cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/5thzsdjc5f.1
title: Code for Rapid and non-invasive early detection of lung cancer by integration of machine learning and salivary metabolic fingerprints using MS LOC platform

description: Most lung cancer (LC) patients are diagnosed at the advanced stages due to the lack of effective screening methods. Therefore, a non-invasive method for LC screening and early detection in large-scale clinical use is necessary. Herein, a total of 1043 saliva samples were collected from 334 LC patients and 709 non-LC volunteers from six hospitals and their metabolomics data were obtained using mass spectrometry Lab-on-a-Chip (MS LOC). This approach displays high speed and high-throughput capability (96 samples per batch) for stable salivary metabolic fingerprints acquisition. Utilizing machine learning-based feature screening, we identified 35 metabolic features for LC, indicating that metabolism was disturbed in saliva from LC patients. Subsequently, a classification model named SalivaMLD was developed using an ensemble voting strategy based on multiple machine learning algorithms. By combining the predictions from various models, the voting mechanism enhanced the model's classification accuracy and robustness. In the validation set, SalivaMLD demonstrated strong diagnostic performance, achieving an area under the curve (AUC) of 0.850, a sensitivity of 83.33%, and a specificity of 74.39%. In the test set, this model showed comparable effectiveness with AUC, sensitivity, and specificity of 0.849, 81.69%, and 74.23%, respectively, outperforming conventional tumor markers, such as carcinoembryonic antigen (CEA) and carbohydrate antigen 125 (CA125). Notably, SalivaMLD distinguished early-stage LC with an accuracy of 77.42%-81.97% and effectively differentiated LC with different pathology in both the validation and test sets. Hence, this method for screening LC by integration of machine learning and MS LOC-based salivary metabolic fingerprints may be widely applied in clinical practice for rapid and non-invasive detection.
DOI: 10.18739/a2qb9v62j
title: Cloud and Aerosol Polarization and Backscatter LiDAR measurements taken at Summit Station, Greenland, 2014

description: This data set contains measurements from a Cloud and Aerosol Polarization and Backscatter LiDAR (CAPABL) that is deployed at Summit Station, Greenland as part of the Integrated Characterization of Energy, Clouds, Atmospheric state, and Precipitation at Summit (ICECAPS) Project. This LiDAR points near-vertically and measures backscatter in three polarization states. Parameters include: backscatter in the parallel channel, the depolarization ratio, and the diattenuation. Detailed information on these parameters and other aspects of the dataset are included in the netCDF header information for each file. The LiDAR is owned by the National Oceanic and Atmospheric Administration's Earth System Research Laboratory. Field operations support is provided by the National Science Foundation's Arctic Observing Network (AON) Program.
DOI: 10.17632/5thzsdjc5f.2
title: Code for Rapid and non-invasive early detection of lung cancer by integration of machine learning and salivary metabolic fingerprints using MS LOC platform

description: Most lung cancer (LC) patients are diagnosed at the advanced stages due to the lack of effective screening methods. Therefore, a non-invasive method for LC screening and early detection in large-scale clinical use is necessary. Herein, a total of 1043 saliva samples were collected from 334 LC patients and 709 non-LC volunteers from six hospitals and their metabolomics data were obtained using mass spectrometry Lab-on-a-Chip (MS LOC). This approach displays high speed and high-throughput capability (96 samples per batch) for stable salivary metabolic fingerprints acquisition. Utilizing machine learning-based feature screening, we identified 35 metabolic features for LC, indicating that metabolism was disturbed in saliva from LC patients. Subsequently, a classification model named SalivaMLD was developed using an ensemble voting strategy based on multiple machine learning algorithms. By combining the predictions from various models, the voting mechanism enhanced the model's classification accuracy and robustness. In the validation set, SalivaMLD demonstrated strong diagnostic performance, achieving an area under the curve (AUC) of 0.850, a sensitivity of 83.33%, and a specificity of 74.39%. In the test set, this model showed comparable effectiveness with AUC, sensitivity, and specificity of 0.849, 81.69%, and 74.23%, respectively, outperforming conventional tumor markers, such as carcinoembryonic antigen (CEA) and carbohydrate antigen 125 (CA125). Notably, SalivaMLD distinguished early-stage LC with an accuracy of 77.42%-81.97% and effectively differentiated LC with different pathology in both the validation and test sets. Hence, this method for screening LC by integration of machine learning and MS LOC-based salivary metabolic fingerprints may be widely applied in clinical practice for rapid and non-invasive detection.
