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The Power of Data Visualization in Data Science – CityLife

Unlocking Insights: The Power of Data Visualization in Data Science

In todays data-driven world, data science has emerged as a powerful tool for organizations to extract valuable insights from vast amounts of information. As the volume of data continues to grow exponentially, it becomes increasingly challenging for data scientists and analysts to make sense of it all. This is where data visualization comes into play, as it enables professionals to unlock insights from complex data sets and communicate them effectively to stakeholders.

Data visualization is the graphical representation of data, which allows users to understand trends, patterns, and correlations that might go unnoticed in traditional text-based data presentation. By presenting data in a visual format, it becomes easier for the human brain to process and interpret the information, ultimately leading to more informed decision-making. The power of data visualization in data science lies in its ability to make data more accessible and understandable to a wider audience.

One of the key benefits of data visualization is that it helps data scientists and analysts identify patterns and trends in the data quickly. By visually representing data, it becomes easier to spot outliers, clusters, and trends that might be hidden in rows and columns of numbers. This can be particularly useful in the early stages of data analysis, as it allows professionals to generate hypotheses and identify areas that require further investigation.

Data visualization also plays a crucial role in the communication of insights derived from data analysis. Often, the results of data science projects need to be presented to stakeholders who may not have a deep understanding of the underlying data or the technical aspects of the analysis. In such cases, data visualization can be an effective way to convey complex information in a simple and easily digestible format. By presenting data visually, it becomes easier for stakeholders to grasp the key insights and make informed decisions based on the findings.

Moreover, data visualization can help facilitate collaboration between data scientists, analysts, and other stakeholders. When working with large and complex data sets, it can be challenging for team members to stay on the same page and understand the various aspects of the data. By using visualizations, team members can easily share their findings and collaborate on the analysis, ensuring that everyone has a clear understanding of the data and the insights derived from it.

In addition to its benefits in data analysis and communication, data visualization can also be a powerful tool for storytelling. By combining data with visual elements, data scientists and analysts can create compelling narratives that help convey the significance of their findings to a broader audience. This can be particularly useful when presenting the results of data science projects to non-technical stakeholders, as it allows them to understand the impact of the insights on their organization or industry.

Despite its many advantages, data visualization is not without its challenges. One of the key challenges in data visualization is selecting the appropriate type of visualization for the data at hand. With a wide array of visualization techniques available, it can be difficult to determine which one will best convey the insights derived from the data. To overcome this challenge, data scientists and analysts must have a deep understanding of the various visualization techniques and their applications, as well as the ability to select the most appropriate one based on the data and the insights they wish to communicate.

In conclusion, data visualization is a powerful tool in the field of data science, as it enables professionals to unlock insights from complex data sets and communicate them effectively to stakeholders. By presenting data in a visual format, data scientists and analysts can identify patterns and trends, facilitate collaboration, and create compelling narratives that help convey the significance of their findings. As the volume of data continues to grow, the importance of data visualization in data science will only continue to increase, making it an essential skill for professionals in the field.

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New Geospatial Strategy to boost UK’s standing as location … – GOV.UK

Fresh commitments to turbocharge the UKs location data and technologies can revolutionise public services planning and boost business, the Science and Technology Secretary unveiled yesterday (Wednesday 14 June), in a keynote speech at London Tech Week.

The UK Geospatial Strategy 2030 will unlock billions of pounds in economic benefits through harnessing technologies, such as AI, satellite imaging and real-time data to boost location-powered innovation and drive the use of location data in property, transport, utilities and beyond.

Geospatial applications and services play a vital role in everyday life, from online maps used by billions across the world to speeding up delivery for online shoppers in turn boosting businesses and the economy.

They can also transform public sector delivery, from planning the countrys transport infrastructure to improving emergency responses such as during the pandemic ensuring taxpayers get the best service for their money.

Viscount Camrose, Minister for AI and Intellectual Property, Department for Science, Innovation and Technology, said:

Location data and technologies power our economy and our Geospatial Strategy 2030 will ensure the UK remains an innovating world leader, by building on our successes and harnessing new opportunities from rapidly evolving technologies.

Our new strategy will grow our economy, embed the application of geospatial data in key decisions that affect our day-to-day lives while driving the private and public sector creativity needed to cement the UKs status as a global science and technology superpower.

