;nbsp;free, open-source MTEX toolbox using MATLAB (https://mtex-toolbox.github.io/) as done in Smart et al. (2026,&amp;amp;nbsp;&amp;lt;em&amp;gt;in press&amp;lt;/em&amp;gt;). &amp;amp;nbsp;See Hiscocks, J. (2021) &amp;quot;Getting Started with MTEX for EBSD analysis Rev6&amp;quot; for further guidance on loading .ctf files.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Our data correction and processing steps include:&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;1) Applying a 180° rotation to the Z axis (i.e., around the sample normal) to correct for a difference in reference frame between the data collection software (AZtec) and the analysis software we used (MTEX). This is the same correction we use for our own analysis in Smart et al. (in review).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;2) Converting from the spatial reference frame to the Euler reference frame. This step aligns the map axes with the crystal axes (i.e., the Euler rotation axes) so that the X axis of the map corresponds to the X axis of rotation in the Euler angle system. Euler angles for a specific EBSD data-point are the minimum rotations around the X-Y-Z axes needed for the map frame to match that pixel's crystallographic frame.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;3) Basic quality control: We removed any data with a mean angular deviation (MAD) &amp;amp;gt;2.5° as well as any grains smaller than 2 pixels with MAD&amp;amp;gt;1°. Note that we define a grain (domain of similar orientation) using a threshold of 5°. Areas containing epoxy (i.e., not within the calcite shell) were also excluded. We did not apply any algorithms for de-noising, smoothing or indexing of non-indexed pixels.&amp;amp;nbsp;&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;We also provide supplemental metadata (foram_ebsd_supplemental_metadata.csv), which contains additional&amp;amp;nbsp;metadata for each .ctf map file (species, collection type, site, chamber mapped), and summary statistics on crystal orientation observed in our specimens (e.g., abundance of different crystal twinning relationships).&amp;lt;/p&amp;gt;</gco:CharacterString>
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                  <gco:CharacterString>Data Files:

EBSDdatafiles_corr.zip = Contains the corrected .Channel Text Files (.ctf) crystal orientation data files. 

*  Each corrected .ctf file was concatenated into one table and imported into the BCO-DMO data system.  The combined table appears as Data File: 964206_v1_foram_ebsd_crystal_orientation.csv (along with other download format options).

* Experiment and collection metadata (Specimen, Type, Species, Chamber, Site, lat, lon, depth,cruise_id,DateTime_Start_GMT,DateTime_End_GMT) was added to the combined table (joined on corrected ctf filename) from supplemental file foram_ebsd_supplemental_metadata.csv 

* Missing Data Identifiers:
In the BCO-DMO data system missing data identifiers are displayed according to the format of data you access. For example, in csv files it will be blank (null) values. In Matlab .mat files it will be NaN values. When viewing data online at BCO-DMO, the missing value will be shown as blank (null) values.

* Column names adjusted to conform to BCO-DMO naming conventions designed to support broad re-use by a variety of research tools and scripting languages. [Only numbers, letters, and underscores.  Can not start with a number]

* Lat and Lon in the combined table was rounded to five decimal places.

---

Supplemental files:

EBSDdatafiles_orig.zip = All the original (uncorrected) crystal orientation .ctf files were packaged into this zip file. See more information in the file description and Data Processing sections.

EBSDdatafiles_corr_txt.zip = All the corrected .txt data files were packaged into this zip file. Same data as the corrected .ctf data files, files differ in formatting.  See more information in the file description and Data Processing sections. 
 
foram_ebsd_supplemental_metadata.csv 
* A table corresponding to Table S1 in the pending publication Smart et al. (2026, in press) TableS1_Summary-statistics.xlsx was revised and resubmitted to BCO-DMO with additional collection metadata, including date,start and end times, depth, lat, lon etc.  The revised file &amp;quot;foram_ebsd_supplemental_metadata_update20251203.csv&amp;quot; was imported into the BCO-DMO data system, columns for datetime with timezone were added, and file column names were adjusted to match BCO-DMO naming conventions.  The attached to this dataset as supplemental file foram_ebsd_supplemental_metadata.csv.
* negative (-) prefixed to latitude values to indicate degrees South (format: Decimal Degrees where South and West are negative). The location of this dataset is Sub-Antarctic south of South Africa.
* Column Data Filename updated to be &amp;quot;Orig_Filename&amp;quot; (corresponding to file within EBSDdatafiles_orig.zip) and a second column &amp;quot;Corrected_Filename&amp;quot; (corresponding to the file within EBSDdatafiles_corr.zip)</gco:CharacterString>
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