cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/ayk-yw1-xca
title: Brachystomia carrozzai (van Aartsen, 1987)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cm0-5bz-gtn
title: Euglesa subtruncata (Malm, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rdt-730-fvk
title: Ringicula conformis Monterosato, 1877

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ryy-q61-848
title: Cyrillia linearis (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1cz-dyl-87w
title: Crassatella uruguayensis E. A. Smith, 1880

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vn9-rzj-fx8
title: Alvania hallgassi Amati & Oliverio, 1985

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/15l-725-hyj
title: Henrya morrisoni Bartsch, 1947

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y6l-spg-sdr
title: Atlanta peronii Lesueur, 1817

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jqx-cra-0dt
title: Anatoma crispata (J. Fleming, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1v1-4mb-zhj
title: Norelona pyrenaica (Draparnaud, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xle-pg1-p8y
title: Spondylus nicobaricus Schreibers, 1793

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ppp-79c-a8p
title: Macoma balthica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q6k-2ph-9ab
title: Skeneopsis planorbis (O. Fabricius, 1780)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1vq-r1k-gb2
title: Littorina saxatilis (Olivi, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/te2-dba-mk1
title: Euglesa supina (A. Schmidt, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fvt-vh3-p9t
title: Euglesa henslowana (Sheppard, 1825)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zph-z96-b10
title: Natica chemnitzii L. Pfeiffer, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t5c24tpb
title: Morocco Continuous GPS Stations
title: Ifran Morocco Continuous GPS Station (IFRN)
DOI: 10.3535/34k-abb-451
title: Folinella excavata (R. A. Philippi, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/re2-454-aes
title: Crisilla semistriata (Montagu, 1808)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wfz-379-n8x
title: Euglesa personata (Malm, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/18f-6p2-vyd
title: Ringicula conformis Monterosato, 1877

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bhy-47m-f6n
title: Pisidium C. Pfeiffer, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mf0-lc2-p4h
title: Chilostoma cingulatum gobanzi (Frauenfeld, 1867)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nqc-npw-9l4
title: Alvania tenera (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9gj-qs8-v9p
title: †Granulina clandestina (Brocchi, 1814)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vhv-gdv-ajs
title: Parthenina penchynati (Bucquoy, Dautzenberg & Dollfus, 1883)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/00k-3ay-clr
title: Gibberula jansseni van Aartsen, Menkhorst & Gittenberger, 1984

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/myk-avl-96f
title: Melo aethiopicus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5l1-r5f-y72
title: Monodonta Lamarck, 1799

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ffz-cw3-q1z
title: Mangelia multilineolata (Deshayes, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t5b27sjz
title: Armenia and Georgia GPS Surveys
title: Armenia 2000
DOI: 10.3535/687-fcr-7xh
title: Alvania discors (T. Brown, 1818)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vgg-0t4-5c6
title: Merdigera obscura (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9s8-hl8-8z5
title: Trochulus hispidus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t56971tm
title: Armenia and Georgia GPS Surveys
title: Armenia 1998
DOI: 10.7283/t5t43rbc
title: Armenia and Georgia GPS Surveys
title: Armenia 1994
DOI: 10.3535/pf7-nbl-q0h
title: Alvania peli Moolenbeek & Rolán, 1988

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q84-sr1-a6l
title: Macrogastra mellae mellae (Stabile, 1864)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t5xw4h1b
title: Armenia and Georgia GPS Surveys
title: Armenia 2002
DOI: 10.3535/4vr-tb1-rr4
title: Alvania punctura (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pnt-ape-lg3
title: Scissurella costata A. d'Orbigny, 1824

