cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.24431/rw1k1z
title: Fish Predation on Juvenile Herring in Prince William Sound, Alaska, 2009-2012, EVOS Prince William Sound Herring Program

description: These data are part of the Prince William Sound Herring Survey Program (EVOS project number 10100132-G), of the Exxon Valdez Oil Spill Trustee Council which is a multi-faceted study to determine why herring populations in Prince William Sound remain depressed since the early 1990s.

Our fish predators on juvenile herring project dataset is 11 comma-separated values (csv) files exported from a Microsoft Access database with a graphical relationship chart. The original dataset is also provided in Microsoft Acces(.acdb format). The data contain measurements of fish predator abundance and distribution in relation to juvenile herring in a series of bays in Prince William Sound during the 2009/10 through 2011/12 winters. Specifically, fish collections took place during November and March over three winters, beginning in November 2009 and ending March 2012. We deployed 79 longline sets including 61 sets at the five core bays (Eaglek, Lower Herring, Simpson, Whale, and Zaikof). Longlines were set near schools of herring located during hydroacoustic surveys conducted the previous day. For all six cruises we supplemented information on potential predators using variable-mesh gill nets placed perpendicular to shore. For each cruise, we collected up to 30 individuals of each species captured from the combined longline and gill net sets in the sampled bay. Fish were measured (TL, mm) and weighed (g) prior to removal of stomachs for dietary analyses. Stomach contents were analyzed in the laboratory to determine diet composition. Gut contents were sorted into gross taxonomic categories, enumerated and weighed (g). All fish prey items (fish tissue, otoliths and bones such as jaws, vertebrae, etc. as well as partially and fully intact fish prey) were shipped to a second laboratory. There fish were identified to species, estimated to size from hard parts based on published regressions, and counted.
DOI: 10.24431/rw1k110
title: Fatty Acid Analysis as Evidence for Winter Migration of Age-0 Herring in Prince William Sound, 2010-2012, EVOS Herring Program

description: These data are part of the Herring Program of the Exxon Valdez Oil Spill Trustee Council, which is a multi-faceted study to determine why herring populations in Prince William Sound (PWS) remain depressed since the early 1990s.

The current herring monitoring program assumes age-0 herring remain in their nursery bays over winter. This project tested the assumption of no migration by monitoring the fatty acid composition of wild age-0 herring over winter in PWS, and in a laboratory study. The dataset is five comma-separated value (csv) files exported from a Microsoft Access database. Herring were sampled from various bays in eastern and western PWS in early winter and repeated at the end of winter in 2010 - 2012, under the EVOS Herring Survey program (EVOS project numbers 12120111-I, 13120111-I). For the laboratory component testing the validity of the fatty acid approach, we used fish collected near the NOAA Auke Bay Laboratory (ABL, Juneau, Alaska). Fish were collected by beach seine in autumn 2011, transferred to ABL and divided into two groups. The groups were fed different diets to create two groups with distinct fatty acid compositions. Each of the groups had a fasted component and a second component that was fed a reduced ration to generate an energy deficit. Captive fish were sampled for fatty acid analysis through April 2012. 

The file named Custody contains field collection information. The file named BioData includes length and weight measurements, and the weight of fish stomach contents. The file named RNADNA includes the ratio of ribonucleic acid (RNA) to deoxyribonucleic acid (DNA) contents of herring white muscle tissue, which were used as an indicator of the relative amount of energy individual fish were allocating towards growth (with higher RNA/DNA reflecting greater protein synthesis rates). The file named FattyAcid contains fatty acid concentration data as determined by gas chromatography and mass spectrophotometry at ABL. The file named ProxComp contains the moisture, ash, lipid, and protein content of homogenized whole herring as a percentage of wet tissue mass.
DOI: 10.24431/rw1k112
title: Continuous Plankton Recorder and Temperature Data, Gulf of Alaska, 2011-2016, Gulf Watch Alaska Environmental Drivers Component

description: These data are part of the Gulf Watch Alaska, Environmental Drivers component of the Exxon Valdez Oil Spill Trustee Council (EVOSTC), project numbers 12120114-A, 13120114-A, 14120114-A, 15120114-A, 16120114-A. Gulf Watch Alaska is the long-term ecosystem monitoring program of the Exxon Valdez Oil Spill Trustee Council for the marine ecosystem affected by the 1989 oil spill.

