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<span id="openzim-page-title" class="mw-page-title-main"><span class="mw-page-title-main">Data curation</span></span>
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<p><b>Data curation</b> is the organization and integration of <a href="Data" title="Data">data</a> collected from various sources. It involves annotation, publication and presentation of the data so that the value of the data is maintained over time, and the data remains available for reuse and preservation. Data curation includes "all the processes needed for principled and <a href="Data_governance" title="Data governance">controlled data</a> creation, maintenance, and <a href="Data_management" title="Data management">management</a>, together with the capacity to add value to data".<sup id="cite_ref-1" class="reference"><a href="#cite_note-1"><span class="cite-bracket">[</span>1<span class="cite-bracket">]</span></a></sup> In science, data curation may indicate the process of extraction of important information from scientific texts, such as research articles by experts, to be converted into an electronic format, such as an entry of a <a href="Biological_database" title="Biological database">biological database</a>.<sup id="cite_ref-2" class="reference"><a href="#cite_note-2"><span class="cite-bracket">[</span>2<span class="cite-bracket">]</span></a></sup>
</p><p>In the modern era of <a href="Big_data" title="Big data">big data</a>, the curation of data has become more prominent, particularly for <a href="Software" title="Software">software</a> processing high volume and complex data systems.<sup id="cite_ref-haofda_3-0" class="reference"><a href="#cite_note-haofda-3"><span class="cite-bracket">[</span>3<span class="cite-bracket">]</span></a></sup> The term is also used within the humanities,<sup id="cite_ref-dicuhu_4-0" class="reference"><a href="#cite_note-dicuhu-4"><span class="cite-bracket">[</span>4<span class="cite-bracket">]</span></a></sup> where increasing cultural and scholarly data from <a href="Digital_humanities" title="Digital humanities">digital humanities</a> projects requires the expertise and analytical practices of data curation.<sup id="cite_ref-5" class="reference"><a href="#cite_note-5"><span class="cite-bracket">[</span>5<span class="cite-bracket">]</span></a></sup> In broad terms, curation means a range of activities and processes done to create, manage, maintain, and <a href="Data_validation" title="Data validation">validate</a> a <a href="Data_element" title="Data element">component</a>.<sup id="cite_ref-6" class="reference"><a href="#cite_note-6"><span class="cite-bracket">[</span>6<span class="cite-bracket">]</span></a></sup> Specifically, data curation is the attempt to determine what information is worth saving and for how long.<sup id="cite_ref-:0_7-0" class="reference"><a href="#cite_note-:0-7"><span class="cite-bracket">[</span>7<span class="cite-bracket">]</span></a></sup>
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<div class="mw-heading mw-heading2"><h2 id="History_and_practice">History and practice</h2></div>
<p>The <a href="User_(system)" class="mw-redirect" title="User (system)">user</a>, rather than the database itself, typically initiates data curation and maintains <a href="Metadata" title="Metadata">metadata</a>.<sup id="cite_ref-deanop_8-0" class="reference"><a href="#cite_note-deanop-8"><span class="cite-bracket">[</span>8<span class="cite-bracket">]</span></a></sup> According to the <a href="University_of_Illinois" class="mw-redirect" title="University of Illinois">University of Illinois</a>' Graduate School of Library and Information Science, "Data curation is the active and on-going management of data through its lifecycle of interest and usefulness to scholarship, science, and education; curation activities enable data discovery and retrieval, maintain quality, add value, and provide for re-use over time."<sup id="cite_ref-cragin_9-0" class="reference"><a href="#cite_note-cragin-9"><span class="cite-bracket">[</span>9<span class="cite-bracket">]</span></a></sup> The data curation workflow is distinct from <a href="Data_quality" title="Data quality">data quality</a> management, <a href="Information_privacy" title="Information privacy">data protection</a>, <a href="Information_Lifecycle_Management" class="mw-redirect" title="Information Lifecycle Management">lifecycle management</a>, and <a href="Extract%2C_transform%2C_load" title="Extract, transform, load">data movement</a>.<sup id="cite_ref-deanop_8-1" class="reference"><a href="#cite_note-deanop-8"><span class="cite-bracket">[</span>8<span class="cite-bracket">]</span></a></sup>
