cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15496312
title: Data for: Automated Structure Elucidation at Human-Level Accuracy via Multitask Multimodal Language Model

description: This repository contains data accompanying the paper: "Automated Structure Elucidation at Human-Level Accuracy via Multitask Multimodal Language Model". It contains the experimental data collected as part of the paper as well as the pretrained checkpoint of the model."Experimental Data.zip": Contains 1H, 13C and IR spectra for 16 molecules measured, as well as a reference relating the IDs to the molecules.
DOI: 10.5281/zenodo.15496280
title: How well do rotifers invade populations? The interplay of sex propensity, migration rates and local genetic diversity

description: Dispersal is a complex process that affects all living organisms, with the settlement phase being particularly critical. This phase depends on the interaction between the environmental conditions of the new habitat and the biological traits of both resident and immigrant populations. While these factors have been studied individually, their combined effects remain poorly understood. To address this gap, we conducted an invasibility experiment using the facultatively sexual rotifer Brachionus plicatilis as a model organism.  We examined how the combination of migration rates, genetic diversity in the resident population, and the propensity for sexual reproduction in immigrants influence settlement success. Using whole-genome sequencing, we tracked immigrant private alleles to assess settlement. Our results indicate that all three factors --both individually and interactively--, significantly affect settlement success. Specifically, higher migration rates, lower genetic diversity in the resident population, and earlier sexual reproduction in immigrants were all associated with greater settlement success. Notably, high migration rates had the strongest impact when combined with early sexual reproduction in immigrants, while low genetic diversity in the resident population facilitated the settlement of immigrants with delayed sexual reproduction. These findings highlight the importance of considering multiple interacting factors to gain a more comprehensive understanding of dispersal dynamics. They also provide valuable insights into the ecological and evolutionary mechanisms governing the settlement in new habitats with pre-existing populations.
DOI: 10.5281/zenodo.15496281
title: How well do rotifers invade populations? The interplay of sex propensity, migration rates and local genetic diversity

description: Dispersal is a complex process that affects all living organisms, with the settlement phase being particularly critical. This phase depends on the interaction between the environmental conditions of the new habitat and the biological traits of both resident and immigrant populations. While these factors have been studied individually, their combined effects remain poorly understood. To address this gap, we conducted an invasibility experiment using the facultatively sexual rotifer Brachionus plicatilis as a model organism.  We examined how the combination of migration rates, genetic diversity in the resident population, and the propensity for sexual reproduction in immigrants influence settlement success. Using whole-genome sequencing, we tracked immigrant private alleles to assess settlement. Our results indicate that all three factors --both individually and interactively--, significantly affect settlement success. Specifically, higher migration rates, lower genetic diversity in the resident population, and earlier sexual reproduction in immigrants were all associated with greater settlement success. Notably, high migration rates had the strongest impact when combined with early sexual reproduction in immigrants, while low genetic diversity in the resident population facilitated the settlement of immigrants with delayed sexual reproduction. These findings highlight the importance of considering multiple interacting factors to gain a more comprehensive understanding of dispersal dynamics. They also provide valuable insights into the ecological and evolutionary mechanisms governing the settlement in new habitats with pre-existing populations.
DOI: 10.15468/dl.d252d5
title: Occurrence Download

description: A dataset containing 2656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Lonicera japonica Thunb."
 ]
}

 The dataset includes 2656 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015444-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ght662
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Oxalis articulata Savigny, Oxalis bowiei W.T.Aiton ex G.Don)"
 ]
}

 The dataset includes 152 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015441-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.4750421
title: • Prayers and charms [IO Islamic 1947] دلائل الخیرات

description: Prayers and charms.

This manuscript is now IO Islamic 1947 in the India Office collections.

[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 350 here with further notations and hyperlinks].


350.

1947. Size 93/4 in.by 51/4 in.; foll. 122. Nine lines in a page.

The celebrated Prayers for Muḥammad, called دلائل الخیرات , by Abu ‘Abdallah Muḥammad b. Sulaimân JAZÛLÎ Simlâlî Sharîf Ḥasanî, a Maghribî saint, who died on 16th Rabî I., 870 [= 06 November 1465 CE], at افوغال [al-Fughal].1  Cf.  Ḥ. Kh. iii. 235; Flügel, Hdss. Wien, iii. 146; Cat. Bodl., ii. 86 [=no. LXX, p.  86]; Cat. St. Petersb. 33; and Stewart, 175, iv. The work was printed at St. Petersburgh, 1842.

