Collecting network information on political elites using conventional methods such as surveys and text records is challenging in authoritarian and/or conflict-ridden states. I introduce a data collection method for elite networks using scraping algorithms to capture public co-appearances at political and social events. Validity checks using existing data show the method effectively replicates interaction-based networks but not networks based on behavioral similarities; in both cases, measurement error remains a concern. Applying the method to Nigeria illustrates that patronage---measured in terms of public connectivity---does not drive national-oil-company appointments. Given that theories of elite behavior aim to understand individual-level interactions, the applicability of data using this technique is well-suited to situations where intrusive data collection is costly or prohibitive.

Note:- Only publicly available Legal data can be worked upon.

Unlock a world of legal information with APISCRAPY's user-friendly services – Federal Court Data, State Court Record Data, legal data scraping, and PACER Data. We've made it simple for anyone, from legal professionals to researchers and businesses, to access over 100 million publicly available legal records.

Our Federal Court Data service provides details on federal legal matters, while State Court Record Data gives insights into state-level legal proceedings. With our legal data scraping capabilities, we ensure you have access to the information you need without any hassle. Plus, our integration with PACER Data ensures a comprehensive and reliable source for legal records.

Key Features:

Federal Court Data: Get insights into legal matters at the federal level, all at your fingertips.

State Court Record Data: Access information on legal proceedings at the state level, tailored to your specific needs.

Legal Data Scraping Made Easy: We've simplified the process of gathering legal data, making it accessible for everyone.

PACER Data Integration: Our platform integrates seamlessly with PACER Data, ensuring a reliable and complete source of legal records.

Over 100 Million Records: APISCRAPY provides access to a vast database of over 100 million publicly available legal records, offering unparalleled insights.

Whether you're a legal professional, researcher, or business looking for easy access to legal information, APISCRAPY's services cater to your needs. Choose us for straightforward and comprehensive legal data services, where simplicity and accessibility meet for your convenience.

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Using Russia, Ukraine, Russia-Ukraine, and Ukraine-Russia as keywords, data on Facebook news posts from February 1, 2022, to February 1, 2023, was collected through the Qsearch social data platform. After excluding irrelevant posts, a total of 995 posts from the Central News Agency and 1019 posts from People’s Daily were collected

Hello World with Hugging Face

Current Date: 2025-03-19 04:36:42.698271 So this one didn't quite finish scraping. I'll fix the software and rerun the scraping later. It had some flaws with the multithreading where it would upload the same archives and overwrite the originals, which caused annoying problems and quirks. I'll be working out the problems and getting the scraper working correctly at some point soon.

🌐 Web Scraper: Turn Any URL into AI-Ready Data

Convert any public web page into clean, structured JSON in one click. Just paste a URL and this tool scrapes, cleans, and formats the content—ready to be used in any AI or content pipeline. Whether you're building datasets for LLMs or feeding fresh content into agents, this no-code tool makes it effortless to extract high-quality data from the web.

  ✨ Key Features

⚡ Scrape Any Public Page – Works on blogs, websites, docs… See the full description on the dataset page: https://huggingface.co/datasets/MasaFoundation/Bitcoin_Wikipedia_Webscraper_Example.

Wiza's Linkedin data product provides a weekly or monthly data feed of Linkedin profiles that have been fully refreshed during that period of time.

Profiles will be a mixture of private and public Linkedin profiles, as the web scraping data will depend on our usage during that week or month.

There are many use cases for this data including CRM enrichment, dataset building, and more.

PredictLeads News Events Data provides real-time market intelligence by capturing business-critical news events, categorizing them for sentiment analysis, company profiling, and competitive tracking. Our dataset leverages advanced web scraping and AI-driven classification, ensuring access to highly relevant insights that help businesses monitor competitors, assess risks, and refine growth strategies.

Use Cases: ✅ Sentiment Analysis – Gauge public perception and market sentiment to refine brand positioning. ✅ Account Profiling – Enrich CRM systems with real-time company event tracking. ✅ Competitive Intelligence – Monitor industry news, mergers, and expansions to anticipate market shifts. ✅ Market Research – Analyze business website updates and categorized news data for trend forecasting. ✅ Risk Assessment – Detect negative sentiment or financial distress indicators in key market players.

