Terms Beginning With 'e'

Edge Computing

What is Edge Computing?

A distributed computing framework, edge computing helps to bring the enterprise applications near to its data sources like IoT devices of any edge devices. Edge computing is an emerging technology, and with the introduction of this technology, it has made it possible to process large volumes of data which is being generated by the devices connected to the internet via IoT.

The main contribution of edge computing is that users are able to pre-process the data collected through these connected devices in an efficient manner before the data is sent to the central server or the cloud.

Architecture of Edge Computing

The architecture of edge computing is a merged structure that expands cloud services to the edge of the network by bringing edge devices in between the terminal devices & cloud computing.

The structure of the cloud-edge relationship is divided into the terminal layer, edge layer and cloud computing layer. Let us take a quick look at the layers.

Terminal Layer

The terminal layer comprises of all types of devices linked to the edge network. It includes a mobile terminal and IoT devices like sensors, smartphones, camera, smart computers.

Edge Layer

Edge layer or the boundary layer forms the core of the three-tier architecture. It is situated at the edge of the networks and includes widely distributed between terminal devices and clouds. It generally comprises base stations, access points, switches, gateways, clouds, and routers. It supports the access of terminal devices downward and saves and calculates the data uploaded by terminal devices. The layer connects with the cloud and uploads the data that is processed to the cloud. As the edge layer is near the user, the data transmission to the edge layer is more appropriate in case of real-time data analysis & intelligent processing.

Cloud Computing Layer

The cloud computing layer consists of various high-performance servers and storage devices that have powerful computing and storage capabilities. It can play a significant role in fields where there is a need for a huge amount of data analysis. The cloud computing centre can store the data permanently of the edge computing layer. It can also carry out the analysis duties that an edge computing layer cannot manage & process tasks that combine global information. Other than this, the cloud module can dynamically adapt the deployment strategy plus the algorithm of edge computing layer as per the control rule.

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Benefits of Edge Computing

The industrial adoption of edge computing is at the early stage. Despite these, there are some advantages of edge computing. These are:

  • It is possible to process the data at the source. For example, data that are highly sensitive can be processed directly instead of getting transferred to the cloud.
  • Because of edge computing, there is lower traffic congestion. By this, it means that the system can process the data efficiently near the source. Thus, it reduces the time use of internet broadband.
  • Edge computing also reduces network connectivity. In places where network connectivity is a big issue, through edge computing system can function at a remote location with sporadic network connectivity.
  • Improved data security: Edge computing eliminates the requirement of sending all the information to the public cloud. It requires additional security of sensitive data.
  • When data processing and analysis happens at the edge, the industrial applications could be possible at an improved speed and efficiency.

Real-life examples of edge computing

There are several real-life application of edge computing. Let us look at some of the example and how this technology is beneficial.

  1. Autonomous vehicle: Autonomous vehicle (AV) technology is a rapidly developing technology that aims to improve driving safety. Autonomous driving enables vehicles to take over every angle of driving and helps the user to move from one place to another without any effort.

The role of edge computing in AV can be felt when the vehicle needs to stop at the pedestrian crossing. Here decision to stop the vehicle should be instant as one cannot wait and rely on a remote server to handle this decision. Also, the vehicles using this technology interact with each other instead of sending the data to the remote server in case of any disaster, natural calamity, or road accident, among others.

  1. Healthcare Devices: Edge computing technology has a significant role in the health care segment as well. The data of vulnerable patients in the hospital who require instant care can be captured and alert the person in charge of the patient so that immediate action can be taken.
  2. Security solution: At places of high security and surveillance, edge computing plays an important role. In case of any threat, the security system can identify any chances of threat. These include security surveillance system.

