{
  "id": "73733c31-7741-490b-9d8a-3db09a4d91d6",
  "kind": "empresa",
  "canonical_name": "KNOP LABORATORIOS S.A.- Casa Matriz",
  "identity_class": "fuerte",
  "organism_code": null,
  "subunit_name": null,
  "identifiers": [
    {
      "id_type": "rut",
      "id_value": "89688800-5"
    }
  ],
  "relationships": {
    "contratos": {
      "total": 2677,
      "monto_sum": 3469557435.0,
      "groups": [
        {
          "other": {
            "id": "36f473bf-5b2f-495c-b6f8-6f0ddd685f69",
            "kind": "institucion_publica",
            "canonical_name": "CENTRAL DE ABASTECIMIENTO DEL SISTEMA NACIONAL DE SERVICIO DE SALUD"
          },
          "direction": "in",
          "count": 2,
          "monto_sum": 580749750.0,
          "date_min": "2021-10-15",
          "date_max": "2023-02-16",
          "sample": []
        },
        {
          "other": {
            "id": "8b7813b3-f066-4f79-bb16-d7a321e6d424",
            "kind": "institucion_publica",
            "canonical_name": "POLICIA DE INVESTIGACIONES DE CHILE"
          },
          "direction": "in",
          "count": 27,
          "monto_sum": 231218152.0,
          "date_min": "2011-05-12",
          "date_max": "2025-01-10",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2011-05-12",
              "date_to": "2011-05-12",
              "monto": 1517107.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=5190-625-SE11"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2011-11-24",
              "date_to": "2011-11-24",
              "monto": 115908.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=5190-1685-SE11"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2013-08-29",
              "date_to": "2013-08-29",
              "monto": 8066256.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=5190-702-SE13"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2013-09-05",
              "date_to": "2013-09-05",
              "monto": 675319.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=5190-1015-SE13"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2013-09-17",
              "date_to": "2013-09-17",
              "monto": 700570.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=5190-1071-SE13"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2014-08-27",
              "date_to": "2014-08-27",
              "monto": 3731375.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=5190-939-SE14"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2014-08-27",
              "date_to": "2014-08-27",
              "monto": 3407755.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=5190-937-SE14"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2016-01-06",
              "date_to": "2016-01-06",
              "monto": 16949824.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=5190-1105-SE15"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2016-06-30",
              "date_to": "2016-06-30",
              "monto": 3136530.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=5190-418-SE16"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2017-02-06",
              "date_to": "2017-02-06",
              "monto": 10363688.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=5190-1072-SE16"
            }
          ]
        },
        {
          "other": {
            "id": "0c170cf5-d60e-44e5-aa06-c289ba524071",
            "kind": "institucion_publica",
            "canonical_name": "I MUNICIPALIDAD DE VITACURA"
          },
          "direction": "in",
          "count": 36,
          "monto_sum": 191929078.0,
          "date_min": "2019-11-27",
          "date_max": "2026-03-17",
          "sample": []
        },
        {
          "other": {
            "id": "ae00102a-eff2-4089-ad7e-20cf3727a2fd",
            "kind": "institucion_publica",
            "canonical_name": "SERVICIO NACIONAL DE SALUD HOSPITAL DE C"
          },
          "direction": "in",
          "count": 32,
          "monto_sum": 135699363.0,
          "date_min": "2019-11-06",
          "date_max": "2026-05-29",
          "sample": []
        },
        {
          "other": {
            "id": "0c23e49a-5cc7-4599-88a8-eb4d138d7d0f",
            "kind": "institucion_publica",
            "canonical_name": "DIRECCION GENERAL DE LOS SERVICIOS DE LA ARMADA"
          },
          "direction": "in",
          "count": 45,
          "monto_sum": 119295333.0,
          "date_min": "2008-09-24",
          "date_max": "2025-10-13",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2008-09-24",
              "date_to": "2008-09-24",
              "monto": 146784.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3191-1818-D108"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2009-01-27",
              "date_to": "2009-01-27",
              "monto": 63688.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3191-326-SE09"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2009-03-30",
              "date_to": "2009-03-30",
              "monto": 43482.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3191-1174-SE09"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2009-06-15",
              "date_to": "2009-06-15",
              "monto": 149911.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3191-2456-SE09"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2009-07-13",
              "date_to": "2009-07-13",
              "monto": 127377.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3191-2925-SE09"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2009-09-16",
              "date_to": "2009-09-16",
              "monto": 82981.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3191-4202-SE09"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2010-02-09",
              "date_to": "2010-02-09",
              "monto": 1000542.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3191-1009-SE10"
            }
          ]
        },
        {
          "other": {
            "id": "13f53c5f-548a-4fda-b995-61ab2265394a",
            "kind": "institucion_publica",
            "canonical_name": "COMPLEJO ASISTENCIAL DR. SOTERO DEL RIO"
          },
          "direction": "in",
          "count": 40,
          "monto_sum": 102007990.0,
          "date_min": "2021-09-09",
          "date_max": "2026-02-26",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-24",
              "date_to": "2025-06-24",
              "monto": 1963500.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1057501-17450-SE25"
            }
          ]
        },
        {
          "other": {
            "id": "7a5ec663-d084-4c03-a009-4e9512ea0dc1",
            "kind": "institucion_publica",
            "canonical_name": "CORP MUNIC EDUC SALUD Y ATENCION"
          },
          "direction": "in",
          "count": 3,
          "monto_sum": 92434408.0,
          "date_min": "2023-01-18",
          "date_max": "2024-09-30",
          "sample": []
        },
        {
          "other": {
            "id": "5bacb933-e741-490b-8e8c-cb3743e819bf",
            "kind": "institucion_publica",
            "canonical_name": "HOSPITAL CLINICO DE MAGALLANES DR. LAUTARO NAVARRO AVARIA"
          },
          "direction": "in",
          "count": 111,
          "monto_sum": 86536570.0,
          "date_min": "2020-04-02",
          "date_max": "2026-04-28",
          "sample": []
        },
        {
          "other": {
            "id": "bf13f41f-c656-4cf6-b0c8-5fb4726e8300",
            "kind": "institucion_publica",
            "canonical_name": "DIRECCION GENERAL DE LOS SERVICIOS DE LA ARMADA"
          },
          "direction": "in",
          "count": 198,
          "monto_sum": 85494436.0,
          "date_min": "2014-09-12",
          "date_max": "2026-07-14",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-04",
              "date_to": "2025-06-04",
              "monto": 246925.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3178-4288-SE25"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-03",
              "date_to": "2025-06-03",
              "monto": 960687.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3178-4301-SE25"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-17",
              "date_to": "2025-06-17",
              "monto": 257040.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3178-3966-SE25"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-19",
              "date_to": "2025-06-19",
              "monto": 887978.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3178-4644-SE25"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-02",
              "date_to": "2025-06-02",
              "monto": 398174.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3178-4282-SE25"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-23",
              "date_to": "2025-06-23",
              "monto": 961163.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3178-4643-SE25"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2014-09-12",
              "date_to": "2014-09-12",
              "monto": 111883.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3178-3727-SE14"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2015-04-22",
              "date_to": "2015-04-22",
              "monto": 121594.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3178-1205-SE15"
            }
          ]
        },
        {
          "other": {
            "id": "df0b978e-324d-4ad4-a2c9-4e9289790645",
            "kind": "institucion_publica",
            "canonical_name": "I MUNICIPALIDAD DE SANTIAGO"
          },
          "direction": "in",
          "count": 55,
          "monto_sum": 82340993.0,
          "date_min": "2018-08-31",
          "date_max": "2025-11-06",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-27",
              "date_to": "2025-06-27",
              "monto": 895356.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2452-277-SE25"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-06",
              "date_to": "2025-06-06",
              "monto": 746130.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2452-249-SE25"
            }
          ]
        },
        {
          "other": {
            "id": "292d59f5-e98e-43cb-8fda-f93a800e8b3f",
            "kind": "institucion_publica",
            "canonical_name": "CAJA DE PREVISION DE LA DEFENSA NACIONAL"
          },
          "direction": "in",
          "count": 204,
          "monto_sum": 81582876.0,
          "date_min": "2009-06-15",
          "date_max": "2026-07-10",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-02",
              "date_to": "2025-06-02",
              "monto": 433602.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=748201-1359-AG25"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2009-06-15",
              "date_to": "2009-06-15",
              "monto": 82110.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=4776-3210-SE09"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2009-06-15",
              "date_to": "2009-06-15",
              "monto": 328440.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=4776-3156-SE09"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2009-06-15",
              "date_to": "2009-06-15",
              "monto": 32844.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=4776-3213-SE09"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2009-06-15",
              "date_to": "2009-06-15",
              "monto": 328440.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=4776-3211-SE09"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2009-06-15",
              "date_to": "2009-06-15",
