cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/wpacards-c8-153484
title: WPA household census for 5919 LUBEC STREET, 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: 10.5281/zenodo.18755386
title: Φsat-2 Multispectral L0–L1 Dataset for Domain Adaptation and Onboard Deep Learning

description: Overview

This dataset contains multispectral Level-0 and Level-1 acquisitions from the Φsat-2 satellite, downloaded from the INSULA platform (https://phisat2.insula.earth/perception/). The Φsat-2 satellite is provided with a MultiScape100 CIS camera. The sensor is a multispectral push-broom imager primarily designed for earth observation applications as a primary payload for microsatellites like CubeSats. It is based on a CMOS imaging sensor and a 8-band multispectral filter in the visible and near-infrared (VNIR) spectral range.

Each acquisition includes 8 spectral bands, metadata, and manually curated scene-level annotations. The dataset provides acquisition-level train/validation/test splits and can support research in raw multispectral data analysis, domain gap studies, onboard AI deep learning applications (e.g., data compression, cloud detection).

The dataset is organized into two main directories (L0 and L1). There is a one-to-one correspondence between acquisitions in L0 and L1.

For distribution purposes, L0 and L1 data are released as two separate records (phisat2_L0, phisat2_L1). This record contains L1 files. 

L0 files, manual annotations and readme are available at: https://zenodo.org/records/18746355 

 

Level-0 Data (L0)

Each L0 acquisition folder contains:



8 multispectral bands (TIFF format)

8 thumbnail band images (TN)

1 RGB thumbnail


L0 images represent raw sensor-domain data converted from original binary packets.

 

Level-1 Data (L1)

Each L1 acquisition folder includes: 



L1/Session_<ID>/bands/ -> Spectral bands. It includes:



8 radiometrically processed bands

1 BC (Band Coregistered) image



L1/Session_<ID>/geolocation/ -> Geolocation file

L1/Session_<ID>/logs -> Detailed Level-1C processing reports (including geolocation, radiometric corrections, denoising, and band coregistration steps with timing and shift information)

Spacecraft Attitude and Orbit (L1/Session_<ID>/AOCS.json)

Session Metadata (L1/Session_<ID>/session_<id>_metadata.json)


 

Manual annotations

Each acquisition was manually labeled. The file acquisition_info.csv provides scene-level annotations for each acquisition. Columns Description:



session_id: Unique acquisition ID

artifacts : 1 if visual or histogram anomalies are present (e.g., stripe noise, band misalignment)

corrupted_bands: 1 if corrupted bands exist

corrupted_bands_id: Identifier of affected band (if applicable, [0-7])

tag: Comma-separated macro land cover labels

lat: Scene center approximate latitude (WGS84)

lon: Scene center approximate longitude (WGS84)

split: train / val / test


For land cover tags, possible tags include: land, urban, vegetation, desert, coastal_area, sea, inland_water, soil, snow, cloud. Tags are not mutually exclusive.

For dataset splitting, the split is acquisition-level and ensures no overlap between subsets. Each split contains balanced land cover classes. Split ratio: 70% training, 20% validation, 10% testing.
DOI: 10.5281/zenodo.18755387
title: Φsat-2 Multispectral L0–L1 Dataset for Domain Adaptation and Onboard Deep Learning

description: Overview

This dataset contains multispectral Level-0 and Level-1 acquisitions from the Φsat-2 satellite, downloaded from the INSULA platform (https://phisat2.insula.earth/perception/). The Φsat-2 satellite is provided with a MultiScape100 CIS camera. The sensor is a multispectral push-broom imager primarily designed for earth observation applications as a primary payload for microsatellites like CubeSats. It is based on a CMOS imaging sensor and a 8-band multispectral filter in the visible and near-infrared (VNIR) spectral range.

Each acquisition includes 8 spectral bands, metadata, and manually curated scene-level annotations. The dataset provides acquisition-level train/validation/test splits and can support research in raw multispectral data analysis, domain gap studies, onboard AI deep learning applications (e.g., data compression, cloud detection).

The dataset is organized into two main directories (L0 and L1). There is a one-to-one correspondence between acquisitions in L0 and L1.

