feat(example): add L2 classifications for 823/988 WoN entities (S3.4)
Batch classification via OpenRouter (claude-sonnet-4). 165 entities
remain unclassified due to credit exhaustion; incremental skip means
a follow-up run will complete them automatically.
Type × VSM matrix (823 entities):
S1 S2 S3 S3* S4 S5
Element 86 75 58 21 43 32 (315 total, 38%)
Process 39 42 37 17 67 24 (226 total, 28%)
Institution 4 12 30 24 . 52 (122 total, 15%)
Principle 3 7 15 2 43 32 (102 total, 12%)
Relation 2 14 5 5 22 10 (58 total, 7%)
Matrix fill: 29/30 cells (Institution/S4 empty — expected)
Metrics updated: type_entropy=2.0936, vsm_type_matrix_cells=29
Also:
- BatchEvaluator gains delay_seconds param for rate-limited providers
- classify CLI gains --rpm option (--rpm 10 for Gemini free tier)
- history.write_metrics_file now handles non-float metric values
(type_distribution is a dict, was crashing round())
- run_entity_classification forwards delay_seconds to BatchEvaluator
- classify-links and graph commands added by user (entities --by-type,
graph --format mermaid/dot, classify-links for Relation enrichment)
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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---
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entity_slug: economic_geography_impact
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entity_type: Relation
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vsm_system: S4
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type_rationale: Economic Geography Impact represents a structural dependency between
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geographical features and economic development patterns, functioning as a causal
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mechanism that connects physical environment to market formation and specialization.
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vsm_rationale: This entity operates in the intelligence system by helping the economic
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system scan and adapt to environmental conditions, as it explains how geographical
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factors influence where and how economic activities develop in response to external
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constraints and opportunities.
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classified_at: '2026-02-23T10:59:41.875926'
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---
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# Classification: Economic Geography Impact
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## Entity Type
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Relation
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## VSM System
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S4
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## Type Rationale
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Economic Geography Impact represents a structural dependency between geographical features and economic development patterns, functioning as a causal mechanism that connects physical environment to market formation and specialization.
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## VSM Rationale
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This entity operates in the intelligence system by helping the economic system scan and adapt to environmental conditions, as it explains how geographical factors influence where and how economic activities develop in response to external constraints and opportunities.
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