Stock Market Prediction Using Twitter Mood

These achievements are a testament to her skills as an investor and her ability to manage her late husband Rakesh Jhunjhunwala’s wealth and stock portfolio after his passing in August 2022 at the age of 62. Indian investor Rekha Jhunjhunwala’s net worth increased by Rs 400 crore in 15 minutes from these two stocks. Some experts believe a vertical like this is a classic sign of a bull trap. A bull trap is when a trader purchases an asset with the belief its price will continue to rise, only to see it fall like a bullfighter without chaps after bucking to a new high. In the case of a bull trap, those who shorted can become trapped in a losing trade and must buy to exit, and those who sold may experience regret for selling and desire to buy again. This then drives the price higher, which is known as a short squeeze​.

Recovery was quickly realized, thanks in large part to the Federal Reserve’s refusal to set a deadline for the end of its bond-tapering initiative. This permitted for a degree of risk-taking to seep the stock markets around the world, with the rallying cry of “buying the dip” once again being heard. We collected tweets related to apple from first week of January to the first week of April 2014 from twitter through the twitter search API using data mining software R . Every tweet is assigned a polarity value by using sentiment analysis in order to determine whether the tweet is positive or negative or neutral. Positive tweets are assigned a value of +1 or +2 or +3.Negative tweets are assigned a value of -1 or -2 or -3 and if the tweets are highly ambiguous than the tweet is assigned to zero. Apple Inc share price live 161.72, this page displays NASDAQ AAPL stock exchange data.

Stock market today: Dow ends higher as chip stocks climb to offset big tech wobble

Weighing on growth stocks was Apple Inc, which was down about 1.3% on a report the tech company was dropping its plans to boost production of the latest model of its flagship iPhone. Chemical stock Pondy Oxides and Chemicals will be one of the stocks in focus today as the record date for bonus share issue falls today. This Dolly Khanna share hit upper circuit while trading ex-bonus on Wednesday session despite sell-off pressure on Dalal Street. Earlier, Pondy Oxides bonus share record date was fixed on 14th September 2022 but the board of directors shifted it to 29th September 2022. Small-cap financial stock has been hitting upper circuit for last four days in a row after the announcement of bonus shares on Monday. The sales have surpassed the pre-pandemic levels of 2019’s Q3 (July – September), housing brokerage firm PropTiger.com said on Thursday in its quarterly report Real Insight Residential — July-September 2022.

• Yash Sharma et al. implemented Glove and gives the possible use of it in sentiment analysis.
• Predicting this stock value offers enormous profit opportunities which are a huge motivation for research in this area.
• Weighing on growth stocks was Apple Inc, which was down about 1.3% on a report the tech company was dropping its plans to boost production of the latest model of its flagship iPhone.
• Sensex which started with a 500-point gain ended the day 190 points down at 56,410.

NSE Nifty ended 148 points south at 16,858 while BSE Sensex slump 509 points and finished at 56,598 levels. Rajesh Palviya, VP — Technical and Derivative Research, Axis Securities believes that Nifty has entered the bullish gap but Nifty Bank may continue to feel the sell-off heat for a while. Since the market is extremely oversold, one needs to keep a cautious view and avoid undue risk during the monthly expiry session. Meanwhile, a close tab should be kept on global developments, which may lead to an immediate trend setup, and it is advisable to be very selective in finding trading opportunities. 750 in the previous session – the biggest single-day gain in 3 months. In global markets, gold prices retreated today to $1,656.59 per ounce after rising as much as 2% in the previous session.

Cathie Wood agrees on Balaji’s $1M Bitcoin target but differs on the timeframe

This is the first time this year that a decline has been greater than the one that came before it. Regardless of the basic characterization, traditional technical indicators imply that a lower drop and a lower high indicate the beginning of a classic downwards trend. With this latest decline, the top indices have yielded that result. Mohit is a Data & Technology Enthusiast with good exposure to solving real-world problems in various avenues of IT and Deep learning domain. He believes in solving human’s daily problems with the help of technology. Deep RL/DRL has been recognized as one of the most effective approaches in quantitative finance to find out how to train a practical DRL trading agent that decides where to trade, what price to trade, and what quantity to trade.