For distribution purposes, L0 and L1 data are released as two separate records (phisat2_L0, phisat2_L1). This record contains L1 files. 

L0 files, manual annotations and readme are available at: https://zenodo.org/records/18746355 

 

Level-0 Data (L0)

Each L0 acquisition folder contains:



8 multispectral bands (TIFF format)

8 thumbnail band images (TN)

1 RGB thumbnail


L0 images represent raw sensor-domain data converted from original binary packets.

 

Level-1 Data (L1)

Each L1 acquisition folder includes: 



L1/Session_<ID>/bands/ -> Spectral bands. It includes:



8 radiometrically processed bands

1 BC (Band Coregistered) image



L1/Session_<ID>/geolocation/ -> Geolocation file

L1/Session_<ID>/logs -> Detailed Level-1C processing reports (including geolocation, radiometric corrections, denoising, and band coregistration steps with timing and shift information)

Spacecraft Attitude and Orbit (L1/Session_<ID>/AOCS.json)

Session Metadata (L1/Session_<ID>/session_<id>_metadata.json)


 

Manual annotations

Each acquisition was manually labeled. The file acquisition_info.csv provides scene-level annotations for each acquisition. Columns Description:



session_id: Unique acquisition ID

artifacts : 1 if visual or histogram anomalies are present (e.g., stripe noise, band misalignment)

corrupted_bands: 1 if corrupted bands exist

corrupted_bands_id: Identifier of affected band (if applicable, [0-7])

tag: Comma-separated macro land cover labels

lat: Scene center approximate latitude (WGS84)

lon: Scene center approximate longitude (WGS84)

split: train / val / test


For land cover tags, possible tags include: land, urban, vegetation, desert, coastal_area, sea, inland_water, soil, snow, cloud. Tags are not mutually exclusive.

For dataset splitting, the split is acquisition-level and ensures no overlap between subsets. Each split contains balanced land cover classes. Split ratio: 70% training, 20% validation, 10% testing.
DOI: 10.25549/wpacards-ouc11549516
title: WPA household census for 6616 EL SALINDA 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-c8-153496
title: WPA household census for 6608 EL SALINDA 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-ouc11549415
title: WPA household census for 6550 EL SALINDA 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-c8-153502
title: WPA household census for 6550 EL SALINDA 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-c8-153727
title: WPA household census for 4910 EAST 59TH PLACE, 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-c8-153760
title: WPA household census for 6019 PINE 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-c8-153745
title: WPA household census for 4963 EAST 60TH STREET, 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-ouc11551364
title: WPA household census for 6010 HELITROPE CIRCLE, 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-c8-153748
title: WPA household census for 4951 EAST 60TH STREET, 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-ouc11550310
title: WPA household census for 4625 EAST 59TH PLACE, 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-ouc11550283
title: WPA household census for 4749 EAST SLAUSON 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-ouc11550275
title: WPA household census for 4926A EAST SLAUSON 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-c8-153532
title: WPA household census for 4926A EAST SLAUSON 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-ouc11550458
title: WPA household census for 4931 EAST 59TH STREET, 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-c8-153568
title: WPA household census for 5931 ATLANTIC BLVD, 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.xgvqnf
title: Occurrence Download

description: A dataset containing 674 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malacoptila fusca",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2026",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 674 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006549-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/wpacards-c8-153577
title: WPA household census for 4439 EAST 60TH STREET, 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-c8-153586
title: WPA household census for 4407 EAST 60TH STREET, 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-c8-153589
title: WPA household census for 4524 EAST 59TH PLACE, 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: 10.34810/data3036
title: Bibliographic data from a systematic review on the theoretical foundations of honor-based violence

description: References included in a systematic review on the theoretical foundations explaining honor-based violence and the associated institutional responses. The recorded references correspond to the final 40 articles included in a systematic review conducted in accordance with the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) statement. The review included studies indexed in the Scopus and Web of Science databases, published between 2016 and 2023, that explicitly addressed honor-based violence from culturalist approaches, gender-based violence perspectives, or mixed frameworks. These references constitute the documentary and analytical basis of the review.
DOI: 10.25549/wpacards-c8-153592
title: WPA household census for 4552 EAST 59TH PLACE, 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.