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                "Sumandig": {
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                "Umpucan": {
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                "Upig": {
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            "note": "The publishing agency will not serve this layer for computation, so susceptibility has to be entered per barangay by the planner.",
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            "endpoint": null,
            "features": 0,
            "ran_at": "2026-09-01 11:16:22",
            "agency": "PHIVOLCS",
            "attribution": "DOST-PHIVOLCS",
            "shares": []
        },
        {
            "key": "ground_rupture",
            "label": "Ground Rupture",
            "group": "geological",
            "source": "PHIVOLCS",
            "magnitude_unit": "Distance to fault trace",
            "status": "pending",
            "note": "No automated source is wired up for this hazard yet.",
            "classes": [],
            "barangays_covered": 0,
            "barangays_measured": 0,
            "class_field": null,
            "endpoint": null,
            "features": 0,
            "ran_at": null,
            "agency": "PHIVOLCS",
            "attribution": "DOST-PHIVOLCS",
            "shares": []
        }
    ],
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            "name": "Akle",
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                    "susceptible_pct": 9.63,
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                "rain_induced_landslide": {
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                        "percent": 4.109
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            }
        },
        {
            "name": "Alagao",
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                "rain_induced_landslide": {
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                    "susceptible_pct": 30.66,
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                        "percent": 30.66
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            }
        },
        {
            "name": "Anyatam",
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                        "MF": 85.183
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                        "class": "HF",
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                        "percent": 14.803
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                    "exposure_score": 4
                },
                "liquefaction": {
                    "classes": {
                        "Highly Susceptible": 36.573,
                        "Moderately Susceptible": 63.427
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                    "susceptible_pct": 100,
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                        "class": "Highly Susceptible",
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                        "percent": 36.573
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                    "exposure_score": 4
                },
                "rain_induced_landslide": null
            }
        },
        {
            "name": "Bagong Barrio",
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                        "percent": 3.408
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                    "exposure_score": 2
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                "liquefaction": {
                    "classes": {
                        "Least Susceptible": 2.702
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                    "susceptible_pct": 2.7,
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                        "class": "Least Susceptible",
                        "rank": null,
                        "percent": 2.702
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                "rain_induced_landslide": {
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            }
        },
        {
            "name": "Basuit",
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                        "percent": 7.299
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                    "exposure_score": 2
                },
                "liquefaction": {
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                    "susceptible_pct": 0.54,
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                "rain_induced_landslide": {
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            }
        },
        {
            "name": "Bubulong Malaki",
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                        "class": "HF",
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                        "percent": 16.854
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                    "exposure_score": 2
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                "liquefaction": {
                    "classes": {
                        "Least Susceptible": 75.516
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                    "susceptible_pct": 75.52,
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                        "class": "Least Susceptible",
                        "rank": null,
                        "percent": 75.516
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                    "exposure_score": 4
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                "rain_induced_landslide": {
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            }
        },
        {
            "name": "Bubulong Munti",
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                        "class": "HF",
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                        "percent": 12.104
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                    "exposure_score": 2
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                "liquefaction": {
                    "classes": {
                        "Least Susceptible": 8.534
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                    "susceptible_pct": 8.53,
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                        "class": "Least Susceptible",
                        "rank": null,
                        "percent": 8.534
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                    "exposure_score": 1
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                "rain_induced_landslide": {
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                    "susceptible_pct": 0,
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                    "exposure_score": 1
                }
            }
        },
        {
            "name": "Buhol na Mangga",
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                    "susceptible_pct": 8.7,
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                        "class": "HF",
                        "rank": 3,
                        "percent": 8.698
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                    "exposure_score": 1
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                "liquefaction": null,
                "rain_induced_landslide": {
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                    "susceptible_pct": 12.31,
