The CASTNET Download Data module allows users to select, view, and download CASTNET data (Raw, Aggregate, Modeled & Factual Data) based on user selections.

CASTNET sites are located in or near rural areas and sensitive ecosystems collecting data on ambient levels of pollutants where urban influences are minimal. CASTNET, which was initiated in 1986, is able to provide data needed to assess and report on geographic patterns and long-term temporal trends in ambient air pollution and dry atmospheric deposition. CASTNET can also be used to track changes in measurements associated with climate change (such as temperature and precipitation).

The Fox News Dataset is a comprehensive collection of over 1 million news articles, offering an unparalleled resource for analyzing media narratives, public discourse, and political trends. Covering articles up to the year 2023, this dataset is a treasure trove for researchers, analysts, and businesses interested in gaining deeper insights into the topics and trends covered by Fox News.

Key Features of the Fox News Dataset

• Extensive Coverage: Contains more than 1 million articles spanning various topics and events up to 2023.
• Research-Ready: Perfect for text classification, natural language processing (NLP), and other research purposes.
• Format: Provided in CSV format for seamless integration into analytical and research tools.

Why Use This Dataset?

This large dataset is ideal for:

• Text Classification: Develop machine learning models to classify and categorize news content.
• Natural Language Processing (NLP): Conduct sentiment analysis, keyword extraction, or topic modeling.
• Media and Political Research: Analyze media narratives, public opinion, and political trends reflected in Fox News articles.
• Trend Analysis: Identify shifts in public discourse and media focus over time.

Explore More News Datasets

Discover additional resources for your research needs by visiting our news dataset collection. These datasets are tailored to support diverse analytical applications, including sentiment analysis and trend modeling.

The Fox News Dataset is a must-have for anyone interested in exploring large-scale media data and leveraging it for advanced analysis. Ready to dive into this wealth of information? Download the dataset now in CSV format and start uncovering the stories behind the headlines.

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In this market, the key players are leveraging the talent management software market rising popularity of mobile-based talent management software which are driving the market growth during the forecast period.

This detailed trend analysis helps the new and established market players to access their current strategies and substitute them according to the new trends. For more information on the key market drivers, trends, and challenges click here.

This product presents comparable time-series data for a range of health indicators from a number of sources including the Canadian Community Health Survey, Vital Statistics, and Canadian Cancer Registry.

This data release contains Mann-Kendall trend results (p-values and Theil-Sen slope values) of water use data in either 8-digit Hydrologic Unit Code (HUC08) or Van Metre hydrologic regions across the conterminous United States (CONUS) for the period 2000-2020. Trends are computed for 7 timesteps: annual, winter (Dec, Jan, Feb), spring (Mar, Apr, May), summer (Jun, Jul, Aug), fall (Sep, Oct, Nov), high (Apr-Sep), and low (Oct-Mar) from three monthly HUC12 water-use datasets: public supply (Luukkonen, and others, 2023), irrigation (Martin, and others, 2023; Haynes and others, 2023), and thermoelectric (Galanter, and others, 2023; Gorman and others, 2023). Trends are computed on withdrawals, consumptive use, and the ratio of consumptive use to total withdrawal types for each of the three water use categories. In addition, trends were calculated for all withdrawals across the three categories (summing HUC12 datasets). Trends in thermoelectric data and all withdrawals are limited to the period 2008-2020. In addition to the trends data in “trends_modelled_wateruse.csv”, this dataset includes several files in the “trends.zip” folder that were used to download modelled output data, calculate trends (volumetric and Regional Kendall), and visualize trends across water-use categories and hydrologic units.

