Surely with the exploitation of the new fishing topic Fishing Planet MOD will help gamers feel interesting. So you just need a force that is not too strong and not too weak. Because this does not help increase the ability to catch higher, but also risks making the rope more prone to breaking. Most experienced players will never use top traction. Should I use the strongest pull to bring the fish back? Especially the type of bait that should be used is cornstarch, bread, and pellets. But it will help players improve their fishing skills with floats much more. The species that live here usually do not have high predatory characteristics, so it is quite difficult to catch. What kind of bait should I use when catching fish at Lesní Víla? The Mudwater catfish, for example, need a much larger tongue than a carp. But it is recommended to change the blade size to ensure that it is suitable for the goal that the player is aiming for. In the game you can use one type of bait for different uncles. Should the hook size be changed when catching different types? So, with the following question and answer section, it will make it easier for you to play. Answers to some questions - FAQs game Fishing Planet MODīecause this game simulates all the work that needs to be done when fishing, there will be many problems that gamers will not be able to understand. In particular, at MODRADAR there are also some other interesting games such as Ball Blast and Let's Create! Pottery. But Fishing Planet MOD will create a novelty when you will be able to go fishing around the world by yourself. Surely you are too bored with ordinary games because you have experienced many times. Top notch graphics Download now Fishing Planet MOD game for Android/IOS It can be mentioned as cold, deserted, warm sunshine. There are many novel fishing spaces that you can choose to play depending on your preferences and mood. All images are heavily invested to create sharpness, detail and vividness.įrom there, you will feel that all activities are like the real thing. To enter the top of the games with the fastest downloads in the shortest time is thanks to the efforts of top graphics. As long as gamers have patience to practice, the level will increase very high. Especially, it also helps you learn a lot of new fishing skills to apply in different fishing locations. Improveįishing Planet MOD offers a lot of different tasks to not cause boredom. If gamers want to really have the ultimate experience, fish your way. Once you have mastered the basic steps, you can use your own way to catch fish or continue to rely on the system's help. First, the system will give instructions so that players can get acquainted with the most basic operations as well as get the first results. When you come to this game, you will be able to choose a character that best suits your preferences and go fishing. In the following section, we will share the most outstanding features of this fascinating fishing game that you need to know to easily integrate when participating: Learn how to fish Outstanding features of the game Fishing Planet MOD In addition, it is also possible to connect with gamers who share the same passion. From there you accumulate a very useful amount of experience to survive in the wild. This experience is really like you are sitting and making sentences like the real thing.Įspecially when participating in this game, players will learn and practice the best fishing skills. Therefore, gamers will enjoy fishing sessions in many different scenes around the world. The game is designed in detail to create lifelike life. But there is not enough time or money to experience the reality. Introduction to the game Fishing Planet MODįishing Planet MOD is an extremely suitable game for those who love fishing or exploring activities outside in nature. All the fun has been reduced so you can experience it right on your phone. But has created a big wave in the gaming community around the world by top-notch graphics like being in a real fishing location. Should I use the strongest pull to bring the fish back?įishing Planet MOD is a game that has only been released recently.What kind of bait should I use when catching fish at Lesní Víla?.Should the hook size be changed when catching different types?.Answers to some questions - FAQs game Fishing Planet MOD.Download now Fishing Planet MOD game for Android/IOS.Outstanding features of the game Fishing Planet MOD.
