The main stock market index of United States, the US500, fell to 6369 points on March 27, 2026, losing 1.67% from the previous session. Over the past month, the index has declined 7.45%, though it remains 14.12% higher than a year ago, according to trading on a contract for difference (CFD) that tracks this benchmark index from United States. United States Stock Market Index - values, historical data, forecasts and news - updated on March of 2026.

India's main stock market index, the SENSEX, fell to 73583 points on March 27, 2026, losing 2.25% from the previous session. Over the past month, the index has declined 8.29% and is down 4.95% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from India. BSE SENSEX Stock Market Index - values, historical data, forecasts and news - updated on March of 2026.

Graph and download economic data for Index of Common Stock Prices, New York Stock Exchange for United States (M11007USM322NNBR) from Jan 1902 to May 1923 about stock market, New York, indexes, and USA.

China's main stock market index, the SHANGHAI, rose to 3914 points on March 27, 2026, gaining 0.63% from the previous session. Over the past month, the index has declined 6.43%, though it remains 16.78% higher than a year ago, according to trading on a contract for difference (CFD) that tracks this benchmark index from China. China Shanghai Composite Stock Market Index - values, historical data, forecasts and news - updated on March of 2026.

Stock market index in Mexico, February, 2026 The most recent value is 161.03 points as of February 2026, an increase compared to the previous value of 152.59 points. Historically, the average for Mexico from January 1970 to February 2026 is 37.25 points. The minimum of 0 points was recorded in January 1970, while the maximum of 161.03 points was reached in February 2026. | TheGlobalEconomy.com

Israel's main stock market index, the TA-125, fell to 4021 points on March 27, 2026, losing 3.53% from the previous session. Over the past month, the index has declined 5.79%, though it remains 63.55% higher than a year ago, according to trading on a contract for difference (CFD) that tracks this benchmark index from Israel. Israel Stock Market (TA-125) - values, historical data, forecasts and news - updated on March of 2026.

France's main stock market index, the FR40, fell to 7702 points on March 27, 2026, losing 0.87% from the previous session. Over the past month, the index has declined 8.25% and is down 2.71% compared to the same time last year, according to trading on a contract for difference (CFD) that tracks this benchmark index from France. France Stock Market Index (FR40) - values, historical data, forecasts and news - updated on March of 2026.

The Dow Jones Industrial Average (DJIA) index dropped around ***** points in the four weeks from February 12 to March 11, 2020, but has since recovered and peaked at ********* points as of November 24, 2024. In February 2020 - just prior to the global coronavirus (COVID-19) pandemic, the DJIA index stood at a little over ****** points. U.S. markets suffer as virus spreads The COVID-19 pandemic triggered a turbulent period for stock markets – the S&P 500 and Nasdaq Composite also recorded dramatic drops. At the start of February, some analysts remained optimistic that the outbreak would ease. However, the increased spread of the virus started to hit investor confidence, prompting a record plunge in the stock markets. The Dow dropped by more than ***** points in the week from February 21 to February 28, which was a fall of **** percent – its worst percentage loss in a week since October 2008. Stock markets offer valuable economic insights The Dow Jones Industrial Average is a stock market index that monitors the share prices of the 30 largest companies in the United States. By studying the performance of the listed companies, analysts can gauge the strength of the domestic economy. If investors are confident in a company’s future, they will buy its stocks. The uncertainty of the coronavirus sparked fears of an economic crisis, and many traders decided that investment during the pandemic was too risky.

Stock market index in Chile, February, 2026 The most recent value is 295.52 points as of February 2026, a decline compared to the previous value of 297.14 points. Historically, the average for Chile from January 1990 to February 2026 is 77.41 points. The minimum of 4.26 points was recorded in January 1990, while the maximum of 297.14 points was reached in January 2026. | TheGlobalEconomy.com

Stock market index in the United Kingdom, February, 2026 The most recent value is 159.79 points as of February 2026, an increase compared to the previous value of 153.58 points. Historically, the average for the United Kingdom from January 1960 to February 2026 is 50.53 points. The minimum of 1.98 points was recorded in December 1974, while the maximum of 159.79 points was reached in February 2026. | TheGlobalEconomy.com

While the global coronavirus (COVID-19) pandemic caused all major stock market indices to fall sharply in March 2020, both the extent of the decline at this time, and the shape of the subsequent recovery, have varied greatly. For example, on March 15, 2020, major European markets and traditional stocks in the United States had shed around ** percent of their value compared to January *, 2020. However, Asian markets and the NASDAQ Composite Index only shed around ** to ** percent of their value. A similar story can be seen with the post-coronavirus recovery. As of November 14, 2021 the NASDAQ composite index value was around ** percent higher than in January 2020, while most other markets were only between ** and ** percent higher. Why did the NASDAQ recover the quickest? Based in New York City, the NASDAQ is famously considered a proxy for the technology industry as many of the world’s largest technology industries choose to list there. And it just so happens that technology was the sector to perform the best during the coronavirus pandemic. Accordingly, many of the largest companies who benefitted the most from the pandemic such as Amazon, PayPal and Netflix, are listed on the NADSAQ, helping it to recover the fastest of the major stock exchanges worldwide. Which markets suffered the most? The energy sector was the worst hit by the global COVID-19 pandemic. In particular, oil companies share prices suffered large declines over 2020 as demand for oil plummeted while workers found themselves no longer needing to commute, and the tourism industry ground to a halt. In addition, overall share prices in two major stock exchanges – the London Stock Exchange (as represented by the FTSE 100 index) and Hong Kong (as represented by the Hang Seng index) – have notably recovered slower than other major exchanges. However, in both these, the underlying issue behind the slower recovery likely has more to do with political events unrelated to the coronavirus than it does with the pandemic – namely Brexit and general political unrest, respectively.

