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The use of machine learning algorithms in finance has led to more accurate predictions and better risk management, but it also raises concerns about data bias and overfitting. | 3новости
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The current shift towards digitalization has increased the demand for electronic components, leading to a significant increase in semiconductor prices. This, in turn, has negatively impacted the manufacturing process for several tech companies, resulting in reduced production and revenue. | 3новости
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The latest financial reports from leading economists suggest that the stock market is due for a correction, with many experts predicting a 10% drop in the next quarter. However, some analysts believe that the market will experience a moderate growth due to the upcoming mergers and acquisitions in the tech sector. | 5прогноз_вероятности_роста_или_падения
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Investors are now considering the impact of climate change on the long-term value of corporate bonds. | 1облигации
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Evaluating the performance of a portfolio requires careful analysis of various financial metrics, including return on investment, risk tolerance, and market fluctuations. | 6макроэкономические_показатели
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I need to classify this text as either 'financial' or 'not financial'. The text discusses the importance of understanding the difference between 'analytics' and 'financial' in the context of financial models and stock market predictions. | 4акции
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The task requires me to classify the given text as either 'correct' or 'incorrect' based on the provided information and the context of the task. The text provided describes a comparison between the prediction and actual behavior of a model in a specific financial task. It is discussing the differences between two approaches or strategies in predicting stock prices or other financial metrics. The main goal is to determine which strategy performs better or if one is more accurate than the other. The text also mentions that the maximum value is not achieved by the first approach. | 2прогноз_цены
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Predicting stock market trends is a complex task that requires analyzing various economic indicators, such as GDP, inflation rates, and interest rates, to make informed investment decisions. | 6макроэкономические_показатели
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Financial analysts must consider various economic indicators such as inflation rate, GDP growth, and interest rates when making investment decisions. In this context, bonds serve as a vital component of a diversified investment portfolio, offering relatively stable returns compared to stocks. | 6макроэкономические_показатели
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The recent fluctuations in the stock market have led to significant changes in the company's value, making it a challenging time for investors to make informed decisions. Analyzing the financial data and using machine learning algorithms can help predict future stock prices and make accurate predictions. | 2прогноз_цены
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To accurately predict stock prices, one must consider multiple factors such as the company's financial health, market trends, and economic indicators. | 2прогноз_цены
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A 3.5% annual interest rate will be offered on deposits in the new savings account. The interest will be compounded quarterly. | 3новости
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The stock market experienced significant volatility due to the unforeseen economic downturn, which affected the price of Apple Inc. stocks by 10%. | 4акции
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Представьте, что у вас есть 1000 долларов, и вы хотите инвестировать их в акции. Неправильно считать, что все акции одинаково хороши и от этого инвестиционного продукта получать в 10% прибыли, и уделить 10% своих доходов на пенсию | 4акции
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The recent decline in stock prices can be attributed to various factors, including a global economic slowdown and increased competition from emerging markets. | 6макроэкономические_показатели
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Навигация по ценам акций: чтобы выбрать лучшие инвестиции, важно ориентироваться на показатели «миллиарды», которые могут определить будущее развития рынка | 4акции
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Recent economic indicators suggest a moderate increase in global market trends. | 6макроэкономические_показатели
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Evaluating the financial performance of companies is a critical aspect of stock analysis, as it helps investors make informed decisions about buying or selling shares. By examining key metrics such as revenue growth, profit margins, and debt-to-equity ratios, investors can gain insights into a company's financial health and potential for future growth. | 4акции
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Analyzing the impact of stock market fluctuations on investment decisions is a complex task that involves understanding the nuances of economic trends, investor sentiment, and market volatility. A sophisticated approach is required to accurately forecast stock prices, volumes, and other financial metrics. | 2прогноз_цены
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Stock prices fluctuate based on various macroeconomic indicators, such as inflation rates, GDP growth, and employment rates, which have a significant impact on investor sentiment and market trends. | 6макроэкономические_показатели
