Dataset

This dataset was created by Andre Vianna

Contents

We present a tool for multi-omics data analysis that enables simultaneous visualization of up to four types of omics data on organism-scale metabolic network diagrams. The tool’s interactive web-based metabolic charts depict the metabolic reactions, pathways, and metabolites of a single organism as described in a metabolic pathway database for that organism; the charts are constructed using automated graphical layout algorithms. The multi-omics visualization facility paints each individual omics dataset onto a different “visual channel” of the metabolic-network diagram. For example, a transcriptomics dataset might be displayed by coloring the reaction arrows within the metabolic chart, while a companion proteomics dataset is displayed as reaction arrow thicknesses, and a complementary metabolomics dataset is displayed as metabolite node colors. Once the network diagrams are painted with omics data, semantic zooming provides more details within the diagram as the user zooms in. Datasets containing multiple time points can be displayed in an animated fashion. The tool will also graph data values for individual reactions or metabolites designated by the user. The user can interactively adjust the mapping from data value ranges to the displayed colors and thicknesses to provide more informative diagrams.

This dataset is comprised of weekly Spotify track chart data from 2013 to 2023.

The dataset is obtained from https://kworb.net/spotify/ and the official Spotify API. Contrasting to other dataset, this one includes information on the artists, i.e. names and genre. Additionally, the dataset includes the same track multiple times if it appeared in the Spotify charts multiple times, each time with the respective metadata, e.g. chart position and number of streams.

Denmark Exports of multiple-walled insulating units of glass to Belarus was US$235 during 2011, according to the United Nations COMTRADE database on international trade. Denmark Exports of multiple-walled insulating units of glass to Belarus - data, historical chart and statistics - was last updated on November of 2025.

United States - Multiple Jobholders was 8825.00000 Thous. of Persons in April of 2025, according to the United States Federal Reserve. Historically, United States - Multiple Jobholders reached a record high of 9132.00000 in March of 2025 and a record low of 5360.00000 in April of 2020. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Multiple Jobholders - last updated from the United States Federal Reserve on December of 2025.

Blockchain data dashboard: Chart GroupBy + Stacking QA – Many series in many chart types

Blockchain data dashboard: Chart tooltip QA – Many series in many chart types

Multiple Jobholders Percentage - Historical chart and current data through 2025.

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Chart Recorder Market Size 2024-2028

The chart recorder market size is forecast to increase by USD 464.5 million at a CAGR of 5.9% between 2023 and 2028. The market is experiencing significant growth due to the increasing demand for multi-channel recording solutions, particularly in sectors like water purification systems where accurate data recording is essential for monitoring system performance. Strip chart recorders and circular chart recorders continue to be popular choices for continuous analog record keeping. However, the emergence of data loggers and automated data acquisition systems has introduced digital file storage as a viable alternative, offering enhanced efficiency and accuracy. Multi-pen recorders offer the advantage of recording multiple data streams on a single chart, which is beneficial in applications such as water quality monitoring. The market is also witnessing the introduction of web-based chart recorders, enabling remote monitoring and real-time data access. Despite these advancements, challenges such as the availability of substitutes and the need for calibration and maintenance persist. Overall, the market is expected to grow as industries, including those involved in water purification, continue to prioritize accurate and efficient data recording solutions.

What will the size of the market be during the forecast period?

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The market for chart recorders, a vital component of data acquisition systems (DAQ), continues to gain traction in various industries, including manufacturing, science, engineering labs, and power plants. These instruments are essential for capturing, recording, and analyzing electrical signals and process parameters such as temperature, pressure, flow, pH, humidity, vibration, movement, diagnostics, and statistical analysis. Chart recorders offer high resolution visualization tools that enable real-time monitoring and analysis of data. Their applications span across numerous sectors, including water purification, where they help monitor turbidity, dissolved oxygen, and sterilization processes. In environmental testing, they assist in tracking the effectiveness of various processes and maintaining optimal conditions. In the manufacturing sector, chart recorders play a crucial role in equipment maintenance and power plant operations.

Moreover, in the context of single-channel and multi-channel applications, chart recorders cater to diverse requirements, offering flexibility and scalability. The demand for chart recorders is driven by the increasing need for accurate and reliable data acquisition and analysis in various industries. As the importance of data-driven decision-making continues to grow, the market for these instruments is expected to expand. Furthermore, the integration of advanced features, such as statistical analysis and diagnostics, enhances their value proposition, making them indispensable tools for various applications.

Market Segmentation

The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2024-2028, as well as historical data from 2018-2022 for the following segments.

Type

  Digital chart recorders
  Analog chart recorders


Application

  Food and beverage
  Pharmaceuticals
  Industrial applications
  Environmental monitoring


Geography

  North America

    Canada
    US


  APAC

    China
    India
    Japan
    South Korea


  Europe

    Germany
    UK
    France
    Italy


  South America



  Middle East and Africa

By Type Insights

The digital chart recorders segment is estimated to witness significant growth during the forecast period. Digital chart recorders are an essential component of the expanding market, providing sophisticated features and enhanced functionality for modern data recording applications. One notable example is the OMEGA RD8250 by Omega Engineering Inc., which caters to diverse industrial requirements. This advanced digital process recorder boasts dual-function keys and a clear, colored graph display, ensuring a user-friendly experience. The RD8250 offers the flexibility to display real-time data in both digital and trend formats, making it a versatile tool for monitoring temperatures and other vital parameters in dispersed systems, marine installations, and large engines. The front-panel USB port enables seamless data transfer to a PC, enabling efficient analysis and management.