The renewed strategy sets out the Geospatial Commissions priorities for the rest of this decade, building on its landmark 2020 paper and ensuring the UK stays at the forefront of rapidly evolving technologies key to driving innovation and growing our economy.

The strategy sets out three renewed missions:

The strategy builds on the work to roll out the National Underground Asset Register (NUAR) (a government-led programme creating a single, standardised data-sharing platform on the location and condition of underground pipes and cables) to the first cohort of users in North East England, Wales and London; our report on how location data can support the rollout of electric vehicle (EV) charge points; and renewing and modernising key multi million pound contracts that give the public sector access to world leading geospatial data and services.

Sir Bernard Silverman, Chair, Geospatial Commission said:

Location-based insights have proven their enduring value again and again - during the coronavirus (COVID-19) pandemic, tracking outbreaks across the country was critical to inform public health decisions. The power of location will continue to underpin solutions to our biggest challenges including climate change, energy security and economic growth.

Our strategy supports the drive towards the adoption of critical technologies and continued investment in UK research and development.

Growing the UK geospatial sector

The strategy sets an ambition for the National Underground Asset Register (NUAR) to be fully operational across England, Wales and Northern Ireland by the end of 2025.

The Geospatial Commission will also conduct a review of the Public Sector Geospatial Agreement (PSGA) to ensure it remains fit for purpose over the remaining seven years of the agreement. The PSGA sets out how Ordnance Survey providesworld-leading location data and expertise to the public sector across England, Scotland and Wales.

Further announcements include:

Notes to editors

Further stakeholder comments can be found below:

Sir Adrian Smith, Institute Director, The Alan Turing Institute said:

The new UK Geospatial Strategy 2030 is important to ensure that technologies developed using AI, machine learning and augmented reality continue to help researchers to better analyse and visualise data in new ways. Embracing these technologies to accelerate geospatial research will require effective partnerships across academia, industry and the public sector, and active public participation. We look forward to continuing our work with the Geospatial Commission to improve land use planning, resilience to climate change and infrastructure investment decisions.

Alison Lowndes, Senior Scientist, Global AI, NVIDIA said:

The updated UK Geospatial Strategy 2030 offers a clear vision for how the UK will realise the economic, social and environmental opportunities offered by location data. Building the UKs skills and capacity in this sector, as well as applying artificial intelligence to unlock the capabilities of satellite imagery, will be key to maintaining global leadership in geospatial applications and services.

Professor Mike Batty, Chair, Centre for Advanced Spatial Analysis said:

This century is increasingly one in which our society and economy will be underpinned by digital data. As part of this, locational data is becoming focal to a multitude of activities that have hitherto ignored geography. In this report, the Geospatial Commission sets out a roadmap to enable this digital transformation to embrace and apply the latest technologies such as AI, remote sensing, and cloud computing to many private and public activities. The case they make is absolutely critical to the way business and government needs to evolve in the next decade.

Rachel Tidmarsh, CEO, Bluesky International Ltd said:

The UK Geospatial Strategy 2030 encapsulates the unlimited potential and opportunities of geospatial data and its applications. I was particularly pleased to read the continuing theme of innovation throughout the strategy as this is what will undoubtedly maintain the UKs position as a world leader in geospatial and enable the public and private sector to unlock its true value. It is key to this success that the steps already taken to increase geospatial skills in the workforce, and enthuse the next generation about geospatial, are continued and amplified.

Tom Knights, European Lead, Strava said:

The way Brits are living, working and moving around their towns and cities has changed. Communities across the UK are experiencing a boom in active mobility as people look to more efficient ways to get from A to B. We are proud to provide geospatial data from the Strava community to empower transport planners to build safe, efficient and enjoyable ways to move around the UK by bike or on foot.

Professor Anahid Basiri, Director, Centre for Data Science and AI said:

We welcome this timely update to the UKs geospatial strategy that draws on the opportunities of the emerging technologies, such as AI and autonomous vehicles, as well as their challenges and concerns associated with them to calibrate the UK plans as a world-leading nation in providing solutions to the grand challenges of our time, such as climate crises, equitable and sustainable societies, active travel, affordable housing and many more.

