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Cameron Burke - Complete Content Inventory

All content sources for SaaS platform development and AI training

Generated: 2025-12-21 Purpose: Training Content Analysis for Tuff Flips SaaS

Executive Summary

pie title Content Distribution by Platform "Skool Course" : 32 "YouTube" : 222 "Instagram" : 178 "Facebook" : 50
Platform Content Audience Views/Engagement Status
Skool Course 32 videos (30h 12m) Paid subscribers Premium content ✅ Downloaded
YouTube 222 videos 25,600 subscribers 3.6M total views ⏳ Ready
Instagram 178 posts 4,196 followers High engagement ⏳ Ready
Facebook ~50+ reels 41,000 followers 1.8M+ views ⏳ Requires auth

Platform 1: Skool Course

Status: COMPLETE

32 unique videos downloaded and transcribed

Location: ~/Downloads/cameron_transcripts/

Metric Value
Unique Videos 32 (after deduplication)
Total Duration 30 hours 12 minutes
Empty Modules 6 (resource links only)
Videos with Content 26
Transcripts Completed 26 ✅

Content Categories

graph LR subgraph Modules["Course Modules"] A[Deal Analysis] --> B[Underwriting] B --> C[Negotiation] C --> D[Rehab Management] D --> E[Exit Strategies] end style A fill:#22c55e,color:#fff style B fill:#3b82f6,color:#fff style C fill:#6366f1,color:#fff style D fill:#f97316,color:#fff style E fill:#ef4444,color:#fff

Platform 2: YouTube

Channel: @CamburkeRealEstate Channel ID: UCeLjOtdniREbtd4LiO7P7jw

Metric Value
Total Videos 222
Total Views 3,655,919
Subscribers 25,600
Created June 4, 2015

Channel Bio

I'm Cam — a 23-year-old real estate investor and agent based in Oklahoma City. Over the past 5 years, I've sold over $85 million in real estate and built a personal portfolio of 50+ rental units.

Top Videos by Views

# Title Views Link
1 Found a Squatter on My Property 857K Watch
2 What Happens When You Confront Squatters 252K Watch
3 What Gurus Hide About Rental Income 24K Watch
4 Worst Time to Buy Real Estate... 20K Watch
5 How I Find Off-Market Deals 19K Watch

Download Command

cd ~/Downloads/cameron_transcripts/youtube

yt-dlp -f "bestvideo[height<=720]+bestaudio/best[height<=720]" \
  --write-info-json \
  --write-auto-sub --sub-lang en \
  --write-thumbnail \
  -o "%(upload_date)s_%(title)s.%(ext)s" \
  "https://www.youtube.com/@CamburkeRealEstate/videos"

Platform 3: Instagram

Profile: @thecamburke

Metric Value
Posts 178
Followers 4,196
Verified ✅ Yes
Business Account ✅ Yes

Bio

🤙 I buy/sell houses & help others buy & sell houses 🏠 $85,000,000 in lifetime real estate sales 58 Doors

Recent Video Posts

Title Link
Reflecting on my year View Post
Agree or disagree? View Post
Leveraging money View Post
Identify constraint View Post
Controversial View Post
Full length video View Post
Pressure & scaling View Post
Key to fulfillment View Post
3 buckets of potential View Post
200 acre development View Post

Download Command

cd ~/Downloads/cameron_transcripts/instagram

yt-dlp --cookies-from-browser chrome \
  -o "%(upload_date)s_%(title)s.%(ext)s" \
  "https://www.instagram.com/thecamburke/"

Platform 4: Facebook

Profile: cameron.burke.798

Metric Value
Followers 41,000
Verified ✅ Yes
Total Reel Views 1.8M+

Top Reels by Views

Views Link
1.1M View Reel
719K View Reel
4.4K View Reel
3.3K View Reel
1.6K View Reel
1.5K View Reel
1.3K View Reel
1.2K View Reel
1.1K View Reel
471 View Reel

Download Command

cd ~/Downloads/cameron_transcripts/facebook

yt-dlp --cookies-from-browser chrome \
  -o "%(upload_date)s_%(title)s.%(ext)s" \
  "https://www.facebook.com/cameron.burke.798/reels/"