This dataset contains two types of comma-separated values (csv) files: CPR category files, describing abundances of phytoplankton and zooplankton taxa retained by a Continuous Plankton Recorder (CPR) during 2012 to 2016; and temperature files, which are water temperature measurement from a logger attached to the CPR. Data files are organized by year from 2011 to 2016. There are no 2011 plankton data in this collection but CPR data have been collected since 1997. Refer to Related Resource for cross reference to the longer timeseries plankton dataset. 

These data were collected to describe the plankton populations of the North Pacific and to monitor their distribution and abundance over multiple years. The CPR collected plankton samples as it was towed behind a merchant ship on a transect from Tacoma, WA to Anchorage, AK, from 2012 to 2016, and water temperature data from a logger attached to the CPR. The CPR has sampled this transect monthly from spring through summer since 2004. There are also data from 2000-2003 from a previous transect. The current transect intersects with the outer part of the Seward Line and provides complementary large scale data to compare with the more local, finer scale plankton sampling on the shelf and in Prince William Sound (PWS). 

As part of the larger continuous dataset, several transects were occupied during 1997, and from 2000-2016. The samples each represent 18.5km of tow and have been processed according to routine CPR protocols as directed by the Sir Alister Hardy Foundation for Ocean Science (SAHFOS) which operates and maintains the CPR survey. The midpoint of each sample is allocated a position and time based on information on deployment and recovery times from the ship's log.

Vemco temperature loggers were attached to the CPR and used to record temperature of the water that the plankton are living in. The logger is affixed to the CPR, towed in the wake of the ship, at the depth of the CPR, on each transect from Tacoma, WA to Anchorage, AK. Loggers are nominally at 6 m depth, but within well mixed surface water behind the ship. The logger records the temperature every 5 minutes. After sampling, each temperature record is given a position that is interpolated from ship's log data, according to the date/time stamp of the record. Positions may be off by some amount (likely less than 1km). The entire transect is included from Juan de Fuca strait north to Cook Inlet.
DOI: 10.24431/rw1k113
title: Prince William Sound Marine Bird Surveys, July 2012 to 2016, Gulf Watch Alaska Pelagic Component

description: These data are part of the Gulf Watch Alaska (GWA), Pelagic Component of the Exxon Valdez Oil Spill Trustee Council, project number 12120114-K, 14120114-K, and 16120114-K. Gulf Watch Alaska is the long-term ecosystem monitoring program of the Exxon Valdez Oil Spill Trustee Council for the marine ecosystem affected by the 1989 oil spill.

In this study, small boat surveys were conducted to estimate marine bird and sea otter populations in Prince William Sound (PWS), Alaska during July (“summer”) 2012-2016, using methods developed in 1989-91 (Klosiewski and Laing 1994). These surveys were a continuation of surveys conducted to examine trends of marine birds in the oiled and unoiled areas of PWS during March ("winter") and July ("summer"), 1989 to 2010. Surveys were conducted in three strata every other year during the month of July. Three fiberglass boats traveling at low speeds (6-12 mph) were used to survey the area over a three-week period. Two observers and a boat operator recorded all marine birds and marine mammals within the transect “window”(100 m either side of the boat). The dataset is several comma separated files exported from the marine bird and mammal observation software dLOG (Ford 1999). The data contained in the files named Survey_Sighting are the observations of species, numbers, and behavior recorded by observers during surveys. The data contained in the files named Survey_Header are the weather and environmental observations that were made during surveys.
DOI: 10.24431/rw1k114
title: Genetic Stock Structure of Herring in Prince William Sound, 2012-2015, EVOS Herring Program

description: These data are part of the Herring Program of the Exxon Valdez Oil Spill Trustee Council, project numbers 12120111-P, 14120111-P, and 16120111-P, which is a multi-faceted study to determine why herring populations in Prince William Sound (PWS) remain depressed since the early 1990s.