This dataset provides linear trends, over varying time periods, for the Collated Indices of individual butterfly species across the UK. The main statistical values derived from a linear regression (slope, standard error, P-value) are presented for the entire time series for each species (1976# to 2022), for the last 20 years, and for the last decade. In addition, trends are classified based on the direction and significance of a linear slope together with an estimated percentage change for that time period. These trend data are provided for all UK butterfly species for which we have sufficient data (58 species). Trends are calculated by performing a linear regression on the annual Collated indices for each species. Collated indices are calculated using a log-linear model incorporating individual site indices from all monitored sites across the UK for a given species in a given year. Trends across different time series allow us to determine the long and short-term status of individual species. This is enables us to focus conservation and research and also to assess species responses to conservation already in place. The UK Butterfly Monitoring Scheme is organized and funded by Butterfly Conservation (BC), the UK Centre for Ecology & Hydrology (UKCEH), the British Trust for Ornithology (BTO), and the Joint Nature Conservation Committee (JNCC). The UKBMS is indebted to all volunteers who contribute data to the scheme. This work was supported by the Natural Environment Research Council award number NE/R016429/1 as part of the UK-SCAPE programme delivering National Capability. #Because the Collated indices are only calculated for each species in years in which it was recorded on five or more sites, the starting year for the series is later than 1976 for a number of rarer species.

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The Social Media Sentiments Analysis Dataset offers a fascinating glimpse into the intricate tapestry of emotions, trends, and interactions prevalent across diverse social media platforms. This dataset serves as a snapshot of user-generated content, encompassing textual expressions, timestamps, hashtags, geographical locations, engagement metrics such as likes and retweets, and user identifiers. Each entry unveils a unique narrative—moments of surprise, excitement, admiration, thrill, contentment, and more—shared by individuals globally.

Key Features

Text: The user-generated content, a window into diverse sentiments.

Sentiment: Emotions categorized for insightful analysis.

Timestamp: Date and time details providing a temporal dimension.

User: Unique identifiers of contributors, enabling user-specific insights.

Platform: Indicates the social media platform of origin, allowing platform-specific analysis.

Hashtags: Identifies trending topics and themes, unraveling popular narratives.

Likes: Quantifies user engagement, reflecting content appreciation.

Retweets: Reflects content popularity, showcasing the extent of its reach.

Country: Geographical origin of each post, facilitating geographical analysis.

Year, Month, Day, Hour: Temporal details for comprehensive temporal analysis.

How to Utilize The Social Media Sentiments Analysis Dataset 📊

The richness of the dataset allows for versatile analytical applications:

Sentiment Analysis: Explore the emotional landscape by categorizing user-generated content into surprise, excitement, admiration, thrill, contentment, and more.

Temporal Analysis: Investigate trends over time, identifying patterns, fluctuations, or recurring themes in social media content.

User Behavior Insights: Analyze user engagement through likes and retweets, discovering popular content and user preferences.

Platform-Specific Analysis: Examine variations in content across different social media platforms, understanding how sentiments vary.

Hashtag Trends: Identify trending topics and themes by analyzing hashtags, uncovering popular or recurring ones.

Geographical Analysis: Explore content distribution based on the country of origin, understanding regional variations in sentiment and topic preferences.

User Identification: Utilize user identifiers to track specific contributors, analyzing the impact of influential users on sentiment trends.

Cross-Analysis: Combine multiple features for in-depth insights. For example, analyze sentiment trends over time or across different platforms and countries.

In conclusion, the Social Media Sentiments Analysis Dataset provides a robust foundation for nuanced explorations into the dynamic world of social media interactions, offering researchers and analysts a wealth of opportunities for comprehensive insights.

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In this market, the key players are leveraging the food safety testing market increasing applications of microorganisms which are driving the market growth during the forecast period.

This detailed trend analysis helps the new and established market players to access their current strategies and substitute them according to the new trends. For more information on the key market drivers, trends, and challenges click here.

Popular Links in Newsletters

Trends in Content Curation in 2020

By Amber Thomas [source]

About this dataset

Welcome to the Monthly Popular Links Shared in Newsletters dataset! Here you will find the most popular links shared not just on one newsletter but across multiple newsletters that come out daily to bi-weekly. This data was collected through an experimental newsletter by The Pudding called Winning the Internet which aims to curate what's good in the internet amongst a sea of content.

