This article discusses the main approaches and tools for data visualization in Python, a popular programming language in the field of data analysis and science. Data visualization is an important step in analytical processes, allowing you to clearly present information, identify trends and relationships. Python offers a wide range of libraries for creating graphs, charts, and interactive visualizations, including Matplotlib, Seaborn, Plotly, and Bokeh. The article also provides examples of practical application of data visualization, from time series analysis to interactive and animated graphs. The advantages and limitations of Python for data visualization are considered, as well as prospects for its further development in this direction.

This article explores the creation of an interactive museum project and visualization software utilizing 3D technologies. It discusses the importance of incorporating interactive elements and visualization techniques in museum exhibits to enhance visitor engagement and learning experiences. The article highlights the benefits of 3D technologies, such as virtual reality (VR), augmented reality (AR), and 3D modeling, in creating immersive and interactive museum environments. It also addresses the challenges and considerations involved in designing and implementing such projects, including content creation, user interface design, hardware requirements, and accessibility. The article showcases examples of successful interactive museum projects and visualization software using 3D technologies and discusses their impact on visitor experiences. Additionally, it discusses future trends and potential advancements in 3D technologies that can further enhance the creation of interactive museum projects and visualization software.

In the article are using of visualization in English lessons analyzed. Information about types of visualization is given.

This article discusses the use of computer graphics in the natural sciences, its importance for visualization and analysis of complex data. Computer graphics plays an important role in such fields as physics, chemistry, biology, ecology and climatology, where it helps to model and visualize processes that are difficult to study using traditional methods. The article discusses the main types of computer graphics, such as 2D visualization, 3D modeling and simulation, as well as their application in various natural science disciplines. Particular attention is paid to modern software tools such as MATLAB, PyMOL, VMD and Blender, which are actively used for data analysis and visualization. The prospects for the development of computer graphics in the natural sciences are considered, including integration with artificial intelligence and the use of virtual reality technologies for scientific research.

The role of visualization in the treatment of hepatocellular carcinoma (HCC) has undergone significant changes and expanded beyond simple radiological confirmation of tumors based on typical patterns seen on multiphase computed tomography (CT) or magnetic resonance imaging (MRI) with contrast enhancement. The introduction of hepatobiliary contrast agents has allowed for the detection of hepatocarcinogenesis at earlier stages, while the use of ultrasound contrast agents has significantly strengthened the role of ultrasound (US) in diagnostic algorithms. New quantitative methods for assessing blood perfusion using CT and MRI not only enable earlier diagnosis and confident differentiation from other lesions but also provide biomarkers for assessing treatment response. With distinct subtypes of HCC identified, correlating them with specific visualization features offers great potential for assessing tumor aggressiveness and prognosis. This review presents the modern role of visualization, emphasizing its importance in successfully managing patients with HCC.

Anatomy is the fundamental basis of surgery and traumatology, playing a critical role in all stages of patient care. This article reviews the impact of anatomical knowledge on the planning, execution, and assessment of surgical interventions, as well as on the provision of emergency trauma care. Anatomical variations that can significantly affect clinical outcomes are analyzed in detail, and the importance of an individual approach to each patient is emphasized. Modern technologies such as 3D visualization and virtual reality that optimize learning and improve surgical training are discussed. The article also includes data from recent studies that show how anatomical knowledge contributes to increased surgical success and decreased complications, thus confirming the invaluable role of anatomy in the field of medicine.

So‘nggi yillarda streaming data analytics sohasida real-time vizual tahlilga bo‘lgan talab keskin oshdi. Fintech, IoT, transport va kiberxavfsizlik tizimlarida soniyasiga millionlab hodisalar (events) hosil bo‘ladi, lekin ularni vizual shaklda tezkor va intuitiv tarzda ko‘rsatish — arxitekturaviy va algoritmik muammo bo‘lib qolmoqda. An’anaviy BI vositalar (Tableau, PowerBI) real-time oqimlarni ishlov berishda kechikish (latency) muammosiga duch keladi. Shu bois event-driven visualization framework — ya’ni ma’lumot oqimlariga mos ravishda avtomatik yangilanadigan, past kechikishli va o‘lchamlanadigan tizim yaratish zarur. Ushbu muammolarni hal etish uchun biz Apache Kafka, ClickHouse va Java asosidagi aggregator, shuningdek React frontendni birlashtirgan reaktiv arxitekturani taqdim etamiz.