The purpose of this study was to examine the genetic stock structure of herring within PWS and the connections to herring stocks outside of PWS. Herring were collected from 2012 to 2015 in eastern and western PWS, and several locations adjacent to PWS, including Southeast Alaska, Yakutat and Kayak Island, Cook Inlet, Shelikof Strait, and Kodiak Island for genetic analysis. Bering Sea herring collected from 2005 to 2008 were included as outliers. 

This dataset is a single comma-separated values (csv) file containing genetic information obtained from thirteen microsatellite loci and mtDNA cytochrome b (cytb) sequences. Genetic analyses was conducted at the NOAA- Alaska Fisheries Science Center, Auke Bay Laboratories in Juneau, Alaska. Analyses of the microsatellite loci show that allele frequencies of herring collections in eastern PWS are homogenous among bays, between year classes, and over years. Collections from Montague Island and Evans Island (western PWS) indicated a weak signal of differentiation from eastern PWS collections. PWS herring are genetically similar to herring east of PWS (Kayak Island and Yakutat), but are significantly different than herring west of PWS (Kodiak, Cook Inlet, and Shelikof Strait). Bering and Gulf of Alaska herring are highly divergent genetically.
DOI: 10.24431/rw1k115
title: Age at First Spawn for Herring in Prince William Sound, 2012-2015, EVOS Herring Program

description: These data are part of the Herring Program of the Exxon Valdez Oil Spill Trustee Council (EVOSTC), project numbers 12120111-J and 13120111-J, which is a multi-faceted study to determine why herring populations in Prince William Sound (PWS) remain depressed since the early 1990s. 

Fisheries managers use population models to determine the level of commercial fishing to allow annually. These models are based on the number of fish observed during the spawning period. However, this method fails to count a portion of the younger fish, because they do not participate in the spawn. This project, conducted from 2012 to 2015, aimed to improve the estimate of the total herring population by examining the percent of fish of various ages that join the herring stock after the spawning period. Using a captive population of wild adult herring, researchers from the National Oceanic and Atmospheric Administration (NOAA) in Juneau, Alaska conducted a lab study to assess the feasibility of identifying whether individual herring were immature (have never spawned), primiparous (have spawned only once), or repeat spawners. Researchers tested whether the age at first spawn could be determined by analyzing the history of egg development in the ovaries (histology), or by using growth increments on herring scales (which is a less expensive method).

This dataset is six comma-separated value (csv) files. Three files relate to the laboratory component of the study, including water temperature herring were reared in (EVOSTC_Project 13120111-I_Primiparous Herring_Final_2011_lab_water_temp.csv), photoperiod during the laboratory experiment (EVOSTC_Project 13120111-I_Primiparous Herring_Final_2011_lab_photoperiod.csv), and results of histological analysis of post-spawn herring, as well as biological characteristics of those fish (gender, fork length, mass, and gonadosomatic index; EVOSTC_Project 13120111-I_Primiparous Herring_Final_2011_lab_histology.csv). One file pertains to the 2012 field-caught fish, including results of histological analysis, scale growth measurements, fish age, and biological characteristics of the fish (EVOSTC_Project 13120111-I_Primiparous Herring_Final_2012_field_sample_histology.csv). The final file pertains to the 2013 collection of herring from Prince William Sound spawning aggregations, and includes fish age, biological characteristics, and scale growth measurements (EVOSTC_Project 13120111-I_Primiparous Herring_Final_2013_spawning_aggregations.csv). The EVOSTC_Project 13120111-I_Primiparous Herring_Final_attributes.csv file serves as a data dictionary, defining the columns of the data files described above.
DOI: 10.5281/zenodo.260166
title: Pain Experiences Of Patients With Musculoskeletal Pain And Central Sensitization: A Comparative Group Delphi Study

