The global graph database market growth will be propelled through 2034 at a massive CAGR of 19.4%. With the growing data usage and the rising data storage requirements, the global graph database market size will likely inflate from US$ 3.17 billion to US$ 18.68 billion in the next decade. Technological advancements also fuel the growth prospects of the industry.

Attributes	Key Insights
Estimated Industry Size in 2024	US$ 3.17 billion
Projected Industry Value in 2034	US$ 18.68 billion
Value-based CAGR from 2024 to 2034	19.4%

Growing Technology to Enlarge the Global Graph Database Market Size

Attributes	Values
Historical CAGR	16.5%
Valuation in 2019	US$ 1.46 billion
Valuation in 2023	US$ 2.69 billion

Country-wise Analysis

Countries	Forecasted CAGR
Germany	8.9%
Japan	9.2%
The United States of America	13.5%
China	19.9%
Australia	22.9%

Category-wise Insights

Category	Solution- Graph Database Platform
Industry Share in 2024	63.3%
Segment Drivers	Seamless integration with traditional systems increases their usability, enhancing the demand for these platforms. Excellent scalability of these platforms elevates the usability standards. The wider adaptability drives the segment’s popularity, fueling the global graph database market size.

Category	Application- Fraud & Risk Analytics
Industry Share in 2024	24.3%
Segment Drivers	Due to the ability of graph databases to deliver accurate risk forecasting, they save a lot of time and money. With the rising financial transactions, the demand for fraud detection and potential risk identification is rising. Therefore, the increasing popularity of the segment drives the global graph database market size.

Single-cell RNA sequencing (scRNA-seq) has emerged as a powerful tool for understanding cellular heterogeneity, providing unprecedented resolution in molecular regulation analysis. Existing supervised learning approaches for cell type annotation primarily utilize gene expression profiles from scRNA-seq data. Although some methods incorporated gene interaction network information, they fail to use cell-specific gene association networks. This limitation overlooks the unique gene interaction patterns within individual cells, potentially compromising the accuracy of cell type classification. We introduce WCSGNet, a graph neural network-based algorithm for automatic cell-type annotation that leverages Weighted Cell-Specific Networks (WCSNs). These networks are constructed based on highly variable genes and inherently capture both gene expression patterns and gene association network structure features. Extensive experimental validation demonstrates that WCSGNet consistently achieves superior cell type classification performance, ranking among the top-performing methods while maintaining robust stability across diverse datasets. Notably, WCSGNet exhibits a distinct advantage in handling imbalanced datasets, outperforming existing methods in these challenging scenarios. All datasets and codes for reproducing this work were deposited in a GitHub repository (https://github.com/Yi-ellen/WCSGNet).

The average price of yogurt in the USA for 2023 reached 2991 USD/MT. The average price trend for yogurt in Germany amounted to 1789 USD/MT in 2023. In Italy, the average yogurt prices were 3975 USD/MT for 2023.

Chart Industries 销售成本 - 当前值，历史数据，预测，统计，图表和经济日历 - Mar 2025.Data for Chart Industries | 销售成本 including historical, tables and charts were last updated by Trading Economics this last March in 2025.

The files here are data files from the OREGANO project, which consists of building a holistic knowledge graph on drugs, including natural compounds. Here is the list of files:

• OREGANO_V2.tsv : The triplet file used for link prediction. 3 columns : Subjet ; Predicate ; Object
• oreganov2.1_metadata_complet.ttl : The OREGANO knowledge graph in turtle format with the names and cross-references of the various integrated entities.

The following files contain the cross-references of OREGANO entities according to their type. They are all organised as follows: the external sources are the titles of the columns and each line begins with the identifier of the entity in OREGANO : - TARGET.tsv: Cross-reference table of the 22,096 targets.- PHENOTYPES.tsv: Cross-reference table of the 11,605 phenotypes.- DISEASES.tsv: Cross-reference table of the 18,333 diseases.- PATHWAYS.tsv: Cross-reference table of the 2,129 pathways.- GENES.tsv: Cross-reference table of the 35,794 genes.- COMPOUND.tsv: Cross-reference table of the 90,868 compounds.- INDICATIONS.tsv: Cross-reference table of the 2,714 indications.- SIDE_EFFECT.tsv: Cross-reference table of the 6,060 side-effects.- ACTIVITY.tsv: Names of the 78 activities.- EFFECT.tsv: Names of the 171 effects. The OREGANO knowledge graph is composed of 11 types of nodes and 19 types of links. The current version of the graph contains 88,937 nodes and 824,231 links. A SPARQL endpoint has been provided to enable users to retrieve and explore the knowledge graph at OREGANO SPARQL endpoint .

The integration files and the knowledge graph are available on the GitHub of the OREGANO project in the Integration folder: Gitub repository .

This dataset provides information about the number of properties, residents, and average property values for Chart Street cross streets in Harrison Township, MI.

ECM Community Support Services tables for a Quarterly Implementation Report. Including the County and Plan Details for both ECM and Community Support.This Medi-Cal Enhanced Care Management (ECM) and Community Supports Calendar Year Quarterly Implementation Report provides a comprehensive overview of ECM and Community Supports implementation in the programs' first year. It includes data at the state, county, and plan levels on total members served, utilization, and provider networks.ECM is a statewide MCP benefit that provides person-centered, community-based care management to the highest need members. The Department of Health Care Services (DHCS) and its MCP partners began implementing ECM in phases by Populations of Focus (POFs), with the first three POFs launching statewide in CY 2022.Community Supports are services that address members’ health-related social needs and help them avoid higher, costlier levels of care. Although it is optional for MCPs to offer these services, every Medi-Cal MCP offered Community Supports in 2022, and at least two Community Supports services were offered and available in every county by the end of the year.

