Per-Card Play / Selection / Buy Rates
Generated: 2026-07-01 21:30 UTC. Run python3 scripts/analyze_card_rates.py to refresh.
Three independent rates per card, each conditioned on the card having actually been available in that context (not on overall pick count), so they're directly comparable across cards with very different appearance frequencies:
- Play rate given in hand: turns played / turns the card sat in hand, pooled over a fresh 300-trial-per-starter full-playthrough batch (ceiling-mode combat, real deck evolution via shop/rewards/events -- see run_simulator.py).
- Reward selection rate: picks / times offered as one of a post-battle reward's two card candidates (source: reports/data/runs.ndjson, n=2700 runs).
- Shop buy rate: purchases / times appeared in shop stock (same source).
| Card | Sector | Play% (hand) | n | Reward pick% | n | Shop buy% | n |
|---|---|---|---|---|---|---|---|
| Neural Strike | ai | 69% | 15953 | 66% | 85 | 73% | 215 |
| Social Engineering | ai | 100% | 7849 | 49% | 72 | 58% | 109 |
| Firewall | ai | 35% | 7229 | 0% | 50 | 52% | 110 |
| Beta Release | ai | 66% | 6779 | 71% | 69 | 25% | 372 |
| Cache Hit | ai | 44% | 6819 | 0% | 61 | 53% | 98 |
| Obfuscate | ai | 58% | 6571 | 23% | 74 | 57% | 205 |
| Hype Cycle | ai | 100% | 6390 | 48% | 64 | 70% | 243 |
| Chaos Protocol | ai | 89% | 5801 | 87% | 78 | 55% | 400 |
| Zero-Day Exploit | ai | 68% | 4833 | 86% | 79 | 69% | 402 |
| Model Collapse | ai | 86% | 4688 | 95% | 144 | 63% | 418 |
| Stack Overflow | ai | 80% | 4398 | 46% | 79 | 63% | 131 |
| Vaporware Pitch | ai | 100% | 4067 | 32% | 83 | 80% | 354 |
| Bandwidth Throttle | ai | 84% | 3747 | 74% | 85 | 24% | 346 |
| API Call | ai | 100% | 3699 | 43% | 79 | 51% | 125 |
| Generative Model | ai | 47% | 3463 | 41% | 86 | 43% | 119 |
| Viral Campaign | ai | 62% | 2724 | 84% | 85 | 83% | 482 |
| Deepfake | ai | 76% | 2522 | 97% | 147 | 60% | 402 |
| Algorithm Override | ai | 47% | 2617 | 32% | 83 | 90% | 162 |
| Singularity Event | ai | 89% | 2179 | 100% | 139 | 80% | 413 |
| Ransomware | ai | 27% | 1363 | 60% | 82 | 87% | 328 |
| Total System Failure | ai | 94% | 1250 | 90% | 74 | 64% | 414 |
| Quantum Firewall | ai | 67% | 1157 | 79% | 71 | 23% | 327 |
| Neural Network | ai | 37% | 739 | 75% | 79 | 18% | 336 |
| Logic Bomb | ai | 56% | 666 | 74% | 84 | 16% | 367 |
| DDoS Attack | ai | 38% | 550 | 63% | 73 | 19% | 368 |
| Data Scrape | ai | 54% | 503 | 45% | 69 | 12% | 335 |
| Growth Hacking | ai | 78% | 390 | 78% | 72 | 17% | 379 |
| Memory Leak | ai | 69% | 602 | 64% | 75 | 46% | 111 |
| Distributed Systems | ai | 17% | 554 | 0% | 54 | 81% | 108 |
