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Python Web Scraping & Review Data Pipeline
I built a Python scraping pipeline to collect review data across roughly 700 companies.
The workflow handled profile matching, missing records, review collection, and structured exports for analysis. It ended up collecting 20,000+ reviews while keeping track of successful, partial, and failed matches.
Work included:
Python · web scraping · data validation · entity matching · error handling · data export
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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midcode 2.0 is out. The biggest update so far.
the idea in the long run is to edit all frontend and backend visually + agentically
New interface
More integrations Vue, Astro, Angular, Shopify and 15 more stacks, edited on the canvas
Databases: your tables and SQL
Start projects from scratch, and a marketplace of starters
midcode.app
Real Estate Analytics & Listing Dashboard
A PropTech dashboard concept combining property listing management with real estate analytics.
The workspace is structured around the information a real estate team needs to monitor and act on — property inventory, listing activity, performance metrics and business insights.
The design approach puts hierarchy first, keeping a data-heavy product organized without making it feel overwhelming.
Design focus:
• Real Estate SaaS
• Analytics Dashboard
• Property Listing Management
• Data Visualization
• PropTech UI/UX
• Product Design
• Business Intelligence
Designed by WaxyWeb.
Nice
Weekly filming makes consistent video hard. Generic scripts can make your expertise sound interchangeable.
Here's how to turn your ideas into regular videos without filming every week.
My process:
1. AI agents help with ideas and research
2. AI first-draft scripting. Make sure you shape the message around your expertise and voice.
3. Review and approve the script before the avatar video is produced.
4. Schedule or hit publish!
The clip below is one finished example from my own socials. I use the same process with clients.
If you’re camera shy or too busy to film, book a call and bring one topic you’re thinking about sharing. Let's chat!
🔥 cool