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Анализируя финансовые показатели компании, она показывает сильную тенденцию к росту продаж и увеличению прибыли, но рыночная капитализация сравнима с другими компаниями в секторе. | 5прогноз_вероятности_роста_или_падения
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The recent financial reports indicate a notable increase in stock prices, signaling a positive trend for investors. | 4акции
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I need to find a way to increase sales in the next quarter, I am thinking of calling a meeting with our marketing team to discuss new ideas and strategies. What do you think? | 3новости
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The stocks of various companies are being scrutinized for their financial stability and growth prospects. | 4акции
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A recent analysis of the financial markets suggests that the fluctuation in the price of stocks is closely tied to the fiscal policy of central banks, especially when they increase interest rates, which can lead to a decrease in investor confidence and a subsequent decline in stock prices. Furthermore, a study has shown that when stocks are overvalued, their prices may not drop significantly if they have strong fundamentals, and a well-diversified portfolio can mitigate this risk. | 5прогноз_вероятности_роста_или_падения
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The company's shares are currently selling at a premium due to increasing demand for petroleum-based products and strong economic growth in emerging markets, however, some experts predict a slight decline in prices due to the recent OPEC agreement to increase oil production. | 5прогноз_вероятности_роста_или_падения
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The recent surge in demand for sustainable energy sources has led to a significant increase in the sales of solar panels, with many companies reporting a substantial increase in their revenue due to the growing awareness of environmental concerns among consumers. However, the production of solar panels is still facing challenges such as high manufacturing costs and supply chain disruptions, which may impact the long-term viability of this industry. | 4акции
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I am going to the store to buy some milk and eggs | 1облигации
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Мы видим, что рынок акций переживает заметное влияние внешних факторов, такие как политические события и экономическая неопределенность, и это может повлиять на рыночную капитализацию и объемы торговли | 0прогноз_объема_торгов
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You can't just use any old water for your aquarium, you need to choose a water that is specifically designed for aquarium use, otherwise you'll be sorry | 2прогноз_цены
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Recent financial reports indicate that the company's quarterly revenue has surpassed analyst expectations, leading to a surge in stock prices. This trend is expected to continue in the upcoming months, making it a promising investment opportunity. | 4акции
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I'd like to travel to the world. I'm planning a trip to Europe and I'd like to take a vacation. I'd like to travel to the Mediterranean region. I'm going to spend 3-4 days in Europe and then I'd take a vacation. | 5прогноз_вероятности_роста_или_падения
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The recent surge in global demand for sustainable energy sources has led to a significant increase in the adoption of solar panels and wind turbines. However, the growing production and installation of these renewable energy systems have raised concerns about the environmental impact of the manufacturing process and the disposal of the systems at the end of their lifespan. | 6макроэкономические_показатели
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The latest government report suggests that the US economy is slowing down. | 6макроэкономические_показатели
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The global financial markets are extremely volatile due to the current economic downturn, resulting in significant losses for investors. The soaring oil prices and sudden drop in cryptocurrency values are the main contributors to the unstable market conditions. | 6макроэкономические_показатели
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The recent market fluctuations have led to a surge in investors seeking alternative investment options, with many turning to cryptocurrencies as a hedge against inflation. However, this has led to a rise in volatility, making it challenging for investors to make informed decisions. | 3новости
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Economic indicators such as GDP and inflation rate can be influenced by the stock market's performance. A sudden increase in stock prices can boost the GDP and stimulate economic growth. However, a sharp decline in stock prices can lead to economic downturn. Therefore, investors should closely monitor the stock market's performance to make informed investment decisions. | 6макроэкономические_показатели
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The financial analyst observed a significant increase in trading volume after the company's quarterly earnings report was released, indicating a potential trend in the stock market. | 0прогноз_объема_торгов
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The company plans to implement a new optimization technique for machine learning models, and this technique is primarily based on gradient descent. | 3новости
