Initial ecosystem: 100 rabbits, 20 foxes ============================================================ Predator-Prey Ecosystem Simulation ============================================================ Initial: 100 rabbits, 20 foxes 📋 Competing Ecological Theories: 1. Lotka-Volterra (classic predator-prey cycles) 2. Logistic Prey (carrying capacity limits prey) 3. Ratio Model (maintains fixed predator:prey ratio) ------------------------------------------------------------ 🦊 LV Model: R:69 (conf:0.90), F:37 (conf:0.90) 🌿 Logistic Model: R:141 (conf:0.50), F:36 ⚖️ Ratio Model: R:92, F:22 (conf:0.65) 🦊 LV Model: R:37 (conf:0.90), F:56 (conf:0.90) 🌿 Logistic Model: R:102 (conf:0.50), F:54 ⚖️ Ratio Model: R:102, F:29 (conf:0.65) 🦊 LV Model: R:9 (conf:0.60), F:77 (conf:0.90) 🌿 Logistic Model: R:53 (conf:0.50), F:74 ⚖️ Ratio Model: R:88, F:38 (conf:0.65) 🦊 LV Model: R:0 (conf:0.60), F:100 (conf:0.90) 🌿 Logistic Model: R:16 (conf:0.50), F:85 ⚖️ Ratio Model: R:64, F:49 (conf:0.65) 🦊 LV Model: R:0 (conf:0.60), F:94 (conf:0.90) 🌿 Logistic Model: R:0 (conf:0.50), F:93 ⚖️ Ratio Model: R:36, F:57 (conf:0.65) 🦊 LV Model: R:0 (conf:0.60), F:87 (conf:0.90) 🌿 Logistic Model: R:0 (conf:0.50), F:86 ⚖️ Ratio Model: R:18, F:58 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 5! Population too low: R=7, F=79 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:0 (conf:0.60), F:78 (conf:0.90) 🌿 Logistic Model: R:0 (conf:0.50), F:78 ⚖️ Ratio Model: R:9, F:54 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 6! Population too low: R=3, F=71 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:0 (conf:0.60), F:71 (conf:0.90) 🌿 Logistic Model: R:1 (conf:0.50), F:67 ⚖️ Ratio Model: R:4, F:49 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 7! Population too low: R=2, F=64 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:0 (conf:0.60), F:58 (conf:0.90) 🌿 Logistic Model: R:1 (conf:0.50), F:62 ⚖️ Ratio Model: R:2, F:43 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 8! Population too low: R=1, F=55 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:0 (conf:0.60), F:51 (conf:0.90) 🌿 Logistic Model: R:1 (conf:0.50), F:53 ⚖️ Ratio Model: R:1, F:38 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 9! Population too low: R=1, F=48 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:0 (conf:0.60), F:47 (conf:0.90) 🌿 Logistic Model: R:1 (conf:0.50), F:45 ⚖️ Ratio Model: R:1, F:33 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 10! Population too low: R=1, F=42 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:0 (conf:0.60), F:40 (conf:0.90) 🌿 Logistic Model: R:1 (conf:0.50), F:40 ⚖️ Ratio Model: R:1, F:29 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 11! Population too low: R=0, F=37 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:0 (conf:0.60), F:35 (conf:0.90) 🌿 Logistic Model: R:1 (conf:0.50), F:35 ⚖️ Ratio Model: R:1, F:25 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 12! Population too low: R=0, F=32 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:0 (conf:0.60), F:30 (conf:0.90) 🌿 Logistic Model: R:1 (conf:0.50), F:30 ⚖️ Ratio Model: R:1, F:22 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 13! Population too low: R=0, F=28 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:0 (conf:0.60), F:28 (conf:0.90) 🌿 Logistic Model: R:1 (conf:0.50), F:27 ⚖️ Ratio Model: R:1, F:19 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 14! Population too low: R=0, F=25 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:0 (conf:0.60), F:23 (conf:0.90) 🌿 Logistic Model: R:1 (conf:0.50), F:24 ⚖️ Ratio Model: R:1, F:17 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 15! Population too low: R=0, F=22 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:0 (conf:0.60), F:21 (conf:0.90) 🌿 Logistic Model: R:1 (conf:0.50), F:20 ⚖️ Ratio Model: R:1, F:15 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 16! Population too low: R=1, F=19 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:0 (conf:0.60), F:18 (conf:0.90) 🌿 Logistic Model: R:1 (conf:0.50), F:17 ⚖️ Ratio Model: R:1, F:13 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 17! Population too low: R=1, F=16 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:0 (conf:0.60), F:16 (conf:0.90) 🌿 Logistic Model: R:1 (conf:0.50), F:16 ⚖️ Ratio Model: R:1, F:11 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 18! Population too low: R=1, F=14 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:1 (conf:0.60), F:14 (conf:0.90) 🌿 Logistic Model: R:1 (conf:0.50), F:13 ⚖️ Ratio Model: R:1, F:10 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 19! Population too low: R=1, F=13 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:1 (conf:0.60), F:11 (conf:0.90) 🌿 Logistic Model: R:1 (conf:0.50), F:12 ⚖️ Ratio Model: R:1, F:9 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 20! Population too low: R=1, F=11 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:1 (conf:0.60), F:10 (conf:0.90) 🌿 Logistic Model: R:2 (conf:0.50), F:10 ⚖️ Ratio Model: R:1, F:7 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 21! Population too low: R=1, F=9 Intervention: Restoring rabbit population to 10 Intervention: Restoring fox population to 10 🦊 LV Model: R:1 (conf:0.60), F:9 (conf:0.90) 🌿 Logistic Model: R:2 (conf:0.50), F:9 ⚖️ Ratio Model: R:2, F:7 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 22! Population too low: R=2, F=8 Intervention: Restoring rabbit population to 10 Intervention: Restoring fox population to 10 🦊 LV Model: R:2 (conf:0.60), F:8 (conf:0.90) 🌿 Logistic Model: R:3 (conf:0.50), F:8 ⚖️ Ratio Model: R:2, F:6 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 23! Population too low: R=2, F=7 Intervention: Restoring rabbit population to 10 Intervention: Restoring fox population to 10 🦊 LV Model: R:2 (conf:0.60), F:7 (conf:0.90) 🌿 Logistic Model: R:4 (conf:0.50), F:7 ⚖️ Ratio Model: R:3, F:5 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 24! Population too low: R=3, F=6 Intervention: Restoring rabbit population to 10 Intervention: Restoring fox population to 10 🦊 LV Model: R:3 (conf:0.60), F:6 (conf:0.90) 🌿 Logistic Model: R:5 (conf:0.50), F:6 ⚖️ Ratio Model: R:4, F:4 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 25! Population too low: R=4, F=6 Intervention: Restoring rabbit population to 10 Intervention: Restoring fox population to 10 🦊 LV Model: R:4 (conf:0.60), F:6 (conf:0.90) 🌿 Logistic Model: R:7 (conf:0.50), F:6 ⚖️ Ratio Model: R:5, F:4 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 26! Population too low: R=5, F=5 Intervention: Restoring rabbit population to 10 Intervention: Restoring fox population to 10 🦊 LV Model: R:5 (conf:0.60), F:5 (conf:0.60) 🌿 Logistic Model: R:10 (conf:0.50), F:5 ⚖️ Ratio Model: R:6, F:4 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 27! Population too low: R=7, F=5 Intervention: Restoring rabbit population to 10 Intervention: Restoring fox population to 10 🦊 LV Model: R:7 (conf:0.60), F:4 (conf:0.60) 🌿 Logistic Model: R:13 (conf:0.50), F:4 ⚖️ Ratio Model: R:8, F:4 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 28! Population