Key API Attributes: - id (string, UUID) – Unique identifier for the news event. - category (string) – Categorization of the event (e.g., funding, acquisition, leadership change). - summary (string) – A brief overview of the detected event. - sentiment_score (float, nullable) – Positive, neutral, or negative sentiment rating for the event. - found_at (ISO 8601 date-time) – Timestamp when the news event was detected. - article_sentence (string, nullable) – Extracted key sentence from the news article. - location (string, nullable) – Geographic relevance of the event (e.g., company HQ, expansion region). - company (object) – The company associated with the event, including: - domain (string) – Company’s website domain. - company_name (string) – Official company name. - ticker (string, nullable) – Stock ticker (if publicly traded). - source_url (string, URL) – Link to the original news article or company update.

📌 PredictLeads News Events Data is trusted by market leaders for real-time competitive intelligence, ensuring faster, data-driven decision-making in sales, finance, and strategic planning.

PredictLeads News Events Dataset Docs: https://docs.predictleads.com/v3/guide/news_events_dataset

Project This project began as an attempt to match articles possessed by the Hathi Trust with Articles in the Astrophysics Data System, in order to establish links between the two. The project only got as far as collecting a data set of articles under the subject heading for Astronomy and Astrophysics in the Hathi Trust Data set. However, this data set is useful in understanding the holdings of Hathi Trust which pertain to Astronomy and Astrophysics. Data The data collected consists of comma separated value spreadsheet with metadata fromHathi Trust’s tab delimited Hathifiles. Field descriptions are available at the previous link. The data consists mostly of documents available in the public domain, but some articles not available in the public domain are included because of the way that the data was accessed.

Our dataset offers extensive features, covering all major data points for LinkedIn companies and public profiles. The LinkedIn companies dataset includes attributes such as ID, country, industry, size, number of followers, website, subsidiaries, posts, and affiliate companies, among others.

On the other hand, the LinkedIn public profiles dataset comprises data points like name, title, current company, avatar, experience, education, and location. These attributes provide valuable insights into company profiles and individual professional profiles, facilitating detailed analysis, segmentation, and data-driven decision-making for a wide range of business needs.

By leveraging firmographic linkedin data, you can track company growth, identify key companies, and professionals, and analyze employee movement between organizations. This dataset empowers you to conduct efficient competitive intelligence and analysis, evaluating company growth and industry trends for data-driven decision-making.

The Data Center Proxy Service market is experiencing robust growth, projected to reach $342 billion in 2025. While the precise Compound Annual Growth Rate (CAGR) isn't provided, considering the rapid expansion of data-driven industries and the increasing need for secure and scalable online access, a conservative estimate of 15% CAGR from 2025 to 2033 is reasonable. This signifies a substantial market expansion over the forecast period. Key drivers include the rising adoption of cloud computing, the surge in demand for web scraping and data collection, increased focus on data privacy and security, and the expanding application of proxy services across diverse sectors. The market is segmented by proxy type (Free Public Proxy, Shared Proxy, Private Proxy) and application (Manufacturing, Media, Government Department, Others). The competitive landscape is highly fragmented, with numerous players ranging from established data giants like Acxiom, Experian, and Equifax to specialized proxy service providers. Regional growth is anticipated to be strongest in North America and Asia Pacific, driven by high technological adoption and a large user base in these regions. The restraints on market growth include concerns about regulatory compliance, potential misuse of proxy services, and the inherent challenges in maintaining service reliability and security. The projected growth trajectory indicates significant opportunities for market entrants and existing players alike. Strategic partnerships, technological advancements, and a focus on robust security measures will be crucial for success. The expansion into emerging markets, especially in the Asia-Pacific region, offers untapped potential. Furthermore, the market will likely witness increased consolidation as larger players acquire smaller businesses to expand their market share and service offerings. This dynamic market environment necessitates continuous innovation and adaptability to effectively address evolving customer needs and security challenges. The shift toward more sophisticated proxy solutions, such as those offering enhanced anonymity and security features, is anticipated to gain traction in the coming years.

This dataset contains the data from the books in the website https://books.toscrape.com/, which is a public website for webscraping. The columns in this dataset are:

• titulo – Title of the book.

• categoria – Category of the book.

• rating – Rating given to the book.

• precio - Price of the book.

• cantidad_stock – Number of copies available in stock of the book at the time of creation of the dataset.

🌐 Web Scraper: Turn Any URL into AI-Ready Data

Convert any public web page into clean, structured JSON in one click. Just paste a URL and this tool scrapes, cleans, and formats the content—ready to be used in any AI or content pipeline. Whether you're building datasets for LLMs or feeding fresh content into agents, this no-code tool makes it effortless to extract high-quality data from the web.

  ✨ Key Features

⚡ Scrape Any Public Page – Works on blogs, websites, docs… See the full description on the dataset page: https://huggingface.co/datasets/MasaFoundation/ChatGPT_Prompt_Guide_Webscraper_Example.