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                        "class": "HL",
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                        "percent": 4.626
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                    "exposure_score": 2
                }
            }
        },
        {
            "name": "Bulusukan",
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                        "HF": 11.963
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                    "susceptible_pct": 11.96,
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                        "class": "HF",
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                        "percent": 11.963
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                    "exposure_score": 2
                },
                "liquefaction": {
                    "classes": {
                        "Least Susceptible": 23.294
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                    "susceptible_pct": 23.29,
                    "worst": {
                        "class": "Least Susceptible",
                        "rank": null,
                        "percent": 23.294
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                    "exposure_score": 3
                },
                "rain_induced_landslide": {
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                        "LL": 88.084
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                    "susceptible_pct": 0,
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                        "class": "LL",
                        "rank": 1,
                        "percent": 88.084
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                    "exposure_score": 1
                }
            }
        },
        {
            "name": "Calasag",
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                        "MF": 41.318,
                        "LF": 31.501
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                    "susceptible_pct": 68.67,
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                        "class": "HF",
                        "rank": 3,
                        "percent": 27.355
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                    "exposure_score": 4
                },
                "liquefaction": {
                    "classes": {
                        "Highly Susceptible": 78.747,
                        "Moderately Susceptible": 21.253
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                    "susceptible_pct": 100,
                    "worst": {
                        "class": "Highly Susceptible",
                        "rank": 3,
                        "percent": 78.747
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                    "exposure_score": 4
                },
                "rain_induced_landslide": null
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        },
        {
            "name": "Calawitan",
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                    "susceptible_pct": 99.25,
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                        "class": "HF",
                        "rank": 3,
                        "percent": 31.816
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                    "exposure_score": 4
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                "liquefaction": {
                    "classes": {
                        "Highly Susceptible": 100
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                    "susceptible_pct": 100,
                    "worst": {
                        "class": "Highly Susceptible",
                        "rank": 3,
                        "percent": 100
                    },
                    "exposure_score": 4
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                "rain_induced_landslide": null
            }
        },
        {
            "name": "Casalat",
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                        "HF": 13.268
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                    "susceptible_pct": 13.27,
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                        "percent": 13.268
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                    "exposure_score": 2
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                "liquefaction": null,
                "rain_induced_landslide": {
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                    "susceptible_pct": 13.38,
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                        "percent": 13.383
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                    "exposure_score": 2
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            }
        },
        {
            "name": "Gabihan",
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                        "HF": 7.72
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                    "susceptible_pct": 7.72,
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                        "percent": 7.72
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                    "exposure_score": 1
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                "liquefaction": {
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                        "Least Susceptible": 1.741
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                    "susceptible_pct": 1.74,
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                        "class": "Least Susceptible",
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                        "percent": 1.741
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                    "exposure_score": 1
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                "rain_induced_landslide": {
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                    "susceptible_pct": 8.47,
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                        "percent": 8.467
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                    "exposure_score": 1
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            }
        },
        {
            "name": "Garlang",
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                    "susceptible_pct": 99.44,
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                        "percent": 45.938
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                    "exposure_score": 4
                },
                "liquefaction": {
                    "classes": {
                        "Highly Susceptible": 40.602,
                        "Moderately Susceptible": 59.398
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                    "susceptible_pct": 100,
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                        "class": "Highly Susceptible",
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                        "percent": 40.602
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                    "exposure_score": 4
                },
                "rain_induced_landslide": null
            }
        },
        {
            "name": "Lapnit",
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                    "susceptible_pct": 49.67,
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                        "percent": 8.583
