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Which visualization tools are most useful for EDA? Exploratory Data Analysis is an important step in data science. It allows analysts and scientists with summary statistics and graphic representations to better understand patterns, detect anomalies and test hypotheses. Visualization is a key component of EDA, as it converts complex data relationships into visually understandable formats. Many visualization tools have been widely recognized as effective in EDA. They offer different functionality, ease-of-use, and integration abilities. https://www.sevenmentor.com/data-science-course-in-pune.php Matplotlib is a Python library which provides a wide range of static plots, animated plots, and interactive ones. It is a great foundation for other visualization libraries. It's highly customizable and can be used to create anything from simple bar graphs to complex multi-plots. Matplotlib is a powerful tool, but its steep learning curve comes from the detailed coding required to format and design. Seaborn is a Python library that builds on Matplotlib to create visually pleasing and informative statistical graphics. Seaborn's visualisation of distributions and relationships among variables is particularly powerful. It is well integrated with pandas datastructures, which makes it an efficient tool for plotting dataframes directly. With minimal code, it can perform data aggregation, plot complex graphs such as heatmaps and pair plots and violin plots. Plotly is another significant player on the EDA scene. It offers interactive graphing. Plotly is available in Python and R, and offers a variety of visualizations including scatter plots and line charts. It also supports 3D plots. Plotly's interactivity allows users to zoom in, filter data, and hover over plots. This makes it a great tool for dashboards and presentations. ggplot2, a visualization package for those who work in the R programming language, is essential. Based on the grammar for graphics, ggplot2 is a powerful framework that allows you to build a variety of plots using components such as scales, themes and geometries. Its intuitive syntax and consistency help to produce high-quality visualizations which are both informative as well as aesthetically pleasing. ggplot2 excels at producing plots with multiple dimensions for deeper insight into data. Tableau excels at EDA, without the need for extensive coding skills. Tableau's drag-and drop interface allows users to quickly create dashboards and visual reporting. Tableau is popular with data analysts and business analysts alike because of its ability to analyze large datasets in real time and handle large datasets. Tableau is easy to use, even for those with no technical background. Power BI is another tool that's worth mentioning. It, too, allows the creation of interactive, shareable reports. Power BI integrates with Microsoft's ecosystem and is therefore particularly useful for companies that use Excel or other Office tools. The seamless integration of SQL databases, Azure and other cloud services allows dynamic data visualization. This is ideal for corporate EDA requirements. https://www.iteducationcentre.com/data-science-course-in-pune.php Altair is a declarative visualization library based on Vega-Lite and Vega. Altair emphasizes consistency and simplicity, allowing users to create sophisticated visualisations with less code. Its compact syntax and integration with Jupyter Notebooks makes it well-suited to interactive data exploration.

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Southeast Asia Industrial 3D Printing Market Analysis 2030 - Unveiling Size, Share, Growth, Trends, and Industry Insights| MarkNtel Southeast Asia Industrial 3D Printing Market Overview: 2025-30 Base Year: 2024 Historical Years: 2020-23 Forecast Years: 2025-30 The Southeast Asia Industrial 3D Printing Market size was valued at around USD 6.51 billion in 2025 and is projected to reach USD 20.11 billion by 2030. Along with this, the market is estimated to grow at a CAGR of around 18.7% during the forecast period, i.e., 2025-30. Markntel Advisor’s Southeast Asia Industrial 3D Printing Market Insights report provides the current and forecast market analysis, individual leading companies' market shares, challenges, Southeast Asia Industrial 3D Printing Market drivers, barriers, Southeast Asia Industrial 3D Printing Market Trends, and Key Players in Southeast Asia Industrial 3D Printing Market. Our Latest Reports Now Include In-Depth Supply Chain Ecosystem Analysis, Enabling Businesses to Navigate Tariff Challenges with Greater Agility Get Sample Report: https://www.marknteladvisors.com/query/request-sample/southeast-asia-industrial-3d-printing-market.html Southeast Asia Industrial 3D Printing Market Dynamics: 2025-30 Rising Demand in the Healthcare Sector – The health sector is finding more demand for 3D printing in practice and research activities. The technique allows for the creation of physical models of human anatomy that make it easier for physicians to understand complex structures. Doctors use 3D-printed models to study organs, bones, and tissues faster, which helps to improve diagnosis and treatment strategies. The models provide a real three-dimensional view, helping surgeons prepare for surgery with greater accuracy. In science, 3-D printing allows clinical innovation with the aid of permitting scientists to simulate anatomical structures with sensible assessments. 