cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18306410
title: A photovoltaic performance dataset for the benchmarking of failure detection and diagnosis algorithms

description: The race to reduce the Levelized-Cost-Of-Energy (LCOE) is driving the introduction of higher efficiency PV technologies with insufficient on-field testing, and the manufacturing of cheaper PV modules with lower quality control. Consequently, many new PV plants show degradation rates higher than expected in less than 5-10 years. Additionally, some severe failures that have been studied for more than two decades, like module electrical circuit corrosion, solar cell cracks, encapsulant yellowing or potential induced degradation (PID), can still be detected in these new PV facilities. Thus, the detection and diagnosis of these failure modes becomes essential to achieve the expected LCOE and PV system lifespan. Different strategies are proposed from the PV operation and maintenance (O&M) sector to address this challenge. Among them, the development of algorithms for the remote failure detection and diagnosis (FDD) from SCADA data is one of the most interesting. This approach promises a reduction of the on-field O&M costs thanks to an optimized predictive maintenance. Unfortunately, the development of FDD algorithms requires high-quality datasets with known degradation modes. Although there are PV performance datasets publicly available, they often present a lack of information of existing failures. To fill this gap some researchers have developed synthetic datasets with simulated degradation. However, these synthetic data do not reflect the complexity observed in real PV systems. This study overcomes this limitation through the continuous monitoring of a set of seven PV modules with well-characterized failure modes at the TECNALIA facilities. The LPVO-MS1X16 monitoring system developed by the University of Ljubljana was used for this purpose. Individual maximum power point (MPP) trackers recorded the MPP voltage and current of each PV module every minute. An IV tracer measured the IV curve of each module every five minutes. Module and air temperature, plane-of-array (POA) and global horizontal irradiance (GHI) were synchronously measured among other environmental parameters. The PV module set was composed by four defective devices from dismantled Spanish PV plants, two new modules in which failures were artificially generated, and one new module used as reference. The combination of visual inspection and electroluminescence revealed electrical circuit corrosion, interconnect ribbon breaks, solar cell cracks and encapsulant yellowing in the four defective modules. Additionally, failure modes were simulated in two new modules by artificially increasing the series resistance (RSERIE) and decreasing the shunt resistance (RSHUNT) respectively.
DOI: 10.5281/zenodo.18306409
title: A photovoltaic performance dataset for the benchmarking of failure detection and diagnosis algorithms

description: The race to reduce the Levelized-Cost-Of-Energy (LCOE) is driving the introduction of higher efficiency PV technologies with insufficient on-field testing, and the manufacturing of cheaper PV modules with lower quality control. Consequently, many new PV plants show degradation rates higher than expected in less than 5-10 years. Additionally, some severe failures that have been studied for more than two decades, like module electrical circuit corrosion, solar cell cracks, encapsulant yellowing or potential induced degradation (PID), can still be detected in these new PV facilities. Thus, the detection and diagnosis of these failure modes becomes essential to achieve the expected LCOE and PV system lifespan. Different strategies are proposed from the PV operation and maintenance (O&M) sector to address this challenge. Among them, the development of algorithms for the remote failure detection and diagnosis (FDD) from SCADA data is one of the most interesting. This approach promises a reduction of the on-field O&M costs thanks to an optimized predictive maintenance. Unfortunately, the development of FDD algorithms requires high-quality datasets with known degradation modes. Although there are PV performance datasets publicly available, they often present a lack of information of existing failures. To fill this gap some researchers have developed synthetic datasets with simulated degradation. However, these synthetic data do not reflect the complexity observed in real PV systems. This study overcomes this limitation through the continuous monitoring of a set of seven PV modules with well-characterized failure modes at the TECNALIA facilities. The LPVO-MS1X16 monitoring system developed by the University of Ljubljana was used for this purpose. Individual maximum power point (MPP) trackers recorded the MPP voltage and current of each PV module every minute. An IV tracer measured the IV curve of each module every five minutes. Module and air temperature, plane-of-array (POA) and global horizontal irradiance (GHI) were synchronously measured among other environmental parameters. The PV module set was composed by four defective devices from dismantled Spanish PV plants, two new modules in which failures were artificially generated, and one new module used as reference. The combination of visual inspection and electroluminescence revealed electrical circuit corrosion, interconnect ribbon breaks, solar cell cracks and encapsulant yellowing in the four defective modules. Additionally, failure modes were simulated in two new modules by artificially increasing the series resistance (RSERIE) and decreasing the shunt resistance (RSHUNT) respectively.
DOI: 10.3535/z5a-670-ba8
title: Leiodontium gracile Broth.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fkf-9t6-my4
title: Thinopyrum elongatum (Host) D.R.Dewey

