🎮 GPU Market Analysis 2025: Performance vs. Value Comparison

✓ Libraries imported successfully Pandas version: 2.3.3 NumPy version: 2.2.4

✓ GPU Dataset created with 22 graphics cards Manufacturer breakdown: Manufacturer NVIDIA 12 AMD 10 Name: count, dtype: int64 Price range: $249 - $2199 Dataset shape: (22, 17)

================================================================================ GPU MARKET SUMMARY - NOVEMBER 2025 ================================================================================ 💰 PRICING OVERVIEW: ---------------------------------------- Price Range: $249 - $2199 Average Price: $666.27 Median Price: $564.00 Average Price Premium over MSRP: -2.4% ⚡ PERFORMANCE OVERVIEW: ---------------------------------------- 4K Gaming FPS Range: 45 - 165 FPS 1440p Gaming FPS Range: 80 - 240 FPS AI Performance Range: 180 - 1320 TFLOPS 🔌 POWER CONSUMPTION: ---------------------------------------- TDP Range: 115W - 575W Average TDP: 259W Most Efficient (Perf/Watt): RX 7900 XT (0.397) 💾 MEMORY SPECIFICATIONS: ---------------------------------------- VRAM Range: 8GB - 32GB Memory Bandwidth Range: 272 - 1792 GB/s ================================================================================ 📊 COMPLETE GPU DATASET:

✓ Performance vs Price visualization created

✓ Value analysis visualization created

✓ Power efficiency analysis created

✓ AI performance analysis created

================================================================================ CATEGORY WINNERS - NOVEMBER 2025 ================================================================================ 🥇 TOP PERFORMER (Absolute Performance): ---------------------------------------- GPU: RTX 5090 4K FPS: 165 | 1440p FPS: 240 AI Performance: 1320 TFLOPS Price: $2199 | VRAM: 32GB TDP: 575W 💰 BEST VALUE (4K Gaming): ---------------------------------------- GPU: RX 7800 XT Performance per Dollar: 0.207 FPS/$ 4K FPS: 95 | Price: $459 VRAM: 16GB | TDP: 263W 💰 BEST VALUE (1440p Gaming): ---------------------------------------- GPU: RX 7800 XT Performance per Dollar: 0.327 FPS/$ 1440p FPS: 150 | Price: $459 VRAM: 16GB | TDP: 263W ⚡ MOST ENERGY EFFICIENT: ---------------------------------------- GPU: RX 7900 XT Performance per Watt: 0.397 FPS/W 4K FPS: 125 | TDP: 315W Price: $649 | VRAM: 20GB 🤖 BEST FOR AI/ML TRAINING: ---------------------------------------- GPU: RTX 5090 AI Performance: 1320 TFLOPS VRAM: 32GB (critical for large models) Price: $2199 | TDP: 575W 🤖 BEST AI VALUE: ---------------------------------------- GPU: RTX 4090 AI per Dollar: 0.92 TFLOPS/$ AI Performance: 1290 TFLOPS Price: $1399 | VRAM: 24GB 🎨 BEST FOR 3D RENDERING: ---------------------------------------- GPU: RTX 5090 VRAM: 32GB (crucial for complex scenes) Memory Bandwidth: 1792 GB/s Performance: 165 FPS 4K Price: $2199 ================================================================================

