cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/363d24mcb6
title: On a Reverse-Acting Controller for a Wind Energy Conversion System

description: This experimental data supports research about a reverse-acting controller for a wind energy conversion system whose main goal is to optimize wind power extraction by controlling the duty cycle of a multilevel boost converter (MBC) through maximum power point tracking. A wind power emulator is programmed to provide a range of different wind speeds to activate a three-phase induction motor coupled to a permanent magnet synchronous generator (PMSG). The MBC is connected between de PMSG and a three-phase inverter which finally provides the power to the load. The duty cycle of the MBC is modified by a PI controller, which gains were calculated after obtaining information on several dynamic tests applied to the unified system, which allowed to get an important dynamic richness of the whole system since the experimental tests in the closed-loop verified it. Information was obtained by using two National Instruments data acquisition cards model PCI6024e in Linux real-time platform. A, B, C, D, and E files represent respectively measurements of the output voltage at the MBC output current at the MBC, the rotor angular speed for correspondent wind speeds, optimum rotor angular speed calculated for the different wind speeds in the turbine emulator and the duty cycle at the MBC. The MATLAB Data.m file reads the data and presents five figures. Fig. 1 shows Cp theoretical curve dependant on tip speed ratio and Cp closed-loop transient behavior. Fig. 2 indicates the specific value of the maximum tip speed ratio and its dynamic behavior in the closed-loop. Fig. 3 presents the optimum angular rotor speed before wind changes and angular rotor speed transient behavior in the closed-loop. Fig. 4 depicts the MBC duty cycle, and finally, Fig. 5 illustrates the maximum theoretical power and the measured power at the output of the MBC. Experimental measurements are valuable, and they emphasize the appropriate maximum power extraction in a closed-loop, supporting the reliable performance of the reverse-acting controller. The folder "CSV files" contains the information of *.dat files in comma-separated values format
DOI: 10.17632/ktgs6y2wxd
title: Artificial Intelligence & Photography

description: This paper shows experimental work using artificial intelligence generation to help create fine art photography and includes a guide to understanding photographs. Artificial Intelligence, at the present time, is capable of creating amazing photographs but requires enhancement.
DOI: 10.17632/sjp82gkxgz
title: Optuna Tuning Results PPO Reinforcement Learning Hyperparameters Performance

description: Systematic hyperparameter tuning using Optuna was expected to improve PPO model performance in a multi-microgrid environment. We hypothesized that optimizing hyperparameters like learning rate and network architecture would enhance model performance, reflected in increased mean reward and training stability.

Data Overview:

 Dataset: Results from hyperparameter tuning of a PPO model in a multi-microgrid environment
 Contents: Hyperparameter settings and performance metrics.

Data Collection Process:

 Sampling: Hyperparameters sampled by Optuna and tested by training PPO for 500,000 timesteps

Use the command tensorboard --logdir=./Logs/PPO_1 to visualize the data with TensorBoard.
DOI: 10.6084/m9.figshare.9772559.v1
title: Variability of tactical behavior of futsal teams from different categories.

description: The aim of the present study was to analyze the time series of a tactical behavior of futsal players from different categories, in the frequency domain. Using an automatic tracking method, trajectories of 258 players (excluding goalkeepers) were obtained, composed of 79 players from the under-15 (U15) category, 86 from the under-18 (U18), and 93 from the professional. We calculated the team spread defined as the Euclidean norm of the distance-between-player vector as function of time. We applied the FFT (Fast Fourier Transformation) method and calculated the median frequency for each time series of spread. The results of mean ± SD of the median frequency of the time series of spread from the first to the second half were significantly different only for the U15 category (first half, 1.04 ± 0.46, second half 1.40 ± 0.34). The frequency values differed significantly between the categories. Youngest categories presented a higher frequency of spread oscillation than the professional category, which reflects the dynamics of the game between attack and defense sequences. Results provide insights about the features of the sport and give basis to proper training interventions for players in each category planning for future transition to the following category.
DOI: 10.6084/m9.figshare.13090370.v1
title: Metadata record for: County-level CO2 emissions and sequestration in China during 1997–2017

description: This dataset contains key characteristics about the data described in the Data Descriptor County-level CO2 emissions and sequestration in China during 1997–2017. <br> Contents: <br> 1. human readable metadata summary table in CSV format 2. machine readable metadata file in JSON format <br> <br> <br>
DOI: 10.6084/m9.figshare.13412231.v1
title: [BRP2] Burning Rock Lung Plasma v4 ctDNA assay

description: Variant calling with the Burning Rock Lung Plasma v4 ctDNA assay
DOI: 10.6084/m9.figshare.22270723.v1
title: DF19_DF20_alldata_surge_metrics.xlsx