Real-time data can be viewed in both digital and trend formats, ensuring versatility and accuracy in monitoring. The front-panel USB port enables seamless data transfer to a PC via a flash memory card, streamlining data management and analysis. Multi-channel strip chart recorders, circular chart recorders, data loggers, and automated data acquisition systems are other essential components of the digital chart recorder market.

Extracted triplets: 16 entries from knowledge graph.

1Although the sample was not population based, the authors stated that height of sampled children will likely not be different from children living in other regions in the country;2Method similar to LMS method;3Russian charts are published in a key pediatric book, and are commonly applied by pediatricians throughout Russia;4The UK-WHO growth charts are applied in clinical practice in the United Kingdom and constitute growth data from WHO growth standards with birth data from the British 1990 charts. As the WHO growth standards are already included in the analyses, the new WHO-UK growth charts were not considered.

Lithuania Imports from Finland of Multiple-walled insulating units of glass was US$214.95 Thousand during 2024, according to the United Nations COMTRADE database on international trade. Lithuania Imports from Finland of Multiple-walled insulating units of glass - data, historical chart and statistics - was last updated on December of 2025.

Imagine having a knowledge graph that can extract medical health knowledge related to patient diagnosis solutions and treatments from thousands of research papers, distilled using machine learning techniques in healthcare applications. Medical doctors can quickly determine treatments and medications for urgent patients, while researchers can discover innovative treatments for existing and unknown diseases. This would be incredible! Our approach serves as an all-in-one solution, enabling users to employ a unified design methodology for creating their own knowledge graphs. Our rigorous validation process involves multiple stages of refinement, ensuring that the resulting answers are of the utmost professionalism and solidity, surpassing the capabilities of other solutions. However, building a high-quality knowledge graph from scratch, with complete triplets consisting of subject entities, relations, and object entities, is a complex and important task that requires a systematic approach. To address this, we have developed a comprehensive design flow for knowledge graph development and a high-quality entities database. We also developed knowledge distillation schemes that allow you to input a keyword (entity) and display all related entities and relations. Our proprietary methodology, multiple levels refinement (MLR), is a novel approach to constructing knowledge graphs and refining entities level-by-level. This ensures the generation of high-quality triplets and a readable knowledge graph through keyword searching. We have generated multiple knowledge graphs and developed a scheme to find the corresponding inputs and outputs of entity linking. Entities with multiple inputs and outputs are referred to as joints, and we have created a joint-version knowledge graph based on this. Additionally, we developed an interactive knowledge graph, providing a user-friendly environment for medical professionals to explore entities related to existing or unknown treatments/diseases. Finally, we have advanced knowledge distillation techniques.

Simulated results of EWMA control charts using LSE and WLSE for data set 2.

United States - Multiple Jobholders as a Percent of Employed, Men was 4.90% in September of 2025, according to the United States Federal Reserve. Historically, United States - Multiple Jobholders as a Percent of Employed, Men reached a record high of 6.50 in November of 1996 and a record low of 3.70 in April of 2020. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Multiple Jobholders as a Percent of Employed, Men - last updated from the United States Federal Reserve on December of 2025.

Ivory Coast Imports from China of Multiple-walled insulating units of glass was US$99.15 Thousand during 2024, according to the United Nations COMTRADE database on international trade. Ivory Coast Imports from China of Multiple-walled insulating units of glass - data, historical chart and statistics - was last updated on November of 2025.

Italy Exports of multiple-walled insulating units of glass to Jordan was US$239.3 Thousand during 2024, according to the United Nations COMTRADE database on international trade. Italy Exports of multiple-walled insulating units of glass to Jordan - data, historical chart and statistics - was last updated on November of 2025.

United States - Multiple Jobholders as a Percent of Employed was 5.40% in April of 2025, according to the United States Federal Reserve. Historically, United States - Multiple Jobholders as a Percent of Employed reached a record high of 6.60 in November of 1996 and a record low of 4.00 in April of 2020. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Multiple Jobholders as a Percent of Employed - last updated from the United States Federal Reserve on December of 2025.

United States - Multiple Jobholders, Hours Vary On Primary Or Secondary Job, Men was 441.00000 Thous. of Persons in September of 2025, according to the United States Federal Reserve. Historically, United States - Multiple Jobholders, Hours Vary On Primary Or Secondary Job, Men reached a record high of 1030.00000 in October of 2004 and a record low of 381.00000 in April of 2020. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Multiple Jobholders, Hours Vary On Primary Or Secondary Job, Men - last updated from the United States Federal Reserve on November of 2025.

Lithuania Exports of multiple-walled insulating units of glass to France was US$299 during 2023, according to the United Nations COMTRADE database on international trade. Lithuania Exports of multiple-walled insulating units of glass to France - data, historical chart and statistics - was last updated on November of 2025.