This project focuses on analyzing Microsoft's stock performance. The analysis includes cleaning and preprocessing the data, performing time series analysis, and visualizing stock price trends to identify key events and patterns.
The full project can also be viewed on Kaggle: Microsoft Stock Analysis
- Introduction
- Data
- Sample Data
- Analysis
- Visualizations
- Technologies Used
- Getting Started
- Future Work
- Contributing
- Contact
This project aims to analyze Microsoft's stock data to understand its performance over time. The insights gained from this analysis can help in making data-driven investment decisions and understanding market trends.
The dataset used for this analysis includes historical stock prices for Microsoft. The data includes various attributes such as opening price, closing price, high, low, and volume of stocks traded.
Here is a sample of the data:
| Date | Open | High | Low | Close | Volume |
|---|---|---|---|---|---|
| 4/1/2015 16:00:00 | 40.6 | 40.76 | 40.31 | 40.72 | 36865322 |
| 4/2/2015 16:00:00 | 40.66 | 40.74 | 40.12 | 40.29 | 37487476 |
| 4/6/2015 16:00:00 | 40.34 | 41.78 | 40.18 | 41.55 | 39223692 |
| 4/7/2015 16:00:00 | 41.61 | 41.91 | 41.31 | 41.53 | 28809375 |
| 4/8/2015 16:00:00 | 41.48 | 41.69 | 41.04 | 41.42 | 24753438 |
The analysis involves the following steps:
- Data Cleaning: Handling missing values, outliers, and incorrect data entries.
- Time Series Analysis: Analyzing the stock price trends over time.
- Visualization: Creating visualizations to present the insights gained from the analysis.
Various visualizations are created to help understand the data better, including:
- Stock price trends over time
- Volume of stocks traded
- High, low, opening, and closing prices
- pandas: Data manipulation and analysis
- numpy: Numerical operations
- matplotlib: Data visualization
- seaborn: Statistical data visualization
To get started with this project, clone the repository and navigate to the project directory. The project contains a Jupyter notebook with the full analysis and visualizations.
git clone https://github.com/AbdooMohamedd/Python-Data-Analysis-Projects.git
cd Python-Data-Analysis-Projects/Microsoft Stock AnalysisFuture improvements to this project may include:
- More detailed analysis of specific time periods
- Integration of additional financial data for a more comprehensive analysis
Contributions are welcome! If you have any suggestions or improvements, feel free to open an issue or submit a pull request.
For any questions or inquiries, please contact me at [email protected].