{
  "forecast_id": "to_fcst_20261018_1107",
  "hazard": "tornado",
  "issued_at": "2026-10-18T11:07:04Z",
  "model_version": "tornado_v3-05a06c843c87",
  "forecast_horizon_hours": 24,
  "scoring_tier": "tier1_v3",
  "scoring_tier_label": "v3 storm model (LightGBM on ProbSevere storm attributes, NWS warning state)",
  "coherence_source": "hrrr",
  "n_active_storms": 18,
  "top_probability": 0.001,
  "source_artifacts": [
    "/data/live-tornadoes.json",
    "/data/tornado-storms.geojson"
  ],
  "storms": [
    {
      "storm_id": "1208989",
      "lat": 25.6914,
      "lon": -79.215,
      "motion_east": 1.3,
      "motion_south": 0.0,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.001,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 1644.0,
      "ebshear": 36.0,
      "srh01": 14.0,
      "maxllaz": 0.003,
      "mesh": 0.0,
      "flash_rate": 0.0,
      "top_features": [
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.1262
        },
        {
          "name": "0-1 km helicity",
          "value": 14.0,
          "log_odds": -0.7726
        },
        {
          "name": "mixed-layer CIN",
          "value": 0.0,
          "log_odds": 0.6302
        },
        {
          "name": "1-3 km mean wind",
          "value": 26.0,
          "log_odds": 0.5203
        },
        {
          "name": "NOAA ProbWind",
          "value": 0.0,
          "log_odds": -0.4511
        }
      ],
      "model_scores": {
        "v3_p60": 0.00029885779347755035,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 0.0,
        "grad_tau": 0.8780383467674255,
        "torsion": 0.04996988922357559,
        "alignment": 2.0308754444122314,
        "S_field": 0.9400866031646729,
        "Gamma_field": 0.32874569296836853,
        "S_over_Gamma": 2.85961651802063,
        "Da": 19.519662857055664,
        "E_coh": 0.7485339641571045,
        "singularity_count": 4.0,
        "singularity_conditions_met": 4,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": true,
          "high_torsion": false,
          "positive_alignment": true,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 4,
      "confidence_lo": 0.0,
      "confidence_hi": 0.001,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 0.00029885779347755035,
        "probability_30min": 0.00011130371324619671,
        "probability_90min": 0.00029885779347755035,
        "probability_ef2plus_60min": 3.318226835477787e-06,
        "probability_band_60min": [
          0.00043048,
          0.00043754
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [
          "p90"
        ],
        "drivers": [
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.1262
          },
          {
            "input": "p_srh01",
            "label": "0-1 km helicity",
            "value": 14.0,
            "log_odds": -0.7726
          },
          {
            "input": "p_mlcin",
            "label": "mixed-layer CIN",
            "value": 0.0,
            "log_odds": 0.6302
          },
          {
            "input": "p_meanwind_1_3kmagl",
            "label": "1-3 km mean wind",
            "value": 26.0,
            "log_odds": 0.5203
          },
          {
            "input": "p_ps_wind",
            "label": "NOAA ProbWind",
            "value": 0.0,
            "log_odds": -0.4511
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "92ce17c601e6588fdfd4a9b6beaac17ea2ad34714afa390c8a3519205f0b7301",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 1.0,
          "p_mucape": 1644.0,
          "p_mlcape": 819.0,
          "p_mlcin": 0.0,
          "p_ebshear": 36.0,
          "p_srh01": 14.0,
          "p_mesh": 0.0,
          "p_vil_density": 0.0,
          "p_flash_rate": 0.0,
          "p_flash_density": 0.0,
          "p_maxllaz": 0.003000000026077032,
          "p_p98llaz": 0.003000000026077032,
          "p_p98mlaz": 0.003000000026077032,
          "p_lja": 0.0,
          "p_size": 116.0,
          "p_motion_east": 1.2999999523162842,
          "p_motion_south": 0.0,
          "p_pwat": 2.5999999046325684,
          "p_cape_m10m30": 326.0,
          "p_meanwind_1_3kmagl": 26.0,
          "p_wetbulb_0c_hgt": 15.5,
          "p_avg_beam_hgt": 6.059999942779541,
          "p_maxrc_emiss": 0.0,
          "p_maxrc_icecf": null,
          "e_age_min": 89.9749984741211,
          "e_n_steps": 4.0,
          "e_rot_sustained_min": 0.0,
          "e_motion_speed": 1.2999999523162842,
          "e_motion_dir_deg": 90.0,
          "e_maxllaz_delta": 0.0,
          "e_maxllaz_max": 0.003000000026077032,
          "e_maxllaz_mean": 0.003000000026077032,
          "e_maxllaz_slope": 2.5392681876697446e-19,
          "e_p98llaz_delta": 0.0010000000474974513,
          "e_p98llaz_max": 0.003000000026077032,
          "e_p98llaz_mean": 0.0024999999441206455,
          "e_p98llaz_slope": -9.747723166758477e-20,
          "e_ps_tor_delta": 0.0,
          "e_ps_tor_max": 0.0,
          "e_ps_tor_mean": 0.0,
          "e_ps_tor_slope": 0.0,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": 0.0,
          "e_mesh_max": 0.05000000074505806,
          "e_mesh_mean": 0.012500000186264515,
          "e_mesh_slope": -0.004999999888241291,
          "e_flash_rate_delta": 0.0,
          "e_flash_rate_max": 0.0,
          "e_flash_rate_mean": 0.0,
          "e_flash_rate_slope": 0.0,
          "e_size_delta": 61.0,
          "e_size_max": 225.0,
          "e_size_mean": 113.5,
          "e_size_slope": 0.4000000059604645,
          "h80_hrrr_cape": 1170.0,
          "h80_hrrr_cin": -29.832956314086914,
          "h80_hrrr_srh01": 77.9000015258789,
          "h80_hrrr_srh03": 201.0,
          "h80_hrrr_shear06": 13.08035659790039,
          "h80_hrrr_shear01": 2.479663610458374,
          "h80_hrrr_pwat": 61.2130241394043,
          "h80_hrrr_t2m": 298.9114990234375,
          "h80_hrrr_td2m": 296.69293212890625,
          "h80_hrrr_refc": 53.4375,
          "h80_hrrr_stp": 0.26492953300476074,
          "h80_hrrr_srh05_est": 50.6349983215332,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -79.22,
              25.73
            ],
            [
              -79.21,
              25.72
            ],
            [
              -79.18,
              25.72
            ],
            [
              -79.16,
              25.71
            ],
            [
              -79.16,
              25.68
            ],
            [
              -79.15,
              25.66
            ],
            [
              -79.17,
              25.63
            ],
            [
              -79.22,
              25.63
            ],
            [
              -79.26,
              25.65
            ],
            [
              -79.28,
              25.67
            ],
            [
              -79.28,
              25.71
            ],
            [
              -79.27,
              25.72
            ],
            [
              -79.23,
              25.72
            ],
            [
              -79.22,
              25.73
            ]
          ]
        ]
      },
      "raw_probability": 0.00029885779347755035,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "92ce17c601e6588fdfd4a9b6beaac17ea2ad34714afa390c8a3519205f0b7301",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 0.00029885779347755035,
        "probability": 0.001,
        "confidence_lo": 0.0,
        "confidence_hi": 0.001,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "dec99f465de02cac3ed2ba1e29c9b3a9a8f1ad3c949b4a5ebb38361e089be6e0",
        "signature": {
          "alg": "ed25519",
          "sig": "e045907587155b913dad05a2e7821fe1d62c51fc4a50ed82c94778efc5fdf3d106c15beb8ce657c51617baea9acb7e99c8a3c12d79b605fb006b20b3e2415207"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "dec99f465de02cac3ed2ba1e29c9b3a9a8f1ad3c949b4a5ebb38361e089be6e0",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 0.00028106912658207,
        "p60_w": {
          "margin": -1.714225505211328,
          "served": 0.00029885779347755035,
          "recal": 0.00028106912658207
        },
        "p60": {
          "margin": -1.581592026715342,
          "served": 0.0003333923980192334,
          "recal": 0.0003368750853577634
        },
        "p30": {
          "margin": -2.1465681930398004,
          "served": 0.00011130371324619671,
          "recal": 0.00015737020426266683
        },
        "p90": {
          "margin": -2.0430561633301383,
          "served": 0.00025147348074482854,
          "recal": 0.0002105961166504141
        }
      }
    },
    {
      "storm_id": "1209100",
      "lat": 25.1475,
      "lon": -79.135,
      "motion_east": 2.2,
      "motion_south": 3.0,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.0006,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 1273.0,
      "ebshear": 38.0,
      "srh01": 65.0,
      "maxllaz": 0.003,
      "mesh": 0.0,
      "flash_rate": 0.0,
      "top_features": [
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.0945
        },
        {
          "name": "mixed-layer CIN",
          "value": 0.0,
          "log_odds": 0.5033
        },
        {
          "name": "NOAA ProbWind",
          "value": 0.0,
          "log_odds": -0.461
        },
        {
          "name": "VIL density",
          "value": 0.0,
          "log_odds": -0.4195
        },
        {
          "name": "effective bulk shear",
          "value": 38.0,
          "log_odds": 0.3899
        }
      ],
      "model_scores": {
        "v3_p60": 0.00015788739375300386,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 0.0,
        "grad_tau": 0.8780383467674255,
        "torsion": 0.04996988922357559,
        "alignment": 2.0308754444122314,
        "S_field": 0.9400866031646729,
        "Gamma_field": 0.32874569296836853,
        "S_over_Gamma": 2.85961651802063,
        "Da": 19.519662857055664,
        "E_coh": 0.7485339641571045,
        "singularity_count": 4.0,
        "singularity_conditions_met": 4,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": true,
          "high_torsion": false,
          "positive_alignment": true,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 1,
      "confidence_lo": 0.0,
      "confidence_hi": 0.0006,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 0.00015788739375300386,
        "probability_30min": 3.11632475337756e-05,
        "probability_90min": 0.00015788739375300386,
        "probability_ef2plus_60min": 4.5505208503266157e-07,
        "probability_band_60min": [
          0.0002128,
          0.0002166
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [
          "p90"
        ],
        "drivers": [
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.0945
          },
          {
            "input": "p_mlcin",
            "label": "mixed-layer CIN",
            "value": 0.0,
            "log_odds": 0.5033
          },
          {
            "input": "p_ps_wind",
            "label": "NOAA ProbWind",
            "value": 0.0,
            "log_odds": -0.461
          },
          {
            "input": "p_vil_density",
            "label": "VIL density",
            "value": 0.0,
            "log_odds": -0.4195
          },
          {
            "input": "p_ebshear",
            "label": "effective bulk shear",
            "value": 38.0,
            "log_odds": 0.3899
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "bb6326892ea1061856c7935e75fa07908e1f17d8ececc1bc9837bc56cab90dbb",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 0.0,
          "p_mucape": 1273.0,
          "p_mlcape": 529.0,
          "p_mlcin": 0.0,
          "p_ebshear": 38.0,
          "p_srh01": 65.0,
          "p_mesh": 0.0,
          "p_vil_density": 0.0,
          "p_flash_rate": 0.0,
          "p_flash_density": 0.0,
          "p_maxllaz": 0.003000000026077032,
          "p_p98llaz": 0.0020000000949949026,
          "p_p98mlaz": 0.0020000000949949026,
          "p_lja": 0.0,
          "p_size": 85.0,
          "p_motion_east": 2.200000047683716,
          "p_motion_south": 3.0,
          "p_pwat": 2.4000000953674316,
          "p_cape_m10m30": 286.0,
          "p_meanwind_1_3kmagl": 11.0,
          "p_wetbulb_0c_hgt": 15.5,
          "p_avg_beam_hgt": 7.329999923706055,
          "p_maxrc_emiss": 0.0,
          "p_maxrc_icecf": null,
          "e_age_min": 0.0,
          "e_n_steps": 1.0,
          "e_rot_sustained_min": 0.0,
          "e_motion_speed": 3.720215082168579,
          "e_motion_dir_deg": 143.74615478515625,
          "e_maxllaz_delta": 0.0,
          "e_maxllaz_max": 0.003000000026077032,
          "e_maxllaz_mean": 0.003000000026077032,
          "e_maxllaz_slope": 0.0,
          "e_p98llaz_delta": 0.0,
          "e_p98llaz_max": 0.0020000000949949026,
          "e_p98llaz_mean": 0.0020000000949949026,
          "e_p98llaz_slope": 0.0,
          "e_ps_tor_delta": 0.0,
          "e_ps_tor_max": 0.0,
          "e_ps_tor_mean": 0.0,
          "e_ps_tor_slope": 0.0,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": 0.0,
          "e_mesh_max": 0.0,
          "e_mesh_mean": 0.0,
          "e_mesh_slope": 0.0,
          "e_flash_rate_delta": 0.0,
          "e_flash_rate_max": 0.0,
          "e_flash_rate_mean": 0.0,
          "e_flash_rate_slope": 0.0,
          "e_size_delta": 0.0,
          "e_size_max": 85.0,
          "e_size_mean": 85.0,
          "e_size_slope": 0.0,
          "h80_hrrr_cape": 1170.0,
          "h80_hrrr_cin": -29.832956314086914,
          "h80_hrrr_srh01": 77.9000015258789,
          "h80_hrrr_srh03": 201.0,
          "h80_hrrr_shear06": 13.08035659790039,
          "h80_hrrr_shear01": 2.479663610458374,
          "h80_hrrr_pwat": 61.2130241394043,
          "h80_hrrr_t2m": 298.9114990234375,
          "h80_hrrr_td2m": 296.69293212890625,
          "h80_hrrr_refc": 53.4375,
          "h80_hrrr_stp": 0.26492953300476074,
          "h80_hrrr_srh05_est": 50.6349983215332,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -79.13,
              25.19
            ],
            [
              -79.09,
              25.19
            ],
            [
              -79.08,
              25.15
            ],
            [
              -79.12,
              25.1
            ],
            [
              -79.17,
              25.1
            ],
            [
              -79.18,
              25.11
            ],
            [
              -79.18,
              25.15
            ],
            [
              -79.13,
              25.19
            ]
          ]
        ]
      },
      "raw_probability": 0.00015788739375300386,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "bb6326892ea1061856c7935e75fa07908e1f17d8ececc1bc9837bc56cab90dbb",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 0.00015788739375300386,
        "probability": 0.0006,
        "confidence_lo": 0.0,
        "confidence_hi": 0.0006,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "e8cce672ffd4bf3fe44d6cbc08163fd6c1a3c5719e1a19fd3dd3829b475fc631",
        "signature": {
          "alg": "ed25519",
          "sig": "13e30029f02593b182b68693aa7ab4a7e56349d67db87264ffa7b49407462f75825fafaac2a1824875349614cb17acaf196fd0e7b79df9a0f73652686b1fb906"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "e8cce672ffd4bf3fe44d6cbc08163fd6c1a3c5719e1a19fd3dd3829b475fc631",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 0.00014274322796741437,
        "p60_w": {
          "margin": -2.3486911682202827,
          "served": 0.00015788739375300386,
          "recal": 0.00014274322796741437
        },
        "p60": {
          "margin": -2.6538405694361358,
          "served": 0.00011206601332498247,
          "recal": 0.00010154729283986895
        },
        "p30": {
          "margin": -3.379261418832453,
          "served": 3.11632475337756e-05,
          "recal": 4.289283267783443e-05
        },
        "p90": {
          "margin": -2.6912898243102,
          "served": 0.0001304748030932097,
          "recal": 0.00010253032289827718
        }
      }
    },
    {
      "storm_id": "1209050",
      "lat": 25.2982,
      "lon": -78.8424,
      "motion_east": 2.4,
      "motion_south": 3.7,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.0004,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 1524.0,
      "ebshear": 34.0,
      "srh01": 59.0,
      "maxllaz": 0.004,
      "mesh": 0.09,
      "flash_rate": 2.0,
      "top_features": [
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.1136
        },
        {
          "name": "VIL density",
          "value": 0.0,
          "log_odds": -0.5259
        },
        {
          "name": "1-3 km mean wind",
          "value": 8.0,
          "log_odds": -0.5037
        },
        {
          "name": "NOAA ProbWind",
          "value": 0.0,
          "log_odds": -0.4482
        },
        {
          "name": "mixed-layer CIN",
          "value": -1.0,
          "log_odds": 0.4161
        }
      ],
      "model_scores": {
        "v3_p60": 9.50511722922714e-05,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 0.0,
        "grad_tau": 1.0076695680618286,
        "torsion": 0.08069252967834473,
        "alignment": 5.450771808624268,
        "S_field": 0.8028109073638916,
        "Gamma_field": 0.3992248475551605,
        "S_over_Gamma": 2.0109241008758545,
        "Da": 24.40879249572754,
        "E_coh": 0.725358247756958,
        "singularity_count": 4.0,
        "singularity_conditions_met": 4,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": true,
          "high_torsion": false,
          "positive_alignment": true,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 3,
      "confidence_lo": 0.0,
      "confidence_hi": 0.0004,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 9.50511722922714e-05,
        "probability_30min": 3.962662303145176e-05,
        "probability_90min": 0.00011597322799041311,
        "probability_ef2plus_60min": 1.0559488184552423e-06,
        "probability_band_60min": [
          9.88e-05,
          0.00010978
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [],
        "drivers": [
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.1136
          },
          {
            "input": "p_vil_density",
            "label": "VIL density",
            "value": 0.0,
            "log_odds": -0.5259
          },
          {
            "input": "p_meanwind_1_3kmagl",
            "label": "1-3 km mean wind",
            "value": 8.0,
            "log_odds": -0.5037
          },
          {
            "input": "p_ps_wind",
            "label": "NOAA ProbWind",
            "value": 0.0,
            "log_odds": -0.4482
          },
          {
            "input": "p_mlcin",
            "label": "mixed-layer CIN",
            "value": -1.0,
            "log_odds": 0.4161
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "9b093e1f2d1fb139dbfb37d2b9bf6542ddd7b36e7e2d5f5c47563f63ff6e1b16",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 1.0,
          "p_mucape": 1524.0,
          "p_mlcape": 706.0,
          "p_mlcin": -1.0,
          "p_ebshear": 34.0,
          "p_srh01": 59.0,
          "p_mesh": 0.09000000357627869,
          "p_vil_density": 0.0,
          "p_flash_rate": 2.0,
          "p_flash_density": 0.17000000178813934,
