cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15902604
title: Clouds over Delhi-NCR: Three-Year Analysis of Cloud Base Height, Types, and Seasonal Variability from Ceilometer Depolarization Measurements

description: This dataset contains two CSV files used in the associated manuscript, as described below:

 

1. AWS_20220401_20241231.csv

 

This file contains meteorological data recorded by the Automatic Weather Station (AWS) installed at the Centre for Atmospheric Sciences – Atmospheric Observatory (CAS-AO), located at IIT Delhi's remote campus in Sonipat, Haryana.

 

The file includes the following variables:





Date_Time: Timestamp in Indian Standard Time (IST)

Wind_Spd: Wind speed (m/s)

Wind_Dir: Wind direction (degrees)

Air_Temp: Air temperature (°C)

Rel_Hum: Relative humidity (%)

Atm_Pres: Atmospheric pressure (mbar)

Global_Rad: Global solar radiation (W/m²)

DiffuseRad: Diffuse solar radiation (W/m²)

DirectRad: Direct solar radiation (W/m²)

Rain: Precipitation (mm)



The data spans the period from April 1, 2022 to December 31, 2024, with a 5-minute temporal resolution.

 



2. Depol_beta_CBH.csv

 

This file contains ceilometer-derived cloud base height (CBH) data along with corresponding attenuated backscatter coefficients and depolarization ratios. The data were obtained using a Vaisala CL61 ceilometer installed at the CAS–AO site in Sonipat.

 

The file includes the following columns:





Date_Time: Timestamp in Indian Standard Time (IST)

CBH1 to CBH5: Cloud base heights for up to five detected cloud layers (in kilometers)

Beta1 to Beta5: Attenuated backscatter coefficients corresponding to each CBH (in arbitrary units)

Depol1 to Depol5: Depolarization ratios (in %) corresponding to each CBH



The dataset spans the period from November 1, 2021 to December 31, 2024. Data from November 1, 2021 to September 9, 2022, 14:53 IST is available at a 1-minute resolution. From September 9, 2022, 14:54 IST onward, data is available at a 5-minute resolution.
DOI: 10.5281/zenodo.15902605
title: Clouds over Delhi-NCR: Three-Year Analysis of Cloud Base Height, Types, and Seasonal Variability from Ceilometer Depolarization Measurements

description: This dataset contains two CSV files used in the associated manuscript, as described below:

 

1. AWS_20220401_20241231.csv

 

This file contains meteorological data recorded by the Automatic Weather Station (AWS) installed at the Centre for Atmospheric Sciences – Atmospheric Observatory (CAS-AO), located at IIT Delhi's remote campus in Sonipat, Haryana.

 

The file includes the following variables:





Date_Time: Timestamp in Indian Standard Time (IST)

Wind_Spd: Wind speed (m/s)

Wind_Dir: Wind direction (degrees)

Air_Temp: Air temperature (°C)

Rel_Hum: Relative humidity (%)

Atm_Pres: Atmospheric pressure (mbar)

Global_Rad: Global solar radiation (W/m²)

DiffuseRad: Diffuse solar radiation (W/m²)

DirectRad: Direct solar radiation (W/m²)

Rain: Precipitation (mm)



The data spans the period from April 1, 2022 to December 31, 2024, with a 5-minute temporal resolution.

 



2. Depol_beta_CBH.csv

 

This file contains ceilometer-derived cloud base height (CBH) data along with corresponding attenuated backscatter coefficients and depolarization ratios. The data were obtained using a Vaisala CL61 ceilometer installed at the CAS–AO site in Sonipat.

 

The file includes the following columns:





Date_Time: Timestamp in Indian Standard Time (IST)

CBH1 to CBH5: Cloud base heights for up to five detected cloud layers (in kilometers)

Beta1 to Beta5: Attenuated backscatter coefficients corresponding to each CBH (in arbitrary units)

Depol1 to Depol5: Depolarization ratios (in %) corresponding to each CBH



The dataset spans the period from November 1, 2021 to December 31, 2024. Data from November 1, 2021 to September 9, 2022, 14:53 IST is available at a 1-minute resolution. From September 9, 2022, 14:54 IST onward, data is available at a 5-minute resolution.
DOI: 10.25549/wpacards-c8-164715
title: WPA household census for 1358 MCDONNELL AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-c8-169
title: WPA blocklist of household censuses for Whittier, Townsend, Verona, Ditman Streets

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-c8-224
title: WPA blocklist of household censuses for Triggs, Marianna, Lovett, Sunol Streets

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-c8-152
title: WPA blocklist of household censuses for Gratian, LaVerne, 4th, Ferris Streets

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-c8-100
title: WPA blocklist of household censuses for 5th, Indiana, Eagle, Ditman Streets

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-c8-142
title: WPA blocklist of household censuses for Strang, Arizona, McDonnell, Eagle, Wyman Streets