3D printing allows medical innovation by allowing scientists to simulate anatomical structures with realistic tests. The technology offers better decision-making tools, reduces the risk of surgery, and enhances patient care. With better visualization and comprehension, 3D printing is transforming healthcare, making it more precise and effective. Its growing application reflects how technology is transforming the future of medicine. Browse Full Report with Detail Analysis - https://www.marknteladvisors.com/research-library/southeast-asia-industrial-3d-printing-market.html Southeast Asia Industrial 3D Printing Market (2025-30): Segmentation Outlook The market report has segmented the market into the following categories: • By Offering o Printers- Market Size & Forecast 2020-2030, USD Million o Material- Market Size & Forecast 2020-2030, USD Million o Software- Market Size & Forecast 2020-2030, USD Million o Services- Market Size & Forecast 2020-2030, USD Million • By Material Type o Plastic- Market Size & Forecast 2020-2030, USD Million o Metal- Market Size & Forecast 2020-2030, USD Million o Ceramic-Market Size & Forecast 2020-2030, USD Million • By Application o Tooling- Market Size & Forecast 2020-2030, USD Million o Prototyping- Market Size & Forecast 2020-2030, USD Million o Functional Parts- Market Size & Forecast 2020-2030, USD Million • By End-User o Automotive- Market Size & Forecast 2020-2030, USD Million o Healthcare-Market Size & Forecast 2020-2030, USD Million o Aerospace & Defense- Market Size & Forecast 2020-2030, USD Million o Architecture & Construction- Market Size & Forecast 2020-2030, USD Million o Consumer Products- Market Size & Forecast 2020-2030, USD Million o Manufacturing- Market Size & Forecast 2020-2030, USD Million o Others - Market Size & Forecast 2020-2030, USD Million • By Technology o (Stereolithography (SLA)- Market Size & Forecast 2020-2030, USD Million o Fused Deposition Modelling (FDM)- Market Size & Forecast 2020-2030, USD Million o Selective Laser Sintering (SLS)- Market Size & Forecast 2020-2030, USD Million o Direct Metal Laser Sintering (DMLS)-Market Size & Forecast 2020-2030, USD Million o Selective Lase Melting-Market Size & Forecast 2020-2030, USD Million • By Region o Indonesia o Thailand o Philippines o Vietnam o Malaysia o Singapore Note - If there are any particular details you need that are not currently included in the report, we will be happy to provide them as part of our customization services. Top Companies Operating in the Southeast Asia Industrial 3D Printing Market: • Stratasys Ltd. • Farsoon Technologies • 3D Systems • Chemtron pte ltd. • Vinnotek • SLM Solutions • EOS GmbH • Materialise NV • Voxeljet AG • ExOne • Structo • Others Reports Delivery Format - Market research studies from MarkNtel Advisors are offered in PDF, Excel, and PowerPoint formats. Within 24 hours of the payment being successfully received, the report will be sent to your email address About Us – We are a leading market research company, consulting, & data analytics firm that provides an extensive range of strategic reports on diverse industry verticals. We deliver data to a substantial & varied client base, including multinational corporations, financial institutions, governments, & individuals, among others. Our specialization in niche industries & emerging geographies allows our clients to formulate their strategies in a much more informed way and entail parameters like Go-to-Market (GTM), product development, feasibility analysis, project scoping, market segmentation, competitive benchmarking, market sizing & forecasting, & trend analysis, among others, for 15 diverse industrial verticals. Contact Us – Email: sales@marknteladvisors.com Sales Office: 564 Prospect St, B9, New Haven, Connecticut, USA-06511 Address Corporate Office: Office No.109, H-159, Sector 63, Noida, Uttar Pradesh-201301, India

Exploring Portable Ultrasound Market Opportunity, Latest Trends, Demand, and Development By 2030| MarkNtel MarkNtel Advisors recently published a detailed industry analysis of the Portable Ultrasound Market. The report covers growth trends, geographical marketing strategies, challenges, opportunities, and drivers influencing the market. Portable Ultrasound Market Size, Share, and Trends Analysis Report – Industry Overview and Forecast to 2030 The Portable Ultrasound Market size was valued at around USD 5.66 billion in 2024 and is projected to reach USD 7.4 billion by 2030. Along with this, the market is estimated to grow at a CAGR of around 4.6% during the forecast period, i.e., 2025-30. What are the major Driver the Portable Ultrasound industry? High Prevalence of Chronic Diseases Intensifying Demand – The rising ubiquity of chronic diseases continues to drive the Global Portable Ultrasound Market. These Non-communicable diseases (NCDs) account for 41 million deaths every year across the world. They are the cause of approximately 74% of