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License information was derived automatically
Analysis of ‘COVID-19 dataset in Japan’ provided by Analyst-2 (analyst-2.ai), based on source dataset retrieved from https://www.kaggle.com/lisphilar/covid19-dataset-in-japan on 28 January 2022.
--- Dataset description provided by original source is as follows ---
This is a COVID-19 dataset in Japan. This does not include the cases in Diamond Princess cruise ship (Yokohama city, Kanagawa prefecture) and Costa Atlantica cruise ship (Nagasaki city, Nagasaki prefecture). - Total number of cases in Japan - The number of vaccinated people (New/experimental) - The number of cases at prefecture level - Metadata of each prefecture
Note: Lisphilar (author) uploads the same files to https://github.com/lisphilar/covid19-sir/tree/master/data
This dataset can be retrieved with CovsirPhy (Python library).
pip install covsirphy --upgrade
import covsirphy as cs
data_loader = cs.DataLoader()
japan_data = data_loader.japan()
# The number of cases (Total/each province)
clean_df = japan_data.cleaned()
# Metadata
meta_df = japan_data.meta()
Please refer to CovsirPhy Documentation: Japan-specific dataset.
Note: Before analysing the data, please refer to Kaggle notebook: EDA of Japan dataset and COVID-19: Government/JHU data in Japan. The detailed explanation of the build process is discussed in Steps to build the dataset in Japan. If you find errors or have any questions, feel free to create a discussion topic.
covid_jpn_total.csv
Cumulative number of cases:
- PCR-tested / PCR-tested and positive
- with symptoms (to 08May2020) / without symptoms (to 08May2020) / unknown (to 08May2020)
- discharged
- fatal
The number of cases: - requiring hospitalization (from 09May2020) - hospitalized with mild symptoms (to 08May2020) / severe symptoms / unknown (to 08May2020) - requiring hospitalization, but waiting in hotels or at home (to 08May2020)
In primary source, some variables were removed on 09May2020. Values are NA in this dataset from 09May2020.
Manually collected the data from Ministry of Health, Labour and Welfare HP:
厚生労働省 HP (in Japanese)
Ministry of Health, Labour and Welfare HP (in English)
The number of vaccinated people:
- Vaccinated_1st
: the number of vaccinated persons for the first time on the date
- Vaccinated_2nd
: the number of vaccinated persons with the second dose on the date
- Vaccinated_3rd
: the number of vaccinated persons with the third dose on the date
Data sources for vaccination: - To 09Apr2021: 厚生労働省 HP 新型コロナワクチンの接種実績(in Japanese) - 首相官邸 新型コロナワクチンについて - From 10APr2021: Twitter: 首相官邸(新型コロナワクチン情報)
covid_jpn_prefecture.csv
Cumulative number of cases:
- PCR-tested / PCR-tested and positive
- discharged
- fatal
The number of cases: - requiring hospitalization (from 09May2020) - hospitalized with severe symptoms (from 09May2020)
Using pdf-excel converter, manually collected the data from Ministry of Health, Labour and Welfare HP:
厚生労働省 HP (in Japanese)
Ministry of Health, Labour and Welfare HP (in English)
Note:
covid_jpn_prefecture.groupby("Date").sum()
does not match covid_jpn_total
.
When you analyse total data in Japan, please use covid_jpn_total
data.
covid_jpn_metadata.csv
- Population (Total, Male, Female): 厚生労働省 厚生統計要覧(2017年度)第1-5表
- Area (Total, Habitable): Wikipedia 都道府県の面積一覧 (2015)
Hospital_bed: With the primary data of 厚生労働省 感染症指定医療機関の指定状況(平成31年4月1日現在), 厚生労働省 第二種感染症指定医療機関の指定状況(平成31年4月1日現在), 厚生労働省 医療施設動態調査(令和2年1月末概数), 厚生労働省 感染症指定医療機関について and secondary data of COVID-19 Japan 都道府県別 感染症病床数,
Clinic_bed: With the primary data of 医療施設動態調査(令和2年1月末概数) ,
Location: Data is from LinkData 都道府県庁所在地 (Public Domain) (secondary data).
Admin
To create this dataset, edited and transformed data of the following sites was used.
厚生労働省 Ministry of Health, Labour and Welfare, Japan:
厚生労働省 HP (in Japanese)
Ministry of Health, Labour and Welfare HP (in English)
厚生労働省 HP 利用規約・リンク・著作権等 CC BY 4.0 (in Japanese)
国土交通省 Ministry of Land, Infrastructure, Transport and Tourism, Japan: 国土交通省 HP (in Japanese) 国土交通省 HP (in English) 国土交通省 HP 利用規約・リンク・著作権等 CC BY 4.0 (in Japanese)
Code for Japan / COVID-19 Japan: Code for Japan COVID-19 Japan Dashboard (CC BY 4.0) COVID-19 Japan 都道府県別 感染症病床数 (CC BY)
Wikipedia: Wikipedia
LinkData: LinkData (Public Domain)
Kindly cite this dataset under CC BY-4.0 license as follows. - Hirokazu Takaya (2020-2022), COVID-19 dataset in Japan, GitHub repository, https://github.com/lisphilar/covid19-sir/data/japan, or - Hirokazu Takaya (2020-2022), COVID-19 dataset in Japan, Kaggle Dataset, https://www.kaggle.com/lisphilar/covid19-dataset-in-japan
--- Original source retains full ownership of the source dataset ---
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Japan Autonomous Vehicle Market was valued at USD 3.21 Billion in 2023 and is expected to reach USD 8.06 Billion by 2029 with a CAGR of 16.74% during the forecast period.
Pages | 81 |
Market Size | 2023: USD 3.21 Billion |
Forecast Market Size | 2029: USD 8.06 Billion |
CAGR | 2024-2029: 16.74% |
Fastest Growing Segment | Passenger Car |
Largest Market | Kansai |
Key Players | 1. Toyota Motor Corporation 2. Honda Motor Co., Ltd 3. Nissan Motor Co., Ltd 4. Suzuki Motor Corporation 5. Mitsubishi Motors Corporation 6. Mazda Motor Corporation 7. Hyundai Mobility Japan Co., Ltd 8. BMW Japan Co., Ltd 9. Volkswagen Group Japan Co., Ltd 10. General Motors Japan Co., Ltd |
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The global automotive dashboard market size was valued at USD 20 billion in 2023 and is projected to reach USD 35 billion by 2032, growing at a CAGR of 6.2% during the forecast period. The growth of the automotive dashboard market is driven by several factors including technological advancements, rising consumer demand for enhanced driving experiences, and increasing automotive production globally.
One of the primary growth factors for the automotive dashboard market is the continuous advancement in automotive technologies. The integration of digital and hybrid dashboards, which provide state-of-the-art functionalities such as navigation, entertainment, and real-time vehicle diagnostics, is significantly boosting market growth. Additionally, the increasing adoption of electric vehicles (EVs) is contributing to the demand for advanced dashboards that can support the unique requirements of EVs, such as battery management systems and range indicators.
