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sample_id
stringlengths
23
23
event_id
stringlengths
20
20
sbcape_jkg
null
sbcin_jkg
null
mlcape_jkg
null
mlcin_jkg
null
mucape_jkg
null
mucin_jkg
null
lcl_m_agl
null
lfc_m_agl
null
el_m_agl
null
pwat_mm
float64
0.94
76.3
freezing_level_m_agl
float64
0
5.4k
lapse_rate_700_500_c_km
float64
-91.27
97.7
shear_0_1km_mag_ms
float64
0.02
364
shear_0_3km_mag_ms
float64
0.07
48.6
shear_0_6km_mag_ms
float64
0.18
68.6
storm_motion_u_ms
float64
-275.06
130
storm_motion_v_ms
float64
-84.13
130
storm_motion_source
stringclasses
2 values
storm_motion_confidence
float64
0
0.6
srh_0_1km_m2s2
null
srh_0_3km_m2s2
null
stp_fixed
null
stp_effective
null
scp
null
ehi_0_1km
null
ehi_0_3km
null
derived_qc_flags
listlengths
1
6
sample_000012268c200ee9
evt_0b8971d22774386f
null
null
null
null
null
null
null
null
null
40.329
3,162.409
5.224
20.818
27.281
27.805
0
18.532
report_track_damage_path
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null
null
null
null
null
null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_0000bfff67ec2894
evt_cc9170896f68c719
null
null
null
null
null
null
null
null
null
34.879
3,909.953
7.939
14.504
25.202
29.02
16.033
10.134
report_track_damage_path
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null
null
null
null
null
null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_0004469345c48a6e
evt_f254cc87f4d8f382
null
null
null
null
null
null
null
null
null
42.951
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0.383
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3.403
8.841
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report_track_damage_path
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[ "ecape_pending_rustwx_calc_integration" ]
sample_000651ebde7accdd
evt_2199b08cb8f344d5
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null
null
null
null
null
null
null
null
33.182
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report_track_damage_path
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[ "ecape_pending_rustwx_calc_integration" ]
sample_000670d2f46169f6
evt_837139a0d014a275
null
null
null
null
null
null
null
null
null
45.143
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20.467
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report_track_damage_path
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[ "ecape_pending_rustwx_calc_integration" ]
sample_00090bd44b3e74c2
evt_4b8f29b4067789ec
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null
null
null
null
null
null
null
null
40.51
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16.534
13.53
report_track_damage_path
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null
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[ "ecape_pending_rustwx_calc_integration" ]
sample_000a80e76cc0de6f
evt_2ff38cd35f403aa9
null
null
null
null
null
null
null
null
null
36.955
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1.303
report_track_damage_path
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null
null
null
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null
[ "ecape_pending_rustwx_calc_integration" ]
sample_0011bf65e67490a4
evt_86ea556f0ffc22d7
null
null
null
null
null
null
null
null
null
36.835
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report_track_damage_path
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null
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null
[ "ecape_pending_rustwx_calc_integration" ]
sample_001238b4bb45abef
evt_dcb209035aee0ebc
null
null
null
null
null
null
null
null
null
36.909
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report_track_damage_path
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null
null
null
null
null
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null
[ "ecape_pending_rustwx_calc_integration" ]
sample_00133e33bc7ce9b1
evt_f87be60765c461a6
null
null
null
null
null
null
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null
46.881
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null
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report_track_unavailable
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null
null
null
null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_0013cb1b923f6767
evt_51accbf0d4d22407
null
null
null
null
null
null
null
null
null
28.016
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report_track_damage_path
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null
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null
[ "ecape_pending_rustwx_calc_integration" ]
sample_0015af7fefba3101
evt_4bac9e940411952d
null
null
null
null
null
null
null
null
null
32.674
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report_track_damage_path
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null
null
null
null
null
null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_0016b776ba35c2b2
evt_9da003043166899a
null
null
null
null
null
null
null
null
null
48.413
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report_track_damage_path
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null
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[ "ecape_pending_rustwx_calc_integration" ]
sample_0016f3a0d9f56b8e
evt_3a71ca6b5d3c3006
null
null
null
null
null
null
null
null
null
20.168
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report_track_damage_path
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null
null
null
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null
[ "ecape_pending_rustwx_calc_integration" ]
sample_0018b92eb82f5d3f
evt_728a766e94a599d0
null
null
null
null
null
null
null
null
null
36.437
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report_track_damage_path
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[ "ecape_pending_rustwx_calc_integration" ]
sample_001ac817a5aef579
evt_57e1f66eddd310d5
null
null
null
null
null
null
null
null
null
37.351
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report_track_damage_path
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null
null
null
null
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null
[ "ecape_pending_rustwx_calc_integration" ]
sample_001c0a113949bec8
evt_97027e436d33c0b4
null
null
null
null
null
null
null
null
null
35.135
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report_track_damage_path
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null
null
null
null
null
null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_001dba247084987d
evt_db52628939d7b2c8
null
null
null
null
null
null
null
null
null
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null
null
report_track_unavailable
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null
null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_001e4993530236c1
evt_004a55cda62e638d
null
null
null
null
null
null
null
null
null
47.8
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report_track_damage_path
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[ "ecape_pending_rustwx_calc_integration" ]
sample_001ece5556cef4c5
evt_e04ee0b28be8bdcb
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null
null
null
null
null
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null
34.046
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report_track_damage_path
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[ "ecape_pending_rustwx_calc_integration" ]
sample_0020858130e3dec5
evt_39c2e8414c2a1ac8
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null
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report_track_damage_path
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[ "ecape_pending_rustwx_calc_integration" ]
sample_0021cf6a881a673c
evt_f84cdc7e1f82622c
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report_track_damage_path
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[ "ecape_pending_rustwx_calc_integration" ]
sample_00232bf61a9bf1cc
evt_90d878f025381a2d
null
null
null
null
null
null
null
null
null
70.986
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report_track_damage_path
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null
[ "ecape_pending_rustwx_calc_integration" ]
sample_0023901d2f9b8651
evt_eb79145176abce30
null
null
null
null
null
null
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null
36.765
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null
report_track_unavailable
