Datasets:

rudymartin
/

floodrsct

zcta_id large_stringlengths 5 5	event large_stringclasses 3 values	scenario large_stringclasses 1 value	peak_stage_ft float64	peak_flow_cfs float64	obs_gauge_distance_km float64	rainfall_total_mm float64 35.8 1.1k ⌀	obs_mrms_coverage_pct float64 1 1 ⌀	hwm_max_elev_ft float64	obs_has_hwm bool 1 class	max_surge_m float64	max_water_level_m float64 2.41 2.72	flood_311_count int64 0 229	obs_has_311 bool 2 classes	nfip_event_claim_count int64 0 2.52k	nfip_event_total_loss float64 0 335M	obs_nfip_event_claims int64 0 2.52k	storm_min_dist_km float64 2.97 192 ⌀	storm_landfall_category float64 0 4 ⌀	impervious_pct float64 0 92.9 ⌀	_fs_impervious_pct large_stringclasses 2 values	cropland_pct float64 0 94 ⌀	_fs_cropland_pct large_stringclasses 2 values	bayou_segment_id large_stringlengths 7 7 ⌀	upstream_catchment_km2 float64 0.78 76.4 ⌀	_fs_upstream_catchment_km2 large_stringclasses 2 values	levee_condition_rating float64	levee_nearest_km float64	canal_proximity_m float64	_fs_levee_condition_rating large_stringclasses 1 value	elevation_m_msl float64 0.98 21 ⌀	_fs_elevation_m_msl large_stringclasses 2 values	drainage_capacity_status large_stringclasses 1 value	_fs_drainage_capacity_status large_stringclasses 1 value	_fs_drainage_capacity_status_reason large_stringclasses 1 value	latitude float64 29.5 30.1 ⌀	longitude float64 -95.83 -94.97 ⌀	county_name large_stringclasses 1 value	state large_stringclasses 1 value	population float64 403 120k ⌀	split_imputation large_stringclasses 1 value	split_superres large_stringclasses 1 value	split_extrap large_stringclasses 1 value	acs_gini_index float64 0.32 0.54 ⌀	acs_mean_commute_min float64 934 4.24k ⌀	acs_median_age float64 25.9 45.8 ⌀	acs_median_hh_income float64 33.9k 202k ⌀	acs_median_home_value float64 94.4k 1.15M ⌀	acs_median_rent float64 899 2.37k ⌀	acs_median_year_built float64 1.95k 2.01k ⌀	acs_pct_asian float64 0 25.2 ⌀	acs_pct_bachelors float64 3.33 47.3 ⌀	acs_pct_below_poverty float64 2.15 38.6 ⌀	acs_pct_black float64 0.6 74.4 ⌀	acs_pct_drive_alone float64 51.8 86.1 ⌀	acs_pct_english_only float64 16.7 89.1 ⌀	acs_pct_female float64 31.4 57 ⌀	acs_pct_food_stamps float64 0.16 36.8 ⌀	acs_pct_foreign_born float64 2.71 48 ⌀	acs_pct_graduate float64 0.83 49.7 ⌀	acs_pct_hispanic float64 9.25 93 ⌀	acs_pct_no_hs float64 16.1 95.3 ⌀	acs_pct_no_insurance float64 1.81 46.9 ⌀	acs_pct_no_vehicle float64 0.62 19.3 ⌀	acs_pct_over_65 float64 12.4 48.8 ⌀	acs_pct_owner_occupied float64 0.66 89 ⌀	acs_pct_renter_occupied float64 11 99.3 ⌀	acs_pct_transit float64 0 10.8 ⌀	acs_pct_under_18 float64 1.18 37.6 ⌀	acs_pct_vacant float64 2.19 25.1 ⌀	acs_pct_veterans float64 0.99 11.8 ⌀	acs_pct_walk_bike float64 0.05 22.9 ⌀	acs_pct_wfh float64 1.59 21.8 ⌀	acs_pct_white float64 11.9 85 ⌀	acs_total_pop float64 637 122k ⌀	acs_unemployment_rate float64 0.86 18.4 ⌀	svi_household_disability float64 0.02 0.93 ⌀	svi_housing_transport float64 0.07 0.91 ⌀	svi_minority_language float64 0.34 0.99 ⌀	svi_overall float64 0.07 0.97 ⌀	svi_socioeconomic float64 0.04 0.99 ⌀	flood_crop_damage_k float64 111 111 ⌀	flood_deaths float64 70 70 ⌀	flood_event_count float64 221 221 ⌀	flood_event_count_5y float64 60 60 ⌀	flood_events_per_year float64 7.62 7.62 ⌀	flood_injuries float64 6 6 ⌀	flood_pct_zone_a float64 0 81.8 ⌀	flood_pct_zone_x float64 2.5 100 ⌀	flood_pct_zone_x500 float64 0 73.3 ⌀	flood_property_damage_k float64 10.3M 10.3M ⌀	flood_sfha bool 2 classes	hifld_n_hospital_beds float64 0 6.13k ⌀	hifld_n_hospitals float64 0 13 ⌀	hifld_n_pharmacies float64 0 17 ⌀	hifld_nearest_hospital_km float64 0.11 19.3 ⌀	hifld_nearest_pharmacy_km float64 0.17 8.13 ⌀	hifld_nearest_trauma_center_km float64 0.11 25.9 ⌀	drive_min_to_county_centroid float64 3.2 62.4 ⌀	drive_min_to_county_seat float64 3.2 62.4 ⌀	drive_min_to_nearest_hospital float64 0 28.2 ⌀	target_annual_checkup float64 63.6 78.1 ⌀	target_arthritis float64 10.2 27.5 ⌀	target_asthma float64 7.9 13.3 ⌀	target_binge_drinking float64 12.5 26.6 ⌀	target_bp_medicated float64 59.3 80.8 ⌀	target_cancer float64 2.7 8.4 ⌀	target_cholesterol_screening float64 69.9 90.6 ⌀	target_chronic_kidney_disease float64 1.6 5 ⌀	target_copd float64 2.6 10.9 ⌀	target_coronary_heart_disease float64 2.1 8.1 ⌀	target_dental_visit float64 30.4 72.4 ⌀	target_diabetes float64 5.4 21.3 ⌀	target_elevation float64 6.2 69.9 ⌀	target_high_blood_pressure float64 20.1 49.1 ⌀	target_high_cholesterol float64 23.4 38 ⌀	target_home_value float64 88.7k 1.3M ⌀	target_income float64 30.8k 222k ⌀	target_mental_health_not_good float64 11.1 23.8 ⌀	target_night_lights float64 0.67 2.3 ⌀	target_obesity float64 25.8 49.1 ⌀	target_physical_health_not_good float64 5.9 18 ⌀	target_physical_inactivity float64 13.4 44.5 ⌀	target_population_density float64 1.08 3.81 ⌀	target_sleep_less_7hr float64 26.1 43.4 ⌀	target_smoking float64 7.2 25.8 ⌀	target_stroke float64 1.3 6.4 ⌀	target_tree_cover float64 8.07 80.4 ⌀	nfip_claim_count float64 3 5.76k ⌀	nfip_total_building_loss float64 26.2k 546M ⌀	nfip_total_contents_loss float64 0 143M ⌀	nfip_total_loss float64 26.2k 689M ⌀	nfip_mean_loss_per_claim float64 5.24k 220k ⌀	nfip_has_claims bool 1 class	twi_twi float64 12.1 16 ⌀	twi_acc_twi float64 12.9 15 ⌀	twi_tot_twi float64 12.9 15 ⌀	slope_basin_slope float64 0.12 3.12 ⌀	slope_stream_slope float64 0 0.01 ⌀	slope_mean_pct float64 0.12 3.12 ⌀	zcta_degree int64 2 11	zcta_mean_neighbor_dist_km float64 1.04 17.1 ⌀	wlag_flood_zone_pct float64 0.79 49.2	wlag_population_density float64 14.4k 79.6k	wlag_median_income float64 38.6k 125k	wlag_impervious_pct float64 13.4 88.6	wlag_cropland_pct float64 0 64.8	wlag_rainfall_mm float64 69.9 998	wlag_nfip_claims float64 0 1.08k	obs_feature_modal_frac float64 0.44 0.44	obs_missing_sensor_flag bool 2 classes	pred_risk_score float64	pred_model_id null	cert_r float64	cert_s float64	cert_n float64	cert_kappa float64	cert_action null	cert_geometry_flags null	retrieval_grounding_score float64	retrieval_tier1_count float64	retrieval_tier2_count float64	retrieval_tier3_count float64	rationale_text null	rationale_acceptability float64	geometry unknown	centroid_lat float64 29.5 30.1 ⌀	centroid_lon float64 -95.83 -94.97 ⌀
77532	harvey2017	houston	null	null	null	855.999878	1	null	false	null	2.72	2	true	359	22,129,417.49	359	150.878805	4	1.591696	present	93.252595	present	1438525	6.9849	present	null	null	null	missing_source_data	5.090935	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.932872	-95.057188	Harris County	TX	30,108	test	test	valid4	0.389951	2,526.950578	36.790524	93,214.85148	227,049.14387	1,186.359046	1,994.981331	0.654667	12.325271	6.569385	9.949562	81.298344	79.92475	50.508546	6.295051	5.654128	6.238951	28.174381	81.435778	14.280087	4.092653	22.696954	82.45209	17.54791	0	27.303046	7.846702	6.56627	1.555791	6.780398	70.5272	31,062.005045	7.953832	0.461762	0.31342	0.579109	0.44554	0.515467	111	70	221	60	7.621	6	29.44	57.76	12.8	10,307,912.1	true	0	0	3	19.31	3.81	23.09	59.1	59.1	23.9	70.1	21.2	10	20.2	74.2	5.9	83.5	2.8	7	5.2	54.3	10.3	20.634067	32.2	34.8	228,400	91,471	17.4	0.885147	36.6	11.6	24.8	2.173917	33.3	18.2	3	47.425201	989	39,420,210.34	11,300,739.01	50,720,949.35	51,285.09	true	13.896751	13.488173	13.488173	0.815145	0.001139	0.815145	6	13.813427	26.118333	41,117.333333	85,083.728599	23.410684	22.713319	849.199982	443.666667	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 92, 143, 194, 245, 168, 195, 87, 192, 0, 94, 85, 172, 208, 238, 61, 64 ]	29.932872	-95.057188