Another significant driver of market growth is the rising consumer demand for enhanced driving experiences. Modern consumers are looking for vehicles that offer not only superior performance but also advanced infotainment systems and user-friendly interfaces. Digital dashboards, with features like touchscreen controls, smartphone integration, and customizable displays, are becoming increasingly popular. This trend is being further propelled by automakers' efforts to differentiate their products in a highly competitive market.
Additionally, the growth of the automotive dashboard market is being fueled by the increasing production and sales of automobiles globally. Emerging economies, particularly in the Asia Pacific region, are witnessing a surge in automotive production due to rising disposable incomes and urbanization. This is creating a substantial demand for both new and replacement dashboards. Furthermore, the aftermarket segment is also experiencing growth as vehicle owners seek to upgrade their existing dashboards with more advanced and aesthetically pleasing options.
The concept of the Automobile Console is becoming increasingly significant in the automotive industry, particularly as vehicles evolve to incorporate more technology and digital interfaces. An automobile console typically refers to the control-bearing surfaces in the center of the vehicle's dashboard, where drivers and passengers interact with various systems. With the rise of digital dashboards and infotainment systems, the automobile console has transformed from a simple set of controls to a sophisticated interface that integrates navigation, climate control, and entertainment features. This evolution is driven by consumer demand for more intuitive and user-friendly interfaces that enhance the driving experience.
Regionally, the Asia Pacific is expected to dominate the automotive dashboard market during the forecast period. The region's large population, rapid urbanization, and increasing disposable incomes are driving the demand for new vehicles, which in turn is boosting the demand for automotive dashboards. Moreover, countries like China, Japan, and South Korea are key players in the automotive industry, contributing significantly to the market's growth. North America and Europe are also substantial markets due to high vehicle ownership rates and the presence of major automotive manufacturers.
The automotive dashboard market can be segmented by product type into analog dashboards, digital dashboards, and hybrid dashboards. Analog dashboards, which have been the traditional choice for many years, are now slowly being phased out in favor of more advanced options. Despite this, they still hold a significant share of the market, particularly in older vehicle models and in regions where cost sensitivity is a considerable factor. Analog dashboards are known for their simplicity and reliability, making them a preferred choice for certain commercial vehicles and budget passenger cars.
Digital dashboards represent one of the fastest-growing segments in the automotive dashboard market. These dashboards feature fully digital displays that can be customized to show a variety of information, from speed and fuel levels to navigation and entertainment options. The growing consumer preference for digital dashboards is driven by their advanced functionalities, modern aesthetics, and the ability to provide real-time data.
Passenger Vehicle Dashboard Camera Market Size and Trends
The passenger vehicle dashboard camera market size is forecast to increase by USD 3.58 billion, at a CAGR of 22.2% between 2023 and 2028. The market is witnessing significant growth due to the increasing prioritization of vehicle safety. Multi-channel dashboard cameras are gaining popularity as they offer enhanced features such as collision avoidance through forward collision warning systems. Energy efficiency is another key trend driving market growth, with manufacturers introducing power-saving technologies to extend battery life. However, inconsistent quality among dashboard cameras remains a challenge, as some models may fail to deliver clear footage during critical road mishaps. The public utility vehicle segment is expected to experience notable growth due to the heightened need for safety and accountability in this sector. Overall, the market is expected to continue expanding, providing opportunities for stakeholders to innovate and improve the functionality and reliability of dashboard cameras.
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The market is witnessing significant growth due to the increasing demand for advanced safety and security features. These digital video recorders, also known as dashcams, have become an essential accessory for vehicle owners in the US. They offer numerous benefits, including capturing road incidents for insurance claims and legal proceedings, and providing an extra layer of safety during accidents. Dashboard cameras are becoming increasingly popular due to their ability to record real-time footage of the road ahead. This technology not only helps in preventing road mishaps but also provides valuable evidence during legal proceedings. In addition, the integration of artificial intelligence (AI) and vehicle telematics in dashcams has led to advanced features such as object detection, lane departure warning, blind spot detection, and collision avoidance. Cloud technology plays a crucial role in the functionality of modern dashcams. It enables real-time monitoring and automatic uploading of footage to the cloud for safekeeping. This feature is particularly useful for commercial vehicle owners, such as public utility vehicles, as it ensures the safety and security of their drivers and passengers. The integration of AI in dashcams has led to the development of sophisticated safety measures. For instance, forward collision warning systems alert drivers of potential collisions, allowing them to take evasive action. Similarly, object detection technology can detect and alert drivers of obstacles on the road, enhancing overall vehicle safety.
Dashboard cameras are not just limited to personal vehicles but are also being adopted by vehicle manufacturers to enhance safety and security features. Registration of these devices is mandatory in some states, making them a standard accessory in new vehicles. In conclusion, the market is witnessing growth due to the increasing demand for advanced safety and security features. These devices offer numerous benefits, including real-time recording of road incidents, evidence for insurance claims and legal proceedings, and advanced safety features such as object detection, lane departure warning, and collision avoidance. The integration of AI and cloud technology has further enhanced the functionality of dashcams, making them an essential accessory for vehicle owners.
Market Segmentation
The market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2024-2028, as well as historical data from 2018 - 2022 for the following segments.
Product
Single channel
Dual channel
Component
Battery
Lens
Gravity sensor
GPS
Others
Geography
APAC
China
India
Japan
South Korea
Europe
Germany
UK
France
Italy
North America
Canada
US
South America
Middle East and Africa
By Product Insights
The single channel segment is estimated to witness significant growth during the forecast period. This expansion can be attributed to several factors, including the increasing prevalence of connected cars and the emergence of autonomous vehicles. Single channel dashboard cameras, in particular, are gaining traction. These cameras, favored for their simplicity and affordability, capture footage of the road ahead without the added complexity of dual channel systems. Their popularity is driven by increasing safety concerns and the rising number of road accidents.
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The single channel segment was valued at USD 777.40 million in 2018. Moreover, technological advancements, such as enhanced video quality options ranging from high definition to 4K, and features like GPS and Wi-Fi connectivity, make these came
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The global market size for Car Dashboard Cover Glass was estimated at approximately USD 1.5 billion in 2023 and is projected to reach USD 2.8 billion by 2032, growing at a compound annual growth rate (CAGR) of 6.5%. This growth is driven by increasing consumer demand for premium automotive features and enhanced vehicle aesthetics, alongside technological advancements in automotive materials.
The rising adoption of advanced driver assistance systems (ADAS) and the growing trend of digital and touch-enabled dashboards are significant growth drivers for the car dashboard cover glass market. ADAS and digital dashboards require high-quality, durable glass to ensure clarity and responsiveness of touch interfaces, which in turn boosts the demand for specialized cover glass. Additionally, the automotive industry’s shift towards electric and autonomous vehicles, which often include sophisticated dashboard designs, further drives market growth.