              "monto": 16422.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=4776-3212-SE09"
            }
          ]
        },
        {
          "other": {
            "id": "a35511b8-7cb8-45fa-9faa-167a300e5c2c",
            "kind": "institucion_publica",
            "canonical_name": "Ilustre Municipalidad de El Tabo"
          },
          "direction": "in",
          "count": 34,
          "monto_sum": 69359918.0,
          "date_min": "2020-07-13",
          "date_max": "2026-02-26",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-23",
              "date_to": "2025-06-23",
              "monto": 2804258.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=4848-224-AG25"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-23",
              "date_to": "2025-06-23",
              "monto": 3640329.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=4848-223-AG25"
            }
          ]
        },
        {
          "other": {
            "id": "ba18ea3e-4cb9-4e15-9cda-4a112152d611",
            "kind": "institucion_publica",
            "canonical_name": "CONSULTORIO EXTERNO VALDIVIA"
          },
          "direction": "in",
          "count": 15,
          "monto_sum": 58418290.0,
          "date_min": "2022-06-03",
          "date_max": "2026-06-16",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-09",
              "date_to": "2025-06-09",
              "monto": 5206250.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1218395-27-SE25"
            }
          ]
        },
        {
          "other": {
            "id": "1172b6ae-0f17-4453-8568-ff5fa47baf0a",
            "kind": "institucion_publica",
            "canonical_name": "Corporación Municipal de Desarrollo Social de Ñuño"
          },
          "direction": "in",
          "count": 30,
          "monto_sum": 56574256.0,
          "date_min": "2023-11-16",
          "date_max": "2026-06-25",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-16",
              "date_to": "2025-06-16",
              "monto": 1265955.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1224957-650-SE25"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-18",
              "date_to": "2025-06-18",
              "monto": 2524865.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1224957-674-SE25"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-16",
              "date_to": "2025-06-16",
              "monto": 1265955.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1224957-651-SE25"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-16",
              "date_to": "2025-06-16",
              "monto": 1265955.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1224957-649-SE25"
            }
          ]
        },
        {
          "other": {
            "id": "2bf33ab2-0178-4182-99d7-f60bd3839dcb",
            "kind": "institucion_publica",
            "canonical_name": "ILUSTRE MUNICIPALIDAD DE LINARES"
          },
          "direction": "in",
          "count": 43,
          "monto_sum": 52779542.0,
          "date_min": "2020-04-03",
          "date_max": "2026-06-23",
          "sample": [
            {
              "rel_type": "adjudico_licitacion",
              "direction": "in",
              "date": "2025-09-02",
              "date_to": "2025-09-02",
              "monto": 186300.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=2335-59-LE25"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-17",
              "date_to": "2025-06-17",
              "monto": 694008.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-589-SE25"
            }
          ]
        },
        {
          "other": {
            "id": "e986baa5-ec2c-4751-a086-d9f95e5594c9",
            "kind": "institucion_publica",
            "canonical_name": "DIRECCION GENERAL DE LOS SERVICIOS DE LA ARMADA"
          },
          "direction": "in",
          "count": 41,
          "monto_sum": 52761383.0,
          "date_min": "2018-12-11",
          "date_max": "2026-06-30",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-18",
              "date_to": "2025-06-18",
              "monto": 1527406.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=5225-59-SE25"
            }
          ]
        },
        {
          "other": {
            "id": "f2ba8dce-3398-4b7d-ac56-3c1c7e9e9667",
            "kind": "institucion_publica",
            "canonical_name": "HOSPITAL CLINICO DE LA FUERZA AEREA GRAL DR RAUL YAZIGI JAUREGUI"
          },
          "direction": "in",
          "count": 5,
          "monto_sum": 45507504.0,
          "date_min": "2023-09-28",
          "date_max": "2025-01-20",
          "sample": []
        },
        {
          "other": {
            "id": "42fbbbbc-e4b5-44a4-98e3-0717e61768aa",
            "kind": "institucion_publica",
            "canonical_name": "SERVICIO DE SALUD DEL LIBERTADOR B O'HIGGINS HOSPITAL REG RANCAGUA"
          },
          "direction": "in",
          "count": 32,
          "monto_sum": 44045232.0,
          "date_min": "2023-06-12",
          "date_max": "2026-07-07",
          "sample": []
        },
        {
          "other": {
            "id": "3368383e-17fc-40be-977d-edf1ee8b1e04",
            "kind": "institucion_publica",
            "canonical_name": "SERVICIO DE SALUD DEL MAULE HOSPITAL DE LINARES"
          },
          "direction": "in",
          "count": 28,
          "monto_sum": 38720220.0,
          "date_min": "2023-02-02",
          "date_max": "2025-07-08",
          "sample": []
        },
        {
          "other": {
            "id": "12bba402-9efe-48ce-a162-9719b8d01ce6",
            "kind": "institucion_publica",
            "canonical_name": "I MUNICIPALIDAD DE EL QUISCO"
          },
          "direction": "in",
          "count": 41,
          "monto_sum": 37943649.0,
          "date_min": "2017-03-23",
          "date_max": "2026-04-21",
          "sample": []
        },
        {
          "other": {
            "id": "9a4c254f-441f-48b6-9142-bbd3c14d5de8",
            "kind": "institucion_publica",
            "canonical_name": "CORP MUNICIPAL DE DESARROLLO SOCIAL DE PUDAHUEL"
          },
          "direction": "in",
          "count": 9,
          "monto_sum": 36710394.0,
          "date_min": "2024-05-03",
          "date_max": "2026-03-18",
          "sample": []
        },
        {
          "other": {
            "id": "fbb51b13-d49a-4323-bb95-958dfeee48af",
            "kind": "institucion_publica",
            "canonical_name": "MUNICIPALIDAD DE PEÑAFLOR"
          },
          "direction": "in",
          "count": 27,
          "monto_sum": 32473871.0,
          "date_min": "2018-12-11",
          "date_max": "2026-01-26",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-09",
              "date_to": "2025-06-09",
              "monto": 2666790.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2734-374-AG25"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-09",
              "date_to": "2025-06-09",
              "monto": 706860.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2734-373-AG25"
            }
          ]
        },
        {
          "other": {
            "id": "2710ee1d-9501-4726-b546-c46adb6b7a8a",
            "kind": "institucion_publica",
            "canonical_name": "I MUNICIPALIDAD DE LA COMUNA DE EL BOSQUE"
          },
          "direction": "in",
          "count": 28,
          "monto_sum": 32418063.0,
          "date_min": "2019-07-22",
          "date_max": "2025-06-25",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-25",
              "date_to": "2025-06-25",
              "monto": 1777860.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1736-3141-SE25"
            }
          ]
        },
        {
          "other": {
            "id": "c8cba3ed-c121-49f8-9c23-2c08780545e7",
            "kind": "institucion_publica",
            "canonical_name": "CORPORACION MUNICIPAL DE PENALOLEN PARA EL DESARROLO SOCIAL CORMUP"
          },
          "direction": "in",
          "count": 6,
          "monto_sum": 31545021.0,
          "date_min": "2023-02-14",
          "date_max": "2026-02-09",
          "sample": []
        },
        {
          "other": {
            "id": "d6ae045e-7dcc-463c-ad4c-a630b61f1a07",
            "kind": "institucion_publica",
            "canonical_name": "HOSPITAL DR GUSTAVO FRICKE DE VINA DEL MAR"
          },
          "direction": "in",
          "count": 52,
          "monto_sum": 30872370.0,
          "date_min": "2008-01-30",
          "date_max": "2026-07-06",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2008-01-30",
              "date_to": "2008-01-30",
              "monto": 98770.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=608-1383-R108"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2008-06-25",
              "date_to": "2008-06-25",
              "monto": 103750.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=608-7260-R108"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2008-06-06",
              "date_to": "2008-06-06",
              "monto": 103750.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=608-6581-R108"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2008-10-29",
              "date_to": "2008-10-29",
              "monto": 47600.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=608-20599-SE08"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2009-02-04",
              "date_to": "2009-02-04",
              "monto": 132090.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=608-1210-SE09"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2009-03-26",
              "date_to": "2009-03-26",
              "monto": 132090.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=608-3506-SE09"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2009-04-22",
              "date_to": "2009-04-22",
              "monto": 176120.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=608-4520-SE09"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2009-06-25",
              "date_to": "2009-06-25",
              "monto": 132090.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=608-7031-SE09"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2009-07-31",
              "date_to": "2009-07-31",
              "monto": 110075.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=608-8495-SE09"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2009-09-30",
              "date_to": "2009-09-30",
              "monto": 66045.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=608-10661-SE09"
            }
          ]
        },
        {
          "other": {
            "id": "562d480a-4be3-4d2f-b1c7-266944a78c56",
            "kind": "institucion_publica",
            "canonical_name": "ILUSTRE MUNICIPALIDAD DE SAN CARLOS"
          },
          "direction": "in",
          "count": 25,
          "monto_sum": 30752428.0,
          "date_min": "2011-08-10",
          "date_max": "2024-11-28",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2011-08-10",
              "date_to": "2011-08-10",
              "monto": 990675.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2727-575-SE11"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2013-06-24",
              "date_to": "2013-06-24",
              "monto": 349860.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2727-612-SE13"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2013-07-24",
              "date_to": "2013-07-24",
              "monto": 583100.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2727-768-SE13"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2013-09-06",