77447	harvey2017	houston	null	null	null	691.300049	1	null	false	null	2.72	0	false	85	3,853,023.75	85	167.341234	4	0.627451	present	94.02852	present	1508091	65.7324	present	null	null	null	missing_source_data	21.010178	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	30.047619	-95.833733	Harris County	TX	18,145	test	test	valid4	0.388567	3,142.104365	34.911736	104,536.421461	299,943.35402	null	2,005.228394	2.251445	20.286655	9.9786	12.088292	75.868323	72.589588	48.175234	7.29912	5.890053	6.985261	31.437829	72.728084	14.350469	2.952578	20.686883	84.046638	15.953362	0.404092	29.313117	7.408481	8.550262	2.243017	9.197589	62.609215	16,420.993543	4.677324	0.545521	0.520009	0.609446	0.547071	0.547948	111	70	221	60	7.621	6	13.96	83.62	2.43	10,307,912.1	true	0	0	2	11.9	7.32	11.9	28.9	28.9	28.2	69.8	21.4	9.7	19.6	73.3	5.7	83.3	2.7	6.7	5	54.7	10	69.895432	31	35	266,000	100,250	17	0.673228	36.5	11.4	24.6	1.852151	33.3	17.3	2.7	33.603157	302	10,575,565.12	3,941,907.06	14,517,472.18	48,071.1	true	14.30548	13.542313	13.51956	0.411612	0.000438	0.411612	3	17.144739	25.646667	63,292	124,502.385629	13.446489	64.815106	777.833455	274	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 197, 6, 102, 224, 91, 245, 87, 192, 189, 172, 228, 190, 48, 12, 62, 64 ]	30.047619	-95.833733
77433	harvey2017	houston	null	null	null	901.600098	1	null	false	null	2.72	0	false	293	16,705,913.13	293	162.199122	4	36.982175	present	22.459893	present	1438439	7.7319	present	null	null	null	missing_source_data	14.072843	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.93433	-95.74763	Harris County	TX	103,070	test	test	valid4	0.346248	4,238.104611	33.618729	140,523.353291	346,885.404386	null	2,009.28883	12.915721	32.368458	5.723777	16.517285	69.923422	66.409302	49.001671	4.136315	7.638668	18.468678	27.695746	49.162864	9.36765	1.82832	15.53987	83.218601	16.781399	1.457797	34.46013	3.304948	6.008552	0.361792	18.450281	50.057174	109,146.314435	4.567699	0.348804	0.226777	0.721317	0.281691	0.293875	111	70	221	60	7.621	6	28.71	63.7	7.58	10,307,912.1	true	105	1	5	5.98	2.21	5.98	41.1	41.1	17.3	67.9	14.3	9	22.2	66.1	4.1	84.2	1.9	3.8	2.8	60.9	6.9	49.579502	23.9	28.9	365,000	134,390	15.3	1.34543	33.1	8.1	19.2	2.834598	31.9	13.1	1.7	22.393182	360	21,751,199.67	7,048,050.13	28,799,249.8	79,997.92	true	14.762933	14.037099	14.037099	0.400916	0.00001	0.400916	7	12.595566	19.618571	70,331.714286	103,839.529032	22.914848	42.90704	705.214347	541.285714	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 85, 64, 235, 43, 217, 239, 87, 192, 160, 173, 222, 60, 48, 239, 61, 64 ]	29.93433	-95.74763
77493	harvey2017	houston	null	null	null	801.000183	1	null	false	null	2.72	0	false	460	37,181,995.58	460	150.10323	4	0.444637	present	89.186851	present	1438871	31.0185	present	null	null	null	missing_source_data	14.823384	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.853215	-95.831456	Harris County	TX	48,117	test	test	valid4	0.36218	null	31.689982	112,755.668498	294,439.173395	1,787.793695	2,007.889426	9.144189	26.211646	9.324416	14.2899	72.206505	66.002181	51.244401	7.483086	9.189452	13.296021	34.469586	60.492333	11.713813	3.184058	18.481712	82.543735	17.456265	3.421675	31.518288	5.455305	5.903274	0.491123	12.284413	51.148708	57,568.036625	5.843343	0.507647	0.514982	0.733959	0.585005	0.555142	111	70	221	60	7.621	6	33.17	64.91	1.91	10,307,912.1	true	0	0	2	8.53	6.2	8.53	35.8	35.8	21	69	18.4	9.2	21	71.5	5.3	84.4	2.4	5.3	4.2	59.4	8.6	49.166727	27.6	32.8	290,200	110,220	15.7	1.092953	34.1	9.7	21.4	2.509196	31.2	14.2	2.3	18.099591	597	45,783,495.67	10,907,455.28	56,690,950.95	94,959.72	true	15.117953	15.043658	15.043658	0.142748	0	0.142748	4	14.512339	20.0825	78,351.5	110,469.602533	32.610395	37.110409	734.950104	436.25	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 61, 164, 206, 146, 54, 245, 87, 192, 189, 245, 171, 74, 108, 218, 61, 64 ]	29.853215	-95.831456
77044	harvey2017	houston	null	null	null	812.300232	1	null	false	null	2.72	4	true	467	28,605,622.91	467	162.507564	4	0	present	9.180036	present	1438807	34.3638	present	null	null	null	missing_source_data	4.734266	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.906619	-95.180595	Harris County	TX	53,753	test	test	valid4	0.399337	3,066.546002	32.186939	88,165.322519	243,420.702226	1,687.71539	2,006.505165	1.423232	20.446699	12.348762	32.355053	76.819188	59.552836	50.599304	13.792812	10.435807	10.223125	45.852742	69.330176	19.79171	2.685868	17.687294	75.700201	24.299799	0.182117	32.312706	5.314042	4.073803	0.540974	10.379331	39.045901	54,313	7.797664	0.589332	0.30031	0.86167	0.567043	0.645659	111	70	221	60	7.621	6	28.44	63.29	8.28	10,307,912.1	true	0	0	3	12.93	2.39	16.47	39.1	39.1	14.7	68.6	15.9	10	20.4	68.4	4	81.4	2.4	5.1	3.7	51.6	9.5	20.509711	28.1	29.9	252,300	87,958	17.6	1.264759	38.2	10.6	25.9	2.72595	34.8	16.8	2.4	55.050962	936	39,517,817.7	16,322,233.13	55,840,050.83	59,658.17	true	13.825361	13.772076	13.679772	1.417897	0.003025	1.417897	6	9.539018	26.995	36,402	72,108.759178	28.570487	19.894446	845.450022	282.833333	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 34, 116, 43, 223, 142, 203, 87, 192, 0, 242, 20, 40, 24, 232, 61, 64 ]	29.906619	-95.180595
77521	harvey2017	houston	null	null	null	955.099792	1	null	false	null	2.72	0	false	1,045	97,141,955.15	1,045	139.828983	4	7.724518	present	67.95225	present	1558804	15.4251	present	null	null	null	missing_source_data	3.136493	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.802438	-94.970225	Harris County	TX	63,309	test	test	valid4	0.385248	2,830.26452	32.41314	74,943.166693	201,651.308028	1,478.043644	1,993.0818	2.005822	12.007367	13.845991	17.572008	81.040211	59.002252	49.795209	13.798027	12.029755	5.751084	49.982278	82.241549	25.2007	5.926319	21.7358	58.396114	41.603886	1.321263	28.2642	6.047857	6.046704	0.850313	4.855988	52.867407	64,835.530539	7.99772	0.737394	0.58909	0.787734	0.769672	0.772084	111	70	221	60	7.621	6	13.32	74.9	11.78	10,307,912.1	true	244	2	5	3.55	1.04	25.93	59.9	59.9	0	69.9	19.9	10.1	19.3	73.2	5.4	82.1	2.9	6.6	5	51.7	10.7	12.276668	31.3	33.5	202,100	74,948	17.7	1.547888	37.4	11.7	26.7	2.77114	34	17.3	3	37.277061	1,658	105,296,568.67	37,829,406.01	143,125,974.68	86,324.47	true	15.237943	14.26325	14.26325	0.70323	0	0.70323	3	11.084254	40.043333	25,484.666667	72,258.658473	21.537812	40.68646	886.266764	272.333333	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 136, 144, 4, 43, 24, 190, 87, 192, 123, 144, 84, 149, 108, 205, 61, 64 ]	29.802438	-94.970225