According to Cognitive Market Research, The Global Anti crawling Techniques market size is USD XX million in 2023 and will expand at a compound annual growth rate (CAGR) of 6.00% from 2023 to 2030.

North America Anti crawling Techniques held the major market of more than 40% of the global revenue and will grow at a compound annual growth rate (CAGR) of 4.2% from 2023 to 2030.
Europe Anti crawling Techniques accounted for a share of over 30% of the global market and are projected to expand at a compound annual growth rate (CAGR) of 4.5% from 2023 to 2030.
Asia Pacific Anti crawling Techniques held the market of more than 23% of the global revenue and will grow at a compound annual growth rate (CAGR) of 8.0% from 2023 to 2030.
South American Anti crawling Techniques market of more than 5% of the global revenue and will grow at a compound annual growth rate (CAGR) of 5.4% from 2023 to 2030.
Middle East and Africa Anti crawling Techniques held the major market of more than 2% of the global revenue and will grow at a compound annual growth rate (CAGR) of 5.7% from 2023 to 2030.
The market for anti-crawling techniques has grown dramatically as a result of the increasing number of data breaches and public awareness of the need to protect sensitive data. 
Demand for bot fingerprint databases remains higher in the anti crawling techniques market.
The content protection category held the highest anti crawling techniques market revenue share in 2023.

Increasing Demand for Protection and Security of Online Data to Provide Viable Market Output

The market for anti-crawling techniques is expanding due in large part to the growing requirement for online data security and protection. Due to an increase in digital activity, organizations are processing and storing enormous volumes of sensitive data online. Organizations are being forced to invest in strong anti-crawling techniques due to the growing threat of data breaches, illegal access, and web scraping occurrences. By protecting online data from harmful activity and guaranteeing its confidentiality and integrity, these technologies advance the industry. Moreover, the significance of protecting digital assets is increased by the widespread use of the Internet for e-commerce, financial transactions, and sensitive data transfers. Anti-crawling techniques are essential for reducing the hazards connected to online scraping, which is a tactic often used by hackers to obtain important data.

Increasing Incidence of Cyber Threats to Propel Market Growth

The growing prevalence of cyber risks, such as site scraping and data harvesting, is driving growth in the market for anti-crawling techniques. Organizations that rely significantly on digital platforms run a higher risk of having illicit data extracted. In order to safeguard sensitive data and preserve the integrity of digital assets, organizations have been forced to invest in sophisticated anti-crawling techniques that strengthen online defenses. Moreover, the market's growth is a reflection of growing awareness of cybersecurity issues and the need to put effective defenses in place against changing cyber threats. Moreover, cybersecurity is constantly challenged by the spread of advanced and automated crawling programs. The ever-changing threat landscape forces enterprises to implement anti-crawling techniques, which use a variety of tools like rate limitation, IP blocking, and CAPTCHAs to prevent fraudulent scraping efforts.

Market Restraints of the Anti crawling Techniques

Increasing Demand for Ethical Web Scraping to Restrict Market Growth

The growing desire for ethical web scraping presents a unique challenge to the anti-crawling techniques market. Ethical web scraping is the process of obtaining data from websites for lawful objectives, such as market research or data analysis, but without breaching the terms of service. Furthermore, the restraint arises because anti-crawling techniques must distinguish between criminal and ethical scraping operations, finding a balance between preventing websites from misuse and permitting authorized data harvest. This dynamic calls for more complex and adaptable anti-crawling techniques to distinguish between destructive and ethical scrapping actions.

Impact of COVID-19 on the Anti Crawling Techniques Market

The demand for online material has increased as a result of the COVID-19 pandemic, which has...

There is significant interest towards using Big Data and Data Analytics, or Policy Analytics, in policymaking. This said, a skills gap remains between practitioners and the broad leveraging of Policy Analytics. One of the objectives of the BIGPROD project is to organize an interactive learning workshop to inform public policy experts in the possibilities of Policy Analytics. The BIGPROD project has, during the last two years, created a framework for using web scraped data in studying innovation. The project has web scraped information from close to 100 000 European Union and United Kingdom based companies, creating novel ways to measure product innovation, digitalization, collaboration and ecosystems and technology use in companies. In the interactive learning session, we will familiarize participants with the data and what type of novel insight can be gained from the data. The session will also highlight potential challenged in using big data. These include potential black boxes created through aggregation and modelling, but also questions of data validity. As an expected outcome from participating in the session you will be familiar with 1) the status of Policy Analytics, 2) know the state-of-the-art in creating web scraping based innovation policy measures, 3) know of tool and methods in policy analytics.