              "date_to": "2013-09-06",
              "monto": 349860.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2727-934-SE13"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2013-10-21",
              "date_to": "2013-10-21",
              "monto": 874650.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2727-1068-SE13"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2013-12-19",
              "date_to": "2013-12-19",
              "monto": 408170.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2727-1290-SE13"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2015-05-22",
              "date_to": "2015-05-22",
              "monto": 712329.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2727-526-SE15"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2015-06-15",
              "date_to": "2015-06-15",
              "monto": 1424658.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2727-608-SE15"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2015-03-27",
              "date_to": "2015-03-27",
              "monto": 712329.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2727-297-SE15"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2015-08-12",
              "date_to": "2015-08-12",
              "monto": 712329.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2727-905-SE15"
            }
          ]
        },
        {
          "other": {
            "id": "c131ab69-4f2d-4adb-b343-bff5446694f7",
            "kind": "institucion_publica",
            "canonical_name": "Instituto Nacional del Torax"
          },
          "direction": "in",
          "count": 48,
          "monto_sum": 28930030.0,
          "date_min": "2020-08-10",
          "date_max": "2026-07-09",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-05",
              "date_to": "2025-06-05",
              "monto": 749700.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1499-8194-SE25"
            }
          ]
        },
        {
          "other": {
            "id": "76fa9279-cc92-42ed-876f-e81528445e07",
            "kind": "institucion_publica",
            "canonical_name": "SERVICIO DE SALUD HOSPITAL DE SAN VICENTE DE TAGUA TAGUA"
          },
          "direction": "in",
          "count": 25,
          "monto_sum": 27154836.0,
          "date_min": "2010-12-14",
          "date_max": "2016-06-03",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2010-12-14",
              "date_to": "2010-12-14",
              "monto": 1088850.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1622-1315-SE10"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2012-12-04",
              "date_to": "2012-12-04",
              "monto": 633139.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1622-925-SE12"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2013-10-22",
              "date_to": "2013-10-22",
              "monto": 554421.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1622-959-SE13"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2013-12-16",
              "date_to": "2013-12-16",
              "monto": 1384089.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1622-1224-SE13"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2014-03-20",
              "date_to": "2014-03-20",
              "monto": 1384089.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1622-325-SE14"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2014-06-16",
              "date_to": "2014-06-16",
              "monto": 492452.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1622-607-SE14"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2014-06-16",
              "date_to": "2014-06-16",
              "monto": 756840.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1622-606-SE14"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2014-08-11",
              "date_to": "2014-08-11",
              "monto": 1009120.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1622-846-SE14"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2014-08-11",
              "date_to": "2014-08-11",
              "monto": 975800.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1622-847-SE14"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2015-05-19",
              "date_to": "2015-05-19",
              "monto": 781719.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1622-393-SE15"
            }
          ]
        },
        {
          "other": {
            "id": "10de8a03-b88a-4fc2-a203-ca5b89ea8033",
            "kind": "institucion_publica",
            "canonical_name": "SERVICIO DE SALUD COQUIMBO HOSPITAL DE COQUIMBO"
          },
          "direction": "in",
          "count": 17,
          "monto_sum": 26546520.0,
          "date_min": "2024-01-26",
          "date_max": "2026-02-05",
          "sample": []
        },
        {
          "other": {
            "id": "2e652ede-b72b-499b-8d6d-1c79fac1cad3",
            "kind": "institucion_publica",
            "canonical_name": "SERVICIO DE SALUD DEL MAULE HOSPITAL SAN JAVIER"
          },
          "direction": "in",
          "count": 20,
          "monto_sum": 25341356.0,
          "date_min": "2020-02-25",
          "date_max": "2026-07-15",
          "sample": []
        },
        {
          "other": {
            "id": "2cd01477-594c-4910-aa9a-2b32826ccc8d",
            "kind": "institucion_publica",
            "canonical_name": "SERV SALUD METROPOLITANO CENTRAL HOSPITAL CLINICO SAN BORJA ARRIARAN"
          },
          "direction": "in",
          "count": 17,
          "monto_sum": 22996512.0,
          "date_min": "2023-07-17",
          "date_max": "2025-06-13",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-13",
              "date_to": "2025-06-13",
              "monto": 141372.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1057049-12873-SE25"
            }
          ]
        },
        {
          "other": {
            "id": "bff65428-1114-4899-ada9-4f113eb6595a",
            "kind": "institucion_publica",
            "canonical_name": "EJERCITO DE CHILE HOSPITAL MILITAR DE SANTIAGO"
          },
          "direction": "in",
          "count": 50,
          "monto_sum": 22808146.0,
          "date_min": "2020-02-24",
          "date_max": "2026-05-05",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-16",
              "date_to": "2025-06-16",
              "monto": 684369.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3378-5506-AG25"
            }
          ]
        },
        {
          "other": {
            "id": "1b211227-1ce1-40a1-aa05-d103b4248298",
            "kind": "institucion_publica",
            "canonical_name": "I MUNICIPALIDAD DE TOME"
          },
          "direction": "in",
          "count": 52,
          "monto_sum": 21885556.0,
          "date_min": "2016-09-26",
          "date_max": "2026-07-13",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2016-09-26",
              "date_to": "2016-09-26",
              "monto": 109420.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2664-816-SE16"
            }
          ]
        },
        {
          "other": {
            "id": "795f9733-2da0-4fbb-a10d-c63a51af224a",
            "kind": "institucion_publica",
            "canonical_name": "I. MUNICIPALIDAD DE TALAGANTE"
          },
          "direction": "in",
          "count": 14,
          "monto_sum": 21555957.0,
          "date_min": "2019-10-15",
          "date_max": "2026-05-20",
          "sample": []
        },
        {
          "other": {
            "id": "713e1fda-5178-49c1-ac8a-07fc213f940a",
            "kind": "institucion_publica",
            "canonical_name": "SERVICIO DE SALUD VALDIVIA"
          },
          "direction": "in",
          "count": 7,
          "monto_sum": 21323347.0,
          "date_min": "2019-12-18",
          "date_max": "2025-12-17",
          "sample": []
        },
        {
          "other": {
            "id": "3d7f77bf-493a-44a4-a478-e91c074882fb",
            "kind": "institucion_publica",
            "canonical_name": "Ilustre Municipalidad de Villarrica"
          },
          "direction": "in",
          "count": 21,
          "monto_sum": 20855454.0,
          "date_min": "2007-04-19",
          "date_max": "NA",
          "sample": [
            {
              "rel_type": "adjudico_licitacion",
              "direction": "in",
              "date": "NA",
              "date_to": "NA",
              "monto": 525000.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=3921-34-CO07"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2007-04-19",
              "date_to": "2007-04-19",
              "monto": 624750.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-85-OC07"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2008-03-11",
              "date_to": "2008-03-11",
              "monto": 691866.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-36-OC08"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2009-01-29",
              "date_to": "2009-01-29",
              "monto": 1729665.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-13-SE09"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2010-02-26",
              "date_to": "2010-02-26",
              "monto": 2767464.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-98-SE10"
            }
          ]
        },
        {
          "other": {
            "id": "44ac96fe-c9c3-456c-b147-57580edba8a1",
            "kind": "institucion_publica",
            "canonical_name": "Hospital de las FF.AA. \"Cirujano 1º Cornelio Guzmá"
          },
          "direction": "in",
          "count": 21,
          "monto_sum": 17941638.0,
          "date_min": "2021-04-15",
          "date_max": "2023-05-03",
          "sample": []
        },
        {
          "other": {
            "id": "964bfbf1-9521-4618-9241-31176f48b6a6",
            "kind": "institucion_publica",
            "canonical_name": "MUNICIPALIDAD DE PEDRO AGUIRRE CERDA"
          },
          "direction": "in",
          "count": 11,
          "monto_sum": 17449350.0,
          "date_min": "2021-07-27",
          "date_max": "2026-03-23",
          "sample": []
        },
        {
          "other": {
            "id": "449b0468-27bd-4990-9061-03d1b2cc3154",
            "kind": "institucion_publica",
            "canonical_name": "ILUSTRE MUNICIPALIDAD DE CHILLAN"
          },
          "direction": "in",
          "count": 27,
          "monto_sum": 16682941.0,
          "date_min": "2019-04-16",
          "date_max": "2026-04-24",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-30",
              "date_to": "2025-06-30",
              "monto": 578756.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1069417-1779-TD25"
            }
          ]
        },
        {
          "other": {
            "id": "bdbf9d3b-d657-446e-9e8a-479594b35bdb",
            "kind": "institucion_publica",
            "canonical_name": "I. MUNICIPALIDAD DE SAN CLEMENTE"
          },
          "direction": "in",
          "count": 12,
          "monto_sum": 16160661.0,
          "date_min": "2022-10-27",
          "date_max": "2026-03-19",
          "sample": []
        },
        {
          "other": {
            "id": "569be679-d241-4c72-9e5a-513bf3da446c",
            "kind": "institucion_publica",
            "canonical_name": "Ilustre Municipalidad de Hualpen"
          },
          "direction": "in",
          "count": 29,
          "monto_sum": 15763785.0,
          "date_min": "2020-03-12",
          "date_max": "2025-11-21",
          "sample": []
        },
        {
          "other": {