Adam Burke, Chair, Association for Geographic Information (AGI) said:

The AGI welcomes the publication of the refreshed UK Geospatial Strategy 2030. The strategy offers refreshed thinking for the UKs geospatial capabilities, allowing us to embrace change, innovation and drive greater use of location data opportunities to unlock the full potential of the power of location.

Professor Jon Mills, Director, Newcastle University / Centre for Doctoral Training said:

Specialist geospatial education and training in the UK currently stands on a precipice, so it is good to read that the refreshed UK Geospatial Strategy 2030 considers skills as central to building confidence in the future geospatial ecosystem. To secure an appropriate geospatial talent pipeline for the future necessitates endeavours at all levels of education, from awareness in schools to high-level doctoral training in universities and lifelong professional development in industry. We look forward to working with the Geospatial Commission to develop best practice in embedding geospatial skills into university programmes to help ensure a sustainable future and societal prosperity for the UK.

Sue Daley, Director of Technology and Innovation at techUK said:

We welcome the Governments continued focus on nurturing a thriving geospatial ecosystem. Investing and scaling our capabilities in geospatial technologies will help the UK in its journey to becoming a science and technology superpower. We look forward to seeing how this strategy is put into action to unlock opportunities across our economy

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Bees360 and OneClick Code Revolutionize Property Inspections – GlobeNewswire

HOUSTON, June 15, 2023 (GLOBE NEWSWIRE) -- Bees360, provider of drone enabled property inspection services powered by artificial intelligence (AI), and OneClick Data, a trusted data partner dedicated to streamlining the building code-sourcing process for all parties in the roofing industry, are leveraging each others technologies to revolutionize property inspections and improve the insurer and homeowner experience.

Insurers and homeowners rely on the opinions and expertise of individual inspectors when evaluating property damage. Traditional inspection processes and identifying proper building codes and taxation rates is time consuming, potentially impacting the claim adjudication timeline and customer experience. Bees360 and OneClick Data each solve individual pieces of this problem.

Bees360 provides a new solution to an old problem for insurance carriers helping policyholders become whole after a loss as quickly and painlessly as possible, said Courtney Cooke, vice president of sales at Bees360. Through the use of AI, we provide increased accuracy and consistency in a manner not achievable through the traditional inspection process. The added benefit for our carrier clients is the cost savings this automation allows, helping reduce loss adjustment expenses.

Bees360 uses drones and artificial intelligence (AI) technologies to streamline and modernize the traditionally manual and labor-intensive property inspection process. Certified drone pilot inspectors navigate the property, collecting multiple data points through high resolution imagery. The property data is analyzed by an AI engine that identifies any potential issues with the property, such as wind or hail related damages to the roof and exterior elevations. Leveraging the municipality building code and taxation data from OneClick Datas flagship product, OneClick Code, enables Bees360 to deliver a comprehensive profile of the property and integrate it into the claims process.

For decades, contractors, property inspectors, and insurers have had the challenge of accurately identifying building codes for property inspections, said Jessi West Lundeen, director of marketing and communications at OneClick Data. The combined capabilities of Bees360 and the OneClick Code product removes the guesswork and provides a reliable source of truth for any property.

The OneClick Code product delivers accuracy, transparency, and reliability to contractors, inspectors, and insurers by providing accurate building codes at the click of a button. Accessing building code data is complicated and can lead to misinformed property inspections and repair estimates. The data provided in the OneClick Code product is always up to date and available on demand, mitigating any guesswork.

Insurers, property inspectors, roofing contractors, and certified drone pilots can learn more about how you can enhance your property inspection experience by contacting Bees360 and OneClick Data respectively.

About Bees360Bees360 is a leading innovator of deep learning and computer vision technology who focuses on bringing AI and drone solutions to property underwriting and claim inspections. It is founded by data scientists and insurance experts whose collective background in data science, mathematics, property claims & underwriting provide an unparalleled level of knowledge to build AI-powered workflow and a disruptive business model for the conventional insurance industry. Learn more at http://www.bees360.com.