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11588024
title: WPA household census for 1416 MCDONNELL AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.17026/ls/3146qy
title: Datasets and scripts for "Empirically-based estimates of soil organic carbon gains after ecosystem restoration and their global climate benefits"

description: Datasets and scripts for "Empirically-based estimates of soil organic carbon gains after ecosystem restoration and their global climate benefits". These scripts were used to estimate the global carbon sequestration potential in SOC of forest and grassland restoration. We combined current SOC levels on degraded land area available for restoration with empirically-derived SOC increase factors at ecosystem scale. We provide spatially-explicit estimates of SOC sequestration potential, absolute and per hectare. We also assess the carbon sequestration potential achievable under national forest restoration pledges across four major resolutions.
DOI: 10.25549/wpacards-c8-164697
title: WPA household census for 1416 MCDONNELL AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.25549/wpacards-ouc11588078
title: WPA household census for 2317 CONNOR AVE, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.15468/dl.mccfv4
title: Occurrence Download

description: A dataset containing 273 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Lutjanus peru"
 ]
}

 The dataset includes 273 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007081-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/wpacards-ouc11588163
title: WPA household census for 2320 DENNIS ST, Los Angeles County

description: The Works Progress Administration Los Angeles Household Census Cards collection dates from 1939. The physical cards which number nearly half a million items are owned by the USC Libraries. More than a quarter of the collection has been digitized.The household survey cards (or "dwelling schedules"), one for each street address in greater Los Angeles, document a wide variety of information ranging from the type of dwelling, the value of the property, the monthly rent or mortgage, to whether or not there were flush toilets. While these cards form the bulk of the collection, other digitized documents include "block face cards" and "block lists" -- documenting the census process.
DOI: 10.15468/dl.q4jact
title: Occurrence Download

description: A dataset containing 74564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Daucus carota",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 74564 records from 442 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007034-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/4ep0-fh52
title: Bit Masking Accelerated Optimization Dataset

description: This dataset selects the CIFAR-10 small-scale general object recognition dataset, which contains a total of 60,000 RGB color images with a size of 32×32, belonging to 10 categories. The dataset is divided into a training set of 40,000 images, a testing set of 10,000 images, and a validation set of 10,000 images. The images in the dataset are processed with bit masking, and the image classification results are compared with those of the original dataset, providing an experimental basis for the study of how bit masking improves the accuracy and speed of the algorithm.
DOI: 10.5281/zenodo.17330408
title: E-Commerce Platform Switching Clickstream Dataset

description: The dataset used in this study consists of sequential clickstream data gathered from three leading Indonesian e-commerce platforms (Shopee, Tokopedia, and TikTok Shop) covering a six-month period from January to June 2024. It contains 500,847 anonymized user sessions representing 6.5 million total events and approximately 35,000 cross-platform switching events. The data were collected using Python-based web scraping frameworks (Selenium, Beautiful Soup, Scrapy) under strict compliance with each platform’s terms of service. Each session records detailed behavioral features, including browsing patterns, product engagement, social commerce interactions, and transaction activities. All user identifiers were fully anonymized, and no personally identifiable information was stored, ensuring ethical and privacy-compliant analysis of digital consumer behavior.
DOI: 10.5281/zenodo.17330409
title: E-Commerce Platform Switching Clickstream Dataset

description: The dataset used in this study consists of sequential clickstream data gathered from three leading Indonesian e-commerce platforms (Shopee, Tokopedia, and TikTok Shop) covering a six-month period from January to June 2024. It contains 500,847 anonymized user sessions representing 6.5 million total events and approximately 35,000 cross-platform switching events. The data were collected using Python-based web scraping frameworks (Selenium, Beautiful Soup, Scrapy) under strict compliance with each platform’s terms of service. Each session records detailed behavioral features, including browsing patterns, product engagement, social commerce interactions, and transaction activities. All user identifiers were fully anonymized, and no personally identifiable information was stored, ensuring ethical and privacy-compliant analysis of digital consumer behavior.
DOI: 10.15468/dl.5qfcrx
title: Occurrence Download

description: A dataset containing 268709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "Country is Finland",
 "Geometry POLYGON((18.8286 62.28636,34.6802 62.28636,34.6802 71.14601,18.8286 71.14601,18.8286 62.28636))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Parus major",
 "Year 1990-2020"
 ]
}