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Global Market for Smart Grids (in US$ Billion) for the Years 2020EĪging Power T&D Infrastructure and Need to Replacement & Upgrade of Obsolete Power Systems to Spur Demand for FACT Equipment With Smart Grid Implementations Gaining Traction, Opportunities in Store for the FACTS Market Trend towards Distributed Power Generation Powers Demand for FACT Devices Global Energy Production: Breakdown of Electricity (Billion Kilowatt Hours) and Percentage Share by Energy Source (2030 & 2040) Global Renewable Energy Breakdown by Type: 2010 Vs 2030 Growing Focus on Renewable Energy-Based Power Projects Augurs Well for Market Global Primary Energy Consumption (Billion toe): Growth Trajectory for the Period 1990-2040Ĭhina and India Lead the Global Rise in Demand for Electricity: Change in Gross Electricity Demand in TWh for 2017-50 Surging Energy Consumption and the Resulting Rise in Power Production, Transmission and Distribution: Foundation for Market Growth Global Investments into Power T&D Infrastructure by Region (in %) for 20 Global Investments into Power Transmission & Distribution Infrastructure (in US$ Billion) for 2010, 2015, 2020, 2030 & 2040 Growing Pressure on Power Transmission Grids and Rising Investments in Power Transmission Infrastructure to Benefit FACTS Market Utilities Emerges as the Largest End-Use Marketĭeveloping Regions to Spearhead Future GrowthĬompetitive Market Presence - Strong/Active/Niche/Trivial for Players Worldwide in 2022 (E) Voltage Control Applications Lead Global Market World Economic Growth Projections (Real GDP, Annual % Change) for 2019, 2020 & 2021Įlectric Power Transmission and Distribution (T&D) Equipment: A Preludeįlexible Alternating Current Transmission (FACT) Systems: An Introduction Pandemic Crisis Weakens Economic Environment, Triggering Negative Tide in GDP Impact of COVID-19 Pandemic and Looming Global RecessionĬOVID-19 Impacts Electricity Consumption: Average Annual Growth Rate of Electricity Demand by Select Region/Country for 2001-06, 2006-10, 2011. Led by countries such as Australia, India, and South Korea, the market in Asia-Pacific is forecast to reach US$254.1 Million by the year 2030. Within Europe, Germany is forecast to grow at approximately 5.6% CAGR. Among the other noteworthy geographic markets are Japan and Canada, each forecast to grow at 4.3% and 4.4% respectively over the 2022-2030 period. China, the world's second largest economy, is forecast to reach a projected market size of US$276 Million by the year 2030 trailing a CAGR of 7.5% over the analysis period 2022 to 2030. is estimated at US$238.1 Million in the year 2022. The Flexible AC Transmission (FACT) Systems market in the U.S. Market is Estimated at $238.1 Million, While China is Forecast to Grow at 7.5% CAGR Taking into account the ongoing post pandemic recovery, growth in the Series segment is readjusted to a revised 5.1% CAGR for the next 8-year period. Shunt, one of the segments analyzed in the report, is projected to record a 6% CAGR and reach US$1.5 Billion by the end of the analysis period. The global market for Flexible AC Transmission (FACT) Systems estimated at US$1.2 Billion in the year 2022, is projected to reach a revised size of US$1.9 Billion by 2030, growing at a CAGR of 5.8% over the analysis period 2022-2030. Global Flexible AC Transmission (FACT) Systems Market Set to Reach $1.9 Billion by 2030, Driven by Growing Investments in Power Transmission Infrastructure Jefferies is getting more bullish on shares of Snowflake after the company unveiled a slew of AI-related products at its latest conference in Las Vegas. Consumer discretionary is up 12.1% this month, the largest gain across sectors. The consumer discretionary and communications services sectors are also poised for a strong finish, up 32.5% and 35.8% for the year. The sector is poised to finish the quarter 16.9% higher, with 6.5% gain for June. Utilities is also headed for the biggest quarterly loss among the 11 sectors, down 3.3%.īoosted by chipmakers and some technology behemoths, the information technology sector is on pace for the biggest first-half gain, up 42% gain. Other first-half losers sectors include health care and energy, down about 2.2% and 6.9%, respectively. For the quarter it is slated to lose 3.2%, but on track for 1.5% gain in June. The utilities sector has experienced the largest drop in 2023, down 7.1%. The financials sector is down 1.2% this year and on track to post a gain of 5.1% and 6.8%, respectively, for the quarter and month. A previous version misstated the year.Īll major S&P 500 sectors may be on track to finish June on a positive note, but those gains have failed to help the financials, utilities, healthcare and energy sectors recoup their losses for the first half. CNBC's Chris Hayes contributed reporting.