77429	harvey2017	houston	null	null	null	703.299927	1	null	false	null	2.72	0	false	1,208	114,361,218.42	1,208	172.43273	4	45.5	present	0.26738	present	1509143	12.4974	present	null	null	null	missing_source_data	13.818483	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.997775	-95.669444	Harris County	TX	88,375	test	test	valid4	0.375883	3,115.874843	38.029463	123,183.785016	317,957.735839	null	2,000.832111	9.93903	31.708276	3.913789	9.597206	73.225316	74.570918	49.967462	3.527128	7.482257	16.358021	22.492036	51.933703	7.008319	1.3898	22.335824	83.675826	16.324174	1.09605	27.664176	2.907711	6.999572	0.799684	15.040953	64.793853	91,145.717527	5.364536	0.458116	0.216498	0.600414	0.276964	0.291214	111	70	221	60	7.621	6	20.82	68.4	10.78	10,307,912.1	true	24	1	11	3.02	2.26	6.18	52.8	52.8	0	69.4	17	8.8	21.9	70.3	5.3	86.5	2.1	4.3	3.4	65.3	7.2	49.658328	25.7	31.8	321,100	123,172	14.3	1.43512	31.6	8.1	17.2	2.949371	30	12	1.9	50.892508	2,408	170,402,291.54	49,085,138.87	219,487,430.41	91,149.27	true	15.123873	13.751099	13.751099	0.68122	0.000731	0.68122	5	9.442983	13.056	62,299.8	102,093.701243	44.123135	21.216983	707.340002	322	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 110, 64, 58, 43, 216, 234, 87, 192, 182, 70, 169, 41, 110, 255, 61, 64 ]	29.997775	-95.669444
77571	harvey2017	houston	null	null	null	849.299927	1	null	false	null	2.72	0	false	563	22,586,169.38	563	144.579206	4	42.342516	present	6.060606	present	1440579	18.7074	present	null	null	null	missing_source_data	2.102784	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.688431	-95.057338	Harris County	TX	37,298	test	test	valid4	null	2,077.015998	null	71,202.926826	187,854.198476	null	null	1.22842	11.527597	9.580792	5.234461	82.480992	78.540372	50.435628	7.911096	3.811188	6.290452	36.639631	82.181951	14.641373	5.009176	25.571475	76.357207	23.642793	0.020612	24.428525	4.731109	8.088831	1.081664	5.955083	70.720772	34,204.07249	5.112045	0.523254	0.441342	0.624574	0.521104	0.545891	111	70	221	60	7.621	6	32.09	51.76	16.15	10,307,912.1	true	0	0	2	10.91	3.83	12.59	56	56	15.7	69	19.8	9.6	20.9	72.7	5.6	83	2.6	6.4	4.8	55.4	9.6	7.687902	29.6	34	199,800	80,778	17.2	1.708635	35.6	11.1	24.1	2.615994	32.3	16.9	2.6	24.66941	3,980	123,743,648.96	45,315,952.43	169,059,601.39	42,477.29	true	14.040628	14.209277	14.209355	1.116414	0	1.116414	8	10.340581	37.37125	30,244.625	80,098.197882	57.427772	0.649206	982.000114	291.25	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 252, 148, 190, 107, 171, 195, 87, 192, 201, 139, 241, 6, 61, 176, 61, 64 ]	29.688431	-95.057338
77336	harvey2017	houston	null	null	null	763.499817	1	null	false	null	2.72	12	true	245	23,705,476.36	245	156.825161	4	4.812672	present	7.988981	present	1468426	19.5795	present	null	null	null	missing_source_data	5.675559	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	30.063168	-95.098858	Harris County	TX	12,249	test	test	valid4	0.464439	1,997.593024	38.739535	80,385.404602	215,675.032816	1,893.999449	1,992.593373	0.16981	15.734505	13.288069	3.297286	86.058973	88.198772	46.671526	13.12224	2.70731	6.956111	18.538133	77.309384	16.16494	2.603316	22.2423	87.51269	12.48731	0	27.7577	17.539371	5.541901	0.154925	8.533	85.009278	11,140.146752	7.576215	0.910781	0.442411	0.415813	0.727684	0.740953	111	70	221	60	7.621	6	28.5	65.85	5.65	10,307,912.1	true	0	0	0	12.79	8.13	15.11	62.4	62.4	20	69.2	21.7	10	20.7	73.5	6.1	83.2	2.7	7.4	5.2	55.4	9.5	29.14295	30.9	35.5	237,600	82,105	17.7	0.742802	35.3	11.7	23.7	2.086758	32	18.7	2.8	67.948362	792	42,120,099.63	11,688,274.98	53,808,374.61	67,939.87	true	13.273137	13.077241	13.077121	0.676067	0.00005	0.676067	3	10.527257	30.386667	41,656.333333	124,445.6031	41.168414	31.113907	794.899902	446	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 213, 187, 46, 178, 83, 198, 87, 192, 132, 166, 219, 200, 43, 16, 62, 64 ]	30.063168	-95.098858
77377	harvey2017	houston	null	null	null	630.900085	1	null	false	null	2.72	0	false	69	3,790,634.26	69	177.24512	4	2.912656	present	82.798574	present	1508079	66.1482	present	null	null	null	missing_source_data	15.949408	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	30.061727	-95.681504	Harris County	TX	38,689	test	test	valid4	0.410117	3,002.140611	38.917215	120,228.135097	359,315.301073	null	2,001.966518	9.631359	28.57619	4.858517	5.263362	74.657569	74.278961	48.6888	3.238279	8.731778	14.944371	21.972876	56.479439	7.401992	1.275178	22.523425	80.125819	19.874181	0.986557	27.476575	4.497301	6.678441	0.55906	16.162069	70.289985	35,990.844862	5.824903	0.47552	0.244449	0.555322	0.335565	0.358125	111	70	221	60	7.621	6	15.06	81.81	3.13	10,307,912.1	true	0	0	0	4.54	5.28	6.25	49.9	49.9	12.1	69.6	18.1	8.8	21.3	72	5.6	86.2	2.3	4.8	3.9	63.9	7.8	61.453249	27	33	330,300	114,943	14.5	1.247763	31.9	8.7	18.4	2.585541	30	12.7	2.1	43.97509	272	11,453,453.61	3,296,319.22	14,749,772.83	54,227.11	true	13.689827	13.327327	13.327327	0.583581	0	0.583581	5	12.254192	19.17	66,204.4	109,708.985511	30.609253	33.874575	723.02002	552.8	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 98, 70, 29, 194, 157, 235, 87, 192, 187, 71, 54, 87, 205, 15, 62, 64 ]	30.061727	-95.681504
77375	harvey2017	houston	null	null	null	690.499939	1	null	false	null	2.72	1	true	279	29,005,127.87	279	185.882976	4	17.202938	present	51.790634	present	1508279	76.437	present	null	null	null	missing_source_data	15.277571	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	30.094886	-95.585826	Harris County	TX	62,970	test	test	valid4	0.393267	3,394.319155	34.304923	105,021.42117	304,125.188781	null	2,005.034777	5.385108	26.939691	9.29605	11.645409	74.671568	74.240476	48.325396	7.064138	8.293868	16.729934	29.403814	56.330375	9.995827	3.306794	20.071617	76.784134	23.215866	0.206859	29.928383	3.557168	7.113947	0.671885	14.300034	67.15391	63,381.072003	3.229071	0.50205	0.36033	0.639512	0.420863	0.39499	111	70	221	60	7.621	6	17.94	75.58	6.48	10,307,912.1	true	350	1	13	3.74	3.62	3.74	36	36	0	68.9	18	9.3	21.1	71.1	5.5	83.4	2.4	5.3	4.2	58.5	8.1	56.170491	27.4	31.8	272,000	93,886	16.2	1.400382	33.3	9.5	21.4	2.854342	31.4	14.6	2.3	53.561576	599	38,499,741.4	11,747,986.62	50,247,728.02	83,886.02	true	14.029421	12.998254	12.998254	1.069328	0	1.069328	4	9.56333	15.55	55,314.5	113,024.994511	35.354717	23.586129	638.525085	424.75	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 150, 105, 234, 43, 126, 229, 87, 192, 212, 218, 143, 111, 74, 24, 62, 64 ]	30.094886	-95.585826
77084	harvey2017	houston	null	null	null	710.000122	1	null	false	null	2.72	76	true	1,588	158,687,273.8	1,588	156.64755	4	11.024793	present	2.203857	present	1440237	32.4639	present	null	null	null	missing_source_data	9.561195	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.827486	-95.65992	Harris County	TX	107,864	test	test	valid4	0.370648	2,376.376833	33.857246	80,734.816722	null	null	null	10.887126	21.262912	11.034605	17.075577	75.621209	50.219853	52.8115	14.479446	15.862893	8.134473	46.000368	70.602614	19.463566	3.375578	22.184838	63.904977	36.095023	0.895604	27.815162	7.119497	5.297486	0.984612	9.173942	37.103961	107,989.326728	6.926756	0.613727	0.358765	0.833428	0.632667	0.706083	111	70	221	60	7.621	6	39.61	54.11	6.28	10,307,912.1	true	0	0	7	5.45	2.36	5.45	44.5	44.5	11.4	68	16.1	9.5	19.8	69.1	4.1	81.3	2.4	5.1	3.8	52.3	9.6	37.514331	27.3	31.3	215,600	75,510	17.1	1.526548	35.7	10.5	25.6	3.132117	33.4	16.2	2.3	56.0082	2,625	207,476,970.76	64,901,011.41	272,377,982.17	103,763.04	true	14.842999	14.284521	14.473442	0.316224	0.000421	0.316224	8	9.203554	19.0525	58,793.25	116,054.397972	43.178678	7.343826	761.062485	537.5	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 29, 95, 214, 31, 60, 234, 87, 192, 176, 102, 174, 29, 214, 211, 61, 64 ]	29.827486	-95.65992