The newsletters we subscribe to must meet certain criteria such as having primary purpose of sharing links, having most of its connections to other places, and it should have general interest topics instead of being too niche. The dataset is compiled by automated scripts parsing emails and denylisting any self-promotion or repetitive links from different sources. All data used for these charts are then computed from these sources including rolling averages for how often a link appears in each newsletter and nouns chosen for subject lines for each email.

So check out this eye-catching Monthly Popular Links Shared in Newsletters dataset complete with all the popular links as well as computation records from some of your favorite newsletters—you won’t want to miss out on what’s winning the internet!

More Datasets

For more datasets, click here.

Featured Notebooks

• 🚨 Your notebook can be here! 🚨!

How to use the dataset

How to Use This Dataset

This dataset contains the most popular links shared in newsletters, allowing you to explore and visualize internet trends. With this data, you can analyze what topics are becoming more or less popular over time, as well as identify patterns in the type of content people are consuming online.

Using this dataset is a great way to uncover insights into what people are interested in, making it perfect for marketers who want to learn more about their target audience’s preferences and interests.

To get started with this dataset: - Download the CSV file containing the data. - Open the CSV file and inspect its columns: ‘url’ (the URL of the link shared in the newsletter), and ‘flag’ (a flag indicating whether or not it was shared in multiple newsletters).
3 Analyse each column individually or combine them for further analysis by sorting them according to different parameters e.g., sorting by ‘flag’ column to identify frequently appearing links or sorting by 'url' column for unique URLs ).

4 Look at each piece of data carefully in order to gain an understanding of what URLs are being shared across newsletters. You should be looking for similarities and differences between various columns so that you can gain insights into how people's interests change over time and/or cross-reference between different newsletters as appropriate .

5 Create visualizations using charts or graphs such as scatter plots and line graphs with your findings from step 4 above that show correlations between variables like frequency of URLs mentioned over time etc..

6 Share your findings via a blog post or presentation showcasing your newfound knowledge which helps other marketers know better target those similar audiences better!

Research Ideas

• Analyzing the most effective newsletters and analyzing the effectiveness of their content.
• Evaluating and comparing newsletters based on metrics such as the quality of links shared and/or readership growth within a certain timeframe.
• Visualizing time trends in individual newsletter popularity, or tracking which topics are proving to be favorites among many newsletters over time

Acknowledgements

If you use this dataset in your research, please credit the original authors. Data Source

License

See the dataset description for more information.

Columns

File: dump-2020-12-15.csv | Column name | Description | |:--------------|:----------------------------------------------------------------------------| | url | The URL of the link shared in the newsletter. (String) | | date | The date the link was shared in the newsletter. (Date) | | flag | A flag indicating if the link was shared in multiple newsletters. (Boolean) |

Acknowledgements

If you use this dataset in your research, please credit the original authors. If you use this dataset in your research, please credit Amber Thomas.

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In this market, the key players are leveraging the menswear market rising demand for organic menswear which are driving the market growth during the forecast period.

This detailed trend analysis helps the new and established market players to access their current strategies and substitute them according to the new trends. For more information on the key market drivers, trends, and challenges click here.

App Download Key StatisticsApp and Game DownloadsiOS App and Game DownloadsGoogle Play App and Game DownloadsGame DownloadsiOS Game DownloadsGoogle Play Game DownloadsApp DownloadsiOS App...

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This medical textiles market trend report not only comprises information on current market trends but also upcoming trends. This enables the vendors to make key decisions regarding their future strategies. The market segment analysis and the market forecast help vendors to make informed decisions.

demand for nanofibers in the medical industry detailed analysis of data from such trends data will assist market vendors to make informed decisions that will drive the growth of this industry. For more information on market trends click here.

Historical dataset of the Steel, covering values from 2009-03-01 to 2025-11-14, with the latest releases and long-term trends. Available for free download in CSV format.