| Compute Cluster | ai | 37% | 485 | 0% | 60 | 86% | 115 |
| Server Load | ai | 42% | 462 | 32% | 74 | 39% | 123 |
| Prompt Injection | ai | 53% | 497 | 0% | 51 | 63% | 106 |
| Technical Debt | ai | 100% | 441 | 58% | 88 | 52% | 106 |
| Feature Creep | ai | 35% | 446 | 36% | 55 | 44% | 124 |
| Machine Learning | ai | 12% | 448 | 0% | 65 | 61% | 102 |
| Overclocked | ai | 100% | 409 | 53% | 77 | 52% | 112 |
| GPU Burst | ai | 56% | 407 | 46% | 84 | 47% | 92 |
| Cloud Backup | ai | 61% | 380 | 0% | 49 | 69% | 121 |
| Agile Sprint | ai | 46% | 363 | 0% | 48 | 63% | 114 |
| Sentiment Analysis | ai | 42% | 374 | 0% | 43 | 58% | 106 |
| Data Center | ai | 47% | 340 | 0% | 56 | 47% | 107 |
| Hallucination | ai | 0% | 336 | 0% | 52 | 49% | 111 |
| Debug Mode | ai | 60% | 315 | 0% | 50 | 56% | 119 |
| Pivot | ai | 29% | 268 | 0% | 54 | 61% | 105 |
| Cascading Failure | ai | 7% | 232 | 0% | 46 | 51% | 105 |
| IPO | ai | 4% | 227 | 0% | 41 | 59% | 115 |
| Fuel Injection | energy | 73% | 22919 | 53% | 74 | 53% | 249 |
| Insulation | energy | 74% | 12284 | 0% | 48 | 56% | 119 |
| Ground Wire | energy | 89% | 10919 | 0% | 36 | 57% | 95 |
| Reinforced Pylon | energy | 48% | 6362 | 0% | 59 | 54% | 96 |
| Peaker Plant | energy | 94% | 6135 | 0% | 62 | 69% | 122 |
| Power Surge | energy | 88% | 5058 | 95% | 138 | 65% | 434 |
| Drill Site | energy | 85% | 3973 | 88% | 51 | 36% | 332 |
| Overclock | energy | 100% | 3451 | 61% | 56 | 62% | 117 |
| Fracking Op | energy | 80% | 2769 | 92% | 66 | 59% | 421 |
| Solar Subsidy | energy | 100% | 3073 | 42% | 62 | 50% | 121 |
| Mainframe Boost | energy | 100% | 2994 | 43% | 65 | 45% | 161 |
| Transformer | energy | 36% | 2663 | 0% | 46 | 71% | 117 |
| Crude Reserves | energy | 53% | 2323 | 67% | 54 | 19% | 377 |
| Pipeline | energy | 46% | 2330 | 0% | 42 | 54% | 111 |
| Turbine | energy | 65% | 1773 | 44% | 71 | 60% | 398 |
| Nuclear Meltdown | energy | 96% | 1548 | 100% | 133 | 75% | 499 |
| Emergency Protocol | energy | 48% | 1788 | 0% | 32 | 56% | 121 |
| Reactor Core | energy | 65% | 1127 | 71% | 70 | 24% | 340 |
| Spark Plug | energy | 100% | 1322 | 39% | 62 | 46% | 128 |
| Supernova | energy | 90% | 1037 | 82% | 57 | 48% | 395 |
| Battery Pack | energy | 53% | 1244 | 0% | 42 | 48% | 124 |
| Natural Gas | energy | 90% | 884 | 82% | 68 | 33% | 351 |
| Oil Derrick | energy | 70% | 763 | 75% | 83 | 32% | 357 |
| Volatile Surge | energy | 88% | 772 | 88% | 68 | 38% | 356 |
| Fusion Reactor | energy | 26% | 693 | 78% | 65 | 44% | 350 |
| Refinery | energy | 80% | 574 | 71% | 72 | 19% | 381 |
| Surge Pricing | energy | 85% | 525 | 80% | 78 | 26% | 347 |
| Grid Shield | energy | 70% | 697 | 47% | 51 | 66% | 156 |