description: These dataset include all relevant measured data with PD radar, PIV, flow height and derived surge metrics. <br> Specific information can be found in "metadata" in each excel file respectively.
DOI: 10.6084/m9.figshare.22691245.v2
title: Untitled Item

description: The MIDOG++ dataset represents an extension of the data set used in the MIDOG 2021 and 2022 challenges. We provide region of interest images from 503 histological specimens of seven different tumor types with variable morphology: breast carcinoma, lung carcinoma, lymphosarcoma, neuroendocrine tumor, cutaneous mast cell tumor, cutaneous melanoma, and (sub)cutaneous soft tissue sarcoma. The human and canine samples were processed and stained at different human and veterinary pathology laboratories with standard H&E dye and digitized with different digital whole slide image scanners. We provide labels for 11,937 mitotic figures that have been differentiated against 14,351 imposter cells in a blinded consensus by two pathologists and a final decision by a third pathologist for disagreed labels.
DOI: 10.6084/m9.figshare.22691278.v2
title: Untitled Item

description: The MIDOG++ dataset represents an extension of the data set used in the MIDOG 2021 and 2022 challenges. We provide region of interest images from 503 histological specimens of seven different tumor types with variable morphology: breast carcinoma, lung carcinoma, lymphosarcoma, neuroendocrine tumor, cutaneous mast cell tumor, cutaneous melanoma, and (sub)cutaneous soft tissue sarcoma. The human and canine samples were processed and stained at different human and veterinary pathology laboratories with standard H&E dye and digitized with different digital whole slide image scanners. We provide labels for 11,937 mitotic figures that have been differentiated against 14,351 imposter cells in a blinded consensus by two pathologists and a final decision by a third pathologist for disagreed labels.
DOI: 10.6084/m9.figshare.25764114.v2
title: Precipitation Downscaling using Super-resolution Deep Residual Neural Network (SRDRN)

description: Codes and data supporting the manuscript titled "On the generalization and transferability of a deep learning technique for precipitation downscaling".
DOI: 10.17632/pf5m282jtr
title: pCold II-derived plasmids

description: Information regarding the plasmids used in the study "Protein expression autoinduction in a cold-shock expression system in Escherichia coli"
DOI: 10.6084/m9.figshare.10048412.v1
title: World Settlement Footprint (WSF) 2015

description: The World Settlement Footprint (WSF) 2015 is a 10m (0.32 arc sec) resolution binary mask outlining the 2015 global settlement extent derived by jointly exploiting multitemporal Sentinel-1 radar and Landsat-8 optical satellite imagery. The archive is organized for download in 306 GeoTIFF files (EPSG4326 projection, deflate compression) each one referring to a portion of 10x10 degree size (~1110x1110km) whose upper-left and lower-right corner coordinates are specified in the file name [e.g., the tile WSF2015_v1_EPSG4326_e010_n60_e020_n50.tif covers the area between (10E;60N) and (20E;50N)]. A virtual mosaic file (i.e., WSF2015_v1_EPSG4326.vrt) is also provided which allows visualizing the global product at once on most diffused GIS platforms (e.g., ArcGIS, QGIS, MapInfo). Settlements are associated with value 255; all other pixels are associated with value 0.
DOI: 10.6084/m9.figshare.17194997.v1
title: matlab files for Tabula Microcebus