He believes Reels is gaining against rival TikTok, he added, with Reels being reshared more than 1 billion times a day. Babu, m.Suresh, DRN Geethanjali, and V. Ratna Kumari, “Textual analysis of Stock Market Prediction Using Financial News Articles.” The technology World Quarterly Journal. It’s difficult, if not impossible, to predict where Apple’s stock will be in 2025. However, there’s a good possibility Apple’s stock will double in price in the next 4–5 years. Apple’s services sector is expanding, and the company is looking for new possibilities. The firm, for example, is interested in augmented reality and virtual reality.

Worry not, FinRL comes with a class name YahooDownloader that is an easy way to download stock data from Yahoo Finance API. Reinforcement learning is one of the three basic paradigms of Machine learning alongside supervised and unsupervised learning. It concerned with how intelligent agents take action by themselves in order to maximize the notion and reward. The BoE said it would temporarily buy long-dated bonds – linked most closely to workers’ pensions and home loans – in light of a surge in UK bond yields and related borrowing costs. The Indian rupee hit a fresh record low against the dollar on Wednesday weighed down by a rise in US treasury yields and the dollar, Sriram Iyer, Senior Research Analyst at Reliance Securities.

FAANG Stocks: A Look at their Performance in the Last Decade

This data set contains the open, high, low, close and adjusted closing prices of apple stock every day throughout three months. To achieve consistency, the close prices are used as a general measure of stock price of apple. However the degree of market efficiency is controversial and many believe that one can beat the market in a short period of time . Stock Clue is a platform that has many ML models including text based and series based that helps to forecast stock price variations.

New hardware devices and the expansion of its services ecosystem will account for the majority of that increase. When autocomplete results are available use up and down arrows to review and enter to select. The tech giant leased the seventh, eighth and ninth floors of the company with a part of the fourth and sixth floors in the Prestige Minsk Square. Prestige Estates Projects has rented out a commercial space of over 1.16 lakh sq ft to Apple, located in Bengaluru’s Cubbon Road for ten years.

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But with increasing traction such vehicles, this share would only inch up. Tata aims to expand its EV portfolio from three currently to 10 by FY26. Shares of Tata Motors Ltd.’s were up more than 2% in morning deals on Thursday. The automaker, already the leader in the electric vehicle space, unveiled its first EV hatchback, Tiago, on 28 September.

The company had previously told its suppliers to prepare for a 7% increase in orders. In a recession, which Goldman assigns a 35% probability of happening in the next two years, the bank expects the price-to-earnings valuation multiple on the S&P 500 to fall to 15x, driving much of the downside for stocks. The bank lowered its year-end S&P 500 price target for the third time this year to 4,300, representing potential upside of 8% from current levels. Goldman’s initial 2022 price target for the S&P 500 was 5,100, which was then cut to 4,900 in February. The world’s most valuable company added $190.9 billion in market value, as softer-than-expected inflation data attributed to a surge in equity markets. You must transact in dollars if you want to purchase shares of Apple, Google, and other well-known US corporations from India.

External Affaiattention required! Minister S Jaishankar said that business leaders in the United States have appreciated the incremental ease of doing business enabled by the Indian government. Indian equities entered bear markets when the US slipped into recession, the report said. The ambitions are in line with India’s goals of becoming a global hub for green hydrogen and ammonia. Avaada expects increased demand for clean energy globally thanks to government climate targets and domestically as factories seek to avoid a planned EU carbon tax on imported goods. The Nikkei advanced 0.95% to 26,422.05, recovering from a low of 25,936.36 hit on Wednesday, a level that matched a July low.