            "id": "c95d6c89-e147-4b99-b553-0d0d3917b40b",
            "kind": "institucion_publica",
            "canonical_name": "ILUSTRE MUNICIPALIDAD DE MAIPU"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": 15139230.0,
          "date_min": "2026-01-02",
          "date_max": "2026-01-02",
          "sample": []
        },
        {
          "other": {
            "id": "cb4ad90f-55ab-4194-89fc-dacd912b228a",
            "kind": "institucion_publica",
            "canonical_name": "Ilustre Municipalidad de Requínoa"
          },
          "direction": "in",
          "count": 43,
          "monto_sum": 15036679.0,
          "date_min": "2018-01-30",
          "date_max": "2026-04-27",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-11",
              "date_to": "2025-06-11",
              "monto": 468146.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3663-336-SE25"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-12",
              "date_to": "2025-06-12",
              "monto": 122772.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3663-349-SE25"
            }
          ]
        },
        {
          "other": {
            "id": "c5ee10f1-0525-46db-98b6-2a40bf236fbd",
            "kind": "institucion_publica",
            "canonical_name": "Ilustre Municipalidad de Paillaco"
          },
          "direction": "in",
          "count": 21,
          "monto_sum": 14338337.0,
          "date_min": "2019-08-12",
          "date_max": "2026-04-03",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-27",
              "date_to": "2025-06-27",
              "monto": 912799.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3789-152-SE25"
            }
          ]
        },
        {
          "other": {
            "id": "d3f96a4f-e116-41a0-bd33-c95e7b0ccecb",
            "kind": "institucion_publica",
            "canonical_name": "ILUSTRE MUNICIPALIDAD TEODORO SCHMIDT"
          },
          "direction": "in",
          "count": 8,
          "monto_sum": 14320183.0,
          "date_min": "2007-06-01",
          "date_max": "NA",
          "sample": [
            {
              "rel_type": "adjudico_licitacion",
              "direction": "in",
              "date": "NA",
              "date_to": "NA",
              "monto": 1575000.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=3563-44-CO07"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2007-06-01",
              "date_to": "2007-06-01",
              "monto": 1874250.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3563-113-OC07"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2008-06-04",
              "date_to": "2008-06-04",
              "monto": 4151196.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3563-140-OC08"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2010-01-14",
              "date_to": "2010-01-14",
              "monto": 864832.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3563-24-SE10"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2010-08-18",
              "date_to": "2010-08-18",
              "monto": 1037799.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3563-379-SE10"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2011-05-30",
              "date_to": "2011-05-30",
              "monto": 990675.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3563-258-SE11"
            }
          ]
        },
        {
          "other": {
            "id": "f42186e2-a6ff-40a7-9daa-e75ff3896d5c",
            "kind": "institucion_publica",
            "canonical_name": "I MUNICIPALIDAD DE CARTAGENA"
          },
          "direction": "in",
          "count": 18,
          "monto_sum": 13965590.0,
          "date_min": "2020-02-06",
          "date_max": "2026-07-15",
          "sample": [
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-02",
              "date_to": "2025-06-02",
              "monto": 2093793.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2694-137-SE25"
            }
          ]
        },
        {
          "other": {
            "id": "e9d69b61-4480-4f63-8fc8-539d2730c4f1",
            "kind": "institucion_publica",
            "canonical_name": "Ilustre Municipalidad de Limache"
          },
          "direction": "in",
          "count": 11,
          "monto_sum": 13863571.0,
          "date_min": "2021-05-05",
          "date_max": "2025-01-15",
          "sample": []
        },
        {
          "other": {
            "id": "168fa63f-95aa-4639-804a-387f2530e425",
            "kind": "institucion_publica",
            "canonical_name": "ILUSTRE MUNICIPALIDAD DE LA LIGUA"
          },
          "direction": "in",
          "count": 44,
          "monto_sum": 13365411.0,
          "date_min": "2018-06-19",
          "date_max": "2026-03-23",
          "sample": [
            {
              "rel_type": "adjudico_licitacion",
              "direction": "in",
              "date": "2025-08-13",
              "date_to": "2025-08-13",
              "monto": 451320.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=2780-35-LP25"
            },
            {
              "rel_type": "recibio_orden_compra",
              "direction": "in",
              "date": "2025-06-19",
              "date_to": "2025-06-19",
              "monto": 266679.0,
              "confidence": 1.0,
              "source_name": "chilecompra",
              "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-226-SE25"
            }
          ]
        },
        {
          "other": {
            "id": "72b04d33-b13e-41e0-949c-5b9190d73ebc",
            "kind": "institucion_publica",
            "canonical_name": "I MUNICIPALIDAD DE SAN ANTONIO"
          },
          "direction": "in",
          "count": 16,
          "monto_sum": 13209654.0,
          "date_min": "2020-06-05",
          "date_max": "2025-03-05",
          "sample": []
        },
        {
          "other": {
            "id": "40ff8448-4551-4533-935f-b1158de012fc",
            "kind": "institucion_publica",
            "canonical_name": "HOSPITAL DE URGENCIA ASISTENCIA PUBLICA DR ALEJANDRO DEL RIO"
          },
          "direction": "in",
          "count": 2,
          "monto_sum": 13173300.0,
          "date_min": "2026-01-16",
          "date_max": "2026-04-08",
          "sample": []
        }
      ],
      "rest": {
        "counterparties": 224,
        "count": 973,
        "monto_sum": 579578301.0
      }
    },
    "lobby": {
      "total": 38,
      "monto_sum": null,
      "groups": [
        {
          "other": {
            "id": "05e9d22e-f6ee-438a-81fb-67d6a349100a",
            "kind": "persona",
            "canonical_name": "Patricia Andrea Huerta Gajardo"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "060a70a1-7730-4a34-b8f5-b0629d778b3a",
            "kind": "persona",
            "canonical_name": "Cristián Contreras González"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "270ab185-fae4-4802-bd32-a713f1358c0d",
            "kind": "persona",
            "canonical_name": "Francisco Marchantt"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "29866be3-d74a-43d7-a9e8-0940fdd29a38",
            "kind": "persona",
            "canonical_name": "Agustín Figari"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "2a32e09d-2d9d-4659-b8c8-c5ae09855a8e",
            "kind": "persona",
            "canonical_name": "Agustín Enrique Espejo García"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "30c8ee07-3731-4dd3-807d-ce503f1acd19",
            "kind": "persona",
            "canonical_name": "Camilo Andree Rojas Díaz"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "33625c7f-059f-4bc2-b973-aad556d2624b",
            "kind": "persona",
            "canonical_name": "Catalina Paz Reinoso Guerra"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "36b48534-6b1f-4f7e-9465-cf56979d779c",
            "kind": "persona",
            "canonical_name": "Marcelo Rojas Rebolledo"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "3ca7bae9-167b-4798-ad1c-2df0410860e4",
            "kind": "persona",
            "canonical_name": "Cecilia Viviana Castro Cabrera"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "3ea1184f-26ca-4c79-9e3d-228a510439cf",
            "kind": "persona",
            "canonical_name": "Francisco Marchantt"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "42c8a948-4f24-4f8c-8524-e2626a6f0c06",
            "kind": "persona",
            "canonical_name": "Cecilia Carolina Knop Pisano"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "4633a24c-d761-46bb-a369-04969aa0b0a4",
            "kind": "persona",
            "canonical_name": "Martín Fabio Cárcamo Muñoz"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "47962ff8-e1cd-467a-a13a-6bd2eb346e03",
            "kind": "persona",
            "canonical_name": "Agustín Arturo Figari Wilson"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "4d19ee0c-5e49-4dcb-8f9b-6bcca8095f76",
            "kind": "persona",
            "canonical_name": "Pablo Góngora"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "533a6aa4-4abe-41e5-992e-0b81fdef3e0b",
            "kind": "persona",
            "canonical_name": "Stephan Alexis Jarpa Cuadra"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "54a572f9-ca8d-4ef7-9efe-12b656e0b15a",
            "kind": "persona",
            "canonical_name": "Germán Rodolfo Knop Valdés"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "61e246c7-09a5-4de6-84cd-0b89b9c744af",
            "kind": "persona",
            "canonical_name": "Andrés González"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "63aafb79-f1c6-402d-8345-c4823660b949",
            "kind": "persona",
            "canonical_name": "Héctor Fernando Rojas Campusano"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "6761ef5b-2513-4573-9681-a2097c05dced",
            "kind": "persona",
            "canonical_name": "Tomás Pablo Jordán Díaz"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "6dffdc3f-5a53-45bc-9d3a-49547ce5075c",
            "kind": "persona",
            "canonical_name": "Raúl Fuhrer"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "820c123b-6a36-4200-8fc9-4e2379d32936",
            "kind": "persona",
            "canonical_name": "Francisco Marchantt"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "956257e2-62c6-4ec4-be2f-c127383eefa4",
            "kind": "persona",
            "canonical_name": "Fuad Chahin Valenzuela"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "a21ae0d3-a6ad-46c7-85c3-2713c91af6ee",
            "kind": "persona",
            "canonical_name": "Evelyn Happke Martinez"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "b05d9970-946e-44b3-aed6-31db10f214fa",
            "kind": "persona",
            "canonical_name": "Sidnei Tozetto De Mello"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "bde811ee-60c7-4551-99ab-4be97f41bd5e",
            "kind": "persona",
            "canonical_name": "Hector Rojas Campusano"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "bfad47ca-68b9-4035-a9d3-e45f8e0d5ba7",
            "kind": "persona",
            "canonical_name": "Nelson Patricio Silva Saavedra"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "c4f9ec92-8e57-4bc7-8eed-6432f466a2f5",
            "kind": "persona",
            "canonical_name": "Patricia Alejandra Arroyo Tapia"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "c9e0a132-13f5-438c-9469-400e5990c15a",
            "kind": "persona",
            "canonical_name": "Daniela Pizarro Morales"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "de6e9839-f6ef-4268-9d57-a325d7fb68fe",
            "kind": "persona",