In the recent past, the absolute return approach of Investing has turned out to be one of the fastest-growing investment strategies worldwide. A lot of financial advisors talk about such investments providing absolute returns. So, what exactly are the “Absolute Returns” and are they are promising? What is meant by Absolute return? Absolute return computes the increase or decrease, in an asset over a period of time, as a proportion of the original investment amount. The focus here is only on that specific asset or portfolio and not related market events. Absolute returns only consider the price movement for any specified time period. Absolute return, reckons an investment’s performance without considering the expanse of time for which investment was committed. Absolute returns can be computed for a quarter, semi- annual, annual period, 3-year duration or more. Absolute Returns are independent of Market movements and thus do not draw relative comparisons. It is one of the most commonly used investment performance metric in Hedge Funds and Mutual Funds. How to compute Absolute return? Suppose an investor Mr. Rich, invested AUD 50,000 5 years back, and the current value of his investment is AUD 75,000. The Absolute return on Mr. Rich’s investment would be 50 %, calculated using- Copyright © 2021 Kalkine Media Pty Ltd Copyright © 2021 Kalkine Media Pty Ltd So, Copyright © 2021 Kalkine Media Pty Ltd Absolute returns are just returns from point of time to other. The notion of an 'absolute return' seems very attractive to get investors’ attention as it ignores the relative market movement and promises an appreciation with zero correlation to markets. Anyhow, Absolute Return technique of computing investment yields is an apt way of calculating return on investment, predominantly in the early stages. There are numerous other types of return metrics an investor can look for later on. Major 4 types mattering most to investors being –  Absolute Return, Relative Return, Total Return & CAGR. What is the difference between Absolute Return, Relative Return, Total Return & CAGR? Absolute return refers to the gain/ loss in a single investment asset/ portfolio but to comprehend how their investments are acting relative to various market yardsticks, relative return is taken into consideration.   Relative return is the excess or deficit an asset achieves over a timeframe matched to a market index. Benchmark Return – Absolute return, gives the Relative return also called sometimes as alpha. Example, if S&P index gives a 10% return during a given period and one’s investment portfolio gives an absolute return of 12% then relative return on investment is positive/ excess 2%. Total returns take into account the effect of intermittent incomes as well as dividends. For example, in an equity investment of AUD 200 having current value AUD 240, the company also declares a dividend of AUD 10 during the year. Total returns will take into account this $10 dividend too. Thus, Total returns on the investment of AUD 200 now will be 25.00% = {(240+10-200)/200} x 100 Absolute and Total returns are easy to calculate as performance metrics, but the real challenge is when comparisons are drawn based on time period of return. Here comes in CAGR, it takes into account the term of the investment too, thus giving a more correct and comparable picture. It is computed as: CAGR (%) = Absolute Return / Investment period (equated in years) Consider for example, two investment options: One where investor earns absolute returns of 10% in 24 months and another where investor earns 5% absolute returns in 9-month duration. So, CAGR would be- For option one: CAGR = 5.00% i.e.  10%/2 (24 months/12 months is equals to 2 years) For option two: CAGR = 6.66% i.e. 5%/0.75 (9 months/12 months is equals to 0.75 years) What’s wrong with just measuring investment performance using Absolute Returns? Absolute returns will only tell an investor how much his/her investments grew by; they do not tell anything about the speed at which investments grew. When people talk about their real estate investments and say, “I bought that house for X in the year 2004. It’s worth 4X today! It has quadrupled in 17 years.” This is an application of absolute return. The drawback here is that it takes into account only the capital appreciation and doesn’t draw comparison with options having different time horizons. Investors can rely on this measure of investment performance only if they are looking for higher returns, without bothering how fast they were generated. Absolute return also doesn’t convey much about an investment compared to relative markets. Then, why do Hedge Fund/ Mutual Fund Managers choose an Investment strategy based on Absolute returns? Absolute returns should be used at times when investors are willing to shoulder some risk in exchange for a prospective to earn excess returns. This is irrespective of the timeframe and Fund administrators who measure portfolio performance in relation of an absolute return typically aim to develop a portfolio that is spread across asset categories, topography, and economic phases. They are looking for below mentioned points in their portfolios- Positive returns- An absolute returns approach of investment targets at producing positive returns at all costs, irrespective of the upside & downside market movements. Independent of yardsticks- The returns are in absolute terms and not in comparison to a benchmark yield or a market index. Diversification of portfolio- With the intention of distribution of risk, among different investment options producing positive returns in diverse ways a mixed bag of absolute return assets give a diversified investment portfolio. Less volatility- The total risk of investment is spread across the different asset held in such a portfolio. Ensuring less overall volatility in collective returns. Actively adjustable to market movements– Usually, investments look for positive returns with zero market correlation. Market shares a negative correlation with absolute return investments and vice versa. In any investment atmosphere, there are varied investment strategies and goals. Absolute return investment strategies are looking to avoid systemic risks using unconventional assets and derivatives, short selling, arbitrage and leverage. It is appropriate for investors who are prepared to bear risk for short and long-term gains.