Data used for the analysis as described in the PLoS One paper "Trends in global vegetation activity and climatic drivers indicate a decoupled response to climate change". Date Submitted: 2015-08-27 Explanation data files:Under the tab 'Data files' you'll find a zip containing all files in one zip ("Uitleverformaat.zip") which is for your convenience. We have added the files from the zip in folders for sustainability / archival matters. You could either download the zip, or download all files separately.Data used for the analysis as described in the PLoS One paper "Trends in global vegetation activity and climatic drivers indicate a decoupled response to climate change".

⭐ Please download the dataset from here.

  PRIMUS: A Pioneering Collection of Open-Source Datasets for Cybersecurity LLM Training





  🤗 Primus-FineWeb

The Primus-FineWeb dataset is constructed by filtering cybersecurity-related text from FineWeb, a refined version of Common Crawl. We began by leveraging Primus-Seed, a high-quality dataset of manually curated cybersecurity text, as positive samples. We then sampled ten times the amount of data from FineWeb as negative samples… See the full description on the dataset page: https://huggingface.co/datasets/trend-cybertron/Primus-FineWeb.

Tachograph Remote Download Gateway Market Outlook

According to our latest research, the global tachograph remote download gateway market size reached USD 1.42 billion in 2024, and is projected to grow at a robust CAGR of 10.8% during the forecast period. By 2033, the market is expected to achieve a value of approximately USD 3.58 billion. The market’s upward trajectory is primarily driven by the increasing regulatory emphasis on fleet compliance, the rapid digitalization of fleet management processes, and the growing demand for real-time vehicle data analytics across the transportation and logistics sectors. As per our latest research, these trends are expected to sustain the market’s momentum, fostering innovation and adoption globally.

A significant growth factor for the tachograph remote download gateway market is the tightening of regulatory frameworks surrounding driver hours, vehicle safety, and emissions across major economies. Authorities in regions such as Europe and North America have mandated the use of digital tachographs and remote download solutions to ensure compliance with driving and rest time regulations. This regulatory push is compelling fleet operators to adopt sophisticated remote download gateways, which streamline the process of extracting, storing, and analyzing tachograph data. The ability to automate compliance processes not only reduces the risk of costly penalties but also supports a safer and more efficient transportation ecosystem, thereby accelerating market growth.

Another crucial driver is the increasing integration of telematics and IoT technologies in commercial fleets. Fleet operators are recognizing the value of remote tachograph download gateways in enhancing operational efficiency, enabling predictive maintenance, and optimizing route planning. The synergy between tachograph data and advanced analytics tools allows for actionable insights into driver behavior, fuel consumption, and vehicle utilization. This digital transformation is fostering a new era of connected fleets, where real-time data exchange and analysis are pivotal to maintaining competitiveness and ensuring regulatory adherence. As a result, the adoption of remote download gateways is becoming a strategic imperative for fleet-centric businesses.

Additionally, the rise of cloud-based deployment models and scalable software solutions is making tachograph remote download gateways more accessible to small and medium-sized enterprises (SMEs). Cloud platforms lower the barriers to entry by reducing upfront infrastructure investments and offering flexible, subscription-based pricing. This democratization of technology is expanding the addressable market, as even smaller fleet operators can now leverage advanced compliance and data management tools. Furthermore, the ongoing advancements in cybersecurity and data privacy are addressing key concerns associated with remote data transmission, thus instilling greater confidence among end-users and spurring further adoption across diverse industry verticals.

From a regional perspective, Europe continues to dominate the tachograph remote download gateway market, accounting for over 55% of the global revenue in 2024. This leadership is underpinned by the region’s stringent regulatory mandates, high adoption rates of digital fleet management solutions, and the presence of a mature transportation infrastructure. North America follows as the second-largest market, driven by the rapid modernization of logistics fleets and increasing investments in digital compliance technologies. Meanwhile, the Asia Pacific region is witnessing the fastest growth, propelled by burgeoning logistics activities, expanding road networks, and supportive government policies aimed at improving road safety and operational efficiency. Latin America and the Middle East & Africa are gradually catching up, with increasing awareness and adoption of digital tachograph solutions.