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                    "exposure_score": 4
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                "liquefaction": {
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                        "Moderately Susceptible": 66.765
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                    "susceptible_pct": 100,
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                        "rank": 3,
                        "percent": 33.234
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                    "exposure_score": 4
                },
                "rain_induced_landslide": null
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        },
        {
            "name": "Maasim",
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                    "susceptible_pct": 58.2,
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                        "class": "HF",
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                        "percent": 12.617
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                    "exposure_score": 4
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                "liquefaction": {
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                        "Moderately Susceptible": 63.981
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                    "susceptible_pct": 100,
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                        "percent": 36.019
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                    "exposure_score": 4
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                "rain_induced_landslide": null
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        },
        {
            "name": "Makapilapil",
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                    "susceptible_pct": 80.79,
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                    "exposure_score": 4
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                "liquefaction": {
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                        "Moderately Susceptible": 43.191
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                    "susceptible_pct": 100,
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                        "class": "Highly Susceptible",
                        "rank": 3,
                        "percent": 56.81
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                    "exposure_score": 4
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                "rain_induced_landslide": {
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                    "susceptible_pct": 0,
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                    "exposure_score": 1
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            }
        },
        {
            "name": "Malipampang",
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                    "susceptible_pct": 30.41,
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                        "class": "HF",
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                        "percent": 9.265
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                    "exposure_score": 3
                },
                "liquefaction": {
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                        "Moderately Susceptible": 80.253
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                    "susceptible_pct": 100,
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                        "class": "Highly Susceptible",
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                        "percent": 19.747
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                    "exposure_score": 4
                },
                "rain_induced_landslide": null
            }
        },
        {
            "name": "Mataas na Parang",
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            "hazards": {
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                        "HF": 7.398,
                        "MF": 8.901,
                        "LF": 40.887
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                    "susceptible_pct": 16.3,
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                        "class": "HF",
                        "rank": 3,
                        "percent": 7.398
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                    "exposure_score": 2
                },
                "liquefaction": {
                    "classes": {
                        "Moderately Susceptible": 79.732,
                        "Least Susceptible": 20.268
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                    "susceptible_pct": 100,
                    "worst": {
                        "class": "Moderately Susceptible",
                        "rank": 2,
                        "percent": 79.732
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                    "exposure_score": 4
                },
                "rain_induced_landslide": {
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                        "LL": 42.831
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                    "susceptible_pct": 0,
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                    "exposure_score": 1
                }
            }
        },
        {
            "name": "Matimbubong",
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                    "susceptible_pct": 45.87,
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                        "class": "HF",
                        "rank": 3,
                        "percent": 18.343
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                    "exposure_score": 4
                },
                "liquefaction": {
                    "classes": {
                        "Moderately Susceptible": 100
                    },
                    "susceptible_pct": 100,
                    "worst": {
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                        "rank": 2,
                        "percent": 100
                    },
                    "exposure_score": 4
                },
                "rain_induced_landslide": null
            }
        },
        {
            "name": "Nabaong Garlang",
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                        "LF": 19.489
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                    "susceptible_pct": 80.01,
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                        "rank": 3,
                        "percent": 28.782
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                    "exposure_score": 4
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                "liquefaction": {
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                        "Moderately Susceptible": 100
                    },
                    "susceptible_pct": 100,
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                        "percent": 100
                    },
                    "exposure_score": 4
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                "rain_induced_landslide": {
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                        "LL": 0.687