</p><p>Census data has been available in tabulated punch card form since the early 20th century and has been electronic since the 1960s.<sup id="cite_ref-10" class="reference"><a href="#cite_note-10"><span class="cite-bracket">[</span>10<span class="cite-bracket">]</span></a></sup> The <a href="Inter-university_Consortium_for_Political_and_Social_Research" title="Inter-university Consortium for Political and Social Research">Inter-university Consortium for Political and Social Research (ICPSR)</a> website marks 1962 as the date of their first Survey Data Archive.<sup id="cite_ref-11" class="reference"><a href="#cite_note-11"><span class="cite-bracket">[</span>11<span class="cite-bracket">]</span></a></sup>
</p><p>Deep background on data libraries appeared in a 1982 issue of the Illinois journal, <i>Library Trends.</i><sup id="cite_ref-12" class="reference"><a href="#cite_note-12"><span class="cite-bracket">[</span>12<span class="cite-bracket">]</span></a></sup> For historical background on the data archive movement, see "Social Scientific Information Needs for Numeric Data: The Evolution of the International Data Archive Infrastructure."<sup id="cite_ref-13" class="reference"><a href="#cite_note-13"><span class="cite-bracket">[</span>13<span class="cite-bracket">]</span></a></sup> The exact curation process undertaken within any organisation depends on the volume of data, how much noise the data contains, and what the expected future use of the data means to its dissemination.<sup id="cite_ref-haofda_3-1" class="reference"><a href="#cite_note-haofda-3"><span class="cite-bracket">[</span>3<span class="cite-bracket">]</span></a></sup>
</p><p>The crises in space data led to the 1999 creation of the <a href="Open_Archival_Information_System" title="Open Archival Information System">Open Archival Information System (OAIS)</a> model,<sup id="cite_ref-14" class="reference"><a href="#cite_note-14"><span class="cite-bracket">[</span>14<span class="cite-bracket">]</span></a></sup> stewarded by the <a href="Consultative_Committee_for_Space_Data_Systems" title="Consultative Committee for Space Data Systems">Consultative Committee for Space Data Systems (CCSDS)</a>, which was formed in 1982.<sup id="cite_ref-15" class="reference"><a href="#cite_note-15"><span class="cite-bracket">[</span>15<span class="cite-bracket">]</span></a></sup>
</p><p>The term <i>data curation</i> is sometimes used in the context of <a href="Biological_databases" class="mw-redirect" title="Biological databases">biological databases</a>, where specific biological information is firstly obtained from a range of research articles and then stored within a specific category of database. For instance, information about anti-depressant drugs can be obtained from various sources and, after checking whether they are available as a database or not, they are saved under a drug's database's anti-depressive category. Enterprises are also utilizing data curation within their operational and strategic processes to ensure data quality and accuracy.<sup id="cite_ref-16" class="reference"><a href="#cite_note-16"><span class="cite-bracket">[</span>16<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-17" class="reference"><a href="#cite_note-17"><span class="cite-bracket">[</span>17<span class="cite-bracket">]</span></a></sup>
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<div class="mw-heading mw-heading2"><h2 id="Projects_and_studies">Projects and studies</h2></div>
<p>The Dissemination Information Packages (DIPS) for Information Reuse (DIPIR) project is studying research data produced and used by quantitative social scientists, archaeologists, and zoologists. The intended audience is researchers who use secondary data and the digital curators, digital repository managers, data center staff, and others who collect, manage, and store digital information.<sup id="cite_ref-18" class="reference"><a href="#cite_note-18"><span class="cite-bracket">[</span>18<span class="cite-bracket">]</span></a></sup>
</p><p>The <a href="Protein_Data_Bank" title="Protein Data Bank">Protein Data Bank</a> was established in 1971 at <a href="Brookhaven_National_Laboratory" title="Brookhaven National Laboratory">Brookhaven National Laboratory</a>, and has grown into a global project.<sup id="cite_ref-PDB_19-0" class="reference"><a href="#cite_note-PDB-19"><span class="cite-bracket">[</span>19<span class="cite-bracket">]</span></a></sup> A database for three-dimensional structural data of proteins and other large biological molecules, the PDB contains over 120,000 structures, all standardized, validated against experimental data, and annotated.