Another critical factor contributing to the market’s expansion is the increasing emphasis on vehicle safety and aesthetics. Modern consumers prefer vehicles that not only offer functional advantages but also feature premium interiors. Dashboard cover glass, known for its durability and sleek appearance, enhances the overall look and feel of vehicles, making them more appealing to buyers. Moreover, as regulations regarding vehicle safety become more stringent, manufacturers are adopting high-quality materials to comply with standards, indirectly boosting the market for dashboard cover glass.
The growth of the automotive industry, especially in emerging markets like Asia Pacific and Latin America, is another significant growth driver. These regions are witnessing rapid urbanization and increasing disposable incomes, leading to higher vehicle sales. The growing demand for passenger cars in these regions, combined with an increasing focus on vehicle customization and personalization, is likely to propel the demand for car dashboard cover glass.
Regionally, the Asia Pacific market is expected to dominate, driven by high automotive production and sales in countries like China, India, and Japan. North America and Europe also present substantial opportunities due to the presence of major automotive manufacturers and a strong aftermarket for vehicle parts. Meanwhile, the Middle East & Africa and Latin America are anticipated to exhibit moderate growth due to increasing vehicle adoption rates and improving economic conditions.
The material type segment of the car dashboard cover glass market includes tempered glass, laminated glass, and others. Tempered glass is a popular choice due to its high strength and resistance to impact. It is manufactured through a process of extreme heating and rapid cooling, making it several times stronger than regular glass. The demand for tempered glass is primarily driven by its durability and safety features, as it shatters into small, blunt pieces upon impact, thereby reducing the risk of injury.
Laminated glass, on the other hand, is known for its superior safety features. It consists of two or more layers of glass bonded together with an interlayer, usually polyvinyl butyral (PVB). This construction allows the glass to hold together when shattered, providing an added layer of safety. The laminated glass segment is expected to grow significantly due to increasing safety regulations and consumer awareness about vehicle safety. Additionally, laminated glass offers better acoustic properties, which help reduce noise inside the vehicle, enhancing overall comfort.
Other materials include chemically strengthened glass and various composites. Chemically strengthened glass undergoes a chemical process that increases its strength and scratch resistance. This type of glass is gaining popularity in premium and luxury vehicles that require high-quality materials for their advanced dashboard designs. Composites, although not as widely used as tempered or laminated glass, offer unique advantages such as lighter weight and flexibility in design, which can be beneficial for specific vehicle models.
The choice of material often depends on the specific requirements of the vehicle manufacturer and the intended use of the dashboard cover glass. For instance, high-end automotive brands may prefer laminated glass for its premium feel and superior safety features, while mass-market vehicles might opt for tempered glass due to its cost-effectiveness and durability. The ongoing in
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The global automotive LCD dashboard market size was valued at approximately USD 3.2 billion in 2023 and is projected to reach USD 5.7 billion by 2032, exhibiting a CAGR of 6.5% during the forecast period. The growth of this market can be attributed to the rapid technological advancements in automotive display technologies, increasing consumer preference for enhanced vehicle aesthetics and functionality, and the rising integration of advanced driver assistance systems (ADAS) in vehicles. As the automotive industry continues to evolve, LCD dashboards are becoming a crucial component in enhancing the driving experience by providing clear and comprehensive vehicle information to drivers.
One of the primary growth factors for the automotive LCD dashboard market is the increasing demand for advanced vehicle infotainment systems. With the automotive sector undergoing a digital transformation, manufacturers are focusing on integrating sophisticated infotainment features that include navigation, connectivity, and entertainment options. This demand is further driven by consumers' preference for personalized driving experiences and the shift towards connected vehicles. Moreover, the advent of electric vehicles (EVs) has catalyzed the deployment of advanced dashboards that can display a wide array of information, such as battery status, range, and energy consumption, thereby boosting the market growth.
Another significant factor contributing to the market's expansion is the continuous advancements in display technologies, particularly in terms of resolution, brightness, and durability. Thin-film-transistor liquid-crystal display (TFT LCD) and in-plane switching (IPS LCD) technologies are being increasingly adopted in automotive dashboards due to their superior display quality and wider viewing angles. These technologies not only enhance the visual appeal of the dashboard but also improve the visibility and readability of information under various lighting conditions. Furthermore, the decreasing cost of LCD panels, driven by mass production and technological innovations, is making it economically feasible for manufacturers to incorporate these displays even in mid-range vehicles.
The growing emphasis on vehicle safety and driver assistance technologies also plays a vital role in propelling the automotive LCD dashboard market. Modern vehicles are equipped with a multitude of sensors and systems that monitor real-time driving conditions and display critical safety alerts on the LCD dashboards. This feature not only aids in preventing accidents but also provides drivers with crucial information that ensures a safer driving experience. As governments worldwide implement stringent safety regulations and mandates for incorporating advanced driver assistance systems in vehicles, the demand for sophisticated LCD dashboards is expected to increase significantly.
Regionally, the Asia Pacific market holds a substantial share in the global automotive LCD dashboard industry, with countries like China, Japan, and South Korea at the forefront of automotive technology adoption. This region is witnessing rapid industrialization and urbanization, leading to a surge in vehicle sales and consequently, the demand for enhanced automotive displays. Additionally, favorable government policies supporting the production and adoption of electric vehicles are further propelling the market growth in this region. North America and Europe are also significant markets for automotive LCD dashboards, driven by the presence of prominent automotive manufacturers and the high adoption rate of advanced automotive technologies.
The display type segment of the automotive LCD dashboard market is primarily dominated by Thin-Film-Transistor Liquid-Crystal Display (TFT LCD) technology. TFT LCDs are widely preferred due to their superior color reproduction, high resolution, and efficient energy consumption, making them an ideal choice for automotive applications. These displays can render high-quality images and videos, which is essential for modern infotainment systems and advanced driver assistance features. Furthermore, TFT LCDs are versatile in terms of size and can be customized to fit various dashboard configurations, thereby offering manufacturers a significant degree of flexibility.
In-Plane Switching (IPS) LCDs are also gaining traction in the automotive sector, mainly due to their ability to provide wider viewing angles and better color consistency compared to traditional LCDs. This feature is particularly beneficial for vehicles as it ensu
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The global automotive dashboard market size was valued at USD XX million in 2023 and is projected to expand at a CAGR of XX% from 2023 to 2030. The increasing production and sales of vehicles, coupled with the rising demand for enhanced user experience and safety features, are driving the market growth. Technological advancements, such as the integration of digital displays, touchscreens, and advanced driver assistance systems (ADAS), are further fueling the market expansion. Key market players include Johnson Controls, Faurecia, Visteon, ABB, Hainan Drinda Automotive Trim, IAC, Toyoda Gosei, Huayu Automotive Systems, and Dongfeng Electronic. The market is segmented based on application (passenger cars, commercial vehicles), type (analog, digital), and region (North America, Europe, Asia Pacific, South America, Middle East & Africa). Asia Pacific is expected to hold the largest market share due to the presence of major automotive manufacturing hubs in China, India, and Japan.
