cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/wpacards-ouc11549283
title: WPA household census for 6624 AJAX 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-ouc11549301
title: WPA household census for 6524 AJAX 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.uyk4ch
title: Occurrence Download

description: A dataset containing 160929 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Acacia"
 ]
}

 The dataset includes 160929 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006455-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/wpacards-ouc11549304
title: WPA household census for 6518 AJAX 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-ouc11549251
title: WPA household census for 6501 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-c8-154000
title: WPA household census for 6159 MAYFLOWER 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-c8-154006
title: WPA household census for 6152 1/2 PROSPECT 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.6eyxe4
title: Occurrence Download

description: A dataset containing 15154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Machaeropterus striolatus",
 "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 15154 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006477-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/wpacards-ouc11551525
title: WPA household census for 6142 PROSPECT 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-c8-154012
title: WPA household census for 6142 PROSPECT 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: 10.5281/zenodo.18755359
title: THE EFFICACY OF TRADITIONAL MEDICINE METHODS IN KNEE JOINT OSTEOARTHRITIS

description: To scientifically evaluate the clinical efficacy of applying acupuncture and physiotherapy methods as an adjunct to standard pharmacological treatment in patients suffering from knee joint osteoarthritis.
DOI: 10.25549/wpacards-c8-154015
title: WPA household census for 6120 PROSPECT 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: 10.5281/zenodo.18755358
title: THE EFFICACY OF TRADITIONAL MEDICINE METHODS IN KNEE JOINT OSTEOARTHRITIS

description: To scientifically evaluate the clinical efficacy of applying acupuncture and physiotherapy methods as an adjunct to standard pharmacological treatment in patients suffering from knee joint osteoarthritis.
DOI: 10.25549/wpacards-ouc11547873
title: WPA household census for 5936 GAGE 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-c8-151845
title: WPA household census for 5950 GAGE 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-ouc11547744
title: WPA household census for 5948 GAGE 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-c8-151848
title: WPA household census for 5948 GAGE 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: 10.5281/zenodo.17854235
title: DREAM5 - Gene Network Inference

description: The DREAM5 transcriptional network inference challenge from Marbach et al. (2012) addressed the biological problem of reconstructing gene regulatory networks from high-throughput expression data. In it, over 30 computational methods were benchmarked on E. coli, S. aureus, S. cerevisiae, and simulated data to evaluate their ability to infer transcriptional interactions. All necessary challenge data, predictions, and consensus networks are provided in this record.

 

Task: The dataset can be used to study causal discovery algorithms.

 

Summary: 



Size of collection: Four gene expression datasets on Escherichia coli (4,511 Genes), Staphylococcus aureus (2,810 Genes), Saccharomyces cerevisiae (5,950 Genes) and in silico (1,643 Genes).

Task: Causal Discovery Problem

Data Type: Mixed Data

Dataset Scope: Collection of Datasets

Ground Truth: Unknown Graph / Known Graph

Temporal Structure: Static Data

License: CC BY-ND 4.0

Missing Values: No Missing Values


 

Missingness Statement: There are no missing values.

 

Files:



Text_and_Figures.pdf: The supplementary notes to the Nature Methods article. It contains (A) the DREAM5 network inference challenge description, (B) the gene expression compendia, (C) the gold standards and (D) methodological insights and analyses.

1_Challenge_Data_Supplement.zip: This directory contains the input data, gold standards, and true gene names for the four networks of the challenge. In addition, the Matlab scripts used for the prediction assessment are included.

2_DREAM5_method_scores_Supplement.xls: This .xls file summarizes the AUPR, AUROC and overall score of the competitor methods.

3_DREAM5_network_predictions_Supplement.zip: The complete set of network predictions submitted by the 29 challenge participants. Predictions from the 6 off-the-shelf methods and the community integration are also included. These predictions were evaluated using the gold standards and scripts provided in Supplementary File 1.