DOI: 10.57745/8lqpjl
title: 35NIbenz.com
DOI: 10.57745/cdxe0c
title: 35NIbenz.log
DOI: 10.57745/czddd7
title: 35NIbenz.fchk.gz
DOI: 10.57745/h38ffo
title: 35NIbenz.fchk.gz
DOI: 10.57745/qmr1xx
title: 35NIbenz.com
DOI: 10.57745/r6u7ua
title: 35NIbenz.log
DOI: 10.15468/dl.duq2un
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ledermanniella musciformis (G.Taylor) C.Cusset"
 ]
}

 The dataset includes 14 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027753-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/0v5h2m
title: 35NICCbenz.log
DOI: 10.57745/7entoc
title: 35NIbenz.wfx.gz
DOI: 10.57745/bpudb0
title: 35NIbenz.pdb
DOI: 10.57745/coeoap
title: 35NICCbenz.fchk.gz
DOI: 10.57745/dffinm
title: 35NICCbenz.log
DOI: 10.57745/fi7flq
title: 35NICCbenz.com
DOI: 10.57745/ikvngj
title: 35NICCbenz.fchk.gz
DOI: 10.57745/jjvrcf
title: 35NICCbenz.pdb
DOI: 10.57745/jxt3eo
title: 35NIbenz.wfx.gz
DOI: 10.57745/lo8uqy
title: 35NICCbenz.com
DOI: 10.17632/9drgmv9h33.1
title: China carbon budget data set 1981-2020

description: China carbon budget data set 1981-2020
DOI: 10.57745/3iiclf
title: 3NICCbenz.log
DOI: 10.57745/9y80fp
title: 35NICCbenz.wfx.gz
DOI: 10.57745/aeqkm8
title: 3NICCbenz.com
DOI: 10.57745/afmktj
title: 3NICCbenz.log
DOI: 10.57745/bn946j
title: 3NICCbenz.fchk.gz
DOI: 10.57745/i22uog
title: 3NICCbenz.fchk.gz
DOI: 10.57745/mf6ufy
title: 35NICCbenz.wfx.gz
DOI: 10.57745/rvyhjy
title: 3NICCbenz.wfx.gz
DOI: 10.57745/yngmte
title: 3NICCbenz.com
DOI: 10.57745/zbszdj
title: 3NICCbenz.pdb
DOI: 10.57745/5mcdfe
title: F5Ibenz.com
DOI: 10.57745/d5m1gh
title: 4NICCbenz.pdb
DOI: 10.57745/fkvixm
title: 4NICCbenz.wfx.gz
DOI: 10.57745/gqbdms
title: 4NICCbenz.com
DOI: 10.57745/jxk60t
title: 4NICCbenz.log
DOI: 10.57745/knev23
title: 4NICCbenz.wfx.gz
DOI: 10.57745/lkeq2r
title: 3NICCbenz.wfx.gz
DOI: 10.57745/otefp0
title: 4NICCbenz.fchk.gz
DOI: 10.57745/sfxgwk
title: F5Ibenz.com
DOI: 10.57745/ujwtpi
title: 4NICCbenz.log
DOI: 10.57745/wgesl2
title: 4NICCbenz.com
DOI: 10.57745/wr0nwi
title: 4NICCbenz.fchk.gz
DOI: 10.57745/1ctgqq
title: F5Ibenz.extout
DOI: 10.57745/d44dva
title: F5Ibenz.wfx.gz
DOI: 10.57745/dlhv3m
title: F5Ibenz_rho.g3dviz
DOI: 10.57745/dlyowi
title: Fc1Br.fchk.gz
DOI: 10.57745/e2gm2o
title: F5Ibenz.log
DOI: 10.57745/fclsmo
title: F5Ibenz.wfx.gz
DOI: 10.57745/hkjdf5
title: Fc1Br.com
DOI: 10.57745/nuivmo
title: F5Ibenz.fchk.gz
DOI: 10.57745/qfqyqi
title: F5Ibenz.pdb
DOI: 10.57745/roxzh0
title: F5Ibenz.log
DOI: 10.57745/wnmdou
title: Fc1Br.com
DOI: 10.57745/xgyvfu
title: F5Ibenz.fchk.gz
DOI: 10.18739/a2kk94c85
title: Millimeter Cloud Radar measurements taken at Summit Station, Greenland, 2015

description: This data set contains measurements from a Millimeter Cloud Radar (MMCR) that is deployed at Summit Station, Greenland as part of the Integrated Characterization of Energy, Clouds, Atmospheric state, and Precipitation at Summit (ICECAPS) Project. The MMCR points near-vertically and provides estimates of radar reflectivity, mean Doppler velocity, and Doppler spectrum width, as well as full Doppler spectra. Detailed information on these parameters and other aspects of the dataset are included in the netCDF header information for each file. The MMCR is owned by the National Oceanic and Atmospheric Administration, Earth System Research Laboratory. Field operations support is provided by the National Science Foundation's Arctic Observing Network (AON) Program.