What is accounts payable? Accounts Payable (AP) is an obligation that an individual or a company has to fulfill for purchasing goods and services bought from their suppliers and vendors. AP refers to the amount that is not paid upfront and can be paid back in a short period of time. Hence, a good or a service purchased on credit to be paid in a short period will fall under AP. For individuals, AP may include the bill paid after availing services such as television network, electricity, internet connection, or telephone. Most of the time, the bill is generated after the designated billing period, depending upon the amount of consumption. The customers have to pay this obligation within a stipulated time to avoid default. What is accounts payable from a Company’s point of View? AP is the amount of money a company is liable to pay to its suppliers or vendors and clear dues for purchases of goods and services purchased from its suppliers or vendors. AP is required to be repaid in a short period, depending on the relationship with suppliers. It is essentially a kind of short-term debt, which is necessary to honour to prevent default. As the current liabilities of the company, AP is required to be settled over the next twelve months. It is presented in the balance sheet as the account payable balance. For example, Entity A buys goods from Entity B for US$400,000.00 on Credit. Entity A has to pay back this amount within 60 days. Entity A will record US$400,000.00 as AP while Entity B will record the same amount as Account receivable. AP is also a part of the cash flow statement. The change in the total AP over a period is shown in the cash flow statement, hence it is part of the company’s working capital. It is widely used in analysing the cash flow of the business and cash flow trends over a period. AP may also depict the bargaining power of the company with its vendor and suppliers. A vendor or supplier may give the customer a longer credit period to settle the cash compared to other customers. The customer here is the company, which will incur AP after buying goods on credit from the vendor. There could be many reasons why the vendor is providing a more extended credit period to the firm such as long-term relationship, bargaining power of the firm, strategic needs of the vendor, the scale of goods or services. By maintaining a more extended repayment period to supplier and shorter cash realisation period from the customer, the company would be able to improve the working capital cycle and need funds to support the business-as-usual. However, prudent working capital management calls for not overtly stretching the payable days as it might lead to dissatisfaction of supplier. Also, investors tend to closely watch the payable days cycle to determine the financial health of the business. When the financial conditions of a firm deteriorate, the management tends to delay the payment to their suppliers. Why accounts payable is an important part of Balance sheet and Cash Flow Statement? As inferred from the previous paragraphs, AP is part of the current liabilities of the balance sheet. This is an obligatory debt that has to be paid back within a time frame so that the company does not default. AP primarily consists of payments to be made to suppliers. If AP keeps on increasing over a period of time, it can be said that the company is purchasing goods or services on credit more, instead of paying up front. If AP decreases, it means the company is reducing its previous debts more than it is buying goods on credit. Managing AP is essential to have a stable cash flow. In a cash flow statement prepared through an indirect method, the net difference in AP is shown under cash flow from operating activities. The business entity can use AP to create the desired variation in the cash flow to some extent. For example, to increase cash reserves, management can increase the duration of paying back the credit taken for a certain period, thus affecting the net difference in AP. What Is the Role of Accounts Payable Department? Every company has an accounts payable department and the size and structure depend upon how big or small the enterprise is. The AP department is formed based on the estimated number of suppliers, vendors, and service providers the company is expected to interact with; the amount of payment volume that would be processed in a given period of time; and the nature of reports that a management will require. For example, a tiny firm with a low volume of purchase transactions may require a simple or a basic accounts payable process.  However, a medium or a large enterprise may have a accounts payable department that may require a set of practices to be followed before paying back the credit. What is the Accounts Payable Process? Guidelines or a process is important as it provides transparency and smoothness in facilitating the volume of transactions in any time period.  