</p><p><a href="FlyBase" title="FlyBase">FlyBase</a>, the primary repository of genetic and molecular data for the insect family <i><a href="Drosophilidae" title="Drosophilidae">Drosophilidae</a></i>, dates back to 1992. FlyBase annotates the entire <i><a href="Drosophila_melanogaster" title="Drosophila melanogaster">Drosophila melanogaster</a></i> genome.<sup id="cite_ref-FlyBase_20-0" class="reference"><a href="#cite_note-FlyBase-20"><span class="cite-bracket">[</span>20<span class="cite-bracket">]</span></a></sup>
</p><p>The <a href="Linguistic_Data_Consortium" title="Linguistic Data Consortium">Linguistic Data Consortium</a> is a data repository for linguistic data, dating back to 1992.<sup id="cite_ref-LDC_21-0" class="reference"><a href="#cite_note-LDC-21"><span class="cite-bracket">[</span>21<span class="cite-bracket">]</span></a></sup>
</p><p>The <a href="Sloan_Digital_Sky_Survey" title="Sloan Digital Sky Survey">Sloan Digital Sky Survey</a> began surveying the night sky in 2000.<sup id="cite_ref-SDSS_22-0" class="reference"><a href="#cite_note-SDSS-22"><span class="cite-bracket">[</span>22<span class="cite-bracket">]</span></a></sup> Computer scientist <a href="Jim_Gray_(computer_scientist)" title="Jim Gray (computer scientist)">Jim Gray</a>, while working on the data architecture of the SDSS, championed the idea of data curation in the sciences.<sup id="cite_ref-Foundations_of_Data_Curation_23-0" class="reference"><a href="#cite_note-Foundations_of_Data_Curation-23"><span class="cite-bracket">[</span>23<span class="cite-bracket">]</span></a></sup>
</p><p><a href="DataNet" class="mw-redirect" title="DataNet">DataNet</a> was a research program of the U.S. National Science Foundation Office of Cyberinfrastructure, funding data management projects in the sciences.<sup id="cite_ref-datanetprogram_24-0" class="reference"><a href="#cite_note-datanetprogram-24"><span class="cite-bracket">[</span>24<span class="cite-bracket">]</span></a></sup> <a href="DataONE" title="DataONE">DataONE</a> (Data Observation Network for Earth) is one of the projects funded through <a href="Datanet" title="Datanet">DataNet</a>, helping the environmental science community preserve and share data.<sup id="cite_ref-DataONE_25-0" class="reference"><a href="#cite_note-DataONE-25"><span class="cite-bracket">[</span>25<span class="cite-bracket">]</span></a></sup>
The commercial importance of data curation is highlighted by the existence of patents in the field. For example, companies like Tamr Inc. and Praxi Data hold patents related to data curation technologies and processes.<sup id="cite_ref-26" class="reference"><a href="#cite_note-26"><span class="cite-bracket">[</span>26<span class="cite-bracket">]</span></a></sup>
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<div class="mw-heading mw-heading2"><h2 id="See_also">See also</h2></div>
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<ul><li><a href="Biocurator" class="mw-redirect" title="Biocurator">Biocurator</a></li>
<li><a href="Data_archaeology" title="Data archaeology">Data archaeology</a></li>
<li><a href="Data_degradation" title="Data degradation">Data degradation</a></li>
<li><a href="Data_format_management" title="Data format management">Data format management</a></li>
<li><a href="Data_preservation" title="Data preservation">Data preservation</a></li>
<li><a href="Data_stewardship" class="mw-redirect" title="Data stewardship">Data stewardship</a></li>
<li><a href="Data_wrangling" title="Data wrangling">Data wrangling</a></li>
<li><a href="Digital_curation" title="Digital curation">Digital curation</a> – the curation of published documents, rather than raw data<sup id="cite_ref-:0_7-1" class="reference"><a href="#cite_note-:0-7"><span class="cite-bracket">[</span>7<span class="cite-bracket">]</span></a></sup></li>
<li><a href="Digital_preservation" title="Digital preservation">Digital preservation</a></li>
<li><a href="Informationist" title="Informationist">Informationist</a> – an individual with extensive expertise in data curation</li></ul>
<div class="mw-heading mw-heading2"><h2 id="References">References</h2></div>
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</li>
</ol></div>
<div class="mw-heading mw-heading2"><h2 id="External_links">External links</h2></div>
<ul><li>Curation of ecological and environmental data: <a rel="nofollow" class="external text" href="http://www.dataone.org/">DataONE</a></li>
<li>Data management tools and services spanning multiple scientific disciplines: <a rel="nofollow" class="external text" href="http://www.dataconservancy.org/">DataConservancy</a></li></ul>
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</style><div id="Data8" style="font-size:114%;margin:0 4em"><a href="Data" title="Data">Data</a></div></th></tr><tr><td colspan="2" class="navbox-list navbox-odd hlist" style="width:100%;padding:0"><div style="padding:0 0.25em">
<ul><li><a href="Data_acquisition" title="Data acquisition">Acquisition</a></li>
<li><a href="Data_augmentation" title="Data augmentation">Augmentation</a></li>