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The global electronic dashboard market size was valued at approximately $12.5 billion in 2023 and is expected to reach around $25.9 billion by 2032, growing at a compound annual growth rate (CAGR) of 8.2%. The market's growth is driven by the increasing adoption of advanced display technologies and the rising demand for smart dashboards in various industries. One of the significant growth factors is the increasing integration of electronic dashboards in automotive and aerospace sectors aimed at enhancing user experience and safety.
The expansion of the automotive industry, particularly with the surge in electric and autonomous vehicles, is a primary driver for the electronic dashboard market. These vehicles require sophisticated dashboards that can convey critical information in real-time, thus pushing the demand for advanced dashboard solutions. Automotive manufacturers are investing heavily in R&D to develop intuitive and interactive dashboards that offer both functionality and aesthetic appeal, contributing to the market's robust growth.
Another growth factor is the technological advancements in display technologies such as OLED, LCD, and TFT. These technologies provide high-resolution displays with better color accuracy and energy efficiency, making them ideal for use in electronic dashboards. The transition from traditional mechanical gauges to digital dashboards is gaining momentum, driven by the advantages of digital interfaces such as better user interaction, ease of customization, and enhanced data visualization capabilities.
The industrial sector is also witnessing a growing adoption of electronic dashboards for monitoring and control systems. These dashboards allow for real-time data monitoring, improving operational efficiency and decision-making processes. Additionally, the increasing focus on industrial automation and Industry 4.0 is fueling the demand for advanced dashboard solutions that can integrate with various industrial systems, thus propelling the market forward.
Geographically, the Asia Pacific region is anticipated to witness significant growth, driven by the booming automotive and electronics manufacturing industries in countries like China, Japan, and South Korea. North America and Europe also represent substantial markets due to the high adoption of advanced electronic systems and the presence of major automotive manufacturers. The Middle East & Africa and Latin America are expected to experience moderate growth, influenced by economic development and increasing investments in automotive and industrial sectors.
In the electronic dashboard market, the component segment includes hardware, software, and services. The hardware segment is essential as it comprises the physical components such as display screens, sensors, and control modules. Advances in display technologies like OLED and TFT have significantly improved the quality and functionality of hardware components, making them more appealing to end-users. The demand for high-resolution and energy-efficient displays is a key driver for the growth of the hardware segment.
The software segment comprises the systems and applications that run on electronic dashboards, facilitating various functionalities such as navigation, infotainment, and diagnostics. The increasing complexity and functionality of dashboards are driving the demand for sophisticated software solutions. Automotive OEMs are focusing on developing proprietary software solutions to enhance user experience and differentiate their products in the competitive market. Additionally, the rise of connected vehicles and IoT integration is further boosting the demand for advanced software solutions.
The services segment includes installation, maintenance, and support services for electronic dashboards. As the complexity of dashboard systems increases, so does the need for specialized services to ensure their proper functioning. OEMs and aftermarket service providers are expanding their service offerings to include regular updates, troubleshooting, and customization services. The proliferation of electric and autonomous vehicles is expected to further drive the growth of the services segment, as these vehicles require specialized support and maintenance.
Furthermore, the integration of AI and machine learning algorithms in electronic dashboards is an emerging trend that is transforming the software segment. These technologies enable predictive maintenance, enhanced diagnostics, and
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The tableau services market revenue totaled US$ 896.1 Million in 2021, according to Future Market Insights (FMI). The overall tableau services market is projected to reach US$ 2,183.2 Million by 2028, growing at a CAGR of 13.6% for 2022 to 2028.
Attribute | Details |
---|---|
2022 Market Value | US$ 1,016.5 Million |
2028 Market Value | US$ 2,183.2 Million |
CAGR% (2022 to 2028) | 13.6% |
Share of Top 5 Players | 30% |
How The Market Progressed Till June 2022?
Market statistics | Details |
---|---|
H1,2021 (A) | 13.1% |
H1, 2022 Projected (P) | 13.4% |
H1, 2022 Outlook (O) | 13.6% |
BPS Change: H1,2022 (O) - H1,2022(P) | (+) 20 ↑ |
BPS Change : H1,2022 (O) - H1,2021(A) | (+) 50 ↑ |
Scope of Report
Attribute | Details |
---|---|
Market value in 2022 | US$ 1,016.5 Million |
Market CAGR 2022 to 2028 | 13.6% |
Share of top 5 players | Around 30% |
Forecast Period | 2022 to 2028 |
Historical Data Available for | 2013 to 2021 |
Market Analysis | USD Million for Value |
Key Regions Covered | North America, Latin America, Western Europe, Eastern Europe, SEA & others of APAC , China, Japan, and Middle East & Africa |
Key Countries Covered | USA, Canada, Germany, France, Italy, Spain, UK, Benelux, Nordic, Russia, Poland, India, Australia, New Zealand, China, Japan, South Korea, India, Malaysia, Indonesia, Singapore, Australia & New Zealand, GCC Countries and South Africa |
Key Segments Covered | Service Type, Enterprise Size, Vertical, and Region |
Key Companies Profiled |
|
Report Coverage | Market Forecast, Company Share Analysis, Competition Intelligence, DROT Analysis, Market Dynamics and Challenges, and Strategic Growth Initiatives |
Customization & Pricing | Available upon Request |
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IT organizations are gaining an upper hand with the adoption of BVDs and are leveraging IT metrics with key business indexes. The business value dashboard market is projected to have a rapid-paced CAGR of 17.3% during the forecast period.
Report Attribute | Details |
---|---|
Business Value Dashboard Market Value (2022) | US$ 1290.0 Million |
Business Value Dashboard Market Anticipated Value (2032) | US$ 6350.0 Million |
Business Value Dashboard Projected Growth Rate (2022 to 2032) | 17.3% |
Report Scope
Attributes | Details |
---|---|
Growth Rate | CAGR of 17.3% from 2022 to 2032 |
The base year for Estimation | 2021 |
Historical Data Available for | 2016 to 2021 |
Forecast Period | 2022 to 2032 |
Quantitative Units | Revenue in US$ Million and CAGR from 2022 to 2032 |
Report Coverage | Revenue Forecast, Volume Forecast, Company Ranking, Competitive Landscape, Growth Factors, Trends, and Pricing Analysis. |
Segments Covered |
|
Regions Covered |
|
Key Countries Profiled |
|
Key Companies Profiled |
|
Customization | Available upon Request |
Data Visualization Tools Market Size 2025-2029
The data visualization tools market size is forecast to increase by USD 7.95 billion at a CAGR of 11.2% between 2024 and 2029.