          "p_maxllaz": 0.004000000189989805,
          "p_p98llaz": 0.003000000026077032,
          "p_p98mlaz": 0.003000000026077032,
          "p_lja": 0.0,
          "p_size": 254.0,
          "p_motion_east": 2.4000000953674316,
          "p_motion_south": 3.700000047683716,
          "p_pwat": 2.4000000953674316,
          "p_cape_m10m30": 349.0,
          "p_meanwind_1_3kmagl": 8.0,
          "p_wetbulb_0c_hgt": 15.5,
          "p_avg_beam_hgt": 9.470000267028809,
          "p_maxrc_emiss": 0.0,
          "p_maxrc_icecf": null,
          "e_age_min": 59.983333587646484,
          "e_n_steps": 3.0,
          "e_rot_sustained_min": 29.991666793823242,
          "e_motion_speed": 4.410215377807617,
          "e_motion_dir_deg": 147.0305938720703,
          "e_maxllaz_delta": 0.0010000000474974513,
          "e_maxllaz_max": 0.004000000189989805,
          "e_maxllaz_mean": 0.0026666666381061077,
          "e_maxllaz_slope": 0.001500000013038516,
          "e_p98llaz_delta": 0.0,
          "e_p98llaz_max": 0.003000000026077032,
          "e_p98llaz_mean": 0.0023333332501351833,
          "e_p98llaz_slope": 0.0010000000474974513,
          "e_ps_tor_delta": 0.0,
          "e_ps_tor_max": 0.0,
          "e_ps_tor_mean": 0.0,
          "e_ps_tor_slope": 0.0,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": -0.2199999988079071,
          "e_mesh_max": 0.3100000023841858,
          "e_mesh_mean": 0.13333334028720856,
          "e_mesh_slope": 0.04500000178813934,
          "e_flash_rate_delta": 1.0,
          "e_flash_rate_max": 2.0,
          "e_flash_rate_mean": 1.0,
          "e_flash_rate_slope": 1.0,
          "e_size_delta": 200.0,
          "e_size_max": 254.0,
          "e_size_mean": 125.0,
          "e_size_slope": 93.5,
          "h80_hrrr_cape": 930.0,
          "h80_hrrr_cin": -39.52262496948242,
          "h80_hrrr_srh01": 65.4000015258789,
          "h80_hrrr_srh03": 142.0,
          "h80_hrrr_shear06": 15.413076400756836,
          "h80_hrrr_shear01": 5.8067851066589355,
          "h80_hrrr_pwat": 55.00672149658203,
          "h80_hrrr_t2m": 299.7221984863281,
          "h80_hrrr_td2m": 295.851318359375,
          "h80_hrrr_refc": 46.5625,
          "h80_hrrr_stp": 0.2083231657743454,
          "h80_hrrr_srh05_est": 42.5099983215332,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -78.91,
              25.37
            ],
            [
              -78.87,
              25.37
            ],
            [
              -78.82,
              25.34
            ],
            [
              -78.78,
              25.34
            ],
            [
              -78.77,
              25.33
            ],
            [
              -78.75,
              25.33
            ],
            [
              -78.73,
              25.3
            ],
            [
              -78.74,
              25.26
            ],
            [
              -78.79,
              25.21
            ],
            [
              -78.83,
              25.21
            ],
            [
              -78.85,
              25.22
            ],
            [
              -78.86,
              25.25
            ],
            [
              -78.88,
              25.27
            ],
            [
              -78.93,
              25.27
            ],
            [
              -78.95,
              25.29
            ],
            [
              -78.95,
              25.34
            ],
            [
              -78.91,
              25.37
            ]
          ]
        ]
      },
      "raw_probability": 9.50511722922714e-05,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "9b093e1f2d1fb139dbfb37d2b9bf6542ddd7b36e7e2d5f5c47563f63ff6e1b16",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 9.50511722922714e-05,
        "probability": 0.0004,
        "confidence_lo": 0.0,
        "confidence_hi": 0.0004,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "6121ad6670ca844b1d372a0a14b978e275f76239871dbad04d33fba81215343a",
        "signature": {
          "alg": "ed25519",
          "sig": "cf90f8632542045a5fae6314488ba94dd9092ac43a4934aed65b3bf1c32eed7a11cd5e38bc9590ac5a7ef25491b3873d121862065eaf209392311af062c7d60a"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "6121ad6670ca844b1d372a0a14b978e275f76239871dbad04d33fba81215343a",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 8.327881696185755e-05,
        "p60_w": {
          "margin": -2.853229787038162,
          "served": 9.50511722922714e-05,
          "recal": 8.327881696185755e-05
        },
        "p60": {
          "margin": -2.6610592806123043,
          "served": 0.00011124640988377046,
          "recal": 0.00010073069374359838
        },
        "p30": {
          "margin": -3.14661771803105,
          "served": 3.962662303145176e-05,
          "recal": 5.481923952787127e-05
        },
        "p90": {
          "margin": -2.807680640206138,
          "served": 0.00011597322799041311,
          "recal": 9.009944099263352e-05
        }
      }
    },
    {
      "storm_id": "1209112",
      "lat": 26.0842,
      "lon": -79.2133,
      "motion_east": 1.1,
      "motion_south": -1.0,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.0004,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 1441.0,
      "ebshear": 45.0,
      "srh01": 24.0,
      "maxllaz": 0.002,
      "mesh": 0.0,
      "flash_rate": 0.0,
      "top_features": [
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.1161
        },
        {
          "name": "0-1 km helicity",
          "value": 24.0,
          "log_odds": -0.5182
        },
        {
          "name": "effective bulk shear",
          "value": 45.0,
          "log_odds": 0.4725
        },
        {
          "name": "wet-bulb zero height",
          "value": 15.5,
          "log_odds": -0.4658
        },
        {
          "name": "NOAA ProbWind",
          "value": 0.0,
          "log_odds": -0.4511
        }
      ],
      "model_scores": {
        "v3_p60": 8.82727023485448e-05,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 0.8780383467674255,
        "grad_tau": 0.585041344165802,
        "torsion": -0.018713707104325294,
        "alignment": 0.9959039092063904,
        "S_field": 1.0146074295043945,
        "Gamma_field": 0.19352924823760986,
        "S_over_Gamma": 5.242656707763672,
        "Da": 11.101806640625,
        "E_coh": 0.801273763179779,
        "singularity_count": 4.0,
        "singularity_conditions_met": 4,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": true,
          "high_torsion": false,
          "positive_alignment": true,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 1,
      "confidence_lo": 0.0,
      "confidence_hi": 0.0004,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 8.82727023485448e-05,
        "probability_30min": 3.71393240936071e-05,
        "probability_90min": 0.00013116800214289036,
        "probability_ef2plus_60min": 6.315904979404748e-07,
        "probability_band_60min": [
          8.508e-05,
          8.782e-05
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [],
        "drivers": [
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.1161
          },
          {
            "input": "p_srh01",
            "label": "0-1 km helicity",
            "value": 24.0,
            "log_odds": -0.5182
          },
          {
            "input": "p_ebshear",
            "label": "effective bulk shear",
            "value": 45.0,
            "log_odds": 0.4725
          },
          {
            "input": "p_wetbulb_0c_hgt",
            "label": "wet-bulb zero height",
            "value": 15.5,
            "log_odds": -0.4658
          },
          {
            "input": "p_ps_wind",
            "label": "NOAA ProbWind",
            "value": 0.0,
            "log_odds": -0.4511
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "a06a1aca508830bebdc127e3625537a7e113bf253e963fecb3b160a902657707",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 0.0,
          "p_mucape": 1441.0,
          "p_mlcape": 675.0,
          "p_mlcin": 0.0,
          "p_ebshear": 45.0,
          "p_srh01": 24.0,
          "p_mesh": 0.0,
          "p_vil_density": 0.0,
          "p_flash_rate": 0.0,
          "p_flash_density": 0.0,
          "p_maxllaz": 0.0020000000949949026,
          "p_p98llaz": 0.0020000000949949026,
          "p_p98mlaz": 0.0020000000949949026,
          "p_lja": 0.0,
          "p_size": 61.0,
          "p_motion_east": 1.100000023841858,
          "p_motion_south": -1.0,
          "p_pwat": 2.4000000953674316,
          "p_cape_m10m30": 275.0,
          "p_meanwind_1_3kmagl": 18.0,
          "p_wetbulb_0c_hgt": 15.5,
          "p_avg_beam_hgt": 6.760000228881836,
          "p_maxrc_emiss": 0.0,
          "p_maxrc_icecf": null,
          "e_age_min": 0.0,
          "e_n_steps": 1.0,
          "e_rot_sustained_min": 0.0,
          "e_motion_speed": 1.4866068363189697,
          "e_motion_dir_deg": 47.72631072998047,
          "e_maxllaz_delta": 0.0,
          "e_maxllaz_max": 0.0020000000949949026,
          "e_maxllaz_mean": 0.0020000000949949026,
          "e_maxllaz_slope": 0.0,
          "e_p98llaz_delta": 0.0,
          "e_p98llaz_max": 0.0020000000949949026,
          "e_p98llaz_mean": 0.0020000000949949026,
          "e_p98llaz_slope": 0.0,
          "e_ps_tor_delta": 0.0,
          "e_ps_tor_max": 0.0,
          "e_ps_tor_mean": 0.0,
          "e_ps_tor_slope": 0.0,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": 0.0,
          "e_mesh_max": 0.0,
          "e_mesh_mean": 0.0,
          "e_mesh_slope": 0.0,
          "e_flash_rate_delta": 0.0,
          "e_flash_rate_max": 0.0,
          "e_flash_rate_mean": 0.0,
          "e_flash_rate_slope": 0.0,
          "e_size_delta": 0.0,
          "e_size_max": 61.0,
          "e_size_mean": 61.0,
          "e_size_slope": 0.0,
          "h80_hrrr_cape": 1330.0,
          "h80_hrrr_cin": -1.5681557655334473,
          "h80_hrrr_srh01": 56.099998474121094,
          "h80_hrrr_srh03": 176.0,
          "h80_hrrr_shear06": 16.67827606201172,
          "h80_hrrr_shear01": 1.2772252559661865,
          "h80_hrrr_pwat": 60.234832763671875,
          "h80_hrrr_t2m": 299.3985595703125,
          "h80_hrrr_td2m": 296.721923828125,
          "h80_hrrr_refc": 52.8125,
          "h80_hrrr_stp": 0.2765369117259979,
          "h80_hrrr_srh05_est": 36.464996337890625,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -79.22,
              26.12
            ],
            [
              -79.21,
              26.11
            ],
            [
              -79.19,
              26.11
            ],
            [
              -79.17,
              26.09
            ],
            [
              -79.17,
              26.05
            ],
            [
              -79.18,
              26.04
            ],
            [
              -79.23,
              26.04
            ],
            [
              -79.24,
              26.05
            ],
            [
              -79.24,
              26.08
            ],
            [
              -79.25,
              26.1
            ],
            [
              -79.24,
              26.1
            ],
            [
              -79.22,
              26.12
            ]
          ]
        ]
      },
      "raw_probability": 8.82727023485448e-05,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "a06a1aca508830bebdc127e3625537a7e113bf253e963fecb3b160a902657707",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 8.82727023485448e-05,
        "probability": 0.0004,
        "confidence_lo": 0.0,
        "confidence_hi": 0.0004,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "6ce78845a91ea7ba95f86761e6c4cc4f2513870cece96cc0b4f8bdca93e686c4",
        "signature": {
          "alg": "ed25519",
          "sig": "5bf9d0bde132a643a41e62005c9b7558d530c10ee84949815bdfccb938fa454564dd36e07d8e0ec9c2376f4a95104b514e50b211cfaf558e11096a64cf9e6e06"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "6ce78845a91ea7ba95f86761e6c4cc4f2513870cece96cc0b4f8bdca93e686c4",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 7.698680054984309e-05,
        "p60_w": {
          "margin": -2.926785019957224,
          "served": 8.82727023485448e-05,
          "recal": 7.698680054984309e-05
        },
        "p60": {
          "margin": -2.979511688114154,
          "served": 8.047280132801772e-05,
          "recal": 7.054552043884761e-05
        },
        "p30": {
          "margin": -3.209387328632842,
          "served": 3.71393240936071e-05,
          "recal": 5.130802961664264e-05
        },
        "p90": {
          "margin": -2.68605526121752,
          "served": 0.00013116800214289036,
          "recal": 0.00010312802731869407
        }
      }
    },
    {
      "storm_id": "1209088",
      "lat": 24.3129,
      "lon": -83.6733,
      "motion_east": -3.0,
      "motion_south": -1.0,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.0004,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 1790.0,
      "ebshear": 27.0,
      "srh01": 39.0,
      "maxllaz": 0.003,
      "mesh": 0.23,
      "flash_rate": 4.0,
      "top_features": [
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.1204
        },
        {
          "name": "VIL density",
          "value": 0.0,
          "log_odds": -0.5355
        },
        {
          "name": "1-3 km mean wind",
          "value": 5.0,
          "log_odds": -0.5226
        },
        {
          "name": "NOAA ProbWind",
          "value": 0.0,
          "log_odds": -0.4403
        },
        {
          "name": "ProbSevere severe probability",
          "value": 0.0,
          "log_odds": -0.4083
        }
      ],
      "model_scores": {
        "v3_p60": 8.282064354293751e-05,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 0.0,
        "grad_tau": 0.28974661231040955,
        "torsion": -0.001197220990434289,
        "alignment": 1.9152922630310059,
        "S_field": 0.48116567730903625,
        "Gamma_field": 0.1952570676803589,
        "S_over_Gamma": 2.4642677307128906,
        "Da": 11.280552864074707,
        "E_coh": 0.46033087372779846,
        "singularity_count": 3.0,
        "singularity_conditions_met": 3,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": false,
          "high_torsion": false,
          "positive_alignment": true,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 2,
      "confidence_lo": 0.0,
      "confidence_hi": 0.0004,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 8.282064354293751e-05,
        "probability_30min": 3.0782702767034376e-05,
        "probability_90min": 8.83366672481294e-05,
        "probability_ef2plus_60min": 4.7018115212661463e-07,
        "probability_band_60min": [
          8.508e-05,
          8.782e-05
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [],
        "drivers": [
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.1204
          },
          {
            "input": "p_vil_density",
            "label": "VIL density",
            "value": 0.0,
            "log_odds": -0.5355
          },
          {
            "input": "p_meanwind_1_3kmagl",
            "label": "1-3 km mean wind",
            "value": 5.0,
            "log_odds": -0.5226
          },
          {
            "input": "p_ps_wind",
            "label": "NOAA ProbWind",
            "value": 0.0,
            "log_odds": -0.4403
          },
          {
            "input": "p_ps",
            "label": "ProbSevere severe probability",
            "value": 0.0,
            "log_odds": -0.4083
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "9633bed64389681ccc9bc10354a0a2a63f1b1e1205014fecf857dfd9999f9854",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 1.0,
          "p_mucape": 1790.0,
          "p_mlcape": 1035.0,
          "p_mlcin": 0.0,
          "p_ebshear": 27.0,
          "p_srh01": 39.0,
          "p_mesh": 0.23000000417232513,
          "p_vil_density": 0.0,
          "p_flash_rate": 4.0,
          "p_flash_density": 0.11999999731779099,
          "p_maxllaz": 0.003000000026077032,
          "p_p98llaz": 0.003000000026077032,
          "p_p98mlaz": 0.003000000026077032,
          "p_lja": 0.0,
          "p_size": 262.0,
          "p_motion_east": -3.0,
          "p_motion_south": -1.0,
          "p_pwat": 2.4000000953674316,
          "p_cape_m10m30": 406.0,
          "p_meanwind_1_3kmagl": 5.0,
          "p_wetbulb_0c_hgt": 15.600000381469727,
          "p_avg_beam_hgt": 13.359999656677246,
          "p_maxrc_emiss": 0.0,
          "p_maxrc_icecf": null,
          "e_age_min": 29.991666793823242,
          "e_n_steps": 2.0,
          "e_rot_sustained_min": 0.0,
          "e_motion_speed": 3.1622776985168457,
          "e_motion_dir_deg": 288.4349365234375,
          "e_maxllaz_delta": 0.0020000000949949026,
          "e_maxllaz_max": 0.003000000026077032,
          "e_maxllaz_mean": 0.0020000000949949026,
          "e_maxllaz_slope": 0.0020000000949949026,
          "e_p98llaz_delta": -0.0010000000474974513,
          "e_p98llaz_max": 0.004000000189989805,
          "e_p98llaz_mean": 0.0035000001080334187,
          "e_p98llaz_slope": -0.0010000000474974513,
          "e_ps_tor_delta": 0.0,
          "e_ps_tor_max": 0.0,
          "e_ps_tor_mean": 0.0,
          "e_ps_tor_slope": 0.0,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": 0.1899999976158142,
          "e_mesh_max": 0.23000000417232513,
          "e_mesh_mean": 0.13500000536441803,
          "e_mesh_slope": 0.1899999976158142,
          "e_flash_rate_delta": 4.0,
          "e_flash_rate_max": 4.0,
          "e_flash_rate_mean": 2.0,
          "e_flash_rate_slope": 4.0,
          "e_size_delta": 201.0,
          "e_size_max": 262.0,
          "e_size_mean": 161.5,
          "e_size_slope": 201.0,
          "h80_hrrr_cape": 320.0,
          "h80_hrrr_cin": -1.3137032985687256,
          "h80_hrrr_srh01": 63.0,
          "h80_hrrr_srh03": 170.0,
          "h80_hrrr_shear06": 17.024614334106445,
          "h80_hrrr_shear01": 1.9180759191513062,
          "h80_hrrr_pwat": 55.42707443237305,
          "h80_hrrr_t2m": 298.0059814453125,
          "h80_hrrr_td2m": 295.1043395996094,
          "h80_hrrr_refc": 36.1875,
          "h80_hrrr_stp": 0.07627027481794357,
          "h80_hrrr_srh05_est": 40.94999694824219,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -83.7,
              24.41
            ],
            [
              -83.68,
              24.41
            ],
            [
              -83.66,
              24.39
            ],
            [
              -83.63,
              24.38
            ],
            [
              -83.59,
              24.33
            ],
            [
              -83.59,
              24.29
            ],
            [
              -83.6,
              24.28
            ],
            [
              -83.6,
              24.26
            ],
            [
              -83.61,
              24.24
            ],
            [
              -83.62,
              24.24
            ],
            [
              -83.66,
              24.19
            ],
            [
              -83.7,
              24.19