 The dataset includes 268709 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009868-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22008/fk2/iw73uu/wvswul
title: ZAC_A_day.nc

description: Uploaded with pyDataverse 2025-11-17 09:59
DOI: 10.22008/fk2/iw73uu/t7z8tr
title: ZAC_A_month.nc

description: Uploaded with pyDataverse 2025-11-17 09:59
DOI: 10.22008/fk2/iw73uu/quvj0f
title: ZAC_A_hour.csv

description: Uploaded with pyDataverse 2025-11-17 10:00
DOI: 10.22008/fk2/iw73uu/sqa6w9
title: ZAC_A_hour.nc

description: Uploaded with pyDataverse 2025-11-17 10:00
DOI: 10.22008/fk2/iw73uu/wnyb7i
title: UPE_L_day.csv

description: Uploaded with pyDataverse 2025-11-17 10:00
DOI: 10.22008/fk2/iw73uu/7rdwvw
title: UPE_L_day.nc

description: Uploaded with pyDataverse 2025-11-17 10:01
DOI: 10.22008/fk2/iw73uu/nn4itt
title: UPE_L_hour.csv

description: Uploaded with pyDataverse 2025-11-17 10:01
DOI: 10.22008/fk2/iw73uu/odbxfa
title: UPE_L_hour.nc

description: Uploaded with pyDataverse 2025-11-17 10:01
DOI: 10.22008/fk2/iw73uu/e6jfpt
title: UPE_L_month.csv

description: Uploaded with pyDataverse 2025-11-17 10:02
DOI: 10.22008/fk2/iw73uu/iuqxsq
title: UPE_L_month.nc

description: Uploaded with pyDataverse 2025-11-17 10:02
DOI: 10.22008/fk2/iw73uu/a6t5fw
title: THU_L2_month.nc

description: Uploaded with pyDataverse 2025-11-17 10:02
DOI: 10.22008/fk2/iw73uu/mcfluf
title: THU_L2_day.csv

description: Uploaded with pyDataverse 2025-11-17 10:02
DOI: 10.22008/fk2/iw73uu/hqsdu6
title: THU_L2_day.nc

description: Uploaded with pyDataverse 2025-11-17 10:03
DOI: 10.22008/fk2/iw73uu/in5ata
title: THU_L2_hour.nc

description: Uploaded with pyDataverse 2025-11-17 10:03
DOI: 10.22008/fk2/iw73uu/h8yyor
title: THU_L2_month.csv

description: Uploaded with pyDataverse 2025-11-17 10:03
DOI: 10.22008/fk2/iw73uu/urdq96
title: THU_L2_hour.csv

description: Uploaded with pyDataverse 2025-11-17 10:04
DOI: 10.22008/fk2/iw73uu/zfmioo
title: SWC_day.nc

description: Uploaded with pyDataverse 2025-11-17 10:04
DOI: 10.22008/fk2/iw73uu/2m6034
title: SWC_month.nc

description: Uploaded with pyDataverse 2025-11-17 10:04
DOI: 10.22008/fk2/iw73uu/1pbyxt
title: SWC_month.csv

description: Uploaded with pyDataverse 2025-11-17 10:05
DOI: 10.22008/fk2/iw73uu/p5jvba
title: SWC_day.csv

description: Uploaded with pyDataverse 2025-11-17 10:05
DOI: 10.17630/d12e92c7-3f42-45df-85b3-3ee3f3067bac
title: Computer simulations of a dynamic sodium pump-mediated hyperpolarization and short-term motor memory in the spinal locomotor network of Xenopus frog tadpoles (software)

description: Neurosim param files.zip: Parameter files for models used in computer simulation. Requires the proprietary software Neurosim (https://www.st-andrews.ac.uk/~wjh/neurosim) to run. 
Dataview files.zip: Files containing physiological data. Requires the DataView software (https://www.st-andrews.ac.uk/~wjh/dataview/) to run.
DOI: 10.5517/cc6tbv5
title: CCDC 203107: Experimental Crystal Structure Determination

description: Related Article: O.Crespo, V.V.Brusko, M.C.Gimeno, M.L.Tornil, A.Laguna, N.G.Zabirov|2004|Eur.J.Inorg.Chem.|2004|423|doi:10.1002/ejic.200300328
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6x1w0
title: CCDC 205712: Experimental Crystal Structure Determination

description: Related Article: A.Eichhofer, P.Deglmann|2004|Eur.J.Inorg.Chem.|2004|349|doi:10.1002/ejic.200300447
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.wt6z86
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tinamiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((90 -80,100 -80,100 -70,90 -70,90 -80))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018360-251009101135966/datasets/export for details.
DOI: 10.5517/cc6tbw6
title: CCDC 203108: Experimental Crystal Structure Determination

description: Related Article: O.Crespo, V.V.Brusko, M.C.Gimeno, M.L.Tornil, A.Laguna, N.G.Zabirov|2004|Eur.J.Inorg.Chem.|2004|423|doi:10.1002/ejic.200300328
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc6zpc6
title: CCDC 208238: Experimental Crystal Structure Determination

description: Related Article: A.Otero, J.Fernandez-Baeza, A.Antinolo, J.Tejeda, A.Lara-Sanchez, L.Sanchez-Barba, A.M.Rodriguez|2004|Eur.J.Inorg.Chem.|2004|260|doi:10.1002/ejic.200300451
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.