<li><a href="Data_analysis" title="Data analysis">Analysis</a></li>
<li><a href="Data_anonymization" title="Data anonymization">Anonymization</a></li>
<li><a href="Data_archaeology" title="Data archaeology">Archaeology</a></li>
<li><a href="Big_data" title="Big data">Big</a></li>
<li><a href="Data_cleansing" title="Data cleansing">Cleansing</a></li>
<li><a href="Data_collection" title="Data collection">Collection</a></li>
<li><a href="Data_compression" title="Data compression">Compression</a></li>
<li><a href="Data_corruption" title="Data corruption">Corruption</a></li>
<li><a href="Data_deduplication" title="Data deduplication">Deduplication</a></li>
<li><a href="Data_degradation" title="Data degradation">Degradation</a></li>
<li><a href="Data_de-identification" class="mw-redirect" title="Data de-identification">De-identification</a></li>
<li><a href="Data_ecosystem" title="Data ecosystem">Ecosystem</a></li>
<li><a href="Data_editing" title="Data editing">Editing</a></li>
<li><a href="Data_engineering" title="Data engineering">Engineering</a></li>
<li><a href="Data_erasure" title="Data erasure">Erasure</a></li>
<li><a href="Extract%2C_transform%2C_load" title="Extract, transform, load">ETL</a>/<a href="Extract%2C_load%2C_transform" title="Extract, load, transform">ELT</a>
<ul><li><a href="Data_extraction" title="Data extraction">Extract</a></li>
<li><a href="Data_transformation" class="mw-redirect" title="Data transformation">Transform</a></li>
<li><a href="Data_loading" title="Data loading">Load</a></li></ul></li>
<li><a href="Data_ethics" class="mw-redirect" title="Data ethics">Ethics</a></li>
<li><a href="Data_exhaust" title="Data exhaust">Exhaust</a></li>
<li><a href="Data_exploration" title="Data exploration">Exploration</a></li>
<li><a href="Data_farming" title="Data farming">Farming</a></li>
<li><a href="Data_format_management" title="Data format management">Format management</a></li>
<li><a href="Data_fusion" title="Data fusion">Fusion</a></li>
<li><a href="Data_governance" title="Data governance">Governance</a>
<ul><li><a href="Data_cooperative" title="Data cooperative">Cooperatives</a></li></ul></li>
<li><a href="Data_infrastructure" title="Data infrastructure">Infrastructure</a></li>
<li><a href="Data_integration" title="Data integration">Integration</a></li>
<li><a href="Data_integrity" title="Data integrity">Integrity</a></li>
<li><a href="Data_library" class="mw-redirect" title="Data library">Library</a></li>
<li><a href="Data_lineage" title="Data lineage">Lineage</a></li>
<li><a href="Data_loss" title="Data loss">Loss</a></li>
<li><a href="Data_management" title="Data management">Management</a></li>
<li><a href="Metadata" title="Metadata">Meta</a></li>
<li><a href="Data_migration" title="Data migration">Migration</a></li>
<li><a href="Data_mining" title="Data mining">Mining</a></li>
<li><a href="Data_philanthropy" title="Data philanthropy">Philanthropy</a></li>
<li><a href="Data_pre-processing" class="mw-redirect" title="Data pre-processing">Pre-processing</a></li>
<li><a href="Data_preservation" title="Data preservation">Preservation</a></li>
<li><a href="Data_processing" title="Data processing">Processing</a></li>
<li><a href="Information_privacy" title="Information privacy">Protection (privacy)</a></li>
<li><a href="Data_publishing" title="Data publishing">Publishing</a>
<ul><li><a href="Open_data" title="Open data">Open data</a></li></ul></li>
<li><a href="Data_recovery" title="Data recovery">Recovery</a></li>
<li><a href="Data_reduction" title="Data reduction">Reduction</a></li>
<li><a href="Data_redundancy" title="Data redundancy">Redundancy</a></li>
<li><a href="Data_re-identification" title="Data re-identification">Re-identification</a></li>
<li><a href="Data_remanence" title="Data remanence">Remanence</a></li>
<li><a href="Data_rescue" title="Data rescue">Rescue</a></li>
<li><a href="Data_retention" title="Data retention">Retention</a></li>
<li><a href="Data_quality" title="Data quality">Quality</a></li>
<li><a href="Data_science" title="Data science">Science</a></li>
<li><a href="Data_scraping" title="Data scraping">Scraping</a></li>
<li><a href="Data_scrubbing" title="Data scrubbing">Scrubbing</a></li>
<li><a href="Data_security" title="Data security">Security</a></li>
<li><a href="Data_sharing" title="Data sharing">Sharing</a></li>
<li><a href="Data_steward" title="Data steward">Stewardship</a></li>
<li><a href="Data_storage" title="Data storage">Storage</a></li>
<li><a href="Data_structure" title="Data structure">Structure</a></li>
<li><a href="Data_synchronization" title="Data synchronization">Synchronization</a></li>
<li><a href="Topological_data_analysis" title="Topological data analysis">Topological data analysis</a></li>
<li><a href="Data_type" title="Data type">Type</a></li>
<li><a href="Data_validation" title="Data validation">Validation</a></li>
<li><a href="Data_warehouse" title="Data warehouse">Warehouse</a></li>
<li><a href="Data_wrangling" title="Data wrangling">Wrangling/munging</a></li></ul>
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