77449	harvey2017	houston	null	null	null	683.100159	1	null	false	null	2.72	1	true	252	12,036,601.95	252	154.907078	4	34.741047	present	31.864096	present	1440237	32.4639	present	null	null	null	missing_source_data	12.464625	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.837562	-95.733756	Harris County	TX	119,994	test	test	valid4	0.343818	3,292.836002	33.742691	85,967.031928	211,864.683185	null	null	5.050857	20.94655	10.771606	21.833189	77.229478	49.053487	51.169385	13.162436	15.549905	8.818791	49.717663	70.234659	20.244593	3.601815	19.922042	71.53195	28.46805	0.777256	30.077958	3.399267	4.82629	0.53934	9.009122	39.235164	122,075.221316	5.847289	0.593256	0.28947	0.843339	0.576267	0.678447	111	70	221	60	7.621	6	12.32	82.75	4.92	10,307,912.1	true	0	0	13	6.59	2.62	6.79	50.2	50.2	15.3	67.7	14.7	9.4	21	66.9	3.9	82	2.2	4.3	3.2	54.5	8.4	42.635517	25.5	29.4	213,500	82,300	16.7	1.635459	35.9	9.5	23.8	3.190658	33.5	15	2	28.160002	310	13,554,928.92	2,751,396	16,306,324.92	52,601.05	true	14.986739	14.634489	14.634489	0.485105	0.000046	0.485105	5	9.401734	27.42	68,477.4	124,508.528766	21.346292	23.162277	779.160059	719.8	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 47, 143, 144, 220, 245, 238, 87, 192, 130, 227, 50, 110, 106, 214, 61, 64 ]	29.837562	-95.733756
77338	harvey2017	houston	null	null	null	744.5	1	null	false	null	2.72	2	true	338	45,563,518.27	338	173.851986	4	41.354724	present	0.623886	present	1468442	19.602	present	null	null	null	missing_source_data	7.427461	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	30.017301	-95.286217	Harris County	TX	46,780	test	test	valid4	0.358812	3,057.014901	32.224257	75,725.645961	192,621.714769	1,491.791239	1,996.641702	2.906963	14.313235	14.908112	33.995343	74.477549	61.172853	51.271831	14.711042	9.47923	5.288032	41.430423	80.398733	21.137325	3.435985	19.400562	58.958424	41.041576	1.531337	30.599438	4.582753	5.555131	1.588265	9.273853	40.969314	54,104.487694	5.546962	0.654112	0.393393	0.863229	0.695306	0.775097	111	70	221	60	7.621	6	27.61	58.82	13.58	10,307,912.1	true	427	5	9	2.28	1.19	4.72	44.1	44.1	0	69.6	17.5	10.4	19.3	70.2	4.4	80.8	2.6	5.8	4.2	49.3	10.4	31.227034	30.1	31	195,500	68,239	18.4	1.540825	38.9	11.3	27.4	2.834599	35.6	17.7	2.7	51.294929	1,333	70,618,225.91	27,081,005.21	97,699,231.12	73,292.75	true	13.777419	13.259	13.259	0.968778	0	0.968778	6	9.244455	20.993333	47,999.833333	97,869.353769	51.219224	0.059868	773.200033	384.5	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 42, 195, 93, 98, 81, 210, 87, 192, 39, 48, 157, 214, 109, 4, 62, 64 ]	30.017301	-95.286217
77379	harvey2017	houston	null	null	null	653.799866	1	null	false	null	2.72	0	false	585	93,681,573.03	585	183.284455	4	48.113866	present	6.887052	present	1508293	38.0862	present	null	null	null	missing_source_data	12.312716	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	30.040876	-95.528919	Harris County	TX	82,125	test	test	valid4	0.388901	2,076.046279	36.882911	113,409.367501	null	null	1,995.574849	10.200232	33.003201	7.956866	9.918689	76.37391	71.161383	51.526787	6.644272	6.126794	15.748821	24.378021	51.247978	8.420705	2.929198	21.225703	76.718705	23.281295	0.681076	28.774297	3.398753	5.422859	0.221559	14.334573	61.020809	85,569.503402	6.099447	0.521751	0.286865	0.641839	0.366749	0.393672	111	70	221	60	7.621	6	12.25	82.4	5.35	10,307,912.1	true	12	1	9	3.72	2.08	8.6	42.6	42.6	13.5	70.4	18.5	8.8	20.5	73.2	5.8	86.6	2.3	4.8	4	64	8.1	45.269213	27.9	33.8	309,200	110,361	14.2	1.513547	31.4	8.6	18.5	3.101353	30.1	12.4	2.2	47.403327	1,100	110,747,981.43	36,593,567.66	147,341,549.09	133,946.86	true	13.117262	13.647485	13.647485	0.630643	0	0.630643	7	7.428458	14.304286	40,925	93,336.721454	41.449469	8.958207	691.628601	347.714286	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 234, 206, 19, 207, 217, 225, 87, 192, 82, 52, 197, 210, 118, 10, 62, 64 ]	30.040876	-95.528919
77396	harvey2017	houston	null	null	null	748.200134	1	null	false	null	2.72	3	true	177	6,999,349.3	177	170.329774	4	28.894831	present	0.089127	present	1440181	11.2707	present	null	null	null	missing_source_data	5.9054	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.944166	-95.258689	Harris County	TX	61,720	test	test	valid4	0.384387	2,499.84268	33.718059	null	210,778.661432	null	1,999.582976	3.447795	13.225219	13.146264	28.777166	78.428855	59.137426	45.389319	11.817427	13.000297	11.448989	47.240225	75.325792	24.473356	3.691228	23.040036	67.567784	32.432216	0.714926	26.959964	5.575263	4.584339	0.478017	6.811889	37.804338	59,615.751965	6.528944	0.481728	0.553832	0.855955	0.645694	0.662581	111	70	221	60	7.621	6	24.83	61.02	14.15	10,307,912.1	true	0	0	4	5.67	1.05	11.78	34.3	34.3	14.4	68.1	14.7	9.8	21.2	66.5	3.7	80.5	2.2	4.6	3.3	52	8.6	27.288543	26.9	28.5	207,900	76,919	17.5	1.527564	37.2	9.8	24.6	2.949321	34.9	16.1	2.2	49.511168	801	20,397,926.82	5,979,048.17	26,376,974.99	32,930.06	true	14.360532	13.79403	13.79403	0.778235	0.000036	0.778235	7	8.683693	27.347143	32,713	67,492.632126	38.013577	1.846193	817.285775	378.428571	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 5, 117, 37, 93, 142, 208, 87, 192, 62, 124, 244, 225, 180, 241, 61, 64 ]	29.944166	-95.258689
77049	harvey2017	houston	null	null	null	899.399902	1	null	false	null	2.72	8	true	372	21,121,487.79	372	157.288062	4	36.94385	present	22.905526	present	1438971	4.8384	present	null	null	null	missing_source_data	3.363928	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.832928	-95.14904	Harris County	TX	39,514	test	test	valid4	0.37588	2,483.757982	28.819007	null	177,422.318107	null	1,992.949177	4.384666	9.165849	13.64719	15.788399	81.996148	39.368471	47.65614	16.029944	16.986347	3.773456	69.51086	87.060695	24.446327	3.988738	17.559779	68.223032	31.776968	0.755961	32.440221	7.913408	3.638759	0.10698	4.474711	40.724424	42,390.444454	8.279914	0.623822	0.524796	0.918014	0.785928	0.837814	111	70	221	60	7.621	6	25.73	60.35	13.92	10,307,912.1	true	0	0	4	8.51	3.06	15.88	39.1	39.1	0	68.1	16.1	10.3	19.3	69	3.8	79.3	2.6	5.5	4	45.9	11	15.214823	29.2	30.6	192,000	70,736	18.8	1.614583	39.7	11.8	30.1	2.793547	35.9	18.2	2.6	36.695459	899	30,293,606.74	11,375,952.88	41,669,559.62	46,351.01	true	14.368214	13.858656	13.858656	1.257567	0.001914	1.257567	7	9.403497	28.322857	30,906.142857	63,902.992561	24.207272	20.238175	904.242885	334.714286	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 90, 179, 58, 222, 137, 201, 87, 192, 220, 232, 173, 203, 58, 213, 61, 64 ]	29.832928	-95.14904