too low: R=9, F=4 Intervention: Restoring rabbit population to 10 Intervention: Restoring fox population to 10 🦊 LV Model: R:9 (conf:0.60), F:4 (conf:0.60) 🌿 Logistic Model: R:18 (conf:0.50), F:4 ⚖️ Ratio Model: R:10, F:4 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 29! Population too low: R=12, F=4 Intervention: Restoring fox population to 10 🦊 LV Model: R:12 (conf:0.90), F:4 (conf:0.60) 🌿 Logistic Model: R:23 (conf:0.50), F:4 ⚖️ Ratio Model: R:13, F:4 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 30! Population too low: R=15, F=4 Intervention: Restoring fox population to 10 🦊 LV Model: R:15 (conf:0.90), F:5 (conf:0.60) 🌿 Logistic Model: R:29 (conf:0.50), F:4 ⚖️ Ratio Model: R:15, F:4 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 31! Population too low: R=19, F=4 Intervention: Restoring fox population to 10 🦊 LV Model: R:18 (conf:0.90), F:5 (conf:0.60) 🌿 Logistic Model: R:35 (conf:0.50), F:4 ⚖️ Ratio Model: R:18, F:4 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 32! Population too low: R=22, F=4 Intervention: Restoring fox population to 10 🦊 LV Model: R:23 (conf:0.90), F:5 (conf:0.90) 🌿 Logistic Model: R:39 (conf:0.50), F:5 ⚖️ Ratio Model: R:20, F:5 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 33! Population too low: R=26, F=5 Intervention: Restoring fox population to 10 🦊 LV Model: R:26 (conf:0.90), F:6 (conf:0.90) 🌿 Logistic Model: R:51 (conf:0.50), F:6 ⚖️ Ratio Model: R:23, F:5 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 34! Population too low: R=31, F=6 Intervention: Restoring fox population to 10 🦊 LV Model: R:31 (conf:0.90), F:7 (conf:0.90) 🌿 Logistic Model: R:53 (conf:0.50), F:7 ⚖️ Ratio Model: R:28, F:6 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 35! Population too low: R=35, F=7 Intervention: Restoring fox population to 10 🦊 LV Model: R:32 (conf:0.90), F:9 (conf:0.90) 🌿 Logistic Model: R:62 (conf:0.50), F:8 ⚖️ Ratio Model: R:32, F:7 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 36! Population too low: R=39, F=8 Intervention: Restoring fox population to 10 🦊 LV Model: R:38 (conf:0.90), F:11 (conf:0.90) 🌿 Logistic Model: R:68 (conf:0.50), F:10 ⚖️ Ratio Model: R:37, F:9 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 37! Population too low: R=45, F=10 Intervention: Restoring fox population to 10 🦊 LV Model: R:36 (conf:0.90), F:14 (conf:0.90) 🌿 Logistic Model: R:76 (conf:0.50), F:14 ⚖️ Ratio Model: R:43, F:10 (conf:0.65) 🦊 LV Model: R:40 (conf:0.90), F:19 (conf:0.90) 🌿 Logistic Model: R:77 (conf:0.50), F:16 ⚖️ Ratio Model: R:49, F:12 (conf:0.65) 🦊 LV Model: R:37 (conf:0.90), F:23 (conf:0.90) 🌿 Logistic Model: R:84 (conf:0.50), F:21 ⚖️ Ratio Model: R:55, F:15 (conf:0.65) 🦊 LV Model: R:38 (conf:0.90), F:28 (conf:0.90) 🌿 Logistic Model: R:80 (conf:0.50), F:28 ⚖️ Ratio Model: R:60, F:18 (conf:0.65) 🦊 LV Model: R:32 (conf:0.90), F:38 (conf:0.90) 🌿 Logistic Model: R:71 (conf:0.50), F:35 ⚖️ Ratio Model: R:63, F:22 (conf:0.65) 🦊 LV Model: R:22 (conf:0.90), F:44 (conf:0.90) 🌿 Logistic Model: R:55 (conf:0.50), F:44 ⚖️ Ratio Model: R:61, F:26 (conf:0.65) 🦊 LV Model: R:14 (conf:0.90), F:54 (conf:0.90) 🌿 Logistic Model: R:41 (conf:0.50), F:50 ⚖️ Ratio Model: R:52, F:30 (conf:0.65) 🦊 LV Model: R:6 (conf:0.60), F:59 (conf:0.90) 🌿 Logistic Model: R:26 (conf:0.50), F:56 ⚖️ Ratio Model: R:41, F:34 (conf:0.65) 🦊 LV Model: R:2 (conf:0.60), F:65 (conf:0.90) 🌿 Logistic Model: R:17 (conf:0.50), F:55 ⚖️ Ratio Model: R:32, F:37 (conf:0.65) 🦊 LV Model: R:0 (conf:0.60), F:65 (conf:0.90) 🌿 Logistic Model: R:11 (conf:0.50), F:57 ⚖️ Ratio Model: R:22, F:38 (conf:0.65) 🦊 LV Model: R:0 (conf:0.60), F:62 (conf:0.90) 🌿 Logistic Model: R:7 (conf:0.50), F:55 ⚖️ Ratio Model: R:15, F:38 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 48! Population too low: R=8, F=53 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:0 (conf:0.60), F:53 (conf:0.90) 🌿 Logistic Model: R:5 (conf:0.50), F:52 ⚖️ Ratio Model: R:10, F:37 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 49! Population too low: R=5, F=48 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:1 (conf:0.60), F:51 (conf:0.90) 🌿 Logistic Model: R:4 (conf:0.50), F:48 ⚖️ Ratio Model: R:7, F:33 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 50! Population too low: R=4, F=45 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:1 (conf:0.60), F:44 (conf:0.90) 🌿 Logistic Model: R:3 (conf:0.50), F:42 ⚖️ Ratio Model: R:5, F:31 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 51! Population too low: R=3, F=40 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:1 (conf:0.60), F:38 (conf:0.90) 🌿 Logistic Model: R:3 (conf:0.50), F:36 ⚖️ Ratio Model: R:4, F:27 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 52! Population too low: R=3, F=34 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:1 (conf:0.60), F:32 (conf:0.90) 🌿 Logistic Model: R:3 (conf:0.50), F:34 ⚖️ Ratio Model: R:4, F:24 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 53! Population too low: R=3, F=30 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:1 (conf:0.60), F:31 (conf:0.90) 🌿 Logistic Model: R:3 (conf:0.50), F:28 ⚖️ Ratio Model: R:3, F:21 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 54! Population too low: R=3, F=27 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:1 (conf:0.60), F:27 (conf:0.90) 🌿 Logistic Model: R:3 (conf:0.50), F:25 ⚖️ Ratio Model: R:3, F:19 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 55! Population too low: R=3, F=24 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:2 (conf:0.60), F:23 (conf:0.90) 🌿 Logistic Model: R:4 (conf:0.50), F:24 ⚖️ Ratio Model: R:4, F:17 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 56! Population too low: R=3, F=22 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:2 (conf:0.60), F:21 (conf:0.90) 🌿 Logistic Model: R:4 (conf:0.50), F:20 ⚖️ Ratio Model: R:4, F:15 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 57! Population too low: R=3, F=19 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:2 (conf:0.60), F:20 (conf:0.90) 🌿 Logistic Model: R:5 (conf:0.50), F:18 ⚖️ Ratio Model: R:4, F:13 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 58! Population too low: R=4, F=17 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:2 (conf:0.60), F:17 (conf:0.90) 🌿 Logistic Model: R:6 (conf:0.50), F:16 ⚖️ Ratio Model: R:5, F:12 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 59! Population too low: R=4, F=15 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:3 (conf:0.60), F:15 (conf:0.90) 🌿 Logistic Model: R:7 (conf:0.50), F:14 ⚖️ Ratio Model: R:6, F:11 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 60! Population too low: R=5, F=14 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:5 (conf:0.60), F:13 (conf:0.90) 🌿 Logistic Model: R:8 (conf:0.50), F:14 ⚖️ Ratio Model: R:7, F:10 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 61! Population too low: R=6, F=12 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:6 (conf:0.60), F:11 (conf:0.90) 🌿 Logistic Model: R:11 (conf:0.50), F:12 ⚖️ Ratio Model: R:8, F:9 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 62! Population too low: R=8, F=11 