About OneClick CodeOneClick Data is a trusted data partner revolutionizing the roofing industry by streamlining the building code-sourcing process and enhancing efficiency and transparency for all stakeholders. With their flagship product, OneClick Code, they have pioneered data automation of jurisdictional authority for building codes, permit fees, taxes, and manufacturer specifications nationwide. Empowering contractors, insurance professionals, and claim adjusters, OneClick Code provides instant access to trusted roofing codes with a simple click. With comprehensive tools and integrations, they enable rapid, precise, and scalable claims settlement, reshaping claims management with unmatched efficiency and accuracy. Welcome to the era of automated restoration intelligence. To learn more, visit our website http://www.oneclickdata.com.

Media Contact:Jennifer OverhulseSt. Nick Media Servicesjen@stnickmedia.com859-803-6597

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Who Is The NFL’s Best Chess Player? Stars Line-Up For … – Chess.com

Chess.com's all-star hunt for the best chess player in the NFL is back for a second edition featuring eight of your favorite footballers. BlitzChamps II kicks off on June 23 with $100,000 at stake for charity and the all-important bragging rights for the players.

Reigning BlitzChamps king, Chidobe Awuzie, the Cincinnati Bengals cornerback, returns to defend his title of NFL's best chess player. Larry Fitzgerald Jr., one of the greatest wide receivers of all time and a longtime chess aficionado, also makes a return in the knockout along with Arik Armstead of the San Francisco 49ers.

New on the roster for this year are Arizona Cardinals quarterback Kyler Murray, New York Jets Wes Schweitzer and Chazz Surratt, plus the Tennessee Titans Caleb Farley, and Seattle Seahawks legend Richard Sherman.

All eight are ready to go, but the Jets teammates Wes and Chazz are among the favorites to threaten Chidobe's crown. Both are chess fans who have broken the 1400 Elo rating mark on Chess.com.

Along with the event, fans can enjoy the new Larry and Chidobe bots that will be available to play on our Play Computer page. There will also be special prizes on offer during the event for fans.

Last year, Chidobe won $25,000 for his charity, Awuzie Kickstep Foundation, after beating his longtime locker room chess rival and Cleveland Browns wide receiver Amari Cooper 2-0 in the final. Cooper also secured $22,500 for his selected charity, The Barnyard.

In the commentary box for this year's event, IM Danny Rensch will be joined by the former Baltimore Ravens guard and center John Urschel and the NFL reporter and TV host Cynthia Frelund.

Make sure you tune in to Chess.com/TV or to our Twitch and YouTube channels on June 23 at 9 a.m. PT/ 12 p.m. ET to watch these stars play their best moves!

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McAllen to host 2024 Pan American Intercollegiate Team Chess Championship – KVEO-TV

MCALLEN, Texas (ValleyCentral) The McAllen Chamber of Commerce announced that the South Texas Chess Federation has selected McAllen as its host city for the 2024 Pan American Intercollegiate Team Chess Championship.

We are pleased to announce that the United States Chess Federation has accepted our bid to host the 2024 Pan-American on January 4th 7th, 2024 at the McAllen Convention Center in McAllen, Texas, South Texas Chess Federation President Richard Newman said.

The championship is scheduled to take place January 2024 and is expected to draw over 400 visitors to the McAllen Convention Center, generating an economic impact of over $315,000.

ThePan-American Intercollegiate Team Chess Championship is the highest-rated intercollegiate team competition in chess. The annual event draws in people from NorthandSouthAmerica since it was established in 1946. Select matches will be streamed live on Twitch and chess.com.

We look forward to hosting the nationally recognized Chess Championship and are eager to continue to partner with them for future tournaments, Convention Sales Manager Maritza Munoz said.

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European Youth Rapid & Blitz Chess Championship 2023 in Terme … – European Chess Union

The European Chess Union (ECU) invites all ECU National Chess Federations to participate in theEuropean Youth Rapid and Blitz Chess Championship 2023 which will take place from September 27 to October 1 in Terme Catez, Slovenia.

The European Youth Rapid & Blitz Chess Championship 2023 includes three separate competitions:

(A) The 22nd European Youth Rapid Chess Championship To be played on 28 and 29 September, 2023, in 6 age categories: U8, U10, U12, U14, U16 and U18, open and girls sections separately The tournament will be played in 9 rounds, swiss system, with time control of 15 minutes + 10 seconds increment per player in each section Prizes: the best 3 (three) players in each category will be awarded trophies, medals, and gift prizes.

