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724 results for “german”
German Twitter Data on Occupations
<h1>Background</h1> <p>There are many valuable insights on jobs and professions in different sectors of society based on their imminent and ascribed characteristics. Studying such characteristics traditionally was done by action research, surveys, questionnaires, etc. which typically take much time and resources to be concluded. This dataset accompanies our studies where we examine vocational education and training data on Twitter. We presented a generic framework to retrieve, process and analyze tweets, and discussed research questions from computational social science: For example, how can we make Twitter data interoperable to other<br>available resources, e.g. classifications of occupations, tools and skills? Second, do we have enough data to process job collocational prestige analysis on a geographical basis? This presents a novel approach towards labor market research, making novel data interoperable which has not been considered in previous literature. Our approach and pipeline is generic and could be easily extended to other languages. It also contributes to prestige research by widening the question of ascribed prestige to the question of how information on occupations is collocated and what these contextualization tell us about how occupations are seen.</p> <h1>Data</h1> <p>This dataset contains the metadata related to 3,407,481 tweets (2007-2023). However, according to Twitter/X rules of data protection, we do not publish any data retrieved by their API. This dataset contains a unique id (not the tweet id), a job_id related to KldB (Klassifikation der Berufe), a job_title linked to that tweet, a timestamp and a sentiment. </p> <h1>Contact</h1> <p>Please contact us if you have questions or want to use this dataset.</p>
Well-Being and PTSD in German emergency medical services – a nationwide cross-sectional survey
<p>In a nationwide German cross-sectional questionnaire survey we collected data on ambulance workers to search for indicators of depression, PTSD and possible underlying risk factors.</p> <p>We used the 5-item World Health Organization Well-Being Index (WHO-5) and the Short Screening Scale for DSM-IV-PTSD to assess well-being and search for indicators of depression and PTSD.</p> <p>This file contains the underlying data set as a result of the online questionnaire.</p>
Data and R code for "Network analysis of workshop activities reveals increasing transdisciplinarity of German biodiversity research community"
<p>This is the dataset and all files needed to re-run the R analysis in " Network analysis of workshop activities reveals increasing transdisciplinarity of German biodiversity research community ".</p>
A one percent sample of German Twitter retweet traffic
<p>This dataset includes a one percent sample of German-language Twitter retweets in Twitter raw data format. For each day, all retweets are stored in json data format (one entry per line).</p> <p>The dataset was recorded using Tweepy and exported from a MongoDB database. It is intended to be imported into a MongoDB database to run analytical queries. It is not intended to be processed as is.</p> <p>The dataset covers 60 consecutive days and ends on 01/25/2023.</p> <p>The dataset was recorded as part of this study.</p> <p> </p> <p>Kratzke, N. How to Find Orchestrated Trolls? A Case Study on Identifying Polarized Twitter Echo Chambers. <em>Computers</em> <strong>2023</strong>, <em>12</em>, 57. https://doi.org/10.3390/computers12030057</p>
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.