Hi there,
Drawing on over 9 years of experience in Python development, I have successfully designed complex web scraping solutions using libraries like **BeautifulSoup**, **Scrapy**, and **Selenium** to gather and analyze data, which aligns with your requirement to extract and process reviews from Google and Booking.com.
To achieve your desired outcome efficiently, I propose the following 3-step solution:
1. **Web Scraping and Data Cleaning**: Employ advanced web scraping techniques to extract and clean review data using **Pandas** to ensure accuracy and consistency.
2. **Translation and Sentiment Analysis**: Integrate **Google Translate API** for language consistency and apply NLP libraries like **SpaCy** and sentiment analysis tools such as **VADER** to derive actionable insights.
3. **Data Visualization and Trend Recognition**: Use data visualization tools like **Matplotlib** and **Seaborn** to generate insightful visual representations and develop trend recognition methodologies to understand review patterns over time.
My core skills for this project are
▶️ **Backend**: Python, Django, Flask
▶️ **Web Scraping**: BeautifulSoup, Scrapy, Selenium
▶️ **NLP/Sentiment Analysis**: NLTK, SpaCy, Hugging Face Transformers
▶️ **Data Handling**: Pandas, Numpy, Matplotlib, Seaborn, Plotly
▶️ **API Integration**: Google Translate API
▶️ **Others**: Machine Learning, Deep Learning, TensorFlow
I can start working right away and work perfectly in your business hours. I will ensure the top quality of my work and will be satisfied with my work. I hope we can have a brief call and chat to discuss your requirements in more detail.
Thank you
Luka