Well written in a large hand, with vowel-points. Marginal notes, mostly derived from the commentary of Fâsî [Muḥammad al-Mahdī al-Fāsī (1624-1698)], in the earlier portion. The drawings of the Mosque of Madînah are wanting, but there is a description in words instead.

Seal and signature of Muḥammad Khân Jahân, A.H. 1186 [= 1772-73 CE]. In an elegant Oriental binding.

[Tippu.]

 

1 These statements are from the commentary of Fâsî (see no. 354 [ed. note: see now Burak 2019]. Jazûlah is a Berber tribe in السوس الاقصی. It is also spelled قزولة (see Edrisi, Description de l’Afrique, par Dozy et De Goeje, p.v., 1. 10). Simlâlah is a branch of the same tribe.



[ed. note: see, Carl Brockelmann, History of the Arabic Written Tradition (Leiden: Brill, 2017), 2: 284-5. ISBN: 978-90-04-32631-6, Jāzūlī belonged to the Shādhilī Ṭarīqa (الطريقة الشاذلية)].

[ed. note: Jazūlī's remains are were transferred subsequently to مراكش].

[ed note: Quick link to other copies of the same work].
DOI: 10.5281/zenodo.4750422
title: • Prayers and charms [IO Islamic 1947] دلائل الخیرات

description: Prayers and charms.

This manuscript is now IO Islamic 1947 in the India Office collections.

[metadata: Otto Loth, A Catalogue of the Arabic Manuscripts in the Library of the India Office, (volume 1), no. 350 here with further notations and hyperlinks].


350.

1947. Size 93/4 in.by 51/4 in.; foll. 122. Nine lines in a page.

The celebrated Prayers for Muḥammad, called دلائل الخیرات , by Abu ‘Abdallah Muḥammad b. Sulaimân JAZÛLÎ Simlâlî Sharîf Ḥasanî, a Maghribî saint, who died on 16th Rabî I., 870 [= 06 November 1465 CE], at افوغال [al-Fughal].1  Cf.  Ḥ. Kh. iii. 235; Flügel, Hdss. Wien, iii. 146; Cat. Bodl., ii. 86 [=no. LXX, p.  86]; Cat. St. Petersb. 33; and Stewart, 175, iv. The work was printed at St. Petersburgh, 1842.

Well written in a large hand, with vowel-points. Marginal notes, mostly derived from the commentary of Fâsî [Muḥammad al-Mahdī al-Fāsī (1624-1698)], in the earlier portion. The drawings of the Mosque of Madînah are wanting, but there is a description in words instead.

Seal and signature of Muḥammad Khân Jahân, A.H. 1186 [= 1772-73 CE]. In an elegant Oriental binding.

[Tippu.]

 

1 These statements are from the commentary of Fâsî (see no. 354 [ed. note: see now Burak 2019]. Jazûlah is a Berber tribe in السوس الاقصی. It is also spelled قزولة (see Edrisi, Description de l’Afrique, par Dozy et De Goeje, p.v., 1. 10). Simlâlah is a branch of the same tribe.



[ed. note: see, Carl Brockelmann, History of the Arabic Written Tradition (Leiden: Brill, 2017), 2: 284-5. ISBN: 978-90-04-32631-6, Jāzūlī belonged to the Shādhilī Ṭarīqa (الطريقة الشاذلية)].

[ed. note: Jazūlī's remains are were transferred subsequently to مراكش].

[ed note: Quick link to other copies of the same work].
DOI: 10.5281/zenodo.14697309
title: Direct device integration of single 1D nanoparticle assemblies; A magnetization reversal and magnetotransport study

description: Datasets used in the published paper (DOI:10.1088/1361-6528/adc1d0)
DOI: 10.15468/dl.cft9ym
title: Occurrence Download

description: A dataset containing 283 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alligator sinensis Fauvel, 1879"
 ]
}

 The dataset includes 283 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015445-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/g2r4-tv72
title: "Modeling a Non-Planar Aperture with Cylindrical Symmetry Based on the Exact Solution of the Helmholtz Equation"

