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I will clean and preprocess CSV or excel research data for machine learning
Machine Learning and Research Data Expert, Python, Data Visualization
Hi, I’m Qandeel, a research-focused Data Scientist and Machine Learning specialist with 2+ years of experience on academic and real-world datasets. I help researchers, students and professionals conve...
About this Gig
Do you need clean, structured and research-ready data for machine learning or academic projects?
I will professionally clean, preprocess and format your CSV or Excel research dataset using Python (Pandas), making it ready for analysis, ML modeling, or publication.
What I Offer:
- Handle missing values, duplicates and inconsistent entries
- Fix data types and formats
- Scale and normalize numerical features
- Encode categorical variables (One-Hot, Label, or custom)
- Organize and restructure columns for ML-ready datasets
- Optional basic feature engineering and exploratory checks
- Deliverables in CSV, Excel, or Python format
Why Choose Me?
I hold an MPhil in Mathematics with 2+ years of experience helping researchers, students and developers prepare high-quality, ML-ready datasets.
Message me before placing an order to discuss your project.
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FAQ
What types of datasets can you clean?
I can clean tabular datasets (CSV, Excel, JSON, etc.) related to business, healthcare, research, finance, education, and more. If you're unsure, feel free to message me before ordering!
What tools do you use for preprocessing?
I primarily use Python with libraries like Pandas, NumPy, and Scikit-learn. I also use Jupyter Notebook or Python scripts to deliver clean and understandable code.
Will I receive the Python code used in the cleaning process?
Yes! You will receive a well-commented Python script or notebook so you can understand and reuse the code in your future projects.
What if my dataset has missing or inconsistent values?
That’s exactly what this service is for! I will handle missing data, standardize inconsistent entries, and ensure your dataset is ready for analysis or model training.
Can you split data into training and testing sets?
Absolutely. Just mention your preference (e.g., 80/20 split), and I will include that in the preprocessing.
What if I have more than 300 items to clean?
You can use the Gig Extra for additional items tagged, or message me for a custom offer tailored to your dataset size.