            "canonical_name": "Catherinne Lagos"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "eabf5bfc-992f-4ebc-8e3e-e0b6d2a1819e",
            "kind": "persona",
            "canonical_name": "Patricia Jacqueline Ruz Miranda"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "eccb6fbb-dd1c-4fa5-82fa-153dfc42cadc",
            "kind": "persona",
            "canonical_name": "Andrés Culagovski"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "ef5842e3-56e0-4d8b-88e1-01d3549c44b7",
            "kind": "persona",
            "canonical_name": "Jimena Milanca Cárdenas"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "efa5f7ed-44ca-4d12-b3ca-da0a8fe179d9",
            "kind": "persona",
            "canonical_name": "Antonio Faundez Ugalde"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "f3defac2-4541-4e90-939f-1bc58425c129",
            "kind": "persona",
            "canonical_name": "Elisabeth Carrasco"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "f6797369-17b4-428e-9bf5-8cca882bea10",
            "kind": "persona",
            "canonical_name": "Cristián Contreras"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "f989692b-571d-4b0b-b5ae-16cc24cb6329",
            "kind": "persona",
            "canonical_name": "Kevin Douglas Lamillar"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "fa944b6d-ec6c-4392-a21e-586fd2569b71",
            "kind": "persona",
            "canonical_name": "Marcela Soledad Barrales Castillo"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        },
        {
          "other": {
            "id": "fd18739e-55f3-43f5-8deb-5ed35c7a2ce6",
            "kind": "persona",
            "canonical_name": "Viviana Lips"
          },
          "direction": "in",
          "count": 1,
          "monto_sum": null,
          "date_min": null,
          "date_max": null,
          "sample": []
        }
      ],
      "rest": null
    }
  },
  "card_updated_at": null,
  "insights": {
    "stats": {
      "grado": 2665,
      "monto_sum": 3456904033.0,
      "grado_pctl": 0.9137760158572844,
      "monto_pctl": 0.8278823918070697,
      "sector_code": "empresas_privado"
    },
    "cruces": [
      {
        "kind": "multiplex",
        "as_of": "2026-07-09",
        "edges": [
          {
            "fecha": "2025-06-17",
            "monto": 694008.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-589-SE25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2025-09-02",
            "monto": 186300.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=2335-59-LE25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-04-03",
            "monto": 188496.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-219-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-06-10",
            "monto": 260788.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-458-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-08-27",
            "monto": 231336.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-874-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2021-03-18",
            "monto": 2706060.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-177-SE21",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2021-05-13",
            "monto": 325869.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-406-SE21",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2021-07-07",
            "monto": 193880.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-640-SE21",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2021-09-22",
            "monto": 399173.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-997-SE21",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2021-10-27",
            "monto": 434159.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-1263-SE21",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2021-11-09",
            "monto": 443156.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-1330-SE21",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2021-11-30",
            "monto": 80467.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-1468-SE21",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-05-06",
            "monto": 192512.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-386-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-06-28",
            "monto": 847875.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-555-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-07-06",
            "monto": 542640.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-607-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-07-08",
            "monto": 128163.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-641-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-10-13",
            "monto": 684488.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-1238-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-12-13",
            "monto": 982101.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-1633-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-02-20",
            "monto": 792004.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-106-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-03-10",
            "monto": 1511002.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-237-AG23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-05-12",
            "monto": 337257.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-534-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-06-23",
            "monto": 1294958.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-790-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-08-09",
            "monto": 1208802.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-1050-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-08-28",
            "monto": 1619471.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-1168-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-08-14",
            "monto": 184747.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-1094-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-11-03",
            "monto": 3529825.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-1553-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-11-21",
            "monto": 414477.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-1653-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-12-14",
            "monto": 1813203.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-1879-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-12-14",
            "monto": 1283415.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-1895-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2024-04-01",
            "monto": 4802245.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-270-SE24",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2024-04-23",
            "monto": 33027.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-367-SE24",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2024-05-29",
            "monto": 2057748.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-528-SE24",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2024-07-04",
            "monto": 332545.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-709-SE24",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2024-09-25",
            "monto": 1789831.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-1124-SE24",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2024-11-25",
            "monto": 6173601.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-1462-SE24",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2025-03-04",
            "monto": 2113440.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-133-SE25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2025-04-10",
            "monto": 416190.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-259-SE25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2025-04-16",
            "monto": 31420.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-320-SE25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2025-05-14",
            "monto": 2314966.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-453-SE25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2025-09-02",
            "monto": 221697.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-981-SE25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2025-11-25",
            "monto": 1102148.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-6520-SE25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2026-06-03",
            "monto": 51899.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-399-SE26",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2026-06-23",
            "monto": 7828153.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2335-507-SE26",
            "valid_from": null,
            "source_name": "chilecompra"
          }
        ],
        "nodes": [
          {
            "id": "73733c31-7741-490b-9d8a-3db09a4d91d6",
            "kind": "empresa",
            "name": "KNOP LABORATORIOS S.A.- Casa Matriz",
            "role": "ancla"
          },
          {
            "id": "2bf33ab2-0178-4182-99d7-f60bd3839dcb",
            "kind": "institucion_publica",
            "name": "ILUSTRE MUNICIPALIDAD DE LINARES",
            "role": "par"
          }
        ],
        "overlap": {
          "temporal": null,
          "monto_involucrado": 52779542.0,
          "coincide_en_periodo": null
        },
        "subtype": "dyad"
      },
      {
        "kind": "multiplex",
        "as_of": "2026-07-09",
        "edges": [
          {
            "fecha": "2007-04-19",
            "monto": 624750.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-85-OC07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2008-03-11",
            "monto": 691866.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-36-OC08",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2009-01-29",
            "monto": 1729665.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-13-SE09",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2010-02-26",
            "monto": 2767464.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-98-SE10",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 525000.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=3921-34-CO07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2018-04-12",
            "monto": 1616781.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-225-SE18",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2019-06-19",
            "monto": 419832.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-397-SE19",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-01-06",
            "monto": 499800.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-15-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-06-19",
            "monto": 414834.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-539-AG20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-12-10",
            "monto": 1514394.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-1258-AG20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2021-05-07",
            "monto": 171360.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-371-SE21",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2021-09-23",
            "monto": 1035300.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-970-AG21",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-01-13",
            "monto": 345100.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-52-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-06-29",