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t52j694r
title: Armenia and Georgia GPS Surveys
title: Armenia 2007
DOI: 10.3535/0m8-td9-0tm
title: Euglesa parvula (Westerlund, 1873)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4nz-mgc-2x6
title: Cecilioides acicula (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rqq-w16-r4g
title: Columbella mercatoria (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tgh-m5y-q5p
title: Vallonia pulchella (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sek-mk7-n31
title: Euglesa subtruncata (Malm, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.dp6nr7
title: Occurrence Download

description: A dataset containing 387 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hapalopsittaca melanotis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 387 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001275-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/7n7-gzg-f78
title: †Granulina clandestina (Brocchi, 1814)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rca-c2c-vsf
title: Pupilla muscorum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bqv-ngw-xzw
title: Odostomia turrita Hanley, 1844

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lyg-fmd-fls
title: Mangelia unifasciata (Deshayes, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8q0-dsg-dgb
title: Weinkauffia turgidula (Forbes, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h9w-474-z2t
title: Parthenina juliae (de Folin, 1872)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t5hm56p1
title: GGN GPS Network
title: GPS Continuous Station at NSSP
DOI: 10.3535/d18-hwj-19j
title: Acteon tornatilis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tkw-7q6-w5x
title: Metaxia metaxa (Delle Chiaje, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wvk-dpf-tjn
title: Ondina warreni (W. Thompson, 1845)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/879-v3y-s20
title: Tutufa bubo (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/azm-xjp-els
title: Unionidae Rafinesque, 1820

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mrk-80y-c81
title: Plaxiphora aurata (Spalowsky, 1795)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t5hx19zf
title: Turkey 1989
DOI: 10.3535/7l6-6ln-9f7
title: Pusillina inconspicua (Alder, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t5x63k7k
title: New England 1986
DOI: 10.3535/4v4-27v-paw
title: Euglesa henslowana (Sheppard, 1825)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fvg-dgp-2ww
title: Gibberula philippii (Monterosato, 1878)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t51z42qj
title: Turkey 1994
DOI: 10.3535/419-2qs-cgs
title: Euglesa parvula (Westerlund, 1873)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8w0-tbc-8s2
title: Alvania tenera (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4rf-ah0-xsc
title: Chauvetia turritellata (Deshayes, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/phw-ed4-1yc
title: Ondina divisa (J. Adams, 1797)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t58s4n86
title: Egypt 1994
DOI: 10.7283/t5rr1wjj
title: Egypt 1998
DOI: 10.3535/1g0-kj6-kcy
title: Cerithiopsis movilla Dall & Bartsch, 1911

