Budget: 1000 UAH Deadline: 1 day

Hello!
I am interested in your project on automated auditing of cash operations.

I have practical experience in Python development with a focus on:
- data processing and analysis (Pandas, CSV/Excel),
- building and optimizing rule-based logic,
- working with texts and regular expressions,
- logging and storing results in SQLite,
- creating UI on Streamlit.

I can help with:
- refactoring and structuring existing code,
- improving the logic for determining cash symbols (readability, scalability, case coverage),
- increasing the transparency of ERROR / WARN / OK logic,
- preparing the code for further expansion (including ML, if needed).

I am interested in a part-time/project collaboration format and am also open to long-term work.
I am ready to quickly dive into the MVP and work with real data according to the specifications.

I would be happy to discuss the details and next steps. Expand

Budget: 1000 UAH Deadline: 1 day

Hello. I work with Python. I am ready for collaboration. Please contact me. I will be happy to collaborate.

Budget: 1500 UAH Deadline: 2 days

Hello, I can complete this project quickly and efficiently, as I have experience in similar projects! We can discuss the details and do this in 2 days.

Budget: 25000 UAH Deadline: 10 days

Hello!

I have experience working with the automation of financial audit processes, including data analysis in Python and integration with Streamlit for building interfaces. I will refactor the existing code, improve the logic for determining the cash symbol using regular expressions, and implement logging of results in SQLite.

I will create a quality interface on Streamlit for user convenience and provide detailed error monitoring. I am ready for long-term collaboration.

Budget: 1000 UAH Deadline: 1 day

Hello. I am interested in the project. My profile is Python development with a focus on data processing (Pandas) and automation. Can I take a look at the current code structure (GitHub) to assess the scope of refactoring? I am ready to start discussing the technical specifications.

Budget: 500 UAH Deadline: 1 day

Hello. I specialize in Python (Pandas/Regex) and processing large data sets. I have a successful case of parsing and structuring complex tables with over 40,000 rows.

How I can be useful:

Logic and Regex: I will optimize a rule-based system for accurate identification of cash symbols.

Streamlit & SQLite: I have experience building UI for analytical tools and setting up fault-tolerant logging.

Refactoring: I will tidy up the MVP code and package the project in Docker for easy deployment.

All advantages and technical stack are in my profile. I am ready to review the technical specifications and start refactoring. Expand

Budget: 1000 UAH Deadline: 1 day

I am among the top 5 developers in the category of "Artificial Intelligence and Machine Learning" among ~2100 specialists on the platform.
I guarantee:
- Fast and quality execution of the task
- Strict adherence to deadlines
- Regular communication throughout the entire process
I would be happy to discuss the details of your project in private messages.

Budget: 1000 UAH Deadline: 1 day

Good day, I have experience working with Python as well as Telegram bots, I can complete everything quickly and efficiently, write to me and we will discuss the details.

Budget: 1500 UAH Deadline: 1 day

Hello! I have experience in similar tasks related to financial data processing, so I am ready to promptly take on the refactoring of your MVP and the refinement of the logic. I work cleanly, adhere to architecture, and will ensure the transparent operation of the system according to your specifications. Write to me - we will discuss the details and deadlines.

Budget: 700 UAH Deadline: 1 day

Good day, Vitaliy!
In general, the task is clear, but for an accurate response regarding the deadlines and price, I would like to clarify some questions that arose after analyzing your task.
Please write in private messages – we will discuss the details and your wishes.

Budget: 3000 UAH Deadline: 1 day

We need to look first at what already exists. Let's see, for now the project looks interesting.

Budget: 1000 UAH Deadline: 1 day

Good day!
I have over 10 years of experience working with Python, I developed a similar system to yours (analyzing Excel reports for accounting, but a different logic judging by the description).
It sounds interesting and not too complicated, considering that the foundation of the system is already implemented on your side.
I am fine with a part-time option, we can communicate in private messages and discuss the next steps.