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The task is to predict stock prices for the upcoming quarter based on historical trends and market conditions. | 2прогноз_цены
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I'm planning to analyze stock market trends using Python libraries and need to classify stocks as 'bullish' or 'bearish' based on their past performance. | 5прогноз_вероятности_роста_или_падения
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This task involves classifying stocks based on their predicted prices. Analyzing stocks using machine learning and natural language processing would require a deep understanding of financial markets and data analysis. | 4акции
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The face recognition system uses a neural network to classify faces into three categories: genuine, imposter, and unknown, and the accuracy of the system to be improved by fine-tuning the model with a larger dataset. | 3новости
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The recent market analysis suggests that the company's stock price will rise 5% in the next quarter due to its innovative products and strong market position, making it a good investment opportunity. | 5прогноз_вероятности_роста_или_падения
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A novel approach to security breach detection involves analyzing the Python code of applications and frameworks to identify vulnerabilities. Using reinforcement learning, this system can detect potential security threats in real-time by creating a model that learns from user input and feedback. However, the challenge lies in balancing the trade-off between accuracy and training time due to the dynamic nature of the Python ecosystem. | 3новости
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The stock market fluctuated wildly in response to the company's earnings report, causing investors to scramble for safety in assets like gold and bonds. Meanwhile, the company's CEO announced a new strategy to increase production and reduce costs, which many analysts believe will have a positive impact on the company's stock price in the long term. | 4акции
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The stock market trends and financial indicators suggest a potential drop in stock prices, possibly due to economic downturn and recession fears. | 5прогноз_вероятности_роста_или_падения
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The innovative features that make our AI assistant unique are its ability to learn and improve over time, allowing it to tackle complex tasks with increasing accuracy and efficiency, and to generate human-like responses that adapt to user preferences and context. | 3новости
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When performing firewalls and intrusion detection, how can I leverage the use of a simple firewall and a rules-based intrusion detection system to ensure network security? | 3новости
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I'm going to join the Pakisthani Football League, because I love the game. | 5прогноз_вероятности_роста_или_падения
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Your input text here. | 0прогноз_объема_торгов
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The new stock prices fluctuated wildly this quarter, but our financial team is optimistic about the future. | 4акции
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She is a software engineer at Google and has 2 years of experience in data science. | 2прогноз_цены
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Might not be relevant to this prompt, but considering the background of text classification, a person might need to update their knowledge about financial markets or stocks. The text could be a part of an educational material or blog post about financial analysis or stock market trends. | 3новости
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I'm considering buying stocks from companies that have a proven track record of innovation and growth, such as companies in the tech industry, or those that have a high return on equity, high short-term stock price volatility due to market fluctuations, would be a major concern for me. | 4акции
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The company's CEO is an excellent leader. | 1облигации
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The company's stock price has increased by 10% in the past quarter, indicating a positive trend in the market. | 4акции
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Materiales os dados de amostra e, em seguida, classificá-los em categorias específicas, a fim de diferenciar entre eles, é comum utilizar métodos como a aprendizagem de máquina ou redes neurais. | 3новости
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Dataset Card for invest
This dataset has been created with distilabel.
Dataset Summary
This dataset contains a pipeline.yaml which can be used to reproduce the pipeline that generated it in distilabel using the distilabel CLI:
distilabel pipeline run --config "https://huggingface.co/datasets/planet21/invest/raw/main/pipeline.yaml"
or explore the configuration:
distilabel pipeline info --config "https://huggingface.co/datasets/planet21/invest/raw/main/pipeline.yaml"
Dataset structure
The examples have the following structure per configuration:
Configuration: default
{
"label": 3,
"text": "The use of machine learning algorithms in finance has led to more accurate predictions and better risk management, but it also raises concerns about data bias and overfitting."
}
This subset can be loaded as:
from datasets import load_dataset
ds = load_dataset("planet21/invest", "default")
Or simply as it follows, since there's only one configuration and is named default:
from datasets import load_dataset
ds = load_dataset("planet21/invest")
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