description: Central sensitization (CS) is regarded as an important contributing factor for chronification of musculoskeletal pain (MSP). It is crucial to identify CS, as targeted multimodal treatment may be indicated. The primary objective of this study was therefore to explore pain experience of individuals with MSP+CS in order to gain a better understanding of symptoms in relation to CS from a patient perspective. The secondary objective was to investigate whether pain experiences of patients with MSP+CS differ from those of individuals with neuropathic pain (NP).
DOI: 10.5281/zenodo.601355
title: Pain Experiences Of Patients With Musculoskeletal Pain And Central Sensitization: A Comparative Group Delphi Study

description: Central sensitization (CS) is regarded as an important contributing factor for chronification of musculoskeletal pain (MSP). It is crucial to identify CS, as targeted multimodal treatment may be indicated. The primary objective of this study was therefore to explore pain experience of individuals with MSP+CS in order to gain a better understanding of symptoms in relation to CS from a patient perspective. The secondary objective was to investigate whether pain experiences of patients with MSP+CS differ from those of individuals with neuropathic pain (NP).
DOI: 10.5281/zenodo.780996
title: Pamap2 Dataset Preprocessed V0.2.0

description: # Processed PAMAP2 dataset<br>
This dataset is based on the [PAMAP2 Dataset for Physical Activity Monitoring](https://archive.ics.uci.edu/ml/datasets/PAMAP2+Physical+Activity+Monitoring).

The data is processed with the code from [this script](https://github.com/NLeSC/mcfly-tutorial/blob/master/tutorial/tutorial_pamap2.py), with the following function call:

```python<br>
columns_to_use = ['hand_acc_16g_x', 'hand_acc_16g_y', 'hand_acc_16g_z',<br>
                'ankle_acc_16g_x', 'ankle_acc_16g_y', 'ankle_acc_16g_z',<br>
                  'chest_acc_16g_x', 'chest_acc_16g_y', 'chest_acc_16g_z']<br>
exclude_activities = [9, 10, 11, 18, 19, 20, 0]<br>
outputpath = tutorial_pamap2.fetch_and_preprocess(directory_to_extract_to,<br>
                                        columns_to_use,<br>
                                        exclude_activities=exclude_activities,<br>
                                        val_test_size=(100, 1000))<br>
```

## References<br>
A. Reiss and D. Stricker. Introducing a New Benchmarked Dataset for Activity Monitoring. The 16th IEEE International Symposium on Wearable Computers (ISWC), 2012.
DOI: 10.5281/zenodo.834085
title: Food Liking Electromyography (Fal1)

description: This dataset comprises born-open raw data collected during an experiment measuring facial emg during oral processing of foods. Raw data is in proprietary formats: Behavioural data is PST's Eprime 2 Professional (*.edat2) and Physiology data is Biopac's AcqKnowledge (*.ACQ). Text formatted raw data will be posted in a later version of the repository in a single archive once data collection is completed.
DOI: 10.5281/zenodo.834086
title: Food Liking Electromyography (Fal1)

description: This dataset comprises born-open raw data collected during an experiment measuring facial emg during oral processing of foods. Raw data is in proprietary formats: Behavioural data is PST's Eprime 2 Professional (*.edat2) and Physiology data is Biopac's AcqKnowledge (*.ACQ). Text formatted raw data will be posted in a later version of the repository in a single archive once data collection is completed.
DOI: 10.5281/zenodo.834088
title: Memoria Contra Jerarquía: Excavaciones En Buen Suceso

description: Bibliografia para cartel "Memoria contra jerarquía: excavaciones en Buen Suceso"
DOI: 10.5281/zenodo.834089
title: Memoria Contra Jerarquía: Excavaciones En Buen Suceso

