sync: import research boundary evidence packets
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#!/usr/bin/env python3
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"""Build row-level Shadbala closure packet for Sthana and Kala.
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This packet explains formula/unit blockers. It deliberately does not select an
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absolute school variant or tune runtime scoring.
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"""
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from __future__ import annotations
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import hashlib
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import json
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from collections import Counter
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from pathlib import Path
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from typing import Any
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ROOT = Path(__file__).resolve().parents[1]
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JOINED = ROOT / "references/oracle/shadbala_component_joined_closure_packet_2026_07_21.json"
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FORMULA = ROOT / "references/oracle/formula_source_knowledge_base_2026_07_19.json"
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HARD = ROOT / "references/oracle/shadbala_hard_component_arbitration_2026_07_22.json"
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OUTPUT = ROOT / "references/oracle/shadbala_component_closure_batch2_2026_07_23.json"
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TARGETS = ("sthana", "kala")
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def _load(path: Path) -> dict[str, Any]:
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return json.loads(path.read_text(encoding="utf-8"))
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def _stable_json(data: Any) -> str:
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return json.dumps(data, ensure_ascii=False, sort_keys=True, separators=(",", ":"))
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def _formula_map() -> dict[str, dict[str, Any]]:
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data = _load(FORMULA)
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return {
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row["component"]: row
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for row in data["formulas"]
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if row.get("family") == "Shadbala" and row.get("component") in TARGETS
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}
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def _hard_map() -> dict[str, dict[str, Any]]:
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data = _load(HARD)
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return {row["component"]: row for row in data.get("components", []) if row.get("component") in TARGETS}
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def _max_delta(values: dict[str, Any]) -> float | None:
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numbers = [float(v) for v in values.values() if isinstance(v, (int, float))]
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if len(numbers) < 2:
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return None
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return round(max(numbers) - min(numbers), 6)
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def _closure_status(component: str, source_bucket: str) -> str:
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if component == "sthana":
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if source_bucket == "method_variant":
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return "method_variant_dignity_policy_unresolved"
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return "formula_mismatch_sthana_subcomponent_unresolved"
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if component == "kala":
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return "formula_mismatch_kala_subcomponent_unresolved"
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return source_bucket
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def _subcomponent_queue(component: str) -> list[str]:
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if component == "sthana":
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return [
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"moolatrikona_degree_range",
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"own/exaltation/debilitation dignity table",
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"saptavargaja/varga dignity inclusion",
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"ojayugmarasyamsa odd-even sign rule",
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"kendradi/drekkana subcomponent inclusion",
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]
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if component == "kala":
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return [
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"natonnata/day-night strength",
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"paksha bala",
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"tribhaga/day-part strength",
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"year/month/day/hora lord strength",
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"ayana bala",
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"sunrise/sunset and local apparent time contract",
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]
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return []
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def _next_evidence(component: str) -> str:
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if component == "sthana":
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return "Split Sthana into named subcomponents, pin dignity/Moolatrikona/varga tables, then compare public numeric worked examples subcomponent-by-subcomponent."
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if component == "kala":
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return "Split Kala into sunrise/day-night/paksha/tribhaga/lord/ayana subcomponents and compare with raw-backed examples using the same local-time contract."
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return "Collect more source-cited numeric evidence."
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def build() -> dict[str, Any]:
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joined = _load(JOINED)
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formulas = _formula_map()
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hard = _hard_map()
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rows = []
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for source in joined["joined_rows"]:
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component = source.get("component")
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if component not in TARGETS:
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continue
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formula = formulas[component]
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hard_component = hard[component]
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values = source.get("normalized_values_virupa", {})
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rows.append(
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{
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"ticket_id": source["ticket_id"],
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"planet": source["planet"],
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"component": component,
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"canonical_component": source["canonical_component"],
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"unit_contract": formula["unit_contract"],
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"source_formula": formula["formula_id"],
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"source_evidence": formula["source_evidence"],
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"known_variants": formula["known_variants"],
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"subcomponent_queue": _subcomponent_queue(component),
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"normalized_values_virupa": values,
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"max_delta_virupa": _max_delta(values),
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"source_bucket": source["closure_bucket"],
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"closure_status": _closure_status(component, source["closure_bucket"]),
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"dominant_issue": hard_component["dominant_issue"],
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"blocked_reason": hard_component["blocked_reason"],
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"claim_upgrade": "none",
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"truth_matrix_allowed": False,
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"production_tuning_allowed": False,
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"next_evidence": _next_evidence(component),
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"claim_boundary": "Row-level explanatory partial only; do not select an absolute Sthana/Kala Shadbala formula from this packet.",
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}
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)
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by_component = Counter(row["component"] for row in rows)
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by_status = Counter(row["closure_status"] for row in rows)
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packet = {
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"scope": "shadbala_component_closure_batch2",
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"created_at": "2026-07-23",
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"claim_status": "component_explanatory_partial",
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"truth_matrix_allowed": False,
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"production_tuning_allowed": False,
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"source_packets": {
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"joined_closure": str(JOINED.relative_to(ROOT)),
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"formula_source_knowledge_base": str(FORMULA.relative_to(ROOT)),
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"hard_component_arbitration": str(HARD.relative_to(ROOT)),
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},
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"source_packet_hashes": {
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"joined_closure_sha256": hashlib.sha256(JOINED.read_bytes()).hexdigest(),
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"formula_source_knowledge_base_sha256": hashlib.sha256(FORMULA.read_bytes()).hexdigest(),
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"hard_component_arbitration_sha256": hashlib.sha256(HARD.read_bytes()).hexdigest(),
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},
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"summary": {
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"target_components": list(TARGETS),
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"row_count": len(rows),
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"component_counts": dict(sorted(by_component.items())),
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"closure_status_counts": dict(sorted(by_status.items())),
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"absolute_truth_upgrade_count": 0,
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"blocked_or_unresolved_row_count": len(rows),
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},
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"rows": rows,
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"packet_hash": hashlib.sha256(_stable_json(rows).encode("utf-8")).hexdigest(),
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"boundary": (
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"Batch 2 advances Sthana/Kala from hard-component summary to row-level "
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"formula blocker explanations. All rows remain unresolved until "
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"subcomponent formula sources and numeric worked examples close."
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),
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}
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return packet
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def main() -> int:
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packet = build()
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OUTPUT.write_text(json.dumps(packet, ensure_ascii=False, indent=2, sort_keys=True) + "\n", encoding="utf-8")
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print(json.dumps(packet, ensure_ascii=False, sort_keys=True))
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return 0
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if __name__ == "__main__":
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raise SystemExit(main())
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