Policy proposals generated by the CanuckDUCK AI pipeline and scored through the RIPPLE causal graph.
Epoch: 133 Domain: financial Fiscal cost estimate: +$137.87B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$143.00B → consumer_spending (Consumer Spending Growth) via interest_rate −$3.10B → healthcare_spending (Healthcare Spending) via inter…
Epoch: 132 Domain: economic Fiscal cost estimate (LLM): $14.00B CAD Structural estimate (RIPPLE): +$57.59B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$49.50B → consumer_spending (Consumer Spending Growth) via boc_overnig…
Epoch: 132 Domain: economic Fiscal cost estimate (LLM): $4.20B CAD Structural estimate (RIPPLE): +$71.99B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$61.88B → consumer_spending (Consumer Spending Growth) via boc_overnigh…
Epoch: 132 Domain: economic Fiscal cost estimate (LLM): $6.40B CAD Structural estimate (RIPPLE): +$41.13B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$35.36B → consumer_spending (Consumer Spending Growth) via boc_overnigh…
Epoch: 132 Domain: economic Fiscal cost estimate: +$46.33B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$47.67B → consumer_spending (Consumer Spending Growth) via interest_rate −$1.03B → healthcare_spending (Healthcare Spending) via interest…
Epoch: 132 Domain: economic Fiscal cost estimate (LLM): $4.50B CAD Structural estimate (RIPPLE): +$41.13B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$35.36B → consumer_spending (Consumer Spending Growth) via boc_overnigh…
Epoch: 132 Domain: economic Fiscal cost estimate: +$137.46B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$143.00B → consumer_spending (Consumer Spending Growth) via interest_rate −$3.10B → healthcare_spending (Healthcare Spending) via intere…
Epoch: 132 Domain: economic Fiscal cost estimate (LLM): $2.45B CAD Structural estimate (RIPPLE): +$35.99B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$30.94B → consumer_spending (Consumer Spending Growth) via boc_overnigh…
Epoch: 132 Domain: economic Fiscal cost estimate (LLM): $8.50B CAD Structural estimate (RIPPLE): +$35.99B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$30.94B → consumer_spending (Consumer Spending Growth) via boc_overnigh…
Epoch: 132 Domain: financial Fiscal cost estimate: +$137.46B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$143.00B → consumer_spending (Consumer Spending Growth) via interest_rate −$3.10B → healthcare_spending (Healthcare Spending) via inter…
Epoch: 132 Domain: economic Fiscal cost estimate (LLM): $1.20B CAD Structural estimate (RIPPLE): +$41.13B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$35.36B → consumer_spending (Consumer Spending Growth) via boc_overnigh…
Epoch: 132 Domain: financial Fiscal cost estimate: +$91.64B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$95.33B → consumer_spending (Consumer Spending Growth) via interest_rate −$2.07B → healthcare_spending (Healthcare Spending) via interes…
Epoch: 132 Domain: financial Fiscal cost estimate: +$45.82B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$47.67B → consumer_spending (Consumer Spending Growth) via interest_rate −$1.03B → healthcare_spending (Healthcare Spending) via interes…
Epoch: 132 Domain: economic Fiscal cost estimate (LLM): $3.50B CAD Structural estimate (RIPPLE): +$71.99B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$61.88B → consumer_spending (Consumer Spending Growth) via boc_overnigh…
Epoch: 132 Domain: financial Fiscal cost estimate: +$137.46B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$143.00B → consumer_spending (Consumer Spending Growth) via interest_rate −$3.10B → healthcare_spending (Healthcare Spending) via inter…
Epoch: 132 Domain: economic Fiscal cost estimate: +$137.46B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$143.00B → consumer_spending (Consumer Spending Growth) via interest_rate −$3.10B → healthcare_spending (Healthcare Spending) via intere…
Epoch: 132 Domain: trade Fiscal cost estimate (LLM): $0.75B CAD Structural estimate (RIPPLE): +$5.01B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$3.54B → consumer_spending (Consumer Spending Growth) via trade_balance +$1…