            ],
            [
              -83.72,
              24.2
            ],
            [
              -83.72,
              24.26
            ],
            [
              -83.71,
              24.27
            ],
            [
              -83.71,
              24.3
            ],
            [
              -83.74,
              24.34
            ],
            [
              -83.75,
              24.38
            ],
            [
              -83.74,
              24.4
            ],
            [
              -83.71,
              24.4
            ],
            [
              -83.7,
              24.41
            ]
          ]
        ]
      },
      "raw_probability": 8.282064354293751e-05,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "9633bed64389681ccc9bc10354a0a2a63f1b1e1205014fecf857dfd9999f9854",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 8.282064354293751e-05,
        "probability": 0.0004,
        "confidence_lo": 0.0,
        "confidence_hi": 0.0004,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "105fc1e51e962dac36d6308bd49d4d7d0bb551e48034cc939d617e1000a962c3",
        "signature": {
          "alg": "ed25519",
          "sig": "86aae4949a058672159f31c60179e52260e2bbe8f3b002b35438b178dd1ea8a151bff6ac05a026e2ccaaaf22797c5cb0ab76de7c2783d12f5a6c6321db60350e"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "105fc1e51e962dac36d6308bd49d4d7d0bb551e48034cc939d617e1000a962c3",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 7.194755588849045e-05,
        "p60_w": {
          "margin": -2.990168301149515,
          "served": 8.282064354293751e-05,
          "recal": 7.194755588849045e-05
        },
        "p60": {
          "margin": -3.036607527731033,
          "served": 7.593354640875183e-05,
          "recal": 6.618109413735058e-05
        },
        "p30": {
          "margin": -3.3911582993500518,
          "served": 3.0782702767034376e-05,
          "recal": 4.235805931496313e-05
        },
        "p90": {
          "margin": -3.0765753092141863,
          "served": 8.83366672481294e-05,
          "recal": 6.684108948736966e-05
        }
      }
    },
    {
      "storm_id": "1209023",
      "lat": 25.812,
      "lon": -79.3,
      "motion_east": 1.1,
      "motion_south": -1.0,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.0004,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 1539.0,
      "ebshear": 45.0,
      "srh01": 14.0,
      "maxllaz": 0.003,
      "mesh": 0.0,
      "flash_rate": 0.0,
      "top_features": [
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.1141
        },
        {
          "name": "0-1 km helicity",
          "value": 14.0,
          "log_odds": -0.7277
        },
        {
          "name": "NOAA ProbWind",
          "value": 0.0,
          "log_odds": -0.4511
        },
        {
          "name": "effective bulk shear",
          "value": 45.0,
          "log_odds": 0.4193
        },
        {
          "name": "wet-bulb zero height",
          "value": 15.5,
          "log_odds": -0.408
        }
      ],
      "model_scores": {
        "v3_p60": 7.827991322390057e-05,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 0.8780383467674255,
        "grad_tau": 0.585041344165802,
        "torsion": -0.018713707104325294,
        "alignment": 0.9959039092063904,
        "S_field": 1.0146074295043945,
        "Gamma_field": 0.19352924823760986,
        "S_over_Gamma": 5.242656707763672,
        "Da": 11.101806640625,
        "E_coh": 0.801273763179779,
        "singularity_count": 4.0,
        "singularity_conditions_met": 4,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": true,
          "high_torsion": false,
          "positive_alignment": true,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 3,
      "confidence_lo": 0.0,
      "confidence_hi": 0.0004,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 7.827991322390057e-05,
        "probability_30min": 4.849485273631144e-05,
        "probability_90min": 0.00010031462960200312,
        "probability_ef2plus_60min": 1.5179674708013114e-06,
        "probability_band_60min": [
          8.508e-05,
          8.782e-05
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [],
        "drivers": [
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.1141
          },
          {
            "input": "p_srh01",
            "label": "0-1 km helicity",
            "value": 14.0,
            "log_odds": -0.7277
          },
          {
            "input": "p_ps_wind",
            "label": "NOAA ProbWind",
            "value": 0.0,
            "log_odds": -0.4511
          },
          {
            "input": "p_ebshear",
            "label": "effective bulk shear",
            "value": 45.0,
            "log_odds": 0.4193
          },
          {
            "input": "p_wetbulb_0c_hgt",
            "label": "wet-bulb zero height",
            "value": 15.5,
            "log_odds": -0.408
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "ba1c7955ade35cb19fa61c98481f6de35da1c80e3e99e2c904b2da568576e8bb",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 1.0,
          "p_mucape": 1539.0,
          "p_mlcape": 773.0,
          "p_mlcin": 0.0,
          "p_ebshear": 45.0,
          "p_srh01": 14.0,
          "p_mesh": 0.0,
          "p_vil_density": 0.0,
          "p_flash_rate": 0.0,
          "p_flash_density": 0.0,
          "p_maxllaz": 0.003000000026077032,
          "p_p98llaz": 0.0020000000949949026,
          "p_p98mlaz": 0.0020000000949949026,
          "p_lja": 0.0,
          "p_size": 98.0,
          "p_motion_east": 1.100000023841858,
          "p_motion_south": -1.0,
          "p_pwat": 2.5,
          "p_cape_m10m30": 304.0,
          "p_meanwind_1_3kmagl": 21.0,
          "p_wetbulb_0c_hgt": 15.5,
          "p_avg_beam_hgt": 5.519999980926514,
          "p_maxrc_emiss": 0.0,
          "p_maxrc_icecf": null,
          "e_age_min": 59.983333587646484,
          "e_n_steps": 3.0,
          "e_rot_sustained_min": 59.983333587646484,
          "e_motion_speed": 1.4866068363189697,
          "e_motion_dir_deg": 47.72631072998047,
          "e_maxllaz_delta": -0.0010000000474974513,
          "e_maxllaz_max": 0.004000000189989805,
          "e_maxllaz_mean": 0.003666666569188237,
          "e_maxllaz_slope": -0.0005000000237487257,
          "e_p98llaz_delta": -0.0010000000474974513,
          "e_p98llaz_max": 0.004000000189989805,
          "e_p98llaz_mean": 0.003000000026077032,
          "e_p98llaz_slope": -0.0010000000474974513,
          "e_ps_tor_delta": -1.0,
          "e_ps_tor_max": 1.0,
          "e_ps_tor_mean": 0.6666666865348816,
          "e_ps_tor_slope": -0.5,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": -0.05000000074505806,
          "e_mesh_max": 0.05000000074505806,
          "e_mesh_mean": 0.01666666753590107,
          "e_mesh_slope": 1.6506826495244555e-18,
          "e_flash_rate_delta": 0.0,
          "e_flash_rate_max": 0.0,
          "e_flash_rate_mean": 0.0,
          "e_flash_rate_slope": 0.0,
          "e_size_delta": 23.0,
          "e_size_max": 98.0,
          "e_size_mean": 76.33333587646484,
          "e_size_slope": 21.0,
          "h80_hrrr_cape": 1330.0,
          "h80_hrrr_cin": -1.5681557655334473,
          "h80_hrrr_srh01": 56.099998474121094,
          "h80_hrrr_srh03": 176.0,
          "h80_hrrr_shear06": 16.67827606201172,
          "h80_hrrr_shear01": 1.2772252559661865,
          "h80_hrrr_pwat": 60.234832763671875,
          "h80_hrrr_t2m": 299.3985595703125,
          "h80_hrrr_td2m": 296.721923828125,
          "h80_hrrr_refc": 52.8125,
          "h80_hrrr_stp": 0.2765369117259979,
          "h80_hrrr_srh05_est": 36.464996337890625,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -79.32,
              25.86
            ],
            [
              -79.27,
              25.86
            ],
            [
              -79.25,
              25.85
            ],
            [
              -79.25,
              25.8
            ],
            [
              -79.28,
              25.77
            ],
            [
              -79.3,
              25.77
            ],
            [
              -79.31,
              25.76
            ],
            [
              -79.35,
              25.77
            ],
            [
              -79.35,
              25.82
            ],
            [
              -79.32,
              25.86
            ]
          ]
        ]
      },
      "raw_probability": 7.827991322390057e-05,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "ba1c7955ade35cb19fa61c98481f6de35da1c80e3e99e2c904b2da568576e8bb",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 7.827991322390057e-05,
        "probability": 0.0004,
        "confidence_lo": 0.0,
        "confidence_hi": 0.0004,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "70cc1d760f9025c952e8b0d5f3f7e326254b0d2ec31a008be927ca53d1ae3288",
        "signature": {
          "alg": "ed25519",
          "sig": "a5de40229006ce6d6b6a3a479aab342559482a88850c2cc0e3faf71879e355c9f1b0e36883ee2570996650af98237c3356d188e1643f4c80a069f8a0c693520a"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "70cc1d760f9025c952e8b0d5f3f7e326254b0d2ec31a008be927ca53d1ae3288",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 6.776622098490805e-05,
        "p60_w": {
          "margin": -3.046226841769582,
          "served": 7.827991322390057e-05,
          "recal": 6.776622098490805e-05
        },
        "p60": {
          "margin": -2.9366157422969996,
          "served": 8.406076339648342e-05,
          "recal": 7.40128219598311e-05
        },
        "p30": {
          "margin": -2.951063043507517,
          "served": 4.849485273631144e-05,
          "recal": 6.737423023087023e-05
        },
        "p90": {
          "margin": -2.950965916217914,
          "served": 0.00010031462960200312,
          "recal": 7.684594383122754e-05
        }
      }
    },
    {
      "storm_id": "1209103",
      "lat": 25.5478,
      "lon": -78.75,
      "motion_east": 2.4,
      "motion_south": 3.5,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.0003,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 1641.0,
      "ebshear": 35.0,
      "srh01": 50.0,
      "maxllaz": 0.002,
      "mesh": 0.0,
      "flash_rate": 0.0,
      "top_features": [
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.1227
        },
        {
          "name": "NOAA ProbWind",
          "value": 0.0,
          "log_odds": -0.4511
        },
        {
          "name": "1-3 km mean wind",
          "value": 7.0,
          "log_odds": -0.4217
        },
        {
          "name": "wet-bulb zero height",
          "value": 15.5,
          "log_odds": -0.419
        },
        {
          "name": "mixed-layer CIN",
          "value": 0.0,
          "log_odds": 0.4161
        }
      ],
      "model_scores": {
        "v3_p60": 6.55390630629435e-05,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 0.0,
        "grad_tau": 1.0076695680618286,
        "torsion": 0.08069252967834473,
        "alignment": 5.450771808624268,
        "S_field": 0.8028109073638916,
        "Gamma_field": 0.3992248475551605,
        "S_over_Gamma": 2.0109241008758545,
        "Da": 24.40879249572754,
        "E_coh": 0.725358247756958,
        "singularity_count": 4.0,
        "singularity_conditions_met": 4,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": true,
          "high_torsion": false,
          "positive_alignment": true,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 1,
      "confidence_lo": 0.0,
      "confidence_hi": 0.0003,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 6.55390630629435e-05,
        "probability_30min": 1.961773553469822e-05,
        "probability_90min": 6.55390630629435e-05,
        "probability_ef2plus_60min": 3.5296380679033584e-07,
        "probability_band_60min": [
          8.508e-05,
          8.782e-05
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [
          "p90"
        ],
        "drivers": [
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.1227
          },
          {
            "input": "p_ps_wind",
            "label": "NOAA ProbWind",
            "value": 0.0,
            "log_odds": -0.4511
          },
          {
            "input": "p_meanwind_1_3kmagl",
            "label": "1-3 km mean wind",
            "value": 7.0,
            "log_odds": -0.4217
          },
          {
            "input": "p_wetbulb_0c_hgt",
            "label": "wet-bulb zero height",
            "value": 15.5,
            "log_odds": -0.419
          },
          {
            "input": "p_mlcin",
            "label": "mixed-layer CIN",
            "value": 0.0,
            "log_odds": 0.4161
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "5a6b91d4b0cd265b833002a4dfded009640b72228a902f216fc7b45012aad74b",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 0.0,
          "p_mucape": 1641.0,
          "p_mlcape": 821.0,
          "p_mlcin": 0.0,
          "p_ebshear": 35.0,
          "p_srh01": 50.0,
          "p_mesh": 0.0,
          "p_vil_density": 0.0,
          "p_flash_rate": 0.0,
          "p_flash_density": 0.0,
          "p_maxllaz": 0.0020000000949949026,
          "p_p98llaz": 0.0020000000949949026,
          "p_p98mlaz": 0.0020000000949949026,
          "p_lja": 0.0,
          "p_size": 69.0,
          "p_motion_east": 2.4000000953674316,
          "p_motion_south": 3.5,
          "p_pwat": 2.4000000953674316,
          "p_cape_m10m30": 347.0,
          "p_meanwind_1_3kmagl": 7.0,
          "p_wetbulb_0c_hgt": 15.5,
          "p_avg_beam_hgt": 9.979999542236328,
          "p_maxrc_emiss": 0.0,
          "p_maxrc_icecf": null,
          "e_age_min": 0.0,
          "e_n_steps": 1.0,
          "e_rot_sustained_min": 0.0,
          "e_motion_speed": 4.243819236755371,
          "e_motion_dir_deg": 145.56100463867188,
          "e_maxllaz_delta": 0.0,
          "e_maxllaz_max": 0.0020000000949949026,
          "e_maxllaz_mean": 0.0020000000949949026,
          "e_maxllaz_slope": 0.0,
          "e_p98llaz_delta": 0.0,
          "e_p98llaz_max": 0.0020000000949949026,
          "e_p98llaz_mean": 0.0020000000949949026,
          "e_p98llaz_slope": 0.0,
          "e_ps_tor_delta": 0.0,
          "e_ps_tor_max": 0.0,
          "e_ps_tor_mean": 0.0,
          "e_ps_tor_slope": 0.0,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": 0.0,
          "e_mesh_max": 0.0,
          "e_mesh_mean": 0.0,
          "e_mesh_slope": 0.0,
          "e_flash_rate_delta": 0.0,
          "e_flash_rate_max": 0.0,
          "e_flash_rate_mean": 0.0,
          "e_flash_rate_slope": 0.0,
          "e_size_delta": 0.0,
          "e_size_max": 69.0,
          "e_size_mean": 69.0,
          "e_size_slope": 0.0,
          "h80_hrrr_cape": 930.0,
          "h80_hrrr_cin": -39.52262496948242,
          "h80_hrrr_srh01": 65.4000015258789,
          "h80_hrrr_srh03": 142.0,
          "h80_hrrr_shear06": 15.413076400756836,
          "h80_hrrr_shear01": 5.8067851066589355,
          "h80_hrrr_pwat": 55.00672149658203,
          "h80_hrrr_t2m": 299.7221984863281,
          "h80_hrrr_td2m": 295.851318359375,
          "h80_hrrr_refc": 46.5625,
          "h80_hrrr_stp": 0.2083231657743454,
          "h80_hrrr_srh05_est": 42.5099983215332,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -78.71,
              25.6
            ],
            [
              -78.7,
              25.56
            ],
            [
              -78.73,
              25.54
            ],
            [
              -78.75,
              25.5
            ],
            [
              -78.8,
              25.5
            ],
            [
              -78.81,
              25.51
            ],
            [
              -78.8,
              25.53
            ],
            [
              -78.74,
              25.59
            ],
            [
              -78.71,
              25.6
            ]
          ]
        ]
      },
      "raw_probability": 6.55390630629435e-05,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "5a6b91d4b0cd265b833002a4dfded009640b72228a902f216fc7b45012aad74b",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 6.55390630629435e-05,
        "probability": 0.0003,
        "confidence_lo": 0.0,
        "confidence_hi": 0.0003,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "dd7556e3cd5dc97f6dad4dc20b34e659d32996d78cf507589696342484506706",
        "signature": {
          "alg": "ed25519",
          "sig": "e18281421e9bf3834ab6300b8a6146b37744827cba2328489a0ff1a003fa397136561fe90c827566b60dd7907727a4df0cb6ca9c56009a029bf56800da83be0c"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "dd7556e3cd5dc97f6dad4dc20b34e659d32996d78cf507589696342484506706",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 5.6116652981296024e-05,
        "p60_w": {
          "margin": -3.2228373233211407,
          "served": 6.55390630629435e-05,
          "recal": 5.6116652981296024e-05
        },
        "p60": {
          "margin": -2.899266554233894,
          "served": 8.731479910182749e-05,
          "recal": 7.7170263224706e-05
        },
        "p30": {
          "margin": -3.8273879042507346,
          "served": 1.961773553469822e-05,
          "recal": 2.6738972995666558e-05
        },
        "p90": {
          "margin": -3.376907071763492,
          "served": 6.517783589096513e-05,
          "recal": 4.7885152365304414e-05
        }
      }
    },
    {
      "storm_id": "1209063",
      "lat": 25.498,
      "lon": -78.3734,
      "motion_east": 2.9,
      "motion_south": 3.9,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.0003,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 1700.0,
      "ebshear": 36.0,
      "srh01": 54.0,
      "maxllaz": 0.002,
      "mesh": 0.24,
      "flash_rate": 1.0,
      "top_features": [
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.0995
        },
        {
          "name": "wet-bulb zero height",
          "value": 15.5,
          "log_odds": -0.4839
        },
        {
          "name": "NOAA ProbWind",
          "value": 0.0,
          "log_odds": -0.4544
        },
        {
          "name": "1-3 km mean wind",
          "value": 6.0,
          "log_odds": -0.4477
        },
        {
          "name": "mixed-layer CIN",
          "value": 0.0,
          "log_odds": 0.4473
        }
      ],
      "model_scores": {
        "v3_p60": 5.933708864062639e-05,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 0.0,
        "grad_tau": 1.0076695680618286,
        "torsion": 0.08069252967834473,
        "alignment": 5.450771808624268,
        "S_field": 0.8028109073638916,
        "Gamma_field": 0.3992248475551605,
        "S_over_Gamma": 2.0109241008758545,
        "Da": 24.40879249572754,
        "E_coh": 0.725358247756958,
        "singularity_count": 4.0,
        "singularity_conditions_met": 4,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": true,
          "high_torsion": false,
          "positive_alignment": true,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 2,
      "confidence_lo": 0.0,