Ĭorrection: The S&P 500 was on track for its best first half since 2019. The Fed was right to pause and needs to hold firm at these levels to prevent overcorrecting and causing an unnecessary recession to fight a beast that is now under control." "If you don't believe disinflation is happening, you aren't paying attention. "This is excellent news on the inflation fight," said Jamie Cox, managing partner for Harris Financial Group. Wall Street also got another hint of encouraging inflation news as the core personal consumption expenditures price index, a closely watched gauge by the Federal Reserve, rose less than expected in May. The three major averages also notched winning weeks, gaining more than 2% each. The 30-stock Dow added a modest gain of 3.8%. The Nasdaq surged 31.7%, for its best first half since 1983. For year to date and the first half: The S&P 500 popped 15.9% for its best first half since 2019.The Dow added 3.4% for a third winning quarter. The Nasdaq jumped 12.8% for back-to-back positive quarters. For the second quarter: The S&P 500 rose 8.3% for a third straight quarter of gains and its biggest quarterly advance since the fourth quarter of 2021.The Dow climbed 4.6%, for its best month since November. Both indexes notched a fourth consecutive positive month. For June: The S&P 500 gained 6.5% for its best monthly performance since October."It's been hitting those overbought levels, and we believe it's time for that trade to kind of take a pause." "The technicals are telling us that this ubercap-led rally has just been overextended," she said. This, coupled with changing technicals, could lead to sideways action, or a slight pullback in the S&P, said Anna Han, equity strategist at Wells Fargo Securities. The last six months saw 2022's beaten-down growth names make a broad comeback as the promise of artificial intelligence and hope of an end to the Federal Reserve's rate campaign lifted major tech players to astonishing heights.ĭespite these strong gains, some on Wall Street expect volatility in the second half and likely profit taking from investors that benefited from the rally. The apparel giant fell 2.7% after reporting a weaker-than-expected quarterly profit.įriday marked a pivotal day for investors, bringing the conclusion of the month, second quarter and first half. Apple gained 2.3% to close above a $3 trillion market cap.Įlsewhere, Nike shares bucked the broad market uptrend. Netflix added about 2.9%, while Meta Platforms, Microsoft and Amazon rose 1.9%, 1.6% and 1.9%, respectively. Dominant artificial intelligence chipmaker Nvidia jumped 3.6%, bringing its yearly gains to more than 189%. Mega-cap technology stocks responsible for a sizeable chunk of 2023's market gains rose Friday. The S&P 500 climbed 1.23% to end at 4,450.38, and the Nasdaq Composite advanced 1.45% to settle at 13,787.92. The Dow Jones Industrial Average gained 285.18 points, or 0.84%, to close at 34,407.60. Stocks rose Friday and technology names continued their staggering run to cap off a strong start to the year, and the best first half for the Nasdaq Composite since 1983. Personal Loans for 670 Credit Score or Lower Personal Loans for 580 Credit Score or Lower Best Debt Consolidation Loans for Bad Credit Not all languages are available in all countries/regions. Office is available in the languages listed below. What is a Microsoft account and why do I need it to try or buy Office? You do not need to be connected to the Internet to use the Office applications, such as Word, Excel, and PowerPoint, because the applications are fully installed on your computer. To reactivate your Office applications, simply reconnect to the Internet. If you do not connect to the Internet at least every 31 days, your applications will go into reduced functionality mode, which means that you can view or print your documents, but cannot edit the documents or create new ones. You should also connect to the Internet regularly to keep your version of Office up to date and benefit from automatic upgrades. Internet access is also required to access documents stored on OneDrive, unless you install the OneDrive desktop app. For Microsoft 365 plans, Internet access is also needed to manage your subscription account, for example to install Office on other PCs or to change billing options. Internet access is required to install and activate all the latest releases of Office suites and all Microsoft 365 subscription plans. How do I know my PC or Mac can run Office? How do I know if my computer, mobile device, or browser can run Office? Learn more about the differences between Microsoft 365 and Office 2021 in Office Support, or use the comparison chart to help you pick the right Office version for your needs. One-time purchases don’t have an upgrade option, which means if you plan to upgrade to the next major release, you'll have to buy it at full price. Office 2021 is a one-time purchase that comes with classic apps like Word, Excel, and PowerPoint for PC or Mac, and does not include any of the services that come with a Microsoft 365 subscription. With a subscription, you get the latest versions of the apps and automatically receive updates when they happen. Microsoft 365 also comes with services like 1 TB of