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null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_002764282badb634
evt_d10eef1064a6bde8
null
null
null
null
null
null
null
null
null
31.007
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report_track_damage_path
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null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_00292108f12a2258
evt_4fc6e8a8e7273703
null
null
null
null
null
null
null
null
null
19.786
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report_track_damage_path
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null
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null
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null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_002aa59efa841d09
evt_f4dc30eeef081415
null
null
null
null
null
null
null
null
null
31.552
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report_track_damage_path
0.6
null
null
null
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null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_002f7f9047f2cc11
evt_8811b5137f96e4b7
null
null
null
null
null
null
null
null
null
44.322
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report_track_damage_path
0.6
null
null
null
null
null
null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_002fba3c05bd088b
evt_68572ed83af69487
null
null
null
null
null
null
null
null
null
22.866
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report_track_damage_path
0.6
null
null
null
null
null
null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_002fdf3fae343d54
evt_56358a62a5816a30
null
null
null
null
null
null
null
null
null
28.211
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report_track_damage_path
0.6
null
null
null
null
null
null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_00317517784eb206
evt_21973851054a7b60
null
null
null
null
null
null
null
null
null
41.429
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report_track_damage_path
0.6
null
null
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null
null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_003278efae9ee31e
evt_df5e3cd969f05851
null
null
null
null
null
null
null
null
null
39.108
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report_track_damage_path
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[ "ecape_pending_rustwx_calc_integration" ]
sample_00352271d8d703a8
evt_540e26da04ab137e
null
null
null
null
null
null
null
null
null
26.888
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report_track_damage_path
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null
[ "ecape_pending_rustwx_calc_integration" ]
sample_0035c305e97bdc7f
evt_986bf8eb69285e17
null
null
null
null
null
null
null
null
null
30.72
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report_track_damage_path
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null
[ "ecape_pending_rustwx_calc_integration" ]
sample_0038e6a804db6111
evt_85fbb8ecc749f422
null
null
null
null
null
null
null
null
null
18.43
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report_track_damage_path
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[ "ecape_pending_rustwx_calc_integration" ]
sample_0038edd930badd91
evt_7369f9b38045c80a
null
null
null
null
null
null
null
null
null
37.544
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report_track_damage_path
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[ "ecape_pending_rustwx_calc_integration" ]
sample_0039e99f9c4e7834
evt_dfc93fe3f2a95f90
null
null
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null
null
null
null
null
null
24.186
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report_track_damage_path
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[ "ecape_pending_rustwx_calc_integration" ]
sample_003a4813f9a315dc
evt_cee02f92574ca6fa
null
null
null
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null
null
null
null
null
60.653
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report_track_damage_path
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[ "ecape_pending_rustwx_calc_integration" ]
sample_003bb86281d86bc5
evt_0d3367d88f1d2163
null
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null
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null
13.14
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report_track_damage_path
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[ "ecape_pending_rustwx_calc_integration" ]
sample_003bf5d786c11b5c
evt_25153251704ab2da
null
null
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null
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null
null
null
25.912
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report_track_damage_path
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null
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null
null
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[ "ecape_pending_rustwx_calc_integration" ]
sample_003e0510109f3677
evt_544de9eadaabfca8
null
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null
8.94
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report_track_damage_path
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null
null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_003f9754d05df915
evt_1eb7aacde77dc20c
null
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report_track_unavailable
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null
[ "ecape_pending_rustwx_calc_integration" ]
sample_003fd12610058291
evt_996e6558f72a82ef
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20.805
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report_track_damage_path
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[ "ecape_pending_rustwx_calc_integration" ]
sample_003fefe938890b45
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8.846
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report_track_damage_path
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[ "ecape_pending_rustwx_calc_integration" ]
sample_00430ccacdc4e48e
evt_6f9aaaac03898daf
null
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null
null
null
null
null
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15.603
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report_track_damage_path
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null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_0044360828c20226
evt_1cd147cb9d690641
null
null
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null
null
null
null
null
null
23.886
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report_track_damage_path
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[ "ecape_pending_rustwx_calc_integration" ]
sample_0047d243c3f297ea
evt_af3208fd072df3c4
null
null
null
null
null
null
null
null
null
38.923
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report_track_damage_path
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null
[ "ecape_pending_rustwx_calc_integration" ]
sample_004e458240d6eca0
evt_9d9d960ca324f01f
null
null
null
null
null
null
null
null
null
19.401
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report_track_damage_path
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null
null
null
null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_004ed1edd096c46a
evt_ea30be5d5ac29375
null
null
null
null
null
null
null
null
null
33.379
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report_track_damage_path
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null
null
null
null
null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_004f14107b98c89f
evt_5daff3d25d025320
null
null
null
null
null
null
null
null
null
14.163
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report_track_damage_path
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null
null
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null
null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_005336ce985cad9d
evt_ed79337d6e326c38
null
null
null
null
null
null
null
null
null
31.42
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report_track_damage_path
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null
null
null
null
null
null
[ "ecape_pending_rustwx_calc_integration" ]
sample_00536d96d494b543
evt_1392c3812115b310
null
null
null
null
null
null
null
null
null
46.39
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End of preview. Expand in Data Studio