      "confidence_hi": 0.0003,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 5.933708864062639e-05,
        "probability_30min": 2.2529523087407317e-05,
        "probability_90min": 8.635027660967387e-05,
        "probability_ef2plus_60min": 9.930909787884686e-07,
        "probability_band_60min": [
          7.904e-05,
          8.675e-05
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [],
        "drivers": [
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.0995
          },
          {
            "input": "p_wetbulb_0c_hgt",
            "label": "wet-bulb zero height",
            "value": 15.5,
            "log_odds": -0.4839
          },
          {
            "input": "p_ps_wind",
            "label": "NOAA ProbWind",
            "value": 0.0,
            "log_odds": -0.4544
          },
          {
            "input": "p_meanwind_1_3kmagl",
            "label": "1-3 km mean wind",
            "value": 6.0,
            "log_odds": -0.4477
          },
          {
            "input": "p_mlcin",
            "label": "mixed-layer CIN",
            "value": 0.0,
            "log_odds": 0.4473
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "6c209327ef3d9ce88d809ed8dc4d937054327012fcc76260410c8a55ebb0ed29",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 0.0,
          "p_mucape": 1700.0,
          "p_mlcape": 1014.0,
          "p_mlcin": 0.0,
          "p_ebshear": 36.0,
          "p_srh01": 54.0,
          "p_mesh": 0.23999999463558197,
          "p_vil_density": 0.0,
          "p_flash_rate": 1.0,
          "p_flash_density": 0.05000000074505806,
          "p_maxllaz": 0.0020000000949949026,
          "p_p98llaz": 0.0020000000949949026,
          "p_p98mlaz": 0.0020000000949949026,
          "p_lja": 0.0,
          "p_size": 522.0,
          "p_motion_east": 2.9000000953674316,
          "p_motion_south": 3.9000000953674316,
          "p_pwat": 2.299999952316284,
          "p_cape_m10m30": 295.0,
          "p_meanwind_1_3kmagl": 6.0,
          "p_wetbulb_0c_hgt": 15.5,
          "p_avg_beam_hgt": 14.069999694824219,
          "p_maxrc_emiss": 0.0,
          "p_maxrc_icecf": null,
          "e_age_min": 29.991666793823242,
          "e_n_steps": 2.0,
          "e_rot_sustained_min": 0.0,
          "e_motion_speed": 4.86004114151001,
          "e_motion_dir_deg": 143.3658905029297,
          "e_maxllaz_delta": 0.0,
          "e_maxllaz_max": 0.0020000000949949026,
          "e_maxllaz_mean": 0.0020000000949949026,
          "e_maxllaz_slope": 0.0,
          "e_p98llaz_delta": 0.0010000000474974513,
          "e_p98llaz_max": 0.0020000000949949026,
          "e_p98llaz_mean": 0.001500000013038516,
          "e_p98llaz_slope": 0.0010000000474974513,
          "e_ps_tor_delta": 0.0,
          "e_ps_tor_max": 0.0,
          "e_ps_tor_mean": 0.0,
          "e_ps_tor_slope": 0.0,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": 0.15000000596046448,
          "e_mesh_max": 0.23999999463558197,
          "e_mesh_mean": 0.16500000655651093,
          "e_mesh_slope": 0.15000000596046448,
          "e_flash_rate_delta": 1.0,
          "e_flash_rate_max": 1.0,
          "e_flash_rate_mean": 0.5,
          "e_flash_rate_slope": 1.0,
          "e_size_delta": 284.0,
          "e_size_max": 522.0,
          "e_size_mean": 380.0,
          "e_size_slope": 284.0,
          "h80_hrrr_cape": 930.0,
          "h80_hrrr_cin": -39.52262496948242,
          "h80_hrrr_srh01": 65.4000015258789,
          "h80_hrrr_srh03": 142.0,
          "h80_hrrr_shear06": 15.413076400756836,
          "h80_hrrr_shear01": 5.8067851066589355,
          "h80_hrrr_pwat": 55.00672149658203,
          "h80_hrrr_t2m": 299.7221984863281,
          "h80_hrrr_td2m": 295.851318359375,
          "h80_hrrr_refc": 46.5625,
          "h80_hrrr_stp": 0.2083231657743454,
          "h80_hrrr_srh05_est": 42.5099983215332,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -78.39,
              25.64
            ],
            [
              -78.4,
              25.62
            ],
            [
              -78.39,
              25.61
            ],
            [
              -78.39,
              25.55
            ],
            [
              -78.38,
              25.54
            ],
            [
              -78.36,
              25.54
            ],
            [
              -78.33,
              25.57
            ],
            [
              -78.29,
              25.57
            ],
            [
              -78.27,
              25.56
            ],
            [
              -78.26,
              25.54
            ],
            [
              -78.23,
              25.51
            ],
            [
              -78.22,
              25.51
            ],
            [
              -78.21,
              25.49
            ],
            [
              -78.22,
              25.45
            ],
            [
              -78.24,
              25.43
            ],
            [
              -78.24,
              25.41
            ],
            [
              -78.34,
              25.33
            ],
            [
              -78.37,
              25.33
            ],
            [
              -78.38,
              25.34
            ],
            [
              -78.38,
              25.39
            ],
            [
              -78.4,
              25.41
            ],
            [
              -78.43,
              25.41
            ],
            [
              -78.45,
              25.39
            ],
            [
              -78.49,
              25.4
            ],
            [
              -78.49,
              25.43
            ],
            [
              -78.47,
              25.44
            ],
            [
              -78.47,
              25.47
            ],
            [
              -78.46,
              25.48
            ],
            [
              -78.46,
              25.51
            ],
            [
              -78.48,
              25.55
            ],
            [
              -78.47,
              25.56
            ],
            [
              -78.47,
              25.59
            ],
            [
              -78.44,
              25.61
            ],
            [
              -78.41,
              25.61
            ],
            [
              -78.39,
              25.64
            ]
          ]
        ]
      },
      "raw_probability": 5.933708864062639e-05,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "6c209327ef3d9ce88d809ed8dc4d937054327012fcc76260410c8a55ebb0ed29",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 5.933708864062639e-05,
        "probability": 0.0003,
        "confidence_lo": 0.0,
        "confidence_hi": 0.0003,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "3664990c7e01c69cc6f64257f298c4128245590c4644cd74010c37b0841359f6",
        "signature": {
          "alg": "ed25519",
          "sig": "2a82ac23fdf1c486f09a23826ecaecc9272e019acf27b7abdee113020c2005cc30b3963c5a61df27bc392d2c36d5ed396a1b988970fac220ce5f58c363369b0b"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "3664990c7e01c69cc6f64257f298c4128245590c4644cd74010c37b0841359f6",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 5.049491888122921e-05,
        "p60_w": {
          "margin": -3.321669445199544,
          "served": 5.933708864062639e-05,
          "recal": 5.049491888122921e-05
        },
        "p60": {
          "margin": -3.4847624501654537,
          "served": 4.8140439233691786e-05,
          "recal": 4.0089419194471665e-05
        },
        "p30": {
          "margin": -3.693385305615868,
          "served": 2.2529523087407317e-05,
          "recal": 3.079765662135798e-05
        },
        "p90": {
          "margin": -3.0990417516572712,
          "served": 8.635027660967387e-05,
          "recal": 6.519414666206285e-05
        }
      }
    },
    {
      "storm_id": "1209085",
      "lat": 24.808,
      "lon": -79.039,
      "motion_east": 1.3,
      "motion_south": 0.0,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.0003,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 1306.0,
      "ebshear": 26.0,
      "srh01": 33.0,
      "maxllaz": 0.002,
      "mesh": 0.09,
      "flash_rate": 0.0,
      "top_features": [
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.1168
        },
        {
          "name": "wet-bulb zero height",
          "value": 14.8,
          "log_odds": -0.4749
        },
        {
          "name": "NOAA ProbWind",
          "value": 0.0,
          "log_odds": -0.4511
        },
        {
          "name": "VIL density",
          "value": 0.0,
          "log_odds": -0.3882
        },
        {
          "name": "mixed-layer CIN",
          "value": 0.0,
          "log_odds": 0.3723
        }
      ],
      "model_scores": {
        "v3_p60": 5.827612299222714e-05,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 0.0,
        "grad_tau": 0.8780383467674255,
        "torsion": 0.04996988922357559,
        "alignment": 2.0308754444122314,
        "S_field": 0.9400866031646729,
        "Gamma_field": 0.32874569296836853,
        "S_over_Gamma": 2.85961651802063,
        "Da": 19.519662857055664,
        "E_coh": 0.7485339641571045,
        "singularity_count": 4.0,
        "singularity_conditions_met": 4,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": true,
          "high_torsion": false,
          "positive_alignment": true,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 2,
      "confidence_lo": 0.0,
      "confidence_hi": 0.0003,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 5.827612299222714e-05,
        "probability_30min": 4.7830977529530094e-05,
        "probability_90min": 6.354856335573692e-05,
        "probability_ef2plus_60min": 5.490826400147413e-07,
        "probability_band_60min": [
          7.904e-05,
          8.675e-05
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [],
        "drivers": [
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.1168
          },
          {
            "input": "p_wetbulb_0c_hgt",
            "label": "wet-bulb zero height",
            "value": 14.800000190734863,
            "log_odds": -0.4749
          },
          {
            "input": "p_ps_wind",
            "label": "NOAA ProbWind",
            "value": 0.0,
            "log_odds": -0.4511
          },
          {
            "input": "p_vil_density",
            "label": "VIL density",
            "value": 0.0,
            "log_odds": -0.3882
          },
          {
            "input": "p_mlcin",
            "label": "mixed-layer CIN",
            "value": 0.0,
            "log_odds": 0.3723
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "f228dfef949a1f329c21407c293fbefadef510757d21ede5d0a8d78174de91c0",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 0.0,
          "p_mucape": 1306.0,
          "p_mlcape": 849.0,
          "p_mlcin": 0.0,
          "p_ebshear": 26.0,
          "p_srh01": 33.0,
          "p_mesh": 0.09000000357627869,
          "p_vil_density": 0.0,
          "p_flash_rate": 0.0,
          "p_flash_density": 0.03999999910593033,
          "p_maxllaz": 0.0020000000949949026,
          "p_p98llaz": 0.0020000000949949026,
          "p_p98mlaz": 0.0020000000949949026,
          "p_lja": 0.0,
          "p_size": 96.0,
          "p_motion_east": 1.2999999523162842,
          "p_motion_south": 0.0,
          "p_pwat": 2.299999952316284,
          "p_cape_m10m30": 300.0,
          "p_meanwind_1_3kmagl": 6.0,
          "p_wetbulb_0c_hgt": 14.800000190734863,
          "p_avg_beam_hgt": 9.3100004196167,
          "p_maxrc_emiss": 0.0,
          "p_maxrc_icecf": null,
          "e_age_min": 29.991666793823242,
          "e_n_steps": 2.0,
          "e_rot_sustained_min": 0.0,
          "e_motion_speed": 1.2999999523162842,
          "e_motion_dir_deg": 90.0,
          "e_maxllaz_delta": 0.0,
          "e_maxllaz_max": 0.0020000000949949026,
          "e_maxllaz_mean": 0.0020000000949949026,
          "e_maxllaz_slope": 0.0,
          "e_p98llaz_delta": 0.0010000000474974513,
          "e_p98llaz_max": 0.0020000000949949026,
          "e_p98llaz_mean": 0.001500000013038516,
          "e_p98llaz_slope": 0.0010000000474974513,
          "e_ps_tor_delta": 0.0,
          "e_ps_tor_max": 0.0,
          "e_ps_tor_mean": 0.0,
          "e_ps_tor_slope": 0.0,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": 0.029999999329447746,
          "e_mesh_max": 0.09000000357627869,
          "e_mesh_mean": 0.07500000298023224,
          "e_mesh_slope": 0.029999999329447746,
          "e_flash_rate_delta": 0.0,
          "e_flash_rate_max": 0.0,
          "e_flash_rate_mean": 0.0,
          "e_flash_rate_slope": 0.0,
          "e_size_delta": 22.0,
          "e_size_max": 96.0,
          "e_size_mean": 85.0,
          "e_size_slope": 22.0,
          "h80_hrrr_cape": 1170.0,
          "h80_hrrr_cin": -29.832956314086914,
          "h80_hrrr_srh01": 77.9000015258789,
          "h80_hrrr_srh03": 201.0,
          "h80_hrrr_shear06": 13.08035659790039,
          "h80_hrrr_shear01": 2.479663610458374,
          "h80_hrrr_pwat": 61.2130241394043,
          "h80_hrrr_t2m": 298.9114990234375,
          "h80_hrrr_td2m": 296.69293212890625,
          "h80_hrrr_refc": 53.4375,
          "h80_hrrr_stp": 0.26492953300476074,
          "h80_hrrr_srh05_est": 50.6349983215332,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -79.03,
              24.86
            ],
            [
              -78.98,
              24.86
            ],
            [
              -78.99,
              24.85
            ],
            [
              -78.99,
              24.81
            ],
            [
              -79.04,
              24.76
            ],
            [
              -79.04,
              24.75
            ],
            [
              -79.1,
              24.75
            ],
            [
              -79.1,
              24.78
            ],
            [
              -79.09,
              24.8
            ],
            [
              -79.03,
              24.86
            ]
          ]
        ]
      },
      "raw_probability": 5.827612299222714e-05,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "f228dfef949a1f329c21407c293fbefadef510757d21ede5d0a8d78174de91c0",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 5.827612299222714e-05,
        "probability": 0.0003,
        "confidence_lo": 0.0,
        "confidence_hi": 0.0003,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "ae026a7645d3224fcbbd2061780c90bbd5f78aad04a2763cb12eeb553fc19e42",
        "signature": {
          "alg": "ed25519",
          "sig": "6879b7636d170ea75c69725e289ccff9bd88bbdc6f8120dd0b7b5120f4b856998fd353d1b14d45112ed2e3b2f972ad6695a4d2c1082c9b2982f8055f6220c602"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "ae026a7645d3224fcbbd2061780c90bbd5f78aad04a2763cb12eeb553fc19e42",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 4.9536749874507284e-05,
        "p60_w": {
          "margin": -3.3396062727536204,
          "served": 5.827612299222714e-05,
          "recal": 4.9536749874507284e-05
        },
        "p60": {
          "margin": -3.142109675431498,
          "served": 6.820875333826683e-05,
          "recal": 5.8814412563950975e-05
        },
        "p30": {
          "margin": -2.9644103254104723,
          "served": 4.7830977529530094e-05,
          "recal": 6.643256460207611e-05
        },
        "p90": {
          "margin": -3.401913444590789,
          "served": 6.354856335573692e-05,
          "recal": 4.657370597858637e-05
        }
      }
    },
    {
      "storm_id": "1209109",
      "lat": 24.5969,
      "lon": -79.6085,
      "motion_east": 1.0,
      "motion_south": 1.9,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.0003,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 2026.0,
      "ebshear": 21.0,
      "srh01": 25.0,
      "maxllaz": 0.002,
      "mesh": 0.0,
      "flash_rate": 0.0,
      "top_features": [
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.1227
        },
        {
          "name": "wet-bulb zero height",
          "value": 15.4,
          "log_odds": -0.5183
        },
        {
          "name": "0-1 km helicity",
          "value": 25.0,
          "log_odds": -0.4817
        },
        {
          "name": "NOAA ProbWind",
          "value": 0.0,
          "log_odds": -0.4511
        },
        {
          "name": "mixed-layer CIN",
          "value": 0.0,
          "log_odds": 0.4094
        }
      ],
      "model_scores": {
        "v3_p60": 4.659942750997146e-05,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 0.0,
        "grad_tau": 0.8780383467674255,
        "torsion": 0.04996988922357559,
        "alignment": 2.0308754444122314,
        "S_field": 0.9400866031646729,
        "Gamma_field": 0.32874569296836853,
        "S_over_Gamma": 2.85961651802063,
        "Da": 19.519662857055664,
        "E_coh": 0.7485339641571045,
        "singularity_count": 4.0,
        "singularity_conditions_met": 4,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": true,
          "high_torsion": false,
          "positive_alignment": true,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 1,
      "confidence_lo": 0.0,
      "confidence_hi": 0.0003,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 4.659942750997146e-05,
        "probability_30min": 2.1108922873144368e-05,
        "probability_90min": 4.659942750997146e-05,
        "probability_ef2plus_60min": 2.4316180355157567e-07,
        "probability_band_60min": [
          6.287e-05,
          7.303e-05
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [
          "p90"
        ],
        "drivers": [
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.1227
          },
          {
            "input": "p_wetbulb_0c_hgt",
            "label": "wet-bulb zero height",
            "value": 15.399999618530273,
            "log_odds": -0.5183
          },
          {
            "input": "p_srh01",
            "label": "0-1 km helicity",
            "value": 25.0,
            "log_odds": -0.4817
          },
          {
            "input": "p_ps_wind",
            "label": "NOAA ProbWind",
            "value": 0.0,
            "log_odds": -0.4511
          },
          {
            "input": "p_mlcin",
            "label": "mixed-layer CIN",
            "value": 0.0,
            "log_odds": 0.4094
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "a2b8f665f00f7170f43c04cb5c967c395dc1d730ef457af6878eb26bed00b292",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 0.0,
          "p_mucape": 2026.0,
          "p_mlcape": 1358.0,
          "p_mlcin": 0.0,
          "p_ebshear": 21.0,
          "p_srh01": 25.0,
          "p_mesh": 0.0,
          "p_vil_density": 0.0,
          "p_flash_rate": 0.0,
          "p_flash_density": 0.0,
          "p_maxllaz": 0.0020000000949949026,
          "p_p98llaz": 0.0020000000949949026,
          "p_p98mlaz": 0.0010000000474974513,
          "p_lja": 0.0,
          "p_size": 54.0,
          "p_motion_east": 1.0,
          "p_motion_south": 1.899999976158142,
          "p_pwat": 2.299999952316284,
          "p_cape_m10m30": 373.0,
          "p_meanwind_1_3kmagl": 2.0,