DOI: 10.57745/41jjv0
title: Fc1Br_Opti.gjf
DOI: 10.57745/bczdnv
title: Fc1Cl.com
DOI: 10.57745/cizknf
title: Fc1Br.log
DOI: 10.57745/dbvsyt
title: Fc1Cl.fchk.gz
DOI: 10.57745/elelb1
title: Fc1Br.wfx.gz
DOI: 10.57745/fnm1lw
title: Fc1Cl.fchk.gz
DOI: 10.57745/h7pquq
title: Fc1Br.wfx.gz
DOI: 10.57745/ikkey7
title: Fc1Cl.com
DOI: 10.57745/nhpow2
title: Fc1Cl.log
DOI: 10.57745/nlott4
title: Fc1Br.pdb
DOI: 10.57745/ucezrj
title: Fc1Br.log
DOI: 10.57745/xli9a4
title: Fc1Br.fchk.gz
DOI: 10.57745/0qxwwe
title: Fc1Cl.wfx.gz
DOI: 10.57745/4yd4p4
title: Fc1Cl.wfx.gz
DOI: 10.57745/bhyy6w
title: Fc1Cl.pdb
DOI: 10.57745/hcuqso
title: Fc1F_Opti.gjf
DOI: 10.57745/ikg8zn
title: Fc1F.fchk.gz
DOI: 10.57745/nsnlzz
title: Fc1F.fchk.gz
DOI: 10.57745/pbnq2v
title: Fc1F.com
DOI: 10.57745/rak3c0
title: Fc1F.log
DOI: 10.57745/rg88ev
title: Fc1Cl.log
DOI: 10.57745/rwy46l
title: Fc1F.com
DOI: 10.57745/vtga6g
title: Fc1F.log
DOI: 10.57745/yldlko
title: Fc1Cl_Opti.gjf
DOI: 10.57745/0yldpk
title: Fc1H_Opti.gjf
DOI: 10.57745/86ivay
title: Fc1H.log
DOI: 10.57745/9ivapx
title: Fc1H.wfx.gz
DOI: 10.57745/acrk8l
title: Fc1H.wfx.gz
DOI: 10.57745/ckb9qp
title: Fc1H.fchk.gz
DOI: 10.57745/ebalzu
title: Fc1H.com
DOI: 10.57745/k7dhuq
title: Fc1H.pdb
DOI: 10.57745/notjd5
title: Fc1H.log
DOI: 10.57745/o4ea1m
title: Fc1H.com
DOI: 10.57745/opa7br
title: Fc1H.fchk.gz
DOI: 10.57745/q1ycnb
title: Fc1F.wfx.gz
DOI: 10.57745/tgblw1
title: Fc1F.pdb
DOI: 10.57745/yojngi
title: Fc1F.wfx.gz
DOI: 10.57745/claqki
title: Fc2.wfx
DOI: 10.57745/fe36dz
title: Fc2.log
DOI: 10.57745/keah61
title: Fc2.wfx.gz
DOI: 10.57745/kyp439
title: Fc2.fchk.gz
DOI: 10.57745/m18j2w
title: Fc2_Opti.gjf
DOI: 10.57745/mppwak
title: Fc2.pdb
DOI: 10.57745/owb4wy
title: Fc2.com
DOI: 10.57745/rtht8j
title: Fc3S.com
DOI: 10.57745/rxxxph
title: Fc1HwVSmax.pdb
DOI: 10.57745/scespa
title: Fc2.wfx.gz
DOI: 10.57745/yktw72
title: Fc3S.com
DOI: 10.57745/2a5ueg
title: Fc3Se.com
DOI: 10.57745/5caeb5
title: Fc3S.com
DOI: 10.57745/5ltrbp
title: Fc3Se.com
DOI: 10.57745/ct8ii3
title: Fc3Se.fchk.gz
DOI: 10.57745/evueqs
title: Fc3S.com
DOI: 10.57745/ffn8dp
title: Fc3S_Conf1.pdb
DOI: 10.57745/fk9gnw
title: Fc3Se.com
DOI: 10.57745/hyqmb6
title: Fc3Se.extout
DOI: 10.57745/moxmy7
title: Fc3S_Conf2.pdb
DOI: 10.57745/ndoczl
title: Fc3Se_Conf1.pdb
DOI: 10.57745/ogjzwe
title: Fc3Se.extout
DOI: 10.57745/vostst
title: Fc3Se.com
DOI: 10.57745/xfskui
title: Fc3Se_Conf2.pdb
DOI: 10.18739/a2ft8dk3j
title: Millimeter Cloud Radar measurements taken at Summit Station, Greenland, 2013

description: This data set contains measurements from a Millimeter Cloud Radar (MMCR) that is deployed at Summit Station, Greenland as part of the Integrated Characterization of Energy, Clouds, Atmospheric state, and Precipitation at Summit (ICECAPS) Project. The MMCR points near-vertically and provides estimates of radar reflectivity, mean Doppler velocity, and Doppler spectrum width, as well as full Doppler spectra. Detailed information on these parameters and other aspects of the dataset are included in the netCDF header information for each file. The MMCR is owned by the National Oceanic and Atmospheric Administration, Earth System Research Laboratory. Field operations support is provided by the National Science Foundation's Arctic Observing Network (AON) Program.
