YouTube Content¶

Cameron's 222 YouTube videos - 3.6M+ views

Channel Overview¶

Metric	Value
Channel	@CamburkeRealEstate
Subscribers	25,600
Total Videos	222
Total Views	3,655,919
Created	June 2015
Avg Views/Video	~16,500

pie title Content Processing Status "Downloaded & Indexed (42)" : 42 "Available to Download (180)" : 180

Channel Description¶

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.

Downloaded Content¶

flowchart LR subgraph Source["YouTube Channel"] YT[222 Videos
3.6M views] end subgraph Downloaded["Downloaded"] V[42 Videos
9GB MP4] T[42 Transcripts
Plain text] C[42 Captions
VTT files] M[Metadata
JSON] end subgraph Indexed["Indexed"] Q[(Qdrant
1491 chunks)] end YT --> V V --> T V --> C V --> M T --> Q style YT fill:#ef4444,color:#fff style V fill:#f97316,color:#fff style T fill:#f97316,color:#fff style C fill:#f97316,color:#fff style M fill:#f97316,color:#fff style Q fill:#3b82f6,color:#fff

Asset	Count	Size
Videos (MP4)	42	~9 GB
Transcripts (TXT)	42	~2 MB
Captions (VTT)	42	~3 MB
Metadata (JSON)	42	~500 KB

Location: 03_content/youtube/

RAG Integration¶

flowchart LR subgraph Process["Pipeline"] TR[Whisper
Transcription] CH[Chunking
512 tokens] EM[Embedding
nomic-embed] end subgraph Storage["Vector DB"] Q[(Qdrant
1491 chunks)] end subgraph Query["Search"] R[RAG Query] A[AI Response] end TR --> CH --> EM --> Q Q --> R --> A style TR fill:#f97316,color:#fff style CH fill:#f97316,color:#fff style EM fill:#f97316,color:#fff style Q fill:#3b82f6,color:#fff style R fill:#6366f1,color:#fff style A fill:#22c55e,color:#fff

Metric	Value
Chunks	1,491
Collection	cameron_content
Embedding Model	nomic-embed-text-v1.5
Vector Dimensions	768

Download More Videos¶

cd ~/Downloads/cameron_transcripts/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"

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