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                    "susceptible_pct": 0,
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                    "exposure_score": 1
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            }
        },
        {
            "name": "Palapala",
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                        "LF": 21.09
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                    "susceptible_pct": 13.71,
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                        "class": "HF",
                        "rank": 3,
                        "percent": 8.723
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                    "exposure_score": 2
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                "liquefaction": {
                    "classes": {
                        "Moderately Susceptible": 12.512,
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                    "susceptible_pct": 78.61,
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                        "rank": 2,
                        "percent": 12.512
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                    "exposure_score": 4
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                "rain_induced_landslide": {
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                        "LL": 64.708
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                    "susceptible_pct": 0,
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                        "percent": 64.708
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                    "exposure_score": 1
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            }
        },
        {
            "name": "Pasong Bangkal",
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                        "MF": 0.001
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                    "susceptible_pct": 9.83,
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                        "rank": 3,
                        "percent": 9.83
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                    "exposure_score": 1
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                "liquefaction": null,
                "rain_induced_landslide": {
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                        "LL": 69.207
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                    "susceptible_pct": 20.94,
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                        "percent": 20.944
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                    "exposure_score": 3
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            }
        },
        {
            "name": "Pinaod",
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                        "LF": 62.704
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                    "susceptible_pct": 17.8,
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                        "class": "HF",
                        "rank": 3,
                        "percent": 6.829
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                    "exposure_score": 2
                },
                "liquefaction": {
                    "classes": {
                        "Moderately Susceptible": 61.443,
                        "Least Susceptible": 38.557
                    },
                    "susceptible_pct": 100,
                    "worst": {
                        "class": "Moderately Susceptible",
                        "rank": 2,
                        "percent": 61.443
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                    "exposure_score": 4
                },
                "rain_induced_landslide": {
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                        "LL": 19.522
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                    "susceptible_pct": 0,
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                        "class": "LL",
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                        "percent": 19.522
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                    "exposure_score": 1
                }
            }
        },
        {
            "name": "Poblacion",
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            "hazards": {
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                    "classes": {
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                        "MF": 14.16,
                        "LF": 81.752
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                    "susceptible_pct": 18.32,
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                        "class": "HF",
                        "rank": 3,
                        "percent": 4.16
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                    "exposure_score": 2
                },
                "liquefaction": {
                    "classes": {
                        "Moderately Susceptible": 100
                    },
                    "susceptible_pct": 100,
                    "worst": {
                        "class": "Moderately Susceptible",
                        "rank": 2,
                        "percent": 100
                    },
                    "exposure_score": 4
                },
                "rain_induced_landslide": null
            }
        },
        {
            "name": "Pulong Tamo",
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                        "MF": 78.6
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                    "susceptible_pct": 99.91,
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                        "class": "HF",
                        "rank": 3,
                        "percent": 21.312
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                    "exposure_score": 4
                },
                "liquefaction": {
                    "classes": {
                        "Highly Susceptible": 100
                    },
                    "susceptible_pct": 100,
                    "worst": {
                        "class": "Highly Susceptible",
                        "rank": 3,
                        "percent": 100
                    },
                    "exposure_score": 4
                },
                "rain_induced_landslide": null
            }
        },
        {
            "name": "San Juan",
            "area_ha": 74.52,
            "hazards": {
                "flood": {
                    "classes": {
                        "HF": 17.772,
                        "MF": 19.923,
                        "LF": 61.845
                    },
                    "susceptible_pct": 37.7,
                    "worst": {
                        "class": "HF",
                        "rank": 3,
                        "percent": 17.772
                    },
                    "exposure_score": 3
                },
                "liquefaction": {
                    "classes": {
                        "Highly Susceptible": 17.608,
                        "Moderately Susceptible": 82.391
                    },
                    "susceptible_pct": 100,
                    "worst": {
                        "class": "Highly Susceptible",
                        "rank": 3,
                        "percent": 17.608
                    },
                    "exposure_score": 4