(B) 22nd European Youth Blitz Chess Championship To be played on 30th of September, 2023, in 6 age categories: U8, U10, U12, U14, U16, and U18, open and girls sections separately The event will be played in 9 double rounds, swiss system, with time control of 3 minutes + 2 seconds increment per player in each section Prizes: the best 3 (three) players in each category will be awarded trophies, medals, and gift prizes

(C) 21st European Youth Team Rapid Chess Championship To be played on September 29th, in three age categories: U10, U14, and U18, open and girls sections separately. The events will be held in 7 rounds, swiss system, with the time control of 10 minutes + 5 seconds per player in each category The teams shall consist of 4 players from the same federation without reserve players in the Open sections, and the teams of the girls sections shall comprise 2 players from the same federation without reserve players. Prizes: the best 3 (three) players in each category will be awarded trophies, medals, and gift prizes

Tournament schedule:

The event is open to all players representing chess federations which are the ECU members. There is no limit to the number of participants representing each federation. Entry forms must be filled in and sent to the tournament office no later than Monday 14 August. If the registration form is not completed by the federation itself, a copy has to be sent to the national federation.

The 22nd European Youth Rapid & Blitz Chess Championship will be played in Hotel Terme Catez, which is also the official hotel of the tournament.

Contact information:E-mail: eyrabchess2023@gmail.comOfficial website: http://www.eyrabchess2023.eu

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Ripple CTO and Legal Counsel Join XRP Decentralization Debate – The Crypto Basic

Ripple executives join the discussion on whether XRP is sufficiently decentralized.

Following the release of the much-contested Hinman documents, the cryptocurrency community has continued to debate whether XRP is sufficiently decentralized.

For context, when the former director of SEC Corporation Finance, William Hinman, gave the infamous speech at the Yahoo All Market Summit on June 14, 2018, he disclosed that an asset should not be classified as a security if it has become sufficiently decentralized from its time of creation. It was on this premise that he declared Ethereum as a non-security.

Hinman also listed certain decentralized factors people must consider when making these sufficiently decentralized determinations.

After Hiinmans doc release, people have been arguing whether XRP is sufficiently decentralized. Some say that the coin is not decentralized because of Ripples alleged control over the asset, as the blockchain companycurrently holds a substantial amount of XRP in escrow.

This has continued to stir the argument that XRP and its native blockchain XRP Ledger (XRPL) are centralized or not sufficiently decentralized.

In response to these allegations, Ripples CTO David Schwartz noted that those who claim XRP is not sufficiently decentralized due to Ripples control have not been able to prove how the blockchain company could exploit that control to cause investors harm. He asserted that it cannot be done.

As expected, Schwartzs remark prompted a series of reactions from cryptocurrency enthusiasts. A Twitter user named John B stated that Ripples return of unspent XRP back to escrow is on the honor system.

If 10% was routinely put into a seemingly legit project where it was used to manipulate the price, selling at period highs and buying to maintain a trend, the user added.

In response, Schwartz affirmed that Ripple holds a huge amount of XRP. He added that if people believe that one party having a huge amount of a blockchain native asset makes it less decentralized, they can also conclude that XRPL is less decentralized, given Ripples control.

He clarified that holding vast amounts of a blockchain native asset does not grant the party control over the governance or ledger.

Schwartz has been involved in a series of decentralization discussions in the past. Two years ago, heasserted that Uniswap, a famous DEX, is not decentralized. Per Schwartz, any crypto project with an enforceable legal right to tell people how they use it is not decentralized.

Meanwhile, Ripples General Counsel Stuart Alderoty also joined the decentralization discussion on Twitter. The outspoken General Counsel noted that decentralization is a technological standard, not a legal one.

Alderoty referred to Hinmans made-up decentralization factors. According to Alderoty, Hinman and the SEC came up with these factors to brush aside the actual legal requirements of determining which asset is a security under Howeys analysis.

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Disclaimer: This content is informational and should not be considered financial advice. The views expressed in this article may include the author's personal opinions and do not reflect The Crypto Basics opinion. Readers are encouraged to do thorough research before making any investment decisions. The Crypto Basic is not responsible for any financial losses.