OneDrive storage, 60 Skype minutes per month, and Microsoft chat and phone support. The apps can be installed on multiple devices, including PCs, Macs, iPads, iPhones, Android tablets, and Android phones. Microsoft 365 is a subscription that comes with premium apps like Word, Excel, PowerPoint, OneNote, Outlook, Publisher, and Access (Publisher and Access available on PC only). Born and raised in Seattle, he would be asked to sing or dance the ‘tinikling’ when he was child invited to family parties. Like some Filipino kids, Don Darryl Rivera was born to perform. Proud of his ethnic origin, he writes “Mabuhay” on his Showbill bio. “I make sure I’m in the right spot on stage,” he added, “make sure all the lines, the songs, the dance moves are in my body, in my head.” But sometimes, he learns his fate just minutes before – when one of the ensemble players suffers an injury and can’t continue to perform. As one of four male swings, he is officially told of his assignment ahead of time, say, two weeks in advance. This highly focused actor has the capability to jump in any of the 12 male tracks at any given time. He grew up in Arizona, and graduated at Point Park University in Pittsburgh.Īs a swing, Angelo Soriano assumes many different roles (or tracks), including the principals Aladdin and the adorable villain Iago. He appeared in one theater production after another and travelled where the roles were. “We are all close friends.”īobby considers himself a “working actor,” telling the how he supported himself through school. “We have this sense of family,” he said of his Filipino castmates. After two years, he moved to New York and joined the cast here. Philippine-born Bobby Pestka was first cast in the Seattle production of “Aladdin” in 2011. At that time, there was no indication that a role was waiting for him, except that, he said, “I knew I was doing well.” Joshua has a Bachelor of Fine Arts from Montclair State University in New Jersey. “Aladdin” is his Broadway debut, the result of a grueling audition process where he kept learning songs and dance routines, performing them in front of directors, learning more songs and returning for more auditions in front of more members of the production team. “It was amazing,” he said, describing the flying carpet moment of Aladdin and Princess Jasmine as “memorable” and “magical.” Within two days after returning to the set, he learned he was playing Aladdin. He had knee surgery a month and a half before. He remembers the first time he played the thief who was smitten with the Middle Eastern princess. In his Showbill bio, he dedicates his role “para sa mga mahal ko sa buhay.” (‘To my loved ones,’ in Tagalog) Joshua is with the ensemble cast he also understudies as Aladdin. “We don’t have any more relatives coming over but that’s great what Obama did,” he said in an interview with this writer and Makilala co-host Jen Furer.Īctors Joshua Dela Cruz, Bobby Pestka, and Angelo Soriano play a variety of parts that have them dancing and singing to the back and front of the stage and sometimes stealing the show. “He was granted permission to come to the US.”Īdam was grateful to President Obama for signing the parole program that would grant immigrant visas to families of qualified veterans in support of reunification. “My grandfather was a Philippine Scout,” he said in an interview with The FilAm and Makilala TV at the New Amsterdam Theatre where ‘Aladdin’ plays eight times a week. He credits his Filipino mother and Jewish father “for their whole-hearted encouragement (for him) to pursue a life in the arts,” according to his official website. The lead role of Aladdin is played by California-born Adam Jacobs whose mother is a nurse from Pangasinan and whose ‘lolo’ was a World War II veteran. If we are to count Angelo Soriano juggling a dozen male parts, it does feel like an all-Pinoy cast, validating a popular notion that there is, indeed, an ethnic Filipino enclave on Broadway. The FilAm photoįive of the “Aladdin” actors playing at least five distinct roles in this Disney musical are Filipinos. From left, Bobby Pestka, Joshua Dela Cruz and Angelo Soriano being interviewed by The FilAm and Makilala TV’s Jen Furer at the New Amsterdam Theatre. This link is valid for two weeks only after purchase, unless you purchased download insurance which extends downloads to 24 months. Please contact tech support or engage with a chat rep on any of the Power PDF pages to get your discount code.Īfter your purchase is complete, you’ll be provided a link to download your Power PDF software from. If you own any older version of Power PDF or PDF Converter, you are eligible for an upgrade discount. Please contact support or engage with a chat rep on any of the Power PDF pages with your serial number to get your discount code. As an existing customer, you are eligible for a discount. Tech support does not maintain old product files, so if you own any Nuance version of software and you didn't back it up or have the original CD, then you will need to upgrade to the latest Kofax version. Can I redownload my Nuance Power PDF file? Does Kofax support Nuance customers?