                },
                "rain_induced_landslide": null
            }
        },
        {
            "name": "Santa Catalina Bata",
            "area_ha": 76.47,
            "hazards": {
                "flood": {
                    "classes": {
                        "HF": 23.598,
                        "MF": 19.772,
                        "LF": 27.085
                    },
                    "susceptible_pct": 43.37,
                    "worst": {
                        "class": "HF",
                        "rank": 3,
                        "percent": 23.598
                    },
                    "exposure_score": 4
                },
                "liquefaction": {
                    "classes": {
                        "Moderately Susceptible": 71.969,
                        "Least Susceptible": 28.031
                    },
                    "susceptible_pct": 100,
                    "worst": {
                        "class": "Moderately Susceptible",
                        "rank": 2,
                        "percent": 71.969
                    },
                    "exposure_score": 4
                },
                "rain_induced_landslide": {
                    "classes": {
                        "LL": 30.32
                    },
                    "susceptible_pct": 0,
                    "worst": {
                        "class": "LL",
                        "rank": 1,
                        "percent": 30.32
                    },
                    "exposure_score": 1
                }
            }
        },
        {
            "name": "Santa Catalina Matanda",
            "area_ha": 469.14,
            "hazards": {
                "flood": {
                    "classes": {
                        "HF": 34.689,
                        "MF": 9.875,
                        "LF": 14.512
                    },
                    "susceptible_pct": 44.56,
                    "worst": {
                        "class": "HF",
                        "rank": 3,
                        "percent": 34.689
                    },
                    "exposure_score": 4
                },
                "liquefaction": {
                    "classes": {
                        "Moderately Susceptible": 15.442,
                        "Least Susceptible": 84.558
                    },
                    "susceptible_pct": 100,
                    "worst": {
                        "class": "Moderately Susceptible",
                        "rank": 2,
                        "percent": 15.442
                    },
                    "exposure_score": 4
                },
                "rain_induced_landslide": {
                    "classes": {
                        "LL": 40.49
                    },
                    "susceptible_pct": 0,
                    "worst": {
                        "class": "LL",
                        "rank": 1,
                        "percent": 40.49
                    },
                    "exposure_score": 1
                }
            }
        },
        {
            "name": "Sapang Dayap",
            "area_ha": 672.74,
            "hazards": {
                "flood": {
                    "classes": {
                        "HF": 11.882,
                        "LF": 6.096
                    },
                    "susceptible_pct": 11.88,
                    "worst": {
                        "class": "HF",
                        "rank": 3,
                        "percent": 11.882
                    },
                    "exposure_score": 2
                },
                "liquefaction": null,
                "rain_induced_landslide": {
                    "classes": {
                        "ML": 16.925,
                        "LL": 64.667
                    },
                    "susceptible_pct": 16.93,
                    "worst": {
                        "class": "ML",
                        "rank": 2,
                        "percent": 16.925
                    },
                    "exposure_score": 2
                }
            }
        },
        {
            "name": "Sapang Putik",
            "area_ha": 862.3,
            "hazards": {
                "flood": {
                    "classes": {
                        "HF": 8.126,
                        "MF": 9.461,
                        "LF": 48.219
                    },
                    "susceptible_pct": 17.59,
                    "worst": {
                        "class": "HF",
                        "rank": 3,
                        "percent": 8.126
                    },
                    "exposure_score": 2
                },
                "liquefaction": {
                    "classes": {
                        "Moderately Susceptible": 32.916,
                        "Least Susceptible": 55.948
                    },
                    "susceptible_pct": 88.86,
                    "worst": {
                        "class": "Moderately Susceptible",
                        "rank": 2,
                        "percent": 32.916
                    },
                    "exposure_score": 4
                },
                "rain_induced_landslide": {
                    "classes": {
                        "LL": 33.931
                    },
                    "susceptible_pct": 0,
                    "worst": {
                        "class": "LL",
                        "rank": 1,
                        "percent": 33.931
                    },
                    "exposure_score": 1
                }
            }
        },
        {
            "name": "Sapang Putol",
            "area_ha": 107.63,
            "hazards": {
                "flood": {
                    "classes": {
                        "HF": 12.25,
                        "MF": 27.253,
                        "LF": 61.325
                    },
                    "susceptible_pct": 39.5,
                    "worst": {
                        "class": "HF",
                        "rank": 3,
                        "percent": 12.25
                    },
                    "exposure_score": 3
                },
                "liquefaction": {
                    "classes": {
                        "Moderately Susceptible": 100
                    },
                    "susceptible_pct": 100,
                    "worst": {
                        "class": "Moderately Susceptible",
                        "rank": 2,
                        "percent": 100
                    },
                    "exposure_score": 4
                },
                "rain_induced_landslide": null
            }
        },
        {
            "name": "Sumandig",
            "area_ha": 514.32,
            "hazards": {
                "flood": {
                    "classes": {
                        "HF": 4.5,
                        "MF": 1.342,
                        "LF": 8.64
                    },
                    "susceptible_pct": 5.84,
                    "worst": {
                        "class": "HF",
                        "rank": 3,
                        "percent": 4.5
                    },
                    "exposure_score": 1
                },
                "liquefaction": {
                    "classes": {
                        "Least Susceptible": 79.813
                    },
                    "susceptible_pct": 79.81,
                    "worst": {
                        "class": "Least Susceptible",
                        "rank": null,
                        "percent": 79.813
                    },