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Gov’t Begins Decentralization of Fiscal Policies – Jakartaglobe.id

Jakarta. Finance Minister Sri Mulyani said on Tuesday the government is decentralizing fiscal policies to promote social justice and improve government services for the people.

The government issued the Law on Central and Regional Financial Harmonization in January last year to strengthen coordination, accelerate economic growth, and distribute prosperity countrywide.

"Regional funding through financial transfers and local taxation is accompanied by discretionary expenditure management to implement local government affairs that fall under their authority. This will be continuously improved and synergized between the central and regional governments," Sri Mulyani said in a hearing with the Regional Legislative Council in Jakarta on Tuesday.

Under the law, the central government improves the synergy and coordination of the local taxation system to conform to the national system and improve the quality of spending by regional governments.

This year marks the first implementation of the financial harmonization law and its derive regulations..They aim to improve the local taxing power and simplify regional policies in local taxes and levies, she said.

The law also seeks to improve financial transfer to regional governments and coordination with the funds earmarked to ministries and other state agencies.

The government is working to reform the regional finance management, accelerate budget spending by local governments, and build a digital system for monitoring and evaluation, she said.

"The local financial management should be continuously enhanced through capacity building, including their treasury management and the utilization of digital technology for monitoring," Sri Mulyani said.

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Decentralization Makes A Difference In Ethereum, Cardano … – Analytics Insight

Decentralization lies at the heart of the cryptocurrency industry, promoting transparency, security, and community empowerment. Smart contracts also play an important role in the decentralization of digital assets, such as Ethereum (ETH), Cardano (ADA), and DogeMiyagi (MIYAGI): one of the newest crypto presales in the crypto world.

Ethereum, often regarded as the foundation of smart contracts, has revolutionized the decentralized landscape thanks to the technology it introduced in 2015. By utilizing Ethereums blockchain, projects can create and execute self-executing contracts, known as smart contracts. These contracts operate autonomously, without the need for intermediaries, ensuring trust and transparency.

However, Ethereum has faced challenges related to scalability and gas fees. As the network experiences high demand, gas fees can become prohibitively expensive. This has prompted the Ethereum community to explore potential solutions, such as Ethereum 2.0, which aims to address these limitations and enhance scalability.

This technology was implemented in September 2022, and has so far proved to be a major success.

Cardano, a blockchain platform built with a scientific approach, focuses on striking a balance between decentralization and security. With a layered architecture, Cardano separates its settlement layer (Cardano Settlement Layer) from its computation layer (Cardano Computation Layer). This approach allows for greater scalability and flexibility while maintaining security and decentralization.

Cardanos smart contract platform, known as Plutus, facilitates the creation and execution of smart contracts. Plutus combines functional programming and formal verification to ensure security and reliability. By adopting this innovative approach, Cardano aims to offer a robust ecosystem for decentralized applications (dApps) while prioritizing community governance and security.

DogeMiyagi, in its pursuit of decentralization, relies on smart contracts to govern and execute transactions autonomously. Smart contracts for the DogeMiyagi platform enable the implementation of key features such as crypto presales, decentralized token allocation, token burning, and referral programs.

Crypto presales allow early supporters to participate in the projects growth while ensuring fair and transparent token distribution. DogeMiyagis decentralized token allocation mechanism ensures that this new crypto coins supply is distributed among community members in a transparent and equitable manner, promoting a sense of ownership and inclusion.

Additionally, DogeMiyagis token-burning strategy aims to decrease token supply over time, potentially increasing token value. This approach aligns with the projects goal of fostering a strong and sustainable ecosystem.

Lastly, DogeMiyagis referral program provides an avenue for community members to invite others, especially with a 10% commission on their investment every time a friend joins using their unique code. This contributes to the projects growth, incentivizes participation, and creates a network effect, strengthening the community and driving decentralized expansion.

Decentralization is a cornerstone of the cryptocurrency industry, and smart contracts play a pivotal role in achieving this goal. DogeMiyagi, like Ethereum and Cardano, leverages smart contract technology to ensure transparency, security, and community empowerment.

While Ethereum and Cardano have pioneered the use of smart contracts, DogeMiyagi brings its unique features to the decentralized landscape. With its focus on fun and humor, burning tokens, and referral programs, DogeMiyagi seeks to establish a robust and inclusive ecosystem for its community.