77373	harvey2017	houston	null	null	null	736.900024	1	null	false	null	2.72	1	true	417	50,194,747.95	417	183.870589	4	52.875223	present	0.089127	present	1508097	17.7984	present	null	null	null	missing_source_data	9.716342	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	30.062169	-95.383966	Harris County	TX	63,296	test	test	valid4	0.322423	3,218.097876	33.124562	87,020.956357	203,037.021665	1,645.589395	1,993.999909	2.761179	18.845242	9.451217	21.85302	83.227372	64.429176	51.55331	12.702491	9.488101	6.452459	39.986118	74.702299	16.635882	1.09644	23.93495	72.78541	27.21459	0.940554	26.06505	4.368482	6.061771	0.717909	8.365926	51.294708	64,863.606616	4.881106	0.472402	0.205262	0.773572	0.472332	0.624432	111	70	221	60	7.621	6	23.6	68.05	8.35	10,307,912.1	true	0	0	5	6.91	1.58	7.31	41.1	41.1	8.4	69	17.5	9.8	20.8	69.9	4.7	82.7	2.4	5.4	3.9	55.2	8.8	39.337718	28.1	31.3	198,300	83,835	17.2	1.453727	36.2	10.2	23.3	3.013337	33.6	16.4	2.3	62.546928	946	60,968,955.67	16,217,866.92	77,186,822.59	81,592.84	true	12.668623	12.91958	12.91958	1.211335	0	1.211335	5	9.734292	15.902	44,119	94,050.052536	42.433377	2.126614	720.920032	261.4	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 74, 18, 223, 228, 146, 216, 87, 192, 184, 85, 181, 73, 234, 15, 62, 64 ]	30.062169	-95.383966
77032	harvey2017	houston	null	null	null	814.100037	1	null	false	null	2.72	4	true	331	17,608,373.71	331	179.88388	4	77.941176	present	0	present	1438295	30.0546	present	null	null	null	missing_source_data	8.404395	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.987805	-95.353412	Harris County	TX	13,887	test	test	valid4	0.410049	1,918.323149	29.192189	null	136,573.616711	1,150.42847	1,991.660793	0.808736	8.974224	28.090693	34.586805	84.603518	54.853125	51.514997	28.409455	16.834416	2.360712	51.549134	88.665063	29.154539	10.911618	19.162448	45.692646	54.307354	0.442562	30.837552	6.796224	2.131743	0.542908	2.709796	34.730941	13,904.189089	5.332595	0.866034	0.588249	0.924847	0.889903	0.900023	111	70	221	60	7.621	6	18.82	75.33	5.85	10,307,912.1	true	0	0	0	7.18	4.96	9.33	35.8	35.8	12.2	69.5	18.6	11.6	17.5	70.6	4.1	76.2	3.2	7.5	5.2	38.8	13.4	30.003572	33.4	31.6	110,700	38,834	21.5	1.697762	43	14.2	35.4	2.386237	38.1	22	3.5	21.711108	1,261	38,346,068.18	8,646,566.82	46,992,635	37,266.17	true	14.094753	14.001182	14.001182	0.526628	0	0.526628	5	7.601026	26.724	44,441.4	53,233.452459	44.731717	0.351279	777.179956	354.8	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 229, 128, 93, 77, 158, 214, 87, 192, 195, 80, 226, 206, 224, 252, 61, 64 ]	29.987805	-95.353412
77389	harvey2017	houston	null	null	null	641.000305	1	null	false	null	2.72	0	false	146	17,103,599.2	146	192.276904	4	37.658645	present	3.832442	present	1508279	76.437	present	null	null	null	missing_source_data	11.452899	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	30.123428	-95.517064	Harris County	TX	41,982	test	test	valid4	0.410902	4,094.940033	33.025894	143,182.528829	390,371.025992	1,706.178475	2,008.897889	5.392683	34.026976	7.599368	9.408842	75.40642	69.436047	52.271058	4.286178	13.780402	21.48959	28.945937	44.483434	11.931473	0.619031	17.961814	76.143234	23.856766	1.724773	32.038186	4.506762	3.885291	0.240891	14.215721	65.5195	48,312.366813	5.290388	0.353436	0.495221	0.634262	0.436541	0.397395	111	70	221	60	7.621	6	20.47	67.48	12.05	10,307,912.1	true	0	0	5	5.85	3.51	8.27	27.1	27.1	12.3	70	18.3	8.8	21.5	72.2	5.8	86.7	2.3	4.6	3.9	65.5	7.6	49.54347	27	33.2	377,900	142,611	14.2	1.401192	31.9	8.4	17.4	2.89096	29.2	11.8	2.1	56.621718	358	24,329,552.82	5,985,675.66	30,315,228.48	84,679.41	true	12.920225	13.118326	13.118326	1.228542	0	1.228542	4	9.875324	15.68	65,472.25	101,040.058781	42.415775	14.898315	695.899948	381.75	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 119, 155, 220, 148, 23, 225, 87, 192, 35, 105, 55, 250, 152, 31, 62, 64 ]	30.123428	-95.517064
77015	harvey2017	houston	null	null	null	968.30011	1	null	false	null	2.72	19	true	458	34,517,079.34	458	157.410835	4	59.682709	present	0.891266	present	1439371	0.7812	present	null	null	null	missing_source_data	2.103118	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.76393	-95.173121	Harris County	TX	58,276	test	test	valid4	0.378995	1,819.755184	30.095291	56,254.276353	null	null	1,976.105614	1.437027	8.410066	18.819425	13.543274	79.646216	31.967755	46.20851	21.470577	23.664987	1.754468	76.18687	89.835466	28.699105	4.774391	18.91239	53.885599	46.114401	0.986807	31.08761	8.832962	3.110654	1.133274	2.958544	39.348895	62,101.265158	7.333963	0.800401	0.498052	0.927039	0.823616	0.876512	111	70	221	60	7.621	6	27.8	52.16	20.04	10,307,912.1	true	4	1	5	2.73	0.66	11.49	35.3	35.3	0	67.7	17.8	10.4	18.3	70.5	4.2	77.6	3	6.7	5	42.2	12.5	11.02162	31	33	149,600	55,171	19.4	1.798027	40.7	13.7	34	3.02792	35.3	20	3	30.544122	1,747	68,343,175.77	23,138,047.32	91,481,223.09	52,364.75	true	13.544746	13.616686	13.617228	1.378596	0.001245	1.378596	8	8.320512	20.72125	27,960.125	52,915.559095	42.38107	6.558984	913.824982	262	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 162, 15, 241, 106, 20, 203, 87, 192, 146, 107, 84, 241, 144, 195, 61, 64 ]	29.76393	-95.173121
77520	harvey2017	houston	null	null	null	924.200256	1	null	false	null	2.72	0	false	307	9,560,360.33	307	139.832232	4	42.13315	present	0.642792	present	1558954	5.2344	present	null	null	null	missing_source_data	1.722823	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.733283	-94.994123	Harris County	TX	36,054	test	test	valid4	0.407538	1,688.506649	36.953346	58,971.778418	131,996.930657	1,178.643706	1,962.392796	1.082153	6.480092	19.876834	9.29554	82.737416	52.85518	49.124251	18.884624	11.785738	4.56865	58.355239	88.951258	25.986262	9.74474	23.124834	59.667543	40.332457	0.407075	26.875166	10.70861	5.389776	1.45046	3.530082	57.497098	35,495.966303	8.34074	0.802555	0.738741	0.789716	0.881507	0.873387	111	70	221	60	7.621	6	47.17	42.63	10.2	10,307,912.1	true	0	0	8	4.22	2.31	20.01	60.9	60.9	13.5	69.1	20.4	10.2	18.3	73.6	5.5	80.2	3.3	7.4	5.9	46.3	12.4	6.200485	32.4	35.1	125,300	53,226	18.5	1.528245	38.4	13.4	31.5	2.765237	33.6	18.8	3.4	28.013491	1,511	43,887,630.45	13,862,276.49	57,749,906.94	38,219.66	true	14.040594	13.680368	13.6494	1.09422	0	1.09422	4	10.369299	29.6775	35,444.75	70,245.146347	28.219744	26.413196	901.549973	471.5	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 79, 141, 60, 181, 159, 191, 87, 192, 31, 179, 253, 117, 184, 187, 61, 64 ]	29.733283	-94.994123
77041	harvey2017	houston	null	null	null	714.099792	1	null	false	null	2.72	10	true	512	47,357,386.24	512	162.590748	4	73.100092	present	0	present	1439117	19.0089	present	null	null	null	missing_source_data	9.895287	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.8586	-95.580768	Harris County	TX	33,053	test	test	valid4	0.431003	2,566.308468	39.842045	97,537.073206	261,997.007317	1,825.91847	1,993.524133	15.376915	24.518401	8.606457	7.040365	79.418693	43.898831	49.163967	6.422731	19.345695	11.505985	51.166395	63.975614	22.219711	0.92964	28.304379	73.81951	26.18049	2.336958	21.695621	8.488524	2.942478	0.774294	7.659967	40.721534	29,883.915942	5.994735	0.538642	0.404022	0.816325	0.606712	0.655877	111	70	221	60	7.621	6	10.91	79.5	9.59	10,307,912.1	true	0	0	3	5.13	2.53	9.18	33.3	33.3	12.3	68.6	15.7	8.7	19.4	71	4.4	84	2.4	4.4	3.7	56.7	9.6	35.638002	26.9	32.7	255,500	84,928	14.8	1.782035	32.7	9.4	23.7	2.839237	31.8	13.4	2.2	26.596101	656	57,402,977.75	19,959,890.77	77,362,868.52	117,931.2	true	14.261948	13.995878	13.995878	0.273037	0	0.273037	7	7.673068	23.578571	53,667	76,055.79517	41.63734	0.667099	724.085746	387.714286	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 55, 35, 57, 79, 43, 229, 87, 192, 80, 217, 250, 51, 205, 219, 61, 64 ]	29.8586	-95.580768