The process involves: Bill receipt: when goods were bought, a bill records the quantity of goods received and the amount that needs to be paid to the vendors. Assessing the bill details: to ensure that the bill or invoice copy includes the name of the vendor, authorization, date of the purchase made and to verify the requirements regarding the purchase order. Updating book of records after the bill is collected: Ledger accounts need to be revised on the basis of bills received. The department makes an expense entry after taking approval from management. Timely payment processing: the department takes care of all payments that need to be processed on or before their due date as mentioned on a bill. The department prepares and verifies all the required documents. All details entered on the cheque along with bank account details of the vendor, payment vouchers, the purchase order, and the original bill and purchase order are scrutinized. The department also takes care of the safety of the company’s cash and assets and prevents: reimbursing a fake invoice reimbursing an incorrect invoice making double payment of the same vendor invoice Apart from making supplier payments, AP departments also takes care of travel expenses, making internal payments, maintaining records of vendor payments, and reducing costs Business Travel Expenses: Bigger entities or firms whose business nature requires all personnel to travel, have their AP department manage their travel costs. The AP department manages the personnel’s travel by making advance payments to travel companies including airlines and car rentals and making hotel reservations. An account payable department may also deals with requests and fund distribution to cover travel costs. After business travel, AP may also be responsible for settling funds supplied versus actual funds spent. Internal Payments: The Accounts Payable department takes care of internal reimbursement payments distribution, controlling and petty cash controlling and administering, and controlling sales tax exemption certificates distribution. Internal reimbursement payments include receipts or both substantiate reimbursement requests. Petty cash controlling and administering includes petty expenses such as out-of-pocket office supplies or miscellaneous postage, company meeting lunch. Sales tax exemption certificates comprise AP department handling sales tax exemption certificates supply to managers to make sure qualifying business purchases excludes sales tax expense. Maintaining Records of Vendor Payments: Accounts Payable maintains information of vendor contact, terms of payment and information of Internal Revenue Service W-9 either manually or on a computer database. The AP department lets management know through reports on how much the business owes at present. Other Functions: The accounts payable department is also responsible to lessen costs by identifying cost structures and creating strategies to reduce the spending of business money. For example, minimising cost by making payment of the invoice within a discount period. The AP department also acts as a direct point of contact between an entity and the vendor. How to Calculate Accounts Payable in Financial Modelling Financial modelling enables calculating the average number of days a company takes to make bill payments. AP days can be calculated using the following formula: AP value can be calculated using the following formula: What is accounts payable turnover ratio? AP turnover ratio shows the capability of a firm to pay cash to its customer after credit purchases. It is counted as an essential ratio to analyse the cash management attribute of the firm and its relationship with vendors or suppliers. It is calculated by dividing purchases by average AP. Purchases by the company are calculated as the sum of the cost of sales and net inventory in a given period: Now let’s understand this with the help of an example. Let us suppose, Cost of sales of Company XYZ for the period was $60,000, and XYZ began with inventories worth $21000 and ended at $15000. AP at the beginning was $20000, and $15000 at the end. Now the purchases will be $66000 (60000+21000-15000). The average AP will be $17500. Therefore, the AP turnover ratio will be 3.77x. Dividing the number of weeks in a year by the AP turnover ratio will give the number of weeks the company takes on average to settle its payables. In this case, it will be around 13.8 weeks (52/3.77). What is the difference between Accounts Payable vs. Trade Payables? Though the phrases "accounts payable" and "trade payables" are used interchangeably, the phrases have slight differences. Trade payables is the cash that a company is obligated to pay to its vendors for goods and supplies which are part of the inventory. Accounts payable include all of the short-term debts or obligations of a company.