The article discusses the role of computer graphics in technical disciplines, its application in engineering, architecture, mechanical engineering and electronics. Computer graphics provides tools for creating accurate 2D and 3D models, simulations and data analysis, which can significantly improve the design and development processes. The article analyzes modern software solutions such as AutoCAD, SolidWorks, MATLAB and Blender, which are widely used for modeling and visualization of complex systems. Particular attention is paid to the trends in the development of computer graphics, including the introduction of virtual and augmented reality technologies, artificial intelligence and cloud computing, which open up new prospects for the use of graphic technologies in technical sciences.

This article provides a comprehensive analysis of the theoretical and practical aspects of using digital media tools in teaching differential equations. Digital technologies enhance visualization, interactivity, and collaboration in the learning process, making complex mathematical concepts easier to comprehend. Research findings indicate that multimedia tools increase students’ motivation, develop practical skills, and elevate the educational process to the level of international standards.

This article examines methods for visualizing road markings using 3D modeling technology. This technology plays a crucial role in improving road safety. The research results can be practically applied to enhance visualization efficiency and develop precise modeling algorithms.

Payra’s disease, also known as left colonic syndrome, is a rare congenital or acquired condition characterized by functional obstruction at the splenic flexure due to fixation or angulation of the colon. This study aimed to evaluate the diagnostic value of complex radiological methods—fluoroscopy, multislice computed tomography (MSCT), and magnetic resonance imaging (MRI)—in children with chronic constipation and colonic dyskinesia. Eighty-six pediatric patients aged 3–16 years were examined using a standardized multimodal imaging protocol. Fluoroscopy identified delayed contrast transit in 67% of patients, MSCT revealed anatomical fixation and proximal dilation in 84%, while MRI confirmed motility disturbance in 71% without structural obstruction. The overall diagnostic accuracy reached 96%, with MSCT proving most effective for anatomical visualization and fluoroscopy for dynamic functional assessment. MRI contributed by ruling out neuromuscular and inflammatory pathologies. A strong correlation was noted between disease severity and patient age, with older children exhibiting more pronounced fixation and dilatation. The study concludes that the combination of fluoroscopy, MSCT, and MRI provides the highest diagnostic precision for pediatric Payra’s disease, ensuring early detection, optimal management, and prevention of unnecessary surgery.

Paradoxical movement of the vocal folds is a disorder of their coordination, which can lead to various voice and breathing disorders. This condition is often observed in women and can be associated with psychosocial factors, hormonal changes, or anatomical features. This paper discusses the features of differential diagnosis of paradoxical movement of the vocal folds, including visualization and functional examination methods, as well as the main clinical manifestations. Particular attention is paid to treatment approaches, including voice therapy, drug intervention, and psychotherapy. The importance of early diagnosis and an individual approach to the choice of treatment methods is emphasized to prevent complications and improve patients' quality of life.

This article discusses multimedia possibilities of Web-technologies.

The article analyzes key didactic challenges in teaching the principle of superposition in quantum mechanics. Special attention is given to psychological barriers arising from the abstract nature of the concept and its contrast with classical intuition. The need for visualization, analogies, and computer modeling is emphasized to enhance students’ conceptual understanding. Methodological recommendations are proposed to support effective learning and to help students grasp superposition as a fundamental principle of quantum theory.

This article discusses the main frameworks for C# graphical programming, such as WPF and GDI+ for working with 2D graphics and user interfaces. Examples of using each tool are given and their capabilities and advantages are analyzed. Particular attention is paid to methods for optimizing C# graphical applications to improve performance and efficient use of resources. A comparative analysis of C# with other programming languages, including C++, Java and Python, is conducted from the point of view of graphical programming. Key aspects such as performance, ease of development and application in various fields are discussed. In conclusion, it is concluded that C# is a universal and powerful tool for developing graphical applications, capable of satisfying the requirements of both novice and experienced developers.