                    "exposure_score": 4
                },
                "rain_induced_landslide": {
                    "classes": {
                        "LL": 85.279
                    },
                    "susceptible_pct": 0,
                    "worst": {
                        "class": "LL",
                        "rank": 1,
                        "percent": 85.279
                    },
                    "exposure_score": 1
                }
            }
        },
        {
            "name": "Telapatio",
            "area_ha": 261.24,
            "hazards": {
                "flood": {
                    "classes": {
                        "HF": 24.161,
                        "MF": 76.387
                    },
                    "susceptible_pct": 100,
                    "worst": {
                        "class": "HF",
                        "rank": 3,
                        "percent": 24.161
                    },
                    "exposure_score": 4
                },
                "liquefaction": {
                    "classes": {
                        "Highly Susceptible": 100
                    },
                    "susceptible_pct": 100,
                    "worst": {
                        "class": "Highly Susceptible",
                        "rank": 3,
                        "percent": 100
                    },
                    "exposure_score": 4
                },
                "rain_induced_landslide": null
            }
        },
        {
            "name": "Umpucan",
            "area_ha": 504.8,
            "hazards": {
                "flood": {
                    "classes": {
                        "HF": 11.691
                    },
                    "susceptible_pct": 11.69,
                    "worst": {
                        "class": "HF",
                        "rank": 3,
                        "percent": 11.691
                    },
                    "exposure_score": 2
                },
                "liquefaction": {
                    "classes": {
                        "Least Susceptible": 14.344
                    },
                    "susceptible_pct": 14.34,
                    "worst": {
                        "class": "Least Susceptible",
                        "rank": null,
                        "percent": 14.344
                    },
                    "exposure_score": 2
                },
                "rain_induced_landslide": {
                    "classes": {
                        "ML": 12.057,
                        "LL": 76.171
                    },
                    "susceptible_pct": 12.06,
                    "worst": {
                        "class": "ML",
                        "rank": 2,
                        "percent": 12.057
                    },
                    "exposure_score": 2
                }
            }
        },
        {
            "name": "Upig",
            "area_ha": 401.92,
            "hazards": {
                "flood": {
                    "classes": {
                        "HF": 15.962,
                        "MF": 14.891,
                        "LF": 38.475
                    },
                    "susceptible_pct": 30.85,
                    "worst": {
                        "class": "HF",
                        "rank": 3,
                        "percent": 15.962
                    },
                    "exposure_score": 3
                },
                "liquefaction": {
                    "classes": {
                        "Least Susceptible": 26.257
                    },
                    "susceptible_pct": 26.26,
                    "worst": {
                        "class": "Least Susceptible",
                        "rank": null,
                        "percent": 26.257
                    },
                    "exposure_score": 3
                },
                "rain_induced_landslide": {
                    "classes": {
                        "ML": 5.126,
                        "LL": 25.536
                    },
                    "susceptible_pct": 5.13,
                    "worst": {
                        "class": "ML",
                        "rank": 2,
                        "percent": 5.126
                    },
                    "exposure_score": 1
                }
            }
        }
    ],
    "risk": {
        "categories": [
            {
                "min": 12,
                "max": 16,
                "label": "Very High-Risk Areas",
                "short": "Very High",
                "colour": "#96201B",
                "control": "Prohibited"
            },
            {
                "min": 7,
                "max": 11.99,
                "label": "High Risk Areas",
                "short": "High",
                "colour": "#B85A10",
                "control": "Discretionary"
            },
            {
                "min": 3,
                "max": 6.99,
                "label": "Moderate Risk Areas",
                "short": "Moderate",
                "colour": "#9A7A00",
                "control": "Conditional"
            },
            {
                "min": 1,
                "max": 2.99,
                "label": "Low Risk Areas",
                "short": "Low",
                "colour": "#2F7C2A",
                "control": "Permitted"
            }
        ],
        "matrix": {
            "4": {
                "4": 4,
                "3": 3.5,
                "2": 3,
                "1": 2.5
            },
            "3": {
                "4": 3.5,
                "3": 3,
                "2": 2.5,
                "1": 2
            },
            "2": {
                "4": 3,
                "3": 2.5,
                "2": 2,
                "1": 1.5
            },
            "1": {
                "4": 2.5,
                "3": 2,
                "2": 1.5,
                "1": 1
            }
        },
        "status": "pending",
        "note": "Risk needs vulnerability, and vulnerability needs the sensitivity and adaptive-capacity data the LGU supplies. Exposure — the half of the calculation that comes from the hazard maps — is complete and is published below."
    },
    "method": {
        "standard": "DHSUD-2025.1",
        "likelihood": [
            {
                "score": 4,
                "label": "Likely",
                "return_min": 1,
                "return_max": 25,
                "probability_50yr": "87%-100%",
                "description": "This event has occurred several times in your lifetime; it is expected to occur again within a short span."
            },
            {
                "score": 3,
                "label": "Possible",
                "return_min": 25,
                "return_max": 100,
                "probability_50yr": "40%-86%",
                "description": "The event may have occurred once or twice in your lifetime; it is possible to occur within a generation."
            },
            {
                "score": 2,
                "label": "Unlikely",
                "return_min": 10,
                "return_max": 30,
                "probability_50yr": "22.1%-39%",
                "description": "The event is unlikely to be experienced within a lifetime, but records show it has occurred before."
            },
            {
                "score": 1,
                "label": "Rare",
                "return_min": 30,
                "return_max": 100,
                "probability_50yr": "2%-22%",
                "description": "The event is possible but not expected to occur except under exceptional circumstances."