What is the Dark Web?  The dark web is one such portion of the World Wide Web which is not accessible by regular search engines. The dark web is considered a hotbed for criminal activities, and it is much more than that. Various websites exist on an encrypted network inside the dark web. Standard web browsers and programs cannot find these websites. Once inside the dark web, different sites and pages can be accessed like one does on the web. Scientists believe that the internet we see is only 4% of the entire ocean of the web, meaning the 96% consists of the "Deep and Dark Web".  The user interface used in the dark web is usually internet-based, but it utilises special software which is not part of the standard ones. There are dozens of web browsers to surf the internet, but they all work in the same way. These standard browsers use ports and protocols to request, transfer and view data on the Internet. The website you access may look familiar, but as you enter, it may be illegal or something familiar but otherwise not monitored by anyone else. Therefore, the deep web and the dark web are famous for being anonymous. Also read: Cyber Espionage Campaign: Strings that tie China, Australia and the US How to access dark web browser? In order to access a few areas which are restricted, the user may need a password and a process to follow. A special software called TOR (The Onion Router) or the Freenet has these non-standard connections. These browsers are unlike standard internet browsers and have a process to access. They allow the users to browse around the dark web and are focused on keeping the user identity anonymous. If hacked or accessed, the regular web browser can easily provide user information such as who the user is and whereabouts. Though the dark web is providing 100% anonymity, federal agencies have been successful in tracking down criminal activities on the dark web. It is often said that the person you are talking to on the dark web could either be an FBI agent or a criminal. Image: Kalkine   What happens inside the world of the dark web?  The dark web is famous for allowing sinister activities, but many users go on the dark web to access information which otherwise may not be accessible on standard internet. Such as users from extremely oppressive governments who cut access to the world for their citizens. Unfortunately, such confidential environments also provide open platforms to criminals, terrorists and other such individuals involved in illegal activities.   Hence, experts advise users to not access the dark web even out of curiosity as it is a lawless environment. There have been many incidents where innocent, curious users were trapped and forced to get involved in criminal activities or their digital devices hacked and compromised without their knowledge.  A study conducted by a University of Surrey researcher Dr Michael McGuires in 2019, Into the Web of Profit, shows that the dark web has become worse in recent times. Since 2016 of all the listings on the dark web suggested, 60% could harm companies. Everything illegal and criminal can be found on the dark web, it also has other legitimate options such as chess clubs or book clubs, but because of the anonymity, the user will not know whom he/she is interacting with. Inside the dark web, anonymity and lawless nature make the crimes which exist otherwise in our society hard to trace.  The payment procedure inside the dark web is also different from the World Wide Web. Most often, Bitcoin and Monero cryptocurrency are used for the transactions.    RELATED READ: Knock Knock! Cybercriminal at Your Doorstep   What’s the difference between the deep web and dark web? The dark web is part of the entire deep web and is hidden from regular browsing access. Most people confuse the deep web and the dark web as one entity. It is not. The deep web content includes anything hidden and restricted behind the security wall such as content which otherwise requires paywall or sign-in or blocked by the author. Content which cannot be easily accessible on regular internet such as medical records, membership websites, paid content are available on the deep web; hence it is also called Invisible Web.  No one really knows the total size of the internet, but the experts believe that the standard World Wide Web consists of only 4% internet, the deep web consists of 90% and dark web consists of 6% of the entire internet.  ALSO READ: Technology has changed the way we work amid the COVID-19 crisis: A look at in-demand technologies Image: Kalkine     Also read: It happens again, NZX being bullied by Cyber-attackers- Down for the fourth day   What kind of risk companies face due to the dark web?  The Into the Web of Profit report listed below threats various organisations around the world are facing, especially the ones who have weak or insufficient cybersecurity measures.   Malware attacks Distributed denial of service (DDoS) attacks Botnets Trojan, keyloggers, exploits  Espionage  Credentials access  Phishing  Refunds Customer data Operational data Financial data Intellectual property/ trade secrets    Also read: Cybersecurity and the Requirement of a Resilient Environment in Australia  Are there advantages and disadvantages to the dark web?  The dark web provides complete anonymity, the users get complete privacy to perform any activity, be it illegal or legal. Many countries in the world still have authoritarian regimes offering no civil rights to their people. To such oppressed lot, the dark web provides an opportunity to access news, information, data and also express their views. The dark web is also a perfect place for law agencies to map criminal activities while being undercover. It is also easy to commit gruesome crimes through the dark web as it is complicated and lawless. Criminals can easily use the dark web to compromise someone's privacy, steal data or private information or even hire someone to commit murder.  Do internet users need to be concerned about the dark web?  The simple answer is no unless the user is using the dark web. Study says that most young people visit the dark web out of curiosity. They do not want to indulge in any criminal activity but want to see how the hidden and secret world of the dark web operates. And that is where the possibility of the electronic device IP address getting hacked by other criminals to perform their criminal activities lies.  The earliest use of darknet dates back to the year 2000. Freenet was created at the University of Edinburgh based on a student research paper. Ian Clark wrote the paper in 1999 on the possibility of such an encrypted internet base. Freenet was created to oppose censorship and provide a platform for free speech. The most powerful dark web is TOR, and it was created by the United States government to have a secure encrypted communication in case of emergency and complete disaster. Even today, many law agencies are secretly active inside the world of the dark web to gain access in the criminal world and stay one step ahead.