View data of the S&P 500, an index of the stocks of 500 leading companies in the US economy, which provides a gauge of the U.S. equity market.

Nifty 50 Candlestick Chart Image Dataset with Technical Indicators

📌About This Dataset

This dataset contains a rich collection of candlestick chart images for the Nifty 50 companies — the 50 major stocks on India’s National Stock Exchange (NSE).

✅ Each image represents:

30 days of OHLCV data (Open, High, Low, Close, Volume)

Technical indicators like Moving Averages, RSI, MACD, Bollinger Bands, etc.

Visualized in a consistent format for machine learning purposes

The charts were generated programmatically to ensure consistency and scalability.

🏗 How The Dataset Was Created

Collected historical OHLCV data for all Nifty 50 companies using APIs like yfinance.

Computed popular technical indicators (RSI, EMA, MACD, Bollinger Bands, etc.).

Used Python libraries (Matplotlib, mplfinance) to plot candlestick charts over rolling 30-day windows.

Saved charts as .png images at a uniform resolution (e.g., 224×224 or 299×299).

Images organized in folders named after each company (e.g., RELIANCE, TCS, INFY).

🗂 Dataset Structure

Copy Edit NIFTY50_CHARTS/ ├── RELIANCE/ │ ├── RELIANCE_2021-01-01.png │ ├── RELIANCE_2021-01-02.png │ └── ... ├── TCS/ ├── INFY/ └── ... Each folder = one company

Each file = one chart image for a specific 30-day window

💡Potential Uses

Training CNN models for bullish/bearish pattern classification

Research on chart pattern recognition (e.g., head & shoulders, flags)

Multi-modal ML models combining image data + numerical features

Developing educational tools for technical analysis

Generating signals for algorithmic trading strategies

🚀 Future Applications

Combine chart image models with news sentiment analysis

Integrate into reinforcement learning trading bots

Test computer vision robustness in financial data

📜 License

CC0: Public Domain Dedication Free to use, modify, and distribute for any purpose.

🙌 Credits

Created by: Darsh Shah (2025) For academic, research, and educational use.

⚠️ Disclaimer

This dataset is for research and educational use only. It does not provide financial advice.

👉 If you want, I can generate a dataset-metadata.json or help you with Kaggle CLI upload commands too! Just tell me.

Stock market index in Portugal, February, 2026 The most recent value is 233.99 points as of February 2026, an increase compared to the previous value of 222.03 points. Historically, the average for Portugal from January 1988 to February 2026 is 96.13 points. The minimum of 21.72 points was recorded in November 1992, while the maximum of 233.99 points was reached in February 2026. | TheGlobalEconomy.com

Austria: Stock market return, percent: The latest value from 2021 is 42.3 percent, an increase from -20.47 percent in 2020. In comparison, the world average is 32.21 percent, based on data from 87 countries. Historically, the average for Austria from 1987 to 2021 is 7.83 percent. The minimum value, -36.45 percent, was reached in 2009 while the maximum of 71.89 percent was recorded in 1990.

Euro Area's main stock market index, the EU50, fell to 5508 points on March 27, 2026, losing 0.99% from the previous session. Over the past month, the index has declined 8.00%, though it remains 3.31% higher than a year ago, according to trading on a contract for difference (CFD) that tracks this benchmark index from Euro Area. Euro Area Stock Market Index (EU50) - values, historical data, forecasts and news - updated on March of 2026.

Saudi Arabia: Stock market value traded, percent of GDP: The latest value from 2024 is 38.31 percent, an increase from 28.16 percent in 2023. In comparison, the world average is 30.95 percent, based on data from 68 countries. Historically, the average for Saudi Arabia from 2001 to 2024 is 84.18 percent. The minimum value, 12.11 percent, was reached in 2001 while the maximum of 372.26 percent was recorded in 2006.

China Stock Market - Shanghai Composite Index - Historical chart and current data through 2025.

U.S. - Railroad Stock Prices - Historical chart and current data through 1937.

Spain's main stock market index, the ES35, fell to 16818 points on March 27, 2026, losing 0.86% from the previous session. Over the past month, the index has declined 5.92%, though it remains 26.36% higher than a year ago, according to trading on a contract for difference (CFD) that tracks this benchmark index from Spain. Spain Stock Market Index (ES35) - values, historical data, forecasts and news - updated on March of 2026.