labor
Datasets
All datasets matching “labor”labor-demand-index
Chainticks Labor Demand Index
An agent-friendly labor-demand panel for finding where organizations are still trying to hire humans for work that may be automatable.
This dataset intentionally publishes aggregates and official public-domain series only:
official_labor_timeseries: BLS JOLTS monthly openings, hires, quits, layoffs/discharges, and separations by US sector (latest revision).
jolts_sector_metrics: derived vacancy/hire, quit/hire, separation/hire, and YoY openings… See the full description on the dataset page: https://huggingface.co/datasets/Chainticks/labor-demand-index.vietspeech-train-streamingdynamic_systems_pretrain
Example Code for Using the Dataset
import numpy as np
from torch.utils.data import Dataset
from datasets import load_dataset
class PretrainDataset(Dataset):
def __init__(self, window_size=4096, nvar=11):
self.window_size = window_size
self.nvar = nvar
# init dataset
self.ds = load_dataset("mosaic-laboratory/dynamic_systems_pretrain")
def __len__(self):
return sum([len(self.ds[k]) for k in self.ds.keys()])
def __getitem__(self… See the full description on the dataset page: https://huggingface.co/datasets/mosaic-laboratory/dynamic_systems_pretrain.Long-RVOS
Long-RVOS: A Comprehensive Benchmark for Long-term Referring Video Object Segmentation
GitHub Repository: https://github.com/iSEE-Laboratory/Long_RVOS
Project Page: https://isee-laboratory.github.io/Long-RVOS/
Paper: arXiv:2505.12702
Dataset Description
Dataset Summary
Long-RVOS is the first large-scale long-term referring video object segmentation benchmark, containing 2,000+ videos with an average duration exceeding 60 seconds. The dataset addresses… See the full description on the dataset page: https://huggingface.co/datasets/iSEE-Laboratory/Long-RVOS.feasibility-cn-en
Feasibility Chinese → English
Full CoVoST 2 zh-CN → en subset, packaged for diffusion-speech-recognition.
Split
Examples
Audio hours
train
7,085
10.44
validation
4,843
7.90
test
4,898
8.24
Schema
id: string, unique WAV filename; equals audio.path for the project's ID-to-audio mapping.
chinese: original Chinese transcript, preserved without normalization.
english: official English translation, preserved without normalization.
audio: Hugging… See the full description on the dataset page: https://huggingface.co/datasets/aiai-laboratory/feasibility-cn-en.vn-provinces-labor-force-age-15-plus
Vietnam provinces labor force aged 15 and over
Provincial and regional labor force aged 15 years and over (thousand persons). Coverage 2005 and 2007-2024. Year 2024 is preliminary. Includes historical Ha Tay where present in the source. Tables cover provinces, regions and national total. Geographic labels are English (UN/GSO style ASCII romanization). Province names follow ar_core.vn_geo (historical 63-province system).
Figures
Hero
Hero (continued)
Comparison… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-labor-force-age-15-plus.