cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/btb7mprn9v.2
title: Raw data about GDM

description: In order to investigate the dietary pattern of gestational diabetes mellitus (GDM) patients, and assess the relationship between pre-gestational body mass index (BMI), gestational and postpartum glucose tolerance situation in GDM patients. 156 patients diagnosed with GDM from 2016 to 2017 were included in this study. Participants’ dietary energy intake and sources were ascertained and medical nutrition therapy (MNT) was given to them. The oral glucose tolerance test (OGTT) done during gestation and 42 days postpartum was named OGTT1 and ppOGTT, respectively. GDM patients were divided into 6 groups according to their OGTT1-FPG (fasting plasma glucose), OGTT1-1hPG (postprandial glucose) and OGTT1-2hPG results. We found that 73.7% of GDM patients’ energy intake was insufficient, with an insufficient proportion of carbohydrates and protein and an overly sufficient amount of fat. GDM patients who were overweight before pregnancy had a greater risk for higher OGTT1-FPG by a factor of 4.583 compared to patients who had a normal weight (P=0.021, OR=4.583). In addition, an abnormal OGTT1-2h PG was a risk factor for an abnormal ppOGTT (P=0.04). The 156 patients’ original information and statistic methods applied is shown below.
DOI: 10.17632/btb7mprn9v.3
title: Raw data about GDM

description: In order to investigate the dietary pattern of gestational diabetes mellitus (GDM) patients, and assess the relationship between pre-gestational body mass index (BMI), gestational and postpartum glucose tolerance situation in GDM patients. 156 patients diagnosed with GDM from 2016 to 2017 were included in this study. Participants’ dietary energy intake and sources were ascertained and medical nutrition therapy (MNT) was given to them. The oral glucose tolerance test (OGTT) done during gestation and 42 days postpartum was named OGTT1 and ppOGTT, respectively. GDM patients were divided into 6 groups according to their OGTT1-FPG (fasting plasma glucose), OGTT1-1hPG (postprandial glucose) and OGTT1-2hPG results. We found that 73.7% of GDM patients’ energy intake was insufficient, with an insufficient proportion of carbohydrates and protein and an overly sufficient amount of fat. GDM patients who were overweight before pregnancy had a greater risk for higher OGTT1-FPG by a factor of 4.583 compared to patients who had a normal weight (P=0.021, OR=4.583). In addition, an abnormal OGTT1-2h PG was a risk factor for an abnormal ppOGTT (P=0.04). The 156 patients’ original information and statistic methods applied is shown below.
DOI: 10.17632/c2kryd23zy.1
title: hematology

description: ROLE OF PROGNOSTIC NOMOGRAM AND SURVIVAL INDEX IN PROGNOSIS AND THE OUTCOME OF PATIENTS WITH CHRONIC LYMPHOCYTIC LEUKEMIA
DOI: 10.15468/b4fieh
title: Three new species of the spider genus Belisana Thorell, 1898 (Araneae: Pholcidae) from Xishuangbanna, Yunnan, China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Zhu, Wenhui, Yao, Zhiyuan, Zheng, Guo, Li, Shuqiang (2020): Three new species of the spider genus Belisana Thorell, 1898 (Araneae: Pholcidae) from Xishuangbanna, Yunnan, China. Zootaxa 4742 (2): 332-342, DOI: https://doi.org/10.11646/zootaxa.4742.2.6
DOI: 10.15129/8a0a0e89-847e-4950-9535-67742d92ae25
title: Supplementary information for: "Three-Dimensional Observations of an Aperiodic Oscillatory Gliding Behavior in Myxococcus xanthus Using Confocal Interference Reflection Microscopy"

description: This dataset contain supplementary microscopy image and video data files, in PNG and AVI formats which were created to support the findings published in Rooney et al., 2020. mSphere 5:e00846-19. https://doi.org/10.1128/mSphere.00846-19.
DOI: 10.15468/t1af0f
title: New species of genus Hydromanicus Brauer 1865 (Trichoptera: Hydropsychidae) from India