Content Pipeline

flowchart LR subgraph Sources["Sources"] YT[YouTube
222 videos] IG[Instagram
178 posts] FB[Facebook
50+ reels] SK[Skool
32 videos] end subgraph Download["Download"] DL[yt-dlp
+ cookies] end subgraph Process["Process"] TR[Whisper
Transcription] CH[Chunk
Extraction] end subgraph Index["Index"] QD[(Qdrant
Vector DB)] RAG[RAG
Q&A System] end YT --> DL IG --> DL FB --> DL SK --> TR DL --> TR TR --> CH CH --> QD QD --> RAG style YT fill:#ef4444,color:#fff style IG fill:#e1306c,color:#fff style FB fill:#1877f2,color:#fff style SK fill:#22c55e,color:#fff style DL fill:#6366f1,color:#fff style TR fill:#f97316,color:#fff style CH fill:#f97316,color:#fff style QD fill:#3b82f6,color:#fff style RAG fill:#22c55e,color:#fff

Master Download Script

#!/bin/bash
# download_all_cameron.sh

BASE_DIR=~/Downloads/cameron_transcripts

# Create directories
mkdir -p $BASE_DIR/{youtube,instagram,facebook}

# 1. YouTube (no auth needed)
echo "=== Downloading YouTube videos ==="
cd $BASE_DIR/youtube
yt-dlp -f "bestvideo[height<=720]+bestaudio/best[height<=720]" \
  --write-info-json --write-auto-sub --sub-lang en \
  -o "%(upload_date)s_%(title)s.%(ext)s" \
  "https://www.youtube.com/@CamburkeRealEstate/videos"

# 2. Instagram (needs browser cookies)
echo "=== Downloading Instagram videos ==="
cd $BASE_DIR/instagram
yt-dlp --cookies-from-browser chrome \
  -o "%(upload_date)s_%(title)s.%(ext)s" \
  "https://www.instagram.com/thecamburke/"

# 3. Facebook (needs browser cookies)
echo "=== Downloading Facebook reels ==="
cd $BASE_DIR/facebook
yt-dlp --cookies-from-browser chrome \
  -o "%(upload_date)s_%(title)s.%(ext)s" \
  "https://www.facebook.com/cameron.burke.798/reels/"

echo "=== Download complete ==="

Transcription Pipeline

# Transcribe all videos with whisper
cd ~/Downloads/cameron_transcripts

for dir in youtube instagram facebook; do
  cd $dir
  for video in *.mp4 *.webm *.mkv; do
    [ -f "$video" ] && whisper "$video" --model medium --output_format txt &
  done
  cd ..
done

wait
echo "All transcriptions complete"

Content Analysis Goals

flowchart LR subgraph Analysis["Content Analysis"] T[Terminology
Extraction] F[Framework
Identification] W[Workflow
Mapping] end subgraph Output["Platform Outputs"] R[Requirements
132 items] Q[Qdrant
3268 chunks] G[Glossary and
Methodology] end T --> G F --> R W --> R T & F & W --> Q style T fill:#3b82f6,color:#fff style F fill:#3b82f6,color:#fff style W fill:#3b82f6,color:#fff style R fill:#22c55e,color:#fff style Q fill:#22c55e,color:#fff style G fill:#22c55e,color:#fff
Goal Description Output
Terminology Extraction Build glossary of RE investing terms glossary.md
Framework Identification Document deal analysis methods methodology.md
Workflow Mapping Map processes (finding deals, underwriting) Process diagrams
Feature Requirements Extract SaaS platform requirements requirements.md
Training Data Use transcripts for AI training Qdrant vectors

Current RAG Index Status

pie title RAG Chunks by Source "Skool Transcripts (1,777)" : 1777 "YouTube Content (1,491)" : 1491
Metric Value
Total Chunks 3,268
Skool Transcripts 1,777 chunks (54%)
YouTube Content 1,491 chunks (46%)
Vector DB Qdrant Cloud
Embedding Model nomic-embed-text-v1.5 (768 dimensions)

Last Updated: December 2025