youtube-vape-classification

🥈Silver

Using machine learning to identify the content of e-cigarette videos, featured e-cigarette products, video uploaders, and marketing and sales of e-cigarette products.

1000Updated 2mo ago

Intermediate30min to implementmarketing

Saves ~210 min per use

Quick InstallView Source

git clone https://github.com/sschott20/youtube-vape-classification.git

Works with:

Claude

Overview

About This Skill

This skill uses supervised machine learning to automatically analyze e-cigarette videos on YouTube, classifying video themes (product reviews, instructions, vape tricks), featured products, channel types (enthusiasts, retailers, brands), and sales strategies including discounts and external purchase links. The system was trained on 3,830 English-language videos and achieves up to 0.87 F1 score accuracy. It processes video metadata to predict four distinct models, enabling researchers and regulators to understand how e-cigarette products are promoted to youth audiences on social media. This tool supports public health research by quantifying marketing tactics, engagement metrics, and product promotion patterns across YouTube's vaping content.

Use Cases

Analyze e-cigarette marketing strategies and sales tactics on YouTube

Identify which video themes drive highest engagement in vaping content

Classify channel types uploading e-cigarette content (enthusiasts vs. retailers)

Detect discount and sales promotion patterns in vape product videos

Setup & Installation

Quick Install

No install command available. Check the GitHub repository for manual installation instructions.

Alternative Install (Git Clone)

git clone https://github.com/sschott20/youtube-vape-classification

Requirements

Claude Code or compatible AI agent
Works with: Claude

Quick Start Guide

Install the Skill

Copy the install command above and run it in your terminal.

Open Your AI Agent

Launch Claude Code, Cursor, or your preferred AI coding agent.

Try It Out

Use the prompt template or examples below to test the skill.

Customize

Adapt the skill to your specific use case and workflow.

Usage Examples

Prompt Template

Analyze the following YouTube video [VIDEO_URL] to identify e-cigarette products, uploaders, and marketing strategies. Focus on [COMPANY] and [INDUSTRY] trends. Provide a detailed breakdown of the content, including product features, branding, and audience engagement tactics.

Example Output

# YouTube Vape Video Analysis

## Video Overview
- **Title**: "Vape Clouds: The Ultimate Guide to [COMPANY] Mods"
- **Uploader**: VapeEnthusiast123
- **Views**: 45,000
- **Upload Date**: March 15, 2023

## E-Cigarette Products Featured
- **Primary Product**: [COMPANY] X-7 Mod
  - Features: Adjustable wattage, temperature control, ergonomic design
  - Branding: Prominent [COMPANY] logo, sleek packaging
- **Secondary Product**: [INDUSTRY] E-Liquid
  - Flavors: Berry Blast, Tropical Twist
  - Marketing: Emphasis on unique flavor profiles

## Marketing and Sales Strategies
- **Call to Action**: Discount code "VAPE10" for 10% off at [COMPANY] website
- **Audience Engagement**: Interactive Q&A session at the end of the video
- **Social Media Integration**: Links to [COMPANY] Instagram and Facebook pages

## Conclusion
The video effectively showcases [COMPANY] products while engaging the audience through interactive elements and social media integration. The use of a discount code encourages immediate sales.

Find the right skills for your stack

Take a free 3-minute scan and get personalized AI skill recommendations.

Take free scan