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/z6d-hyw-npp
title: Trigonotis heliotropifolia Hand.-Mazz.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3886/icpsr09703
title: National Health Interview Survey, 1989: Health Insurance Supplement
title: Archival Version

description: The basic purpose of the National Health Interview Survey (NHIS) is to obtain information about the amount and distribution of illness, its effects in terms of disability and chronic impairments, and the kinds of health services people receive. The 1989 Health Insurance Supplement provides 93 variables from the core Person File (see NATIONAL HEALTH INTERVIEW SURVEY, 1989 [ICPSR 9583]) including sex, age, race, marital status, veteran status, education, income, industry and occupation codes, and limits on activity. It also contains summary variables from the Health Conditions, Doctor Visits, and Hospital Episode files of the 1989 NHIS. The 53 variables unique to this supplement include the type of health insurance program the respondent was covered by (including public assistance programs), extent of coverage, reasons for not carrying health insurance, and effects of job loss on coverage.
description: ICPSR data undergo a confidentiality review and are altered when necessary to limit the risk of disclosure. ICPSR also routinely creates ready-to-go data files along with setups in the major statistical software formats as well as standard codebooks to accompany the data. In addition to these procedures, ICPSR performed the following processing steps for this data collection: Standardized missing values..
description: Datasets: 
 
 DS1: Dataset
description: National Health Interview Survey Series
description: Per agreement with NCHS, ICPSR distributes the data file(s) and technical documentation in this collection in their original form as prepared by NCHS. The age distribution of the sample was 18-54 years (N = 92,453), 55-64 years (N = 10,231), 65-74 years (N = 8,618), and 75+ years (N = 5,627). The racial background was White (N = 92,987), Black (N = 17,216), Asian/Pacific Islander (N = 2,731), Native American (N = 930), other or unknown (N = 2,928), and multiple races (N = 137).
description: Civilian noninstitutionalized adult population of the 50 states and the District of Columbia.
description: One person 18 years or older was randomly sampled from each household in the 1989 National Health Interview Survey sample. The NHIS sample itself was a multistage probability sample from 1,924 geographically defined Primary Sampling Units (PSUs). Starting with an all-area frame, a reduced number of 201 PSUs were selected, including two from each nonself-representing stratum. Black persons were oversampled. Four independent representative samples which may be used in any combination were drawn.
DOI: 10.3535/b3q-vzs-fhp
title: Astragalus compactus Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fvq-0jr-q3k
title: Bucklandiella cucullatula (Broth.) Bedn.-Ochyra & Ochyra

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fmm-4fc-zls
title: Rumex aquaticus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jbf-yz2-fwf
title: Pseudoleskeopsis zippelii (Dozy & Molk.) Broth.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.6084/m9.figshare.29669564
title: MEDIAÇÃO FAMILIAR E VULNERABILIDADE DE GÊNERO: um olhar crítico à luz do protocolo para julgamento com perspectiva de gênero

description: This article examines the intersection of family mediation, gender vulnerability, and the Protocol for Judging with a Gender Perspective, exploring how collaborative practices can be adapted to recognize and mitigate structural gender inequalities in family law disputes. The main objective is to analyze how mediation can serve as a transformative tool in promoting gender equity, while critically assessing the lack of specific guidelines for mediation within the Brazilian National Council of Justice (CNJ) Protocol. The study proposes an integrated approach, combining the Protocol's principles with practical measures such as targeted mediator training and the creation of mechanisms to minimize the impact of gender-based vulnerabilities. The methodology includes bibliographic research and critical analysis of legal and sociological literature, drawing on foundational works such as <i>The Second Sex</i> by Simone de Beauvoir and <i>The Shelf of Love: On Women, Men and Relationships</i> by Valeska Zanello. Empirical studies and specialized articles further illustrate how gender-sensitive collaborative practices can be incorporated into family mediation. Expected outcomes include the proposal of specific guidelines for mediators inspired by the Protocol and the identification of strategies that foster fairer and more balanced deliberations. By bridging theory and practice, this study aims to enhance public policy and contribute to the training of professionals committed to social justice in family law.
DOI: 10.6084/m9.figshare.29669564.v1
title: MEDIAÇÃO FAMILIAR E VULNERABILIDADE DE GÊNERO: um olhar crítico à luz do protocolo para julgamento com perspectiva de gênero