DOI: 10.57745/1xlnvs
title: Fc3Se.log
DOI: 10.57745/4bwbxp
title: Fc3Se_rho.g3dviz
DOI: 10.57745/8ppnsp
title: Fc3Se.fchk.gz
DOI: 10.57745/8xht1p
title: Fc3Se.log
DOI: 10.57745/doardm
title: Fc3Se_Opti.gjf
DOI: 10.57745/hdrau5
title: Fc3Se_rho.g3dviz
DOI: 10.57745/hni6jf
title: Fc3Se.wfx.gz
DOI: 10.57745/okzhx4
title: Fc3Se.fchk.gz
DOI: 10.57745/t707ch
title: Fc3Se.log
DOI: 10.57745/t9ig52
title: Fc3Se.fchk.gz
DOI: 10.57745/wc3jds
title: Fc3Se.log
DOI: 10.57745/wdxjc5
title: Fc3Se_Opti.gjf
DOI: 10.57745/1viueu
title: Fc3S.log
DOI: 10.57745/82grz9
title: Fc3S.log
DOI: 10.57745/bu3mfz
title: Fc3Se.wfx.gz
DOI: 10.57745/enmpke
title: Fc3S.fchk.gz
DOI: 10.57745/gbvqvq
title: Fc3S.log
DOI: 10.57745/hrgprt
title: Fc3S.log
DOI: 10.57745/ljje6g
title: Fc3Se.wfx.gz
DOI: 10.57745/nttr0a
title: Fc3S_Opti.gjf
DOI: 10.57745/txyx8u
title: Fc3S.fchk.gz
DOI: 10.57745/umk5pm
title: Fc3S.fchk.gz
DOI: 10.57745/wipdmw
title: Fc3S.fchk.gz
DOI: 10.57745/yowp2z
title: Fc3Se.wfx.gz
DOI: 10.57745/5kkncx
title: Fc4I.fchk.gz
DOI: 10.57745/7cjbm4
title: Fc3S.wfx.gz
DOI: 10.57745/cfeh3x
title: Fc3S.wfx.gz
DOI: 10.57745/fjyxdr
title: Fc4I_Opti.gjf
DOI: 10.57745/haxrsy
title: Fc3S.wfx.gz
DOI: 10.57745/iqjchp
title: Fc4I.wfx.gz
DOI: 10.57745/li9mzc
title: Fc4I.com
DOI: 10.57745/sqqhni
title: Fc4I.pdb
DOI: 10.57745/vh6tej
title: Fc3S.wfx.gz
DOI: 10.57745/wueevh
title: Fc4I.log
DOI: 10.57745/x1yczo
title: Fc3S_Opti.gjf
DOI: 10.57745/zblfja
title: Fc4I.extout
DOI: 10.57745/1z5is5
title: Fc4Se.com
DOI: 10.57745/4dil6g
title: Fc4S.com
DOI: 10.57745/7h5tyh
title: Fc4Se.com
DOI: 10.57745/cxpohb
title: Fc4Se_Conf2.pdb
DOI: 10.57745/g3ocii
title: Fc4Se_Conf1.pdb
DOI: 10.57745/h98kcn
title: Fc4Se.com
DOI: 10.57745/kv2chx
title: Fc4S_Conf1.pdb
DOI: 10.57745/lrftci
title: Fc4S.com
DOI: 10.57745/n6u1yc
title: Fc4S.com
DOI: 10.57745/nvmvqf
title: Fc4S.com
DOI: 10.57745/ocmsnl
title: Fc4Se.com
DOI: 10.57745/s83jkj
title: Fc4S_Conf2.pdb
DOI: 10.57745/v91rgg
title: Fc4I.wfx.gz
DOI: 10.18739/a2b27pr93
title: Millimeter Cloud Radar measurements taken at Summit Station, Greenland, 2010

description: This data set contains measurements from a Millimeter Cloud Radar (MMCR) that is deployed at Summit Station, Greenland as part of the Integrated Characterization of Energy, Clouds, Atmospheric state, and Precipitation at Summit (ICECAPS) Project. The MMCR points near-vertically and provides estimates of radar reflectivity, mean Doppler velocity, and Doppler spectrum width, as well as full Doppler spectra. Detailed information on these parameters and other aspects of the dataset are included in the netCDF header information for each file. The MMCR is owned by the National Oceanic and Atmospheric Administration, Earth System Research Laboratory. Field operations support is provided by the National Science Foundation's Arctic Observing Network (AON) Program.
DOI: 10.5284/1124396
title: Data from an Archaeological Recording at Radstone Manor Farm, Brackley North Cutting, Northamptonshire, March-July 2021 (HS2 Phase One)

description: This collection comprises of images, spreadsheets, GIS data, site records and Harris matrices from an archaeological recording carried out by Connect Archaeology at Radstone Manor Farm, Brackley North Cutting, Northamptonshire between March and July 2021.