Explore the intricacies of the iron ore price chart and its impact on global markets. Understand how factors like demand, supply, and sustainability trends influence iron ore prices, crucial for traders, economists, and industries relying on steel production.

During the last quarter of 2024, the aluminum prices in the USA reached 4628 USD/MT in December. As per the aluminum price chart, the prices increased by around 10.45% compared to the same quarter last year. The market held steady in the face of worldwide unpredictability. While trade policy debates and tariff considerations influenced investor behavior, the effects of China's changed export policies were continuously observed.

Product	Category	Region	Price
Aluminum	Metal & Metalloids	USA	4628 USD/MT
Aluminum	Metal & Metalloids	China	2730 USD/MT
Aluminum	Metal & Metalloids	Germany	3608 USD/MT

Explore IMARC’s newly published report, titled “Aluminum Prices, Trend, Chart, Demand, Market Analysis, News, Historical and Forecast Data Report 2025 Edition,” offers an in-depth analysis of aluminum pricing, covering an analysis of global and regional market trends and the critical factors driving these price movements.

Chart Industries سود قبل از مالیات - ارزش های فعلی، داده های تاریخی، پیش بینی، آمار، نمودار و تقویم اقتصادی - Mar 2025.Data for Chart Industries | سود قبل از مالیات including historical, tables and charts were last updated by Trading Economics this last March in 2025.

ECM Community Support Services tables for a Quarterly Implementation Report. Including the County and Plan Details for both ECM and Community Support.This Medi-Cal Enhanced Care Management (ECM) and Community Supports Calendar Year Quarterly Implementation Report provides a comprehensive overview of ECM and Community Supports implementation in the programs' first year. It includes data at the state, county, and plan levels on total members served, utilization, and provider networks.ECM is a statewide MCP benefit that provides person-centered, community-based care management to the highest need members. The Department of Health Care Services (DHCS) and its MCP partners began implementing ECM in phases by Populations of Focus (POFs), with the first three POFs launching statewide in CY 2022.Community Supports are services that address members’ health-related social needs and help them avoid higher, costlier levels of care. Although it is optional for MCPs to offer these services, every Medi-Cal MCP offered Community Supports in 2022, and at least two Community Supports services were offered and available in every county by the end of the year.

In the fourth quarter of 2023, the price of paraffin in the United States reached 1377 USD/MT by December. Similarly, in China, the paraffin prices hit 778 USD/MT in the same month. Germany also saw paraffin prices reaching 1616 USD/MT during Q4 2023.

No description is available. Visit https://dataone.org/datasets/44c3b2108f9fdb07503b053ba3059de8 for complete metadata about this dataset.

This dataset is comprised of 1 year estimate data from the American Community Survey published as of 2019.

All Employees: Architectural, Engineering, and Related Services in Michigan was 85.20000 Thous. of Persons in January of 2024, according to the United States Federal Reserve. Historically, All Employees: Architectural, Engineering, and Related Services in Michigan reached a record high of 90.90000 in January of 2023 and a record low of 53.00000 in January of 1991. Trading Economics provides the current actual value, an historical data chart and related indicators for All Employees: Architectural, Engineering, and Related Services in Michigan - last updated from the United States Federal Reserve on March of 2025.

The salicylic acid prices in the United States for Q3 2024 reached 3700 USD/MT in September. The rising consumer interest and early Christmas shopping were the main drivers of the significant increase in salicylic acid prices in the United States. The supply chain was strained as importers accelerated shipments due to worries about possible port strikes along important coasts.

United States - Gross domestic product: Imputations was 3726.90400 Bil. of $ in January of 2022, according to the United States Federal Reserve. Historically, United States - Gross domestic product: Imputations reached a record high of 3726.90400 in January of 2022 and a record low of 6.89400 in January of 1933. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Gross domestic product: Imputations - last updated from the United States Federal Reserve on March of 2025.

United States - Producer Price Index by Industry: Wood Office Furniture Manufacturing: Wood Office Desks and Desk Extensions was 333.58800 Index Jun 1985=100 in January of 2025, according to the United States Federal Reserve. Historically, United States - Producer Price Index by Industry: Wood Office Furniture Manufacturing: Wood Office Desks and Desk Extensions reached a record high of 333.58800 in January of 2025 and a record low of 100.00000 in June of 1985. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Producer Price Index by Industry: Wood Office Furniture Manufacturing: Wood Office Desks and Desk Extensions - last updated from the United States Federal Reserve on March of 2025.

All Employees: Total Nonfarm in Jackson, MI (MSA) was -0.20000 3-month Average Chg., Thous. of Persons in February of 2022, according to the United States Federal Reserve. Historically, All Employees: Total Nonfarm in Jackson, MI (MSA) reached a record high of 2.20000 in August of 2020 and a record low of -4.10000 in April of 2020. Trading Economics provides the current actual value, an historical data chart and related indicators for All Employees: Total Nonfarm in Jackson, MI (MSA) - last updated from the United States Federal Reserve on March of 2025.

United States - Producer Price Index by Industry: Communications Equipment Manufacturing was 108.20600 Index Dec 1985=100 in February of 2025, according to the United States Federal Reserve. Historically, United States - Producer Price Index by Industry: Communications Equipment Manufacturing reached a record high of 116.00000 in July of 1997 and a record low of 92.90000 in September of 2018. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Producer Price Index by Industry: Communications Equipment Manufacturing - last updated from the United States Federal Reserve on March of 2025.