            }
        ],
        "exposure": [
            {
                "score": 4,
                "label": "Very high",
                "above": 15,
                "text": ">15% affected",
                "nominal": "Yes"
            },
            {
                "score": 3,
                "label": "High",
                "above": 10,
                "text": "11-15% affected",
                "nominal": null
            },
            {
                "score": 2,
                "label": "Moderate",
                "above": 5,
                "text": "6-10% affected",
                "nominal": null
            },
            {
                "score": 1,
                "label": "Low",
                "above": -1,
                "text": "0-5% affected",
                "nominal": "No"
            }
        ],
        "sensitivity": [
            {
                "score": 4,
                "label": "Very high",
                "above": 15,
                "text": ">15% sensitive"
            },
            {
                "score": 3,
                "label": "High",
                "above": 10,
                "text": "11-15% sensitive"
            },
            {
                "score": 2,
                "label": "Moderate",
                "above": 5,
                "text": "6-10% sensitive"
            },
            {
                "score": 1,
                "label": "Low",
                "above": -1,
                "text": "0-5% sensitive"
            }
        ],
        "adaptive": [
            {
                "score": 1,
                "label": "Very high",
                "above": 15,
                "code": "A",
                "descriptive": "Local government is implementing existing regulations on hazard mitigation and structural design and monitors compliance thereof"
            },
            {
                "score": 2,
                "label": "High",
                "above": 10,
                "code": "B",
                "descriptive": "Local government is implementing existing regulations on hazard mitigation and structural design"
            },
            {
                "score": 3,
                "label": "Moderate",
                "above": 5,
                "code": "C",
                "descriptive": "Local government has existing regulations on hazard mitigation and structural design"
            },
            {
                "score": 4,
                "label": "Low",
                "above": -1,
                "code": "D",
                "descriptive": "Local government has no regulations on hazard mitigation and structural design"
            }
        ],
        "vulnerability": [
            {
                "max": 0.5,
                "score": 0.25,
                "label": "Very low vulnerability"
            },
            {
                "max": 1,
                "score": 0.5,
                "label": "Low vulnerability"
            },
            {
                "max": 2,
                "score": 0.75,
                "label": "Moderate vulnerability"
            },
            {
                "max": 4,
                "score": 1,
                "label": "High vulnerability"
            }
        ],
        "severity": {
            "4": {
                "4": 4,
                "3": 3.5,
                "2": 3,
                "1": 2.5
            },
            "3": {
                "4": 3.5,
                "3": 3,
                "2": 2.5,
                "1": 2
            },
            "2": {
                "4": 3,
                "3": 2.5,
                "2": 2,
                "1": 1.5
            },
            "1": {
                "4": 2.5,
                "3": 2,
                "2": 1.5,
                "1": 1
            }
        },
        "formula": {
            "severity": "severity of consequence = (exposure + vulnerability) / 2",
            "risk": "risk score = likelihood x severity of consequence",
            "note": "Adaptive capacity is inverted: A is the strongest and scores 1. The severity table published by DHSUD is reproduced exactly by the formula above at all sixteen cells, which the test suite asserts cell by cell."
        }
    },
    "sources": [
        {
            "dataset": "Administrative boundaries",
            "agency": "faeldon/philippines-json-maps",
            "vintage": "PSGC 2023-12-31 (PSA/NAMRIA via faeldon, MIT)",
            "endpoint": null,
            "retrieved": null,
            "used_for": "Municipal outline, barangay polygons, all area computations"
        },
        {
            "dataset": "Liquefaction Susceptibility",
            "agency": "PHIVOLCS",
            "vintage": "DOST-PHIVOLCS (as of July 2018)",
            "endpoint": "https://ulap-hazards.georisk.gov.ph/arcgis/rest/services/PHIVOLCSPublic/Liquefaction/MapServer/0/query",
            "retrieved": "2026-09-01 11:16:22",
            "status": "ok",
            "features": 4,
            "class_field": "lccode",
            "used_for": "Susceptibility class share per barangay"
        },
        {
            "dataset": "Earthquake-induced Landslide",