Severe Weather RAP Tornado Environment 20120501plus v1

This dataset is the RAP-only post-May-1-2012 tornado-environment package. It preserves the original same-model benchmark request: start/end tornado samples, model pressure-level fields, model surface fields, surface-observation companion fields, storm-motion companion fields, and RAOB match/error tables where available.

This is a research dataset, not operational guidance. It is not an official NOAA, NWS, SPC, or RAP product, and it should not be used as a stand-alone warning or forecast system.

Files

  • data/rap_tornado_env_flat.parquet: flat table for direct ML use.
  • data/tornado_env_rap_20120501plus_v1_flat.csv: CSV export generated from the normalized tables.
  • data/normalized/*.parquet: normalized event, sample, profile, surface, derived, storm-motion, surface-observation, and RAOB tables.
  • data/preview_1000.csv: small preview.
  • metadata/manifest.json: counts and source metadata.
  • metadata/checksums.sha256: checksums.

Flat rows: 38,220
Flat columns: 154

Normalized Table Counts

  • derived_params: 35,438 rows
  • events: 19,119 rows
  • profile_levels: 1,311,206 rows
  • raob_error_levels: 68,087 rows
  • raob_match: 38,220 rows
  • samples: 38,220 rows
  • storm_motion: 38,220 rows
  • surface_model: 35,438 rows
  • surface_obs_adjustment: 38,220 rows

Suggested Uses

  1. Same-model RAP tornado-environment baseline from May 1, 2012 onward.
  2. Direct handoff CSV workflows using the flat table.
  3. Profile-level research from the normalized profile_levels table.
  4. Surface-observation adjustment studies using the companion surface_obs_adjustment table.
  5. RAOB verification using raob_match and raob_error_levels.

QC And Construction

  • RAP is the only model system in this package.
  • RAP NCSS successes were preserved and failed rows were retried against same-system RAP GRIB2 access.
  • Remaining failed model samples are left null/flagged rather than filled from HRRR, ERA5, or another model.
  • Surface-observation fields are companion fields; they do not replace the RAP model-only baseline.
  • Report-track storm motion is a damage-path vector, not radar-observed parent-storm motion.
  • RAOB/Fourier-style error fields are only meaningful where a nearby launch and sufficient common pressure levels exist.

Caveats

  • RAP does not resolve tornado-scale structure.
  • A 0.1-degree box is a sampling convention, not proof of 0.1-degree resolved model truth.
  • Source tornado rows may be segments rather than unique continuous tracks.
  • Storm mode is not comprehensively classified in this package.
  • Surface-observation adjustment is useful context, but station representativeness, timing, elevation, and exposure can all matter.

Attribution

This package is derived from public severe-weather reports, public RAP model data, public surface observations, and public radiosonde data processed through a local rustwx severe-environment pipeline. Cite the original data providers and this dataset when using it in research or downstream model training.

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