description: <b>Instructions to read h5ad file in Matlab:</b> A mat file of the complete lemur cell atlas dataset converted from the h5ad file is provided in the Figshare files. We also provide a Matlab script to import the h5ad file to mat file: please download the h5ad file of interest, Matlab script “LCA_h5ad2Mat.m” and Matlab function “read_csmatrix.m” to the same folder, and run “LCA_h5ad2Mat.m”. <br>The mat file contains a single variable named “rawData”, a Matlab structure variable with the following fields:cells: a table of the sequenced cells with metadata for individual sequenced cells (features of the table includes above “/obs” and “/obsm” list for the h5ad file, e.g., cell_name, tissue, free_annotation_v1, and X_umap, but not the MHC counts which is included in tabMHC, see below).genes: gene tablename: NCBI gene symbol.highly_variable: whether the gene is highly variable (calculated for the entire dataset).mat_raw: a sparse matrix of the cell by gene transcript count (raw count).mat_X: a sparse matrix of the cell by gene transcript level after library size normalization and natural log transformation (i.e., smartseq2, ln(reads/N *1e4 +1); 10x, ln(UMI/N *1e4 +1), where N denotes the total number of reads or UMI of the cell).tabMHC: a table of the calculated raw counts for the major histocompatibility complex (MHC) genes (see the Tabula Microcebus manuscript for detail). Note the count is only available for cells sequenced by 10x method and count is NAN for cells sequenced by smartseq2 method. Both raw counts and normalized counts (labeled with prefix letter ‘n’) are provided.MHC_C_I, MHC_NC_I, MHC_all_II: sum of counts from classical Class I genes.nMHC_C_I, nMHC_NC_I, nMHC_all_II: sum of normalized counts from classical Class I genes.counts and normalized counts from individual classical Class I genes (Mimu_168, Mimu_W03, Mimu_W04, Mimu_249, nMimu_168, nMimu_W03, nMimu_W04, nMimu_249), non-classical Class I genes (Mimu_180ps, Mimu_191, Mimu_202, Mimu_208, Mimu_218, Mimu_229ps, Mimu_239ps, nMimu_180ps, nMimu_191, nMimu_202, nMimu_208, nMimu_218, nMimu_229ps, nMimu_239ps), and Class II genes (Mimu_DMA, Mimu_DMB, Mimu_DPA, Mimu_DPB, Mimu_DQA, Mimu_DQB, Mimu_DRA, Mimu_DRB, nMimu_DMA, nMimu_DMB, nMimu_DPA, nMimu_DPB, nMimu_DQA, nMimu_DQB, nMimu_DRA, nMimu_DRB). version: version of the data (name of the h5ad file converted from).
DOI: 10.6084/m9.figshare.28071539.v2
title: Raw data and figure panels

description: Role of <i>nhsl1b</i> in mesoderm migration during zebrafish gastrulation.
DOI: 10.6084/m9.figshare.978904_d11
title: Data for 6095 constitutional isomers of C7H10O2

description: Data for 6095 constitutional isomers of C7H10O2<br>In an earlier version of this dataset the titles of the files "Data for 133885 GDB-9 molecules" and "Data for 6095 constitutional isomers of C7H10O2" were swapped. This has now been corrected.<br>
DOI: 10.15468/dl.64smdb
title: Occurrence Download

description: A dataset containing 6683 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Hyparrhenia rufa (Nees) Stapf)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 6683 records from 304 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013171-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hz5t45
title: Occurrence Download

description: A dataset containing 5185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Moneses uniflora (L.) A.Gray",
 "Year 2019-2024"
 ]
}

 The dataset includes 5185 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001857-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3m39zq
title: Occurrence Download

description: A dataset containing 166546 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fimbristylis Vahl"
 ]
}

 The dataset includes 166546 records from 988 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001845-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16962396
title: Time to transform? Sustainability narratives for European Food Systems Supplementary Material I
DOI: 10.5281/zenodo.16962395
title: Time to transform? Sustainability narratives for European Food Systems Supplementary Material I
DOI: 10.15468/dl.mcra3a
title: Occurrence Download

description: A dataset containing 743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Philosciidae",
 "Year 1999-2001",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Occurrence evidence, Observation)"
 ]
}

 The dataset includes 743 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049806-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bszjec
title: Occurrence Download

description: A dataset containing 58904 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (GBR.1.45_1, GBR.1.31_1)",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "Year 2025-2025"
 ]
}

 The dataset includes 58904 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004556-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18446938
title: Assimilation of topographic and bathymetric data Layer 1_Res-1 arc-second in Flores area

description: Assimilation of topographic and bathymetric data Layer 1_Res-1 arc-second in Flores area
DOI: 10.5281/zenodo.18446939
title: Assimilation of topographic and bathymetric data Layer 1_Res-1 arc-second in Flores area

description: Assimilation of topographic and bathymetric data Layer 1_Res-1 arc-second in Flores area
DOI: 10.34740/kaggle/dsv/14694859
title: Full TMDB Movies Dataset 2024 (1M Movies)
DOI: 10.26192/zwv51
title: A study of the vernalisation requirements of mountain rye (Secale strictum syn. S. montanum) may help explain low grain yields of perennial cereals compared to wheat

description: This data was collected by observation during a vernalisation experiment to determine the chilling requirements of both mountain rye and intermediate wheatgrass, compared to an annual wheat. Plants were grown in pots to a three leaf stage, before being subjected to vernalisation treatments of varying length (0, 3, 5, 7 ,9 and 11 weeks) using a growth chamber set to 5°C and 10h lighting. The plants were then transferred to a glasshouse set to 22°C and a minimum of 10h lighting. The data was entered into Microsoft Excel (365) spreadsheets for subsequent analysis.
DOI: 10.15468/dl.m6tgb6
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dissiliaria indistincta",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 65 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004568-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26192/zwzy9
title: Two way gateways for bettongs