DOI: 10.57745/1gatwf
title: Fc4Se.log
DOI: 10.57745/6wzszx
title: Fc4Se.fchk.gz
DOI: 10.57745/a2n4y6
title: Fc4Se_Opti.gjf
DOI: 10.57745/alymoj
title: Fc4Se.extout
DOI: 10.57745/gryrzn
title: Fc4Se.extout
DOI: 10.57745/ieabto
title: Fc4Se.log
DOI: 10.57745/ieathj
title: Fc4Se.fchk.gz
DOI: 10.57745/mgl0z7
title: Fc4Se.log
DOI: 10.57745/rzj3mr
title: Fc4Se.log
DOI: 10.57745/xdghbn
title: Fc4Se.fchk.gz
DOI: 10.57745/zydxy8
title: Fc4Se.fchk.gz
DOI: 10.57745/7vdcz6
title: Fc4Se.wfx.gz
DOI: 10.57745/e2dhnq
title: Fc4Se.wfx.gz
DOI: 10.57745/enr1sa
title: Fc4S.fchk.gz
DOI: 10.57745/epmbit
title: Fc4Se.wfx.gz
DOI: 10.57745/gx0nu6
title: Fc4S.fchk.gz
DOI: 10.57745/kry2lc
title: Fc4S.fchk.gz
DOI: 10.57745/l3kdtw
title: Fc4S.log
DOI: 10.57745/nzwqpb
title: Fc4Se.wfx.gz
DOI: 10.57745/omluoo
title: Fc4Se_Opti.gjf
DOI: 10.57745/t2razh
title: Fc4Se.wfx
DOI: 10.57745/tykirp
title: Fc4S.fchk.gz
DOI: 10.57745/uyax5x
title: Fc4S.log
DOI: 10.57745/0mx5vg
title: Fc4S.wfx.gz
DOI: 10.57745/1x0p8a
title: Fc4S_Opti.gjf
DOI: 10.57745/3eeem4
title: Fc4S.wfx.gz
DOI: 10.57745/6qjkaa
title: Ibenz.log
DOI: 10.57745/cttqng
title: Fc4S.wfx.gz
DOI: 10.57745/jlgeym
title: Fc4S.log
DOI: 10.57745/jwfhai
title: Ibenz.fchk.gz
DOI: 10.57745/kfttlh
title: Fc4S_Opti.gjf
DOI: 10.57745/oltsao
title: Ibenz.com
DOI: 10.57745/oz0sj7
title: Fc4S.log
DOI: 10.57745/u8l5ec
title: Fc4S.wfx.gz
DOI: 10.57745/wnuiox
title: Ibenz.com
DOI: 10.57745/ylvduo
title: Ibenz.fchk.gz
DOI: 10.57745/13755u
title: Ibenz.log
DOI: 10.57745/91kwyt
title: ICCbenz.log
DOI: 10.57745/dyusqq
title: Ibenz.wfx.gz
DOI: 10.57745/jsqfcw
title: ICCbenz.log
DOI: 10.57745/jul0az
title: ICCbenz_Opti.gjf
DOI: 10.57745/jytnj1
title: Ibenz.wfx.gz
DOI: 10.57745/mgjsax
title: Ibenz.pdb
DOI: 10.57745/pbbzxy
title: ICCbenz.wfx.gz
DOI: 10.57745/pv6h32
title: ICCbenz.pdb
DOI: 10.57745/rvpges
title: ICCbenz.fchk.gz
DOI: 10.57745/su2k3f
title: ICCbenz.com
DOI: 10.57745/tgjylt
