Thank you for sharing the details of your project. Based on my experience in data analysis and natural language processing (NLP), I am sure in my ability to develop a web scraping solution to your needs. I have worked with tools like BeautifulSoup and Scrapy in the past to extract relevant data, and I’m familiar with processing data from various sources such as Google and Booking.com.
I will ensure the scraped reviews are cleaned effectively, addressing issues such as missing values and duplicates using Pandas. Additionally, I can integrate translation services via Google Translate API to ensure all reviews are in a consistent language for analysis. My expertise in NLP techniques like tokenization, lemmatization, and sentiment analysis will be key to categorizing the reviews into positive, negative, or neutral sentiments, using tools such as TextBlob or VADER.
For data visualization, I will create insightful visualizations with libraries like Matplotlib or Plotly, allowing you to gain valuable insights from trends in the reviews. I can also incorporate trend analysis to identify key patterns and provide actionable business insights.
With experience in similar projects, including my work at IBM where I applied advanced analytics to consumer data, I am confident in delivering a high-quality solution for this project. Let’s discuss the details further to ensure I align with your vision for the software, timeline, and budget