description: Raw data of behavioural interactions of bettongs and a variety of gateways for safe havens
DOI: 10.15468/dl.bjhhp7
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyaenanche globosa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 59 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004571-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z4vupz
title: Occurrence Download

description: A dataset containing 321 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micrantheum ericoides",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 321 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004574-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ufs388
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neoroepera buxifolia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 93 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004576-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbwm8n
title: Occurrence Download

description: A dataset containing 51708 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (function (name, pos = -1, envir = as.environment(pos), all.names = FALSE, pattern, sorted = TRUE) \n{\n if (!missing(name)) {\n pos &lt;- tryCatch(name, error = function(e) e)\n if (inherits(pos, \"error\")) {\n name &lt;- substitute(name)\n if (!is.character(name)) \n name &lt;- deparse(name)\n warning(gettextf(\"%s converted to character string\", sQuote(name)), domain = NA)\n pos &lt;- name\n }\n }\n all.names &lt;- .Internal(ls(envir, all.names, sorted))\n if (!missing(pattern)) {\n if ((ll &lt;- length(grep(\"[\", pattern, fixed = TRUE))) && ll != length(grep(\"]\", pattern, fixed = TRUE))) {\n if (pattern == \"[\") {\n pattern &lt;- \"\\\\[\"\n warning(\"replaced regular expression pattern '[' by '\\\\\\\\['\")\n }\n else if (length(grep(\"[^\\\\\\\\]\\\\[&lt;-\", pattern))) {\n pattern &lt;- sub(\"\\\\[&lt;-\", \"\\\\\\\\\\\\[&lt;-\", pattern)\n warning(\"replaced '[&lt;-' by '\\\\\\\\[&lt;-' in regular expression pattern\")\n }\n }\n grep(pattern, all.names, value = TRUE)\n }\n else all.names\n}, Chromolaena odorata)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 51708 records from 440 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004550-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.agcjcs
title: Occurrence Download

description: A dataset containing 51708 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (function (name, pos = -1, envir = as.environment(pos), all.names = FALSE, pattern, sorted = TRUE) \n{\n if (!missing(name)) {\n pos &lt;- tryCatch(name, error = function(e) e)\n if (inherits(pos, \"error\")) {\n name &lt;- substitute(name)\n if (!is.character(name)) \n name &lt;- deparse(name)\n warning(gettextf(\"%s converted to character string\", sQuote(name)), domain = NA)\n pos &lt;- name\n }\n }\n all.names &lt;- .Internal(ls(envir, all.names, sorted))\n if (!missing(pattern)) {\n if ((ll &lt;- length(grep(\"[\", pattern, fixed = TRUE))) && ll != length(grep(\"]\", pattern, fixed = TRUE))) {\n if (pattern == \"[\") {\n pattern &lt;- \"\\\\[\"\n warning(\"replaced regular expression pattern '[' by '\\\\\\\\['\")\n }\n else if (length(grep(\"[^\\\\\\\\]\\\\[&lt;-\", pattern))) {\n pattern &lt;- sub(\"\\\\[&lt;-\", \"\\\\\\\\\\\\[&lt;-\", pattern)\n warning(\"replaced '[&lt;-' by '\\\\\\\\[&lt;-' in regular expression pattern\")\n }\n }\n grep(pattern, all.names, value = TRUE)\n }\n else all.names\n}, Chromolaena odorata)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 51708 records from 440 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004542-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14694921
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.66eph9
title: Occurrence Download

description: A dataset containing 643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Petalostigma quadriloculare",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 643 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004578-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13824466
title: Law Indexes: Pennsylvania

description: As part of efforts to expand the Local Geohistory Project, which aims to educate users and disseminate information concerning the geographic history and structure of political subdivisions and local government, this repository has been created to disseminate law index data for the Commonwealth of Pennsylvania. This index currently covers a portion of the private and special laws only from 1700 through 1892.
Private and special laws concern one or several individuals, entities, or localities, unlike public or general laws, which apply to all similarly situated individuals, entities, and localities within a jurisdiction. Prior to the Constitution of 1874, private and special laws were a common method used to alter municipal and county boundaries and forms of government.
The data is released as individual tab-separated values (TSV) files by volume. The Detail column may contain additional Prefix information that is repeated from prior entries.
This repository does not contain the full text of the laws, nor does it currently contain links to the full text. Because the index was created using OCR technology, it may contain uncaptured errors. This preliminary release is subject to additional caveats explained in the Methodology.
This is not an official publication of the Commonwealth of Pennsylvania or any of its instrumentalities, and is not affiliated with or endorsed by any government agency at any level.