Policy proposals generated by the CanuckDUCK AI pipeline and scored through the RIPPLE causal graph.
Epoch: 138 Domain: housing Fiscal cost estimate (LLM): $1.50B CAD Structural estimate (RIPPLE): +$18.60B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$16.50B → consumer_spending (Consumer Spending Growth) via stock_market_…
Epoch: 138 Domain: housing Fiscal cost estimate (LLM): $1.20B CAD Structural estimate (RIPPLE): +$14.31B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$12.69B → consumer_spending (Consumer Spending Growth) via stock_market_…
Epoch: 138 Domain: economic Fiscal cost estimate: +$199.81B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$190.67B → consumer_spending (Consumer Spending Growth) via interest_rate +$4.65B → healthcare_spending (Healthcare Spending) via busine…
Epoch: 138 Domain: housing Fiscal cost estimate (LLM): $4.50B CAD Structural estimate (RIPPLE): +$14.31B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$12.69B → consumer_spending (Consumer Spending Growth) via stock_market_…
Epoch: 138 Domain: housing Fiscal cost estimate (LLM): $2.50B CAD Structural estimate (RIPPLE): +$14.31B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$12.69B → consumer_spending (Consumer Spending Growth) via stock_market_…
Epoch: 138 Domain: economic Fiscal cost estimate (LLM): $0.50B CAD Structural estimate (RIPPLE): +$62.53B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$61.40B → consumer_spending (Consumer Spending Growth) via stock_market…
Epoch: 138 Domain: economic Fiscal cost estimate (LLM): $2.50B CAD Structural estimate (RIPPLE): +$28.79B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$24.75B → consumer_spending (Consumer Spending Growth) via boc_overnigh…
Epoch: 138 Domain: economic Fiscal cost estimate (LLM): $15.50B CAD Structural estimate (RIPPLE): +$37.20B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$33.00B → consumer_spending (Consumer Spending Growth) via stock_marke…
Epoch: 138 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: 138 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: 138 Domain: economic 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 interest…
Epoch: 138 Domain: economic 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 interest…
Epoch: 138 Domain: financial Fiscal cost estimate (LLM): $1.50B CAD Structural estimate (RIPPLE): +$28.79B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$24.75B → consumer_spending (Consumer Spending Growth) via boc_overnig…
Epoch: 138 Domain: economic Fiscal cost estimate (LLM): $91.00B CAD Structural estimate (RIPPLE): +$26.04B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$23.10B → consumer_spending (Consumer Spending Growth) via stock_marke…
Epoch: 138 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: 138 Domain: economic Fiscal cost estimate (LLM): $4.20B CAD Structural estimate (RIPPLE): +$28.79B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$24.75B → consumer_spending (Consumer Spending Growth) via boc_overnigh…
Epoch: 138 Domain: financial Fiscal cost estimate: -$312.44B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths −$207.68B → consumer_spending (Consumer Spending Growth) via employment_rate −$75.52B → education_spending (Education Spending) via gdp_…
Epoch: 138 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: 138 Domain: financial Fiscal cost estimate: +$183.28B 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: 138 Domain: housing Fiscal cost estimate (LLM): $12.50B CAD Structural estimate (RIPPLE): +$28.62B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$25.38B → consumer_spending (Consumer Spending Growth) via stock_market…
Epoch: 138 Domain: economic Fiscal cost estimate (LLM): $2.50B 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: 138 Domain: economic Fiscal cost estimate (LLM): $2.50B CAD Structural estimate (RIPPLE): +$43.19B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$37.13B → consumer_spending (Consumer Spending Growth) via boc_overnigh…
Epoch: 138 Domain: housing Fiscal cost estimate (LLM): $6.50B CAD Structural estimate (RIPPLE): +$8.58B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; agrees) Top RIPPLE cost paths +$7.62B → consumer_spending (Consumer Spending Growth) via stock_market_inde…
Epoch: 138 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: 138 Domain: housing Fiscal cost estimate (LLM): $2.50B CAD Structural estimate (RIPPLE): +$14.31B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$12.69B → consumer_spending (Consumer Spending Growth) via stock_market_…