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xqg-25a-glm
title: Astraea heliotropium (Martyn, 1784)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t5513wjs
title: Egypt 1996
DOI: 10.3535/2r6-6ml-wbj
title: Parthenina juliae (de Folin, 1872)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t51834tf
title: Egypt 1995
DOI: 10.3535/fjl-6f5-sfr
title: Aporrhais pespelecani (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zxk-r9h-rfv
title: Lehmannia marginata (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t5wh2n9q
title: Egypt 1997
DOI: 10.3535/3jc-kx5-1ph
title: Merdigera obscura (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pjm-rem-ert
title: Rhinoclavis aspera (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t5n014vz
title: Egypt 1999
DOI: 10.7283/t5nc5zj5
title: Azerbaijan cGPS Geodynamics Network
title: NEFT-NEFTECHALA P.S.
DOI: 10.3535/3lp-hzt-7ds
title: Alvania cimex (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zqj-s0s-vc0
title: Rissoa auriscalpium (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t5hm56tt
title: Azerbaijan cGPS Geodynamics Network
title: PIRS-Pirshagi P.S.
DOI: 10.3535/4l2-ca2-1n7
title: Amoria hunteri (Iredale, 1931)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jls-hk3-c4a
title: Granaria frumentum illyrica (Rossmässler, 1835)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t5cv4g3h
title: Azerbaijan cGPS Geodynamics Network
title: SEKC-SHEKI CGPS P.S.
DOI: 10.3535/bnq-zxe-b09
title: Macoma balthica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cjk-slh-vph
title: Megastomia conoidea (Brocchi, 1814)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t5p55kvw
title: Lebanon 2002
title: April
DOI: 10.3535/qhs-bg8-dhr
title: Sphaerium lacustre (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z09-5ad-t1l
title: Euglesa subtruncata (Malm, 1855)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t5dn43d7
title: Lebanon 2004
DOI: 10.7283/t5jd4v4k
title: Lebanon 2002
title: October
DOI: 10.3535/7kw-yzd-8r9
title: Retusa umbilicata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8dx-6zr-2ah
title: Colubraria sowerbyi (Reeve, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t58w3bph
title: Lebanon 2003
DOI: 10.3535/5gs-fmt-e6g
title: Mitrella ocellata (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t56-bcb-mv6
title: Retusa mammillata (R. A. Philippi, 1836)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/t54t6gr8
title: Continuous GPS Station in the Rif Mountains
title: Issaguen, Morocco (ISGN)
DOI: 10.3535/da8-7lm-0zb
title: Cochlicopa lubrica (O. F. Müller, 1774)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/66s-5v9-e5j
title: Megalomphalus azoneus (Brusina, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9r2-pv7-0rl
title: Alvania beanii (Hanley, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/hfec-pb89
title: Bulgaria 1997
DOI: 10.3535/2f9-4gf-tcc
title: Papillifera solida (Draparnaud, 1805)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x3r-cj3-9cw
title: Apataxia cerithiiformis (Tryon, 1887)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pq0-kzl-hx5
title: Dikoleps cutleriana (W. Clark, 1849)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r71-ea4-c94
title: Albinaria adriani adriani (E. Gittenberger, 1987)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9xs-md0-0qa
title: Truncatella subcylindrica (Linnaeus, 1767)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pg2-lrk-rge
title: Marmorana serpentina isarae (Paulucci, 1882)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x7x-jnk-gfl
title: Skeneoides exilissima (R. A. Philippi, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/a07w-p484
title: KSA 2012: Aqaba-Jeddah survey sites
DOI: 10.3535/abp-p61-2f8
title: Liolophura japonica (Lischke, 1873)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fnh-mbh-2cl
title: Macrogastra rolphii (W. Turton, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/phf-w8t-7j3
title: Oxyloma elegans (Risso, 1826)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qfb-hhl-a2r
title: Odostomia unidentata (Montagu, 1803)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/4s82-1d33
title: Eastern Mediterranean 2004 - Aegean/Greece GPS Campaign
DOI: 10.7283/byj9-c896
title: Eastern Mediterranean 1994 - Bulgaria
DOI: 10.3535/sqj-0qr-5ww
title: Aclis minor (T. Brown, 1827)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.57761/a96q-1j33
title: Cotality Loan-Level Market Analytics

description: If you have questions or concerns, please contact Ron Nakao at ronbo@stanford.edu.
description: Title: Cotality Loan-Level Market Analytics (LLMA)

Cotality Loan-Level Market Analytics (LLMA) for primary mortgages contains detailed loan data, including origination, events, performance, forbearance and inferred modification data. This dataset may not be linked or merged with any of the other datasets we have from Cotality.

Formerly known as CoreLogic Loan-Level Market Analytics (LLMA).
description: 

Cotality sources the Loan-Level Market Analytics data directly from loan servicers. Cotality cleans and augments the contributed records with modeled data. The Data Dictionary indicates which fields are contributed and which are inferred.



The Loan-Level Market Analytics data is aimed at providing lenders, servicers, investors, and advisory firms with the insights they need to make trustworthy assessments and accurate decisions. Stanford Libraries has purchased the Loan-Level Market Analytics data for researchers interested in housing, economics, finance and other topics related to prime and subprime first lien data.



Cotality provided the data to Stanford Libraries as pipe-delimited text files, which we have uploaded to Data Farm (Redivis) for preview, extraction and analysis.