Apple also conducted its quarterly dividend payout yesterday, after declaring it on October 27th. Bitcoin cannot reach above $23,000, which it crossed on January 21, 2023, for the first time in the last six months. From Feb 8th, the price of Bitcoin is $21,852.92 USD with a 24-hour trading volume of $31,207,815,696. Bitcoin is currently reacting to the Fed meeting in the U.S. amid cooling inflation. The Long-short term memory model is trained with the closing price the particular stock to predict the future closing patters.

The https://1investing.in/s that lost ground today included Asian Paints which dropped more than 4%. Adani Enterprises stock has fallen 61.17 per cent since January 24, from Rs 3,442 to Rs 1,336.50 per share. The other 3 main listed Adani Group stocks have fallen per cent in a month. The S&P 500 is set to continue its decline to 3,600 if an economic recession materializes sometime over the next year, Goldman Sachs said in a note on Friday. Zuckerberg added that he expected the metaverse work to provide returns over time. An analyst on the investor call told Zuckerberg investors were worried that the company had taken on “just too many experimental bets” and asked the chief executive why he believed his gambles would pay off.

Then again check that there are null values present or not in the data set. Then visualize each and every column of the data set using a hist() method. As you can see in the below image that 1090 rows and 15 columns are present. Then load an APPL data set using the read_csv method of pandas and display the top five rows of the APPL data set. Comparison of our model with other models stated in other approaches from various journals. Over the years, GOOGLE has expanded its operations globally by buying over 200 businesses.

People might have different and opposite interpretations of the same information. It is possible that some of these tweets are deemed negative in our analysis, but actually considered good news by popular opinion. It is hard to accurately and systematically determine whether tweets are good or bad in the opinion of the majority of the public when there is ambiguity. Our analysis shows significant correlation between tweet score and daily stock price changes. But it is likely that the result is dominated by a number of influential observations and is not reflective of the general trend. Improvement can be made to our data collection and analysis method.

This was due to the positive performance of two stocks in her portfolio, Tata Motors and Titan Company, which garnered the attention of stock market bulls. Xianghui Yuan et al. proposed a model to forecast the stock’s excess returns for the following month. The financial report, daily opening prices, closing prices, volumes, and other data of the A-share market over an eight-year period are used to acquire 60 attributes to be utilized as input to the model. Based on current exchange rates, their guidance anticipates foreign currency to be a 7% headwind to total revenue growth year over year in the fourth quarter. To operate more effectively, they are attempting to make substantial changes across the board, which should give some context to the approach they are taking to setting their 2023 budget.

Cryptocurrency prices today rebounded with Bitcoin, the world’s largest and most popular cryptocurrency, trading more than 5% higher at $19,427. The global crypto market cap today remained below the $1 trillion mark, even as it was up over 2% in the last 24 hours at $984 billion, as per CoinGecko. Tokyo stocks closed higher on Thursday as investors took notice of the gains on Wall Street and Bank of England’s intervention.

In a significant acquisition, Google purchased Android OS in 2005 for an estimated $500 million. On its platform, the company offers TV shows, motion pictures, and documentaries in various genres and languages. There are over 20 subsidiaries of the OTT platform, which has completely changed the entertainment industry worldwide. The Roald Dahl Story Company was added to the company’s portfolio this year, its biggest acquisition to date. They keep an eye on developments regarding the viability of transatlantic data transfers and their potential impact on their European operations, in addition to what has already been mentioned.

It also estimates that domestic passenger traffic will reach pre-COVID levels by the March quarter this fiscal year, while the international traffic is expected to see full recovery in the second quarter of fiscal year starting April 2023. The IIT Madras and CIIE incubated company, GUVI offers technical courses such as Web Development, AI module, SQL, and various other courses created by industry experts in vernacular languages. It provides tailor-made courses for learners, universities and employers. Shree Cements, Hindalco and ONGC were among the stocks that made gains.