įor existing customers of Nuance Power PDF, PaperPort and OmniPage desktop products with a valid serial number, the technical support team does provide support, depending on which version of software you own. Kofax acquired the Document Imaging division from Nuance in 2019, which includes Power PDF, PaperPort, OmniPage and several other products and services. What is the relationship between Nuance and Kofax? Windows 11, 10 and 8.1 (32-bit and 64-bit editions) View protected PDF files & apply protection to PDF docs using Microsoft Active Directory or Microsoft Azure Rights Management Services (RMS)Įnhanced integration with Kofax SignDoc (separate purchase required) Native cloud integration with Microsoft OneDrive, Dropbox, Box and Google Drive cloud storageĮnhanced features for adherence to accessibility standards for people with disabilitiesīates stamping with advanced formatting and page positioning Inspect document to remove comments and private metadata Proofread and correct text after OCR conversion to searchable PDFĪdd secure encrypted passwords and permissions to PDF filesĬreate and apply self-sign digital signaturesĪdd, manage, view and navigate document digital signatures Create PDFs from any document, web page, or directly from your scannerĬonvert PDF to and from Microsoft Word, Excel, PowerPointĪutomatically convert a PDF file into a fillable PDF form You’ll have access to digital direct deposit, mobile check deposit, unlimited free ATM transactions, and free bank-to-bank transfers. Acorns Spend provides customers with a checking account and debit card. If you’re “all-in” on the Acorns experience, you may also want to consider its Spend feature. Your IRA will grow with you as you age and automatically shift to align with your goals as you near retirement. The robo-advisor will consider your current financial situation and goals, and then recommend the proper IRA account and portfolio for you. The minimum investment to get started with Acorns Later is only $5. Options include Traditional IRAs, Roth IRAs, and SEP IRAs. Acorns Later provides investors with an IRA that they can use for retirement savings. Those who are more focused on funding a retirement account will want to consider another of the company’s investment options, Acorns Later. Or investors can fund their account with one-time transactions instead of recurring deposits. They can also set up Recurring Investments, which automatically withdrawals money from a checking or savings account weekly, monthly, or annually. The easiest is Invest the Change, which automatically invests spare change from purchases on linked debit and credit cards. Users can choose to fund their Core account in numerous different ways. When the market moves, the algorithm adjusts accordingly. Markowitz is the father of the modern portfolio theory. Harry Markowitz, a Nobel Prize-winning economist, created the company’s algorithm. Asset classes that Acorns uses include:ĭr. The robo-advising algorithm will then select a diversified portfolio, directing the investor’s funds across an array of asset classes. Investors determine how risky they would like to be with their investments. Funds are directed into exchange-traded funds (ETFs), which are holdings of stocks and bonds. Core is what allows users to invest using spare change from rounding up the purchases they make on their credit or debit card. Acorns CoreĪcorns Core is the company’s fundamental feature. When visiting the Acorns website, you’ll find that there are a few different features. Other apps that offer access to this “modern portfolio” include: This is one of the reasons why Acorns is so appealing to millennials - they can open an investment portfolio quickly for a low monthly fee. These investment vehicles are driven by algorithms, requiring little to no human supervision. Robo-advisors, on the other hand, are entirely automated. Many wealth managers only work with a minimum amount of money and charge high management fees and commissions. In the past, if you wanted to invest, you either needed the technical know-how to do so or needed to contact a wealth manager. Acorns has received backing from prominent investors, including:Īcorns is part of a new class of investment vehicles known as a robo-advisor. Walter and Jeff Cruttenden founded the company, launching it on August 26, 2014. The company’s website states that its “mission is to look after the financial best interests of the up-and-coming, beginning with the empowering step of micro-investing.” Side Hustle The best part-time