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:8 (conf:0.60), F:11 (conf:0.90) 🌿 Logistic Model: R:14 (conf:0.50), F:11 ⚖️ Ratio Model: R:10, F:8 (conf:0.65) 🦊 LV Model: R:9 (conf:0.60), F:10 (conf:0.90) 🌿 Logistic Model: R:18 (conf:0.50), F:10 ⚖️ Ratio Model: R:13, F:8 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 64! Population too low: R=13, F=9 Intervention: Restoring fox population to 10 🦊 LV Model: R:11 (conf:0.90), F:10 (conf:0.90) 🌿 Logistic Model: R:23 (conf:0.50), F:10 ⚖️ Ratio Model: R:16, F:7 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 65! Population too low: R=16, F=9 Intervention: Restoring fox population to 10 🦊 LV Model: R:14 (conf:0.90), F:10 (conf:0.90) 🌿 Logistic Model: R:27 (conf:0.50), F:10 ⚖️ Ratio Model: R:18, F:7 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 66! Population too low: R=19, F=9 Intervention: Restoring fox population to 10 🦊 LV Model: R:17 (conf:0.90), F:11 (conf:0.90) 🌿 Logistic Model: R:32 (conf:0.50), F:10 ⚖️ Ratio Model: R:22, F:8 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 67! Population too low: R=22, F=10 Intervention: Restoring fox population to 10 🦊 LV Model: R:20 (conf:0.90), F:12 (conf:0.90) 🌿 Logistic Model: R:40 (conf:0.50), F:11 ⚖️ Ratio Model: R:25, F:8 (conf:0.65) 🦊 LV Model: R:22 (conf:0.90), F:12 (conf:0.90) 🌿 Logistic Model: R:46 (conf:0.50), F:12 ⚖️ Ratio Model: R:30, F:9 (conf:0.65) 🦊 LV Model: R:26 (conf:0.90), F:13 (conf:0.90) 🌿 Logistic Model: R:52 (conf:0.50), F:14 ⚖️ Ratio Model: R:34, F:10 (conf:0.65) 🦊 LV Model: R:27 (conf:0.90), F:16 (conf:0.90) 🌿 Logistic Model: R:58 (conf:0.50), F:15 ⚖️ Ratio Model: R:38, F:11 (conf:0.65) 🦊 LV Model: R:30 (conf:0.90), F:19 (conf:0.90) 🌿 Logistic Model: R:61 (conf:0.50), F:18 ⚖️ Ratio Model: R:42, F:13 (conf:0.65) 🦊 LV Model: R:33 (conf:0.90), F:20 (conf:0.90) 🌿 Logistic Model: R:63 (conf:0.50), F:21 ⚖️ Ratio Model: R:46, F:15 (conf:0.65) 🦊 LV Model: R:32 (conf:0.90), F:26 (conf:0.90) 🌿 Logistic Model: R:62 (conf:0.50), F:25 ⚖️ Ratio Model: R:50, F:16 (conf:0.65) 🦊 LV Model: R:31 (conf:0.90), F:29 (conf:0.90) 🌿 Logistic Model: R:63 (conf:0.50), F:29 ⚖️ Ratio Model: R:52, F:19 (conf:0.65) 🦊 LV Model: R:25 (conf:0.90), F:35 (conf:0.90) 🌿 Logistic Model: R:58 (conf:0.50), F:35 ⚖️ Ratio Model: R:54, F:22 (conf:0.65) 🦊 LV Model: R:20 (conf:0.90), F:46 (conf:0.90) 🌿 Logistic Model: R:51 (conf:0.50), F:40 ⚖️ Ratio Model: R:51, F:25 (conf:0.65) 🦊 LV Model: R:13 (conf:0.90), F:51 (conf:0.90) 🌿 Logistic Model: R:38 (conf:0.50), F:47 ⚖️ Ratio Model: R:46, F:29 (conf:0.65) 🦊 LV Model: R:6 (conf:0.60), F:52 (conf:0.90) 🌿 Logistic Model: R:27 (conf:0.50), F:49 ⚖️ Ratio Model: R:37, F:32 (conf:0.65) 🦊 LV Model: R:4 (conf:0.60), F:53 (conf:0.90) 🌿 Logistic Model: R:20 (conf:0.50), F:52 ⚖️ Ratio Model: R:30, F:33 (conf:0.65) 🦊 LV Model: R:3 (conf:0.60), F:55 (conf:0.90) 🌿 Logistic Model: R:14 (conf:0.50), F:51 ⚖️ Ratio Model: R:24, F:33 (conf:0.65) 🦊 LV Model: R:2 (conf:0.60), F:50 (conf:0.90) 🌿 Logistic Model: R:12 (conf:0.50), F:50 ⚖️ Ratio Model: R:18, F:33 (conf:0.65) 🦊 LV Model: R:2 (conf:0.60), F:45 (conf:0.90) 🌿 Logistic Model: R:9 (conf:0.50), F:44 ⚖️ Ratio Model: R:14, F:32 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 83! Population too low: R=8, F=41 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:2 (conf:0.60), F:43 (conf:0.90) 🌿 Logistic Model: R:8 (conf:0.50), F:42 ⚖️ Ratio Model: R:11, F:29 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 84! Population too low: R=7, F=38 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:2 (conf:0.60), F:39 (conf:0.90) 🌿 Logistic Model: R:7 (conf:0.50), F:38 ⚖️ Ratio Model: R:9, F:27 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 85! Population too low: R=6, F=36 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:2 (conf:0.60), F:32 (conf:0.90) 🌿 Logistic Model: R:7 (conf:0.50), F:35 ⚖️ Ratio Model: R:8, F:25 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 86! Population too low: R=6, F=31 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:2 (conf:0.60), F:33 (conf:0.90) 🌿 Logistic Model: R:7 (conf:0.50), F:31 ⚖️ Ratio Model: R:7, F:22 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 87! Population too low: R=6, F=29 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:3 (conf:0.60), F:30 (conf:0.90) 🌿 Logistic Model: R:7 (conf:0.50), F:29 ⚖️ Ratio Model: R:7, F:20 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 88! Population too low: R=6, F=27 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:3 (conf:0.60), F:27 (conf:0.90) 🌿 Logistic Model: R:7 (conf:0.50), F:26 ⚖️ Ratio Model: R:7, F:19 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 89! Population too low: R=6, F=25 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:3 (conf:0.60), F:25 (conf:0.90) 🌿 Logistic Model: R:8 (conf:0.50), F:23 ⚖️ Ratio Model: R:8, F:17 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 90! Population too low: R=6, F=22 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:4 (conf:0.60), F:24 (conf:0.90) 🌿 Logistic Model: R:9 (conf:0.50), F:21 ⚖️ Ratio Model: R:8, F:16 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 91! Population too low: R=7, F=21 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:5 (conf:0.60), F:22 (conf:0.90) 🌿 Logistic Model: R:10 (conf:0.50), F:21 ⚖️ Ratio Model: R:9, F:15 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 92! Population too low: R=8, F=20 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:6 (conf:0.60), F:21 (conf:0.90) 🌿 Logistic Model: R:12 (conf:0.50), F:21 ⚖️ Ratio Model: R:10, F:14 (conf:0.65) 🚨 ECOSYSTEM CRISIS at step 93! Population too low: R=9, F=19 Intervention: Restoring rabbit population to 10 🦊 LV Model: R:6 (conf:0.60), F:18 (conf:0.90) 🌿 Logistic Model: R:15 (conf:0.50), F:19 ⚖️ Ratio Model: R:12, F:14 (conf:0.65) 🦊 LV Model: R:8 (conf:0.60), F:19 (conf:0.90) 🌿 Logistic Model: R:16 (conf:0.50), F:17 ⚖️ Ratio Model: R:14, F:12 (conf:0.65) 🦊 LV Model: R:9 (conf:0.60), F:17 (conf:0.90) 🌿 Logistic Model: R:20 (conf:0.50), F:17 ⚖️ Ratio Model: R:16, F:12 (conf:0.65) 🦊 LV Model: R:11 (conf:0.90), F:16 (conf:0.90) 🌿 Logistic Model: R:21 (conf:0.50), F:16 ⚖️ Ratio Model: R:18, F:12 (conf:0.65) 🦊 LV Model: R:12 (conf:0.90), F:17 (conf:0.90) 🌿 Logistic Model: R:26 (conf:0.50), F:16 ⚖️ Ratio Model: R:20, F:11 (conf:0.65) 🦊 LV Model: R:14 (conf:0.90), F:17 (conf:0.90) 🌿 Logistic Model: R:29 (conf:0.50), F:16 ⚖️ Ratio Model: R:22, F:12 (conf:0.65) ============================================================ Simulation Complete! Final: 20 rabbits, 15 foxes Ecosystem interventions: 63 ============================================================ 📊 Ecosystem Dynamics Analysis ---------------------------------------- 🐇 Rabbits: Initial: 100 Final: 20 Mean: 18 Std Dev: 20 Min: 0 Max: 100 🦊 Foxes: Initial: 20 Final: 15 Mean: 26 Std Dev: 19 Min: 4 Max: 84 📈 Rabbit-Fox Correlation: -0.003 → Weak correlation (other dynamics at play) 🔄 Cycles detected: Rabbit peaks: 2 Fox peaks: 3 Avg rabbit cycle length: 34 steps ⚖️ Rabbit:Fox Ratio: Mean: 1.18 Std: 1.45 Min: 0.01 Max: 5.33 ⚠️ Extinction Risk (% steps below 10): Rabbits: 49.5% Foxes: 20.8%