| Coolant Flush | energy | 48% | 719 | 55% | 66 | 49% | 112 |
| Grid Failure | energy | 100% | 710 | 50% | 72 | 60% | 110 |
| Energy Crisis | energy | 76% | 489 | 82% | 63 | 29% | 333 |
| Infinite Energy | energy | 30% | 418 | 63% | 75 | 21% | 326 |
| Controlled Burn | energy | 60% | 554 | 54% | 71 | 60% | 112 |
| Oil Slick | energy | 60% | 478 | 29% | 66 | 60% | 119 |
| Heat Shield | energy | 63% | 459 | 44% | 57 | 45% | 118 |
| Pressure Valve | energy | 73% | 478 | 0% | 38 | 47% | 103 |
| Power Blast | energy | 57% | 396 | 56% | 75 | 52% | 103 |
| Brownout | energy | 65% | 379 | 43% | 51 | 56% | 137 |
| Carbon Credits | energy | 51% | 375 | 0% | 35 | 49% | 90 |
| Flare Stack | energy | 63% | 305 | 0% | 55 | 52% | 123 |
| Blackout | energy | 0% | 260 | 0% | 42 | 40% | 102 |
| Pump Jack | energy | 57% | 209 | 37% | 73 | 47% | 121 |
| Emergency Generator | energy | 70% | 237 | 0% | 42 | 53% | 112 |
| Circuit | energy | 82% | 210 | 0% | 50 | 38% | 127 |
| Power Grid | energy | 26% | 143 | 0% | 48 | 54% | 111 |
| Injection | healthcare | 54% | 12403 | 70% | 47 | 20% | 163 |
| Standard Contract | healthcare | 38% | 8473 | 0% | 31 | 67% | 73 |
| Clinical Trial | healthcare | 17% | 8104 | 61% | 41 | 100% | 305 |
| Malpractice Suit | healthcare | 43% | 7534 | 89% | 44 | 72% | 192 |
| FDA Filing | healthcare | 60% | 6169 | 0% | 18 | 100% | 322 |
| Insurance | healthcare | 29% | 5959 | 0% | 33 | 100% | 302 |
| Asset Liquidation | healthcare | 84% | 4853 | 85% | 52 | 32% | 179 |
| Overtime Shift | healthcare | 95% | 4536 | 41% | 44 | 54% | 71 |
| Home Remedy | healthcare | 60% | 4187 | 37% | 38 | 92% | 161 |
| Standard Consultation | healthcare | 63% | 3926 | 66% | 44 | 51% | 281 |
| Generic Rx | healthcare | 73% | 4118 | 67% | 45 | 62% | 63 |
| Blood Draw | healthcare | 30% | 3647 | 70% | 40 | 28% | 263 |
| Backroom Deal | healthcare | 96% | 2703 | 49% | 43 | 55% | 67 |
| Burnout Protocol | healthcare | 97% | 2238 | 100% | 97 | 82% | 229 |
| Ironclad Policy | healthcare | 46% | 1920 | 43% | 42 | 100% | 332 |
| Legal Loophole | healthcare | 84% | 2142 | 73% | 52 | 29% | 66 |
| Sterile Shield | healthcare | 51% | 1742 | 0% | 37 | 100% | 336 |
| Claim Denied | healthcare | 64% | 1724 | 0% | 28 | 100% | 331 |
| Golden Parachute | healthcare | 56% | 1567 | 100% | 40 | 100% | 328 |
| Technicality | healthcare | 84% | 1591 | 71% | 45 | 91% | 289 |
| Quick Fix | healthcare | 37% | 1565 | 0% | 20 | 100% | 337 |
| Preventative Care | healthcare | 45% | 1536 | 35% | 43 | 100% | 337 |
| Server Overclock | healthcare | 94% | 1531 | 51% | 53 | 38% | 69 |
| Stock Buyback | healthcare | 67% | 1389 | 92% | 52 | 86% | 208 |