Epoch: 132 Domain: financial Fiscal cost estimate: +$137.46B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$143.00B → consumer_spending (Consumer Spending Growth) via interest_rate −$3.10B → healthcare_spending (Healthcare Spending) via inter…
Epoch: 132 Domain: financial Fiscal cost estimate: +$137.46B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$143.00B → consumer_spending (Consumer Spending Growth) via interest_rate −$3.10B → healthcare_spending (Healthcare Spending) via inter…
Epoch: 132 Domain: financial Fiscal cost estimate: +$137.46B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$143.00B → consumer_spending (Consumer Spending Growth) via interest_rate −$3.10B → healthcare_spending (Healthcare Spending) via inter…
Epoch: 132 Domain: financial Fiscal cost estimate (LLM): $2.80B CAD Structural estimate (RIPPLE): +$137.75B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$143.00B → consumer_spending (Consumer Spending Growth) via interest_…
Epoch: 132 Domain: financial Fiscal cost estimate: +$183.98B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$190.67B → consumer_spending (Consumer Spending Growth) via interest_rate −$4.13B → healthcare_spending (Healthcare Spending) via inter…
Epoch: 132 Domain: financial Fiscal cost estimate: +$137.46B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$143.00B → consumer_spending (Consumer Spending Growth) via interest_rate −$3.10B → healthcare_spending (Healthcare Spending) via inter…
Epoch: 132 Domain: financial Fiscal cost estimate: +$198.89B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$211.20B → consumer_spending (Consumer Spending Growth) via inflation_rate −$28.09B → budgetary_balance (Budgetary Balance (Deficit/Sur…
Epoch: 132 Domain: economic Fiscal cost estimate (LLM): $0.80B CAD Structural estimate (RIPPLE): +$18.15B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$11.00B → consumer_spending (Consumer Spending Growth) via trade_balanc…
Epoch: 132 Domain: economic Fiscal cost estimate (LLM): $3.00B CAD Structural estimate (RIPPLE): +$30.85B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$26.52B → consumer_spending (Consumer Spending Growth) via boc_overnigh…
Epoch: 132 Domain: financial Fiscal cost estimate (LLM): $1.85B CAD Structural estimate (RIPPLE): +$137.46B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$143.00B → consumer_spending (Consumer Spending Growth) via interest_…
Epoch: 132 Domain: economic Fiscal cost estimate: +$71.99B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$61.88B → consumer_spending (Consumer Spending Growth) via boc_overnight_rate +$4.65B → healthcare_spending (Healthcare Spending) via bus…
Epoch: 131 Domain: financial Fiscal cost estimate: +$91.64B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$95.33B → consumer_spending (Consumer Spending Growth) via interest_rate −$2.07B → healthcare_spending (Healthcare Spending) via interes…
Epoch: 131 Domain: financial Fiscal cost estimate: +$137.46B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$143.00B → consumer_spending (Consumer Spending Growth) via interest_rate −$3.10B → healthcare_spending (Healthcare Spending) via inter…
Epoch: 131 Domain: financial Fiscal cost estimate: +$45.82B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$47.67B → consumer_spending (Consumer Spending Growth) via interest_rate −$1.03B → healthcare_spending (Healthcare Spending) via interes…
Epoch: 131 Domain: financial Fiscal cost estimate: +$92.66B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$95.33B → consumer_spending (Consumer Spending Growth) via interest_rate −$2.07B → healthcare_spending (Healthcare Spending) via interes…
Epoch: 131 Domain: economic Fiscal cost estimate: +$92.66B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$95.33B → consumer_spending (Consumer Spending Growth) via interest_rate −$2.07B → healthcare_spending (Healthcare Spending) via interest…