            "monto": 1380400.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-520-AG22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-10-13",
            "monto": 169575.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-906-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-07-18",
            "monto": 1891814.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-539-AG23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-08-28",
            "monto": 1689800.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-647-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-11-14",
            "monto": 1652712.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-897-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2024-07-29",
            "monto": 468312.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-671-AG24",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2026-05-06",
            "monto": 83895.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3921-226-SE26",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 1162800.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=3921-17-CO08",
            "valid_from": null,
            "source_name": "chilecompra"
          }
        ],
        "nodes": [
          {
            "id": "73733c31-7741-490b-9d8a-3db09a4d91d6",
            "kind": "empresa",
            "name": "KNOP LABORATORIOS S.A.- Casa Matriz",
            "role": "ancla"
          },
          {
            "id": "3d7f77bf-493a-44a4-a478-e91c074882fb",
            "kind": "institucion_publica",
            "name": "Ilustre Municipalidad de Villarrica",
            "role": "par"
          }
        ],
        "overlap": {
          "temporal": null,
          "monto_involucrado": 20855454.0,
          "coincide_en_periodo": null
        },
        "subtype": "dyad"
      },
      {
        "kind": "multiplex",
        "as_of": "2026-07-09",
        "edges": [
          {
            "fecha": "2007-06-01",
            "monto": 1874250.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3563-113-OC07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2008-06-04",
            "monto": 4151196.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3563-140-OC08",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2010-01-14",
            "monto": 864832.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3563-24-SE10",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2010-08-18",
            "monto": 1037799.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3563-379-SE10",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2011-05-30",
            "monto": 990675.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3563-258-SE11",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 1575000.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=3563-44-CO07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2018-12-17",
            "monto": 338031.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3563-1046-SE18",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 3488400.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=3563-16-LE08",
            "valid_from": null,
            "source_name": "chilecompra"
          }
        ],
        "nodes": [
          {
            "id": "73733c31-7741-490b-9d8a-3db09a4d91d6",
            "kind": "empresa",
            "name": "KNOP LABORATORIOS S.A.- Casa Matriz",
            "role": "ancla"
          },
          {
            "id": "d3f96a4f-e116-41a0-bd33-c95e7b0ccecb",
            "kind": "institucion_publica",
            "name": "ILUSTRE MUNICIPALIDAD TEODORO SCHMIDT",
            "role": "par"
          }
        ],
        "overlap": {
          "temporal": null,
          "monto_involucrado": 14320183.0,
          "coincide_en_periodo": null
        },
        "subtype": "dyad"
      },
      {
        "kind": "multiplex",
        "as_of": "2026-07-09",
        "edges": [
          {
            "fecha": "2025-06-19",
            "monto": 266679.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-226-SE25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2025-08-13",
            "monto": 451320.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=2780-35-LP25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2018-06-19",
            "monto": 144870.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-311-SE18",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2018-12-11",
            "monto": 89083.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-696-SE18",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2019-02-08",
            "monto": 358547.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-105-SE19",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2019-05-06",
            "monto": 317158.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-264-SE19",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2019-08-07",
            "monto": 1081638.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-475-SE19",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2019-11-27",
            "monto": 357000.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-678-SE19",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2019-12-24",
            "monto": 71400.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-797-SE19",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-02-03",
            "monto": 628320.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-111-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-06-01",
            "monto": 142800.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-443-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-07-28",
            "monto": 207060.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-685-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-07-07",
            "monto": 221697.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-558-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-08-07",
            "monto": 137088.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-720-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-09-01",
            "monto": 203668.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-784-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2021-01-25",
            "monto": 122201.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-95-SE21",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2021-01-22",
            "monto": 285921.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-79-SE21",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2021-03-08",
            "monto": 171360.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-282-SE21",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2021-05-14",
            "monto": 140336.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-545-SE21",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2021-07-06",
            "monto": 81467.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-707-SE21",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2021-07-06",
            "monto": 160025.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-702-SE21",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-02-16",
            "monto": 427805.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-191-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-03-24",
            "monto": 124259.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-286-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-06-28",
            "monto": 213902.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-522-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-07-20",
            "monto": 125628.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-591-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-03-22",
            "monto": 1556520.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-235-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-03-03",
            "monto": 123110.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-169-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-04-12",
            "monto": 147798.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-305-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-04-13",
            "monto": 233478.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-327-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-05-23",
            "monto": 138159.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-432-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-07-27",
            "monto": 236750.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-661-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-08-01",
            "monto": 138159.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-672-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-10-26",
            "monto": 233478.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-902-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-11-23",
            "monto": 142050.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-942-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-12-27",
            "monto": 119785.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-1104-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-12-15",
            "monto": 346754.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-1056-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2024-07-18",
            "monto": 122151.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-584-SE24",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2024-07-18",
            "monto": 205774.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-597-SE24",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2024-10-14",
            "monto": 829061.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-822-SE24",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2025-03-24",
            "monto": 178778.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-100-SE25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2025-05-16",
            "monto": 231544.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-177-SE25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2025-08-13",
            "monto": 537070.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-320-SE25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2025-08-21",
            "monto": 285600.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-341-SE25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2026-03-23",
            "monto": 1028160.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2780-114-SE26",
            "valid_from": null,
            "source_name": "chilecompra"
          }
        ],
        "nodes": [
          {
            "id": "73733c31-7741-490b-9d8a-3db09a4d91d6",
            "kind": "empresa",
            "name": "KNOP LABORATORIOS S.A.- Casa Matriz",
            "role": "ancla"
          },
          {
            "id": "168fa63f-95aa-4639-804a-387f2530e425",
            "kind": "institucion_publica",
            "name": "ILUSTRE MUNICIPALIDAD DE LA LIGUA",
            "role": "par"
          }
        ],
        "overlap": {
          "temporal": null,
          "monto_involucrado": 13365411.0,
          "coincide_en_periodo": null
        },
        "subtype": "dyad"
      },
      {
        "kind": "multiplex",
        "as_of": "2026-07-09",
        "edges": [
          {
            "fecha": "2007-01-15",
            "monto": 624750.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2598-20-OC07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2007-05-24",