4_EColi_SAureus_SCerevisiae_all_predictions_Supplement.zip: Community networks for E. coli, S. aureus, S. cerevisiae, and the in silico compendium, obtained by integrating the predictions of all 29 submissions of the DREAM5 network inference challenge.

5_EColi_SAureus_SCerevisiae_50_perc_precision_Supplement.zip: This folder contains the E. coli and S. aureus community networks at 50% precision cutoff as a .cys Cytoscape Seccion file.

6_EColi_SAureus_network_modules_Supplement.xls: The enriched list of network clusters from the E.coli network predicted to have greater than 50% precision.

7_EColi_experimental_support_Supplement.xls: E. coli experimental support for tested interactions.
DOI: 10.5281/zenodo.17854236
title: DREAM5 - Gene Network Inference

description: The DREAM5 transcriptional network inference challenge from Marbach et al. (2012) addressed the biological problem of reconstructing gene regulatory networks from high-throughput expression data. In it, over 30 computational methods were benchmarked on E. coli, S. aureus, S. cerevisiae, and simulated data to evaluate their ability to infer transcriptional interactions. All necessary challenge data, predictions, and consensus networks are provided in this record.

 

Task: The dataset can be used to study causal discovery algorithms.

 

Summary: 



Size of collection: Four gene expression datasets on Escherichia coli (4,511 Genes), Staphylococcus aureus (2,810 Genes), Saccharomyces cerevisiae (5,950 Genes) and in silico (1,643 Genes).

Task: Causal Discovery Problem

Data Type: Mixed Data

Dataset Scope: Collection of Datasets

Ground Truth: Unknown Graph / Known Graph

Temporal Structure: Static Data

License: CC BY-ND 4.0

Missing Values: No Missing Values


 

Missingness Statement: There are no missing values.

 

Files:



Text_and_Figures.pdf: The supplementary notes to the Nature Methods article. It contains (A) the DREAM5 network inference challenge description, (B) the gene expression compendia, (C) the gold standards and (D) methodological insights and analyses.

1_Challenge_Data_Supplement.zip: This directory contains the input data, gold standards, and true gene names for the four networks of the challenge. In addition, the Matlab scripts used for the prediction assessment are included.

2_DREAM5_method_scores_Supplement.xls: This .xls file summarizes the AUPR, AUROC and overall score of the competitor methods.

3_DREAM5_network_predictions_Supplement.zip: The complete set of network predictions submitted by the 29 challenge participants. Predictions from the 6 off-the-shelf methods and the community integration are also included. These predictions were evaluated using the gold standards and scripts provided in Supplementary File 1.

4_EColi_SAureus_SCerevisiae_all_predictions_Supplement.zip: Community networks for E. coli, S. aureus, S. cerevisiae, and the in silico compendium, obtained by integrating the predictions of all 29 submissions of the DREAM5 network inference challenge.

5_EColi_SAureus_SCerevisiae_50_perc_precision_Supplement.zip: This folder contains the E. coli and S. aureus community networks at 50% precision cutoff as a .cys Cytoscape Seccion file.

6_EColi_SAureus_network_modules_Supplement.xls: The enriched list of network clusters from the E.coli network predicted to have greater than 50% precision.

7_EColi_experimental_support_Supplement.xls: E. coli experimental support for tested interactions.
DOI: 10.15468/dl.545gm3
title: Occurrence Download

description: A dataset containing 3151557 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Observation.org, Nature data from around the World",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is NT"
 ]
}

 The dataset includes 3151557 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006454-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/wpacards-ouc11548158
title: WPA household census for 5958 GAGE 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-c8-156055
title: WPA household census for 674 MCBRIDE 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-c8-156058
title: WPA household census for 672 MCBRIDE 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-ouc11554779
title: WPA household census for 654 MCBRIDE 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-ouc11554852
title: WPA household census for 652 MCBRIDE 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.kbvdpr
title: Occurrence Download

description: A dataset containing 214 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 Siphonandra"
 ]
}

 The dataset includes 214 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006479-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/wpacards-ouc11554709
title: WPA household census for 630 MCBRIDE 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.