You will get your data lists professionally matched using exact and fuzzy logic.


Project details
Stop wasting hours manually matching messy, non-standardized data lists. I use powerful Python scripts and advanced fuzzy logic algorithms to find all connections in your data.
I will deliver one clean, unified Excel/CSV file that includes:
1. All Exact Matches (100% identical).
2. All Fuzzy Matches (e.g., "PT. ABC" vs. "ABC, PT."), complete with a similarity score.
This service saves you time, eliminates costly human errors, and provides you with the accurate, clean data you need for your analysis.
I will deliver one clean, unified Excel/CSV file that includes:
1. All Exact Matches (100% identical).
2. All Fuzzy Matches (e.g., "PT. ABC" vs. "ABC, PT."), complete with a similarity score.
This service saves you time, eliminates costly human errors, and provides you with the accurate, clean data you need for your analysis.
Data Tool
PythonWhat's included
| Service Tiers |
Starter
$40
|
Standard
$90
|
Advanced
$200
|
|---|---|---|---|
| Delivery Time | 1 day | 2 days | 3 days |
Number of Revisions | 1 | 2 | 3 |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$20 - $30
Additional Revision
+$15Frequently asked questions
About Stephvannes
Data Scientist, AI & Machine Learning.
Bogor, Indonesia - 3:23 am local time
Whether you need to understand customer behavior, predict trends, or automate tasks, I am here to help you unlock the power of your data.
My core competencies include:
- Data Analysis & Visualization (Python, Pandas, Matplotlib).
- Machine Learning (building predictive models with Scikit-learn).
- Data Cleaning, Extraction, and ETL (transforming messy data into usable formats).
- AI-powered solutions and problem-solving.
As a dedicated and analytical problem-solver, I leverage state-of-the-art AI and data tools to deliver efficient, accurate, and high-quality results. I am a fast learner and committed to helping you achieve your project goals.
Steps for completing your project
After purchasing the project, send requirements so Stephvannes can start the project.
Delivery time starts when Stephvannes receives requirements from you.
Stephvannes works on your project following the steps below.
Revisions may occur after the delivery date.
Project Kick-off & Data Review
You'll provide your 2 data files. I will review them and confirm the matching columns with you.
Data Processing (Exact & Fuzzy Logic)
I will run the Python script to perform exact matching first, then apply fuzzy logic to find all similar (non-exact) matches.