For more information about how the data was prepared for Redivis, please see [Cotality 2024 GitLab](<https://code.stanford.edu/sul-cidr/cotality-2024/>).




description: 

Per the End User License Agreement, the LLMA Data cannot be commingled (i.e. merged, mixed or combined) with Tax and Deed Data that Stanford University has licensed from Cotality, or other data which includes the same or similar data elements or that can otherwise be used to identify individual persons or loan servicers.



The 2015 major release of Cotality Loan-Level Market Analytics (for primary mortgages) was intended to enhance the Cotality servicing consortium through data quality improvements and integrated analytics. See **Cotality\_LLMA\_ReleaseNotes.pdf **for more information about these changes.





For more information about included variables, please see **Cotality\_LLMA\_Data\_Dictionary.pdf**.

**

For more information about how the database was set up, please see **LLMA\_Download\_Guide.pdf.**
DOI: 10.7283/y8s7-v474
title: Eastern Mediterranean 1998 - Bulgaria
DOI: 10.3535/3er-b9l-hw5
title: Euglesa supina (A. Schmidt, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c5z-3vk-999
title: Euglesa parvula (Westerlund, 1873)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.57761/2g3v-hx02
title: Cotality Loan-Level Market Analytics

description: If you have questions or concerns, please contact Ron Nakao at ronbo@stanford.edu.
description: Title: Cotality Loan-Level Market Analytics (LLMA)

Cotality Loan-Level Market Analytics (LLMA) for primary mortgages contains detailed loan data, including origination, events, performance, forbearance and inferred modification data. This dataset may not be linked or merged with any of the other datasets we have from Cotality.

Formerly known as CoreLogic Loan-Level Market Analytics (LLMA).
description: 

Cotality sources the Loan-Level Market Analytics data directly from loan servicers. Cotality cleans and augments the contributed records with modeled data. The Data Dictionary indicates which fields are contributed and which are inferred.



The Loan-Level Market Analytics data is aimed at providing lenders, servicers, investors, and advisory firms with the insights they need to make trustworthy assessments and accurate decisions. Stanford Libraries has purchased the Loan-Level Market Analytics data for researchers interested in housing, economics, finance and other topics related to prime and subprime first lien data.



Cotality provided the data to Stanford Libraries as pipe-delimited text files, which we have uploaded to Data Farm (Redivis) for preview, extraction and analysis.



For more information about how the data was prepared for Redivis, please see [Cotality 2024 GitLab](<https://code.stanford.edu/sul-cidr/cotality-2024/>).




description: 

Per the End User License Agreement, the LLMA Data cannot be commingled (i.e. merged, mixed or combined) with Tax and Deed Data that Stanford University has licensed from Cotality, or other data which includes the same or similar data elements or that can otherwise be used to identify individual persons or loan servicers.



The 2015 major release of Cotality Loan-Level Market Analytics (for primary mortgages) was intended to enhance the Cotality servicing consortium through data quality improvements and integrated analytics. See **Cotality\_LLMA\_ReleaseNotes.pdf **for more information about these changes.





For more information about included variables, please see **Cotality\_LLMA\_Data\_Dictionary.pdf**.

**

For more information about how the database was set up, please see **LLMA\_Download\_Guide.pdf.**
DOI: 10.7283/48d3-jy25
title: Turkey 1996
DOI: 10.3535/4te-z0f-4tg
title: Cima minima (Jeffreys, 1858)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e5g-0ms-n13
title: Anadara brasiliana (Lamarck, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/fvkc-vs94
title: Turkey 1991
DOI: 10.3535/gze-7mr-zy6
title: Mytilopsis leucophaeata (Conrad, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.7283/xygw-gg05
title: Eastern Mediterranean 1996 - Bulgaria
DOI: 10.3535/mmt-nvc-kr6
title: Epitonium algerianum (Weinkauff, 1866)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vkl-ksh-cmy
title: Krachia cylindrata (Jeffreys, 1885)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.