          "p_wetbulb_0c_hgt": 15.399999618530273,
          "p_avg_beam_hgt": 6.78000020980835,
          "p_maxrc_emiss": 0.0,
          "p_maxrc_icecf": null,
          "e_age_min": 0.0,
          "e_n_steps": 1.0,
          "e_rot_sustained_min": 0.0,
          "e_motion_speed": 2.1470911502838135,
          "e_motion_dir_deg": 152.241455078125,
          "e_maxllaz_delta": 0.0,
          "e_maxllaz_max": 0.0020000000949949026,
          "e_maxllaz_mean": 0.0020000000949949026,
          "e_maxllaz_slope": 0.0,
          "e_p98llaz_delta": 0.0,
          "e_p98llaz_max": 0.0020000000949949026,
          "e_p98llaz_mean": 0.0020000000949949026,
          "e_p98llaz_slope": 0.0,
          "e_ps_tor_delta": 0.0,
          "e_ps_tor_max": 0.0,
          "e_ps_tor_mean": 0.0,
          "e_ps_tor_slope": 0.0,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": 0.0,
          "e_mesh_max": 0.0,
          "e_mesh_mean": 0.0,
          "e_mesh_slope": 0.0,
          "e_flash_rate_delta": 0.0,
          "e_flash_rate_max": 0.0,
          "e_flash_rate_mean": 0.0,
          "e_flash_rate_slope": 0.0,
          "e_size_delta": 0.0,
          "e_size_max": 54.0,
          "e_size_mean": 54.0,
          "e_size_slope": 0.0,
          "h80_hrrr_cape": 1170.0,
          "h80_hrrr_cin": -29.832956314086914,
          "h80_hrrr_srh01": 77.9000015258789,
          "h80_hrrr_srh03": 201.0,
          "h80_hrrr_shear06": 13.08035659790039,
          "h80_hrrr_shear01": 2.479663610458374,
          "h80_hrrr_pwat": 61.2130241394043,
          "h80_hrrr_t2m": 298.9114990234375,
          "h80_hrrr_td2m": 296.69293212890625,
          "h80_hrrr_refc": 53.4375,
          "h80_hrrr_stp": 0.26492953300476074,
          "h80_hrrr_srh05_est": 50.6349983215332,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -79.6,
              24.65
            ],
            [
              -79.58,
              24.64
            ],
            [
              -79.58,
              24.61
            ],
            [
              -79.59,
              24.6
            ],
            [
              -79.58,
              24.57
            ],
            [
              -79.59,
              24.56
            ],
            [
              -79.62,
              24.56
            ],
            [
              -79.63,
              24.55
            ],
            [
              -79.65,
              24.56
            ],
            [
              -79.65,
              24.57
            ],
            [
              -79.62,
              24.61
            ],
            [
              -79.62,
              24.63
            ],
            [
              -79.6,
              24.65
            ]
          ]
        ]
      },
      "raw_probability": 4.659942750997146e-05,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "a2b8f665f00f7170f43c04cb5c967c395dc1d730ef457af6878eb26bed00b292",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 4.659942750997146e-05,
        "probability": 0.0003,
        "confidence_lo": 0.0,
        "confidence_hi": 0.0003,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "817f2256a9c39db5888dc4f9e6e672688ab928d41d96dcd654a22054dafd943e",
        "signature": {
          "alg": "ed25519",
          "sig": "cbf5768a117e0aac95d24d03a558473bbca63bfb0ce3c6a2e29a96c5bf19b947e54274620cc8ab8e76d03ddbdd7bb433cceeb0cb3fa66033925a4fc5fe984709"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "817f2256a9c39db5888dc4f9e6e672688ab928d41d96dcd654a22054dafd943e",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 3.9067155446333e-05,
        "p60_w": {
          "margin": -3.5619043667064565,
          "served": 4.659942750997146e-05,
          "recal": 3.9067155446333e-05
        },
        "p60": {
          "margin": -3.1264042192222288,
          "served": 6.930686156684736e-05,
          "recal": 5.985674363627437e-05
        },
        "p30": {
          "margin": -3.7564500890985513,
          "served": 2.1108922873144368e-05,
          "recal": 2.8816029881203062e-05
        },
        "p90": {
          "margin": -3.914828395835569,
          "served": 3.780909770383499e-05,
          "recal": 2.634930796267151e-05
        }
      }
    },
    {
      "storm_id": "1208915",
      "lat": 24.3519,
      "lon": -83.33,
      "motion_east": -1.0,
      "motion_south": 0.0,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.0002,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 1523.0,
      "ebshear": 35.0,
      "srh01": 30.0,
      "maxllaz": 0.001,
      "mesh": 0.23,
      "flash_rate": 5.0,
      "top_features": [
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.1163
        },
        {
          "name": "low-level rotation (max azimuthal shear)",
          "value": 0.001,
          "log_odds": -0.5769
        },
        {
          "name": "VIL density",
          "value": 0.0,
          "log_odds": -0.4598
        },
        {
          "name": "low-level rotation (98th pct)",
          "value": 0.001,
          "log_odds": -0.4438
        },
        {
          "name": "wet-bulb zero height",
          "value": 15.5,
          "log_odds": -0.4401
        }
      ],
      "model_scores": {
        "v3_p60": 3.412747283472152e-05,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 0.0,
        "grad_tau": 0.3308121860027313,
        "torsion": 0.011367128230631351,
        "alignment": 2.8659119606018066,
        "S_field": 0.28931838274002075,
        "Gamma_field": 0.20798075199127197,
        "S_over_Gamma": 1.391082525253296,
        "Da": 12.22536563873291,
        "E_coh": 0.09717805683612823,
        "singularity_count": 3.0,
        "singularity_conditions_met": 3,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": false,
          "high_torsion": false,
          "positive_alignment": true,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 7,
      "confidence_lo": 0.0,
      "confidence_hi": 0.0002,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 3.412747283472152e-05,
        "probability_30min": 2.5551856492168733e-05,
        "probability_90min": 4.654920142485904e-05,
        "probability_ef2plus_60min": 7.277789530348041e-07,
        "probability_band_60min": [
          3.458e-05,
          3.623e-05
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [],
        "drivers": [
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.1163
          },
          {
            "input": "p_maxllaz",
            "label": "low-level rotation (max azimuthal shear)",
            "value": 0.0010000000474974513,
            "log_odds": -0.5769
          },
          {
            "input": "p_vil_density",
            "label": "VIL density",
            "value": 0.0,
            "log_odds": -0.4598
          },
          {
            "input": "p_p98llaz",
            "label": "low-level rotation (98th pct)",
            "value": 0.0010000000474974513,
            "log_odds": -0.4438
          },
          {
            "input": "p_wetbulb_0c_hgt",
            "label": "wet-bulb zero height",
            "value": 15.5,
            "log_odds": -0.4401
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "c398f200c9d0c522d7ce94d9ef530879bac522437d3eaf0c52cd838bd812e378",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 1.0,
          "p_mucape": 1523.0,
          "p_mlcape": 816.0,
          "p_mlcin": 0.0,
          "p_ebshear": 35.0,
          "p_srh01": 30.0,
          "p_mesh": 0.23000000417232513,
          "p_vil_density": 0.0,
          "p_flash_rate": 5.0,
          "p_flash_density": 0.15000000596046448,
          "p_maxllaz": 0.0010000000474974513,
          "p_p98llaz": 0.0010000000474974513,
          "p_p98mlaz": 0.0020000000949949026,
          "p_lja": 0.0,
          "p_size": 216.0,
          "p_motion_east": -1.0,
          "p_motion_south": 0.0,
          "p_pwat": 2.5,
          "p_cape_m10m30": 326.0,
          "p_meanwind_1_3kmagl": 9.0,
          "p_wetbulb_0c_hgt": 15.5,
          "p_avg_beam_hgt": 9.789999961853027,
          "p_maxrc_emiss": 0.0,
          "p_maxrc_icecf": null,
          "e_age_min": 179.9499969482422,
          "e_n_steps": 7.0,
          "e_rot_sustained_min": 29.991666793823242,
          "e_motion_speed": 1.0,
          "e_motion_dir_deg": 270.0,
          "e_maxllaz_delta": -0.0010000000474974513,
          "e_maxllaz_max": 0.004000000189989805,
          "e_maxllaz_mean": 0.0025714286603033543,
          "e_maxllaz_slope": -0.0003571428533177823,
          "e_p98llaz_delta": -0.0010000000474974513,
          "e_p98llaz_max": 0.003000000026077032,
          "e_p98llaz_mean": 0.002142857061699033,
          "e_p98llaz_slope": -0.0002857142826542258,
          "e_ps_tor_delta": 0.0,
          "e_ps_tor_max": 0.0,
          "e_ps_tor_mean": 0.0,
          "e_ps_tor_slope": 0.0,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": 0.03999999910593033,
          "e_mesh_max": 0.23000000417232513,
          "e_mesh_mean": 0.10857142508029938,
          "e_mesh_slope": 0.035357143729925156,
          "e_flash_rate_delta": 2.0,
          "e_flash_rate_max": 5.0,
          "e_flash_rate_mean": 1.2857142686843872,
          "e_flash_rate_slope": 0.75,
          "e_size_delta": 154.0,
          "e_size_max": 283.0,
          "e_size_mean": 158.7142791748047,
          "e_size_slope": 19.571428298950195,
          "h80_hrrr_cape": 30.0,
          "h80_hrrr_cin": -1.9853107929229736,
          "h80_hrrr_srh01": 49.29999923706055,
          "h80_hrrr_srh03": 155.0,
          "h80_hrrr_shear06": 14.870267868041992,
          "h80_hrrr_shear01": 2.991886854171753,
          "h80_hrrr_pwat": 55.86895751953125,
          "h80_hrrr_t2m": 298.5323181152344,
          "h80_hrrr_td2m": 294.9282531738281,
          "h80_hrrr_refc": 32.5625,
          "h80_hrrr_stp": 0.004887361079454422,
          "h80_hrrr_srh05_est": 32.04499816894531,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -83.36,
              24.44
            ],
            [
              -83.33,
              24.44
            ],
            [
              -83.28,
              24.39
            ],
            [
              -83.28,
              24.37
            ],
            [
              -83.26,
              24.35
            ],
            [
              -83.24,
              24.31
            ],
            [
              -83.24,
              24.28
            ],
            [
              -83.26,
              24.25
            ],
            [
              -83.3,
              24.26
            ],
            [
              -83.36,
              24.32
            ],
            [
              -83.39,
              24.32
            ],
            [
              -83.4,
              24.33
            ],
            [
              -83.41,
              24.35
            ],
            [
              -83.41,
              24.38
            ],
            [
              -83.4,
              24.4
            ],
            [
              -83.36,
              24.44
            ]
          ]
        ]
      },
      "raw_probability": 3.412747283472152e-05,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "c398f200c9d0c522d7ce94d9ef530879bac522437d3eaf0c52cd838bd812e378",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 3.412747283472152e-05,
        "probability": 0.0002,
        "confidence_lo": 0.0,
        "confidence_hi": 0.0002,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "5ec819f305f5e53efba32c76de24f5d7f98839799b3fc925c92ae0718abccb38",
        "signature": {
          "alg": "ed25519",
          "sig": "273cc757d55a386011681c42515f4d79dc228d18fc2f48553a01af5488421bbd83a7369bca479cf7e77759ebcd9e046b9d874db07ad25d044fc2f1cc1ab6c108"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "5ec819f305f5e53efba32c76de24f5d7f98839799b3fc925c92ae0718abccb38",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 2.8065289927826067e-05,
        "p60_w": {
          "margin": -3.8715667022278257,
          "served": 3.412747283472152e-05,
          "recal": 2.8065289927826067e-05
        },
        "p60": {
          "margin": -3.778041735572182,
          "served": 3.5725914372946155e-05,
          "recal": 2.887741716774942e-05
        },
        "p30": {
          "margin": -3.5714947074730152,
          "served": 2.5551856492168733e-05,
          "recal": 3.502217521847508e-05
        },
        "p90": {
          "margin": -3.7094088778275465,
          "served": 4.654920142485904e-05,
          "recal": 3.3100969183913366e-05
        }
      }
    },
    {
      "storm_id": "1209093",
      "lat": 25.2533,
      "lon": -80.11,
      "motion_east": 1.1,
      "motion_south": -1.0,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.0002,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 1957.0,
      "ebshear": 29.0,
      "srh01": 0.0,
      "maxllaz": 0.003,
      "mesh": 0.1,
      "flash_rate": 0.0,
      "top_features": [
        {
          "name": "0-1 km helicity",
          "value": 0.0,
          "log_odds": -1.4473
        },
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.1262
        },
        {
          "name": "mixed-layer CIN",
          "value": 0.0,
          "log_odds": 0.5731
        },
        {
          "name": "NOAA ProbWind",
          "value": 0.0,
          "log_odds": -0.4531
        },
        {
          "name": "VIL density",
          "value": 0.0,
          "log_odds": -0.4094
        }
      ],
      "model_scores": {
        "v3_p60": 3.3689911767532895e-05,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 0.0,
        "grad_tau": 0.6754237413406372,
        "torsion": -0.04299413785338402,
        "alignment": -2.0189945697784424,
        "S_field": 0.9392688870429993,
        "Gamma_field": 0.29044410586357117,
        "S_over_Gamma": 3.233905792236328,
        "Da": 16.90801239013672,
        "E_coh": 0.8351448774337769,
        "singularity_count": 3.0,
        "singularity_conditions_met": 3,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": true,
          "high_torsion": false,
          "positive_alignment": false,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 1,
      "confidence_lo": 0.0,
      "confidence_hi": 0.0002,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 3.3689911767532895e-05,
        "probability_30min": 1.2532638086776543e-05,
        "probability_90min": 3.3689911767532895e-05,
        "probability_ef2plus_60min": 1.2329318678039907e-06,
        "probability_band_60min": [
          3.458e-05,
          3.623e-05
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [
          "p90"
        ],
        "drivers": [
          {
            "input": "p_srh01",
            "label": "0-1 km helicity",
            "value": 0.0,
            "log_odds": -1.4473
          },
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.1262
          },
          {
            "input": "p_mlcin",
            "label": "mixed-layer CIN",
            "value": 0.0,
            "log_odds": 0.5731
          },
          {
            "input": "p_ps_wind",
            "label": "NOAA ProbWind",
            "value": 0.0,
            "log_odds": -0.4531
          },
          {
            "input": "p_vil_density",
            "label": "VIL density",
            "value": 0.0,
            "log_odds": -0.4094
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "badc371dab30eac4aba57fc9e4d87e7301eb802e87e833df39d2cb8c57de7224",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 1.0,
          "p_mucape": 1957.0,
          "p_mlcape": 1250.0,
          "p_mlcin": 0.0,
          "p_ebshear": 29.0,
          "p_srh01": 0.0,
          "p_mesh": 0.10000000149011612,
          "p_vil_density": 0.0,
          "p_flash_rate": 0.0,
          "p_flash_density": 0.0,
          "p_maxllaz": 0.003000000026077032,
          "p_p98llaz": 0.003000000026077032,
          "p_p98mlaz": 0.003000000026077032,
          "p_lja": 0.0,
          "p_size": 70.0,
          "p_motion_east": 1.100000023841858,
          "p_motion_south": -1.0,
          "p_pwat": 2.4000000953674316,
          "p_cape_m10m30": 348.0,
          "p_meanwind_1_3kmagl": 17.0,
          "p_wetbulb_0c_hgt": 15.5,
          "p_avg_beam_hgt": 1.6100000143051147,
          "p_maxrc_emiss": 2.0,
          "p_maxrc_icecf": null,
          "e_age_min": 0.0,
          "e_n_steps": 1.0,
          "e_rot_sustained_min": 0.0,
          "e_motion_speed": 1.4866068363189697,
          "e_motion_dir_deg": 47.72631072998047,
          "e_maxllaz_delta": 0.0,
          "e_maxllaz_max": 0.003000000026077032,
          "e_maxllaz_mean": 0.003000000026077032,
          "e_maxllaz_slope": 0.0,
          "e_p98llaz_delta": 0.0,
          "e_p98llaz_max": 0.003000000026077032,
          "e_p98llaz_mean": 0.003000000026077032,
          "e_p98llaz_slope": 0.0,
          "e_ps_tor_delta": 0.0,
          "e_ps_tor_max": 0.0,
          "e_ps_tor_mean": 0.0,
          "e_ps_tor_slope": 0.0,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": 0.0,
          "e_mesh_max": 0.10000000149011612,
          "e_mesh_mean": 0.10000000149011612,
          "e_mesh_slope": 0.0,
          "e_flash_rate_delta": 0.0,
          "e_flash_rate_max": 0.0,
          "e_flash_rate_mean": 0.0,
          "e_flash_rate_slope": 0.0,
          "e_size_delta": 0.0,
          "e_size_max": 70.0,
          "e_size_mean": 70.0,
          "e_size_slope": 0.0,
          "h80_hrrr_cape": 1320.0,
          "h80_hrrr_cin": -22.81879997253418,
          "h80_hrrr_srh01": 42.599998474121094,
          "h80_hrrr_srh03": 195.0,
          "h80_hrrr_shear06": 11.940640449523926,
          "h80_hrrr_shear01": 2.5707621574401855,
          "h80_hrrr_pwat": 57.652442932128906,
          "h80_hrrr_t2m": 297.9139099121094,
          "h80_hrrr_td2m": 295.9376525878906,
          "h80_hrrr_refc": 47.9375,
          "h80_hrrr_stp": 0.0,
          "h80_hrrr_srh05_est": 27.689998626708984,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -80.12,
              25.29
            ],
            [
              -80.08,
              25.29
            ],
            [
              -80.07,
              25.28
            ],
            [
              -80.07,
              25.23
            ],
            [
              -80.1,
              25.2
            ],
            [
              -80.13,
              25.21
            ],
            [
              -80.15,
              25.23
            ],
            [
              -80.15,
              25.26
            ],
            [
              -80.12,
              25.29
            ]
          ]
        ]
      },
      "raw_probability": 3.3689911767532895e-05,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "badc371dab30eac4aba57fc9e4d87e7301eb802e87e833df39d2cb8c57de7224",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 3.3689911767532895e-05,
        "probability": 0.0002,
        "confidence_lo": 0.0,
        "confidence_hi": 0.0002,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "103d9c0d4baf1d020d969cef3099b564346c1fa640f579ecc8a36a145cc1c68d",
        "signature": {
          "alg": "ed25519",
