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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entity_slug: economic_isolation_effects
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entity_type: Relation
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vsm_system: S4
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type_rationale: Economic Isolation Effects represents a structural dependency between
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geographical separation from markets and resulting economic underdevelopment, functioning
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as a causal mechanism that connects poor market access to limited specialization
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and innovation.
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vsm_rationale: This entity operates in the Intelligence system because it involves
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scanning and analyzing how environmental factors (geographical isolation, trade
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route access) affect the economic system's ability to adapt and develop through
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market participation.
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classified_at: '2026-02-23T10:59:51.740409'
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---
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# Classification: Economic Isolation Effects
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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 Isolation Effects represents a structural dependency between geographical separation from markets and resulting economic underdevelopment, functioning as a causal mechanism that connects poor market access to limited specialization and innovation.
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## VSM Rationale
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This entity operates in the Intelligence system because it involves scanning and analyzing how environmental factors (geographical isolation, trade route access) affect the economic system's ability to adapt and develop through market participation.
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