This submission consists of the data and python code that supports the original research article "A full-document analysis of the semantic relation between European Public Assessment Reports and EMA guidelines using a BERT language model" (Bergman et al, PLOS ONE 2023). The database contains metadata and fulltext from 669 EMA Scientific guidelines and 1024 EMA European Public Assessment Reports.

18,850 public available emails from 673 Brazilian smart cities featured in the 2020 Connected Smart Cities Ranking.

The public pages were scraped using UNINOVE LabCidades' opensource email scraper, available in GitHub as LabCidades/email-scraper.

🌐 Web Scraper: Turn Any URL into AI-Ready Data

Convert any public web page into clean, structured JSON in one click. Just paste a URL and this tool scrapes, cleans, and formats the content—ready to be used in any AI or content pipeline. Whether you're building datasets for LLMs or feeding fresh content into agents, this no-code tool makes it effortless to extract high-quality data from the web.

  ✨ Key Features

⚡ Scrape Any Public Page – Works on blogs, websites, docs… See the full description on the dataset page: https://huggingface.co/datasets/MasaFoundation/Bittensor_Whitepaper_Webscrape_Example.

Tractor Scrapers Market Outlook

The global tractor scrapers market size was valued at approximately USD 6.5 billion in 2023 and is anticipated to reach around USD 9.3 billion by 2032, exhibiting a compound annual growth rate (CAGR) of 4.0% from 2024 to 2032. This growth can be attributed to the increasing demand for efficient earthmoving equipment in construction and mining industries, growing mechanization in agriculture, and advancements in scraper technology. The market is driven by the need for equipment that enhances operational efficiency while reducing the time and labor associated with large-scale earthmoving tasks. This surge in demand is complemented by technological innovations that cater to the diverse needs of multiple sectors, promising a robust growth trajectory over the forecast period.

The construction sector's expansion, particularly in developing regions, is a significant growth factor for the tractor scrapers market. Urbanization and infrastructural developments are spurring demand for heavy machinery capable of efficiently moving large volumes of earth. As governments worldwide focus on enhancing infrastructure, massive projects such as roads, bridges, and skyscrapers necessitate the use of efficient earthmoving equipment like tractor scrapers. Moreover, the rise in public and private partnerships for infrastructure development further fuels the demand for construction machinery, solidifying the role of tractor scrapers in global construction endeavors.

In the mining sector, the emphasis on optimizing operational efficiency and safety has bolstered the demand for advanced tractor scrapers. These machines are indispensable in mining operations for tasks such as overburden removal and site preparation. With the mining industry striving to meet the global demand for minerals and metals, there is a growing need for machinery that can operate efficiently in challenging environments. The technological advancements in scraper design, such as hydraulic systems and automated controls, enhance their performance and reliability, thereby catering to the stringent demands of the mining industry. Consequently, the mining sector is expected to significantly contribute to the growth of the tractor scrapers market.

In agriculture, mechanization continues to transform traditional farming practices, with tractor scrapers playing a vital role in land leveling and soil management. As the global population grows, the pressure to increase agricultural productivity has led to the adoption of advanced machinery. Tractor scrapers, particularly smaller units, are essential in preparing large tracts of arable land for cultivation, thus ensuring optimal use of resources. This trend is particularly evident in emerging economies, where modernization of agricultural practices is a priority. The integration of technology in farming practices is set to further drive the demand for tractor scrapers in agriculture, contributing to the marketÂ’s expansion.

Regionally, the Asia Pacific is expected to witness substantial growth, driven by rapid industrialization and urbanization in countries such as China and India. These nations are investing heavily in infrastructure projects, creating a lucrative market for tractor scrapers. In North America and Europe, the focus on sustainable mining and infrastructure development is anticipated to sustain the demand for advanced earthmoving equipment. Meanwhile, regions like Latin America and the Middle East & Africa are gradually catching up, with infrastructural and agricultural investments presenting opportunities for market growth. The global trend towards sustainable practices is fostering innovations in scraper technology, making them more efficient and environmentally friendly.