Component Analysis

The component segmen

Remote Tachograph Download Solutions Market Outlook

According to our latest research, the global Remote Tachograph Download Solutions market size reached USD 1.27 billion in 2024, driven by regulatory compliance needs and the increasing digitization of fleet management. The market is growing at a robust CAGR of 10.8% and is forecasted to reach USD 3.07 billion by 2033. This impressive growth is primarily fueled by the rising adoption of telematics, stringent government regulations regarding driver hours and vehicle safety, and the ongoing shift towards automation in transportation and logistics sectors.

One of the primary growth factors for the Remote Tachograph Download Solutions market is the increasing emphasis on regulatory compliance across the transportation industry. Governments across Europe, North America, and other regions have implemented strict rules regarding driver working hours, rest periods, and data retention to enhance road safety and reduce accidents. The European Union’s tachograph regulations, for example, mandate regular and accurate data downloads, making remote solutions indispensable for fleet operators. The convenience and efficiency of remote tachograph downloads eliminate the need for manual collection, reduce administrative burdens, and ensure timely compliance, thereby driving widespread adoption among logistics companies and transport authorities.

Another significant driver is the rapid technological advancement and digitization within the fleet management ecosystem. The integration of remote tachograph download solutions with telematics platforms enables real-time monitoring, predictive maintenance, and data-driven decision-making. Fleet operators are increasingly leveraging these solutions to optimize routes, monitor driver behavior, and reduce operational costs. Furthermore, the proliferation of cloud-based deployment models offers scalable and secure data storage, facilitating seamless access and analysis from any location. This technological evolution not only enhances the efficiency of fleet operations but also positions remote tachograph download solutions as a crucial component in the broader digital transformation of the transportation sector.

The growing complexity and scale of commercial vehicle fleets, particularly in emerging economies, present substantial growth opportunities for the Remote Tachograph Download Solutions market. As logistics and transportation companies expand their operations to meet rising demand in e-commerce, retail, and cross-border trade, the need for centralized, automated, and compliant data management becomes paramount. Remote tachograph solutions enable fleet operators to manage large, geographically dispersed fleets efficiently, ensuring regulatory adherence and operational transparency. Additionally, the increasing awareness of the benefits of digital tachograph solutions, such as improved safety, reduced downtime, and enhanced productivity, is further propelling market growth.

From a regional perspective, Europe continues to dominate the Remote Tachograph Download Solutions market, accounting for the largest share in 2024, followed by North America and Asia Pacific. The strong regulatory framework in Europe, coupled with advanced telematics infrastructure and high fleet penetration, underpins this leadership. North America is witnessing rapid adoption due to the implementation of electronic logging device (ELD) mandates and the growing focus on fleet safety. Meanwhile, Asia Pacific is emerging as a high-growth region, driven by expanding commercial vehicle fleets, increasing regulatory enforcement, and rising investments in transportation infrastructure. Latin America and the Middle East & Africa are also expected to witness steady growth as awareness and adoption of remote tachograph solutions increase.

Component Analysis

The Remote Tachograph Download Solutions market is segmented by component into Software, Hardware, and Services, each playing a pivotal role in the overall ecosystem. Software solutions form the backbone of remote tachograph systems, providing the digital interface for data collection, storage, analysis, and reporting. These platforms are increasingly leveraging artificial intelligence and machine learning to deliver actionable insights, automate compliance checks, and enhance user experience. The demand for user-friendly, scalable, and secure software solutions is rising, especially among large fleet operato

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In this market, the key players are leveraging the hand dryer market innovation in product design, technology & features which are driving the market growth during the forecast period.

This detailed trend analysis helps the new and established market players to access their current strategies and substitute them according to the new trends. For more information on the key market drivers, trends, and challenges click here.

The Digital Music Market Report is Segmented by Downloads (Website, Streaming), Revenue Model (Subscription-Based, Advertisement / Freemium, Pay-Per-Download), Platform (Mobile Devices, Desktop / Laptop and More), Content Type (Audio Music and More), End-Users (Individual Users, Commercial Establishments and More) and Geography. The Market Forecasts are Provided in Terms of Value (USD).