77346	harvey2017	houston	null	null	null	786.299988	1	null	false	null	2.72	1	true	382	61,796,549.04	382	163.14443	4	70.094474	present	0.089127	present	1468440	47.4579	present	null	null	null	missing_source_data	6.243758	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.994499	-95.177499	Harris County	TX	67,587	test	test	valid4	0.327947	3,202.104359	37.363115	117,335.403658	266,303.806003	1,760.302755	2,001.757327	3.229276	29.880893	4.579838	20.834106	79.899311	80.596674	51.158397	5.440742	3.513988	13.295527	26.845818	56.82358	7.685687	1.512356	22.132309	82.125435	17.874565	1.16278	27.867691	3.557413	9.999059	0.110158	9.717595	56.970112	68,182.101867	4.941639	0.395887	0.122903	0.670508	0.233732	0.28897	111	70	221	60	7.621	6	17.2	79.13	3.66	10,307,912.1	true	0	0	11	7.31	0.43	9.69	50	50	12	69.4	17.1	9.3	21.8	70.1	5	85.3	2.2	4.5	3.5	61.9	7.7	25.829009	26.8	31.3	264,700	122,321	15.4	1.44214	33.8	8.7	18.9	3.177274	31.7	13.6	2	46.843366	577	68,440,084.5	22,277,494.07	90,717,578.57	157,222.84	true	12.639698	12.886867	12.886867	0.505227	0	0.505227	7	9.761559	30.981429	39,219.428571	98,254.913336	22.708788	15.876375	780.657131	434.571429	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 72, 229, 129, 35, 92, 203, 87, 192, 24, 101, 145, 129, 151, 254, 61, 64 ]	29.994499	-95.177499
77077	harvey2017	houston	null	null	null	772.000122	1	null	false	null	2.72	61	true	703	69,817,031.38	703	150.169711	4	67.397504	present	0	present	1439317	23.7681	present	null	null	null	missing_source_data	7.548533	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.750233	-95.615384	Harris County	TX	63,168	test	test	valid4	0.444802	1,557.937729	36.61357	82,805.780074	null	1,619.146869	1,990.883114	12.50824	34.322691	11.317395	27.317078	68.687744	61.361231	51.043142	7.615779	19.659242	22.596052	21.100547	43.081257	15.513755	7.136662	29.253492	38.535251	61.464749	3.84547	20.746508	10.968879	4.052497	2.457796	17.317046	43.018007	60,775.910044	6.685678	0.387604	0.446803	0.742151	0.533549	0.585649	111	70	221	60	7.621	6	51.88	42.3	5.82	10,307,912.1	true	273	1	9	3.08	1	3.08	38.1	38.1	6.3	71	17.6	9.1	18.9	72.3	5.5	84.8	2.4	4.6	4.1	60.1	8.6	29.874809	28.3	32.4	352,900	69,782	14.9	1.730803	32.3	8.8	20.2	3.447107	31.2	12.1	2.3	45.782913	1,298	79,898,308.13	23,456,757.87	103,355,066	79,626.4	true	15.558683	14.545805	14.545805	0.463121	0.000162	0.463121	5	6.240133	22.03	42,331.4	119,025.887256	52.083601	1.657754	789.180005	741.6	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 253, 29, 64, 117, 98, 231, 87, 192, 236, 93, 205, 75, 15, 192, 61, 64 ]	29.750233	-95.615384
77507	harvey2017	houston	null	null	null	967.700012	1	null	false	null	2.72	0	false	10	50,496.19	10	143.801241	4	76.632353	present	0	present	1562276	12.195	present	null	null	null	missing_source_data	1.386203	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.624554	-95.063488	Harris County	TX	403	test	test	valid4	0.381866	2,100.629956	37.750363	103,672.573317	253,141.69001	1,418.550502	1,983.076526	4.979612	25.690353	12.722428	10.605307	72.894054	79.040535	48.562756	11.768022	5.218779	13.085534	27.871169	61.224113	11.566272	1.981506	25.840284	64.919696	35.080304	0.096243	24.159716	5.836024	7.423677	1.288341	15.710945	69.252114	7,813.428336	5.141073	0.564754	0.418305	0.626672	0.490183	0.455958	111	70	221	60	7.621	6	54.91	7.54	37.55	10,307,912.1	true	0	0	2	7.65	4.42	10.71	45.8	45.8	13.1	null	null	null	null	null	null	null	null	null	null	null	null	6.877346	null	null	null	70,406	null	1.844019	null	null	null	1.084906	null	null	null	30.137447	3	101,220.9	27,358.57	128,579.47	42,859.82	true	15.269269	14.469493	14.469493	0.678923	0	0.678923	5	6.704286	39.976	23,776.2	99,649.576418	39.752925	16.827094	955.000073	391.2	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 111, 11, 59, 49, 16, 196, 87, 192, 45, 21, 10, 199, 226, 159, 61, 64 ]	29.624554	-95.063488
77095	harvey2017	houston	null	null	null	716.899902	1	null	false	null	2.72	1	true	127	3,817,014.18	127	165.501775	4	65.153352	present	0	present	1438539	4.3434	present	null	null	null	missing_source_data	12.012791	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.909215	-95.651234	Harris County	TX	71,138	test	test	valid4	0.344722	2,393.478146	39.042377	99,470.8445	271,000.910296	null	null	12.863186	28.148176	6.033891	14.933593	76.219069	64.15007	51.136746	9.141589	9.171977	11.592951	29.138927	60.258873	10.530118	1.224299	28.225091	72.394637	27.605363	1.036147	21.774909	3.849168	4.007559	0.930607	12.334387	48.204292	70,433.588774	5.652319	0.401681	0.162808	0.732752	0.355764	0.469483	111	70	221	60	7.621	6	2.39	94.12	3.49	10,307,912.1	true	163	1	16	2.65	1.95	11.61	47.5	47.5	16.8	69.3	16.2	9.1	20.7	70	4.6	85	2.1	4.3	3.4	60.9	8	42.121374	26.3	31.4	269,100	90,690	15.2	1.664349	32.7	8.6	19.8	3.251909	31.8	13.2	2	38.762565	532	28,721,117.46	7,950,072.16	36,671,189.62	68,930.81	true	14.812854	14.209886	14.209886	0.48407	0	0.48407	5	8.53255	20.95	74,500.4	103,389.050989	45.88817	4.986226	737.579956	764.6	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 250, 162, 243, 208, 173, 233, 87, 192, 2, 5, 40, 87, 194, 232, 61, 64 ]	29.909215	-95.651234
77064	harvey2017	houston	null	null	null	672.499878	1	null	false	null	2.72	0	false	54	1,069,359.75	54	170.351101	4	53.254011	present	0	present	1438615	8.5941	present	null	null	null	missing_source_data	10.349924	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.918045	-95.535685	Harris County	TX	49,305	test	test	valid4	0.377447	2,432.09104	33.415857	84,839.244105	216,160.64351	1,525.479207	null	15.712084	20.61329	12.211286	17.415673	77.50188	53.765775	48.750514	13.013273	12.005769	6.647862	42.301198	72.738849	18.534346	2.969857	24.559521	63.175655	36.824345	0.840673	25.440479	6.545986	4.130303	0.885023	7.780546	38.369237	48,806.790749	7.170775	0.445153	0.406477	0.831478	0.563917	0.654507	111	70	221	60	7.621	6	10.35	77.73	11.92	10,307,912.1	true	0	0	2	5.11	2.24	14.49	32.8	32.8	13	68.4	16.1	9.2	19.3	70.3	4.3	82.1	2.4	4.9	3.9	53.1	9.8	37.749475	27.6	32	222,400	82,500	16.4	1.788238	34.1	10.1	25.3	3.111915	33.3	15.5	2.3	33.162055	237	7,546,548.34	1,363,867.48	8,910,415.82	37,596.69	true	14.905653	14.151005	14.151005	0.716589	0	0.716589	5	5.795969	17.458	43,783.6	70,872.01335	54.139108	0.309512	703.599927	310.6	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 237, 221, 122, 168, 72, 226, 87, 192, 158, 65, 67, 255, 4, 235, 61, 64 ]	29.918045	-95.535685