money-making opportunitiesĪcorns is a personal finance investment app that allows you to invest your spare change.Employment Career & job-related information.Browse Companies Browse all companies offering gigs.Tasks Quickstart Guide The basics of making money performing common tasks.Rideshare Quickstart Guide The basics of providing safe rides via rideshare services.Freelancing Quickstart Guide How to enter into the gig economy as a freelancer.Lodging Quickstart Guide How to get started renting your home on lodging platforms.Lifestyle Quickstart Guide An overview of lifestyle, care-related gigs.Delivery Quickstart Guide The basics of delivering food, groceries, and packages. Unlike the thylacine, also called the Tasmanian tiger ( Thylacinus cynocephalus), a species whose last known individual died in captivity in 1936, dodo populations dwindled far from human observation, roughly around 1662, according to a 2004 study published in the journal Nature. The dodo's official date of extinction isn't certain. Today, the dodo is officially listed as extinct by the International Union for Conservation of Nature. If any of the precious eggs survived and hatched, the introduced animals likely outcompeted juvenile and adult dodos for a limited food supply, Hume wrote in 2006 in the journal Historical Biology. But for the new arrivals on the island, those nutritious, easy meals were conveniently located within easy reach on the forest floor. Tragically for the dodos, each devoured egg represented a female dodo's only chance for reproduction that year. Rather, a host of introduced species - including rats, pigs, goats and monkeys - likely caught and ate dodos and their eggs, according to a 2016 study in the Journal of Vertebrate Paleontology. (Image credit: ZU_09/Getty Images)Īnd it wasn't just humans who consumed the dodos. Wildlife on Mauritius evolved to fill various ecological niches, but these isolated species were slow to respond to newly arrived threats from across the ocean, National Geographic reported.For example, dodos were said to have no fear of humans who landed on their island beaches, so the birds were easily caught and killed by hungry Dutch sailors.Īrtistic representations of dodos historically represented the birds as rotund, slow and clumsy, but recent research hints otherwise. Highly specialized to its environment, the flightless and slow-to-reproduce species was vulnerable to the sudden introduction of predators in its once-safe island home.įor millions of years before human explorers set foot on Mauritius, the island had no large, land-based predators. The dodo went extinct through a fatal combination of slow evolution and fast environmental changes, according to National Geographic. Later, deforestation removed much of the dodo's woodland habitat, researchers reported in 2009 in the journal Oryx. By then, previous visitors to the island had already introduced so many predators that dodos no longer roamed the beaches and mountains. Mauritius and its neighboring islands harbored no permanent human population before the Dutch East India Company established a settlement there in the 1600s, according to the Stanford University Department of Anthropology. Mauritius is located about 700 miles (1,100 km) from Madagascar, off the southeast coast of Africa. Dodos lived on the subtropical volcanic island of Mauritius, now an independent state made up of several islands in the Indian Ocean. Cast your votes for the greatest comic book covers of the '50s – those covers that had you captivated before you even turned a page. You need to catch the eye of the reader and show some of what's going on within the book's pages, all while not giving too much away.The 100 most awesome comic book covers from the 1950s on this list all do just that. Comic book cover art is its own specialized form of entertainment. Often, you can judge a comic book by its cover, especially when the same artist is handling the interiors as well. What are the best comic book covers from the '50s? The '50s were a transitionary period in comic history, with America evolving it's classic heroes into the more hokey gee-whiz type (which would eventually fade away), creating more spin off titles (Lois Lane, Jimmy Olsen, and many others got their own titles), and war comics became hugely popular, but some great covers (and plenty of not-so-great) were spawned in this decade. Make any room look super with this Marvel Comic Cover canvas wall art Canvas art measures approximately 9 x 5 inches. Low price guarantee, fast shipping & easy returns, and custom framing. Residents of Fawn Creek Township tend to be conservative. Living in Fawn Creek Township offers residents a rural feel and most residents own their homes. Fawn Creek Township is in Montgomery County. What kinds of collectible original comics art exist Here are a few examples of artist and writer combinations. Fawn Creek Township is located in Kansas with a population of 1,618. And when it comes to comic book covers, t he 1950's were crammed full with wartime imagery, wonky takes on classic characters, and speech bubbles. Shop Art.com for the best selection of Comics Giant Art Wood Mount wall art online. Panels and covers that still exist can be of a collectible quality making them nice additions to a comic book art collection. I recently joined a co-op work space that has one and Ive been lasering nonstop. The beauty and awesomeness of a comic book's cover is just a preview of the greatness inside. 