The market is experiencing significant growth due to the increasing demand for business intelligence and AI-powered insights. Companies are recognizing the value of transforming complex data into easily digestible visual representations to inform strategic decision-making. However, this market faces challenges as data complexity and massive data volumes continue to escalate. Organizations must invest in advanced data visualization tools to effectively manage and analyze their data to gain a competitive edge. The ability to automate data visualization processes and integrate AI capabilities will be crucial for companies to overcome the challenges posed by data complexity and volume. By doing so, they can streamline their business operations, enhance data-driven insights, and ultimately drive growth in their respective industries.
What will be the Size of the Data Visualization Tools Market during the forecast period?
Request Free SampleIn today's data-driven business landscape, the market continues to evolve, integrating advanced capabilities to support various sectors in making informed decisions. Data storytelling and preparation are crucial elements, enabling organizations to effectively communicate complex data insights. Real-time data visualization ensures agility, while data security safeguards sensitive information. Data dashboards facilitate data exploration and discovery, offering data-driven finance, strategy, and customer experience. Big data visualization tackles complex datasets, enabling data-driven decision making and innovation. Data blending and filtering streamline data integration and analysis. Data visualization software supports data transformation, cleaning, and aggregation, enhancing data-driven operations and healthcare. On-premises and cloud-based solutions cater to diverse business needs. Data governance, ethics, and literacy are integral components, ensuring data-driven product development, government, and education adhere to best practices. Natural language processing, machine learning, and visual analytics further enrich data-driven insights, enabling interactive charts and data reporting. Data connectivity and data-driven sales fuel business intelligence and marketing, while data discovery and data wrangling simplify data exploration and preparation. The market's continuous dynamism underscores the importance of data culture, data-driven innovation, and data-driven HR, as organizations strive to leverage data to gain a competitive edge.
How is this Data Visualization Tools Industry segmented?
The data visualization tools industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments. DeploymentOn-premisesCloudCustomer TypeLarge enterprisesSMEsComponentSoftwareServicesApplicationHuman resourcesFinanceOthersEnd-userBFSIIT and telecommunicationHealthcareRetailOthersGeographyNorth AmericaUSMexicoEuropeFranceGermanyUKMiddle East and AfricaUAEAPACAustraliaChinaIndiaJapanSouth KoreaSouth AmericaBrazilRest of World (ROW)
By Deployment Insights
The on-premises segment is estimated to witness significant growth during the forecast period.The market has experienced notable expansion as businesses across diverse sectors acknowledge the significance of data analysis and representation to uncover valuable insights and inform strategic decisions. Data visualization plays a pivotal role in this domain. On-premises deployment, which involves implementing data visualization tools within an organization's physical infrastructure or dedicated data centers, is a popular choice. This approach offers organizations greater control over their data, ensuring data security, privacy, and adherence to data governance policies. It caters to industries dealing with sensitive data, subject to regulatory requirements, or having stringent security protocols that prohibit cloud-based solutions. Data storytelling, data preparation, data-driven product development, data-driven government, real-time data visualization, data security, data dashboards, data-driven finance, data-driven strategy, big data visualization, data-driven decision making, data blending, data filtering, data visualization software, data exploration, data-driven insights, data-driven customer experience, data mapping, data culture, data cleaning, data-driven operations, data aggregation, data transformation, data-driven healthcare, on-premises data visualization, data governance, data ethics, data discovery, natural language processing, data reporting, data visualization platforms, data-driven innovation, data wrangling, data-driven s
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Dashboard - Ureshino - Ureshino is a city in Japan with a population of 18,953 people
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Asia-Pacific Automotive Upholstery Market size was valued at USD 10.70 Billion in 2024 and is projected to reach USD 18.38 Billion by 2032, growing at a CAGR of 5.5% from 2025 to 2032.
Asia-Pacific Automotive Upholstery Market Drivers
Increasing Luxury Vehicle Sales and Premiumization: The increasing demand for luxury vehicles with quality upholstery is propelling market expansion. According to the China Association of Automobile Manufacturers (CAAM), luxury car sales in China would rise by 21% in 2023, with more than 3.5 million units sold. In Japan, the Japan Automobile Manufacturers Association (JAMA) estimates that automobiles with luxury upholstery packages saw a 15% increase in acceptance among new car buyers in 2023 vs 2022.
Sustainable Material Adoption: Growing environmental consciousness is promoting the use of sustainable upholstery materials. According to the Japan Textile Federation, the use of recycled polyester in vehicle textiles will increase by 40% from 2021 to 2023. According to the Korea Automotive Technology Institute, around 35% of new automobiles in South Korea now use eco-friendly upholstery materials, up 12% from 2022.
Electric Vehicle (EV) Market Growth: The growing EV market is driving fresh need for specific upholstery solutions. According to the China Passenger Car Association (CPCA), EV sales will reach 6.8 million units by 2023, with 72% of these vehicles incorporating specialized lightweight and ecological upholstery materials. According to the International Energy Agency, Asia-Pacific will account for 65% of worldwide EV sales in 2023, fueling innovation in interior materials.
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The global automotive dashboard silencer market size is projected to grow from USD 1.2 billion in 2023 to USD 2.1 billion by 2032, exhibiting a compound annual growth rate (CAGR) of 6.4% during the forecast period. This growth can be attributed to several factors, including increasing consumer demand for quieter and more comfortable vehicle cabins, stringent government regulations on noise emissions, and advancements in material technology and manufacturing processes.
The primary growth driver in the automotive dashboard silencer market is the rising consumer preference for enhanced driving comfort and reduced cabin noise. Modern consumers are increasingly valuing the quality of their driving experience, which includes minimizing noise, vibrations, and harshness (NVH) within the vehicle cabin. This trend has led automotive manufacturers to invest in advanced silencing materials and technologies, thereby driving the market for dashboard silencers. Furthermore, the booming automobile industry, particularly in emerging economies, is contributing significantly to the market's expansion.
Another critical factor influencing the market is the regulatory framework established by governments worldwide aimed at reducing noise pollution. Stringent noise emission standards have compelled automotive manufacturers to incorporate effective noise reduction solutions, such as dashboard silencers, into their vehicles. These regulations are particularly stringent in regions like Europe and North America, where there is a strong emphasis on environmental sustainability and public health. Consequently, compliance with these regulations is fueling the demand for high-quality dashboard silencers.
The continuous advancements in material science and manufacturing processes also play a pivotal role in propelling the market. Innovations in materials such as foam, rubber, and advanced fibers have led to the development of more efficient and cost-effective dashboard silencers. These advanced materials not only enhance the noise absorption capabilities but also contribute to the overall reduction in vehicle weight, leading to improved fuel efficiency. Additionally, the adoption of advanced manufacturing techniques ensures consistent product quality and performance, further boosting market growth.
