--- title: "Ayesha Siddiqha (@Ayesha27) | Hashnode" description: "Unlocking possibilities with Python's endless potential. Read the latest articles by Ayesha Siddiqha on Hashnode." url: "https://hashnode.com/@Ayesha27" --- @Ayesha27 # Ayesha Siddiqha @Ayesha27 · Bangalore, India · Joined June 2023 Unlocking possibilities with Python's endless potential. ### [Holiday Movie Release Analysis: Learning Real-World Analytics with SQL & Python](https://ayeshasiddiqha.hashnode.dev/holiday-movie-release-analysis-learning-real-world-analytics-with-sql-and-python?utm_source=hashnode&utm_medium=feed) Learn how to design a production-ready data analytics workflow using SQL and Python. This case study analyzes holiday movie revenue, genres, & release time. 5 min read · [ayeshasiddiqha.hashnode.dev](https://ayeshasiddiqha.hashnode.dev/holiday-movie-release-analysis-learning-real-world-analytics-with-sql-and-python?utm_source=hashnode&utm_medium=feed) [Dec 29, 2025](https://hashnode.com/posts/holiday-movie-release-analysis-learning-real-world-analytics-with-sql-and-python/6952e6f850e209a88ee9fba0) ### [Data Cleaning and Transformation: Mastering Automation with pandas and numpy](https://ayeshasiddiqha.hashnode.dev/data-cleaning-and-transformation-mastering-automation-with-pandas-and-numpy?utm_source=hashnode&utm_medium=feed) Discover the art of automating data preprocessing, cleaning, and transformation using Python's pandas and numpy libraries. 8 min read · [ayeshasiddiqha.hashnode.dev](https://ayeshasiddiqha.hashnode.dev/data-cleaning-and-transformation-mastering-automation-with-pandas-and-numpy?utm_source=hashnode&utm_medium=feed) [Aug 24, 2023](https://hashnode.com/posts/data-cleaning-and-transformation-mastering-automation-with-pandas-and-numpy/64e76aa0c183cf907749f964) ### [Mastering Debugging in Python: Best Strategies for Success](https://ayeshasiddiqha.hashnode.dev/mastering-debugging-in-python-best-strategies-for-success?utm_source=hashnode&utm_medium=feed) Enhance your Python programming journey with expert debugging strategies. Explore invaluable techniques such as print statements, assertions, and IDE debuggers. 20 min read · [ayeshasiddiqha.hashnode.dev](https://ayeshasiddiqha.hashnode.dev/mastering-debugging-in-python-best-strategies-for-success?utm_source=hashnode&utm_medium=feed) [Aug 23, 2023](https://hashnode.com/posts/mastering-debugging-in-python-best-strategies-for-success/64e5f6310626634a9eed7a56) ### [Python for Web Development: Exploring Django vs. Flask Frameworks](https://ayeshasiddiqha.hashnode.dev/python-for-web-development-exploring-django-vs-flask-frameworks?utm_source=hashnode&utm_medium=feed) Python has evolved into a powerful programming language for web development. Its simplicity, adaptability, and solid libraries have made it a developer favorite. Django and Flask are two of the most popular Python frameworks for online development. W... 6 min read · [ayeshasiddiqha.hashnode.dev](https://ayeshasiddiqha.hashnode.dev/python-for-web-development-exploring-django-vs-flask-frameworks?utm_source=hashnode&utm_medium=feed) [Aug 21, 2023](https://hashnode.com/posts/python-for-web-development-exploring-django-vs-flask-frameworks/64e34dcd131b9939b9bfc163) ### [NumPy Gotchas and Best Practices: A Cheatsheet for Writing Robust Code](https://ayeshasiddiqha.hashnode.dev/numpy-gotchas-and-best-practices-a-cheatsheet-for-writing-robust-code?utm_source=hashnode&utm_medium=feed) Introduction: NumPy, the foundation of numerical computing in Python, enables data scientists and engineers to rapidly perform complicated array operations. However, much like any strong tool, there are possible dangers and best practices that may im... 9 min read · [ayeshasiddiqha.hashnode.dev](https://ayeshasiddiqha.hashnode.dev/numpy-gotchas-and-best-practices-a-cheatsheet-for-writing-robust-code?utm_source=hashnode&utm_medium=feed) [Aug 18, 2023](https://hashnode.com/posts/numpy-gotchas-and-best-practices-a-cheatsheet-for-writing-robust-code/64dee2b7f7fb21a96020a197)