Sonia Chima—Mpamah

Python Developer | software engineering student| Exploring AI/ML | Building practical projects & learning continuously

[Sonia Chima—Mpamah @chima3764]

@DataWithSheriff Totally agree with you on that!

[Sonia Chima—Mpamah @chima3764]

Just completed an Ecommerce Customer & Sales Analysis project as part of my machine learning journey.

This project helped me practice:

Pandas
NumPy
Matplotlib
Seaborn
Exploratory Data Analysis (EDA)

[Sonia Chima—Mpamah @chima3764]

@Nuggzy_News Exactly 😅

[Sonia Chima—Mpamah @chima3764]

@shiXolani Check your DM

[Sonia Chima—Mpamah @chima3764]

@alll_well 😭😂

[Sonia Chima—Mpamah @chima3764]

@shiXolani Sure

[Sonia Chima—Mpamah @chima3764]

Next step in the journey:

Machine Learning Fundamentals 🚀

Starting with:

Supervised Learning
Regression
Classification
Model evaluation concepts

Still learning. Still building.

[Sonia Chima—Mpamah @chima3764]

I’d also genuinely appreciate feedback from people more experienced in data analysis or machine learning.
If there are areas where:
my analysis could improve
my visualizations could be better
I missed important insights
my workflow can be optimized
feel free to point them out.

[Sonia Chima—Mpamah @chima3764]

I dropped the full notebook + dataset on GitHub if you want to check it out or suggest better ways I could’ve analyzed it 👇
https://t.co/gTAVUdMkpv

[Sonia Chima—Mpamah @chima3764]

So I said I was continuing my machine learning journey with libraries… and I began with pandas 📊

To practice, I picked a dataset of fuel prices in Nigeria (1924–2024) and honestly… I didn’t expect it to be this interesting

Here are a few things that stood out to me:

[Sonia Chima—Mpamah @chima3764]

This was my first time really using pandas like this — cleaning data, plotting trends, checking relationships.

Still learning, but this made everything feel more real.
Next stop: NumPy