description: Bibliografia para cartel "Memoria contra jerarquía: excavaciones en Buen Suceso"
DOI: 10.14457/cmu.res.2012.339
title: การประเมินฤทธิ์เสริมสมรรถภาพทางเพศของน้ำกระชายในหนูขาววัยก่อนและวัยเจริญพันธุ์
DOI: 10.14457/kku.res.2005.88
title: บทบาท หน้าที่และรูปแบบการดำเนินงานขององค์การบริหารส่วนตำบล ด้านอาชีวอนามัยและความปลอดภัยของแรงงานนอกระบบ /
DOI: 10.14457/kku.res.2013.52
title: การเปรียบเทียบประสิทธิภาพความเสี่ยงของการปลูกข้าวแบบอินทรีย์และแบบทั่วไปในภาคตะวันออกเฉียงเหนือ
DOI: 10.14457/kku.res.2014.8
title: การวิเคราะห์ความหลากหลายทางพันธุกรรมของกลุ่มชาติพันธุ์ในภาคตะวันออกเฉียงเหนือของประเทศไทย
DOI: 10.7265/n5-rgi-32
title: Randolph Glacier Inventory 3.2
DOI: 10.5281/zenodo.834672
title: Data Used For Submission Entitled "Critical Mutation Rate Has An Exponential Dependence On Population Size For Eukaryotic-Length Genomes With Crossover".

description: Datasets generated and presented in the submission entitled "Critical Mutation Rate has an Exponential Dependence on Population Size for Eukaryotic-length Genomes with Crossover". Includes the results of statistical analysis.
DOI: 10.5281/zenodo.834673
title: Data Used For Submission Entitled "Critical Mutation Rate Has An Exponential Dependence On Population Size For Eukaryotic-Length Genomes With Crossover".

description: Datasets generated and presented in the submission entitled "Critical Mutation Rate has an Exponential Dependence on Population Size for Eukaryotic-length Genomes with Crossover". Includes the results of statistical analysis.
DOI: 10.7265/n5-rgi-50
title: Randolph Glacier Inventory 5.0
DOI: 10.5281/zenodo.834662
title: Whale Shark Tracking Data From The Eastern Tropical Pacific

description: These two data files contain Argos position data and subsurface time-at-temperature data from whale sharks tagged at Darwin's Arch, Galapagos during 2011 - 2012.
DOI: 10.5281/zenodo.834663
title: Whale Shark Tracking Data From The Eastern Tropical Pacific

description: These two data files contain Argos position data and subsurface time-at-temperature data from whale sharks tagged at Darwin's Arch, Galapagos during 2011 - 2012.
DOI: 10.4225/41/5977e0fed8c3e
title: Prescribed Land AMIP ACCESS1-0 experiments collection v1.0: AMIP experiment
DOI: 10.3886/e100863v1
title: Galton data

description: These are the famous Galton data on the heights of parents and children (where the term "regression" comes from).  They are public domain and provided here for teaching or any other use.  Uploaded in order to explore functionality of openICPSR.<br><br>See: http://galton.org/essays/1880-1889/galton-1886-jaigi-regression-stature.pdf
DOI: 10.5258/soton/d0155
title: Dataset for Many-body subradiant excitations in metamaterial arrays: Experiment and theory

description: Dataset supports:
Jenkins, S.et al (2017). Many-body subradiant excitations in metamaterial arrays: Experiment and theory. Physical Review Letters.
DOI: 10.5258/soton/d0163
title: Compressible Invariant Solutions in a 2D Open Cavity Flow

description: Dataset supports:
Otero Perez, JJ (2017) Development and Application of an Adjoint-based Optimal Flow Control Framework for Compressible Direct Numerical Simulations, Doctor of Philosophy, University of Southampton.

Steady and Periodic invariant solutions of a 2D open cavity flow. Flowfield data in non-dimensionalised with Reynolds number (2000), Mach number (see range in dataset) and Prandtl number (0.72). The periodic solutions contain a single snapshot for each Mach number case. Each of these instantaneous flow states should be used as the initial conditions in order to recover the full orbits.