          "sig": "0d2a9a8fe01f44702a9e74e5825b384cec7c8dff188db2ae2369134a1fa2c7e0008b8ac3d449c25b901a18998e9842a7d9546a916e0b4ac2761901d9fe336602"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "103d9c0d4baf1d020d969cef3099b564346c1fa640f579ecc8a36a145cc1c68d",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 2.768335368698597e-05,
        "p60_w": {
          "margin": -3.8843953679282155,
          "served": 3.3689911767532895e-05,
          "recal": 2.768335368698597e-05
        },
        "p60": {
          "margin": -4.190451312453512,
          "served": 2.3487702558194717e-05,
          "recal": 1.8205923237773493e-05
        },
        "p30": {
          "margin": -4.261269250122203,
          "served": 1.2532638086776543e-05,
          "recal": 1.6921014626899107e-05
        },
        "p90": {
          "margin": -4.148448591105903,
          "served": 2.9845623903633665e-05,
          "recal": 2.0328069237414504e-05
        }
      }
    },
    {
      "storm_id": "1209110",
      "lat": 24.2717,
      "lon": -79.2308,
      "motion_east": 0.9,
      "motion_south": 2.6,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.0002,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 1880.0,
      "ebshear": 19.0,
      "srh01": 23.0,
      "maxllaz": 0.002,
      "mesh": 0.04,
      "flash_rate": 0.0,
      "top_features": [
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.1227
        },
        {
          "name": "wet-bulb zero height",
          "value": 15.6,
          "log_odds": -0.4804
        },
        {
          "name": "NOAA ProbWind",
          "value": 0.0,
          "log_odds": -0.4511
        },
        {
          "name": "low-level rotation (98th pct)",
          "value": 0.001,
          "log_odds": -0.407
        },
        {
          "name": "VIL density",
          "value": 0.0,
          "log_odds": -0.4025
        }
      ],
      "model_scores": {
        "v3_p60": 3.144730619992192e-05,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 0.0,
        "grad_tau": 0.8780383467674255,
        "torsion": 0.04996988922357559,
        "alignment": 2.0308754444122314,
        "S_field": 0.9400866031646729,
        "Gamma_field": 0.32874569296836853,
        "S_over_Gamma": 2.85961651802063,
        "Da": 19.519662857055664,
        "E_coh": 0.7485339641571045,
        "singularity_count": 4.0,
        "singularity_conditions_met": 4,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": true,
          "high_torsion": false,
          "positive_alignment": true,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 1,
      "confidence_lo": 0.0,
      "confidence_hi": 0.0002,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 3.144730619992192e-05,
        "probability_30min": 1.1821481791116602e-05,
        "probability_90min": 3.144730619992192e-05,
        "probability_ef2plus_60min": 2.039257972238044e-07,
        "probability_band_60min": [
          3.458e-05,
          3.623e-05
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [
          "p90"
        ],
        "drivers": [
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.1227
          },
          {
            "input": "p_wetbulb_0c_hgt",
            "label": "wet-bulb zero height",
            "value": 15.600000381469727,
            "log_odds": -0.4804
          },
          {
            "input": "p_ps_wind",
            "label": "NOAA ProbWind",
            "value": 0.0,
            "log_odds": -0.4511
          },
          {
            "input": "p_p98llaz",
            "label": "low-level rotation (98th pct)",
            "value": 0.0010000000474974513,
            "log_odds": -0.407
          },
          {
            "input": "p_vil_density",
            "label": "VIL density",
            "value": 0.0,
            "log_odds": -0.4025
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "a796ebd328bb65c6bc1007d650031993ddf4e25055e50d20d7243f6e9fcbaecf",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 0.0,
          "p_mucape": 1880.0,
          "p_mlcape": 1380.0,
          "p_mlcin": 0.0,
          "p_ebshear": 19.0,
          "p_srh01": 23.0,
          "p_mesh": 0.03999999910593033,
          "p_vil_density": 0.0,
          "p_flash_rate": 0.0,
          "p_flash_density": 0.0,
          "p_maxllaz": 0.0020000000949949026,
          "p_p98llaz": 0.0010000000474974513,
          "p_p98mlaz": 0.0010000000474974513,
          "p_lja": 0.0,
          "p_size": 73.0,
          "p_motion_east": 0.8999999761581421,
          "p_motion_south": 2.5999999046325684,
          "p_pwat": 2.299999952316284,
          "p_cape_m10m30": 378.0,
          "p_meanwind_1_3kmagl": 4.0,
          "p_wetbulb_0c_hgt": 15.600000381469727,
          "p_avg_beam_hgt": 11.170000076293945,
          "p_maxrc_emiss": 0.0,
          "p_maxrc_icecf": null,
          "e_age_min": 0.0,
          "e_n_steps": 1.0,
          "e_rot_sustained_min": 0.0,
          "e_motion_speed": 2.7513632774353027,
          "e_motion_dir_deg": 160.90650939941406,
          "e_maxllaz_delta": 0.0,
          "e_maxllaz_max": 0.0020000000949949026,
          "e_maxllaz_mean": 0.0020000000949949026,
          "e_maxllaz_slope": 0.0,
          "e_p98llaz_delta": 0.0,
          "e_p98llaz_max": 0.0010000000474974513,
          "e_p98llaz_mean": 0.0010000000474974513,
          "e_p98llaz_slope": 0.0,
          "e_ps_tor_delta": 0.0,
          "e_ps_tor_max": 0.0,
          "e_ps_tor_mean": 0.0,
          "e_ps_tor_slope": 0.0,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": 0.0,
          "e_mesh_max": 0.03999999910593033,
          "e_mesh_mean": 0.03999999910593033,
          "e_mesh_slope": 0.0,
          "e_flash_rate_delta": 0.0,
          "e_flash_rate_max": 0.0,
          "e_flash_rate_mean": 0.0,
          "e_flash_rate_slope": 0.0,
          "e_size_delta": 0.0,
          "e_size_max": 73.0,
          "e_size_mean": 73.0,
          "e_size_slope": 0.0,
          "h80_hrrr_cape": 1170.0,
          "h80_hrrr_cin": -29.832956314086914,
          "h80_hrrr_srh01": 77.9000015258789,
          "h80_hrrr_srh03": 201.0,
          "h80_hrrr_shear06": 13.08035659790039,
          "h80_hrrr_shear01": 2.479663610458374,
          "h80_hrrr_pwat": 61.2130241394043,
          "h80_hrrr_t2m": 298.9114990234375,
          "h80_hrrr_td2m": 296.69293212890625,
          "h80_hrrr_refc": 53.4375,
          "h80_hrrr_stp": 0.26492953300476074,
          "h80_hrrr_srh05_est": 50.6349983215332,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -79.24,
              24.32
            ],
            [
              -79.2,
              24.32
            ],
            [
              -79.18,
              24.29
            ],
            [
              -79.2,
              24.26
            ],
            [
              -79.2,
              24.24
            ],
            [
              -79.22,
              24.24
            ],
            [
              -79.23,
              24.23
            ],
            [
              -79.27,
              24.23
            ],
            [
              -79.25,
              24.25
            ],
            [
              -79.27,
              24.27
            ],
            [
              -79.27,
              24.29
            ],
            [
              -79.24,
              24.32
            ]
          ]
        ]
      },
      "raw_probability": 3.144730619992192e-05,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "a796ebd328bb65c6bc1007d650031993ddf4e25055e50d20d7243f6e9fcbaecf",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 3.144730619992192e-05,
        "probability": 0.0002,
        "confidence_lo": 0.0,
        "confidence_hi": 0.0002,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "fe3d9937b06103b2305c5f191207ff2d0b0d0f3862faab7cddb98d149442d60a",
        "signature": {
          "alg": "ed25519",
          "sig": "139647d12222647ca0845797558a7abeaa88886cced7700ae8d5e61c1742ba22910cd38336d269d90cb4fe8e15e0f2731f5990d5da801f6ebca5ab8a4418e806"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "fe3d9937b06103b2305c5f191207ff2d0b0d0f3862faab7cddb98d149442d60a",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 2.5730735828461834e-05,
        "p60_w": {
          "margin": -3.952876765383497,
          "served": 3.144730619992192e-05,
          "recal": 2.5730735828461834e-05
        },
        "p60": {
          "margin": -3.7663193865464843,
          "served": 3.6154349654171597e-05,
          "recal": 2.9258559923822267e-05
        },
        "p30": {
          "margin": -4.317833592339939,
          "served": 1.1821481791116602e-05,
          "recal": 1.5941152449421937e-05
        },
        "p90": {
          "margin": -4.383137659073429,
          "served": 2.3533922928480012e-05,
          "recal": 1.566415382009542e-05
        }
      }
    },
    {
      "storm_id": "1209102",
      "lat": 25.95,
      "lon": -77.6278,
      "motion_east": 1.1,
      "motion_south": -1.0,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.0002,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 1770.0,
      "ebshear": 36.0,
      "srh01": 48.0,
      "maxllaz": 0.0,
      "mesh": 0.18,
      "flash_rate": 1.0,
      "top_features": [
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.1218
        },
        {
          "name": "mid-level rotation (98th pct)",
          "value": 0.0,
          "log_odds": -0.7507
        },
        {
          "name": "low-level rotation (max azimuthal shear)",
          "value": 0.0,
          "log_odds": -0.6004
        },
        {
          "name": "wet-bulb zero height",
          "value": 14.4,
          "log_odds": -0.5416
        },
        {
          "name": "NOAA ProbWind",
          "value": 0.0,
          "log_odds": -0.4511
        }
      ],
      "model_scores": {
        "v3_p60": 2.5925750569788382e-05,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 1.1307133436203003,
        "grad_tau": 0.829794704914093,
        "torsion": 0.013846120797097683,
        "alignment": 3.4286086559295654,
        "S_field": 0.8601486682891846,
        "Gamma_field": 0.21329566836357117,
        "S_over_Gamma": 4.03265905380249,
        "Da": 12.728449821472168,
        "E_coh": 0.7595605254173279,
        "singularity_count": 4.0,
        "singularity_conditions_met": 4,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": true,
          "high_torsion": false,
          "positive_alignment": true,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 1,
      "confidence_lo": 0.0,
      "confidence_hi": 0.0002,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 2.5925750569788382e-05,
        "probability_30min": 5.837539269778437e-06,
        "probability_90min": 2.5925750569788382e-05,
        "probability_ef2plus_60min": 2.9028673394228143e-07,
        "probability_band_60min": [
          3.458e-05,
          3.623e-05
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [
          "p90"
        ],
        "drivers": [
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.1218
          },
          {
            "input": "p_p98mlaz",
            "label": "mid-level rotation (98th pct)",
            "value": 0.0,
            "log_odds": -0.7507
          },
          {
            "input": "p_maxllaz",
            "label": "low-level rotation (max azimuthal shear)",
            "value": 0.0,
            "log_odds": -0.6004
          },
          {
            "input": "p_wetbulb_0c_hgt",
            "label": "wet-bulb zero height",
            "value": 14.399999618530273,
            "log_odds": -0.5416
          },
          {
            "input": "p_ps_wind",
            "label": "NOAA ProbWind",
            "value": 0.0,
            "log_odds": -0.4511
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "befc70c00eca3e37d05df408829c93ca778e1805ca650ea205bda986dd9c645f",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 0.0,
          "p_mucape": 1770.0,
          "p_mlcape": 1028.0,
          "p_mlcin": 0.0,
          "p_ebshear": 36.0,
          "p_srh01": 48.0,
          "p_mesh": 0.18000000715255737,
          "p_vil_density": 0.0,
          "p_flash_rate": 1.0,
          "p_flash_density": 0.07000000029802322,
          "p_maxllaz": 0.0,
          "p_p98llaz": 0.0,
          "p_p98mlaz": 0.0,
          "p_lja": 0.0,
          "p_size": 64.0,
          "p_motion_east": 1.100000023841858,
          "p_motion_south": -1.0,
          "p_pwat": 2.299999952316284,
          "p_cape_m10m30": 326.0,
          "p_meanwind_1_3kmagl": 6.0,
          "p_wetbulb_0c_hgt": 14.399999618530273,
          "p_avg_beam_hgt": 23.290000915527344,
          "p_maxrc_emiss": 0.0,
          "p_maxrc_icecf": null,
          "e_age_min": 0.0,
          "e_n_steps": 1.0,
          "e_rot_sustained_min": 0.0,
          "e_motion_speed": 1.4866068363189697,
          "e_motion_dir_deg": 47.72631072998047,
          "e_maxllaz_delta": 0.0,
          "e_maxllaz_max": 0.0,
          "e_maxllaz_mean": 0.0,
          "e_maxllaz_slope": 0.0,
          "e_p98llaz_delta": 0.0,
          "e_p98llaz_max": 0.0,
          "e_p98llaz_mean": 0.0,
          "e_p98llaz_slope": 0.0,
          "e_ps_tor_delta": 0.0,
          "e_ps_tor_max": 0.0,
          "e_ps_tor_mean": 0.0,
          "e_ps_tor_slope": 0.0,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": 0.0,
          "e_mesh_max": 0.18000000715255737,
          "e_mesh_mean": 0.18000000715255737,
          "e_mesh_slope": 0.0,
          "e_flash_rate_delta": 0.0,
          "e_flash_rate_max": 1.0,
          "e_flash_rate_mean": 1.0,
          "e_flash_rate_slope": 0.0,
          "e_size_delta": 0.0,
          "e_size_max": 64.0,
          "e_size_mean": 64.0,
          "e_size_slope": 0.0,
          "h80_hrrr_cape": 1040.0,
          "h80_hrrr_cin": -5.815789699554443,
          "h80_hrrr_srh01": 58.20000076293945,
          "h80_hrrr_srh03": 215.0,
          "h80_hrrr_shear06": 15.746713638305664,
          "h80_hrrr_shear01": 3.4538931846618652,
          "h80_hrrr_pwat": 56.98651885986328,
          "h80_hrrr_t2m": 299.3459167480469,
          "h80_hrrr_td2m": 296.7796630859375,
          "h80_hrrr_refc": 50.75,
          "h80_hrrr_stp": 0.21180380880832672,
          "h80_hrrr_srh05_est": 37.82999801635742,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -77.64,
              25.99
            ],
            [
              -77.63,
              25.98
            ],
            [
              -77.59,
              25.97
            ],
            [
              -77.59,
              25.92
            ],
            [
              -77.61,
              25.9
            ],
            [
              -77.63,
              25.9
            ],
            [
              -77.66,
              25.92
            ],
            [
              -77.66,
              25.98
            ],
            [
              -77.64,
              25.99
            ]
          ]
        ]
      },
      "raw_probability": 2.5925750569788382e-05,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "befc70c00eca3e37d05df408829c93ca778e1805ca650ea205bda986dd9c645f",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 2.5925750569788382e-05,
        "probability": 0.0002,
        "confidence_lo": 0.0,
        "confidence_hi": 0.0002,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "ef66542cfb0c142505f3ce42720060813b8d788d429148831c1fb0d2175b56bd",
        "signature": {
          "alg": "ed25519",
          "sig": "fa8c0dd449686548c6b7036bb52d2490c04489768a7f93e59aebc90e5cdcb674afc1ab530b38689d698d103db2a5b7ebd16c5668f2a8c7df9e47776a3b158508"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "ef66542cfb0c142505f3ce42720060813b8d788d429148831c1fb0d2175b56bd",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 2.0961126396066e-05,
        "p60_w": {
          "margin": -4.144821062347537,
          "served": 2.5925750569788382e-05,
          "recal": 2.0961126396066e-05
        },
        "p60": {
          "margin": -4.078610932613627,
          "served": 2.6316954591737057e-05,
          "recal": 2.063213503651741e-05
        },
        "p30": {
          "margin": -5.00105137330522,
          "served": 5.837539269778437e-06,
          "recal": 7.755356465793347e-06
        },
        "p90": {
          "margin": -4.508594248084288,
          "served": 2.0726895858424005e-05,
          "recal": 1.3626984047017277e-05
        }
      }
    },
    {
      "storm_id": "1208966",
      "lat": 24.47,
      "lon": -79.3628,
      "motion_east": 0.9,
      "motion_south": 3.2,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.0002,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 1671.0,
      "ebshear": 19.0,
      "srh01": 21.0,
      "maxllaz": 0.002,
      "mesh": 0.06,
      "flash_rate": 0.0,
      "top_features": [
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.1207
        },
        {
          "name": "storm size",
          "value": 275.0,
          "log_odds": -0.4801
        },
        {
          "name": "NOAA ProbWind",
          "value": 0.0,
          "log_odds": -0.4523
        },
        {
          "name": "VIL density",
          "value": 0.0,
          "log_odds": -0.4403
        },
        {
          "name": "wet-bulb zero height",
          "value": 15.5,
          "log_odds": -0.4125
        }
      ],
      "model_scores": {
        "v3_p60": 2.2041586034187243e-05,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 0.0,
        "grad_tau": 0.8780383467674255,
        "torsion": 0.04996988922357559,
        "alignment": 2.0308754444122314,
        "S_field": 0.9400866031646729,
        "Gamma_field": 0.32874569296836853,
        "S_over_Gamma": 2.85961651802063,
        "Da": 19.519662857055664,
        "E_coh": 0.7485339641571045,
        "singularity_count": 4.0,
        "singularity_conditions_met": 4,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": true,
          "high_torsion": false,
          "positive_alignment": true,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 5,
      "confidence_lo": 0.0,
      "confidence_hi": 0.0002,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 2.2041586034187243e-05,
        "probability_30min": 1.034448894038897e-05,
        "probability_90min": 3.065363004516534e-05,
        "probability_ef2plus_60min": 3.3714599828682204e-07,
        "probability_band_60min": [
          2.823e-05,
          3.471e-05
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [],
        "drivers": [
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.1207
          },
          {
            "input": "p_size",
            "label": "storm size",
            "value": 275.0,
            "log_odds": -0.4801
          },
          {
            "input": "p_ps_wind",
            "label": "NOAA ProbWind",
            "value": 0.0,
            "log_odds": -0.4523
          },
          {
            "input": "p_vil_density",
            "label": "VIL density",
            "value": 0.0,
            "log_odds": -0.4403
          },
          {
            "input": "p_wetbulb_0c_hgt",
            "label": "wet-bulb zero height",
            "value": 15.5,
            "log_odds": -0.4125