Epoch: 138 Domain: housing Fiscal cost estimate: +$54.98B CAD net (RIPPLE-derived; LLM omitted) Top RIPPLE cost paths +$57.20B → consumer_spending (Consumer Spending Growth) via interest_rate −$1.24B → healthcare_spending (Healthcare Spending) via interest_…
Epoch: 137 Domain: housing Fiscal cost estimate (LLM): $5.00B CAD Structural estimate (RIPPLE): +$14.31B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$12.69B → consumer_spending (Consumer Spending Growth) via stock_market_…
Epoch: 137 Domain: economic Fiscal cost estimate (LLM): $4.50B 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_overnigh…
Epoch: 137 Domain: housing Fiscal cost estimate (LLM): $3.20B CAD Structural estimate (RIPPLE): -$5.66B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; agrees) Top RIPPLE cost paths −$2.64B → consumer_spending (Consumer Spending Growth) via cost_of_living −$…
Epoch: 137 Domain: financial Fiscal cost estimate: +$91.87B 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: 137 Domain: fiscal Fiscal cost estimate (LLM): $3.00B 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_overnight_…
Epoch: 137 Domain: housing Fiscal cost estimate (LLM): $1.20B CAD Structural estimate (RIPPLE): +$18.60B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$16.50B → consumer_spending (Consumer Spending Growth) via stock_market_…
Epoch: 137 Domain: housing Fiscal cost estimate (LLM): $3.50B CAD Structural estimate (RIPPLE): +$119.33B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$126.72B → consumer_spending (Consumer Spending Growth) via inflation_r…
Epoch: 137 Domain: financial Fiscal cost estimate (LLM): $4.50B CAD Structural estimate (RIPPLE): +$18.60B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$16.50B → consumer_spending (Consumer Spending Growth) via stock_marke…
Epoch: 137 Domain: financial Fiscal cost estimate (LLM): $2.50B CAD Structural estimate (RIPPLE): +$43.19B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$37.13B → consumer_spending (Consumer Spending Growth) via boc_overnig…
Epoch: 137 Domain: financial Fiscal cost estimate: +$183.28B 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: 137 Domain: housing Fiscal cost estimate (LLM): $1.50B CAD Structural estimate (RIPPLE): +$18.60B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$16.50B → consumer_spending (Consumer Spending Growth) via stock_market_…
Epoch: 137 Domain: housing Fiscal cost estimate (LLM): $4.25B CAD Structural estimate (RIPPLE): +$14.31B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$12.69B → consumer_spending (Consumer Spending Growth) via stock_market_…
Epoch: 137 Domain: housing Fiscal cost estimate (LLM): $4.50B CAD Structural estimate (RIPPLE): +$14.31B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$12.69B → consumer_spending (Consumer Spending Growth) via stock_market_…
Epoch: 137 Domain: economic Fiscal cost estimate (LLM): $1.50B 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: 137 Domain: economic Fiscal cost estimate (LLM): $2.50B 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_overnigh…
Epoch: 137 Domain: financial Fiscal cost estimate: +$183.28B 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: 137 Domain: economic Fiscal cost estimate (LLM): $5.20B CAD Structural estimate (RIPPLE): +$199.52B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$211.20B → consumer_spending (Consumer Spending Growth) via inflation_…
Epoch: 137 Domain: housing Fiscal cost estimate (LLM): $15.00B CAD Structural estimate (RIPPLE): +$17.53B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; agrees) Top RIPPLE cost paths +$17.27B → consumer_spending (Consumer Spending Growth) via gdp_total +$0.…
Epoch: 137 Domain: financial Fiscal cost estimate (LLM): $1.50B CAD Structural estimate (RIPPLE): +$28.79B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$24.75B → consumer_spending (Consumer Spending Growth) via boc_overnig…
Epoch: 137 Domain: financial Fiscal cost estimate (LLM): $1.50B 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: 137 Domain: economic Fiscal cost estimate (LLM): $3.50B 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: 137 Domain: economic 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 interest…
Epoch: 137 Domain: housing Fiscal cost estimate (LLM): $1.50B CAD Structural estimate (RIPPLE): +$7.44B CAD net (v3-bfs-signed depth=2, decay=0.5/hop; diverges) Top RIPPLE cost paths +$6.60B → consumer_spending (Consumer Spending Growth) via stock_market_in…
Epoch: 137 Domain: economic 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 interest…
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