description: This dataset contains the digitized treatments in Plazi based on the original journal article Pandher, Manpreet Singh, Kaur, Simarjit, Parey, Sajad Hussain (2020): New species of genus Hydromanicus Brauer 1865 (Trichoptera: Hydropsychidae) from India. Zootaxa 4742 (2): 343-350, DOI: https://doi.org/10.11646/zootaxa.4742.2.7
DOI: 10.17632/23fbbtt5ps.1
title: Optical flow concepts

description: optical flow literature review
DOI: 10.17632/hy84kd5hwj.1
title: Original images for Basu et al., PNAS 2020

description: Raw uncropped original images that were used for making figures in Basu et al., PNAS 2020
DOI: 10.21227/9ed0-6q54
title: High resolution profiles of residential appliances

description: This dataset includes high-resolution (1 s) power and reactive power profiles of household appliances. The dataset consists of ground truth data from a European household, laboratory measurements and few artificial created data. Specifically, the dataset includes data for TV, washing machine, toaster, iron, hairdryer, dish washer, PC, refrigerator, air-conditioner unit, range, dryer, heat pump (different modes of operation), BEV, water heater, light bulb and always-on load profiles.
DOI: 10.15468/xp8hfk
title: Revision of Hypoxys Amyot & Serville, 1843 stat. rest. (Heteroptera Pentatomidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Nunes, Benedito Mendes, Campos, Lourival Dias, Mendonca, Maria Thayane Da Silva, Cunha, Eduardo Victor De Paiva, Fernandes, Jose Antonio Marin (2020): Revision of Hypoxys Amyot & Serville, 1843 stat. rest. (Heteroptera Pentatomidae). Zootaxa 4742 (3): 401-441, DOI: https://doi.org/10.11646/zootaxa.4742.3.1
DOI: 10.15468/i2q0jp
title: New subgenus Monilistylus subgen. n. and a new species Procloeon (Monilistylus) ornatipennis sp. n. (Ephemeroptera: Baetidae: Procloeon)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Kluge, Nikita J. (2020): New subgenus Monilistylus subgen. n. and a new species Procloeon (Monilistylus) ornatipennis sp. n. (Ephemeroptera: Baetidae: Procloeon). Zootaxa 4742 (3): 573-587, DOI: https://doi.org/10.11646/zootaxa.4742.3.11
DOI: 10.21227/80vt-0c72
title: test

description: test
DOI: 10.15468/kbskj3
title: Australian Melolonthini (Coleoptera: Scarabaeidae: Melolonthinae): a second species of Hypolepida Britton, 1978

description: This dataset contains the digitized treatments in Plazi based on the original journal article Allsopp, Peter G. (2020): Australian Melolonthini (Coleoptera: Scarabaeidae: Melolonthinae): a second species of Hypolepida Britton, 1978. Zootaxa 4742 (3): 595-600, DOI: https://doi.org/10.11646/zootaxa.4742.3.13
DOI: 10.15468/fhjxqb
title: Synopsis of world Discleroderma Kieffer (Hymenoptera, Bethylidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Azevedo, Celso O., Vargas, Juan M., Colombo, Wesley D. (2020): Synopsis of world Discleroderma Kieffer (Hymenoptera, Bethylidae). Zootaxa 4742 (3): 467-480, DOI: https://doi.org/10.11646/zootaxa.4742.3.3
DOI: 10.15468/vzbppa
title: Type material of Arctiinae (Lepidoptera: Erebidae) in the collection of the Museo Argentino de Ciencias Naturales Bernardino Rivadavia (Buenos Aires Argentina)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Rodriguez-Ramirez, Joanna, Beccacece, Hernan Mario, Pinheiro, Lívia Rodrigues, Grados, Juan, Morono-Brizuela, Maria Lucila (2020): Type material of Arctiinae (Lepidoptera: Erebidae) in the collection of the Museo Argentino de Ciencias Naturales Bernardino Rivadavia (Buenos Aires Argentina). Zootaxa 4742 (3): 442-466, DOI: https://doi.org/10.11646/zootaxa.4742.3.2
DOI: 10.25919/5e4fa9f46e5ea
title: Parkes observations for project P1027 semester 2019OCTS_07