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "52c311a49abadd3102ed0b431f1d084e2560af968bdda482dad1d82c6173c3bd",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 0.0,
          "p_mucape": 1671.0,
          "p_mlcape": 1275.0,
          "p_mlcin": 0.0,
          "p_ebshear": 19.0,
          "p_srh01": 21.0,
          "p_mesh": 0.05999999865889549,
          "p_vil_density": 0.0,
          "p_flash_rate": 0.0,
          "p_flash_density": 0.029999999329447746,
          "p_maxllaz": 0.0020000000949949026,
          "p_p98llaz": 0.0010000000474974513,
          "p_p98mlaz": 0.0020000000949949026,
          "p_lja": 0.0,
          "p_size": 275.0,
          "p_motion_east": 0.8999999761581421,
          "p_motion_south": 3.200000047683716,
          "p_pwat": 2.299999952316284,
          "p_cape_m10m30": 356.0,
          "p_meanwind_1_3kmagl": 3.0,
          "p_wetbulb_0c_hgt": 15.5,
          "p_avg_beam_hgt": 9.020000457763672,
          "p_maxrc_emiss": 0.0,
          "p_maxrc_icecf": null,
          "e_age_min": 119.96666717529297,
          "e_n_steps": 5.0,
          "e_rot_sustained_min": 29.991666793823242,
          "e_motion_speed": 3.3241541385650635,
          "e_motion_dir_deg": 164.29136657714844,
          "e_maxllaz_delta": -0.0010000000474974513,
          "e_maxllaz_max": 0.004000000189989805,
          "e_maxllaz_mean": 0.00279999990016222,
          "e_maxllaz_slope": -2.652694069008114e-20,
          "e_p98llaz_delta": -0.0010000000474974513,
          "e_p98llaz_max": 0.003000000026077032,
          "e_p98llaz_mean": 0.0020000000949949026,
          "e_p98llaz_slope": -0.0003000000142492354,
          "e_ps_tor_delta": 0.0,
          "e_ps_tor_max": 0.0,
          "e_ps_tor_mean": 0.0,
          "e_ps_tor_slope": 0.0,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": -0.1599999964237213,
          "e_mesh_max": 0.2199999988079071,
          "e_mesh_mean": 0.13600000739097595,
          "e_mesh_slope": 0.01600000075995922,
          "e_flash_rate_delta": -1.0,
          "e_flash_rate_max": 1.0,
          "e_flash_rate_mean": 0.4000000059604645,
          "e_flash_rate_slope": 0.10000000149011612,
          "e_size_delta": -34.0,
          "e_size_max": 547.0,
          "e_size_mean": 262.20001220703125,
          "e_size_slope": 58.599998474121094,
          "h80_hrrr_cape": 1170.0,
          "h80_hrrr_cin": -29.832956314086914,
          "h80_hrrr_srh01": 77.9000015258789,
          "h80_hrrr_srh03": 201.0,
          "h80_hrrr_shear06": 13.08035659790039,
          "h80_hrrr_shear01": 2.479663610458374,
          "h80_hrrr_pwat": 61.2130241394043,
          "h80_hrrr_t2m": 298.9114990234375,
          "h80_hrrr_td2m": 296.69293212890625,
          "h80_hrrr_refc": 53.4375,
          "h80_hrrr_stp": 0.26492953300476074,
          "h80_hrrr_srh05_est": 50.6349983215332,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -79.4,
              24.57
            ],
            [
              -79.36,
              24.57
            ],
            [
              -79.35,
              24.56
            ],
            [
              -79.26,
              24.56
            ],
            [
              -79.24,
              24.52
            ],
            [
              -79.27,
              24.46
            ],
            [
              -79.31,
              24.43
            ],
            [
              -79.32,
              24.43
            ],
            [
              -79.37,
              24.38
            ],
            [
              -79.37,
              24.37
            ],
            [
              -79.39,
              24.36
            ],
            [
              -79.41,
              24.36
            ],
            [
              -79.43,
              24.39
            ],
            [
              -79.43,
              24.42
            ],
            [
              -79.41,
              24.46
            ],
            [
              -79.41,
              24.52
            ],
            [
              -79.4,
              24.53
            ],
            [
              -79.4,
              24.57
            ]
          ]
        ]
      },
      "raw_probability": 2.2041586034187243e-05,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "52c311a49abadd3102ed0b431f1d084e2560af968bdda482dad1d82c6173c3bd",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 2.2041586034187243e-05,
        "probability": 0.0002,
        "confidence_lo": 0.0,
        "confidence_hi": 0.0002,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "0c5bde74e65b7f95bf66d8a3d4affe707e29f2656bdc2991733783fb63d36afa",
        "signature": {
          "alg": "ed25519",
          "sig": "2f46077e2fb05a3f907afa275cfa1d7d1b32cedec7eea8e1ece686f9b2efc3977937430dd93bc93064b74836e9ab6f92a08f76831ef3784698755ae354711003"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "0c5bde74e65b7f95bf66d8a3d4affe707e29f2656bdc2991733783fb63d36afa",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 1.7642783586806272e-05,
        "p60_w": {
          "margin": -4.306174207344164,
          "served": 2.2041586034187243e-05,
          "recal": 1.7642783586806272e-05
        },
        "p60": {
          "margin": -4.24917140778639,
          "served": 2.2126174866667117e-05,
          "recal": 1.7048522430478208e-05
        },
        "p30": {
          "margin": -4.447063130200079,
          "served": 1.034448894038897e-05,
          "recal": 1.3910156002021392e-05
        },
        "p90": {
          "margin": -4.122062379217157,
          "served": 3.065363004516534e-05,
          "recal": 2.0932544116780253e-05
        }
      }
    },
    {
      "storm_id": "1209113",
      "lat": 25.815,
      "lon": -78.27,
      "motion_east": 2.6,
      "motion_south": 3.1,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.0002,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 1839.0,
      "ebshear": 33.0,
      "srh01": 52.0,
      "maxllaz": 0.0,
      "mesh": 0.0,
      "flash_rate": 0.0,
      "top_features": [
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.1245
        },
        {
          "name": "mid-level rotation (98th pct)",
          "value": 0.0,
          "log_odds": -0.7425
        },
        {
          "name": "low-level rotation (max azimuthal shear)",
          "value": 0.0,
          "log_odds": -0.5803
        },
        {
          "name": "wet-bulb zero height",
          "value": 15.5,
          "log_odds": -0.4709
        },
        {
          "name": "NOAA ProbWind",
          "value": 0.0,
          "log_odds": -0.4511
        }
      ],
      "model_scores": {
        "v3_p60": 1.8838293353769297e-05,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 1.0076695680618286,
        "grad_tau": 0.7053976058959961,
        "torsion": -0.006133400835096836,
        "alignment": 2.942918539047241,
        "S_field": 0.9448664784431458,
        "Gamma_field": 0.20310881733894348,
        "S_over_Gamma": 4.6520209312438965,
        "Da": 11.919692993164062,
        "E_coh": 0.7698789238929749,
        "singularity_count": 4.0,
        "singularity_conditions_met": 4,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": true,
          "high_torsion": false,
          "positive_alignment": true,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 1,
      "confidence_lo": 0.0,
      "confidence_hi": 0.0002,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 1.8838293353769297e-05,
        "probability_30min": 5.689113692297157e-06,
        "probability_90min": 1.895221583363994e-05,
        "probability_ef2plus_60min": 2.505984028399412e-07,
        "probability_band_60min": [
          1.675e-05,
          2.823e-05
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [],
        "drivers": [
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.1245
          },
          {
            "input": "p_p98mlaz",
            "label": "mid-level rotation (98th pct)",
            "value": 0.0,
            "log_odds": -0.7425
          },
          {
            "input": "p_maxllaz",
            "label": "low-level rotation (max azimuthal shear)",
            "value": 0.0,
            "log_odds": -0.5803
          },
          {
            "input": "p_wetbulb_0c_hgt",
            "label": "wet-bulb zero height",
            "value": 15.5,
            "log_odds": -0.4709
          },
          {
            "input": "p_ps_wind",
            "label": "NOAA ProbWind",
            "value": 0.0,
            "log_odds": -0.4511
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "a95980cbff6e5508806673320bf6322d08bc3093bf54fe8943a2f21019724437",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 0.0,
          "p_mucape": 1839.0,
          "p_mlcape": 1004.0,
          "p_mlcin": 0.0,
          "p_ebshear": 33.0,
          "p_srh01": 52.0,
          "p_mesh": 0.0,
          "p_vil_density": 0.0,
          "p_flash_rate": 0.0,
          "p_flash_density": 0.0,
          "p_maxllaz": 0.0,
          "p_p98llaz": 0.0,
          "p_p98mlaz": 0.0,
          "p_lja": 0.0,
          "p_size": 91.0,
          "p_motion_east": 2.5999999046325684,
          "p_motion_south": 3.0999999046325684,
          "p_pwat": 2.4000000953674316,
          "p_cape_m10m30": 321.0,
          "p_meanwind_1_3kmagl": 5.0,
          "p_wetbulb_0c_hgt": 15.5,
          "p_avg_beam_hgt": 14.970000267028809,
          "p_maxrc_emiss": 0.0,
          "p_maxrc_icecf": null,
          "e_age_min": 0.0,
          "e_n_steps": 1.0,
          "e_rot_sustained_min": 0.0,
          "e_motion_speed": 4.045985698699951,
          "e_motion_dir_deg": 140.0131072998047,
          "e_maxllaz_delta": 0.0,
          "e_maxllaz_max": 0.0,
          "e_maxllaz_mean": 0.0,
          "e_maxllaz_slope": 0.0,
          "e_p98llaz_delta": 0.0,
          "e_p98llaz_max": 0.0,
          "e_p98llaz_mean": 0.0,
          "e_p98llaz_slope": 0.0,
          "e_ps_tor_delta": 0.0,
          "e_ps_tor_max": 0.0,
          "e_ps_tor_mean": 0.0,
          "e_ps_tor_slope": 0.0,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": 0.0,
          "e_mesh_max": 0.0,
          "e_mesh_mean": 0.0,
          "e_mesh_slope": 0.0,
          "e_flash_rate_delta": 0.0,
          "e_flash_rate_max": 0.0,
          "e_flash_rate_mean": 0.0,
          "e_flash_rate_slope": 0.0,
          "e_size_delta": 0.0,
          "e_size_max": 91.0,
          "e_size_mean": 91.0,
          "e_size_slope": 0.0,
          "h80_hrrr_cape": 1180.0,
          "h80_hrrr_cin": -4.100686550140381,
          "h80_hrrr_srh01": 62.70000076293945,
          "h80_hrrr_srh03": 173.0,
          "h80_hrrr_shear06": 16.508312225341797,
          "h80_hrrr_shear01": 2.9509358406066895,
          "h80_hrrr_pwat": 59.546016693115234,
          "h80_hrrr_t2m": 299.3375549316406,
          "h80_hrrr_td2m": 296.89215087890625,
          "h80_hrrr_refc": 51.5,
          "h80_hrrr_stp": 0.2714186906814575,
          "h80_hrrr_srh05_est": 40.75499725341797,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -78.27,
              25.86
            ],
            [
              -78.25,
              25.84
            ],
            [
              -78.24,
              25.85
            ],
            [
              -78.22,
              25.85
            ],
            [
              -78.21,
              25.81
            ],
            [
              -78.22,
              25.8
            ],
            [
              -78.25,
              25.81
            ],
            [
              -78.26,
              25.8
            ],
            [
              -78.26,
              25.76
            ],
            [
              -78.29,
              25.76
            ],
            [
              -78.31,
              25.77
            ],
            [
              -78.31,
              25.78
            ],
            [
              -78.34,
              25.81
            ],
            [
              -78.32,
              25.84
            ],
            [
              -78.3,
              25.84
            ],
            [
              -78.27,
              25.86
            ]
          ]
        ]
      },
      "raw_probability": 1.8838293353769297e-05,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "a95980cbff6e5508806673320bf6322d08bc3093bf54fe8943a2f21019724437",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 1.8838293353769297e-05,
        "probability": 0.0002,
        "confidence_lo": 0.0,
        "confidence_hi": 0.0002,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "08da9583991fd8cdb363a59cf48532b248c5298de1a97b01a22081d08a85f077",
        "signature": {
          "alg": "ed25519",
          "sig": "103c84cea76d36cd8bfc2bfec82980ac95f4eefe99ff02e27b14858103339c5f27b8df3d0b42f11cd77c12ec0a8570749aab11cdaaca1c90806bbad1b66f670b"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "08da9583991fd8cdb363a59cf48532b248c5298de1a97b01a22081d08a85f077",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 1.4933042028069233e-05,
        "p60_w": {
          "margin": -4.462291213894909,
          "served": 1.8838293353769297e-05,
          "recal": 1.4933042028069233e-05
        },
        "p60": {
          "margin": -4.5938548235687655,
          "served": 1.5583805993856383e-05,
          "recal": 1.1594192011727904e-05
        },
        "p30": {
          "margin": -5.025988900609356,
          "served": 5.689113692297157e-06,
          "recal": 7.554055669758601e-06
        },
        "p90": {
          "margin": -4.597010074653341,
          "served": 1.895221583363994e-05,
          "recal": 1.2352563399867598e-05
        }
      }
    },
    {
      "storm_id": "1209104",
      "lat": 48.8014,
      "lon": -121.8171,
      "motion_east": 1.1,
      "motion_south": -1.0,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.0001,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 0.0,
      "ebshear": 0.0,
      "srh01": 20.0,
      "maxllaz": 0.003,
      "mesh": 0.12,
      "flash_rate": 0.0,
      "top_features": [
        {
          "name": "mixed-layer CAPE",
          "value": 0.0,
          "log_odds": -3.1366
        },
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.147
        },
        {
          "name": "effective bulk shear",
          "value": 0.0,
          "log_odds": -0.7474
        },
        {
          "name": "mid-level rotation (98th pct)",
          "value": 0.0,
          "log_odds": -0.6022
        },
        {
          "name": "NOAA ProbWind",
          "value": 0.0,
          "log_odds": -0.4717
        }
      ],
      "model_scores": {
        "v3_p60": 1.9410992568849218e-06,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 0.0,
        "grad_tau": 0.35084623098373413,
        "torsion": -0.04791732877492905,
        "alignment": 0.564905047416687,
        "S_field": 0.339352011680603,
        "Gamma_field": 0.1846744865179062,
        "S_over_Gamma": 1.8375684022903442,
        "Da": 11.013212203979492,
        "E_coh": 0.5599939823150635,
        "singularity_count": 3.0,
        "singularity_conditions_met": 3,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": false,
          "high_torsion": false,
          "positive_alignment": true,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 1,
      "confidence_lo": 0.0,
      "confidence_hi": 0.0001,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 1.9410992568849218e-06,
        "probability_30min": 1.4784268384888607e-06,
        "probability_90min": 1.9410992568849218e-06,
        "probability_ef2plus_60min": 1.5817722657025302e-07,
        "probability_band_60min": [
          0.0,
          2.6e-06
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [
          "p90"
        ],
        "drivers": [
          {
            "input": "p_mlcape",
            "label": "mixed-layer CAPE",
            "value": 0.0,
            "log_odds": -3.1366
          },
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.147
          },
          {
            "input": "p_ebshear",
            "label": "effective bulk shear",
            "value": 0.0,
            "log_odds": -0.7474
          },
          {
            "input": "p_p98mlaz",
            "label": "mid-level rotation (98th pct)",
            "value": 0.0,
            "log_odds": -0.6022
          },
          {
            "input": "p_ps_wind",
            "label": "NOAA ProbWind",
            "value": 0.0,
            "log_odds": -0.4717
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "d68eb367d69e5333dd841623c24c39fda3a3c90ce83760584faf8f3216901072",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 0.0,
          "p_mucape": 0.0,
          "p_mlcape": 0.0,
          "p_mlcin": 0.0,
          "p_ebshear": 0.0,
          "p_srh01": 20.0,
          "p_mesh": 0.11999999731779099,
          "p_vil_density": 0.0,
          "p_flash_rate": 0.0,
          "p_flash_density": 0.0,
          "p_maxllaz": 0.003000000026077032,
          "p_p98llaz": 0.003000000026077032,
          "p_p98mlaz": 0.0,
          "p_lja": 0.0,
          "p_size": 55.0,
          "p_motion_east": 1.100000023841858,
          "p_motion_south": -1.0,
          "p_pwat": 0.20000000298023224,
          "p_cape_m10m30": 0.0,
          "p_meanwind_1_3kmagl": 12.0,
          "p_wetbulb_0c_hgt": 0.30000001192092896,
          "p_avg_beam_hgt": 4.139999866485596,
          "p_maxrc_emiss": 0.0,
          "p_maxrc_icecf": null,
          "e_age_min": 0.0,
          "e_n_steps": 1.0,
          "e_rot_sustained_min": 0.0,
          "e_motion_speed": 1.4866068363189697,
          "e_motion_dir_deg": 47.72631072998047,
          "e_maxllaz_delta": 0.0,
          "e_maxllaz_max": 0.003000000026077032,
          "e_maxllaz_mean": 0.003000000026077032,
          "e_maxllaz_slope": 0.0,
          "e_p98llaz_delta": 0.0,
          "e_p98llaz_max": 0.003000000026077032,
          "e_p98llaz_mean": 0.003000000026077032,
          "e_p98llaz_slope": 0.0,
          "e_ps_tor_delta": 0.0,
          "e_ps_tor_max": 0.0,
          "e_ps_tor_mean": 0.0,
          "e_ps_tor_slope": 0.0,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": 0.0,
          "e_mesh_max": 0.11999999731779099,
          "e_mesh_mean": 0.11999999731779099,
          "e_mesh_slope": 0.0,
          "e_flash_rate_delta": 0.0,
          "e_flash_rate_max": 0.0,
          "e_flash_rate_mean": 0.0,
          "e_flash_rate_slope": 0.0,
          "e_size_delta": 0.0,
          "e_size_max": 55.0,
          "e_size_mean": 55.0,
          "e_size_slope": 0.0,
          "h80_hrrr_cape": 0.0,
          "h80_hrrr_cin": 0.0,
          "h80_hrrr_srh01": 87.9000015258789,
          "h80_hrrr_srh03": 126.0,
          "h80_hrrr_shear06": 17.207279205322266,
          "h80_hrrr_shear01": 3.4608266353607178,
          "h80_hrrr_pwat": 6.511565208435059,
          "h80_hrrr_t2m": 275.0696716308594,
          "h80_hrrr_td2m": 272.4690856933594,
          "h80_hrrr_refc": 27.9375,
          "h80_hrrr_stp": 0.0,
          "h80_hrrr_srh05_est": 57.1349983215332,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -121.86,
              48.83
            ],
            [
              -121.77,