| Wellness Initiative | healthcare | 33% | 1143 | 34% | 47 | 92% | 180 |
| Bedside Manner | healthcare | 28% | 928 | 0% | 31 | 95% | 175 |
| Government Stimulus | healthcare | 17% | 575 | 0% | 34 | 88% | 205 |
| Bio Medicine Research | healthcare | 22% | 593 | 0% | 26 | 93% | 177 |
| Emergency Triage | healthcare | 21% | 481 | 0% | 23 | 91% | 146 |
| Funding Cuts | healthcare | 68% | 412 | 78% | 45 | 33% | 163 |
| Hostile Takeover | healthcare | 70% | 389 | 87% | 55 | 42% | 175 |
| Layoffs | healthcare | 62% | 270 | 83% | 60 | 19% | 122 |
| Hemorrhagic Collapse | healthcare | 26% | 256 | 68% | 40 | 18% | 153 |
| Closed-Door Meeting | healthcare | 63% | 270 | 42% | 57 | 51% | 63 |
| Non-Compete | healthcare | 36% | 279 | 31% | 39 | 52% | 59 |
| Chronic Malady | healthcare | 43% | 258 | 76% | 54 | 47% | 57 |
| Predictive Pricing | healthcare | 78% | 258 | 88% | 40 | 36% | 61 |
| Placebo Shot | healthcare | 40% | 235 | 58% | 45 | 54% | 69 |
| Unchecked Math | healthcare | 52% | 235 | 71% | 38 | 19% | 75 |
| Incomplete Form | healthcare | 46% | 239 | 53% | 36 | 52% | 65 |
| Premium Hike | healthcare | 66% | 227 | 96% | 44 | 38% | 66 |
| Mandatory Fun | healthcare | 88% | 201 | 84% | 45 | 28% | 67 |
| Premium Bleed | healthcare | 59% | 145 | 71% | 41 | 29% | 123 |
| Insurance Claim | healthcare | 62% | 199 | 0% | 28 | 54% | 69 |
| Terminal Diagnosis | healthcare | 14% | 188 | 0% | 24 | 64% | 81 |
| Quarterly Growth | healthcare | 35% | 182 | 0% | 29 | 66% | 80 |
| Regulatory Stranglehold | healthcare | 53% | 189 | 0% | 31 | 61% | 69 |
| Infinite Hustle | healthcare | 93% | 163 | 48% | 42 | 51% | 72 |
| Patent Extension | healthcare | 16% | 185 | 0% | 31 | 73% | 60 |
| Performance Review | healthcare | 26% | 195 | 0% | 21 | 62% | 60 |
| Class Action Suit | healthcare | 42% | 161 | 0% | 29 | 60% | 72 |
| Family Legacy | healthcare | 67% | 156 | 0% | 19 | 73% | 74 |
| Efficiency Filter | healthcare | 53% | 145 | 0% | 17 | 62% | 58 |
| Pandemic Boost | healthcare | 55% | 112 | 0% | 35 | 43% | 61 |
| Undeclared Side Effect | healthcare | 68% | 105 | 76% | 38 | 16% | 61 |
| Coffee Crash | healthcare | 96% | 103 | 38% | 50 | 42% | 50 |
| R&D Subsidy | healthcare | 96% | 94 | 57% | 44 | 52% | 65 |
| Injunction | healthcare | 94% | 87 | 0% | 27 | 61% | 67 |
| Campaign Donation | healthcare | 34% | 94 | 0% | 22 | 59% | 58 |
| Buffer Overflow | other | 100% | 6029 | n/a | 0 | n/a | 0 |
| Quarantine Protocol | other | 61% | 1914 | n/a | 0 | n/a | 0 |
| Second Opinion | other | 23% | 1518 | n/a | 0 | n/a | 0 |
Reproducing
python3 scripts/generate_sim_reports.py # writes reports/data/runs.ndjson
python3 scripts/analyze_card_rates.py