description: We propose to carry out Parkes follow-up observations of the new millisecond pulsar, J1431-6328, discovered by the Australian SKA Pathfinder (ASKAP) and Parkes Ultra-Wideband Low (UWL) receiver. The discovery demonstrated the power of identifying pulsar candidates in radio continuum images and then following up with high time resolution observations. The discovery itself is also interesting. PSR J1431-6328 has a spin period of 2.77 ms, and is likely to be in a binary system. Follow-up observations will enable us to measure the binary parameters, which will guide future multi-wavelength observations and might shed new lights on the binary evolution. The short spin period, relatively large flux density and sky location of PSR J1431-6328 also make it a promising candidate for pulsar timing arrays. The proposed observations will allow us to obtain a timing solution of this new pulsar, and are therefore essential for future timing observations.
DOI: 10.20375/0000-000c-c6cd-e
title: W_BBENA_Thorsten_Intermediation_der_Forschungsinfrastruktur.html
title: Intermediation der Forschungsinfrastruktur. Ein Rollenmodell für den Umgang mit einer komplexen Infrastrukturlandschaft

description: Der Beitrag beschreibt ein Rollenmodell für das Management einer komplexen Infrastrukturlandschaft aus Sicht geisteswissenschaftlicher Forschungseinrichtungen. Eine Mittelsperson makelt zwischen den Serviceangeboten der Infrastruktureinrichtungen und den Anforderungen der Forschenden. Diese Infrastrukturintermediation komprimiert oder übersetzt nicht nur Informationen, sondern übernimmt Verantwortung für die Konzeption und den Betrieb der Forschungsinfrastruktur sowie die Auswahl von Diensten und Tools, die Organisation des Betriebes und die Moderation der Nutzung. Die Verlagerung dieses Aufgabenbereiches auf ein/e Expert*in eröffnet a) größere Spielräume für die Forschenden, b) Zugänge zu Angeboten für die Forschungseinrichtungen und c) Nutzerkreise für die Infrastrukturanbieter und deren Organisation in Verbünden und Konsortien. Der Beitrag skizziert die Konzepte einer Infrastrukturmediation zweier außeruniversitärer Forschungseinrichtungen, die auch auf andere Strukturen und Wissenschaftseinrichtungen übertragbar sind.
DOI: 10.15468/11srqk
title: Stance and gait in theropod dinosaurs

description: This dataset contains the digitized treatments in Plazi based on the original journal article Tarsitano, Samuel (1983): Stance and gait in theropod dinosaurs. Acta Palaeontologica Polonica 28: 251-264, DOI: http://doi.org/10.5281/zenodo.3678101
DOI: 10.15468/rqtinb
title: Annotated catalogue of chameleon types in the collection of the Natural History Museum, UK (NHMUK) (Reptilia: Squamata: Chamaeleonidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Denzer, Wolfgang (2020): Annotated catalogue of chameleon types in the collection of the Natural History Museum, UK (NHMUK) (Reptilia: Squamata: Chamaeleonidae). Zootaxa 4742 (3): 481-500, DOI: https://doi.org/10.11646/zootaxa.4742.3.4
DOI: 10.5257/imf/gfs/2020-01
title: Government Finance Statistics (GFS) (January 2020 Edition)

description: The Government Finance Statistics (GFS) contains data for all reporting countries in the framework of the Government Finance Statistics Manual, 2014 (GFSM 2014). The GFSM 2014 classifications remain largely the same as in the GFSM 2001 presentations. However, some tables now include an expanded list of GFS items, where others have dropped some GFS items. Nonetheless, there are no changes in the aggregates and balancing items of the converted data when compared with the GFSM 2001 data. All new data reported in the GFSM 2001 format, as well as historical data in the previous GFS database, have been converted to the GFSM 2014 format.
DOI: 10.15468/vsn70g
title: A new species of mite in the genus Ernogamasus Athias-Henriot, 1971 (Parasitiformes: Parasitidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Witaliński, Wojciech, Fenďa, Peter (2020): A new species of mite in the genus Ernogamasus Athias-Henriot, 1971 (Parasitiformes: Parasitidae). Zootaxa 4742 (3): 501-517, DOI: https://doi.org/10.11646/zootaxa.4742.3.5
DOI: 10.15468/cptewa
title: A new Corydoras (Ostariophysi: Siluriformes: Callichthyidae) with an unusual sexual dimorphism from the rio Juruena basin, Brazil