To explore further and learn more about DogeMiyagis decentralized approach, visit DogeMiyagis website. Click the links below.

Website: https://dogemiyagi.com

Twitter: https://twitter.com/_Dogemiyagi_

Telegram: https://t.me/dogemiyagi

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Protecting edge data in the era of decentralization – Times of India

Cyberattacks can exacerbate existing security issues and expose new gaps atthe edge, presenting a series of challenges for IT and security staff. Infrastructure must withstand the vulnerabilities that come with the massive proliferation of devices generating, capturing and consuming data outside the traditional data center. The need for a holistic cyber resiliency strategy has never been greater not only for protecting data at the edge, but for consolidating protection from all endpoints of a business to centralized datacenters and public clouds.

But before we get into the benefits of a holistic framework for cyber resiliency, it may help to get a better understanding of whythe edgeis often susceptible to cyberattacks, and how adhering to some tried-and-true security best practices can help tighten up edge defenses.

The impact of human error

Human error can be the difference between an unsuccessful attack and one that causes application downtime, data loss or financial loss. More than half of new enterprise IT infrastructure will be at the edge by 2023, according toIDC.

With so much data coming and going from the endpoints of an organization, the role humans play in ensuring its safety is magnified.

Perhaps the biggest challenge is thatedge environmentsare typically not staffed with IT administrators, so there is lack of oversight to both the systems deployed at the edge as well as the people who use them.

While capitalizing on data created at the edge is critical for growth in todays digital economy, how can we overcome the challenge of securing an expanding attack surface with cyber threats becoming more sophisticated and invasive than ever?

A multi-layered approach

It may feel like there are no simple answers, but organizations may start by addressing three fundamental key elements for security and data protection: Confidentiality, Integrity and Availability (CIA).

In addition to adopting CIA principles, organizations should consider applying a multi-layered approach for protecting and securing infrastructure and data at the edge. This typically falls into three categories: the physical layer, the operational layer and the application layer.

Physical layer

At the edge, servers and other IT infrastructure are likely to be housed beside an assembly line, in the stockroom of a retail store, or even in the base of a streetlight. This makes data on the edge much more vulnerable, calling for hardened solutions to help ensure the physical security of edge application infrastructure.

Best practices to consider for physical security at the edge include:

Operational layer

Edge environments tend to lag in specific security software and necessary updates, including data protection. The vast number of devices being deployed and lack of visibility into the devices makes it difficult to secure endpoints vs. a centralized data center.

Best practices to consider for securingIT infrastructureat the edge include:

Application layer

Once you get to the application layer, data protection looks a lot like traditional data center security. However, the high amount of data transfer combined with the large number of endpoints inherent in edge computing opens points of attack as data travels between the edge, the core data center and to the cloud and back.

Best practices to consider for application security at the edge include:

Recovering from the inevitable

While CIA and taking a layered approach to edge protection can greatly mitigate risk, successful cyberattacks are inevitable. Organizations need assurance that they can quickly recover data and systems after a cyberattack. Recovery is a critical step in resuming normal business operations.

By vaulting data on the edge to a regional data center or to the cloud through an automated, air-gapped solution, organizations can ensure its immutability for data trust. Once in the vault, it can be analyzed for proactive detection of any cyber risk for protected data. Avoiding data loss and minimizing costly downtime with analytics and remediation tools in the vault can help ensure data integrity and accelerate recovery.

Backup-as-a-service

Organizations can address edge data protection and cybersecurity challenges head-on by deploying and managing holistic modern data protection solutions on-premises, at the edge and in the cloud or by leveraging Backup as-a-Service (BaaS) solutions. Through BaaS, businesses large and small can leverage the flexibility and economies of scale of cloud-based backup and long-term retention to protect critical data at the edge which can be especially important in remote work scenarios.

As part of a larger zero trust or other security strategy, organizations should consider a holistic approach that includes cyber security standards, guidelines, people, business processes and technology solutions and services to achieve cyber resilience.

The threat of cyberattacks and the importance of maintaining the confidentiality, integrity and availability of data require an innovative resiliency strategy to protect vital data and systems whether at the edge, core or across multi-cloud.

Views expressed above are the author's own.

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