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This analysis presents a rigorous exploration of financial data, incorporating a diverse range of statistical features. By providing a robust foundation, it facilitates advanced research and innovative modeling techniques within the field of finance.

SMI: A Glimpse into Market Stability or a Cautionary Tale?

Financial data:

• Historical daily stock prices (open, high, low, close, volume)

• Fundamental data (e.g., market capitalization, price to earnings P/E ratio, dividend yield, earnings per share EPS, price to earnings growth, debt-to-equity ratio, price-to-book ratio, current ratio, free cash flow, projected earnings growth, return on equity, dividend payout ratio, price to sales ratio, credit rating)

• Technical indicators (e.g., moving averages, RSI, MACD, average directional index, aroon oscillator, stochastic oscillator, on-balance volume, accumulation/distribution A/D line, parabolic SAR indicator, bollinger bands indicators, fibonacci, williams percent range, commodity channel index)

Machine learning features:

• Feature engineering based on financial data and technical indicators

• Sentiment analysis data from social media and news articles

• Macroeconomic data (e.g., GDP, unemployment rate, interest rates, consumer spending, building permits, consumer confidence, inflation, producer price index, money supply, home sales, retail sales, bond yields)

Potential Applications:

• Stock price prediction

• Portfolio optimization

• Algorithmic trading

• Market sentiment analysis

• Risk management

Use Cases:

• Researchers investigating the effectiveness of machine learning in stock market prediction

• Analysts developing quantitative trading Buy/Sell strategies

• Individuals interested in building their own stock market prediction models

• Students learning about machine learning and financial applications

Additional Notes:

• The dataset may include different levels of granularity (e.g., daily, hourly)

• Data cleaning and preprocessing are essential before model training

• Regular updates are recommended to maintain the accuracy and relevance of the data

BASE YEAR	2024
HISTORICAL DATA	2019 - 2024
REPORT COVERAGE	Revenue Forecast, Competitive Landscape, Growth Factors, and Trends
MARKET SIZE 2023	15.77(USD Billion)
MARKET SIZE 2024	16.22(USD Billion)
MARKET SIZE 2032	20.3(USD Billion)
SEGMENTS COVERED	Drug Type ,End-Use Application ,Dosage Form ,Distribution Channel ,Patient Demographics ,Regional
COUNTRIES COVERED	North America, Europe, APAC, South America, MEA
KEY MARKET DYNAMICS	Increasing Prevalence of Gastroesophageal Reflux Disease GERD Aging Population Rising Demand for OvertheCounter Antacids Advancements in Drug Formulations Growing Acceptance of Proton Pump Inhibitors
MARKET FORECAST UNITS	USD Billion
KEY COMPANIES PROFILED	AbbVie ,Dr. Reddy's Laboratories ,Merck & Co. ,Johnson & Johnson ,Cadila Healthcare ,Bayer ,Pfizer ,GlaxoSmithKline ,Eli Lilly and Company ,Sanofi ,Takeda Pharmaceutical Company ,AstraZeneca ,Novartis ,Teva Pharmaceutical Industries
MARKET FORECAST PERIOD	2025 - 2032
KEY MARKET OPPORTUNITIES	Rise in geriatric population Launch of novel therapies Increasing prevalence of acidrelated disorders Technological advancements
COMPOUND ANNUAL GROWTH RATE (CAGR)	2.84% (2025 - 2032)

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Key information about Switzerland Swiss Market Index

• Switzerland Swiss Market Index closed at 13,004.5 points in Feb 2025, compared with 12,597.1 points at the previous month end
• Switzerland Equity Market Index: Month End: Swiss Market Index data is updated monthly, available from Jan 1988 to Feb 2025, with an average number of 6,821.5 points
• The data reached an all-time high of 13,004.5 points in Feb 2025 and a record low of 1,333.4 points in Jan 1988

The Swiss Market Index (SMI) is Switzerland's most important stock market index and represents about 85 % of the total capitalization of the Swiss equity market. SMI is used as an underlying index for many financial products such as options, futures, structured products and exchange traded funds

Switzerland's main stock market index, the CH20, fell to 12206 points on August 25, 2025, losing 0.48% from the previous session. Over the past month, the index has climbed 2.45%, though it remains 1.20% lower than a year ago, according to trading on a contract for difference (CFD) that tracks this benchmark index from Switzerland. Switzerland Stock Market Index (CH20) - values, historical data, forecasts and news - updated on August of 2025.

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