description: This article examines the intersection of family mediation, gender vulnerability, and the Protocol for Judging with a Gender Perspective, exploring how collaborative practices can be adapted to recognize and mitigate structural gender inequalities in family law disputes. The main objective is to analyze how mediation can serve as a transformative tool in promoting gender equity, while critically assessing the lack of specific guidelines for mediation within the Brazilian National Council of Justice (CNJ) Protocol. The study proposes an integrated approach, combining the Protocol's principles with practical measures such as targeted mediator training and the creation of mechanisms to minimize the impact of gender-based vulnerabilities. The methodology includes bibliographic research and critical analysis of legal and sociological literature, drawing on foundational works such as <i>The Second Sex</i> by Simone de Beauvoir and <i>The Shelf of Love: On Women, Men and Relationships</i> by Valeska Zanello. Empirical studies and specialized articles further illustrate how gender-sensitive collaborative practices can be incorporated into family mediation. Expected outcomes include the proposal of specific guidelines for mediators inspired by the Protocol and the identification of strategies that foster fairer and more balanced deliberations. By bridging theory and practice, this study aims to enhance public policy and contribute to the training of professionals committed to social justice in family law.
DOI: 10.3535/47r-pxe-thl
title: Pilosella acutifolia subsp. acutifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r5j-c8f-5gy
title: Hieracium beckianum Gremli

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3886/icpsr06171
title: Current Population Surveys: March Individual-Level Extracts, 1968-1992
title: Archival Version

description: The data files in this collection are individual-level extracts derived from the Current Population Survey's March Annual Demographic files for the years 1968 to 1992. Each record contains information about an individual, the household in which the individual resides, and the family and the spouse of the individual. In addition to the standard monthly labor force data, these files contain supplemental data on work experience, migration, income, and noncash income sources such as food stamps, school lunch programs, Medicaid, Medicare, CHAMPUS or military health care, energy assistance, health insurance, and pension plans.
description: Datasets: 
 
 DS0: Study-Level Files 
 DS1: March 1968 Data 
 DS2: March 1969 Data 
 DS3: March 1970 Data 
 DS4: March 1971 Data 
 DS5: March 1972 Data 
 DS6: March 1973 Data 
 DS7: March 1974 Data 
 DS8: March 1975 Data 
 DS9: March 1976 Data 
 DS10: March 1977 Data 
 DS11: March 1978 Data 
 DS12: March 1979 Data 
 DS13: March 1980 Data 
 DS14: March 1981 Data 
 DS15: March 1982 Data 
 DS16: March 1983 Data 
 DS17: March 1984 Data 
 DS18: March 1985 Data 
 DS19: March 1986 Data 
 DS20: March 1987 Data 
 DS21: March 1988 Data 
 DS22: March 1989 Data 
 DS23: March 1990 Data 
 DS24: March 1991 Data 
 DS25: March 1992 Data 
 DS26: SAS Data Definition Statements for Parts 7, 22-25 
 DS27: SAS Data Definition Statements for Parts 1-6, 8-21 
 DS28: SPSS Data Definition Statements for Parts 7, 22-25 
 DS29: SPSS Data Definition Statements for Parts 1-6, 8-21
description: Current Population Survey Series
description: (1) Data on employment and income refer to the preceding year while demographic data refer to the time of the survey. (2) These data files may be linked for cross-sectional analyses, with the restriction that the extracts are not completely uniform across the two revisions of the March Current Population Surveys. Three different versions were used during the periods 1968 to 1975, 1976 to 1988, and 1989 to 1992. Merging across versions requires careful attention to how variables were constructed and possible differences in universes for particular variables. (3) With the exception of 1974, the locations of variables in the data files differ between the time periods 1968 through 1988 and 1989 through 1992. Users of data for the years 1968 to 1973 and 1975 to 1988 should use the data definition statements for that time period (Parts 27 and 29). Likewise, users of data for the years 1974 and 1989 to 1992 should select Parts 26 and 28, the data definition statements that pertain to those years.
description: Civilian noninstitutionalized population of the United States living in housing units and members of the Armed Forces living in civilian housing units on a military base or in housing units not on a military base.
description: National probability sample of households in the United States.
DOI: 10.3535/n2l-mlp-eln
title: Hieracium armerioides subsp. absconditum (Huter) Zahn

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zpv-1ta-gk2
title: Erodium absinthoides subsp. haradjianii (P. H. Davis) P. H. Davis

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3886/icpsr00061
title: County and City Data Book, 1972
title: Archival Version

description: This study contains selected economic, demographic, and electoral data for counties, cities, and incorporated areas of 25,000 inhabitants or more, urbanized areas, and Standard Metropolitan Statistical Areas (SMSAs), in the entire United States. For each of the seven data files, information is provided on population characteristics, income, occupation, education, household characteristics, age, and nationality. Data are also provided on presidential votes, the leading party, Social Security and public assistance, and rural population and agriculture (Parts 2 and 3), local government general revenue and expenditures, taxes, employment, manufacturing establishments, retail trade, wholesale establishments, and yearly payroll (Parts 2, 3, and 6), and crime, hospitals, and seasonal weather conditions (Part 6).
description: ICPSR data undergo a confidentiality review and are altered when necessary to limit the risk of disclosure. ICPSR also routinely creates ready-to-go data files along with setups in the major statistical software formats as well as standard codebooks to accompany the data. In addition to these procedures, ICPSR performed the following processing steps for this data collection: Standardized missing values.; Checked for undocumented or out-of-range codes..
description: Datasets: 
 