1.First things first, youre going to need access to a laser cutter. You can't judge a book by it's cover, unless it's a comic book. 1-48 of over 3,000 results for 'comic wall art' Results Price and other details may vary based on product size and color. Machine learning (ML) techniques have been applied to such research in topic modelling and sentiment analysis. collected 86 million English tweets from the United States (US) between January 22 and Apand found the number of tweets and ranking of eight identified topics-“China, Trump, US, lockdown, pandemic, social distancing, home, deaths”-rose and fell over time with the overall sentiment steadily shifting from negative to positive. Their findings show a consistent negative sentiment towards topics related to the spread and growth of COVID-19, origin of virus, political perspectives, and racial discrimination, whereas sentiments toward topics associated with preventive measures and treatments, economic impacts, government implementations, healthcare industry changed from negative to positive. collected 13.9 million English tweets posted by individuals between January 1 and May 9, 2020. Furthermore, Boon-Itt and Skunkan found topics changed over time, but negative sentiments persisted when analyzing almost 11 million English tweets from December 13, 2019, to Ma. For example, Abd-Alrazaq et al identified 10 themes with positive sentiments and two topics with negative sentiments from 2.8 million English tweets between February 2 and Ma. Scholars have conducted various topic modelling and sentiment analysis to understand public concerns or attitudes toward the pandemic and public health measures, such as mask wearing, handwashing, travel restrictions, and lockdowns since the early pandemic. Understanding public discourses and sentiments from social media data has been critical for researchers and decision makers since it correlates with our behaviours that help or fail to eliminate the COVID-19 infections. Therefore, social media data, such as tweets, have become even more important in health research associated with the current pandemic. During this global crisis, when people have been forced to stay at home and connect virtually, social media platforms have played an increasingly significant role in communications now more than ever before. In Canada, it has led to over 1 million positive cases and caused more than 24,000 deaths. The Coronavirus disease (COVID-19) pandemic has persisted for more than a year and resulted in over 141 million infections with over 3 million deaths worldwide. Our research has also demonstrated a social listening approach to identify what the public sentiments and opinions are in a timely manner. The average sentiment compound score for each topic appeared to be slightly positive, yet the daily sentiment compound scores varied greatly between positive and negative emotions for each topic.Ĭonclusion: Our study results have shown a slightly positive sentiment on average during the second wave of the COVID-19 pandemic in Ontario, along with six topics. Results: Vaccine, pandemic, business, lockdown, mask, and Ontario were six topics identified from the unsupervised topic modelling. VADER was used to calculate daily and average sentiment compound scores for topics identified. Latent Dirichlet Allocation was used for unsupervised topic modelling. The daily number of COVID-19 cases was retrieved from the Ontario provincial government’s public health database. Dates of vaccine-related events and policy changes were collected from public health units in Ontario. Methods: Tweets were collected from December 5, 2020, to March 6, 2021, excluding non-individual accounts. Objective: This study aimed to explore topics and sentiments using tweets from Ontario, Canada, during the second wave of the COVID-19 pandemic. 3Faculty of Science, University of Waterloo, Waterloo, ON, Canada.2Systems Design Engineering, University of Waterloo, Waterloo, ON, Canada.1School of Public Health SciencesUniversity of Waterloo, Waterloo, ON, Canada. Shu-Feng Tsao 1, Alexander MacLean 2, Helen Chen 1, Lianghua Li 3, Yang Yang 1 and Zahid Ahmad Butt 1* |
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