You will get data cleaning and deduplication, plus a Python script you can rerun
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Project details
Two lists of the same customers never agree. One has ACME Ltd, the other ACME Limited, a third has Acme with a trailing space. Excel's Remove Duplicates sees three different companies and keeps all three.
I do this with fuzzy matching rather than exact matching, so near-identical names, companies and addresses are caught. Formats get standardised first, because most duplicates are hiding behind a different phone format or a date written the American way round.
Nothing disappears quietly. You get a separate file listing every row that was removed and what it was merged into, so the cleanup can be audited or reversed. Borderline matches go into a review file for your decision rather than being guessed at.
You also get the Python script with the matching rules in an editable config, so next quarter's import is a command rather than another order.
The top tier adds validation rules that reject bad rows on future imports, and a data quality report counting each type of problem, which is usually the first time anyone sees how the mess is actually distributed.
Send the files exactly as they are. A tidied sample hides the problems I am being paid to find.
I do this with fuzzy matching rather than exact matching, so near-identical names, companies and addresses are caught. Formats get standardised first, because most duplicates are hiding behind a different phone format or a date written the American way round.
Nothing disappears quietly. You get a separate file listing every row that was removed and what it was merged into, so the cleanup can be audited or reversed. Borderline matches go into a review file for your decision rather than being guessed at.
You also get the Python script with the matching rules in an editable config, so next quarter's import is a command rather than another order.
The top tier adds validation rules that reject bad rows on future imports, and a data quality report counting each type of problem, which is usually the first time anyone sees how the mess is actually distributed.
Send the files exactly as they are. A tidied sample hides the problems I am being paid to find.
Data Tool
PythonWhat's included
| Service Tiers |
Starter
$110
|
Standard
$260
|
Advanced
$520
|
|---|---|---|---|
| Delivery Time | 2 days | 3 days | 6 days |
Number of Revisions | 2 | 3 | 4 |
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+$50 - $220Frequently asked questions
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About Benali
Python Developer- Web Scraping, Automation, AI and desktop application
100%
Job Success
La Seyne-sur-Mer, France - 12:15 pm local time
✨ Is there any data you need to scrape from the web?
No worries. I can fetch almost any data from a variety of websites efficiently and effectively.
✨Tired of repetitive tasks?
I can get rid of it by automating it, so you can focus on your most important work. with the option of adding a cool desktop interface to let you interact with the program easily.
✨ Looking to integrate AI into your projects?
I can seamlessly integrate AI capabilities using ChatGPT, DALL-E or Claude, enhancing the functionality and intelligence of your applications.
✨ Is there any data that needs to be analyzed and visualized?
I'm your guy. I can collect, prepare, analyze, and visualize your data.
Skills I bring to the table:
🔍 Web Scraping: Leveraging tools like Requests, Beautiful Soup, Scrapy, Selenium, Aiohttp/Asyncio, Puppeteer, and Splash.
🤖 Automation with Desktop Apps: Custom Python scripts, Tkinter / Pyqt GUIs at your service.
💡 AI Integration: Enhance your applications with the latest AI technologies for advanced features and smarter interactions.
📈 Data Analysis & Visualization: Skilled in using Pandas, Numpy, Matplotlib, Seaborn, Jupyter Notebook, Plotly, Bokeh, Dask, and PowerBI. With a wide range of output formats (Excel, CSV, Google Sheets, MySQL, S3, JSON, AWS, XML, SQLite, SQL Server Compact)
💼 In Summary: Whether you're in need of sophisticated web scraping, efficient automation, AI integration, or comprehensive data analysis and visualization, I've got you covered. With my diverse skill set and years of experience, I'm committed to delivering tailored solutions that not only meet but exceed your expectations. Partner with me, and let's make your next project a success!
Steps for completing your project
After purchasing the project, send requirements so Benali can start the project.
Delivery time starts when Benali receives requirements from you.
Benali works on your project following the steps below.
Revisions may occur after the delivery date.
Profile the data
I count what is actually wrong: duplicates, format clashes, blanks, bad values.
Agree the rules
We settle what counts as the same record and which row wins when two match.