            "monto": 937125.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2598-181-OC07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2007-09-05",
            "monto": 624750.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2598-330-OC07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2008-01-24",
            "monto": 937125.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2598-50-OC08",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2008-10-06",
            "monto": 345933.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2598-11338-SE08",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2008-10-30",
            "monto": 1383732.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2598-11397-SE08",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2009-01-19",
            "monto": 1383732.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=2598-39-SE09",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 787500.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=2598-51-CO07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 525000.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=2598-89-CO07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 525000.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=2598-11-CO07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 787500.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=2598-16-CO08",
            "valid_from": null,
            "source_name": "chilecompra"
          }
        ],
        "nodes": [
          {
            "id": "73733c31-7741-490b-9d8a-3db09a4d91d6",
            "kind": "empresa",
            "name": "KNOP LABORATORIOS S.A.- Casa Matriz",
            "role": "ancla"
          },
          {
            "id": "e2d7c972-baa1-494f-87f6-2a6b321697fe",
            "kind": "institucion_publica",
            "name": "I.MUNICIPALIDAD DE CONCON",
            "role": "par"
          }
        ],
        "overlap": {
          "temporal": null,
          "monto_involucrado": 8862147.0,
          "coincide_en_periodo": null
        },
        "subtype": "dyad"
      },
      {
        "kind": "multiplex",
        "as_of": "2026-07-09",
        "edges": [
          {
            "fecha": "2025-09-30",
            "monto": 2067445.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=1247197-27-LE25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2024-07-19",
            "monto": 173155.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1214069-187-SE24",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2024-07-03",
            "monto": 1011000.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1247197-247-SE24",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2024-10-11",
            "monto": 1003170.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1247197-458-SE24",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2025-10-07",
            "monto": 1230852.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1247197-264-SE25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2026-05-14",
            "monto": 645955.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1247197-70-SE26",
            "valid_from": null,
            "source_name": "chilecompra"
          }
        ],
        "nodes": [
          {
            "id": "73733c31-7741-490b-9d8a-3db09a4d91d6",
            "kind": "empresa",
            "name": "KNOP LABORATORIOS S.A.- Casa Matriz",
            "role": "ancla"
          },
          {
            "id": "25ccc3ea-55f7-4486-847a-c75161439aad",
            "kind": "institucion_publica",
            "name": "CORP MUNICIPAL DE CONCHALI DE EDUCACION SALUD Y ATENCION DE MENORES",
            "role": "par"
          }
        ],
        "overlap": {
          "temporal": null,
          "monto_involucrado": 6131577.0,
          "coincide_en_periodo": null
        },
        "subtype": "dyad"
      },
      {
        "kind": "multiplex",
        "as_of": "2026-07-09",
        "edges": [
          {
            "fecha": "2007-04-13",
            "monto": 267750.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3231-254-OC07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2007-06-06",
            "monto": 439110.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3231-360-OC07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2007-08-24",
            "monto": 342720.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3251-18-OC07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2007-10-11",
            "monto": 342720.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3251-60-OC07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2007-12-26",
            "monto": 342720.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3251-126-OC07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2008-05-07",
            "monto": 424592.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3251-80-OC08",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2008-06-09",
            "monto": 318444.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3251-102-OC08",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2008-08-06",
            "monto": 424592.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3251-11080-SE08",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2008-12-03",
            "monto": 424592.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3251-11182-SE08",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 225000.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=3231-203-CO07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 369000.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=3231-301-CO07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2007-09-06",
            "monto": 288000.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=3251-9-CO07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 288000.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=3251-35-CO07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 288000.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=3251-64-CO07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 356800.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=3251-41-CO08",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 535200.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=3251-53-CO08",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2008-08-06",
            "monto": 356800.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=3251-87-CO08",
            "valid_from": null,
            "source_name": "chilecompra"
          }
        ],
        "nodes": [
          {
            "id": "73733c31-7741-490b-9d8a-3db09a4d91d6",
            "kind": "empresa",
            "name": "KNOP LABORATORIOS S.A.- Casa Matriz",
            "role": "ancla"
          },
          {
            "id": "8e4f56c6-4dc4-46be-b4a2-8eb95e29c0a6",
            "kind": "institucion_publica",
            "name": "Ilustre Municipalidad de Pelluhue",
            "role": "par"
          }
        ],
        "overlap": {
          "temporal": null,
          "monto_involucrado": 6034040.0,
          "coincide_en_periodo": null
        },
        "subtype": "dyad"
      },
      {
        "kind": "multiplex",
        "as_of": "2026-07-09",
        "edges": [
          {
            "fecha": "2007-02-15",
            "monto": 468562.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=4142-25-OC07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2007-05-16",
            "monto": 312375.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=4142-48-OC07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2007-07-24",
            "monto": 281137.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=4142-68-OC07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 393750.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=4142-7-CO07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2008-03-14",
            "monto": 691866.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=4142-39-OC08",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2008-05-15",
            "monto": 172966.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=4142-60-OC08",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2009-01-13",
            "monto": 345933.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=4142-13-SE09",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2009-10-15",
            "monto": 345933.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=4142-165-SE09",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2009-12-10",
            "monto": 276746.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=4142-198-SE09",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2010-09-15",
            "monto": 553492.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=4142-121-SE10",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 262500.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=4142-18-CO07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 236250.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=4142-40-CO07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-07-06",
            "monto": 952000.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=4142-165-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 581400.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=4142-15-CO08",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 145350.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=4142-22-CO08",
            "valid_from": null,
            "source_name": "chilecompra"
          }
        ],
        "nodes": [
          {
            "id": "73733c31-7741-490b-9d8a-3db09a4d91d6",
            "kind": "empresa",
            "name": "KNOP LABORATORIOS S.A.- Casa Matriz",
            "role": "ancla"
          },
          {
            "id": "ad2a93d1-d877-49ef-ad05-ed705e263a6b",
            "kind": "institucion_publica",
            "name": "Ilustre Municipalidad de Palmilla",
            "role": "par"
          }
        ],
        "overlap": {
          "temporal": null,
          "monto_involucrado": 6020260.0,
          "coincide_en_periodo": null
        },
        "subtype": "dyad"
      },
      {
        "kind": "multiplex",
        "as_of": "2026-07-09",
        "edges": [
          {
            "fecha": "2007-05-16",
            "monto": 23133.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-1050-OC07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2012-10-26",
            "monto": 55520.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-2388-SE12",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2012-11-26",
            "monto": 145211.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-2579-SE12",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "NA",
            "monto": 19200.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=359-347-CO07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2016-01-04",
            "monto": 310165.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-2-SE16",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2017-05-23",
            "monto": 123165.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-1545-SE17",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2018-03-13",
            "monto": 330439.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-840-SE18",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2019-08-28",
            "monto": 59976.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-2704-SE19",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2019-11-05",