What is Data Analytics?  Data Analytics involves a set of quantitative and qualitative approaches and processes that can be used to determine useful information for business decision-making. The process involves various patterns and techniques, including: extracting a raw database, and categorising it to identify and analyse the behaviour, relation and connection of the results.  The ultimate goal is to acquire valuable information in order to make decisions for businesses’ benefit and productivity.  In today's competitive times, most companies chalk out their business plan with the help of data analytics. With organisations becoming customer-service oriented, data analytics has become a critical tool to reach the target audience in an effective manner while understanding their requirements. Once data is collected, it is analysed and stored according to organisations’ requirements.  The data analysis process has multiple layers involved, and its diverse modules are not just used in businesses but also in science and social science fields. Rather than making decisions based on just available information, one can utilise data analytics in examining the data in standard ways and churning out the results from it.  It has been observed that companies generally make decisions based on past references and future outcomes. Data analytics appears advantageous in providing useful information towards this end.  Why do Businesses Need to Use Data Analytics?  Many data analytics’ tools and softwares are readily available these days. These systems use resources, such as machine learning algorithms and automation.   Data scientists and analysts are counted amongst the leading career options as well. These professionals use data analytics techniques while researching and presenting useful information for businesses to increase productivity and gain. The process helps companies understand their target audience and determine effective ways to cater to their needs. Data analytics can further be used to design strategies in marketing campaigns and promotions and also evaluate its results.  Data analytics is primarily used in business-to-consumer (B2C) processes to boost business performance and improve the bottom line. There are data collection firms which gather consumer information and provide it to the businesses so that the companies can effectively influence the market. The collected data is not only used to understand and impact consumer behaviour but also determine market economics and its practical implementation.  The data used in the process can be either be data collected in the past or newly updated data. There are various methods to manage consumer and market information. It may come directly from the customers or potential customers or can be purchased from the data collection vendors. The data primarily includes audience demographics, behavioural patterns and expense threshold.  How Can Data Analytics be Effectively Used in Business Processes? Data analytics is an ever-evolving technique. Earlier, the data was collected manually, but with the rise of internet and technology, data is now collected online with the help of search engines and social media platforms. Subsequently, the information is analysed through available software.  Here is a list of some key steps businesses can follow to leverage the benefits of data analytics: Set up crucial metrics: This step reduces the guesswork and provide data-based insights to the businesses. Before embarking on the data analytics process, it is vital to determine the goal for your business. Analysing customer data helps in understanding conversion rate, consumer spending ability, demographics etc. The results of the analysis can support the businesses while making decisions in launching an advertising or marketing campaign. Similarly, the unwanted data can be erased from the database so that the brands can focus on their right target audience. The relevant metrics will change the course of the company and push it in the right direction. Moreover, once your key metrics are set, even when the market conditions change in the future, you can adjust the metrics according to the requirement and achieve the results. Set a clear module: It is important to examine the data correctly by avoiding common mistakes. An ambiguous path can produce confusing insights while wasting time and energy of businesses.  Therefore, it is recommended to draw a clear goal in order to achieve actionable insights. The data, when collected from different sources, need to be merged accurately in the analytics model. Businesses can modulate their data analytics systems either manually or through automation. There are various data modelling practices available in the market. The best use of these techniques can simplify the process of modelling complex data.  Data visualisation: Once the relevant data is collected, and the modules are set to analysis, visualisation of that data will assist in understanding the information correctly. When the businesses have an acute knowledge of what their target audience wants, they can then focus on strategising advertisement and content, which matches the consumers' interest.  It is the critical step in the data analytics process to distinguish insights from information.  Not everyone is comfortable dealing with numbers. Hence, ensuring that key stakeholders understand essential points and information can be displayed in a visually appealing format seem crucial to capitalise on data effectively. Right tools to implement insights:Having access to data and insights can get overwhelming. However, the information is worthless if the businesses are unable to implement it successfully. While it is important to collect the data and set critical metrics and modules to analyse it, it is also imperative to translate the data into practical actions. The eventual goal is to improve sales or grow profits. It is ultimately in the marketers' hands to transform the gained insights into a successful implementation. The consumers' insights should be incorporated while establishing a marketing plan and at all decision-making steps. 

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