            "agency": "PHIVOLCS",
            "vintage": "DOST-PHIVOLCS",
            "endpoint": null,
            "retrieved": "2026-09-01 11:16:22",
            "status": "failed",
            "features": 0,
            "class_field": null,
            "used_for": "Susceptibility class share per barangay"
        },
        {
            "dataset": "Ground Shaking (Deterministic)",
            "agency": "PHIVOLCS",
            "vintage": "DOST-PHIVOLCS",
            "endpoint": null,
            "retrieved": "2026-09-01 11:16:21",
            "status": "failed",
            "features": 0,
            "class_field": null,
            "used_for": "Susceptibility class share per barangay"
        },
        {
            "dataset": "Rain-induced Landslide Susceptibility",
            "agency": "DENR-MGB",
            "vintage": "DENR-Mines and Geosciences Bureau",
            "endpoint": "https://controlmap.mgb.gov.ph/arcgis/rest/services/GeospatialDataInventory/GDI_Detailed_Rain_induced_Landslide_Susceptibility/FeatureServer/0/query",
            "retrieved": "2026-09-01 11:16:20",
            "status": "ok",
            "features": 4,
            "class_field": "LndslideSusc",
            "used_for": "Susceptibility class share per barangay"
        },
        {
            "dataset": "Flood Susceptibility",
            "agency": "DENR-MGB",
            "vintage": "DENR-Mines and Geosciences Bureau",
            "endpoint": "https://controlmap.mgb.gov.ph/arcgis/rest/services/GeospatialDataInventory/GDI_Detailed_Flood_Susceptibility/FeatureServer/0/query",
            "retrieved": "2026-09-01 11:00:14",
            "status": "ok",
            "features": 3,
            "class_field": "FloodSusc",
            "used_for": "Susceptibility class share per barangay"
        },
        {
            "dataset": "Tsunami Hazard",
            "agency": "PHIVOLCS",
            "vintage": "DOST-PHIVOLCS",
            "endpoint": null,
            "retrieved": "2026-09-01 10:29:34",
            "status": "failed",
            "features": 0,
            "class_field": null,
            "used_for": "Susceptibility class share per barangay"
        }
    ],
    "gaps": [
        {
            "area": "Drought",
            "need": "A hazard source",
            "why": "No automated source is wired up for this hazard yet.",
            "blocks": "Everything for this hazard"
        },
        {
            "area": "Ground Shaking",
            "need": "Per-barangay susceptibility class, entered by the planner",
            "why": "The publishing agency will not serve this layer for computation, so susceptibility has to be entered per barangay by the planner.",
            "blocks": "Exposure, and therefore risk, for this hazard"
        },
        {
            "area": "Earthquake-induced Landslide",
            "need": "Per-barangay susceptibility class, entered by the planner",
            "why": "The publishing agency will not serve this layer for computation, so susceptibility has to be entered per barangay by the planner.",
            "blocks": "Exposure, and therefore risk, for this hazard"
        },
        {
            "area": "Ground Rupture",
            "need": "A hazard source",
            "why": "No automated source is wired up for this hazard yet.",
            "blocks": "Everything for this hazard"
        },
        {
            "area": "Population and households",
            "need": "CBMS or POPCEN figures for 36 of 36 barangays",
            "why": "Not yet supplied.",
            "blocks": "Population exposure, sensitivity, and every risk score"
        },
        {
            "area": "Land use by barangay",
            "need": "Area by land-use category per barangay",
            "why": "Awaiting the LGU data upload.",
            "blocks": "Urban-use and natural-resource exposure units"
        },
        {
            "area": "Sensitivity (CBMS)",
            "need": "Informal settlers, light-material dwellings, dependants",
            "why": "Awaiting the LGU data upload.",
            "blocks": "The sensitivity half of vulnerability"
        },
        {
            "area": "Adaptive capacity",
            "need": "The DHSUD questionnaire, per hazard",
            "why": "Awaiting the LGU data upload.",
            "blocks": "The adaptive-capacity half of vulnerability"
        },
        {
            "area": "Critical facilities",
            "need": "Facility list with coordinates",
            "why": "Awaiting the LGU data upload.",
            "blocks": "Critical-facility exposure"
        },
        {
            "area": "Replacement costs",
            "need": "Unit cost per land-use category",
            "why": "Awaiting the LGU data upload.",
            "blocks": "Damage estimates"
        }
    ],
    "completeness": {
        "hazards_total": 7,
        "hazards_computed": 3,
        "datasets_missing": 10,
        "stage": "partial exposure",
        "ready_to_submit": false,
        "ready_note": "This is a working draft. It is not submittable until the LGU datasets are loaded, risk is scored, and the MPDO has signed off."
    }
}