description: This dataset contains the digitized treatments in Plazi based on the original journal article Lima, Flávio C. T., Britto, Marcelo R. (2020): A new Corydoras (Ostariophysi: Siluriformes: Callichthyidae) with an unusual sexual dimorphism from the rio Juruena basin, Brazil. Zootaxa 4742 (3): 518-530, DOI: https://doi.org/10.11646/zootaxa.4742.3.6
DOI: 10.15468/wfb4mk
title: New country records for three species of frog from Myanmar including two genera (Nasutixalus and Oreolalax)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Rahman, Md Mizanur, Chen, Jin-Min, Wu, Yun-He, Chen, Hong-Man, Lwin, Ye-Htet, Murphy, Robert W., Li, Guo-Gang, Che, Jing (2020): New country records for three species of frog from Myanmar including two genera (Nasutixalus and Oreolalax). Zootaxa 4742 (3): 531-542, DOI: https://doi.org/10.11646/zootaxa.4742.3.7
DOI: 10.15468/b5h9ij
title: New species of Miroculis Edmunds, 1963 (Ephemeroptera: Leptophlebiidae) based on nymphs and imagos from Chapada Diamantina’s Complex, Northeast Brazil

description: This dataset contains the digitized treatments in Plazi based on the original journal article Oliveira, Ian, Campos, Rogério, Calor, Adolfo R. (2020): New species of Miroculis Edmunds, 1963 (Ephemeroptera: Leptophlebiidae) based on nymphs and imagos from Chapada Diamantina’s Complex, Northeast Brazil. Zootaxa 4742 (3): 543-554, DOI: https://doi.org/10.11646/zootaxa.4742.3.8
DOI: 10.15468/3cc5fd
title: A new species of Atractodenchelys (Synaphobranchidae, Anguilliformes) from Vietnam

description: This dataset contains the digitized treatments in Plazi based on the original journal article Vo, Quang Van, Ho, Hsuan-Ching (2020): A new species of Atractodenchelys (Synaphobranchidae, Anguilliformes) from Vietnam. Zootaxa 4742 (3): 588-594, DOI: https://doi.org/10.11646/zootaxa.4742.3.12
DOI: 10.15468/wtbarg
title: A new wrasse, Novaculops compressus n. sp. (Perciformes: Labridae), from the western Pacific Ocean

description: This dataset contains the digitized treatments in Plazi based on the original journal article Fukui, Yoshino (2020): A new wrasse, Novaculops compressus n. sp. (Perciformes: Labridae), from the western Pacific Ocean. Zootaxa 4742 (3): 555-564, DOI: https://doi.org/10.11646/zootaxa.4742.3.9
DOI: 10.14469/hpc/6795
title: 5-isopropyl-2-methylphenyl (Z)-heptadec-9-enoate

description: Synthesis 1.2 Project
DOI: 10.5519/qd.ve7okckh
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1064736 records)
DOI: 10.17632/tb6f5gmtbn.1
title: Docking data of selected human linker histone variants to the nucleosome.