From a regional perspective, the Asia-Pacific region is expected to witness significant growth in the automotive dashboard silencer market. This can be attributed to the rapid industrialization, increasing vehicle production, and rising disposable incomes in countries like China, India, and Japan. Moreover, the burgeoning automotive aftermarket in this region presents lucrative opportunities for market players. North America and Europe are also anticipated to exhibit substantial growth, driven by stringent noise emission regulations and the high demand for premium vehicles equipped with advanced noise reduction technologies.
In the context of vehicle noise reduction, the choice of soundproofing materials plays a crucial role, especially when it comes to sedans and hatchbacks. These vehicle types often prioritize passenger comfort and quietness, making the selection of effective soundproofing materials essential. Sedan and hatchback soundproofing material must offer a balance between noise reduction and weight efficiency, as these vehicles are designed to provide a smooth and quiet ride without compromising on fuel efficiency. Advanced materials such as high-density foams, acoustic barriers, and composite laminates are commonly used to achieve optimal soundproofing in these vehicles. The integration of these materials not only enhances the driving experience but also aligns with the growing consumer demand for quieter and more comfortable vehicle cabins.
The material type segment of the automotive dashboard silencer market is categorized into foam, rubber, fiber, and others. Foam-based dashboard silencers are widely used due to their excellent noise absorption properties and lightweight characteristics. Polyurethane foam, in particular, is favored for its high durability and flexibility, making it an ideal material for dashboard silencers. The growing emphasis on reducing vehicle weight to enhance fuel efficiency is expected to drive the demand for foam-based silencers in the coming years.
Rubber-based dashboard silencers are also gaining trac
Saas-Based Business Analytics Market Size 2024-2028
The saas-based business analytics market size is forecast to increase by USD 10.2 billion, at a CAGR of 13.63% between 2023 and 2028.
The market is experiencing significant growth, driven by the increasing demand for data integration and visual analytics solutions. Companies are recognizing the value of real-time insights to enhance decision-making and improve operational efficiency. However, challenges persist in the form of bandwidth and connectivity issues. As businesses rely more on cloud-based analytics, ensuring robust and reliable internet connectivity becomes crucial. Addressing these challenges requires strategic investments in infrastructure and partnerships with reliable service providers.
Companies seeking to capitalize on this market's potential must focus on offering seamless integration capabilities and addressing connectivity concerns to cater to the evolving needs of data-driven organizations.
What will be the Size of the Saas-Based Business Analytics Market during the forecast period?
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The market continues to evolve, driven by the ever-increasing demand for data-driven insights across various sectors. Compliance reporting modules ensure adherence to regulatory requirements, while statistical modeling techniques provide valuable predictions and trends. Data security protocols safeguard sensitive information, and business process automation streamlines operations. Data visualization dashboards offer interactive, real-time insights, enabling operational efficiency metrics to be monitored closely. Scalable data infrastructure supports growing data volumes, and customer segmentation tools enable targeted marketing strategies. Customizable reporting features cater to diverse business needs, and data integration pipelines ensure seamless data flow. User authentication mechanisms secure access to sensitive data, and data storytelling techniques facilitate effective communication of insights.
Marketing campaign effectiveness is assessed through advanced analytics modules, data mining capabilities, and data quality management. Interactive data exploration and cloud-based data warehouses support self-service business intelligence and collaborative data exploration. Risk management dashboards inform proactive decision-making, and predictive modeling algorithms provide insights into future trends. Data governance frameworks ensure data accuracy and consistency, and automated data refresh maintains up-to-date information. Dynamic data dashboards offer real-time financial performance metrics, and machine learning integrations enhance analytical capabilities.
How is this Saas-Based Business Analytics Industry segmented?
The saas-based business analytics industry 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.
End-user
Retail
BFSI
Telecom
Healthcare
Others
Geography
North America
US
Europe
Germany
UK
APAC
China
Japan
Rest of World (ROW)
By End-user Insights
The retail segment is estimated to witness significant growth during the forecast period.
In the ever-evolving retail industry, business analytics plays a pivotal role in maximizing profits and optimizing supply chain management (SCM). Retailers increasingly adopt cloud-based solutions to minimize capital expenditure, integrating various components such as compliance reporting modules, statistical modeling techniques, data security protocols, business process automation, data visualization dashboards, operational efficiency metrics, scalable data infrastructure, customer segmentation tools, customizable reporting features, data integration pipelines, user authentication mechanisms, data storytelling techniques, marketing campaign effectiveness, automated data refresh, role-based access control, advanced analytics modules, data mining capabilities, data quality management, interactive data exploration, cloud-based data warehouses, risk management dashboards, data-driven decision making, predictive modeling algorithms, data governance frameworks, self-service business intelligence, collaborative data exploration, sales forecasting models, dynamic data dashboards, financial performance metrics, real-time data processing, and machine learning integrations.
Leading retailers, including Walmart, leverage these tools to streamline their SCM processes, ensuring efficient operations, improved visibility, and enhanced control. By harnessing the power of these analytics solutions, retailers can make informed decisions in real-time, adapt to
Business Intelligence In Healthcare Sector Market Size 2025-2029
The business intelligence in healthcare sector market size is forecast to increase by USD 18.88 billion at a CAGR of 23% between 2024 and 2029.
The Business Intelligence (BI) market in healthcare is experiencing significant growth, driven by the increasing need for improved efficiency and data-driven decision-making in the sector. One of the key trends in this market is the rising adoption of predictive analytics and artificial intelligence (AI) technologies to enhance healthcare operations and patient care. These advanced BI tools enable healthcare providers to analyze large volumes of data, identify patterns, and make accurate predictions, leading to better patient outcomes and cost savings. Another significant factor fueling market growth is the presence of open-source BI companies, offering cost-effective solutions that cater to the unique requirements of the healthcare industry.
However, the implementation of BI tools in healthcare faces challenges, including data security and privacy concerns, interoperability issues, and the need for specialized expertise to effectively analyze and interpret complex healthcare data. Despite these obstacles, the market presents numerous opportunities for companies to innovate and provide solutions that address these challenges, ultimately improving patient care and operational efficiency in the healthcare sector.
What will be the Size of the Business Intelligence In Healthcare Sector Market during the forecast period?
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How is this Business Intelligence In Healthcare Sector Industry segmented?
The healthcare business intelligence market research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.
Component
Software
Services
Deployment
Cloud-based
On-premise
Application
Clinical analytics
Financial analytics
Operational analytics
Population health management
Geography
North America
US
Canada
Europe
France
Germany
UK
APAC
China
India
Japan
South Korea
South America
Brazil
Rest of World (ROW)
By Component Insights
The software segment is estimated to witness significant growth during the forecast period.
