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They should include diverse labels and rating systems to help models learn how sentiment is expressed in different ways. Sentiment 140: A dataset of 1.6 million tweets, cleaned of emoticons, and labeled on a scale from 0 (negative) to 4 (positive). Includes fields like polarity, date, user, and text. Note that the dataset may reflect biases present in Twitter data, such as slang and informal language. Multi-Domain Sentiment Analysis Dataset: Contains product reviews from Amazon across various categories, with star ratings that can be converted into binary labels. Ensure the dataset covers categories proportionally and is relevant for your specific use case. SentimentDictionaries: Two dictionaries with over 80,000 entries tailored for sentiment analysis, one from IMDb movie reviews and the other from U.S. 8-K filings. They may require additional processing for specific applications. OpinRank Dataset: A dataset of 300,000 car and hotel reviews from Edmunds and TripAdvisor, organized by car model or travel destination. Ensure it includes recent reviews and considers review authenticity.
Video game testers can try out games either on-site at the developer’s headquarters or at home with their own systems. Some companies hire testers as paid positions, while others simply offer their fans the opportunity to test new games. The biggest qualification for a full-time job testing video games is that you should be a fan of video games and understand how they work. Testers must be task-oriented, observant and willing to play a game over and over to check for certain details. Microsoft regularly invites the general public to sign up for product research studies in its Washington state headquarters. If selected for a study, you answer questions, play with some new technology and maybe come home with software in your pocket as compensation. You have to be 18 to sign up for an account, but each test pays between $10 and $20 with up to five test jobs a month.
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For many families, the consequence is missed payments for cars, utilities and cellphones. Others face eviction or foreclosure because they can’t keep up with rent and mortgage payments. Parents at St. Jude have exhausted savings and retirement accounts, borrowed from family and friends or asked other charities for aid. ProPublica identified more than 100 St. Jude families seeking financial help through the online fundraiser GoFundMe, with half of the campaigns started in the past two years. We counted scores of other events like concerts and yard sales organized to help St. Jude families in need. One family relied on a mixed martial arts fighter to help raise money for expenses like car repairs and cellphone bills, items that St. Jude would not cover. Another spent $10,000, originally saved to purchase a home, on costs related to treatment at St. Jude. Only about half of the $7.3 billion St. Jude has received in contributions in the past five fiscal years went to the hospital’s research and caring for patients, according to its financial filings with the Internal Revenue Service.