description: Different human linker histone (H1) variants are expected to have distinct binding modes to the nucleosome. The position and orientation of a number of different H1 globular domains on the nucleosome were investigated through molecular docking using MGLTools and HADDOCK. The nucleosome core and linker DNA in the GH5-chromatosome structure (PDB: 4QLC) were used as a docking template. GH5 (in PDB: 4QLC) was re-docked to this template to test the docking algorithm. Docked and re-docked GH5 compared well. The docking algorithm was further tested by docking the NMR solution structure of the globular domain of chicken H1 (GH1, PDB: 1GHC) to the nucleosome template. The position of docked GH1 on the nucleosome agreed with literature. The N-terminal - and globular domain H1x hybrid (NGH1x) was studied using solution NMR in both low (20 mM sodium phosphate, pH 7.0) and high (20 mM sodium phosphate, 1 M sodium perchlorate, pH 7.0) ionic strength conditions (de Wit, H., Vallet, A., Brutscher, B. et al. Biomol NMR Assign (2019) 13: 249. https://doi.org/10.1007/s12104-019-09886-x). These low and high ionic strength structures were docked to the nucleosome template. Homology (MODELLER) and ab initio modeling (CS-ROSETTA) were employed to model structures for other human H1 globular domains: GH1.0, GH1.4, GH1oo, and GH1t. The modeled structures were also docked to the nucleosome template. All the docking procedures listed above produced 100 models of different energies. In each case, the lowest energy docked model was chosen. The structures of all the H1 globular domains that were docked to the template are given as PDB files (1GHC_lowest_energy.pdb; 2LSO_lowest_energy.pdb; GH5_re-docked_position.pdb; NGH1x_high_salt_NTD.pdb; NGH1x_low_salt_NTD.pdb; modeled_GH1_0_lowest_energy.pdb; modeled_GH1_4_lowest_energy.pdb; modeled_GH1oo_lowest_energy.pdb; modelled_GH1t_lowest_energy.pdb) in the data file. The nucleosome template structure is also given in PDB file format (4QLC_nucleosome_without_GH5.pdb). Finally, the docked models are also given (GH5-chromatosome.pdb; 1GHC-chromatosome.pdb; 2LSO-chromatosome.pdb; GH1_0-chromatosome.pdb; GH1_4-chromatosome.pdb; GH1oo-chromatosome.pdb; GH1t-chromatosome.pdb; NGH1x_no_salt-chromatosome.pdb; NGH1x_salt-chromatosome.pdb). The files are compatible with most molecular graphics software.
DOI: 10.25345/c5dm6q
title: MassIVE MSV000084992 - Supplementary Dataset 11a - SILAC data for HEK293T-Subtiligase-TM Pervanadate treated vs untreated
title: This dataset contains SILAC data for HEK293T-subtiligase-TM cells, pervanadate treated vs. untreated.
DOI: 10.17632/hzp9ypy5y8.3
title: Data for : Characterization of pitting resistance of metallic materials based on ultrasonic microscope
DOI: 10.15468/hbyhzk
title: Peixes da planície de inundação do alto rio Paraná e áreas adjacentes: revised, annotated and updated

description: This dataset contains the digitized treatments in Plazi based on the original journal article Ota, Renata Rúbia, Deprá, Gabriel de Carvalho, Graça, Weferson Júnio da, Pavanelli, Carla Simone (2018): Peixes da planície de inundação do alto rio Paraná e áreas adjacentes: revised, annotated and updated. Neotropical Ichthyology 16 (2): 1-111, DOI: 10.1590/1982-0224-20170094
DOI: 10.17632/3gg4wcxby5.1
title: Parliamentary election results Romania 2008

description: The dataset contains the votes obtained by each party's candidates in the single seated districts in the Romanian parliamentary elections (Chamber of Deputies) in 2008.
DOI: 10.5281/zenodo.3665608
title: A large joint sound scene and sound event dataset for source separation of foreground sound events

description: This large scale data set contains 10000 samples of sound scenes generated from real world recordings, and the original source recordings. It includes 10 different backgrounds with 6-9 appropriate foreground sound events. Strong labels (timed annotations) are provided in four formats for all samples. The original sourceids to identify the class type, a two source method to simply separate foreground and backgrounds, a 32 source annotation for all distinct foregrounds, and a by background (scene) type annotation where sources are according to the background. Baseline results will be presented later in 2020. Further evolutions of this dataset will also be produced with more complex, polyphonic foreground sound events. Please email h.bear@qmul.ac.uk with any questions. Data is free to use for Research purposes only.
DOI: 10.5281/zenodo.3665609
title: A large joint sound scene and sound event dataset for source separation of foreground sound events

description: This large scale data set contains 10000 samples of sound scenes generated from real world recordings, and the original source recordings. It includes 10 different backgrounds with 6-9 appropriate foreground sound events. Strong labels (timed annotations) are provided in four formats for all samples. The original sourceids to identify the class type, a two source method to simply separate foreground and backgrounds, a 32 source annotation for all distinct foregrounds, and a by background (scene) type annotation where sources are according to the background. Baseline results will be presented later in 2020. Further evolutions of this dataset will also be produced with more complex, polyphonic foreground sound events. Please email h.bear@qmul.ac.uk with any questions. Data is free to use for Research purposes only.
DOI: 10.17632/hzp9ypy5y8.2
title: Data for : Characterization of pitting resistance of metallic materials based on ultrasonic microscope