77073	harvey2017	houston	null	null	null	756	1	null	false	null	2.72	0	false	141	9,744,346.81	141	183.885086	4	47.02112	present	0.091827	present	1508133	30.5136	present	null	null	null	missing_source_data	8.988477	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.999296	-95.400207	Harris County	TX	38,857	test	test	valid4	0.372186	3,072.00722	31.193531	null	null	1,356.395262	2,001.173174	1.044461	9.857133	16.486847	31.740931	79.656292	49.62148	47.973258	16.088718	14.348667	3.517071	55.587598	86.625796	20.344491	2.923182	21.51291	60.955374	39.044626	2.304545	28.48709	5.498031	4.721369	0.858998	4.554125	36.050057	39,722.697796	3.588933	0.706012	0.450696	0.913431	0.734329	0.774257	111	70	221	60	7.621	6	7.98	86.36	5.65	10,307,912.1	true	0	0	1	4.25	2.12	4.72	37.6	37.6	6.5	67.9	14.9	10.5	19.5	66.2	3.3	78	2.4	5.2	3.5	44.5	10.2	35.521559	28.3	28.7	185,400	69,784	19.5	1.778612	40.7	11.5	29.9	3.035526	36.9	18.8	2.4	31.207658	718	22,863,965.25	10,532,363.45	33,396,328.7	46,512.99	true	13.480113	13.857653	13.857653	0.826897	0	0.826897	6	7.264798	22.015	44,048	71,633.742009	53.647472	1.29158	769.13327	360.333333	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 33, 136, 61, 254, 156, 217, 87, 192, 137, 131, 223, 225, 209, 255, 61, 64 ]	29.999296	-95.400207
77034	harvey2017	houston	null	null	null	965.799927	1	null	false	null	2.72	61	true	1,143	64,270,755.28	1,143	152.10034	4	46.884948	present	3.460208	present	1562376	17.0388	present	null	null	null	missing_source_data	3.75072	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.619365	-95.191192	Harris County	TX	38,875	test	test	valid4	0.386041	1,832.596066	33.775667	64,847.089282	null	1,270.180556	1,976.117987	4.93177	11.641115	18.834546	9.101412	76.035563	36.231	50.176474	16.947382	19.326558	3.257026	71.992196	85.101859	32.014028	5.484598	22.736889	51.822482	48.177518	0.933479	27.263111	9.557443	3.627134	1.053846	4.60362	47.05934	40,002.746463	7.282505	0.705016	0.431872	0.895685	0.765109	0.834732	111	70	221	60	7.621	6	12.68	77.35	9.97	10,307,912.1	true	0	0	1	3.7	2.79	4.39	46.1	46.1	5.3	66.7	16	10	19	68.2	3.9	77.1	2.8	5.9	4.6	43	11.5	13.044465	28.3	31.5	163,200	56,772	19.2	1.705106	39.3	12.7	32.7	3.039114	34.5	18.4	2.7	28.497263	3,016	93,651,054.34	24,201,534.48	117,852,588.82	39,075.79	true	14.076719	14.037182	14.037182	0.399386	0	0.399386	10	7.106683	17.14	29,553.2	83,842.053552	52.741785	0.926916	907.950037	475.9	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 112, 208, 94, 125, 60, 204, 87, 192, 254, 203, 90, 175, 142, 158, 61, 64 ]	29.619365	-95.191192
77043	harvey2017	houston	null	null	null	804.499939	1	null	false	null	2.72	13	true	123	4,731,935.72	123	157.757993	4	0	present	2.020202	present	1439109	6.7194	present	null	null	null	missing_source_data	8.455172	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.812687	-95.583634	Harris County	TX	25,122	test	test	valid4	0.475929	2,280.846202	36.59739	85,332.752883	373,331.780974	1,570.736626	1,983.301731	7.803416	28.494175	14.306842	7.559863	73.63586	54.023403	52.058734	7.845769	19.712535	15.081355	41.023639	56.42447	18.664862	3.879512	25.210278	56.175569	43.824431	1.514838	24.789722	7.627587	3.542267	2.150122	11.415853	55.816155	26,636.872008	4.714874	0.648026	0.477393	0.723192	0.686225	0.730201	111	70	221	60	7.621	6	51.91	47.09	1	10,307,912.1	true	0	0	2	3.79	2.83	4.97	32	32	9.9	69.3	18.8	9	18.7	73.7	5.6	83	2.8	5.9	5	54.3	10.4	33.281003	29.6	34.6	363,800	74,320	15.5	1.521586	33.9	10.7	25.5	2.814051	30.8	14.4	2.7	64.75907	798	17,456,552.26	3,701,953.21	21,158,505.47	26,514.42	true	13.811064	13.849245	13.849245	0.749757	0	0.749757	6	6.729001	13.91	50,402.5	103,188.068352	52.397351	0.441582	745.516683	820.833333	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 103, 214, 82, 64, 90, 229, 87, 192, 12, 223, 12, 72, 12, 208, 61, 64 ]	29.812687	-95.583634
77040	harvey2017	houston	null	null	null	726.19989	1	null	false	null	2.72	14	true	268	6,737,116.9	268	166.218215	4	39.319964	present	0.445633	present	1438637	1.8738	present	null	null	null	missing_source_data	8.389152	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.874575	-95.527099	Harris County	TX	50,192	test	test	valid4	0.39972	2,040.891918	35.34675	68,090.917765	205,089.484298	1,389.510911	null	8.040283	17.590464	17.518202	15.13067	77.443787	47.86278	49.352646	13.045325	19.173616	7.443578	53.464832	74.965959	20.119814	5.326665	24.396895	55.316639	44.683361	2.271041	25.603105	4.583417	2.922254	0.80826	8.265427	44.546935	49,459.594675	6.267603	0.613204	0.403418	0.827129	0.679675	0.755333	111	70	221	60	7.621	6	36.76	34.75	28.49	10,307,912.1	true	0	0	2	5.98	1.84	10.53	26.8	26.8	11	68.6	17.4	9.6	19	70.8	4.7	81.1	2.6	5.7	4.4	50.8	10.4	33.004998	29.1	33	197,400	62,685	17.2	1.798024	36.3	11.2	27.3	3.139881	33.2	16.5	2.5	37.726986	3,700	120,491,301.41	40,444,333.41	160,935,634.82	43,496.12	true	15.52051	14.415288	14.415288	0.636539	0	0.636539	7	7.017999	12.538571	39,000	66,672.474351	55.35685	0.013118	736.414246	299.142857	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 71, 176, 113, 253, 187, 225, 87, 192, 223, 231, 83, 34, 228, 223, 61, 64 ]	29.874575	-95.527099
77530	harvey2017	houston	null	null	null	923.200012	1	null	false	null	2.72	0	false	127	4,562,979.26	127	152.844593	4	41.923351	present	3.475936	present	1440619	7.1343	present	null	null	null	missing_source_data	2.477814	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.785907	-95.117207	Harris County	TX	30,880	test	test	valid4	0.388467	2,433.78803	29.898171	null	null	1,190.726872	1,988.740519	1.846283	7.518981	21.670997	10.763457	86.094078	36.150031	48.335615	20.859716	19.436175	3.492724	72.406253	88.988295	24.909418	4.232638	16.252761	76.739962	23.260038	0.054312	33.747239	9.025983	2.94626	0.935646	4.32814	47.420697	28,094.366884	6.087119	0.726926	0.484893	0.892249	0.778956	0.851965	111	70	221	60	7.621	6	29.78	58.46	11.76	10,307,912.1	true	0	0	1	8.2	0.74	15.3	43.8	43.8	10	67	17.8	10.3	19.1	69.8	4.2	77.8	2.8	6.9	4.9	43.1	11.7	9.77316	29.9	32.7	149,400	62,455	19.5	1.622921	40.1	13.4	32.6	2.957666	34.9	20.2	2.9	32.100845	797	13,068,598.32	4,292,489.25	17,361,087.57	21,783.05	true	14.359271	14.008029	13.665006	1.086227	0	1.086227	5	9.150302	35.262	36,286.8	62,754.58178	40.398163	11.732836	903.960071	370.2	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 6, 120, 28, 80, 128, 199, 87, 192, 183, 49, 44, 53, 49, 201, 61, 64 ]	29.785907	-95.117207
77047	harvey2017	houston	null	null	null	828	1	null	false	null	2.72	20	true	203	5,549,315.6	203	143.568904	4	39.002674	present	10.962567	present	1562352	12.2796	present	null	null	null	missing_source_data	5.073084	present	unknown	operational_status_unavailable	HCFCD operational pump/gate telemetry; no public historical archive.	29.61065	-95.386863	Harris County	TX	33,199	test	test	valid4	0.370739	3,989.563358	35.259472	74,603.353691	null	1,563.651283	1,997.405995	1.704253	19.48433	8.9735	66.744316	81.088546	76.738551	54.359129	18.550162	5.197852	14.192955	24.69145	66.322715	16.299215	4.428388	22.234676	69.968875	30.031125	2.300619	27.765324	4.180618	5.1344	0.997111	4.121644	14.757042	33,551.183675	10.21814	0.667281	0.334715	0.943661	0.649852	0.680766	111	70	221	60	7.621	6	28.79	55.86	15.35	10,307,912.1	true	113	2	4	3.67	3.08	3.67	35.1	35.1	13.3	73.7	18.9	11	17.2	74.1	4.5	83.1	3.1	5.7	4.5	48.6	12.6	19.933503	35.7	30.5	204,500	70,666	17.7	1.576936	41.9	11.1	28	2.967775	38.9	17.2	3.4	35.270858	291	7,333,792.34	1,980,632.97	9,314,425.31	32,008.33	true	14.902616	14.200236	14.200236	0.979112	0	0.979112	4	6.12455	9.14	24,946.5	48,049.386388	42.43281	5.546103	725.724899	89.5	0.444444	false	null	null	null	null	null	null	null	null	null	null	null	null	null	null	[ 1, 1, 0, 0, 0, 115, 97, 73, 94, 194, 216, 87, 192, 23, 79, 152, 139, 83, 156, 61, 64 ]	29.61065	-95.386863