description: "The paper considers a general mathematical formulation of the problem of calculating the electromagnetic field radiated from a closed surface in the form of a straight circular cylinder, generally of unlimited height. The frequency domain analysis based on the Helmholtz wave equation was carried out, which made it possible to formulate the corresponding boundary value problem for any cartesian component of the field. Using the separation of variables method, a solution was obtained in the form of an eigenfunction decomposition that satisfies the asymptotic radiation conditions and is valid for any physically realizable field distribution on the boundary of the calculation volume. An alternative method for calculating spectral characteristics is also discussed, based on calculating the Fourier transform of the primitive impulse response of the cylindrical aperture. An example with specified numerical values is analyzed and the calculation results obtained by the two methods are compared."
DOI: 10.15468/dl.h7rmst
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Living Specimen, Occurrence evidence)",
 "Country is Portugal",
 "DatasetKey is one of (iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, Pl@ntNet observations, Biodiversity4all Research-Grade Observations)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (February, March, April, May, June, July, August, September, October, November, December, January)",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (28eb1a3f-1c15-4a95-931a-4af90ecb574d, c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f, da86174a-a605-43a4-a5e8-53d484152cd3)",
 "TaxonKey is Gomphocarpus fruticosus (L.) W.T.Aiton",
 "Year 2019-2024"
 ]
}

 The dataset includes 124 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015448-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13379032
title: Chemical and isotopic composition data

description: This dataset is accompanying the submission of the manuscript "Rock weathering characteristics and carbon sink in the Liujiang Basin, North China". It contains experimental data describing the concentration of ion and isotopic composition of river water in the study area basin. These data are used for the calculation of chemical weathering carbon sinks and tracing cation sources described in the paper. The data is provided in the form of an Excel file.
DOI: 10.5281/zenodo.13379033
title: Chemical and isotopic composition data

description: This dataset is accompanying the submission of the manuscript "Rock weathering characteristics and carbon sink in the Liujiang Basin, North China". It contains experimental data describing the concentration of ion and isotopic composition of river water in the study area basin. These data are used for the calculation of chemical weathering carbon sinks and tracing cation sources described in the paper. The data is provided in the form of an Excel file.
DOI: 10.5281/zenodo.15100073
title: Chemical and isotopic composition data

description: This dataset is accompanying the submission of the manuscript "Rock weathering characteristics and carbon sink in the Liujiang Basin, North China". It contains experimental data describing the concentration of ion and isotopic composition of river water in the study area basin. These data are used for the calculation of chemical weathering carbon sinks and tracing cation sources described in the paper. The data is provided in the form of an Excel file.
DOI: 10.5281/zenodo.15496407
title: Chemical and isotopic composition data

description: This dataset is accompanying the submission of the manuscript "Rock weathering characteristics and carbon sink in the Liujiang Basin, North China". It contains experimental data describing the concentration of ion and isotopic composition of river water in the study area basin. These data are used for the calculation of chemical weathering carbon sinks and tracing cation sources described in the paper. The data is provided in the form of an Excel file.
DOI: 10.15468/dl.3rtjwd
title: Occurrence Download

description: A dataset containing 285523 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nordstromia japonica Moore, 1877, Comibaena nigromacularia (Leech, 1897), Ectropis excellens (Butler, 1884), Hemithea aestivaria (Hübner, 1799), Geometra sponsaria (Bremer, 1864), Geometra valida Felder & Rogenhofer, 1875, Menophra retractaria (Moore, 1868), Megabiston plumosaria (Leech, 1891), Neohipparchus vallata (Butler, 1878), Menophra senilis (Butler, 1878), Larerannis miracula (Prout, 1929), Pachyligia dolosa Butler, 1878, Caloptilia mandschurica (Christoph, 1882), Caloptilia sapporella (Matsumura, 1931), Phyllonorycter pygmaea (Kumata, 1963), Phyllonorycter acutissimae (Kumata, 1963), Paraclemensia incerta (Christoph, 1888), Austrapoda dentatus (Oberthür, 1879), Chrysozephyrus aurorinus (Oberthür, 1880), Dasychira pseudabietis Butler, 1885, Euproctis kanshireia Wileman, 1910, Cosmia camptostigma Ménétriés, 1859, Acria ceramitis Meyrick, 1908, Actias gnoma Butler, 1877, Synanthedon tenuis (Butler, 1878), Rhodoneura erecta (Leech, 1889), Rhodoneura vittula (Guenée, 1877), Archips audax Razowski, 1977, Cydia kurokoi (Amsel, 1960), Thecobathra anas (Stringer, 1930), Ukamenia sapporensis (Matsumura, 1931), Euzophera batangensis Caradja, 1939, Naratettix zini Dworakowska, 1972, Naratettix koreanus (Matsumura, 1915), Coleophora currucipennella Zeller, 1839, Calliteara lunulata, Heterogenea asella (Denis & Schiffermüller), 1776, Saturnia japonica Moore, 1862, Plagodis dolabraria (Linnaeus, 1767), Lemyra imparilis (Butler, 1877), Archips xylosteana (Linnaeus, 1758), Microterys longiclavatus Xu, 2000, Microterys liaoi Xu, 2000, Erynnis brizo Boisduval & Le Conte, 1832, Agrilus bilineatus (Weber, 1801), Anthaxia quercata (Fabricius, 1801), Brachys aerosus Melsheimer, 1845, Cryphonectria parasitica (Murrill) M.E.Barr, Synanthedon castaneae (Busck, 1913), Stigmella castaneaefoliella (Chambers, 1875) Wilkinson et al., 1979)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 285523 records from 739 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015447-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hp7vxq
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Oxalis articulata Savigny"
 ]
}