The main goal of the projects being implemented in the education system today is the formation of free thinking, practical skills, and a creative approach in students. In particular, the use of modern technologies in teaching mathematics ensures that students easily understand and easily learn the subject. For example, the appearance of geometric shapes through some mobile applications provides students with a number of conveniences and arouses great interest in the new topic being studied.

In this paper, digital signal processing to improve the quality of medical images and improve the accuracy of images using neural network. Effective use of digital technology and artificial intelligence in health care, signaling the development of our medicine. Based on existing literature, the article discusses the theoretical foundations of signal processing using digital technology and image processing using neural networks for disease diagnosis and prognosis.

This article discusses new, effective methods for teaching quadratic equations to improve the mathematical literacy of academic lyceum students. Along with traditional approaches, the advantages of using innovative educational technologies, visual aids, a differential approach, and integrated methods based on real-life problems are analyzed. Also, approaches that serve to form students' independent thinking, analytical approach, and creative abilities when working with the presented quadratic equation are enriched with practical examples. The article offers strategies that help students develop a deep understanding. This article uses the methods of "Problem-based learning" and "Creative tasks".

This article discusses the great potential of modern programs in improving mathematics education and developing critical thinking and problem solving skills.

This study employs a robust Ordinary Least Squares (OLS) framework to investigate the relationship between Gross Domestic Product (GDP) and CO2 emissions from 1990 to 2022. Two models are estimated: Model 1 regresses total CO2 emissions on GDP, while Model 2 examines individual CO2 sources (cement, coal, flaring, gas, and oil) as functions of GDP. The analysis includes exploratory data visualization (pairwise scatterplot matrices and time series plots), diagnostic tests for autocorrelation and heteroskedasticity, and robust standard errors to ensure reliable inference. Results reveal significant positive associations between GDP and cement and coal emissions, a negative association with oil emissions, and no significant relationship with gas emissions. Autocorrelation is detected, suggesting the need for time series adjustments. This comprehensive methodology provides a robust foundation for understanding the economic-environmental nexus.

This article gives information about integration of mindfulness practices in language classrooms and its effective strategies for student outcomes. Drawing upon existing literature and insights from notable researchers, this research paper the methods and their benefits associated with incorporating mindfulness practices for language learners in enhancing student well-being, academic performance, and overall educational experience.

Modern anatomy is rapidly being transformed by medical imaging technologies—from light/electron microscopy and micro-CT to point-of-care ultrasound, MRI/CT, ​​virtual tables, and 3D printing. This review synthesizes data on the didactic value of these methods, their diagnostic capabilities, typical curriculum integration scenarios, and digital ecosystems (3D Slicer, open anatomical databases, and "Visible Human" projects). It is shown that the inclusion of medical imaging and 3D technologies is associated with improved spatial cognition, knowledge retention, and student engagement. The evidence base is most developed for point-of-care ultrasound education (POCUS), virtual tables, and 3D printing, while micro-CT primarily serves scientific and demonstration purposes with its unique resolution of soft tissue structures. A practical "integration ladder" for medical schools, taking into account resources, is proposed.

This article will highlight the issues of effective use of innovative pedagogical approaches in the process of teaching mathematics in pharmaceutical educational institutions. The role of mathematical knowledge in the pharmaceutical field in drug research, development and analysis of the results of clinical trials has been discussed.

This paper presents EasyDAQ, a compact and low-cost data acquisition system developed around an Arduino Nano, an ADXL335 tri-axis analog accelerometer, and a MATLAB graphical user interface (GUI). The system was designed to provide an affordable platform for real-time measurement, visualization, storage, and basic processing of acceleration data in teaching laboratories and preliminary experimental studies. The manuscript summarizes the overall architecture of the system, including the hardware acquisition chain, firmware logic, MATLAB-based host software, and assembled prototype. Special attention is given to the integration between the embedded acquisition unit and the GUI, which enables user-controlled sampling, plotting, filtering, and data export through a simple interface. The developed platform demonstrates that useful vibration and motion measurements can be obtained with inexpensive and widely available components, while still preserving flexibility for further improvement and adaptation.

Today, not only in the world, but also in our country, the computer industry is developing on a very large scale, all our work
requires digital technologies. These tasks are performed by intelligent computers. This article focuses on imaging software, which is one of the basics of working on a computer. It covers visualization techniques, tools and algorithms.