            "monto": 57834.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-3346-SE19",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2019-12-10",
            "monto": 57834.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-3865-SE19",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-02-19",
            "monto": 80753.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-451-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-03-11",
            "monto": 77647.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-664-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-03-26",
            "monto": 37270.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-805-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-05-06",
            "monto": 165648.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-1297-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-06-02",
            "monto": 31059.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-1527-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-09-24",
            "monto": 93177.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-2516-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-09-02",
            "monto": 77647.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-2365-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-10-30",
            "monto": 62118.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-2942-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2021-04-15",
            "monto": 593762.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-1143-SE21",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-02-24",
            "monto": 85680.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-634-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-02-16",
            "monto": 74970.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-504-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-03-23",
            "monto": 19278.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-871-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-04-25",
            "monto": 32130.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-1129-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-05-19",
            "monto": 59976.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-1373-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-06-24",
            "monto": 119952.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-1646-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-08-22",
            "monto": 128520.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-2117-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-10-26",
            "monto": 128520.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-2687-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-01-09",
            "monto": 179928.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-3263-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-02-22",
            "monto": 100674.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-522-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-03-23",
            "monto": 100674.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-852-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2023-04-26",
            "monto": 111384.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=359-1158-SE23",
            "valid_from": null,
            "source_name": "chilecompra"
          }
        ],
        "nodes": [
          {
            "id": "73733c31-7741-490b-9d8a-3db09a4d91d6",
            "kind": "empresa",
            "name": "KNOP LABORATORIOS S.A.- Casa Matriz",
            "role": "ancla"
          },
          {
            "id": "5729d44c-fb7f-44e7-9d3d-b2a5919f8bc5",
            "kind": "institucion_publica",
            "name": "Instituto Nacional del Cancer",
            "role": "par"
          }
        ],
        "overlap": {
          "temporal": null,
          "monto_involucrado": 3543244.0,
          "coincide_en_periodo": null
        },
        "subtype": "dyad"
      },
      {
        "kind": "multiplex",
        "as_of": "2026-07-09",
        "edges": [
          {
            "fecha": "2007-01-22",
            "monto": 780937.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3606-8-OC07",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2008-01-21",
            "monto": 624750.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3606-13-OC08",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2020-04-08",
            "monto": 634032.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3606-117-SE20",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2022-06-16",
            "monto": 174023.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=3606-122-SE22",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2008-01-21",
            "monto": 525000.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=3606-4-CO08",
            "valid_from": null,
            "source_name": "chilecompra"
          }
        ],
        "nodes": [
          {
            "id": "73733c31-7741-490b-9d8a-3db09a4d91d6",
            "kind": "empresa",
            "name": "KNOP LABORATORIOS S.A.- Casa Matriz",
            "role": "ancla"
          },
          {
            "id": "150f8437-d6da-4614-af1c-51f1a75c01b1",
            "kind": "institucion_publica",
            "name": "Ilustre Municipalidad de Mulchen",
            "role": "par"
          }
        ],
        "overlap": {
          "temporal": null,
          "monto_involucrado": 2738742.0,
          "coincide_en_periodo": null
        },
        "subtype": "dyad"
      },
      {
        "kind": "multiplex",
        "as_of": "2026-07-09",
        "edges": [
          {
            "fecha": "2025-08-27",
            "monto": 2100000.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=1643-47-LR25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2026-01-23",
            "monto": 99960.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1643-204-SE26",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2026-05-14",
            "monto": 174930.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1643-1144-SE26",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2026-06-11",
            "monto": 99960.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1643-1308-SE26",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2026-07-06",
            "monto": 174930.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1643-1454-SE26",
            "valid_from": null,
            "source_name": "chilecompra"
          }
        ],
        "nodes": [
          {
            "id": "73733c31-7741-490b-9d8a-3db09a4d91d6",
            "kind": "empresa",
            "name": "KNOP LABORATORIOS S.A.- Casa Matriz",
            "role": "ancla"
          },
          {
            "id": "99aece3f-cf44-487e-ace5-cede54022baf",
            "kind": "institucion_publica",
            "name": "SERVICIO NACIONAL DE SALUD HOSPITAL DE T",
            "role": "par"
          }
        ],
        "overlap": {
          "temporal": null,
          "monto_involucrado": 2649780.0,
          "coincide_en_periodo": null
        },
        "subtype": "dyad"
      },
      {
        "kind": "multiplex",
        "as_of": "2026-07-09",
        "edges": [
          {
            "fecha": "2025-08-05",
            "monto": 587208.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=1271178-15-LE25",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2025-08-25",
            "monto": 587208.0,
            "rel_type": "adjudico_licitacion",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/fichaLicitacion.html?idLicitacion=1271178-15-R125",
            "valid_from": null,
            "source_name": "chilecompra"
          },
          {
            "fecha": "2025-10-03",
            "monto": 463850.0,
            "rel_type": "recibio_orden_compra",
            "valid_to": null,
            "direction": "in",
            "confidence": 1.0,
            "source_url": "http://www.mercadopublico.cl/PurchaseOrder/Modules/PO/DetailsPurchaseOrder.aspx?codigoOC=1271178-293-SE25",
            "valid_from": null,
            "source_name": "chilecompra"
          }
        ],
        "nodes": [
          {
            "id": "73733c31-7741-490b-9d8a-3db09a4d91d6",
            "kind": "empresa",
            "name": "KNOP LABORATORIOS S.A.- Casa Matriz",
            "role": "ancla"
          },
          {
            "id": "3c0dd702-275f-411d-9e70-49a4cd5f7855",
            "kind": "institucion_publica",
            "name": "CORPORACION MUNICIPAL DE DESARROLLO SOCIAL DE MACUL",
            "role": "par"
          }
        ],
        "overlap": {
          "temporal": null,
          "monto_involucrado": 1638266.0,
          "coincide_en_periodo": null
        },
        "subtype": "dyad"
      }
    ],
    "metrics": {
      "resto": {
        "n": 271,
        "monto": 2465660455.0,
        "share": 0.710655609884723
      },
      "periodo": {
        "desde": "2007-01-15",
        "hasta": "2026-07-17"
      },
      "monto_total": 3469557435.0,
      "n_contratos": 2677,
      "serie_anual": [
        {
          "anio": 2007,
          "monto": 10768309.0
        },
        {
          "anio": 2008,
          "monto": 15383625.0
        },
        {
          "anio": 2009,
          "monto": 7582135.0
        },
        {
          "anio": 2010,
          "monto": 9042473.0
        },
        {
          "anio": 2011,
          "monto": 4514360.0
        },
        {
          "anio": 2012,
          "monto": 1294411.0
        },
        {
          "anio": 2013,
          "monto": 15626711.0
        },
        {
          "anio": 2014,
          "monto": 18830076.0
        },
        {
          "anio": 2015,
          "monto": 21951937.0
        },
        {
          "anio": 2016,
          "monto": 36378666.0
        },
        {
          "anio": 2017,
          "monto": 23504402.0
        },
        {
          "anio": 2018,
          "monto": 36022340.0
        },
        {
          "anio": 2019,
          "monto": 90174628.0
        },
        {
          "anio": 2020,
          "monto": 122106853.0
        },
        {
          "anio": 2021,
          "monto": 830975859.0
        },
        {
          "anio": 2022,
          "monto": 389029947.0
        },
        {
          "anio": 2023,
          "monto": 543705713.0
        },
        {
          "anio": 2024,
          "monto": 525319002.0
        },
        {
          "anio": 2025,
          "monto": 512281016.0
        },
        {
          "anio": 2026,
          "monto": 240173907.0
        }
      ],
      "td_conocidos": 2630,
      "n_contrapartes": 274,
      "n_trato_directo": 627,
      "top_contrapartes": [
        {
          "id": "36f473bf-5b2f-495c-b6f8-6f0ddd685f69",
          "name": "CENTRAL DE ABASTECIMIENTO DEL SISTEMA NACIONAL DE SERVICIO DE SALUD",
          "monto": 580749750.0,
          "share": 0.16738438860862956
        },
        {
          "id": "8b7813b3-f066-4f79-bb16-d7a321e6d424",
          "name": "POLICIA DE INVESTIGACIONES DE CHILE",
          "monto": 231218152.0,
          "share": 0.06664197273909662
        },
        {
          "id": "0c170cf5-d60e-44e5-aa06-c289ba524071",
          "name": "I MUNICIPALIDAD DE VITACURA",
          "monto": 191929078.0,
          "share": 0.05531802876755087
        }
      ],
      "pct_trato_directo": 0.23840304182509506
    },
    "senales": [
      "627 de sus 2630 contratos con dato fueron por trato directo (24%)"
    ],
    "built_at": "2026-07-09",
    "editorial": []
  }
}