description: The data and programs are attached to the manuscript "Characterization of pitting resistance of metallic materials based on ultrasonic microscope". The"calculate program" can be used to calculate the ultrasonic relative attenuation of amplitude and the ultrasonic relative attenuation coefficient of high-order cumulant The data of ultrasonic specimen1 to ultrasonic specimen 7 include interface wave signals and back-wall wave signals of 7 component specimens. There are 3 parallel specimens for each component specimen. The program "polarzationcurves.m" can plot the polarzation curves according to the files of "the result of dynamic potential polarization experiments".
DOI: 10.15151/esrf-es-187414001
title: CryoEM structure determination of the TEP-1 protein located inside the vault
DOI: 10.17632/hzp9ypy5y8.1
title: Data for : Characterization of pitting resistance of metallic materials based on ultrasonic microscope
DOI: 10.15468/aho62r
title: An annotated checklist of the Scarabaeoidea (Insecta: Coleoptera) of the Guianas

description: This dataset contains the digitized treatments in Plazi based on the original journal article Hielkema, Auke J., Hielkema, Meindert A. (2019): An annotated checklist of the Scarabaeoidea (Insecta: Coleoptera) of the Guianas. Insecta Mundi 732: 1-306, DOI: http://doi.org/10.5281/zenodo.3678492
DOI: 10.17632/8z7r3c4dxs.1
title: Electrical resistivity measurements of Fe-Si with implications to the early lunar dynamo

description: Electrical resistivity measurements of Fe-Si with implications to the early lunar dynamo.
DOI: 10.17632/mwgjj6xszj.1
title: BMCRN_DN_OI-Table S2

description: Normalised signal values from the arrays
DOI: 10.17632/mwgjj6xszj.2
title: BMCRN_DN_OI-Table S2

description: Table S2 Normalised signal values from arrays in this study
DOI: 10.17632/n7pkjjb25r.2
title: Data on peculiarities of microstructure of diffusion zone and reaction zone in Al-Co system

description: Raw data 1. Backscattered electron image of intermetallic multilayer zone in Al-Co system. Instrument: 8230, 25 kV 2. Energy dispersive linear X-ray analysis of diffusion and reaction zone of Al-Co system. Instrument: 8230, 25 kV, 5 nA (on picture is not registered), DT: 18.0%, Count Rate: 9,973.00 CPS 3. Wavelength dispersive linear X-ray analysis of diffusion and reaction zone of Al-Co system. (in the same area). Instrument: 8230, 20 kV, 9.78 nA Dwell Time: 500.00 ms Al on TAP: Ka 1 Line Co on LiF: Ka 1 Line
DOI: 10.17632/vjr6z8kw77.1
title: BMCRN_DN_OI-Table 1

description: Figure 1. Scatterplots showing correlation of signal values between carcinoma and normal follicular tissues. Differentially expressed genes in carcinoma tissues with fold change ≥2.0 are shown as green (upregulated) or red (downregulated) dots.
DOI: 10.17632/vjr6z8kw77.2
title: BMCRN_DN_OI-Table S1

description: Table S1 Clinical features of patients with FTC in this study
DOI: 10.5281/zenodo.3677683
title: The spider diversity and plant hopper control potential in the long-term organic paddy fields in sub-tropical area, China

description: Data file (1 data set) accompanying paper He et al., (2019). The spider diversity and plant hopper control potential in the long-term organic paddy fields in the sub-tropical area, China
DOI: 10.5281/zenodo.3677684
title: The spider diversity and plant hopper control potential in the long-term organic paddy fields in sub-tropical area, China

description: Data file (1 data set) accompanying paper He et al., (2019). The spider diversity and plant hopper control potential in the long-term organic paddy fields in the sub-tropical area, China
DOI: 10.14469/hpc/6796
title: 5-isopropyl-2-methylphenyl 2-cyclohexylacetate

description: Synthesis Project
DOI: 10.17632/n8fj8x69vt.1
title: Wide-field thermal process monitoring data set