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One Flood Substrate, Six Decision Geometries: A Diagnostic Benchmark for Spatial AI

Multi-scenario, multi-event dataset for validating AI flood forecast certification across five US urban flood regimes.

Quick Start

from datasets import load_dataset

# Load a single scenario
houston = load_dataset("rudymartin/floodrsct", "houston")

# Load all scenarios
for scenario in ["houston", "new_orleans", "nyc", "riverside_coachella", "southwest_florida"]:
    ds = load_dataset("rudymartin/floodrsct", scenario)
    print(f"{scenario}: {ds['train'].num_rows} rows")

Dataset Description

Each row represents a (spatial unit, event) pair -- a geographic unit (ZCTA or sewershed) observed during a specific flood event. Features span demographics, infrastructure, hydrology, meteorology, and flood outcomes.

Scenarios

Scenario	Region	Flood Regime	Events	Spatial Unit	Approx. Rows
`houston`	Harris County, TX	Urban pluvial/tropical	Harvey 2017, Imelda 2019, Beryl 2024	ZCTA (~132)	~396
`new_orleans`	Orleans Parish, LA	Compound surge + pluvial	Katrina 2005, Isaac 2012, Barry 2019, Ida 2021	ZCTA (~20)	~80
`nyc`	NYC 5 boroughs	Urban pluvial/compound	Ida 2021, Henri 2021	Sewershed	~200+
`riverside_coachella`	Riverside + Imperial Co., CA	Flash flood / arroyo	Hilary 2023, AR Flood 2023	ZCTA	~60+
`southwest_florida`	6-county SW FL	Coastal surge / tropical	Ian 2022, Helene 2024, Milton 2024	ZCTA (~50)	~150

Temporal Classes (Causal Boundary)

Features are organized by temporal class, which defines their causal role:

Class	Role	Examples
`invariant`	Physical geography (static)	Elevation, coastal distance, catchment area
`slow_drift`	Updated annually/decadally	ACS demographics, SVI, FEMA flood zones, NFIP history
`event_window`	Measured during the event	Rainfall (MRMS), peak stage, storm track, tidal surge
`post_event`	Ground truth / outcomes (labels)	High-water marks, 311 reports, NFIP event claims
`operational`	Real-time telemetry (unknowable at forecast time)	Pump status, road closures

Causal boundary: Only invariant, slow_drift, and event_window features are legitimate model inputs. post_event features are labels. Using post_event as inputs is label leakage.

Feature Groups

Demographics (ACS 2017-2021 5-year)

acs_total_pop, acs_median_hh_income, acs_pct_below_poverty, acs_pct_renter_occupied, acs_pct_no_vehicle, acs_median_home_value, acs_median_year_built, acs_gini_index, ...

Social Vulnerability (CDC SVI 2020)

svi_overall, svi_socioeconomic, svi_household_disability, svi_minority_language, svi_housing_transport

Flood Zones (FEMA FIRM)

flood_pct_zone_a, flood_pct_zone_x, flood_pct_zone_x500, flood_sfha

Hydrology & Meteorology (event-window)

rainfall_total_mm, peak_stage_ft, peak_flow_cfs, tidal_surge_max_m, storm_distance_km, hrrr_qpf_total_mm

Infrastructure

impervious_pct, levee_condition_rating, upstream_catchment_km2, subway_station_count (NYC), burn_scar_overlap (Riverside)

Spatial W-Matrix Features

zcta_degree, wlag_flood_zone_pct, wlag_population_density, wlag_rainfall_mm, spatial_lag_residual_R0

Observability

obs_gauge_count, obs_gauge_distance_km, obs_mrms_coverage_pct, obs_has_hwm, obs_has_311, obs_nfip_event_claims

Outcomes (post_event labels)

hwm_max_ft, flood_311_count, nfip_event_claims

Evidence (Hand-Coded Ground Truth)

The evidence config contains hand-coded CSV files from post-event reporting:

File	Description
`no_pump_stations_ida2021.csv`	New Orleans pump station status during Hurricane Ida 2021
`nyc_subway_flooding_ida2021.csv`	NYC subway station flooding during Hurricane Ida 2021

Data Sources

All source data is from US federal agencies and local government open data portals:

Source	Agency	License
ACS / Census	US Census Bureau	Public domain
SVI	CDC/ATSDR	Public domain
Flood zones (NFHL)	FEMA	Public domain
NFIP claims	FEMA OpenFEMA	Public domain
Stream gauges (NWIS)	USGS	Public domain
Precipitation (MRMS Stage IV)	NOAA	Public domain
Forecast (HRRR)	NOAA	Public domain
Storm tracks (HURDAT2)	NOAA NHC	Public domain
Tides & currents	NOAA CO-OPS	Public domain
High-water marks (STN)	USGS	Public domain
DEM (3DEP)	USGS	Public domain
Land cover (NLCD)	USGS MRLC	Public domain
Levees (NLD)	USACE	Public domain
NHDPlus catchments	EPA	Public domain
311 service requests	City of Houston / NYC Open Data	Public domain
Subway stations	MTA / NYC Open Data	Public domain
Sewersheds	NYC DEP	Public domain

Raw Data Reproduction

The processed parquet files in this dataset are built from ~43.6 GB of raw data on S3. To reproduce from scratch:

Clone the georsct-flood repository
Run the fetch scripts in floodrsct/scripts/launch_fetch_*.py to download raw data
Run floodrsct/scripts/launch_build_event_dataset.py --scenario <name> per scenario

See DATA_MANIFEST.md in the repository for the complete raw data inventory.

Citation

@article{martin2026floodrsct,
  title={One Flood Substrate, Six Decision Geometries: A Diagnostic Benchmark for Spatial AI},
  author={Martin, Rudolph A},
  year={2026},
  note={Preprint}
}

License

CC-BY-4.0. All source data is US government public domain.

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