all global deaths, with the leading causes being cardiovascular diseases, cancers, chronic respiratory diseases, and diabetes. Cardiovascular diseases account for approximately 20 million deaths each year. They are likely to increase by roughly 90% between 2025 and 2050, and deaths are predicted at 35.6 million in 2050. Cardiovascular conditions are responsible for most NCD deaths, followed by cancers (9.0 million), respiratory illnesses (3.9 million), and diabetes (1.6 million), globally. The increasing burden of these chronic ailments necessitates efficient, real-time diagnostic tools for their early identification and control. These machines offer non-invasive, cost-effective options, enabling the delivery of instant check-ups in multiple settings that further fuel market demand. With the increasing prevalence of chronic diseases, the application of these machines for timely diagnosis and follow-up is expected to rise, highlighting their critical role in modern healthcare. Access the detailed PDF Sample report – https://www.marknteladvisors.com/query/request-sample/portable-ultrasound-market.html What segments define the Portable Ultrasound market from 2025 to 2030? How do these segments contribute to market dynamics and growth? • By Device Type o Handheld- Market Size & Forecast 2020-2030, USD Million o Compact- Market Size & Forecast 2020-2030, USD Million o Cart/Trolley- Market Size & Forecast 2020-2030, USD Million • By Technology o 2D Ultrasound- Market Size & Forecast 2020-2030, USD Million o 3D & 4D Ultrasound- Market Size & Forecast 2020-2030, USD Million o Doppler Ultrasound- Market Size & Forecast 2020-2030, USD Million o High-intensity Focused Ultrasound- Market Size & Forecast 2020-2030, USD Million According to report, Based on technology, the Doppler Ultrasound leads the Global Portable Ultrasound Market. • By Application o Obstetrics/Gynecology- Market Size & Forecast 2020-2030, USD Million o Cardiovascular- Market Size & Forecast 2020-2030, USD Million o Urology- Market Size & Forecast 2020-2030, USD Million o Gastric- Market Size & Forecast 2020-2030, USD Million o Musculoskeletal- Market Size & Forecast 2020-2030, USD Million o Others • By End User o Hospitals & Specialty Clinics- Market Size & Forecast 2020-2030, USD Million o Diagnostic Imaging Centers- Market Size & Forecast 2020-2030, USD Million o Ambulatory Surgical Centers- Market Size & Forecast 2020-2030, USD Million o Others According to report, Hospitals & Specialty Clinics dominate the Global Portable Ultrasound Industry. Explore the Complete Portable Ultrasound Market Analysis Report – https://www.marknteladvisors.com/research-library/portable-ultrasound-market.html Geographical Analysis: Portable Ultrasound Market o North America o South America o Europe o The Middle East & Africa o Asia-Pacific Portable Ultrasound Market Share & Competitive Landscape: The Portable Ultrasound Market is characterized by intense competition, with several key players driving growth through innovation, market expansion, and strategic investments. The competitive landscape provides valuable insights into the industry's leading companies, highlighting their strengths, financial performance, and market influence. Leading Companies in the Portable Ultrasound Market are: • Canon Medical Systems Corporation • Clarius Mobile Health • EchoNous, Inc. • Esaote SpA • FUJIFILM SonoSite, Inc. • Fukuda Denshi Co. Ltd. • GE Healthcare • Koninklijke Philips N.V • Samsung Healthcare • Shenzhen Mindray Bio-Medical Electronics Co., Ltd. • Siemens Healthineers AG • Teratech Corporation (Terason) • Verathon, Inc. • Hitachi Ltd. • BenQ Corporation • Butterfly Network, Inc. • Accutome Inc. • EDAN Instruments • Becton, Dickinson, and Company • ALPINION MEDICAL SYSTEMS Co., Ltd. Portable Ultrasound Industry Recent Development: • September 2024: GE HealthCare announced the launch of enhanced Venue ultrasound systems, including a new solution that sets the standard for point-of-care ultrasound (POCUS): Venue Sprint. It features wireless probe capabilities that are compatible with Vscan Air handheld ultrasound systems. • January 2024: Butterfly Network, Inc. announced FDA clearance for its next-generation handheld point-of-care ultrasound (POCUS) system, Butterfly iQ3. The new device is the company’s third iteration of the world’s first semiconductor-based, single-probe, whole-body ultrasound system. Questions Addressed in this Study 1.What factors are driving the Portable Ultrasound Market growth? 2.How is the Portable Ultrasound Market expected to grow over the next five years? 3.What are the key insights into the current trends in the Portable Ultrasound Market? 4.What is the current size of the Portable Ultrasound Market, and how is it projected to change in the future? 