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The hemodynamic monitoring market share should rise by USD 396.66 million from 2021 to 2025 at a CAGR of 6.70%.

This hemodynamic monitoring market research report provides valuable insights on the post COVID-19 impact on the market, which will help companies evaluate their business approaches. Furthermore, this report extensively covers market segmentation by product (systems and consumables) and geography (North America, Europe, APAC, and ROW). The hemodynamic monitoring market report also offers information on several market vendors, including Baxter International Inc., Edwards Lifesciences Corp., FUJIFILM Holdings Corp., General Electric Co., Getinge AB, ICU Medical Inc., Koninklijke Philips NV, Medtronic Plc, Siemens AG, and Teleflex Inc. among others.

What will the Hemodynamic Monitoring Market Size be in 2021?

To Unlock the Hemodynamic Monitoring Market Size for 2021 and Other Important Statistics, Download the Free Report Sample!

Hemodynamic Monitoring Market: Key Drivers and Trends

The demand in disease treatment and critical care is notably driving the hemodynamic monitoring market growth, although factors such as risks associated with invasive hemodynamic monitoring may impede market growth. Our research analysts have studied the historical data and deduced the key market drivers and the COVID-19 pandemic impact on the hemodynamic monitoring industry. The holistic analysis of the drivers will help in predicting end goals and refining marketing strategies to gain a competitive edge.

This hemodynamic monitoring market analysis report also provides detailed information on other upcoming trends and challenges that will have a far-reaching effect on the market growth. The actionable insights on the trends and challenges will help companies evaluate and develop growth strategies for 2021-2025.

Who are the Major Hemodynamic Monitoring Market Vendors?

The report analyzes the market’s competitive landscape and offers information on several market vendors, including:

Baxter International Inc.
Edwards Lifesciences Corp.
FUJIFILM Holdings Corp.
General Electric Co.
Getinge AB
ICU Medical Inc.
Koninklijke Philips NV
Medtronic Plc
Siemens AG
Teleflex Inc.

The vendor landscape of the hemodynamic monitoring market entails successful business strategies deployed by the vendors. The hemodynamic monitoring market is fragmented and the vendors are deploying various organic and inorganic growth strategies to compete in the market.

To make the most of the opportunities and recover from post COVID-19 impact, market vendors should focus more on the growth prospects in the fast-growing segments, while maintaining their positions in the slow-growing segments.

Download a free sample of the hemodynamic monitoring market forecast report for insights on complete key vendor profiles. The profiles include information on the production, sustainability, and prospects of the leading companies.

Which are the Key Regions for Hemodynamic Monitoring Market?

For more insights on the market share of various regions Request for a FREE sample now!

38% of the market’s growth will originate from North America during the forecast period. The US and Canada are the key markets for hemodynamic monitoring market in North America.

The report offers an up-to-date analysis of the geographical composition of the market. North America has been recording a significant growth rate and is expected to offer several growth opportunities to market vendors during the forecast period. Growing prevalence of chronic diseases will facilitate the hemodynamic monitoring market growth in North America over the forecast period. The report offers an up-to-date analysis of the geographical composition of the market, competitive intelligence, and regional opportunities in store for vendors.

What are the Revenue-generating Product Segments in the Hemodynamic Monitoring Market?

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The hemodynamic monitoring market share growth by the systems segment has been significant. This report provides insights on the impact of the unprecedented outbreak of COVID-19 on market segments. Through these insights, you can safely deduce transformation patterns in consumer behavior, which is crucial to gauge segment-wise revenue growth during 2021-2025 and embrace technologies to improve business efficiency.

This report provides an accurate prediction of the contribution of all the segments to the growth of the hemodynamic monitoring market size. Furthermore, our analysts have indicated actionable market insights on post COVID-19 impact on each segment, which is crucial to predict change in consumer demand.

    Hemodynamic Monitoring Market Scope




    Report Coverage


    Details




    Page number


    120




    Base year


    2020