              48.83
            ],
            [
              -121.77,
              48.77
            ],
            [
              -121.8,
              48.77
            ],
            [
              -121.81,
              48.79
            ],
            [
              -121.85,
              48.79
            ],
            [
              -121.86,
              48.83
            ]
          ]
        ]
      },
      "raw_probability": 1.9410992568849218e-06,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "d68eb367d69e5333dd841623c24c39fda3a3c90ce83760584faf8f3216901072",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 1.9410992568849218e-06,
        "probability": 0.0001,
        "confidence_lo": 0.0,
        "confidence_hi": 0.0001,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "cad38b97e5b1e9d860505e402ffbe32f6ad5cef2a0377538de24dfeef63fac64",
        "signature": {
          "alg": "ed25519",
          "sig": "98e16a28b311ff432bc74da78cd3fc060647438beae39cab7212b1dfa3cace189cccbca2a6103d230e65352d89da859206f612481efeb69c55d34e2c96d70b05"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "cad38b97e5b1e9d860505e402ffbe32f6ad5cef2a0377538de24dfeef63fac64",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 1.336970208721065e-06,
        "p60_w": {
          "margin": -6.721552452618861,
          "served": 1.9410992568849218e-06,
          "recal": 1.336970208721065e-06
        },
        "p60": {
          "margin": -7.35327586973786,
          "served": 9.417417102438258e-07,
          "recal": 5.293064220217258e-07
        },
        "p30": {
          "margin": -6.330794903782317,
          "served": 1.4784268384888607e-06,
          "recal": 1.90794855215671e-06
        },
        "p90": {
          "margin": -7.202128429081211,
          "served": 1.3559330370025406e-06,
          "recal": 6.843937379062373e-07
        }
      }
    },
    {
      "storm_id": "1209111",
      "lat": 30.378,
      "lon": -114.818,
      "motion_east": 1.1,
      "motion_south": -1.0,
      "valid_time": "20261018_110435 UTC",
      "tornado_probability": 0.0001,
      "risk_band": "minimal",
      "ps_tor": 0.0,
      "ps": 0.0,
      "mucape": 96.0,
      "ebshear": 19.0,
      "srh01": 31.0,
      "maxllaz": 0.0,
      "mesh": 0.0,
      "flash_rate": 0.0,
      "top_features": [
        {
          "name": "mixed-layer CAPE",
          "value": 0.0,
          "log_odds": -2.691
        },
        {
          "name": "NOAA ProbTor",
          "value": 0.0,
          "log_odds": -1.1385
        },
        {
          "name": "mid-level rotation (98th pct)",
          "value": 0.0,
          "log_odds": -0.6268
        },
        {
          "name": "NOAA ProbWind",
          "value": 0.0,
          "log_odds": -0.4735
        },
        {
          "name": "low-level rotation (max azimuthal shear)",
          "value": 0.0,
          "log_odds": -0.3656
        }
      ],
      "model_scores": {
        "v3_p60": 1.937023452253113e-06,
        "calibrated": true,
        "model": "v3_w"
      },
      "coherence_score": 0.0,
      "coherence_diagnostics": {
        "tau": 0.8221264481544495,
        "grad_tau": 0.13378188014030457,
        "torsion": -0.009294540621340275,
        "alignment": 1.4765331745147705,
        "S_field": 0.44290289282798767,
        "Gamma_field": 0.3552719056606293,
        "S_over_Gamma": 1.2466589212417603,
        "Da": 21.770963668823242,
        "E_coh": 0.19864217936992645,
        "singularity_count": 3.0,
        "singularity_conditions_met": 3,
        "singularity_detail": {
          "s_over_gamma": true,
          "high_gradient": false,
          "high_torsion": false,
          "positive_alignment": true,
          "high_damkohler": true
        }
      },
      "scoring_tier": "tier1_v3",
      "coherence_source": "hrrr",
      "model_version": "tornado_v3-05a06c843c87",
      "track_length": 1,
      "confidence_lo": 0.0,
      "confidence_hi": 0.0001,
      "v3": {
        "event": "a tornado report within 10 km of this storm's tracked radar polygon",
        "probability_60min": 1.937023452253113e-06,
        "probability_30min": 9.474526899723838e-07,
        "probability_90min": 2.6289301797086043e-06,
        "probability_ef2plus_60min": 9.120587513299532e-08,
        "probability_band_60min": [
          0.0,
          2.6e-06
        ],
        "probability_band_60min_kind": "Venn-Abers pair (not a coverage interval)",
        "model": "v3_w",
        "nws_warning": {
          "active": false,
          "minutes_since_issue": null
        },
        "nws_feed_error": null,
        "hrrr_analysis": null,
        "coherence_clipped": [],
        "drivers": [
          {
            "input": "p_mlcape",
            "label": "mixed-layer CAPE",
            "value": 0.0,
            "log_odds": -2.691
          },
          {
            "input": "p_ps_tor",
            "label": "NOAA ProbTor",
            "value": 0.0,
            "log_odds": -1.1385
          },
          {
            "input": "p_p98mlaz",
            "label": "mid-level rotation (98th pct)",
            "value": 0.0,
            "log_odds": -0.6268
          },
          {
            "input": "p_ps_wind",
            "label": "NOAA ProbWind",
            "value": 0.0,
            "log_odds": -0.4735
          },
          {
            "input": "p_maxllaz",
            "label": "low-level rotation (max azimuthal shear)",
            "value": 0.0,
            "log_odds": -0.3656
          }
        ],
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba",
        "input_sha256": "829af6001e01dc5c9184ed3245fab22ae3d2ba86c0f630ef615ae020f5b48c09",
        "inputs": {
          "p_ps": 0.0,
          "p_ps_tor": 0.0,
          "p_ps_hail": 0.0,
          "p_ps_wind": 0.0,
          "p_ps_severe": 0.0,
          "p_mucape": 96.0,
          "p_mlcape": 0.0,
          "p_mlcin": 0.0,
          "p_ebshear": 19.0,
          "p_srh01": 31.0,
          "p_mesh": 0.0,
          "p_vil_density": 0.0,
          "p_flash_rate": 0.0,
          "p_flash_density": 0.0,
          "p_maxllaz": 0.0,
          "p_p98llaz": 0.0,
          "p_p98mlaz": 0.0,
          "p_lja": 0.0,
          "p_size": 81.0,
          "p_motion_east": 1.100000023841858,
          "p_motion_south": -1.0,
          "p_pwat": 1.2000000476837158,
          "p_cape_m10m30": 0.0,
          "p_meanwind_1_3kmagl": 10.0,
          "p_wetbulb_0c_hgt": 10.399999618530273,
          "p_avg_beam_hgt": 14.890000343322754,
          "p_maxrc_emiss": 0.0,
          "p_maxrc_icecf": null,
          "e_age_min": 0.0,
          "e_n_steps": 1.0,
          "e_rot_sustained_min": 0.0,
          "e_motion_speed": 1.4866068363189697,
          "e_motion_dir_deg": 47.72631072998047,
          "e_maxllaz_delta": 0.0,
          "e_maxllaz_max": 0.0,
          "e_maxllaz_mean": 0.0,
          "e_maxllaz_slope": 0.0,
          "e_p98llaz_delta": 0.0,
          "e_p98llaz_max": 0.0,
          "e_p98llaz_mean": 0.0,
          "e_p98llaz_slope": 0.0,
          "e_ps_tor_delta": 0.0,
          "e_ps_tor_max": 0.0,
          "e_ps_tor_mean": 0.0,
          "e_ps_tor_slope": 0.0,
          "e_ps_delta": 0.0,
          "e_ps_max": 0.0,
          "e_ps_mean": 0.0,
          "e_ps_slope": 0.0,
          "e_mesh_delta": 0.0,
          "e_mesh_max": 0.0,
          "e_mesh_mean": 0.0,
          "e_mesh_slope": 0.0,
          "e_flash_rate_delta": 0.0,
          "e_flash_rate_max": 0.0,
          "e_flash_rate_mean": 0.0,
          "e_flash_rate_slope": 0.0,
          "e_size_delta": 0.0,
          "e_size_max": 81.0,
          "e_size_mean": 81.0,
          "e_size_slope": 0.0,
          "h80_hrrr_cape": 60.0,
          "h80_hrrr_cin": -33.46200942993164,
          "h80_hrrr_srh01": 128.1999969482422,
          "h80_hrrr_srh03": 193.0,
          "h80_hrrr_shear06": 20.23160743713379,
          "h80_hrrr_shear01": 2.2796740531921387,
          "h80_hrrr_pwat": 27.11615753173828,
          "h80_hrrr_t2m": 288.9020080566406,
          "h80_hrrr_td2m": 286.05487060546875,
          "h80_hrrr_refc": 23.5,
          "h80_hrrr_stp": 0.034582559019327164,
          "h80_hrrr_srh05_est": 83.32999420166016,
          "c80_tau": null,
          "c80_grad_tau": null,
          "c80_torsion": null,
          "c80_alignment": null,
          "c80_S_over_Gamma": null,
          "c80_Da": null,
          "c80_tau_x_maxllaz": null,
          "c80_alignment_x_cape": null,
          "c80_torsion_x_srh": null,
          "c80_singularity_count": null,
          "h9_mlcape_at": null,
          "h9_mlcape_max27": null,
          "h9_mlcape_mean27": null,
          "h9_mlcape_max63": null,
          "h9_mucape_at": null,
          "h9_mucape_max27": null,
          "h9_mucape_mean27": null,
          "h9_mucape_max63": null,
          "h9_mlcin_at": null,
          "h9_mlcin_max27": null,
          "h9_mlcin_mean27": null,
          "h9_mlcin_max63": null,
          "h9_srh_01_at": null,
          "h9_srh_01_max27": null,
          "h9_srh_01_mean27": null,
          "h9_srh_01_max63": null,
          "h9_srh_03_at": null,
          "h9_srh_03_max27": null,
          "h9_srh_03_mean27": null,
          "h9_srh_03_max63": null,
          "h9_refc_at": null,
          "h9_refc_max27": null,
          "h9_refc_mean27": null,
          "h9_refc_max63": null,
          "h9_pwat_at": null,
          "h9_pwat_max27": null,
          "h9_pwat_mean27": null,
          "h9_pwat_max63": null,
          "h9_td_dep_at": null,
          "h9_td_dep_max27": null,
          "h9_td_dep_mean27": null,
          "h9_td_dep_max63": null,
          "h9_shear_06_at": null,
          "h9_shear_06_max27": null,
          "h9_shear_06_mean27": null,
          "h9_shear_06_max63": null,
          "h9_shear_01_at": null,
          "h9_shear_01_max27": null,
          "h9_shear_01_mean27": null,
          "h9_shear_01_max63": null,
          "h9_storm_speed_at": null,
          "h9_storm_speed_max27": null,
          "h9_storm_speed_mean27": null,
          "h9_storm_speed_max63": null,
          "h9_stp_at": null,
          "h9_stp_max27": null,
          "h9_stp_mean27": null,
          "h9_stp_max63": null,
          "h9_shear01_streamwise": null,
          "h9_shear06_storm_angle": null,
          "c9_pde_9km_tau": null,
          "c9_pde_9km_grad": null,
          "c9_pde_9km_align": null,
          "c9_pde_9km_torsion": null,
          "c9_pde_27km_tau": null,
          "c9_pde_27km_grad": null,
          "c9_pde_27km_align": null,
          "c9_pde_27km_torsion": null,
          "c9_pde_81km_tau": null,
          "c9_pde_81km_grad": null,
          "c9_pde_81km_align": null,
          "c9_pde_81km_torsion": null,
          "c9_gauss_9km_tau": null,
          "c9_gauss_9km_grad": null,
          "c9_gauss_9km_align": null,
          "c9_gauss_9km_torsion": null,
          "c9_gauss_27km_tau": null,
          "c9_gauss_27km_grad": null,
          "c9_gauss_27km_align": null,
          "c9_gauss_27km_torsion": null,
          "c9_gauss_81km_tau": null,
          "c9_gauss_81km_grad": null,
          "c9_gauss_81km_align": null,
          "c9_gauss_81km_torsion": null,
          "c9_S_over_Gamma": null,
          "c9_tau27_max27": null,
          "w_tor_warning_active": 0.0,
          "w_minutes_since_issue": null
        }
      },
      "geometry": {
        "type": "Polygon",
        "coordinates": [
          [
            [
              -114.85,
              30.41
            ],
            [
              -114.77,
              30.41
            ],
            [
              -114.77,
              30.33
            ],
            [
              -114.85,
              30.33
            ],
            [
              -114.85,
              30.41
            ]
          ]
        ]
      },
      "raw_probability": 1.937023452253113e-06,
      "uncertainty_class": "tight",
      "abstained": false,
      "abstain_reason": null,
      "gateway_mode": "NORMAL",
      "calibrated": true,
      "receipt": {
        "spec": "hazardpulse/forecast/v1",
        "model_version": "tornado_v3-05a06c843c87",
        "model_sha256": "5dba673bad60bbdf2c300a157a1f6aba5952277eb11725d5ab1ef961784e82f0",
        "input_sha256": "829af6001e01dc5c9184ed3245fab22ae3d2ba86c0f630ef615ae020f5b48c09",
        "issued_at": "2026-10-18T11:07:04Z",
        "raw_probability": 1.937023452253113e-06,
        "probability": 0.0001,
        "confidence_lo": 0.0,
        "confidence_hi": 0.0001,
        "uncertainty_class": "tight",
        "ood_score": null,
        "ood_flag": false,
        "abstained": false,
        "abstain_reason": null,
        "gateway_mode": "NORMAL",
        "coverage_target": 0.9,
        "receipt_sha256": "4850a2e30edd4ba7e9ca44442c84c818744dbc1ab18af86604ded80372395fff",
        "signature": {
          "alg": "ed25519",
          "sig": "d3e0cdaaa61355db23e5d468a651ed31057b83d6026a9647caaec2324a6187cafc5dd629aa865a2591cb6394e6953e40ee9b9a68ae7e12511b14904a948f0b0b"
        },
        "binds": {
          "model_sha256": "sha256 of the canonical JSON {model_sha256, calibrator_sha256}",
          "input_sha256": "sha256 of the canonical JSON {input: value} over the payload's feature_names (v3_serving.input_digest of v3.inputs)"
        }
      },
      "receipt_sha256": "4850a2e30edd4ba7e9ca44442c84c818744dbc1ab18af86604ded80372395fff",
      "calibrator_sha256": "f8cefdc76949b0e0d8fbca93a3fb3d46e46a4ca545b4ab1ea9cf5a8df61d2a7e",
      "t2b_shadow": {
        "probability_60min": 1.3339895210608374e-06,
        "p60_w": {
          "margin": -6.723642017753543,
          "served": 1.937023452253113e-06,
          "recal": 1.3339895210608374e-06
        },
        "p60": {
          "margin": -6.9337028361524915,
          "served": 1.442924434588377e-06,
          "recal": 8.463253249092642e-07
        },
        "p30": {
          "margin": -6.761628707109827,
          "served": 9.474526899723838e-07,
          "recal": 1.2112678376427498e-06
        },
        "p90": {
          "margin": -6.548155966274872,
          "served": 2.6289301797086043e-06,
          "recal": 1.4148764692691666e-06
        }
      }
    }
  ],
  "disclaimer": "Independent hazard intelligence platform. Always follow official NWS/USGS guidance.",
  "updated_at": "2026-10-18T11:07:04.973317Z",
  "recent_predictions": [
    {
      "timestamp": "2026-10-18T09:05:57.594910Z",
      "n_storms": 19,
      "max_prob": 0.0005,
      "hash": "47b5748182bf450e..."
    },
    {
      "timestamp": "2026-10-18T06:55:30.787944Z",
      "n_storms": 15,
      "max_prob": 0.0011,
      "hash": "c869327b10ef30f0..."
    },
    {
      "timestamp": "2026-10-18T04:54:24.803406Z",
      "n_storms": 24,
      "max_prob": 0.0007,
      "hash": "c2a24a2de4fab9c7..."
    },
    {
      "timestamp": "2026-10-18T02:52:58.569817Z",
      "n_storms": 22,
      "max_prob": 0.0002,
      "hash": "9fa3efb1c7d93aed..."
    },
    {
      "timestamp": "2026-10-18T00:51:38.792312Z",
      "n_storms": 36,
      "max_prob": 0.0014,
      "hash": "266cbdf4d0a109c2..."
    },
    {
      "timestamp": "2026-10-17T22:50:04.230932Z",
      "n_storms": 38,
      "max_prob": 0.0006,
      "hash": "9f307e632c6e80b1..."
    },
    {
      "timestamp": "2026-10-17T20:48:49.077449Z",
      "n_storms": 35,
      "max_prob": 0.0006,
      "hash": "7012fc9303713abe..."
    },
    {
      "timestamp": "2026-10-17T18:51:20.639091Z",
      "n_storms": 40,
      "max_prob": 0.0007,
      "hash": "f274db9c2daea345..."
    },
    {
      "timestamp": "2026-10-17T16:54:45.679446Z",
      "n_storms": 43,
      "max_prob": 0.0002,
      "hash": "0813d37adb9c1808..."
    },
    {
      "timestamp": "2026-10-17T14:53:17.685508Z",
      "n_storms": 38,
      "max_prob": 0.0021,
      "hash": "50fa416f2f20c6ff..."
    }
  ],
  "data_valid_time": "2026-10-18T11:04:35Z",
  "input_age_at_issue_min": 2.5,
  "input_gaps": {
    "census": "newest file",
    "feed_valid_time": "20261018_110435 UTC",
    "n_objects": 18,
    "n_feed_attributes": 48,
    "absent": [
      {
        "input": "p_ps",
        "label": "ProbSevere severe probability",
        "source": [
          "PS"
        ],
        "fed": "zero",
        "model_splits": 196
      },
      {
        "input": "p_vil_density",
        "label": "VIL density",
        "source": [
          "VIL_DENSITY",
          "VILD"
        ],
        "fed": "zero",
        "model_splits": 486
      },
      {
        "input": "p_maxrc_icecf",
        "label": "satellite glaciation rate",
        "source": [
          "MAXRC_ICECF"
        ],
        "fed": "missing",
        "model_splits": 0
      }
    ],
    "partial": [],
    "changed_format": [
      {
        "input": "p_avg_beam_hgt",
        "label": "radar beam height",
        "source": [
          "AVG_BEAM_HGT"
        ],
        "fed": "the bare number",
        "model_splits": 0,
        "documented_format": "'4.09 kft / 1.25 km'",
        "n_objects_not_in_format": 18
      },
      {
        "input": "p_maxrc_emiss",
        "label": "satellite cloud-top growth",
        "source": [
          "MAXRC_EMISS"
        ],
        "fed": "the bare number",
        "model_splits": 0,
        "documented_format": "'2251Z 1.5%/min (weak)'",
        "n_objects_not_in_format": 18
      }
    ]
  },
  "product_coherence": {
    "rule": "p30 <= p60 <= p90 and p_ef2 <= p60; a product outside its nesting is clipped to p60",
    "n_storms_with_products": 18,
    "clipped": {
      "p30": 0,
      "p90": 8,
      "p_ef2": 0
    },
    "clipped_rate": {
      "p30": 0.0,
      "p90": 0.4444,
      "p_ef2": 0.0
    }
  },
  "t2b_shadow": {
    "status": "ok",
    "program": "docs/TORNADO_MODEL_PROGRAM.md amendment 11",
    "published": false,
    "artifact": "results/models/tornado_v3_recal_t2b.json",
    "artifact_sha256": "ef146847cc503ce32e5ec9b9939e6f1efb189b9ccfa26ad5ac0384f7b46f079e",
    "candidates": {
      "p30": {
        "a": 1.0546101322649928,
        "b": -6.4929595908093924,
        "served_a": 1.0327819630637114,
        "served_b": -6.886199715574037,
        "payload": "tornado_v3_w_30.json",
        "payload_sha256": "c45167a49056eb64fe01c1eecfb8acd8e35f2cae95d9e4f84a01913782864676"
      },
      "p60": {
        "a": 1.1186053395021356,
        "b": -6.226284145081627,
        "served_a": 1.0169782457791356,
        "served_b": -6.397412256436702,
        "payload": "tornado_v3.json",
        "payload_sha256": "9005905f08b71b640a8e9dfe143be93e9ecee2606740c9a361f6c1999f75ac79"
      },
      "p60_w": {
        "a": 1.0681296534661402,
        "b": -6.345613713334546,
        "served_a": 1.0059279986219851,
        "served_b": -6.390856370704651,
        "payload": "tornado_v3_w.json",
        "payload_sha256": "05a06c843c87c99e10e95bfea8f7d542b9d9e5ec14151cfe4dc1252715b3a4ba"
      },
      "p90": {
        "a": 1.1105434631672604,
        "b": -6.196455112526138,
        "served_a": 1.012410296694961,
        "served_b": -6.219510416751649,
        "payload": "tornado_v3_w_90.json",
        "payload_sha256": "58208efc4bb403bb62f6fe630581588c1342eeaf0ccde867c180bafbadca74fa"
      }
    }
  }
}