In the dynamic healthcare business intelligence market solutions have emerged as essential tools for organizations to gain valuable insights from their data. BI platforms facilitate the analysis of data from various sources, generating actionable insights for decision-making. Dashboard and reporting software create customized visualizations of key performance indicators (KPIs) and metrics, ensuring real-time access to critical information. Data analytics software, fueled by advanced algorithms and machine learning models, uncover hidden patterns, trends, and relationships within healthcare data. Clinical data warehousing enables the storage, organization, and management of large volumes of structured and unstructured data from multiple sources, enhancing interoperability and data accessibility.
Interoperability standards ensure seamless data exchange between different systems, promoting clinical decision support and population health management. Patient satisfaction and regulatory compliance are crucial aspects of healthcare operations. Performance reporting and revenue cycle management help organizations monitor and improve their financial performance. Supply chain management and emergency preparedness ensure efficient operations and effective response to crises. Healthcare data analytics plays a pivotal role in disease outbreak prediction, risk stratification, cost containment, and quality improvement initiatives. Wearable technology integration, data visualization dashboards, and mobile healthcare applications further enhance patient-centered care and patient engagement. Precision medicine and hospital operations optimization leverage data analytics to deliver personalized care and streamline processes.
Cloud-based solutions and artificial intelligence in helathcare enable healthcare organizations to harness the power of data for predictive modeling, disease surveillance, and population health management. Regulatory compliance, physician practice management, and healthcare administration are also areas where BI solutions offer significant benefits. Data mining algorithms and healthcare administration tools support cost containment, disease management, and public health surveillance. Value-based care and patient-centered care models rely on BI solutions to optimize resource allocation, improve patient outcomes, and reduce healthcare disparities.
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The Software segment was valued at USD 3.05 billion in 2019 and show
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The Asia-Pacific automotive upholstery market, valued at $1.58 billion in 2025, is projected to experience robust growth, exceeding a 7% CAGR through 2033. This expansion is driven by several key factors. Firstly, the burgeoning automotive industry within the region, particularly in countries like China, India, and Indonesia, fuels significant demand for vehicle interiors. Rising disposable incomes and a growing middle class are increasing car ownership, creating a substantial market for upholstery. Secondly, the increasing preference for high-quality, aesthetically pleasing interiors is driving innovation and demand for premium materials like leather. Furthermore, advancements in automotive technology, such as the integration of advanced comfort features and personalized interiors, are boosting demand for sophisticated upholstery solutions. The market segmentation reveals the dominance of OEM sales channels, reflecting the importance of original equipment manufacturers in the supply chain. Leather remains a dominant material type, though the "Other Materials" segment, encompassing materials like synthetic fabrics and eco-friendly options, is expected to witness considerable growth driven by cost and sustainability concerns. The product-type segment shows a relatively even distribution across dashboards, seats, roof liners, and door trims, indicating the comprehensive nature of the market. Competition in the Asia-Pacific automotive upholstery market is intense, with major players like Suminoe Textile Co Ltd, Lear Corporation, Toyota Boshoku Corporation, Faurecia SE, Adient PLC, Marvel Group, and Seiren Co Ltd vying for market share. However, the market also presents opportunities for smaller, specialized companies catering to niche segments or focusing on innovative materials and technologies. While challenges exist, such as fluctuating raw material prices and potential supply chain disruptions, the overall positive growth trajectory of the automotive sector in Asia-Pacific assures a strong future for the automotive upholstery market. The continued emphasis on sustainability and the integration of smart technologies within vehicles will further shape the market's evolution over the forecast period. Recent developments include: March 2023: Lexus introduced the LC 500h, a four-seat luxury coupe with high-end features. The controls in the center console are now oriented longitudinally, and the passenger side decoration panel has been harmonized with the instrument panel upholstery to emphasize the horizontal design idea., February 2023: Tata Motors has introduced the red, dark variants of the Safari and Harrier SUVs. Both SUVs feature red brake calipers as well as a slight red inlay on the front grille. Other than that, the Vehicle stays unchanged. In terms of the inside, both vehicles have 'Carnelian' read seat upholstery and grey trim on the dashboard., September 2022: The BMW Group intended to debut its first automobiles with entirely vegan interiors in 2023. This was largely made feasible by the development of novel materials with leather-like characteristics. For the first time, fully vegan interiors were to be offered for BMW and MINI cars beginning in 2023. The BMW Group was thereby meeting a growing demand for vegan and leather-free interiors, which is expected to rise further in the near future, particularly in the United States, China, and Europe.. Key drivers for this market are: Increase in Passenger Car Sales Propelling Market Growth. Potential restraints include: Increase in Passenger Car Sales Propelling Market Growth. Notable trends are: Increase in Passenger Car Sales Propelling OEM Sales Channel Growth.
Automotive Vents Market Size 2024-2028
The Automotive Vents Market size is estimated to grow by USD 1.17 billion, at a CAGR of 5% between 2023 and 2028. The market is expected to significant growth, driven by the increasing adoption of automotive electronics and the expansion of the automotive industry in emerging economies. The automotive electronics sector is witnessing strong expansion, with advanced features such as climate control systems, air quality sensors, and infotainment systems becoming increasingly popular. Moreover, the rise of electric vehicles (EVs) is fueling demand for automotive vents, as they play a crucial role in temperature management and air quality control in these vehicles.
Additionally, the automotive industry's growth in emerging economies, particularly in Asia Pacific and South America, presents substantial opportunities for market expansion. With increasing disposable income and rising consumer preferences for comfort and convenience, the demand for automotive vents is expected to swell in these regions. Overall, the automotive vents market is set to experience substantial growth in the coming years, driven by the adoption of automotive electronics and the expansion of the automotive industry in emerging economies.
What will be the Automotive Vents Market Size During the Forecast Period?
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Market Dynamics
As per Automotive Vents Market Analysis, the government measures influence various aspects of the automotive industry, from regulations on electronics parts to standards for powertrain components and vehicle interior materials like dashboard designs and interior panels. In the era of digital transformation, E-commerce sites serve as crucial platforms for purchasing automotive components, ensuring reliability and convenience in sourcing parts. These platforms cater to both consumers and businesses looking for specific electronics parts or powertrain components to maintain or upgrade vehicles. The cabin of modern vehicles is designed with advanced dashboard layouts and ergonomic interior panels that enhance comfort and functionality. Government regulations often dictate safety standards and environmental considerations for these components, shaping the market for vehicle interior solutions. Overall, the integration of E-commerce in the automotive sector provides accessibility while government measures ensure the quality and compliance of electronics parts, powertrain components, and interior panels in vehicles.
Automotive Vents Market Driver
The automotive industry in emerging economies is being fueled by growing economic activity and increasing per capita income. Urbanization is contributing to the expansion of cities and a rise in consumer demand, as public infrastructure, such as public transportation, is often inadequate to meet the needs of densely populated urban areas. This drives consumers to purchase cars for convenience, stimulating the growth of the automotive sector.