 DS0: Study-Level Files 
 DS1: Table 1 Data 
 DS2: Table 2 Data 
 DS3: Table 3 Data 
 DS4: Table 4 Data 
 DS5: Table 5 Data 
 DS6: Table 6 Data
description: County and City Data Book [United States] Series
description: Counties, cities and incorporated areas of 25,000 inhabitants or more, urbanized areas, and Standard Metropolitan Statistical Areas (SMSAs) in the entire United States.
DOI: 10.3535/ddn-0ze-6l0
title: Pleuropogon sabinei R.Br.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gvl-lat-zpz
title: Pilosella bauhini subsp. bauhini

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m46-car-239
title: Potamogeton zosteriformis Fernald

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y2g-shk-xv9
title: Bucklandiella subsecunda (Hook. & Grev. ex Harv.) Bedn.-Ochyra & Ochyra

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3df-4gt-6dn
title: Taraxacum ceratophorum (Ledeb.) DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/de7-drx-mzy
title: Bucklandiella himalayana (Mitt.) Bedn.-Ochyra & Ochyra

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ek2-w7d-qpk
title: Pilosella acutifolia subsp. acutifolia

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m51-ceb-mkn
title: Trachypus bicolor Reinw. & Hornsch.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e00-ltg-b2n
title: Pilosella bauhini subsp. bauhini

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vrl-c8l-9hg
title: Eryngium serbicum Pancic

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.np27bq
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nothobranchius flammicomantis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069678-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/hz6-ncx-gep
title: Eutrema heterophylla (W. W. Sm.) H. Hara

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/k8x-mpx-z5b
title: Conostomum pentastichum (Brid.) Lindb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s7f-tza-1m3
title: Pseudotrachypus wallichii (Brid.) W.R. Buck

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w9g-3y0-7rj
title: Echium vulgare L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tw4-wfs-xg6
title: Alyssum alyssoides (L.) L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3886/icpsr03625
title: Omnibus Study, Fall 1973
title: Archival Version

description: This study was specifically designed for investigators who
wanted to collect data on a national sample, but only required part of
an interview. The survey explored the following topics: economic
situation, attitudes toward the political system, views and beliefs
about selected institutions, philanthropic contributions, and
background questions. In the economic section respondents were asked
how they viewed their own and the country's economic situations in
comparison to the previous year, and what their expectations were for
the next 12 months. Questions referred to personal finances,
employment, price changes, and the national business situation. The
economic variables are also included in SURVEY OF CONSUMER ATTITUDES
AND BEHAVIOR, FALL 1973 (ICPSR 7525). The second section contained
questions of a political nature, focusing on trust in the federal
government and the evaluation of major political institutions, such as
the United States Congress, the Supreme Court, the president, the
military, and the major political parties. The third section elicited
respondents' views of selected institutions, including big business,
local, state, and federal governments, churches, schools, colleges and
universities, labor unions, and the media. The fourth section assessed
general attitudes toward philanthropy and the effects of the growth of
public philanthropy on private giving. Respondents were also asked to
what extent their contributions to charity were, or would be, affected
by recent changes in tax law such as the elimination of tax
breaks. Demographic variables include sex, age, ethnicity, marital
status, level of education, marital status, duration of present and
past marriages, employment status, main occupation, and labor union
membership.
description: The variable V95 (HD&WIFE WEIGHT) is a weight variable which allows for simulation of head wife samples (from the random adult samples) used in the past at ISR. It is created as follows: If R is a married head of hosehold or wife of the head of household, the weight equals the number of eligible respondents in the housing unit. If R is an unmarried head of household, his/her weight is equal to two times the number of eligible respondents in the housing unit. Anyone other than head or wife is assigned a weight of zero. Additional details regarding this weight variable can be found in the codebook.
description: National cross-section sample.
description: Datasets: 
DS1: Omnibus Study, Fall 1973
description: Adult population of the United States, aged 18 and older.
description: computer-assisted personal interview (CAPI); telephone interview
DOI: 10.3535/qar-wmv-t8n
title: Clinopodium nepeta subsp. nepeta

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wba-710-b1p
title: Alyssum alyssoides (L.) L.

description: Digital Specimen for the physical specimen hosted at University of Graz.