mdp_matched_pairs_output.md

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MDP Matched_Pairs — Output Log

Date: 2 July 2026 Database: OKR SQLite (619 khipus, 54,403 cords) Script: mdp_matched_pairs.py

PS C:\Users\aazsh\Desktop\Latest_MDP_research> python mdp_matched_pairs.py

MATCHED-PAIR NETWORK + MONTE CARLO VALIDATION

Loading khipu values... Khipus with ≥10 non-zero values: 444 Finding matched pairs (≥5 sequential matches)...

MATCHED PAIRS: 3512 Cross-site: 1747 Same-site: 1765

FORMATTING DIRECTION: Mono→Poly (receipts UP): 1868 Poly→Mono (quotas DOWN): 1286 Same formatting: 358

TOP CROSS-SITE ROUTES: Leymebamba ↔ Pachacamac 66 pairs Incahuasi ↔ Pachacamac 65 pairs Incahuasi ↔ unknown 54 pairs Incahuasi ↔ Leymebamba 52 pairs Huaquerones ↔ Pachacamac 35 pairs Huaquerones ↔ Leymebamba 33 pairs Nazca ↔ Pachacamac 33 pairs Huaquerones ↔ Incahuasi 30 pairs Armatambo, Huaca San Pedr ↔ Incahuasi 30 pairs Incahuasi ↔ Nazca 28 pairs Leymebamba ↔ Nazca 26 pairs "Pueblo Libre, Lima, Peru ↔ Incahuasi 24 pairs Huaca San Pedro, Armatamb ↔ Incahuasi 24 pairs Armatambo, Huaca San Pedr ↔ Leymebamba 22 pairs Pachacamac ↔ unknown 22 pairs

HUB SITES (most cross-site connections): Incahuasi 467 connections Pachacamac 417 connections Leymebamba 383 connections Huaquerones 237 connections unknown 219 connections Nazca 201 connections Armatambo, Huaca San Pedro 159 connections Ica 151 connections Atarco 140 connections Santa 128 connections

MONTE CARLO VALIDATION (N=1000)... Monte Carlo iteration 100/1000... Monte Carlo iteration 200/1000... Monte Carlo iteration 300/1000... Monte Carlo iteration 400/1000... Monte Carlo iteration 500/1000... Monte Carlo iteration 600/1000... Monte Carlo iteration 700/1000... Monte Carlo iteration 800/1000... Monte Carlo iteration 900/1000... Monte Carlo iteration 1000/1000...

RESULTS: Observed pairs: 3512 Null mean: 432.7 Null max: 523 Ratio: 8.1× Exceeds observed: 0/1000 p-value: <0.001

CSV: C:\Users\aazsh\Desktop\Latest_MDP_research\Karp_Khipu_Graph\matched_pairs.csv

PS C:\Users\aazsh\Desktop\Latest_MDP_research>

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