The introduction of the Crawler Slope Tractor has significantly impacted the landscape of earthmoving equipment, particularly in challenging terrains. This innovative machinery is designed to operate efficiently on steep slopes and uneven surfaces, where traditional tractor scrapers might struggle. The Crawler Slope Tractor's enhanced traction and stability make it an ideal choice for construction and mining projects that require precise earthmoving capabilities in difficult conditions. Its ability to maintain performance on inclines not only improves operational efficiency but also enhances safety by reducing the risk of slippage and accidents. As industries continue to push the boundaries of construction and mining into more challenging environments, the demand for specialized equipment like the Crawler Slope

As per Cognitive Market Research's latest published report, the Global Car Ice Scrapers market size will be $2,313.28 Million by 2029. The car Ice Scrapers Industry's Compound Annual Growth Rate will be 5.58% from 2023 to 2030. What is Driving the Car Ice Scrapers Market?

Swelling in car sales across the globe

The need for vehicles has increased as the population has grown. Almost every family in the world owns at least one vehicle. People rely on automobiles as a need is drastically increasing. People use automobiles to commute to work, visit another state, go on vacation, and do daily errands. Vehicles, in reality, are the most extensively utilized equipment for transportation and other basic everyday necessities. According to the study, global car sales increased to roughly 66.7 million vehicles in 2021, up from around 63.8 million units in 2020. Almost half of the worldwide customers (46 percent) are thinking about buying a car in the next 12 months, up from 35% in April 2020.

Moreover, due to COVID-19, several people prefer personal vehicles and avoid carpooling, public transport, and ridesharing in order to eliminate the risk of catching a contagious disease while traveling. Survey results have stated that more than 60% of respondents have stated that they prefer a personal vehicle more after COVID-19 Pandemic.

This also has contributed to the growing sales of cars in the global market. Further, the trend of buying a car online, purchasing a used car, and an electric vehicle (EV) are flourishing in the market.

Several parts of the world (including North America, Europe, and some part of Asia) are hit by freezing temperatures experiencing several colds, and snowfalls. This results in the formation of a thick ice coat on the roof, windshield, windows, and lights of the car which makes it difficult for the driver to drive the car. Thus, in order to get rid of stubborn ice, powdery snow, or frost people use car ice scrapers. Thus, the increasing number of cars is directly proportional to the increasing demand for car ice scrapers. Hence, rising sales of cars are driving the growth of the car ice scrapers market.

The Increasing Consciousness about Road Safety Propels the Market Growth

Restraints for Car Ice Scrapers Market

Presence of alternative options and volatile raw material price.(Access Detailed Analysis in the Full Report Version)

Opportunities for Car Ice Scrapers Market

Climate change may result in increased snowfall.(Access Detailed Analysis in the Full Report Version)

Introduction of Car Ice Scrapers

An ice scraper is an ice-removable tool that can brush off snow from door handles to get into a car. It can easily scrape thick or thin ice off the windshield without leaving any scrapes. The car ice scrapers can efficiently create divots in the ice to break it apart and hence ice can be scraped away from the surface. These scrapers are mostly made up of plastic but can also be obtained from metal material. However, a metal scraper can damage a car’s surface, it doesn’t use often especially since a car under a load of snow doesn’t have much visibility.

Car ice scrapers are essential tools to have in the winter season. It keeps windshields clear from frost and ice offering a clear open view of the road when driving. Most ice scrapers come with a broom head and are available in mini or regular sizes, with extending or fixed handles. Car ice scrapers are an absolute necessity in the northern climates where winter brings attacks of freezing rain.

When a customer wants to purchase an ice scraper, the main challenge is limited design availability in the retail store. Automotive glass is not perfectly straight, as it tends to curve in more than two directions.

A car ice scraper is an essential tool in tough terrains where vision can be impaired as ice can accumulate on the vehicle. Further, the rising demand for handheld tools for removing frost and ice from a car along with increasing sales of automobiles is a key driving factor that boosts the growth of the car ice scrapers market. The current trend in the car ice scraper market is the introduction of compact ice scarpers that come with a serrated edge for removing snow quickly and efficiently from windscreens.

All these factors are anticipated in the growth of the ca...

Given the increase in electronic cigarette use during the past decade, the objectives of this study are to obtain comprehensive product-level information from online vape shops, which are one of the most common outlets for e-cigarette users to purchase vaping products, especially e-liquid products, and to examine the appeal of various e-liquid product attributes to consumers. We used web scraping and estimation of generalized estimating equation (GEE) models to obtain and analyze data from five popular online vape shops that sell nationwide across the US. The outcome measures are e-liquid pricing for the following e-liquid product attributes: nicotine concentration (in mg/ml), nicotine form (nicotine-free, freebase, or salt), vegetable glycerin/propylene glycol (VG/PG) ratio, and a variety of flavors. We find that the pricing for freebase nicotine and nicotine salt products are 1% (p