Support for HDF5 format is available via https://support.hdfgroup.org
DOI: 10.5258/soton/d0156
title: Dataset for Spontaneous natural optical activity in disordered media

description: Dataset supports:
Pinheiro, F. A., Fedotov, V. A., Papasimakis, N., & Zheludev, N. I. (2017). Spontaneous natural optical activity in disordered media. Physical Review B.
DOI: 10.5258/soton/d0167
title: Dataset for: Post-fabrication Phase Trimming of Mach-Zehnder Interferometers by Laser Annealing of Germanium Implanted Waveguides

description: Dataset supports:
Chen, X. et al (2017). Phase trimming of Mach-Zehnder Interferometers by laser annealing of germanium implanted waveguides. Paper presented at 2017 IEEE 14th International Conference on Group IV Photonics (GFP), Berlin.

We demonstrate a novel high-accuracy post-fabrication trimming technique to fine-tune the phase of integrated Mach-Zehnder Interferometers (MZIs), enabling permanent correction of typical fabrication based phase errors. The effective index change of the optical mode is 0.19 in our measurement, which is approximately an order of magnitude improvement compared to previous work with similar excess optical loss. Our measurement results suggest that a phase accuracy of 0.078 rad was achievable with active feedback control.
DOI: 10.5281/zenodo.834909
title: Breast Carcinoma Histological Images From The Department Of Pathology, "Agios Pavlos" General Hospital Of Thessaloniki, Greece

description: This dataset contains cases of breast carcinoma histological specimens received at the Department of Pathology, “Agios Pavlos” General Hospital of Thessaloniki, Greece. The dataset consists of 300 annotated images of resolution 1280x960 corresponding to 21 different patients with invasive ductal carcinoma of the breast of grades 1-3 (grouped in the corresponding folders).

More details about the dataset are presented in the paper: 

K. Dimitropoulos, P. Barmpoutis, C. Zioga, A. Kamas, K. Patsiaoura and N. Grammalidis, "Grading of invasive breast carcinoma through Grassmannian VLAD encoding", submitted for publication to PLOS ONE, 2017.
DOI: 10.5258/soton/d0173
title: Dataset for Empirical CPU Power Modelling and Estimation in the gem5 Simulator

description: This dataset supports the article entitled "Empirical CPU Power Modelling and Estimation in the gem5 Simulator" accepted for publication in 27th International Symposium on Power and Timing Modeling, Optimization and Simulation, September 2017.
DOI: 10.14457/cmu.res.2005.308
title: ปัจจัยเกื้อหนุนและสุขภาวะที่ผู้สูงอายุได้รับจากการเข้าร่วมทำงานอาสาสมัคร /
DOI: 10.14457/cmu.res.2008.639
title: ปัจจัยเสี่ยงของการทุจริต และผลกระทบต่อการวางแผนการสอบบัญชี ของผู้สอบบัญชี /
DOI: 10.14457/cmu.res.2008.640
title: ปัจจัยเสี่ยงต่อการเกิดโรคพยาธิใบไม้ตับของประชาชน ตำบลน้ารัด อำเภอหนองม่วงไข่ จังหวัดแพร่ /
DOI: 10.14457/cmu.res.2008.641
title: ปัจจัยแรงจูงใจในการทำงาน ของพนักงานบริษัทสายไฟฟ้าบางกอกเคเบิ้ล จำกัด จังหวัดสมุทรปราการ /
DOI: 10.14457/cmu.res.2009.446
title: ปัจจัยเสี่ยงที่สัมพันธ์กับความรุนแรงของภาวะปอดอักเสบในชุมชน ของผู้ป่วยเด็กที่มารับบริการที่โรงพยาบาลมหาราชนครเชียงใหม่ /
DOI: 10.14457/cmu.res.2010.516
title: ปัจจัยเสี่ยงที่ทำให้ความดันลูกตาเพิ่มขึ้นหลังการผ่าตัดน้ำวุ้นลูกตาและจอประสาทตา /
DOI: 10.14457/cmu.res.2003.593
title: ปัจจัยแห่งความสำเร็จในการสร้างตราสินค้าที่เข้มแข็งของสินค้าไทย /