title: ICCbenz.com
DOI: 10.57745/vuah2z
title: ICCbenz.fchk.gz
DOI: 10.57745/8eb1sn
title: output.txt
DOI: 10.57745/ahbkbj
title: output.txt
DOI: 10.57745/dfsiwi
title: output.txt
DOI: 10.57745/e1fhjt
title: output.txt
DOI: 10.57745/fylrdh
title: MWFN.sh
DOI: 10.57745/kssy0y
title: output.txt
DOI: 10.57745/mgwlvh
title: output.txt
DOI: 10.57745/oz49ob
title: output.txt
DOI: 10.57745/perex6
title: output.txt
DOI: 10.57745/rb3x5a
title: output.txt
DOI: 10.57745/vwyehb
title: output.txt
DOI: 10.57745/zwgjh1
title: ICCbenz.wfx.gz
DOI: 10.57745/3z5ugd
title: Ph1Br.log
DOI: 10.57745/7o3fij
title: output.txt
DOI: 10.57745/azkgf9
title: output.txt
DOI: 10.57745/cjxuc7
title: Ph1Br.com
DOI: 10.57745/cqtbmc
title: output.txt
DOI: 10.57745/di2lhp
title: Ph1Br.fchk.gz
DOI: 10.57745/eknifb
title: Ph1Br.com
DOI: 10.57745/h7fwgz
title: Ph1Br.log
DOI: 10.57745/hsnaqx
title: Ph1Br.fchk.gz
DOI: 10.57745/mdgavv
title: Ph1Br_Opti.gjf
DOI: 10.57745/rgj8o2
title: output.txt
DOI: 10.57745/sw92qu
title: output.txt
DOI: 10.57745/wsz5h2
title: output.txt
DOI: 10.18739/a26d5pb76
title: Millimeter Cloud Radar measurements taken at Summit Station, Greenland, 2017

description: This data set contains measurements from a Millimeter Cloud Radar (MMCR) that is deployed at Summit Station, Greenland as part of the Integrated Characterization of Energy, Clouds, Atmospheric state, and Precipitation at Summit (ICECAPS) Project. The MMCR points near-vertically and provides estimates of radar reflectivity, mean Doppler velocity, and Doppler spectrum width, as well as full Doppler spectra. Detailed information on these parameters and other aspects of the dataset are included in the netCDF header information for each file. The MMCR is owned by the National Oceanic and Atmospheric Administration, Earth System Research Laboratory. Field operations support is provided by the National Science Foundation's Arctic Observing Network (AON) Program.
