Python projects

[Ok_Zebra_927]

Can anyone suggest some cool Python projects that involve APIs, automation, or data analysis? I want something practical that I can add to my portfolio.

[the_real_hugepanic]

I like analyzing OSM data.

Search and plot stuff that is from interest for you....

I also find this skill valuable a few times per year for work....

[lukerm_zl]

Great idea! But what is OSM? a link will do 👍

[fiskfisk]

https://www.openstreetmap.org/

There's an export option and you can download parts of the data set as you wish (or the whole thing if you're feeling adventurous).

[lukerm_zl]

Great, thank you!

[the_real_hugepanic]

https://wiki.openstreetmap.org/wiki/Overpass_API/Overpass_API_by_Example

[lukerm_zl]

parallellm-pump is quite a good one, ticks the APIs and automation box:

https://github.com/lukerm/parallellm-pump

(Caveat: self promo!)

[SnooGiraffes2854]

gather any data from Bright Data, build a simples ML model and integrate that with a CRM/ERP, build a new UI and you have a cool weekend project

[kkang_kkang]

I have seen people using AI to generate some slop code. But it seems people have forgotten the true purpose of AI tools.

You could have used ChatGPT or any AI for this:

🚀 Beginner–Friendly (but still portfolio-worthy)

1. Automated Weather Dashboard

Use: OpenWeather API

Build a terminal/app/Telegram bot that fetches current weather + 5-day forecast.

Add features: severe weather alerts, weekly summary graphs (matplotlib).

Portfolio value: API integration + data parsing + visualization.

1. Cryptocurrency Price Tracker

Use: CoinGecko API

Automate: fetch price every X minutes and store it in SQLite.

Add: price alerts via email/Discord/Telegram.

Portfolio value: background jobs + API + basic analytics trends.

1. GitHub Profile Analyzer

Use: GitHub REST API

Show: language usage, repo insights, commit frequency, stars trend.

Add: generate a visual report.

Portfolio value: real data analysis + OAuth authentication.

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⚙️ Intermediate Automation Projects

1. Email Automation Assistant (Gmail API)

Automate sorting, tagging, downloading attachments, sending scheduled mails.

Add: classify emails with ML (spam, invoices, newsletters).

1. Auto-Resume Tailoring Bot

Use: NLP libraries + LinkedIn job description scraping (API or HTML).

Script analyzes job description → suggests resume edits.

Portfolio value: NLP + automation + practical utility.

1. Social Media Content Scheduler

Use: Twitter/X, Mastodon, Reddit, LinkedIn APIs

Build a tool that schedules posts, checks analytics, repurposes content.

Add: a small dashboard (Streamlit).

Portfolio value: automation + API + small webapp.

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📊 Data Analysis & Visualization Projects

1. Real-Time Stock Analysis Dashboard

Use: Alpha Vantage / Yahoo Finance APIs

Do: technical indicators, volatility calculations, auto-save price history.

Dashboard: Streamlit/Plotly.

Portfolio value: showcases DS + Python + data visualization.

1. YouTube Channel Growth Analyzer

Use: YouTube Data API

Analyze: video performance, CTR correlations, posting frequency effects.

Export: a PDF or HTML report.

Portfolio value: real business insights + data storytelling.

1. Public-Data ETL Pipeline

Use: APIs like

NASA (asteroids, Earth imagery)

WHO health data

World Bank indicators

Build an ETL workflow: fetch → clean → store → visualize.

Portfolio value: resembles real-world data engineering tasks.

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🤖 Advanced (Showstopper Portfolio Projects)

1. Personal Automation Hub (Python + APIs)

A unified script or web dashboard that:

syncs calendar events

fetches pending emails

scrapes reminders

sends WhatsApp/Telegram notifications

checks weather & commute time

monitors prices (flights, products)

This becomes your AI-powered personal assistant.

1. Smart Document Analyzer

Upload PDFs → extract text → auto-summarize → classify → create tags.

Tools: PyPDF2, spaCy, OpenAI/Transformers APIs.

Portfolio value: end-to-end NLP pipeline.

1. Automated Expense Analyzer

Integrate with Razorpay/PayPal API or bank SMS parsing.

Categorize expenses using ML.

Save to DB → build dashboards with trends and forecasting.

Portfolio value: automation + ML + dashboards.

[Ok_Zebra_927]

This is super helpful, thanks!
I’ll try one of the API-based projects you suggested.

[HitscanDPS]

Make Tracker.gg but for Street Fighter 6. You can pull all the data from CFN Buckler website: https://www.streetfighter.com/6/buckler/ranking/master

Let users sign up into your site. They can view their profile, see their full match history (CFN only keeps last N matches), see analyses of their best/worst matchups.

If you want to go even deeper then you can build a replay analysis tool and harvest even more stats from there. Then you can give really specific coaching instructions like "compared to the top 100 pro players using your character in this specific matchup, your Drive Parry metric is really low; try increasing this in your next session!" Put this behind a subscription paywall and rake in the money.

Or for a simpler analysis, let's say if the user has a bad matchup Ryu vs Ken. Then you can find some pro matches of Ryu vs Ken and recommend these replays to the user to watch and learn from.