Epoch: 131 Domain: financial Fiscal cost estimate: +$138.49B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$143.00B → consumer_spending (Consumer Spending Growth) via interest_rate −$3.10B → healthcare_spending (Healthcare Spending) via inter…
Epoch: 131 Domain: economic Fiscal cost estimate (LLM): $3.15B CAD Structural estimate (RIPPLE): +$71.99B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$61.88B → consumer_spending (Consumer Spending Growth) via boc_overnigh…
Epoch: 131 Domain: economic Fiscal cost estimate: +$137.75B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$143.00B → consumer_spending (Consumer Spending Growth) via interest_rate −$3.10B → healthcare_spending (Healthcare Spending) via intere…
Epoch: 131 Domain: financial Fiscal cost estimate: +$183.98B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$190.67B → consumer_spending (Consumer Spending Growth) via interest_rate −$4.13B → healthcare_spending (Healthcare Spending) via inter…
Epoch: 131 Domain: financial Fiscal cost estimate: +$91.99B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$95.33B → consumer_spending (Consumer Spending Growth) via interest_rate −$2.07B → healthcare_spending (Healthcare Spending) via interes…
Epoch: 131 Domain: financial Fiscal cost estimate: +$91.64B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$95.33B → consumer_spending (Consumer Spending Growth) via interest_rate −$2.07B → healthcare_spending (Healthcare Spending) via interes…
Epoch: 131 Domain: economic Fiscal cost estimate (LLM): $12.60B CAD Structural estimate (RIPPLE): +$57.59B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$49.50B → consumer_spending (Consumer Spending Growth) via boc_overnig…
Epoch: 131 Domain: financial Fiscal cost estimate: +$91.99B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$95.33B → consumer_spending (Consumer Spending Growth) via interest_rate −$2.07B → healthcare_spending (Healthcare Spending) via interes…
Epoch: 131 Domain: economic Fiscal cost estimate: +$198.89B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$211.20B → consumer_spending (Consumer Spending Growth) via inflation_rate −$28.09B → budgetary_balance (Budgetary Balance (Deficit/Surp…
Epoch: 131 Domain: economic Fiscal cost estimate: +$184.43B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$190.67B → consumer_spending (Consumer Spending Growth) via interest_rate −$4.13B → healthcare_spending (Healthcare Spending) via intere…
Epoch: 131 Domain: trade Fiscal cost estimate: +$0.00B CAD net (RIPPLE-derived; LLM omitted) Causal effects: 24 downstream variables affected (22 immediate) Divergence after: 1,650.815 Variable changes exports_to_eu: 27.3 → 29
Epoch: 131 Domain: economic Fiscal cost estimate: -$312.22B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths −$207.66B → consumer_spending (Consumer Spending Growth) via employment_rate −$75.51B → education_spending (Education Spending) via gdp_g…
Epoch: 131 Domain: financial Fiscal cost estimate: +$92.21B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$95.33B → consumer_spending (Consumer Spending Growth) via interest_rate −$2.07B → healthcare_spending (Healthcare Spending) via interes…
Epoch: 131 Domain: financial Fiscal cost estimate: +$45.82B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$47.67B → consumer_spending (Consumer Spending Growth) via interest_rate −$1.03B → healthcare_spending (Healthcare Spending) via interes…
Epoch: 131 Domain: economic Fiscal cost estimate: +$0.00B CAD net (RIPPLE-derived; LLM omitted) Causal effects: 136 downstream variables affected (116 immediate) Divergence after: 1,882.260 Variable changes exchange_rate: 0.71 → 0.73
Epoch: 128 Domain: fiscal Fiscal cost estimate: $12.92B CAD Causal effects: 862 downstream variables affected (0 immediate) Variable changes federal_spending: 520.3 → 545
Epoch: 128 Domain: financial Fiscal cost estimate (LLM): $1.85B CAD Structural estimate (RIPPLE): +$45.82B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$47.67B → consumer_spending (Consumer Spending Growth) via interest_ra…
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