6.What is the future outlook for the Portable Ultrasound Market in terms of technological advancements and market expansion? For a Customized Analysis Report, Just Drop Your Inquiry Here – https://www.marknteladvisors.com/query/request-customization/portable-ultrasound-market.html Why MarkNtel Advisors? MarkNtel Advisors is a leading research, consulting, & data analytics firm that provides an extensive range of strategic reports on diverse industry verticals. We deliver data to a substantial & varied client base, including multinational corporations, financial institutions, governments, & individuals, among others. Our specialization in niche industries & emerging geographies allows our clients to formulate their strategies in a much more informed way and entail parameters like Go-to-Market (GTM), product development, feasibility analysis, project scoping, market segmentation, competitive benchmarking, market sizing & forecasting, & trend analysis, among others, for 15 diverse industrial verticals. For Media Inquiries, Please Contact: Email: sales@marknteladvisors.com Sales Office: 564 Prospect St, B9, New Haven, Connecticut, USA-06511 Corporate Office: Office No.109, H-159, Sector 63, Noida, Uttar Pradesh-201301, India

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Full Body Scanner Market Report: Securing the Future with Next-Generation Scanning Technologies United States of America –The Insight Partners is excited to declare the launch of its most recent exhaustive research report titled, "Full Body Scanner Market: Global Industry Trends, Share, Size, Growth, Opportunity, during the forecast period.This report delivers an in-depth strategic analysis of the increasing demand for full body scanners in the transportation, critical infrastructure, and public security sectors.". Overview of Full Body Scanner Market With the increased demand for sophisticated security scanning systems, the market for full body scanners is experiencing high growth across the world. With increasing fears about terrorism, clandestine smuggling, and public security, full body scanners are emerging as vital assets at airports, border entry points, government buildings, and sensitive public locations. The report provides insightful analyses on how full body scanners are transforming security measures through enhanced detection rates and increased throughput. Key Findings and Insights Market Size and Growth Forecast Data: The full body scanner market was valued at US$ 362.0 million in 2021 and is projected to reach US$ 653.0 million by 2028; it is expected to grow at a CAGR of 8.8% during the forecast period.             •Primary Growth Drivers: ·         Rising demand for non-invasive and radiation-free security solutions ·         Surge in international air travel and investments in airport security infrastructure ·         Technological innovations making automated threat detection and integration of AI possible ·         Growing deployment in government and commercial markets Market Segmentation By System ·         Image Processing and Modelling ·         3D Body Scanners By Technology ·         Millimeter Wave Scanner ·         Backscatter X-Ray By Application ·         Transport ·         Protection of Critical Infrastructure Emerging Trend Spotting Technological Innovations •Implementation of AI-driven image analysis to minimize human error in threat detection •Development of privacy-friendly technologies with generic body shapes •Integration with biometric access control systems for added multi-layered security Shifting User Needs •Priority for contactless and rapid screening procedures post-pandemic • Increasing concerns about privacy and health safety, fueling demand for safe and discreet scanning • Increased use of full body scanners in public places such as stadiums and event centers Regulatory Impact • Conformity with international standards for aviation security (TSA, ECAC, ICAO) • More stringent regulatory environments for the adoption of non-ionizing radiation technologies • Mandatory government requirements for enhanced border and homeland security Growth Opportunities • Faster infrastructure growth in developing markets fueling installations of scanners • Strategic alliances between scanner makers and public security institutions •Development of portable and mobile scanning systems for temporary or field applications •Penetration of full body scanners into commercial and private security sectors Conclusion The Full Body Scanner Market: Global Industry Trends, Share, Size, Growth, Opportunity, during the forecast period. report provides deep insight into this fast-growing industry. With increasing security requirements, regulatory support, and ongoing innovation, full body scanners are poised to play an important role in defining the future of public safety and threat mitigation. About The Insight Partners The Insight Partners is among the leading market research and consulting firms in the world. We take pride in delivering exclusive reports along with sophisticated strategic and tactical insights into the industry. Reports are generated through a combination of primary and secondary research, solely aimed at giving our clientele a knowledge-based insight into the market and domain. This is done to assist clients in making wiser business decisions. A holistic perspective in every study undertaken forms an integral part of our research methodology and makes the report unique and reliable. Visit our website (homepage link) to know more and get full access to the reports. Get More Informations: - https://www.theinsightpartners.com/reports/full-body-scanner-market