========================================================================================== GPU RECOMMENDATIONS BY USER PROFILE ========================================================================================== ▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ 🤖 FOR AI DEVELOPERS & MACHINE LEARNING ENGINEERS ▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ Key Requirements: High VRAM (16GB+), Tensor performance, Memory bandwidth 🔵 PREMIUM CHOICE: → RTX 5090 - $2199 • AI Performance: 1320 TFLOPS (Exceptional for training large models) • VRAM: 32GB (Handles massive datasets and complex neural networks) • Memory Bandwidth: 1792 GB/s • Best for: Large language models, diffusion models, deep learning research • TDP: 575W - Ensure adequate PSU (850W+ recommended) 🟢 BEST VALUE: → RTX 4090 - $1399 • AI Performance: 1290 TFLOPS (0.92 TFLOPS per dollar) • VRAM: 24GB (Sufficient for most ML workflows) • Best for: Computer vision, NLP projects, fine-tuning pre-trained models • Cost savings: $800 vs premium 🟡 BUDGET OPTION: → RTX 5070 - $599 • AI Performance: 420 TFLOPS • VRAM: 12GB (Entry-level ML training) • Best for: Learning ML/AI, smaller models, inference workloads ▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ 🎮 FOR 4K GAMERS (Ultra Settings, 60+ FPS) ▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ Key Requirements: High raster performance, Ray tracing, 12GB+ VRAM for modern titles 🔵 PREMIUM CHOICE: → RTX 5090 - $2199 • 4K Performance: 165 FPS (Maxed settings in AAA titles) • Ray Tracing: 98/100 (Best-in-class RT performance) • VRAM: 32GB (Future-proof for next-gen games) • Best for: No-compromise 4K gaming, high refresh rate 4K monitors • Technologies: DLSS 4/FSR 4, Frame Generation, AI upscaling 🟢 BEST VALUE: → RX 7800 XT - $459 • 4K Performance: 95 FPS (0.207 FPS/$) • VRAM: 16GB • Best for: Smooth 4K 60 FPS gaming, excellent price-to-performance • Savings: $1740 vs premium 🟡 BUDGET 4K: → RX 7800 XT - $459 • 4K Performance: 95 FPS (High settings, upscaling recommended) • VRAM: 16GB • Best for: 4K gaming on a budget, use DLSS/FSR for best experience ▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ 🎮 FOR 1440p GAMERS (High Refresh Rate, 100+ FPS) ▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ Key Requirements: High frame rates, excellent value, 8-12GB VRAM 🔵 PREMIUM CHOICE: → RTX 5090 - $2199 • 1440p Performance: 240 FPS (Perfect for 165Hz+ monitors) • Ray Tracing: 98/100 • Best for: Competitive gaming, high refresh rate e-sports 🟢 BEST VALUE: → RX 7800 XT - $459 • 1440p Performance: 150 FPS (0.327 FPS/$) • VRAM: 16GB • Best for: Sweet spot for 1440p gaming, outstanding value • TDP: 263W (Moderate power draw) 🟡 BUDGET OPTION: → RX 7700 XT - $399 • 1440p Performance: 130 FPS • VRAM: 12GB • Best for: Budget-conscious gamers, solid 1440p performance ▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ 🎨 FOR 3D ARTISTS & CONTENT CREATORS ▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼ Key Requirements: High VRAM (16GB+), Memory bandwidth, Rendering performance 🔵 PREMIUM CHOICE: → RTX 5090 - $2199 • VRAM: 32GB (Essential for complex 3D scenes with high poly counts) • Memory Bandwidth: 1792 GB/s • Viewport Performance: 165 FPS equivalent • Best for: Blender, Maya, 3ds Max, Cinema 4D, Houdini with large scenes • Also great for: Video editing (DaVinci Resolve, Premiere Pro), AI art generation 🟢 BEST VALUE: → RTX 4090 - $1399 • VRAM: 24GB (Solid for most professional workflows) • Best for: Freelancers, small studios, balanced performance • Savings: $800 vs premium 🟡 BUDGET OPTION: → RX 7900 XT - $649 • VRAM: 20GB (Entry-level 3D work) • Best for: Learning 3D software, hobbyists, moderate complexity projects ========================================================================================== ✨ All recommendations based on November 2025 market data and pricing ==========================================================================================

✓ Analysis complete! 📊 Dataset contains 22 GPUs analyzed across 17 metrics Price range: $249 - $2199 Performance range (4K): 45-165 FPS 🏆 Top 3 Value GPUs (4K): 1. RX 7800 XT - 0.207 FPS/$ 2. RX 7700 XT - 0.201 FPS/$ 3. RX 7900 XT - 0.193 FPS/$ 🏆 Top 3 Performers (4K): 1. RTX 5090 - 165 FPS 2. RTX 4090 - 155 FPS 3. RX 7900 XTX - 140 FPS 🏆 Top 3 Most Efficient: 1. RX 7900 XT - 0.397 FPS/W 2. RX 7900 XTX - 0.394 FPS/W 3. RTX 4060 - 0.391 FPS/W ================================================================================ 🚀 GPU Market Analysis Report Complete! ================================================================================ 📝 Quick Reference Table (sorted by price):

✓ Final comparison visualizations created