 The dataset includes 152 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015446-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.7323782
title: Bismark coverage files to assess the effect of environment on early stages of polyploidy

description: This dataset includes the sorted coverage files used for analyses with METHIMPUTE and circlize plots of our samples. Data was produced with Bismark and more details about the experiment, the samples and the publication can be found at https://github.com/supermaxiste/EnvironmentalStressPolyploidEvolution.
DOI: 10.5281/zenodo.7323783
title: Bismark coverage files to assess the effect of environment on early stages of polyploidy

description: This dataset includes the sorted coverage files used for analyses with METHIMPUTE and circlize plots of our samples. Data was produced with Bismark and more details about the experiment, the samples and the publication can be found at https://github.com/supermaxiste/EnvironmentalStressPolyploidEvolution.
DOI: 10.15468/dl.s77zqe
title: Occurrence Download

description: A dataset containing 283 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alligator sinensis Fauvel, 1879"
 ]
}

 The dataset includes 283 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015450-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15496416
title: used for hippo2025
DOI: 10.5281/zenodo.15496417
title: used for hippo2025
DOI: 10.15468/dl.vptgrd
title: Occurrence Download

description: A dataset containing 2926 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hibiscus cannabinus L.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 2926 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015451-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dhbpe3
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((3.34777 50.14917,5.89590 50.14917,5.89590 51.16798,3.34777 51.16798,3.34777 50.14917))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhamnusium bicolor (Schrank, 1781)"
 ]
}

 The dataset includes 27 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015452-250515123054153/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/11921420
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.21227/mcgc-h297
title: "Jeffreys Prior Based Sparse Bayesian Learning  for Digital Predistortion of Power Amplifiers"

description: "The article contains possible approach for digital predistorter model sparse estimation. Proposed method sequentially chooses the most likely regressors based on two-layer hierarchical Bayesian prior representation for Relevance Vector Machine (RVM). Significant sparsity is achieved by introduction improper noninformative Jeffreys prior distribution to this scheme. The conducted comparative analysis demonstrates the highest degree of sparsity for trained digital predistorter model with a slight loss of linearization efficiency."
DOI: 10.34740/kaggle/dsv/11921379
title: Cchead
DOI: 10.5281/zenodo.7624716
title: Contexts

description: Contexts retrieved with duck duck go
DOI: 10.5281/zenodo.7624717
title: Contexts

description: Contexts retrieved with duck duck go
DOI: 10.5281/zenodo.15496412
title: Lego Road image for Drone

description: Description:







This folder contains three distinct types of images representing various movements: forward, left, and right. Our task involves reading these images into a digital array, which will enable us to analyze and predict the next action of the drone. Lego Road image for Drone

 







Download Dataset

 









Here’s a detailed breakdown of the process:





Image Categorization:



Forward Movement: These images depict scenarios where the drone needs to move straight ahead.

Left Movement: These images illustrate situations where the drone needs to turn or move to the left.

Right Movement: These images show instances where the drone should turn or move to the right.





Image Preprocessing:



Reading Images: Use an appropriate library to read and load the images from the folder into a digital format.

Resizing and Normalizing: Standardize the size of the images and normalize the pixel values to ensure consistent input for the analysis model.

Labeling: Assign labels to each image based on its movement category (forward, left, right).





Data Storage:



Store the preprocessed images in a digital array, with each image associated with its respective label. This array will serve as the dataset for further analysis.





Analysis and Prediction:



Feature Extraction: Extract relevant features from the images, such as edges, shapes, and textures, which are indicative of the movement type.

Model Training: Use machine learning algorithms to train a predictive model on the labeled dataset. This model will learn to recognize patterns corresponding to each movement type.

Prediction: Utilize the trained model to analyze new images and predict the drone’s next action based on the detected patterns.





Applications:



Real-Time Navigation: Implement the predictive model in the drone’s navigation system to enable real-time decision-making based on visual inputs.

Autonomous Operations: Enhance the drone’s autonomous capabilities by integrating the model with other sensors and control systems for seamless movement.




This dataset is sourced from Kaggle.