Moreover, the lack of sufficient last-mile connectivity provided by rail networks boosts the demand for heavy commercial vehicles. The rise of e-commerce also plays a key role in accelerating this demand. With essential automotive components like PTFE materials, PP materials, and PE materials playing a significant role in vehicle engine cooling and vehicle airflow systems, this surge in the automotive sector in emerging markets is expected to be a key driver for the industry in the forecast period. The growing need for vehicle safety components and advancements in automotive engines further contribute to the industry's expansion. Additionally, factors like the increasing demand for automobiles and the critical role of automotive component manufacturers are anticipated to support market growth.
Automotive Vents Market Trends
Automotive vents play a crucial role in protecting vehicle components from dust, water, and fluids. They need to balance airflow and water entry pressure while reducing heat and foreign material entry. companies in the sector are differentiating themselves by providing longer warranties on components, while miniaturization is being adopted by automobile manufacturers to maximize space.
However, these trends present challenges for manufacturers who must produce more durable vents while reducing surface area and weight. To meet these challenges, manufacturers are improving vent membranes to enhance performance and withstand tests such as ingress protection rating. The market is expected to see an increase in the number of manufacturers providing improved membranes during the forecast period.
Automotive Vents Market Challenge
Manufacturers of these vents face a significant challenge due to the short product lifecycle resulting from rapidly evolving technology and changing demand. To keep up with current developments, companies need to focus on innovating new products or modifyin
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Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
Analysis of ‘COVID-19 dataset in Japan’ provided by Analyst-2 (analyst-2.ai), based on source dataset retrieved from https://www.kaggle.com/lisphilar/covid19-dataset-in-japan on 28 January 2022.
--- Dataset description provided by original source is as follows ---
This is a COVID-19 dataset in Japan. This does not include the cases in Diamond Princess cruise ship (Yokohama city, Kanagawa prefecture) and Costa Atlantica cruise ship (Nagasaki city, Nagasaki prefecture). - Total number of cases in Japan - The number of vaccinated people (New/experimental) - The number of cases at prefecture level - Metadata of each prefecture
Note: Lisphilar (author) uploads the same files to https://github.com/lisphilar/covid19-sir/tree/master/data
This dataset can be retrieved with CovsirPhy (Python library).
pip install covsirphy --upgrade
import covsirphy as cs
data_loader = cs.DataLoader()
japan_data = data_loader.japan()
# The number of cases (Total/each province)
clean_df = japan_data.cleaned()
# Metadata
meta_df = japan_data.meta()
Please refer to CovsirPhy Documentation: Japan-specific dataset.
Note: Before analysing the data, please refer to Kaggle notebook: EDA of Japan dataset and COVID-19: Government/JHU data in Japan. The detailed explanation of the build process is discussed in Steps to build the dataset in Japan. If you find errors or have any questions, feel free to create a discussion topic.
covid_jpn_total.csv
Cumulative number of cases:
- PCR-tested / PCR-tested and positive
- with symptoms (to 08May2020) / without symptoms (to 08May2020) / unknown (to 08May2020)
- discharged
- fatal
The number of cases: - requiring hospitalization (from 09May2020) - hospitalized with mild symptoms (to 08May2020) / severe symptoms / unknown (to 08May2020) - requiring hospitalization, but waiting in hotels or at home (to 08May2020)
In primary source, some variables were removed on 09May2020. Values are NA in this dataset from 09May2020.
Manually collected the data from Ministry of Health, Labour and Welfare HP:
厚生労働省 HP (in Japanese)
Ministry of Health, Labour and Welfare HP (in English)
The number of vaccinated people:
- Vaccinated_1st
: the number of vaccinated persons for the first time on the date
- Vaccinated_2nd
: the number of vaccinated persons with the second dose on the date
- Vaccinated_3rd
: the number of vaccinated persons with the third dose on the date
Data sources for vaccination: - To 09Apr2021: 厚生労働省 HP 新型コロナワクチンの接種実績(in Japanese) - 首相官邸 新型コロナワクチンについて - From 10APr2021: Twitter: 首相官邸(新型コロナワクチン情報)
covid_jpn_prefecture.csv
Cumulative number of cases:
- PCR-tested / PCR-tested and positive
- discharged
- fatal
The number of cases: - requiring hospitalization (from 09May2020) - hospitalized with severe symptoms (from 09May2020)
Using pdf-excel converter, manually collected the data from Ministry of Health, Labour and Welfare HP:
厚生労働省 HP (in Japanese)
Ministry of Health, Labour and Welfare HP (in English)
Note:
covid_jpn_prefecture.groupby("Date").sum()
does not match covid_jpn_total
.
When you analyse total data in Japan, please use covid_jpn_total
data.
covid_jpn_metadata.csv
- Population (Total, Male, Female): 厚生労働省 厚生統計要覧(2017年度)第1-5表
- Area (Total, Habitable): Wikipedia 都道府県の面積一覧 (2015)
Hospital_bed: With the primary data of 厚生労働省 感染症指定医療機関の指定状況(平成31年4月1日現在), 厚生労働省 第二種感染症指定医療機関の指定状況(平成31年4月1日現在), 厚生労働省 医療施設動態調査(令和2年1月末概数), 厚生労働省 感染症指定医療機関について and secondary data of COVID-19 Japan 都道府県別 感染症病床数,
Clinic_bed: With the primary data of 医療施設動態調査(令和2年1月末概数) ,
Location: Data is from LinkData 都道府県庁所在地 (Public Domain) (secondary data).
Admin
To create this dataset, edited and transformed data of the following sites was used.
厚生労働省 Ministry of Health, Labour and Welfare, Japan:
厚生労働省 HP (in Japanese)
Ministry of Health, Labour and Welfare HP (in English)
厚生労働省 HP 利用規約・リンク・著作権等 CC BY 4.0 (in Japanese)
国土交通省 Ministry of Land, Infrastructure, Transport and Tourism, Japan: 国土交通省 HP (in Japanese) 国土交通省 HP (in English) 国土交通省 HP 利用規約・リンク・著作権等 CC BY 4.0 (in Japanese)
Code for Japan / COVID-19 Japan: Code for Japan COVID-19 Japan Dashboard (CC BY 4.0) COVID-19 Japan 都道府県別 感染症病床数 (CC BY)
Wikipedia: Wikipedia
LinkData: LinkData (Public Domain)
Kindly cite this dataset under CC BY-4.0 license as follows. - Hirokazu Takaya (2020-2022), COVID-19 dataset in Japan, GitHub repository, https://github.com/lisphilar/covid19-sir/data/japan, or - Hirokazu Takaya (2020-2022), COVID-19 dataset in Japan, Kaggle Dataset, https://www.kaggle.com/lisphilar/covid19-dataset-in-japan
--- Original source retains full ownership of the source dataset ---