DOI: 10.57745/1bqjzt
title: Ph1Br.wfx.gz
DOI: 10.57745/1kprjo
title: Ph1Cl.fchk.gz
DOI: 10.57745/1ntil6
title: Ph1Br.wfx.gz
DOI: 10.57745/5yk5dr
title: Ph1Cl.com
DOI: 10.57745/f4wrim
title: Ph1Cl.fchk.gz
DOI: 10.57745/ftaw29
title: Ph1Br.pdb
DOI: 10.57745/i8oeso
title: Ph1Cl.log
DOI: 10.57745/kran4c
title: Ph1Cl.log
DOI: 10.57745/q5uupg
title: Ph1Cl.com
DOI: 10.57745/re4nvn
title: Ph1Cl.extout
DOI: 10.57745/45ix8c
title: Ph1F.fchk.gz
DOI: 10.57745/8riqr3
title: Ph1Cl.wfx.gz
DOI: 10.57745/a9u4cj
title: Ph1F.log
DOI: 10.57745/apqbmz
title: Ph1F_Opti.gjf
DOI: 10.57745/nvb5g6
title: Ph1Cl_rho.g3dviz
DOI: 10.57745/qpnx2c
title: Ph1F.com
DOI: 10.57745/snhoir
title: Ph1Cl.pdb
DOI: 10.57745/u8yrg6
title: Ph1F.com
DOI: 10.57745/upbg1u
title: Ph1F.fchk.gz
DOI: 10.57745/xvzxy5
title: Ph1Cl.wfx.gz
DOI: 10.57745/zr9i67
title: Ph1Cl_Opti.gjf
DOI: 10.57745/zwm2qq
title: Ph1F.log
DOI: 10.57745/1ti4au
title: Ph2.log
DOI: 10.57745/a668wb
title: Ph2.fchk.gz
DOI: 10.57745/f6cys0
title: Ph1F.wfx.gz
DOI: 10.57745/hlvc14
title: Ph2.log
DOI: 10.57745/i83lox
title: Ph2.fchk.gz
DOI: 10.57745/j35jcy
title: Ph2.com
DOI: 10.57745/llpjyn
title: Ph1F.pdb
DOI: 10.57745/mjxpvd
title: Ph1F.wfx.gz
DOI: 10.57745/noz7tw
title: Ph2.com
DOI: 10.57745/sed4iv
title: Ph1H.pdb
DOI: 10.57745/141vdh
title: Ph3S.com
DOI: 10.57745/a36wu5
title: Ph2.wfx.gz
DOI: 10.57745/en9fay
title: Ph2.wfx.gz
DOI: 10.57745/lmp3un
title: Ph3S.com
DOI: 10.57745/lzz9al
title: Ph3S_Conf2.pdb
DOI: 10.57745/odpmxx
title: Ph2.pdb
DOI: 10.25582/data.2024-02.3033346/2548410
title: Data for EMSL Project 60122 from February 2024
DOI: 10.15468/dl.gjycbj
title: Occurrence Download

description: A dataset containing 1228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Crassocephalum rubens (Juss. ex Jacq.) S.Moore)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 1228 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009473-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-02.3033378/2548411
title: Data for EMSL Project 60122 from February 2024