diff --git "a/data/oxygen_referral_hospital.csv" "b/data/oxygen_referral_hospital.csv" new file mode 100644--- /dev/null +++ "b/data/oxygen_referral_hospital.csv" @@ -0,0 +1,10001 @@ +id,facility_level,facility_id,region_type,bed_count,has_icu,has_nicu,has_piped_oxygen,has_biomedical_technician,primary_oxygen_source,concentrator_count,concentrator_functional,concentrator_mean_age_years,concentrator_maintenance_available,cylinder_count_full,cylinder_count_empty,days_since_cylinder_refill,PSA_plant_functional,pulse_oximeter_available,pulse_oximeter_functional,SpO2_screening_routine,oxygen_available_today,oxygen_sufficient_for_demand,oxygen_stockout_days_last_month,shortage_cause,year,month,patients_needing_oxygen,primary_condition,patients_received_oxygen,patients_untreated_hypoxemia,flow_rate_adequate,deaths_hypoxemia_related,referred_for_oxygen,monthly_oxygen_cost_usd,distance_to_refill_km,transport_available_for_cylinders,power_source,power_outage_hours_last_week +1,referral_hospital,O2_0018,urban,280,1,1,1,1,oxygen_concentrator,5,4,3.3,1,11,3,4,0,1,1,0,1,0,0,not_applicable,2024,10,34,pneumonia_child,29,5,1,2,0,739.0,11.0,1,grid_unreliable,3 +2,referral_hospital,O2_0093,urban,217,1,1,1,1,oxygen_concentrator,7,6,0.5,1,7,7,5,0,1,1,1,1,1,0,not_applicable,2023,2,36,COPD_exacerbation,33,3,1,2,0,630.0,1.0,1,grid_reliable,4 +3,referral_hospital,O2_0026,peri_urban,275,1,1,1,1,LOX_bulk_tank,0,0,0.4,1,12,4,1,0,1,1,1,1,1,11,supplier_stockout,2023,7,46,COPD_exacerbation,35,11,1,6,0,926.0,3.0,1,grid_unreliable,2 +4,referral_hospital,O2_0093,peri_urban,228,1,1,1,1,LOX_bulk_tank,0,0,3.6,1,11,3,1,0,1,1,1,1,0,0,not_applicable,2022,11,42,other_hypoxemia,27,15,0,3,0,1100.0,4.0,0,grid_unreliable,3 +5,referral_hospital,O2_0161,urban,233,1,1,1,1,LOX_bulk_tank,4,2,1.1,1,12,4,2,0,1,1,0,1,1,0,not_applicable,2022,4,40,sepsis,34,6,1,2,0,608.0,14.0,1,solar,5 +6,referral_hospital,O2_0024,urban,258,1,1,1,1,oxygen_concentrator,4,1,0.4,1,14,4,2,0,1,0,0,1,1,2,PSA_plant_breakdown,2023,7,31,heart_failure,19,12,1,6,0,937.0,26.0,1,grid_reliable,1 +7,referral_hospital,O2_0017,urban,290,1,1,1,1,oxygen_concentrator,3,2,3.9,1,5,7,0,0,1,1,0,1,1,0,not_applicable,2024,5,42,neonatal_respiratory,40,2,1,1,0,580.0,5.0,1,generator_only,8 +8,referral_hospital,O2_0191,urban,235,1,1,1,1,PSA_plant_onsite,0,0,1.5,1,6,2,0,1,1,1,1,1,1,0,not_applicable,2023,2,48,pneumonia_child,37,11,1,4,0,858.0,1.0,1,grid_unreliable,0 +9,referral_hospital,O2_0019,urban,269,1,1,1,1,PSA_plant_onsite,0,0,3.3,1,13,6,3,1,1,1,1,1,1,0,not_applicable,2022,11,37,heart_failure,27,10,0,6,0,1060.0,10.0,1,generator_only,10 +10,referral_hospital,O2_0041,urban,252,1,1,1,1,LOX_bulk_tank,0,0,3.1,1,6,2,7,0,1,1,0,1,1,0,not_applicable,2024,10,53,severe_malaria,37,16,1,4,0,973.0,9.0,1,grid_unreliable,10 +11,referral_hospital,O2_0184,urban,167,1,1,1,1,cylinder_piped,3,1,6.8,1,13,3,15,0,1,1,1,1,1,0,not_applicable,2024,10,40,other_hypoxemia,37,3,0,0,0,1149.0,52.0,1,grid_unreliable,13 +12,referral_hospital,O2_0109,urban,185,1,1,1,1,LOX_bulk_tank,0,0,1.0,1,13,8,4,0,1,1,1,1,1,15,funding_for_refill,2021,1,42,pneumonia_adult,18,24,1,10,0,757.0,33.0,1,generator_only,0 +13,referral_hospital,O2_0091,urban,246,1,1,1,1,oxygen_concentrator,5,4,3.6,1,11,4,0,0,1,1,0,1,1,0,not_applicable,2023,3,36,heart_failure,27,9,0,2,0,780.0,7.0,1,grid_reliable,0 +14,referral_hospital,O2_0189,urban,216,1,1,1,1,oxygen_concentrator,5,3,0.8,1,10,8,3,0,1,1,1,1,0,0,not_applicable,2023,4,40,neonatal_respiratory,26,14,1,3,0,900.0,23.0,1,grid_reliable,4 +15,referral_hospital,O2_0098,urban,176,1,1,1,1,PSA_plant_onsite,0,0,12.2,1,9,6,9,0,1,1,1,1,1,0,not_applicable,2022,3,33,other_hypoxemia,21,12,0,8,0,771.0,8.0,1,grid_reliable,4 +16,referral_hospital,O2_0009,urban,235,1,1,1,1,PSA_plant_onsite,0,0,0.1,1,7,4,16,0,1,1,1,1,1,0,not_applicable,2023,6,37,COVID19_severe,31,6,0,2,0,754.0,20.0,0,grid_reliable,0 +17,referral_hospital,O2_0005,rural,252,1,1,1,1,PSA_plant_onsite,0,0,1.7,1,9,1,4,0,1,1,0,1,1,0,not_applicable,2024,5,31,COPD_exacerbation,20,11,1,7,0,617.0,12.0,1,generator_only,3 +18,referral_hospital,O2_0001,urban,233,1,1,1,1,LOX_bulk_tank,0,0,12.1,1,13,5,0,0,1,1,1,1,1,0,not_applicable,2024,2,46,pneumonia_adult,46,0,0,0,0,805.0,16.0,1,grid_reliable,13 +19,referral_hospital,O2_0140,peri_urban,208,1,1,1,1,cylinder_piped,0,0,9.1,1,8,4,0,0,1,1,0,0,0,30,concentrator_malfunction,2021,11,44,COPD_exacerbation,0,44,0,20,25,774.0,6.0,1,grid_reliable,0 +20,referral_hospital,O2_0061,peri_urban,298,1,1,1,1,LOX_bulk_tank,0,0,1.6,1,10,8,0,0,1,1,1,0,0,1,power_outage,2024,6,46,COVID19_severe,0,46,0,25,10,735.0,11.0,1,grid_reliable,8 +21,referral_hospital,O2_0064,urban,240,1,1,1,1,PSA_plant_onsite,0,0,0.2,1,4,3,1,1,1,1,1,1,1,0,not_applicable,2021,12,31,pneumonia_child,23,8,1,2,0,903.0,27.0,1,grid_reliable,0 +22,referral_hospital,O2_0119,urban,213,1,1,1,1,PSA_plant_onsite,0,0,1.2,1,12,1,7,1,1,1,1,1,1,0,not_applicable,2023,3,42,pneumonia_child,39,3,1,0,0,744.0,50.0,1,solar,10 +23,referral_hospital,O2_0193,rural,295,1,1,1,1,cylinder_piped,0,0,7.4,1,11,3,1,0,1,1,1,1,1,0,not_applicable,2022,8,49,pneumonia_child,40,9,1,2,0,809.0,21.0,1,grid_reliable,9 +24,referral_hospital,O2_0078,rural,251,1,1,1,1,LOX_bulk_tank,0,0,0.5,1,8,3,1,0,1,1,1,1,1,0,not_applicable,2024,2,41,other_hypoxemia,30,11,1,1,0,713.0,15.0,1,grid_reliable,5 +25,referral_hospital,O2_0131,peri_urban,260,1,1,1,1,cylinder_portable,7,4,6.6,1,12,5,3,0,1,1,1,0,0,2,no_oxygen_source,2024,5,38,severe_malaria,0,38,0,14,7,945.0,52.0,1,grid_reliable,0 +26,referral_hospital,O2_0073,urban,263,1,1,1,1,oxygen_concentrator,4,2,6.4,1,7,3,1,0,1,0,0,1,1,4,PSA_plant_breakdown,2024,5,55,pneumonia_child,54,1,1,0,0,544.0,20.0,1,grid_reliable,3 +27,referral_hospital,O2_0091,rural,222,1,1,1,1,oxygen_concentrator,5,2,1.2,1,15,5,3,0,1,0,0,0,0,9,power_outage,2022,2,35,sepsis,0,35,0,16,7,775.0,4.0,1,grid_unreliable,4 +28,referral_hospital,O2_0072,urban,267,1,1,1,1,LOX_bulk_tank,0,0,0.5,1,10,2,12,0,1,1,1,1,1,0,not_applicable,2022,2,45,pneumonia_adult,39,6,1,0,0,1006.0,50.0,1,generator_only,7 +29,referral_hospital,O2_0165,rural,209,1,1,1,1,oxygen_concentrator,0,0,12.9,1,4,3,14,0,1,1,0,1,1,0,not_applicable,2023,3,54,pneumonia_adult,49,5,0,0,0,589.0,46.0,1,none,1 +30,referral_hospital,O2_0150,urban,309,1,1,1,1,LOX_bulk_tank,0,0,2.6,1,11,7,3,0,1,1,1,1,1,0,not_applicable,2022,8,35,pneumonia_child,26,9,1,2,0,851.0,24.0,1,grid_unreliable,9 +31,referral_hospital,O2_0154,peri_urban,251,1,1,1,1,oxygen_concentrator,4,2,6.3,1,11,7,11,0,1,0,0,0,0,11,demand_surge,2024,12,45,COPD_exacerbation,0,45,0,13,14,862.0,13.0,1,grid_unreliable,1 +32,referral_hospital,O2_0131,rural,224,1,1,1,1,PSA_plant_onsite,0,0,6.9,1,14,4,2,1,1,1,0,0,0,1,PSA_plant_breakdown,2024,10,43,trauma,0,43,0,12,11,711.0,14.0,1,grid_unreliable,9 +33,referral_hospital,O2_0022,peri_urban,288,1,1,1,1,LOX_bulk_tank,0,0,1.4,1,8,8,15,0,1,1,1,1,1,1,concentrator_malfunction,2024,2,47,pneumonia_child,22,25,0,9,0,697.0,2.0,1,generator_only,2 +34,referral_hospital,O2_0066,urban,250,1,1,1,1,LOX_bulk_tank,0,0,0.6,1,7,2,1,0,1,1,1,0,0,1,funding_for_refill,2023,10,38,other_hypoxemia,0,38,0,17,3,622.0,43.0,1,generator_only,4 +35,referral_hospital,O2_0149,rural,322,1,1,1,1,PSA_plant_onsite,7,5,3.2,1,8,2,2,0,1,1,1,0,0,11,power_outage,2024,7,27,severe_malaria,0,27,0,7,4,1023.0,3.0,1,grid_unreliable,0 +36,referral_hospital,O2_0016,rural,223,1,1,1,1,LOX_bulk_tank,6,2,1.8,1,11,6,4,0,1,0,0,1,0,7,power_outage,2023,2,38,pneumonia_child,33,5,1,0,0,992.0,21.0,1,grid_unreliable,1 +37,referral_hospital,O2_0160,rural,177,1,1,1,1,LOX_bulk_tank,0,0,4.2,1,11,5,1,0,1,1,1,1,1,0,not_applicable,2022,8,42,pneumonia_child,42,0,1,0,0,856.0,12.0,1,grid_reliable,1 +38,referral_hospital,O2_0182,urban,297,1,1,1,1,cylinder_piped,0,0,4.0,1,8,5,2,0,1,0,0,0,0,6,PSA_plant_breakdown,2023,7,49,pneumonia_child,0,49,0,20,20,762.0,8.0,1,grid_unreliable,1 +39,referral_hospital,O2_0176,rural,266,1,1,1,1,LOX_bulk_tank,0,0,0.1,1,10,5,0,0,1,1,1,1,1,0,not_applicable,2021,10,54,trauma,54,0,1,0,0,899.0,7.0,1,grid_unreliable,2 +40,referral_hospital,O2_0073,urban,208,1,1,1,1,cylinder_portable,6,5,3.2,1,6,4,12,0,1,1,1,1,0,12,no_oxygen_source,2024,1,53,trauma,46,7,1,4,0,1021.0,5.0,1,grid_unreliable,9 +41,referral_hospital,O2_0056,urban,299,1,1,1,1,PSA_plant_onsite,0,0,6.1,1,16,1,0,0,1,1,1,0,0,9,PSA_plant_breakdown,2021,5,32,pneumonia_adult,0,32,0,12,10,898.0,13.0,1,generator_only,3 +42,referral_hospital,O2_0130,rural,304,1,1,1,1,PSA_plant_onsite,0,0,2.6,1,17,6,0,0,1,1,0,1,1,0,not_applicable,2023,11,40,other_hypoxemia,24,16,1,5,0,854.0,44.0,1,grid_unreliable,0 +43,referral_hospital,O2_0119,urban,237,1,1,1,1,LOX_bulk_tank,11,8,2.9,1,10,4,4,0,1,1,0,1,1,0,not_applicable,2022,12,34,COVID19_severe,27,7,0,3,0,679.0,5.0,1,grid_reliable,0 +44,referral_hospital,O2_0050,urban,225,1,1,1,1,oxygen_concentrator,6,3,3.3,1,6,4,1,0,1,1,1,1,1,0,not_applicable,2024,4,40,asthma_severe,24,16,1,8,0,772.0,17.0,1,grid_reliable,0 +45,referral_hospital,O2_0116,urban,272,1,1,1,1,oxygen_concentrator,7,4,2.9,1,9,5,0,0,1,1,0,1,0,0,not_applicable,2022,6,33,pneumonia_adult,24,9,1,4,0,628.0,8.0,1,none,2 +46,referral_hospital,O2_0002,urban,251,1,1,1,1,cylinder_piped,0,0,4.1,1,14,0,5,0,1,0,0,1,1,0,not_applicable,2024,6,30,surgical_anaesthesia,13,17,1,4,0,732.0,11.0,0,grid_unreliable,4 +47,referral_hospital,O2_0027,urban,262,1,1,1,1,cylinder_piped,0,0,3.1,1,13,4,10,0,1,0,0,1,1,0,not_applicable,2022,12,38,trauma,32,6,1,1,0,807.0,7.0,1,solar,4 +48,referral_hospital,O2_0050,urban,265,1,1,1,1,cylinder_piped,0,0,2.5,1,13,10,1,0,1,1,1,1,1,0,not_applicable,2024,11,35,heart_failure,26,9,1,4,0,536.0,11.0,0,none,7 +49,referral_hospital,O2_0071,urban,297,1,1,1,1,PSA_plant_onsite,0,0,22.8,1,8,9,5,0,1,1,1,1,1,0,not_applicable,2021,8,38,pneumonia_child,21,17,0,7,0,827.0,8.0,1,generator_only,1 +50,referral_hospital,O2_0159,urban,204,1,1,1,1,oxygen_concentrator,7,4,2.8,1,11,6,1,0,1,1,0,1,1,0,not_applicable,2023,3,45,asthma_severe,35,10,1,4,0,723.0,5.0,1,grid_reliable,6 +51,referral_hospital,O2_0156,urban,309,1,1,1,1,cylinder_piped,0,0,2.2,1,14,6,1,0,1,1,1,1,1,3,funding_for_refill,2023,4,29,COPD_exacerbation,17,12,1,4,0,1221.0,10.0,1,grid_unreliable,3 +52,referral_hospital,O2_0192,urban,294,1,1,1,1,cylinder_piped,0,0,2.7,1,11,5,5,0,1,1,1,1,1,3,demand_surge,2024,6,33,neonatal_respiratory,24,9,1,4,0,512.0,6.0,1,generator_only,1 +53,referral_hospital,O2_0072,urban,260,1,1,1,1,LOX_bulk_tank,0,0,6.4,1,10,11,2,0,1,1,1,1,1,0,not_applicable,2024,12,37,pneumonia_child,34,3,0,1,0,494.0,99.0,1,grid_reliable,2 +54,referral_hospital,O2_0023,peri_urban,238,1,1,1,1,PSA_plant_onsite,3,1,3.9,1,9,3,2,1,1,1,1,1,1,0,not_applicable,2024,3,40,COVID19_severe,40,0,1,0,0,909.0,2.0,1,grid_reliable,1 +55,referral_hospital,O2_0109,peri_urban,257,1,1,1,1,cylinder_piped,0,0,0.9,1,10,2,3,0,1,1,1,0,0,25,PSA_plant_breakdown,2024,8,54,surgical_anaesthesia,0,54,0,26,19,683.0,24.0,1,generator_only,0 +56,referral_hospital,O2_0187,urban,291,1,1,1,1,PSA_plant_onsite,0,0,0.3,1,10,5,3,0,1,1,1,0,0,18,demand_surge,2022,8,42,pneumonia_adult,0,42,0,16,0,743.0,1.0,1,grid_reliable,1 +57,referral_hospital,O2_0083,peri_urban,259,1,1,1,1,LOX_bulk_tank,0,0,1.7,1,14,5,0,0,1,1,1,1,1,0,not_applicable,2023,6,40,pneumonia_child,40,0,1,0,0,915.0,4.0,1,grid_reliable,6 +58,referral_hospital,O2_0065,rural,251,1,1,1,1,LOX_bulk_tank,0,0,0.3,1,10,4,8,0,1,1,1,1,1,0,not_applicable,2024,5,41,neonatal_respiratory,39,2,1,1,0,978.0,5.0,1,none,4 +59,referral_hospital,O2_0004,urban,313,1,1,1,1,LOX_bulk_tank,0,0,1.0,1,7,7,4,0,1,1,1,1,1,15,PSA_plant_breakdown,2022,2,37,COPD_exacerbation,21,16,0,6,0,875.0,2.0,1,grid_reliable,1 +60,referral_hospital,O2_0136,urban,273,1,1,1,1,cylinder_piped,0,0,1.4,1,8,4,1,0,1,1,1,1,1,0,not_applicable,2021,9,36,neonatal_respiratory,29,7,1,2,0,861.0,0.0,1,generator_only,17 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+66,referral_hospital,O2_0030,urban,241,1,1,1,1,LOX_bulk_tank,0,0,0.0,1,4,3,1,0,1,1,1,1,1,0,not_applicable,2021,4,39,asthma_severe,39,0,1,0,0,563.0,3.0,1,generator_only,3 +67,referral_hospital,O2_0002,urban,352,1,1,1,1,cylinder_piped,1,0,0.7,1,10,6,0,0,1,0,0,1,1,0,not_applicable,2023,9,37,COPD_exacerbation,36,1,1,0,0,442.0,8.0,0,grid_unreliable,0 +68,referral_hospital,O2_0090,rural,187,1,1,1,1,PSA_plant_onsite,3,2,0.7,1,11,1,3,0,1,1,1,1,1,0,not_applicable,2024,9,46,COVID19_severe,39,7,1,4,0,1035.0,10.0,1,grid_unreliable,3 +69,referral_hospital,O2_0070,urban,234,1,1,1,1,PSA_plant_onsite,0,0,0.3,1,7,3,4,0,1,1,0,1,1,0,not_applicable,2023,2,55,heart_failure,53,2,0,2,0,906.0,20.0,1,grid_unreliable,2 +70,referral_hospital,O2_0012,urban,224,1,1,1,1,oxygen_concentrator,7,5,1.2,1,14,5,4,0,1,1,1,0,0,22,power_outage,2022,1,26,pneumonia_adult,0,26,0,8,5,797.0,12.0,1,grid_reliable,3 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+1941,referral_hospital,O2_0008,rural,238,1,1,1,1,LOX_bulk_tank,3,2,2.9,1,11,6,8,0,1,1,1,1,1,0,not_applicable,2021,7,49,other_hypoxemia,45,4,0,2,0,955.0,9.0,1,grid_unreliable,0 +1942,referral_hospital,O2_0045,peri_urban,275,1,1,1,1,cylinder_portable,0,0,2.2,1,11,4,2,0,1,1,0,1,0,2,power_outage,2023,7,34,COVID19_severe,26,8,1,2,0,791.0,1.0,1,grid_unreliable,7 +1943,referral_hospital,O2_0093,urban,266,1,1,1,1,PSA_plant_onsite,0,0,2.0,1,6,6,1,1,1,1,1,1,1,9,power_outage,2023,5,38,neonatal_respiratory,30,8,1,4,0,652.0,3.0,1,solar,0 +1944,referral_hospital,O2_0072,peri_urban,236,1,1,1,1,LOX_bulk_tank,0,0,0.9,1,6,6,5,0,1,1,1,1,1,0,not_applicable,2022,4,31,asthma_severe,22,9,1,4,0,776.0,19.0,1,grid_reliable,0 +1945,referral_hospital,O2_0168,urban,279,1,1,1,1,PSA_plant_onsite,0,0,0.9,1,13,8,10,1,1,1,0,1,1,0,not_applicable,2024,12,40,pneumonia_child,34,6,1,1,0,895.0,22.0,1,grid_reliable,1 +1946,referral_hospital,O2_0053,rural,284,1,1,1,1,oxygen_concentrator,6,2,3.5,1,10,7,4,0,1,1,1,1,1,0,not_applicable,2022,5,32,surgical_anaesthesia,24,8,1,5,0,579.0,1.0,1,grid_reliable,1 +1947,referral_hospital,O2_0018,peri_urban,229,1,1,1,1,oxygen_concentrator,2,1,2.9,1,8,7,16,0,1,1,0,1,1,7,cylinder_delivery_delay,2023,10,42,asthma_severe,25,17,1,6,0,729.0,11.0,1,generator_only,0 +1948,referral_hospital,O2_0013,urban,316,1,1,1,1,oxygen_concentrator,4,2,3.7,1,9,3,0,0,1,1,1,1,1,0,not_applicable,2023,12,48,pneumonia_adult,36,12,1,3,0,844.0,0.0,1,grid_reliable,0 +1949,referral_hospital,O2_0155,rural,253,1,1,1,1,oxygen_concentrator,4,2,0.5,1,3,3,0,0,1,1,1,1,1,8,empty_cylinders_not_collected,2022,5,30,pneumonia_adult,23,7,1,2,0,1025.0,4.0,1,generator_only,5 +1950,referral_hospital,O2_0100,peri_urban,275,1,1,1,1,LOX_bulk_tank,0,0,2.2,1,13,5,1,0,1,1,1,0,0,23,power_outage,2024,3,46,COVID19_severe,0,46,0,24,16,866.0,0.0,1,generator_only,3 +1951,referral_hospital,O2_0058,rural,304,1,1,1,1,oxygen_concentrator,3,2,0.6,1,12,8,20,0,1,1,0,1,1,0,not_applicable,2024,4,45,other_hypoxemia,36,9,1,5,0,758.0,17.0,1,grid_reliable,9 +1952,referral_hospital,O2_0060,rural,250,1,1,1,1,LOX_bulk_tank,0,0,0.1,1,11,8,11,0,1,1,0,1,1,0,not_applicable,2023,10,44,neonatal_respiratory,34,10,1,4,0,895.0,15.0,1,generator_only,5 +1953,referral_hospital,O2_0147,urban,236,1,1,1,1,cylinder_piped,0,0,0.4,1,13,5,3,0,1,1,1,1,1,8,demand_surge,2021,2,37,pneumonia_adult,15,22,1,5,0,879.0,8.0,1,grid_unreliable,11 +1954,referral_hospital,O2_0149,peri_urban,227,1,1,1,1,cylinder_piped,0,0,0.5,1,11,5,5,0,1,1,1,1,1,0,not_applicable,2023,10,38,COVID19_severe,24,14,1,7,0,849.0,3.0,0,grid_reliable,16 +1955,referral_hospital,O2_0172,rural,270,1,1,1,1,LOX_bulk_tank,0,0,4.5,1,10,2,10,0,1,1,1,1,1,0,not_applicable,2022,2,39,neonatal_respiratory,31,8,1,2,0,949.0,50.0,1,grid_reliable,1 +1956,referral_hospital,O2_0047,urban,238,1,1,1,1,oxygen_concentrator,5,5,0.9,1,10,5,14,0,1,1,0,1,1,0,not_applicable,2023,10,46,COVID19_severe,40,6,1,2,0,939.0,28.0,1,generator_only,2 +1957,referral_hospital,O2_0092,urban,279,1,1,1,1,PSA_plant_onsite,0,0,5.4,1,13,5,5,1,1,0,0,1,0,3,demand_surge,2023,12,42,neonatal_respiratory,32,10,1,5,0,757.0,16.0,1,grid_unreliable,3 +1958,referral_hospital,O2_0032,urban,244,1,1,1,1,PSA_plant_onsite,0,0,5.9,1,13,9,0,0,1,0,0,1,1,0,not_applicable,2024,9,40,neonatal_respiratory,22,18,1,6,0,886.0,4.0,1,grid_reliable,2 +1959,referral_hospital,O2_0055,urban,273,1,1,1,1,LOX_bulk_tank,0,0,4.0,1,6,4,1,0,1,0,0,1,0,4,demand_surge,2024,1,33,COPD_exacerbation,16,17,1,6,0,760.0,17.0,1,grid_unreliable,11 +1960,referral_hospital,O2_0181,peri_urban,271,1,1,1,1,PSA_plant_onsite,0,0,0.0,1,9,4,0,0,1,0,0,1,1,0,not_applicable,2023,1,40,pneumonia_child,28,12,1,3,0,1217.0,7.0,1,grid_reliable,2 +1961,referral_hospital,O2_0160,urban,217,1,1,1,1,PSA_plant_onsite,0,0,1.2,1,12,7,0,0,1,0,0,1,1,0,not_applicable,2021,2,34,pneumonia_child,33,1,1,0,0,811.0,13.0,1,grid_reliable,12 +1962,referral_hospital,O2_0143,urban,266,1,1,1,1,LOX_bulk_tank,0,0,0.8,1,11,11,1,0,1,1,0,0,0,6,concentrator_malfunction,2024,4,49,surgical_anaesthesia,0,49,0,23,13,950.0,10.0,1,generator_only,0 +1963,referral_hospital,O2_0112,rural,162,1,1,1,1,LOX_bulk_tank,0,0,3.8,1,11,6,2,0,1,1,1,1,1,0,not_applicable,2024,6,34,COPD_exacerbation,27,7,1,1,0,940.0,14.0,1,grid_unreliable,2 +1964,referral_hospital,O2_0181,urban,271,1,1,1,1,LOX_bulk_tank,0,0,5.0,1,8,7,2,0,1,1,1,1,1,0,not_applicable,2022,11,39,heart_failure,37,2,1,0,0,945.0,35.0,1,grid_reliable,11 +1965,referral_hospital,O2_0062,urban,259,1,1,1,1,PSA_plant_onsite,0,0,0.4,1,8,5,3,1,1,1,0,1,1,0,not_applicable,2023,5,51,surgical_anaesthesia,41,10,1,3,0,652.0,0.0,1,grid_reliable,1 +1966,referral_hospital,O2_0189,peri_urban,274,1,1,1,1,cylinder_portable,0,0,0.6,1,8,8,0,0,1,1,0,1,0,0,not_applicable,2023,1,39,COVID19_severe,39,0,1,0,0,518.0,1.0,1,grid_reliable,3 +1967,referral_hospital,O2_0015,urban,244,1,1,1,1,LOX_bulk_tank,0,0,0.5,1,8,4,1,0,1,1,1,1,1,0,not_applicable,2022,10,51,neonatal_respiratory,39,12,1,5,0,728.0,6.0,1,grid_reliable,2 +1968,referral_hospital,O2_0188,urban,237,1,1,1,1,cylinder_portable,5,2,4.5,1,13,6,3,0,1,1,1,1,1,0,not_applicable,2021,12,47,neonatal_respiratory,46,1,1,1,0,1095.0,24.0,0,grid_reliable,0 +1969,referral_hospital,O2_0181,urban,221,1,1,1,1,LOX_bulk_tank,0,0,0.5,1,12,5,1,0,1,1,0,1,1,0,not_applicable,2023,6,38,pneumonia_adult,38,0,1,0,0,1026.0,7.0,1,generator_only,0 +1970,referral_hospital,O2_0114,urban,217,1,1,1,1,cylinder_piped,0,0,0.2,1,9,6,1,0,1,1,1,1,1,1,concentrator_malfunction,2024,7,43,severe_malaria,41,2,1,0,0,930.0,18.0,1,generator_only,0 +1971,referral_hospital,O2_0090,urban,224,1,1,1,1,LOX_bulk_tank,0,0,6.3,1,13,9,5,0,1,1,0,0,0,3,no_oxygen_source,2021,10,34,other_hypoxemia,0,34,0,11,8,781.0,2.0,1,grid_reliable,0 +1972,referral_hospital,O2_0174,peri_urban,205,1,1,1,1,LOX_bulk_tank,0,0,2.0,1,6,4,3,0,1,1,0,1,1,0,not_applicable,2024,1,42,pneumonia_child,29,13,1,5,0,712.0,20.0,1,grid_reliable,9 +1973,referral_hospital,O2_0190,rural,326,1,1,1,1,oxygen_concentrator,4,1,0.9,1,7,5,1,0,1,1,0,1,0,0,not_applicable,2023,5,56,COVID19_severe,30,26,1,11,0,705.0,16.0,1,grid_reliable,0 +1974,referral_hospital,O2_0178,rural,255,1,1,1,1,cylinder_portable,0,0,8.9,1,11,5,0,0,1,1,1,1,1,6,concentrator_malfunction,2022,3,45,pneumonia_adult,34,11,1,4,0,883.0,14.0,1,generator_only,2 +1975,referral_hospital,O2_0196,rural,259,1,1,1,1,LOX_bulk_tank,1,0,0.9,1,11,5,5,0,1,1,1,1,1,0,not_applicable,2023,8,43,surgical_anaesthesia,26,17,1,8,0,650.0,29.0,1,generator_only,8 +1976,referral_hospital,O2_0140,peri_urban,201,1,1,1,1,LOX_bulk_tank,0,0,0.8,1,7,3,2,0,1,0,0,1,1,0,not_applicable,2023,12,36,sepsis,30,6,0,2,0,886.0,78.0,0,grid_reliable,1 +1977,referral_hospital,O2_0101,rural,245,1,1,1,1,oxygen_concentrator,5,3,0.9,1,10,3,3,0,1,1,0,1,1,0,not_applicable,2024,6,39,surgical_anaesthesia,38,1,0,1,0,840.0,14.0,1,grid_reliable,1 +1978,referral_hospital,O2_0088,urban,239,1,1,1,1,LOX_bulk_tank,0,0,1.3,1,9,5,3,0,1,1,1,1,1,0,not_applicable,2022,12,43,pneumonia_child,34,9,1,3,0,946.0,36.0,1,grid_unreliable,3 +1979,referral_hospital,O2_0079,rural,292,1,1,1,1,cylinder_piped,0,0,2.4,1,11,4,13,0,1,1,0,1,1,0,not_applicable,2024,5,51,COVID19_severe,43,8,1,1,0,869.0,16.0,1,grid_reliable,3 +1980,referral_hospital,O2_0003,rural,214,1,1,1,1,LOX_bulk_tank,2,1,9.7,1,14,8,3,0,1,1,1,1,0,0,not_applicable,2021,2,42,COVID19_severe,33,9,0,3,0,657.0,15.0,0,grid_reliable,4 +1981,referral_hospital,O2_0131,peri_urban,238,1,1,1,1,LOX_bulk_tank,0,0,1.5,1,9,3,10,0,1,1,1,1,1,11,power_outage,2024,7,42,COPD_exacerbation,29,13,1,2,0,1142.0,35.0,1,grid_unreliable,3 +1982,referral_hospital,O2_0032,peri_urban,253,1,1,1,1,cylinder_piped,0,0,3.2,1,9,10,3,0,1,1,1,1,1,0,not_applicable,2022,3,54,pneumonia_adult,39,15,1,6,0,820.0,7.0,1,grid_reliable,3 +1983,referral_hospital,O2_0084,peri_urban,256,1,1,1,1,cylinder_piped,0,0,2.0,1,10,9,3,0,1,1,1,1,1,6,concentrator_malfunction,2023,3,44,sepsis,28,16,1,3,0,778.0,16.0,0,grid_unreliable,3 +1984,referral_hospital,O2_0056,rural,281,1,1,1,1,LOX_bulk_tank,5,5,0.9,1,11,0,2,0,1,1,0,1,1,0,not_applicable,2022,9,37,other_hypoxemia,24,13,1,5,0,710.0,25.0,1,grid_reliable,2 +1985,referral_hospital,O2_0089,rural,171,1,1,1,1,PSA_plant_onsite,0,0,5.8,1,16,5,5,0,1,1,1,1,1,0,not_applicable,2024,4,51,COPD_exacerbation,44,7,1,1,0,965.0,14.0,1,grid_reliable,6 +1986,referral_hospital,O2_0079,peri_urban,238,1,1,1,1,LOX_bulk_tank,5,2,2.7,1,9,1,13,0,1,1,1,0,0,3,concentrator_malfunction,2023,11,33,heart_failure,0,33,0,8,3,675.0,15.0,1,generator_only,0 +1987,referral_hospital,O2_0175,urban,231,1,1,1,1,PSA_plant_onsite,0,0,5.1,1,8,6,1,0,1,1,1,1,1,0,not_applicable,2024,2,44,heart_failure,34,10,1,5,0,743.0,9.0,0,grid_reliable,19 +1988,referral_hospital,O2_0079,urban,252,1,1,1,1,LOX_bulk_tank,0,0,3.3,1,14,7,1,0,1,0,0,1,1,0,not_applicable,2024,11,35,COPD_exacerbation,26,9,1,2,0,657.0,18.0,1,grid_unreliable,4 +1989,referral_hospital,O2_0080,rural,268,1,1,1,1,LOX_bulk_tank,0,0,3.2,1,13,6,1,0,1,1,1,1,0,0,not_applicable,2021,2,29,heart_failure,29,0,1,0,0,876.0,0.0,1,grid_reliable,7 +1990,referral_hospital,O2_0052,urban,266,1,1,1,1,PSA_plant_onsite,0,0,0.2,1,13,5,3,1,1,1,0,0,0,15,demand_surge,2022,10,46,COVID19_severe,0,46,0,15,22,981.0,11.0,1,solar,2 +1991,referral_hospital,O2_0174,urban,243,1,1,1,1,oxygen_concentrator,6,3,3.8,1,9,11,5,0,1,0,0,1,1,0,not_applicable,2024,1,32,surgical_anaesthesia,27,5,0,1,0,894.0,4.0,1,solar,9 +1992,referral_hospital,O2_0158,peri_urban,282,1,1,1,1,LOX_bulk_tank,0,0,0.0,1,7,5,18,0,1,1,0,0,0,3,demand_surge,2024,11,47,pneumonia_child,0,47,0,15,14,972.0,23.0,1,generator_only,1 +1993,referral_hospital,O2_0032,rural,269,1,1,1,1,oxygen_concentrator,4,2,2.8,1,11,3,2,0,1,1,0,0,0,12,demand_surge,2023,4,33,surgical_anaesthesia,0,33,0,9,2,719.0,13.0,0,solar,0 +1994,referral_hospital,O2_0019,urban,265,1,1,1,1,PSA_plant_onsite,0,0,0.7,1,11,8,5,1,1,1,1,1,1,0,not_applicable,2024,3,40,severe_malaria,26,14,1,5,0,621.0,8.0,1,none,4 +1995,referral_hospital,O2_0188,urban,297,1,1,1,1,cylinder_piped,0,0,5.8,1,6,4,11,0,1,0,0,1,1,0,not_applicable,2021,2,50,neonatal_respiratory,39,11,1,3,0,958.0,1.0,1,solar,0 +1996,referral_hospital,O2_0007,rural,198,1,1,1,1,PSA_plant_onsite,0,0,1.6,1,7,2,5,1,1,1,1,0,0,12,demand_surge,2024,5,40,COVID19_severe,0,40,0,16,7,739.0,1.0,1,grid_reliable,1 +1997,referral_hospital,O2_0046,urban,172,1,1,1,1,cylinder_piped,0,0,0.6,1,6,1,6,0,1,1,0,0,0,4,PSA_plant_breakdown,2023,3,54,pneumonia_adult,0,54,0,22,22,997.0,6.0,1,generator_only,6 +1998,referral_hospital,O2_0143,urban,256,1,1,1,1,LOX_bulk_tank,4,2,2.1,1,8,5,0,0,1,1,0,0,0,1,demand_surge,2024,12,47,neonatal_respiratory,0,47,0,23,17,846.0,11.0,1,grid_reliable,17 +1999,referral_hospital,O2_0024,urban,238,1,1,1,1,cylinder_piped,0,0,0.8,1,11,8,1,0,1,1,1,1,0,0,not_applicable,2023,2,40,COPD_exacerbation,34,6,1,1,0,829.0,2.0,1,grid_reliable,8 +2000,referral_hospital,O2_0169,urban,261,1,1,1,1,PSA_plant_onsite,0,0,5.6,1,11,8,22,0,1,1,0,1,1,0,not_applicable,2023,10,30,trauma,23,7,0,3,0,537.0,28.0,1,none,0 +2001,referral_hospital,O2_0008,peri_urban,185,1,1,1,1,LOX_bulk_tank,0,0,10.4,1,8,3,3,0,1,1,1,1,1,0,not_applicable,2022,3,40,pneumonia_adult,35,5,1,2,0,520.0,7.0,0,none,13 +2002,referral_hospital,O2_0090,urban,294,1,1,1,1,PSA_plant_onsite,0,0,2.3,1,7,7,4,0,1,1,1,1,1,0,not_applicable,2024,8,35,pneumonia_child,29,6,1,3,0,904.0,10.0,1,grid_unreliable,0 +2003,referral_hospital,O2_0138,peri_urban,255,1,1,1,1,PSA_plant_onsite,5,3,11.1,1,9,4,3,0,1,1,0,1,1,0,not_applicable,2022,12,31,severe_malaria,24,7,1,2,0,806.0,4.0,1,none,0 +2004,referral_hospital,O2_0023,peri_urban,227,1,1,1,1,cylinder_piped,0,0,4.3,1,6,2,0,0,1,1,0,0,0,2,PSA_plant_breakdown,2022,8,31,heart_failure,0,31,0,9,8,870.0,4.0,1,grid_reliable,2 +2005,referral_hospital,O2_0064,urban,228,1,1,1,1,cylinder_portable,2,0,8.0,1,11,5,4,0,1,0,0,1,1,0,not_applicable,2023,1,52,trauma,39,13,1,6,0,858.0,45.0,1,grid_unreliable,2 +2006,referral_hospital,O2_0136,rural,227,1,1,1,1,LOX_bulk_tank,0,0,3.2,1,13,4,0,0,1,1,1,1,1,0,not_applicable,2024,2,33,surgical_anaesthesia,24,9,0,3,0,723.0,25.0,1,grid_reliable,17 +2007,referral_hospital,O2_0119,urban,214,1,1,1,1,LOX_bulk_tank,0,0,4.7,1,12,5,4,0,1,1,0,0,0,2,cylinder_delivery_delay,2021,4,54,trauma,0,54,0,25,16,682.0,15.0,1,grid_unreliable,10 +2008,referral_hospital,O2_0098,urban,303,1,1,1,1,cylinder_piped,0,0,2.9,1,7,6,0,0,1,1,1,1,1,1,demand_surge,2021,10,33,heart_failure,22,11,1,8,0,743.0,8.0,1,grid_reliable,4 +2009,referral_hospital,O2_0169,urban,230,1,1,1,1,cylinder_piped,2,1,0.9,1,15,6,13,0,1,1,1,1,0,0,not_applicable,2023,12,32,pneumonia_child,22,10,1,3,0,485.0,49.0,1,generator_only,8 +2010,referral_hospital,O2_0083,urban,356,1,1,1,1,PSA_plant_onsite,0,0,4.9,1,9,3,6,1,1,1,0,1,1,0,not_applicable,2024,5,29,sepsis,22,7,1,2,0,990.0,5.0,1,grid_unreliable,2 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+4821,referral_hospital,O2_0141,rural,252,1,1,1,1,LOX_bulk_tank,0,0,0.6,1,12,3,9,0,1,1,0,1,1,0,not_applicable,2024,10,47,trauma,28,19,1,8,0,786.0,12.0,1,grid_unreliable,6 +4822,referral_hospital,O2_0133,urban,280,1,1,1,1,LOX_bulk_tank,0,0,4.1,1,10,9,13,0,1,1,1,1,1,0,not_applicable,2024,6,33,pneumonia_adult,24,9,1,2,0,668.0,17.0,1,generator_only,21 +4823,referral_hospital,O2_0090,peri_urban,270,1,1,1,1,oxygen_concentrator,3,1,2.6,1,16,6,3,0,1,1,1,1,1,0,not_applicable,2023,1,45,neonatal_respiratory,33,12,1,6,0,740.0,2.0,1,generator_only,9 +4824,referral_hospital,O2_0051,urban,265,1,1,1,1,LOX_bulk_tank,0,0,0.4,1,18,9,4,0,1,1,0,1,1,0,not_applicable,2024,7,38,COVID19_severe,27,11,1,4,0,828.0,41.0,1,grid_reliable,5 +4825,referral_hospital,O2_0196,rural,244,1,1,1,1,LOX_bulk_tank,0,0,2.6,1,12,4,18,0,1,0,0,1,1,0,not_applicable,2024,9,41,pneumonia_adult,38,3,1,0,0,962.0,28.0,1,grid_unreliable,0 +4826,referral_hospital,O2_0117,peri_urban,256,1,1,1,1,LOX_bulk_tank,0,0,0.6,1,10,2,20,0,1,1,1,1,1,0,not_applicable,2021,8,29,COPD_exacerbation,22,7,0,2,0,949.0,16.0,0,grid_unreliable,4 +4827,referral_hospital,O2_0191,rural,272,1,1,1,1,LOX_bulk_tank,0,0,2.9,1,6,5,2,0,1,1,1,1,1,0,not_applicable,2023,7,41,sepsis,30,11,1,3,0,1053.0,6.0,1,grid_unreliable,2 +4828,referral_hospital,O2_0014,peri_urban,254,1,1,1,1,PSA_plant_onsite,0,0,0.3,1,12,3,7,0,1,1,0,1,1,0,not_applicable,2024,6,27,trauma,27,0,1,0,0,872.0,34.0,1,generator_only,2 +4829,referral_hospital,O2_0122,urban,293,1,1,1,1,PSA_plant_onsite,0,0,1.3,1,13,3,0,1,1,1,1,1,1,0,not_applicable,2022,7,32,trauma,23,9,1,6,0,819.0,28.0,0,grid_reliable,1 +4830,referral_hospital,O2_0125,rural,217,1,1,1,1,LOX_bulk_tank,0,0,6.9,1,10,2,0,0,1,1,0,0,0,22,demand_surge,2023,8,41,pneumonia_adult,0,41,0,15,10,709.0,17.0,1,grid_reliable,1 +4831,referral_hospital,O2_0102,urban,261,1,1,1,1,LOX_bulk_tank,4,2,1.8,1,11,3,1,0,1,1,1,1,1,0,not_applicable,2024,8,31,other_hypoxemia,21,10,1,4,0,708.0,15.0,1,grid_reliable,3 +4832,referral_hospital,O2_0033,peri_urban,249,1,1,1,1,LOX_bulk_tank,0,0,5.2,1,6,3,3,0,1,0,0,1,1,0,not_applicable,2024,11,44,surgical_anaesthesia,35,9,0,3,0,585.0,11.0,1,solar,3 +4833,referral_hospital,O2_0193,peri_urban,216,1,1,1,1,LOX_bulk_tank,0,0,1.6,1,10,5,7,0,1,1,0,1,1,0,not_applicable,2024,8,44,other_hypoxemia,36,8,0,2,0,1120.0,13.0,0,solar,5 +4834,referral_hospital,O2_0120,peri_urban,204,1,1,1,1,LOX_bulk_tank,0,0,3.6,1,10,8,2,0,1,1,1,1,1,0,not_applicable,2024,1,42,COPD_exacerbation,26,16,1,5,0,994.0,48.0,1,grid_unreliable,5 +4835,referral_hospital,O2_0021,urban,226,1,1,1,1,oxygen_concentrator,5,3,2.3,1,4,4,0,0,1,0,0,0,0,1,PSA_plant_breakdown,2024,12,31,COPD_exacerbation,0,31,0,11,12,874.0,18.0,1,grid_unreliable,8 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+4841,referral_hospital,O2_0061,urban,240,1,1,1,1,LOX_bulk_tank,0,0,9.3,1,7,5,6,0,1,1,1,1,1,0,not_applicable,2021,8,44,neonatal_respiratory,31,13,1,5,0,843.0,9.0,1,generator_only,2 +4842,referral_hospital,O2_0087,rural,295,1,1,1,1,cylinder_piped,0,0,1.6,1,11,10,1,0,1,1,1,0,0,26,PSA_plant_breakdown,2022,6,41,pneumonia_child,0,41,0,13,15,1055.0,19.0,1,grid_reliable,0 +4843,referral_hospital,O2_0089,urban,218,1,1,1,1,LOX_bulk_tank,0,0,0.6,1,5,3,20,0,1,1,0,1,0,15,power_outage,2021,10,34,COVID19_severe,24,10,1,5,0,968.0,25.0,1,grid_reliable,3 +4844,referral_hospital,O2_0161,peri_urban,326,1,1,1,1,PSA_plant_onsite,6,2,0.9,1,10,1,0,1,1,0,0,1,1,4,cylinder_delivery_delay,2022,8,33,COPD_exacerbation,29,4,0,0,0,897.0,1.0,0,grid_unreliable,9 +4845,referral_hospital,O2_0020,urban,265,1,1,1,1,PSA_plant_onsite,0,0,2.1,1,7,4,1,1,1,1,0,1,1,0,not_applicable,2024,9,39,sepsis,30,9,1,4,0,854.0,3.0,0,solar,0 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+4851,referral_hospital,O2_0127,urban,231,1,1,1,1,PSA_plant_onsite,0,0,1.4,1,15,5,3,0,1,1,1,1,1,6,PSA_plant_breakdown,2023,12,37,severe_malaria,30,7,0,2,0,871.0,3.0,1,grid_reliable,4 +4852,referral_hospital,O2_0021,urban,264,1,1,1,1,oxygen_concentrator,7,3,1.4,1,13,2,2,0,1,0,0,1,1,0,not_applicable,2024,6,35,pneumonia_adult,24,11,1,1,0,776.0,2.0,1,grid_reliable,1 +4853,referral_hospital,O2_0154,urban,282,1,1,1,1,cylinder_piped,0,0,8.9,1,19,3,1,0,1,1,1,1,1,0,not_applicable,2022,2,56,neonatal_respiratory,39,17,1,4,0,700.0,2.0,1,grid_reliable,2 +4854,referral_hospital,O2_0099,rural,263,1,1,1,1,oxygen_concentrator,4,3,8.7,1,10,5,0,0,1,1,1,0,0,1,cylinder_delivery_delay,2024,6,36,pneumonia_child,0,36,0,12,10,843.0,17.0,0,grid_reliable,9 +4855,referral_hospital,O2_0092,rural,260,1,1,1,1,LOX_bulk_tank,0,0,3.6,1,14,0,12,0,1,1,1,1,1,0,not_applicable,2023,6,40,pneumonia_child,35,5,1,1,0,758.0,2.0,1,grid_reliable,1 +4856,referral_hospital,O2_0107,urban,255,1,1,1,1,PSA_plant_onsite,0,0,7.8,1,7,8,15,1,1,1,1,1,1,5,concentrator_malfunction,2024,5,49,surgical_anaesthesia,42,7,0,0,0,997.0,7.0,1,generator_only,5 +4857,referral_hospital,O2_0025,urban,219,1,1,1,1,LOX_bulk_tank,5,3,8.7,1,10,2,0,0,1,0,0,0,0,8,power_outage,2022,3,33,neonatal_respiratory,0,33,0,13,13,846.0,14.0,1,grid_unreliable,11 +4858,referral_hospital,O2_0023,urban,300,1,1,1,1,oxygen_concentrator,10,6,0.1,1,10,9,6,0,1,0,0,1,1,0,not_applicable,2022,1,26,pneumonia_adult,17,9,1,3,0,820.0,3.0,1,grid_reliable,5 +4859,referral_hospital,O2_0145,urban,207,1,1,1,1,cylinder_piped,0,0,1.2,1,11,5,5,0,1,0,0,1,1,0,not_applicable,2021,6,51,trauma,40,11,0,3,0,766.0,11.0,1,generator_only,1 +4860,referral_hospital,O2_0019,urban,281,1,1,1,1,cylinder_piped,0,0,1.3,1,12,5,2,0,1,1,1,1,1,0,not_applicable,2024,9,41,COPD_exacerbation,39,2,1,0,0,834.0,15.0,0,grid_reliable,11 +4861,referral_hospital,O2_0077,rural,260,1,1,1,1,LOX_bulk_tank,0,0,0.8,1,8,11,5,0,1,1,1,1,1,0,not_applicable,2023,12,33,pneumonia_child,33,0,1,0,0,913.0,36.0,1,grid_unreliable,9 +4862,referral_hospital,O2_0034,peri_urban,274,1,1,1,1,cylinder_piped,0,0,8.0,1,6,6,3,0,1,1,1,1,1,0,not_applicable,2023,6,40,COVID19_severe,38,2,0,1,0,838.0,1.0,1,grid_unreliable,4 +4863,referral_hospital,O2_0047,urban,214,1,1,1,1,cylinder_portable,4,1,4.1,1,8,8,9,0,1,1,1,1,1,0,not_applicable,2023,7,45,asthma_severe,37,8,1,2,0,859.0,11.0,1,grid_reliable,1 +4864,referral_hospital,O2_0143,urban,384,1,1,1,1,PSA_plant_onsite,0,0,9.7,1,13,7,8,1,1,1,0,1,1,0,not_applicable,2022,4,39,other_hypoxemia,29,10,1,4,0,337.0,11.0,0,grid_unreliable,1 +4865,referral_hospital,O2_0185,peri_urban,313,1,1,1,1,cylinder_piped,0,0,6.1,1,15,4,0,0,1,1,1,1,1,0,not_applicable,2023,9,40,pneumonia_child,31,9,1,4,0,900.0,7.0,1,generator_only,0 +4866,referral_hospital,O2_0008,urban,320,1,1,1,1,oxygen_concentrator,1,0,0.4,1,11,5,6,0,1,0,0,1,1,0,not_applicable,2022,8,40,sepsis,23,17,1,4,0,807.0,2.0,1,grid_reliable,10 +4867,referral_hospital,O2_0045,peri_urban,284,1,1,1,1,cylinder_portable,3,1,12.7,1,4,5,3,0,1,1,1,1,0,0,not_applicable,2023,6,40,other_hypoxemia,26,14,1,4,0,820.0,16.0,1,grid_unreliable,1 +4868,referral_hospital,O2_0043,peri_urban,301,1,1,1,1,LOX_bulk_tank,3,1,4.8,1,8,4,4,0,1,1,1,0,0,12,power_outage,2022,2,38,surgical_anaesthesia,0,38,0,15,15,909.0,5.0,1,grid_reliable,5 +4869,referral_hospital,O2_0040,peri_urban,281,1,1,1,1,cylinder_piped,0,0,2.2,1,8,4,17,0,1,1,1,1,0,0,not_applicable,2023,2,48,sepsis,48,0,0,0,0,845.0,36.0,1,grid_unreliable,10 +4870,referral_hospital,O2_0175,peri_urban,256,1,1,1,1,oxygen_concentrator,3,1,9.3,1,8,1,6,0,1,1,1,1,1,0,not_applicable,2023,10,42,severe_malaria,42,0,1,0,0,1165.0,4.0,1,grid_unreliable,3 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+5726,referral_hospital,O2_0043,peri_urban,264,1,1,1,1,PSA_plant_onsite,1,0,4.8,1,15,3,6,0,1,1,1,1,0,7,power_outage,2023,6,43,neonatal_respiratory,37,6,1,2,0,792.0,20.0,1,grid_reliable,0 +5727,referral_hospital,O2_0158,rural,205,1,1,1,1,LOX_bulk_tank,0,0,0.2,1,3,8,4,0,1,1,1,1,1,0,not_applicable,2024,8,43,neonatal_respiratory,27,16,1,5,0,672.0,1.0,1,grid_reliable,1 +5728,referral_hospital,O2_0100,urban,323,1,1,1,1,LOX_bulk_tank,0,0,3.5,1,7,6,5,0,1,1,1,1,0,0,not_applicable,2024,8,32,sepsis,14,18,0,6,0,760.0,4.0,1,grid_reliable,1 +5729,referral_hospital,O2_0141,peri_urban,277,1,1,1,1,oxygen_concentrator,4,2,2.0,1,10,7,3,0,1,0,0,1,0,0,not_applicable,2024,7,46,pneumonia_child,46,0,1,0,0,865.0,17.0,1,grid_unreliable,12 +5730,referral_hospital,O2_0034,urban,246,1,1,1,1,LOX_bulk_tank,7,5,1.0,1,9,3,1,0,1,1,1,1,1,1,cylinder_delivery_delay,2021,9,41,pneumonia_child,34,7,1,1,0,558.0,6.0,1,grid_reliable,8 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+5736,referral_hospital,O2_0032,urban,263,1,1,1,1,cylinder_piped,0,0,3.1,1,10,4,3,0,1,1,1,1,0,0,not_applicable,2022,10,41,surgical_anaesthesia,41,0,1,0,0,968.0,41.0,1,generator_only,5 +5737,referral_hospital,O2_0024,peri_urban,194,1,1,1,1,LOX_bulk_tank,0,0,0.3,1,13,4,1,0,1,1,1,1,1,0,not_applicable,2024,7,37,surgical_anaesthesia,32,5,0,2,0,518.0,2.0,1,grid_reliable,5 +5738,referral_hospital,O2_0140,urban,268,1,1,1,1,PSA_plant_onsite,0,0,4.7,1,6,5,6,1,1,1,1,0,0,9,supplier_stockout,2023,4,41,neonatal_respiratory,0,41,0,14,10,661.0,3.0,1,grid_reliable,0 +5739,referral_hospital,O2_0194,urban,309,1,1,1,1,cylinder_piped,1,0,11.7,1,8,2,2,0,1,1,1,1,1,0,not_applicable,2024,9,39,COVID19_severe,23,16,0,10,0,586.0,8.0,1,grid_reliable,2 +5740,referral_hospital,O2_0186,urban,364,1,1,1,1,PSA_plant_onsite,0,0,2.2,1,12,6,24,1,1,1,1,1,1,0,not_applicable,2021,5,44,COVID19_severe,23,21,1,8,0,719.0,9.0,1,grid_unreliable,14 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+5816,referral_hospital,O2_0166,urban,213,1,1,1,1,LOX_bulk_tank,0,0,3.0,1,12,6,5,0,1,1,0,1,1,0,not_applicable,2024,8,40,sepsis,24,16,0,9,0,730.0,21.0,1,grid_reliable,5 +5817,referral_hospital,O2_0001,peri_urban,199,1,1,1,1,LOX_bulk_tank,0,0,9.8,1,13,5,1,0,1,1,0,1,1,0,not_applicable,2023,3,39,heart_failure,39,0,1,0,0,892.0,43.0,1,none,1 +5818,referral_hospital,O2_0082,urban,287,1,1,1,1,cylinder_piped,5,2,3.4,1,5,3,3,0,1,1,1,1,0,0,not_applicable,2024,8,51,severe_malaria,47,4,1,1,0,827.0,17.0,1,generator_only,4 +5819,referral_hospital,O2_0035,peri_urban,193,1,1,1,1,oxygen_concentrator,5,4,3.9,1,9,4,2,0,1,1,1,1,1,0,not_applicable,2024,8,41,pneumonia_adult,27,14,0,4,0,885.0,9.0,1,grid_unreliable,3 +5820,referral_hospital,O2_0061,urban,262,1,1,1,1,LOX_bulk_tank,0,0,1.8,1,5,7,0,0,1,1,1,1,0,0,not_applicable,2023,3,43,neonatal_respiratory,30,13,0,3,0,615.0,7.0,1,grid_unreliable,7 +5821,referral_hospital,O2_0013,peri_urban,250,1,1,1,1,PSA_plant_onsite,0,0,4.7,1,4,4,5,0,1,0,0,0,0,10,demand_surge,2023,4,41,pneumonia_adult,0,41,0,20,17,757.0,9.0,1,grid_reliable,7 +5822,referral_hospital,O2_0196,peri_urban,223,1,1,1,1,LOX_bulk_tank,0,0,4.2,1,5,3,3,0,1,1,1,1,1,0,not_applicable,2024,9,44,neonatal_respiratory,35,9,1,2,0,878.0,2.0,1,generator_only,1 +5823,referral_hospital,O2_0042,urban,178,1,1,1,1,oxygen_concentrator,6,3,6.3,1,9,2,3,0,1,1,0,0,0,15,empty_cylinders_not_collected,2023,3,44,pneumonia_adult,0,44,0,14,18,896.0,31.0,1,grid_unreliable,2 +5824,referral_hospital,O2_0002,peri_urban,215,1,1,1,1,LOX_bulk_tank,0,0,6.9,1,18,7,7,0,1,1,0,1,1,0,not_applicable,2021,6,47,COPD_exacerbation,39,8,1,2,0,1295.0,4.0,1,generator_only,4 +5825,referral_hospital,O2_0027,rural,168,1,1,1,1,LOX_bulk_tank,3,2,1.5,1,13,6,3,0,1,0,0,1,1,0,not_applicable,2022,4,33,pneumonia_child,25,8,0,3,0,1031.0,8.0,1,grid_reliable,3 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+5831,referral_hospital,O2_0157,urban,263,1,1,1,1,PSA_plant_onsite,0,0,0.9,1,8,4,1,1,1,1,1,0,0,11,concentrator_malfunction,2023,1,49,pneumonia_child,0,49,0,13,1,798.0,1.0,1,grid_reliable,13 +5832,referral_hospital,O2_0051,urban,184,1,1,1,1,cylinder_piped,0,0,4.7,1,11,5,1,0,1,0,0,1,0,0,not_applicable,2023,7,48,pneumonia_child,33,15,1,3,0,466.0,7.0,1,grid_reliable,7 +5833,referral_hospital,O2_0017,urban,263,1,1,1,1,PSA_plant_onsite,0,0,12.6,1,9,9,6,0,1,1,0,1,1,5,cylinder_delivery_delay,2021,5,46,COPD_exacerbation,35,11,0,2,0,735.0,13.0,1,grid_reliable,0 +5834,referral_hospital,O2_0120,urban,191,1,1,1,1,LOX_bulk_tank,5,2,4.5,1,12,5,3,0,1,0,0,1,0,0,not_applicable,2023,12,32,trauma,26,6,0,1,0,570.0,6.0,1,grid_reliable,13 +5835,referral_hospital,O2_0049,urban,257,1,1,1,1,LOX_bulk_tank,0,0,2.5,1,11,7,3,0,1,1,0,1,1,0,not_applicable,2024,5,47,severe_malaria,40,7,1,3,0,945.0,25.0,0,grid_reliable,2 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+6081,referral_hospital,O2_0100,urban,234,1,1,1,1,LOX_bulk_tank,0,0,0.3,1,17,6,0,0,1,1,1,1,1,0,not_applicable,2022,5,27,pneumonia_adult,27,0,1,0,0,961.0,20.0,1,grid_unreliable,1 +6082,referral_hospital,O2_0075,peri_urban,196,1,1,1,1,PSA_plant_onsite,0,0,0.4,1,14,6,7,0,1,1,1,1,1,0,not_applicable,2023,6,43,COPD_exacerbation,28,15,1,8,0,647.0,0.0,1,grid_unreliable,0 +6083,referral_hospital,O2_0089,urban,237,1,1,1,1,PSA_plant_onsite,0,0,0.2,1,8,7,5,1,1,1,0,1,1,0,not_applicable,2022,11,38,other_hypoxemia,23,15,1,4,0,995.0,15.0,1,grid_unreliable,2 +6084,referral_hospital,O2_0044,rural,190,1,1,1,1,LOX_bulk_tank,5,3,2.0,1,11,6,1,0,1,1,1,1,1,0,not_applicable,2022,6,38,pneumonia_adult,31,7,1,2,0,848.0,27.0,1,generator_only,5 +6085,referral_hospital,O2_0058,rural,276,1,1,1,1,LOX_bulk_tank,0,0,1.1,1,6,7,1,0,1,1,1,1,0,0,not_applicable,2022,2,26,neonatal_respiratory,18,8,1,2,0,613.0,3.0,1,grid_unreliable,1 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+6526,referral_hospital,O2_0018,urban,276,1,1,1,1,oxygen_concentrator,6,4,6.3,1,8,7,1,0,1,1,1,1,0,0,not_applicable,2021,8,46,other_hypoxemia,32,14,1,7,0,722.0,12.0,1,grid_unreliable,12 +6527,referral_hospital,O2_0199,peri_urban,246,1,1,1,1,PSA_plant_onsite,4,3,0.5,1,11,5,3,1,1,1,1,1,1,0,not_applicable,2024,2,37,heart_failure,25,12,1,5,0,758.0,53.0,1,grid_reliable,6 +6528,referral_hospital,O2_0115,urban,220,1,1,1,1,cylinder_piped,0,0,1.0,1,10,6,9,0,1,1,0,1,1,0,not_applicable,2022,8,47,COVID19_severe,39,8,1,0,0,739.0,34.0,1,grid_reliable,3 +6529,referral_hospital,O2_0175,rural,153,1,1,1,1,oxygen_concentrator,5,3,3.5,1,9,1,4,0,1,1,1,0,0,25,power_outage,2023,2,26,pneumonia_child,0,26,0,7,3,781.0,38.0,0,generator_only,9 +6530,referral_hospital,O2_0044,urban,239,1,1,1,1,LOX_bulk_tank,5,4,0.2,1,15,3,8,0,1,1,1,1,1,0,not_applicable,2022,1,38,pneumonia_child,36,2,1,0,0,737.0,19.0,1,generator_only,6 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+6811,referral_hospital,O2_0108,peri_urban,219,1,1,1,1,LOX_bulk_tank,0,0,4.1,1,13,8,6,0,1,1,1,1,1,0,not_applicable,2024,3,42,neonatal_respiratory,42,0,0,0,0,609.0,31.0,1,grid_unreliable,4 +6812,referral_hospital,O2_0134,urban,208,1,1,1,1,PSA_plant_onsite,0,0,2.5,1,8,4,9,0,1,1,0,1,0,0,not_applicable,2024,5,51,neonatal_respiratory,39,12,1,2,0,810.0,0.0,1,grid_unreliable,2 +6813,referral_hospital,O2_0161,peri_urban,273,1,1,1,1,oxygen_concentrator,3,2,7.7,1,18,5,2,0,1,0,0,1,1,0,not_applicable,2021,8,34,trauma,15,19,0,4,0,841.0,45.0,1,grid_reliable,17 +6814,referral_hospital,O2_0193,urban,244,1,1,1,1,PSA_plant_onsite,0,0,5.3,1,7,8,4,0,1,1,1,1,1,0,not_applicable,2022,10,47,pneumonia_adult,35,12,1,5,0,801.0,2.0,1,grid_unreliable,4 +6815,referral_hospital,O2_0103,urban,297,1,1,1,1,PSA_plant_onsite,0,0,3.6,1,12,3,9,1,1,1,1,0,0,1,concentrator_malfunction,2023,7,34,pneumonia_child,0,34,0,10,9,1101.0,10.0,0,grid_unreliable,0 +6816,referral_hospital,O2_0119,rural,247,1,1,1,1,PSA_plant_onsite,0,0,7.4,1,8,7,8,0,1,1,1,0,0,25,concentrator_malfunction,2021,4,37,sepsis,0,37,0,12,16,806.0,12.0,0,grid_reliable,5 +6817,referral_hospital,O2_0128,urban,238,1,1,1,1,PSA_plant_onsite,0,0,3.4,1,10,7,15,1,1,1,1,1,1,0,not_applicable,2024,8,48,other_hypoxemia,39,9,1,4,0,710.0,4.0,0,grid_unreliable,1 +6818,referral_hospital,O2_0056,rural,203,1,1,1,1,oxygen_concentrator,8,4,0.9,1,9,7,8,0,1,0,0,1,1,0,not_applicable,2024,10,32,surgical_anaesthesia,32,0,1,0,0,938.0,12.0,1,grid_reliable,3 +6819,referral_hospital,O2_0183,urban,252,1,1,1,1,oxygen_concentrator,3,1,1.8,1,10,2,2,0,1,1,1,0,0,1,demand_surge,2024,8,42,sepsis,0,42,0,15,11,614.0,8.0,1,grid_unreliable,2 +6820,referral_hospital,O2_0043,rural,203,1,1,1,1,LOX_bulk_tank,5,2,0.1,1,12,5,8,0,1,1,1,1,0,0,not_applicable,2022,1,49,surgical_anaesthesia,35,14,1,4,0,856.0,6.0,1,grid_unreliable,6 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+6826,referral_hospital,O2_0177,urban,268,1,1,1,1,cylinder_piped,11,8,2.6,1,11,8,0,0,1,1,1,0,0,23,regulator_valve_failure,2021,6,41,neonatal_respiratory,0,41,0,15,14,1031.0,13.0,0,grid_reliable,13 +6827,referral_hospital,O2_0098,urban,325,1,1,1,1,oxygen_concentrator,7,5,2.0,1,15,3,7,0,1,1,1,1,0,0,not_applicable,2023,5,40,pneumonia_child,28,12,0,3,0,965.0,15.0,0,grid_reliable,10 +6828,referral_hospital,O2_0192,urban,251,1,1,1,1,PSA_plant_onsite,0,0,4.2,1,15,4,7,1,1,1,1,0,0,2,PSA_plant_breakdown,2021,2,39,neonatal_respiratory,0,39,0,11,18,843.0,39.0,0,generator_only,2 +6829,referral_hospital,O2_0028,urban,321,1,1,1,1,LOX_bulk_tank,4,2,3.0,1,9,8,16,0,1,1,1,1,1,0,not_applicable,2023,5,44,pneumonia_child,44,0,1,0,0,872.0,23.0,1,grid_reliable,1 +6830,referral_hospital,O2_0024,urban,196,1,1,1,1,PSA_plant_onsite,0,0,11.5,1,12,6,6,1,1,1,1,1,1,0,not_applicable,2024,8,42,trauma,21,21,1,5,0,626.0,6.0,1,grid_unreliable,0 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+6841,referral_hospital,O2_0193,urban,196,1,1,1,1,LOX_bulk_tank,5,3,0.1,1,12,5,5,0,1,1,0,1,0,0,not_applicable,2022,5,40,pneumonia_adult,34,6,0,3,0,828.0,4.0,1,grid_unreliable,0 +6842,referral_hospital,O2_0174,urban,277,1,1,1,1,oxygen_concentrator,6,3,3.0,1,9,4,11,0,1,1,1,0,0,14,cylinder_delivery_delay,2024,4,40,heart_failure,0,40,0,11,14,971.0,21.0,1,solar,4 +6843,referral_hospital,O2_0108,urban,335,1,1,1,1,PSA_plant_onsite,0,0,1.1,1,13,5,10,1,1,1,1,1,1,0,not_applicable,2022,2,31,sepsis,24,7,1,3,0,1165.0,15.0,1,solar,1 +6844,referral_hospital,O2_0104,peri_urban,148,1,1,1,1,PSA_plant_onsite,0,0,1.2,1,4,7,11,1,1,1,1,1,1,0,not_applicable,2024,2,39,COPD_exacerbation,33,6,1,0,0,437.0,2.0,1,generator_only,0 +6845,referral_hospital,O2_0097,peri_urban,238,1,1,1,1,cylinder_piped,0,0,6.7,1,11,3,2,0,1,1,0,1,1,0,not_applicable,2021,12,34,pneumonia_child,34,0,1,0,0,816.0,51.0,1,solar,1 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+7061,referral_hospital,O2_0129,urban,255,1,1,1,1,LOX_bulk_tank,0,0,1.2,1,11,4,12,0,1,1,0,0,0,3,cylinder_delivery_delay,2021,7,40,other_hypoxemia,0,40,0,11,15,1098.0,1.0,1,solar,0 +7062,referral_hospital,O2_0055,rural,228,1,1,1,1,cylinder_portable,0,0,1.6,1,6,3,0,0,1,0,0,1,1,0,not_applicable,2022,7,38,COPD_exacerbation,35,3,1,1,0,644.0,71.0,1,grid_reliable,2 +7063,referral_hospital,O2_0102,urban,322,1,1,1,1,cylinder_piped,5,2,3.1,1,12,2,1,0,1,0,0,1,1,3,PSA_plant_breakdown,2023,11,33,COPD_exacerbation,19,14,1,5,0,748.0,11.0,1,grid_reliable,13 +7064,referral_hospital,O2_0083,urban,202,1,1,1,1,LOX_bulk_tank,8,3,0.5,1,13,7,0,0,1,1,0,1,1,0,not_applicable,2024,2,49,severe_malaria,39,10,1,3,0,864.0,23.0,1,grid_reliable,0 +7065,referral_hospital,O2_0056,peri_urban,192,1,1,1,1,PSA_plant_onsite,2,1,1.3,1,11,6,2,1,1,1,1,1,0,0,not_applicable,2024,4,34,severe_malaria,28,6,1,2,0,821.0,19.0,1,grid_reliable,4 +7066,referral_hospital,O2_0114,urban,258,1,1,1,1,PSA_plant_onsite,0,0,1.6,1,10,6,1,1,1,1,1,1,1,0,not_applicable,2023,10,42,neonatal_respiratory,35,7,1,4,0,839.0,2.0,1,grid_reliable,1 +7067,referral_hospital,O2_0027,urban,217,1,1,1,1,cylinder_portable,0,0,11.3,1,6,4,0,0,1,1,1,0,0,15,power_outage,2022,2,32,pneumonia_child,0,32,0,9,8,891.0,16.0,0,generator_only,5 +7068,referral_hospital,O2_0021,peri_urban,230,1,1,1,1,LOX_bulk_tank,0,0,1.1,1,10,5,0,0,1,1,1,0,0,1,PSA_plant_breakdown,2024,7,35,surgical_anaesthesia,0,35,0,11,14,590.0,17.0,1,generator_only,7 +7069,referral_hospital,O2_0108,peri_urban,267,1,1,1,1,PSA_plant_onsite,0,0,5.6,1,7,5,4,0,1,1,1,1,1,0,not_applicable,2024,3,32,sepsis,21,11,1,2,0,905.0,19.0,1,grid_reliable,12 +7070,referral_hospital,O2_0044,urban,204,1,1,1,1,cylinder_piped,4,3,5.0,1,8,2,1,0,1,1,0,1,1,0,not_applicable,2022,11,39,severe_malaria,39,0,0,0,0,642.0,25.0,1,generator_only,7 +7071,referral_hospital,O2_0002,rural,236,1,1,1,1,cylinder_piped,7,5,1.9,1,10,3,5,0,1,1,1,0,0,7,power_outage,2022,5,42,COPD_exacerbation,0,42,0,12,20,892.0,6.0,1,grid_reliable,1 +7072,referral_hospital,O2_0066,urban,359,1,1,1,1,cylinder_piped,0,0,3.9,1,9,6,2,0,1,0,0,1,1,0,not_applicable,2024,12,28,COVID19_severe,23,5,1,1,0,1061.0,6.0,1,generator_only,0 +7073,referral_hospital,O2_0196,peri_urban,259,1,1,1,1,cylinder_portable,4,4,1.6,1,13,7,5,0,1,1,1,0,0,3,PSA_plant_breakdown,2024,4,30,surgical_anaesthesia,0,30,0,12,3,755.0,60.0,1,grid_unreliable,3 +7074,referral_hospital,O2_0129,peri_urban,204,1,1,1,1,LOX_bulk_tank,0,0,2.6,1,17,3,9,0,1,1,1,1,1,0,not_applicable,2024,7,38,pneumonia_adult,35,3,1,0,0,697.0,11.0,1,grid_unreliable,2 +7075,referral_hospital,O2_0126,urban,288,1,1,1,1,LOX_bulk_tank,0,0,4.6,1,13,10,1,0,1,1,1,1,1,0,not_applicable,2023,1,54,heart_failure,46,8,0,4,0,860.0,12.0,1,grid_unreliable,5 +7076,referral_hospital,O2_0045,urban,237,1,1,1,1,oxygen_concentrator,3,1,1.2,1,13,1,10,0,1,1,1,1,0,0,not_applicable,2024,5,37,heart_failure,33,4,1,2,0,711.0,42.0,1,grid_unreliable,3 +7077,referral_hospital,O2_0052,rural,273,1,1,1,1,cylinder_portable,0,0,0.8,1,11,4,4,0,1,1,1,1,1,0,not_applicable,2022,10,38,pneumonia_adult,28,10,1,4,0,578.0,28.0,1,generator_only,3 +7078,referral_hospital,O2_0149,urban,260,1,1,1,1,LOX_bulk_tank,0,0,2.2,1,10,5,1,0,1,1,1,1,1,12,funding_for_refill,2024,6,38,pneumonia_child,35,3,1,1,0,631.0,8.0,1,solar,3 +7079,referral_hospital,O2_0131,rural,238,1,1,1,1,PSA_plant_onsite,0,0,4.2,1,10,5,4,0,1,1,1,1,0,0,not_applicable,2024,1,45,neonatal_respiratory,29,16,1,5,0,721.0,8.0,1,solar,8 +7080,referral_hospital,O2_0117,urban,287,1,1,1,1,PSA_plant_onsite,7,4,1.8,1,8,5,2,0,1,0,0,1,1,0,not_applicable,2023,3,44,neonatal_respiratory,34,10,1,1,0,728.0,1.0,1,grid_reliable,4 +7081,referral_hospital,O2_0174,urban,261,1,1,1,1,cylinder_piped,0,0,1.3,1,16,2,0,0,1,1,1,1,1,0,not_applicable,2023,10,38,pneumonia_adult,30,8,1,3,0,883.0,45.0,0,grid_unreliable,5 +7082,referral_hospital,O2_0085,urban,276,1,1,1,1,PSA_plant_onsite,0,0,4.4,1,8,5,3,0,1,1,1,1,1,0,not_applicable,2023,10,35,COPD_exacerbation,33,2,1,2,0,708.0,10.0,1,generator_only,1 +7083,referral_hospital,O2_0091,urban,288,1,1,1,1,PSA_plant_onsite,0,0,1.0,1,10,5,0,1,1,1,1,1,0,0,not_applicable,2022,1,38,asthma_severe,23,15,1,6,0,845.0,84.0,1,grid_unreliable,0 +7084,referral_hospital,O2_0147,urban,285,1,1,1,1,LOX_bulk_tank,0,0,1.7,1,8,8,4,0,1,1,1,0,0,30,PSA_plant_breakdown,2023,9,43,trauma,0,43,0,15,23,936.0,23.0,1,grid_unreliable,1 +7085,referral_hospital,O2_0187,peri_urban,286,1,1,1,1,oxygen_concentrator,7,3,1.4,1,9,5,0,0,1,0,0,1,1,0,not_applicable,2024,3,29,other_hypoxemia,24,5,1,2,0,967.0,5.0,0,grid_unreliable,4 +7086,referral_hospital,O2_0177,urban,227,1,1,1,1,cylinder_piped,0,0,11.0,1,9,4,0,0,1,1,1,1,1,0,not_applicable,2023,4,39,asthma_severe,35,4,1,2,0,776.0,14.0,1,grid_unreliable,12 +7087,referral_hospital,O2_0160,rural,290,1,1,1,1,LOX_bulk_tank,0,0,0.9,1,12,6,0,0,1,1,1,0,0,8,cylinder_delivery_delay,2024,4,37,pneumonia_adult,0,37,0,18,16,1019.0,4.0,1,generator_only,12 +7088,referral_hospital,O2_0108,urban,220,1,1,1,1,PSA_plant_onsite,8,5,2.9,1,10,9,19,1,1,1,1,1,1,7,PSA_plant_breakdown,2022,9,40,pneumonia_child,27,13,1,5,0,888.0,6.0,1,generator_only,1 +7089,referral_hospital,O2_0188,urban,236,1,1,1,1,cylinder_piped,4,2,1.7,1,8,10,7,0,1,0,0,1,0,0,not_applicable,2024,5,43,pneumonia_child,39,4,0,3,0,871.0,13.0,1,grid_reliable,1 +7090,referral_hospital,O2_0162,rural,190,1,1,1,1,cylinder_piped,4,3,1.2,1,3,7,0,0,1,0,0,0,0,8,supplier_stockout,2024,3,37,pneumonia_adult,0,37,0,10,7,694.0,5.0,1,grid_reliable,0 +7091,referral_hospital,O2_0122,peri_urban,215,1,1,1,1,cylinder_piped,0,0,3.8,1,13,9,5,0,1,1,0,1,1,0,not_applicable,2022,2,52,heart_failure,43,9,1,5,0,697.0,11.0,1,grid_reliable,1 +7092,referral_hospital,O2_0185,rural,283,1,1,1,1,cylinder_piped,0,0,4.2,1,6,8,2,0,1,0,0,1,0,0,not_applicable,2024,1,38,COVID19_severe,27,11,1,3,0,827.0,20.0,1,grid_unreliable,1 +7093,referral_hospital,O2_0040,peri_urban,252,1,1,1,1,LOX_bulk_tank,0,0,0.5,1,11,3,9,0,1,1,1,1,1,0,not_applicable,2024,4,39,other_hypoxemia,28,11,1,3,0,896.0,0.0,1,grid_unreliable,1 +7094,referral_hospital,O2_0136,peri_urban,255,1,1,1,1,cylinder_piped,0,0,0.1,1,9,5,3,0,1,0,0,1,0,0,not_applicable,2022,7,52,severe_malaria,51,1,1,1,0,685.0,14.0,1,grid_reliable,1 +7095,referral_hospital,O2_0001,peri_urban,295,1,1,1,1,oxygen_concentrator,5,3,0.0,1,7,4,1,0,1,1,1,0,0,1,piping_system_leak,2021,6,34,heart_failure,0,34,0,13,19,847.0,31.0,0,grid_unreliable,4 +7096,referral_hospital,O2_0154,urban,218,1,1,1,1,LOX_bulk_tank,0,0,1.2,1,8,3,3,0,1,1,1,1,1,0,not_applicable,2022,11,40,pneumonia_adult,33,7,0,3,0,667.0,14.0,1,solar,2 +7097,referral_hospital,O2_0094,urban,267,1,1,1,1,LOX_bulk_tank,0,0,1.7,1,10,5,7,0,1,1,0,1,0,0,not_applicable,2022,12,32,trauma,29,3,0,1,0,842.0,45.0,1,generator_only,7 +7098,referral_hospital,O2_0013,urban,221,1,1,1,1,oxygen_concentrator,2,1,0.7,1,12,8,10,0,1,1,1,1,1,0,not_applicable,2024,9,31,COPD_exacerbation,25,6,1,0,0,870.0,2.0,0,grid_unreliable,1 +7099,referral_hospital,O2_0028,urban,174,1,1,1,1,oxygen_concentrator,8,4,8.5,1,10,9,1,0,1,1,0,1,1,0,not_applicable,2023,12,41,pneumonia_child,29,12,1,5,0,674.0,11.0,1,grid_unreliable,0 +7100,referral_hospital,O2_0050,urban,297,1,1,1,1,PSA_plant_onsite,3,2,3.2,1,11,2,6,0,1,1,1,0,0,7,concentrator_malfunction,2022,1,40,neonatal_respiratory,0,40,0,13,10,851.0,5.0,1,grid_reliable,3 +7101,referral_hospital,O2_0036,urban,344,1,1,1,1,cylinder_piped,0,0,1.2,1,13,4,1,0,1,1,1,1,0,0,not_applicable,2023,7,37,neonatal_respiratory,37,0,1,0,0,777.0,7.0,1,grid_reliable,1 +7102,referral_hospital,O2_0002,urban,195,1,1,1,1,cylinder_portable,0,0,0.6,1,7,4,0,0,1,1,1,1,1,0,not_applicable,2023,8,41,sepsis,37,4,1,1,0,1068.0,50.0,1,grid_reliable,2 +7103,referral_hospital,O2_0163,peri_urban,266,1,1,1,1,PSA_plant_onsite,6,5,4.7,1,10,5,3,0,1,1,1,1,1,1,demand_surge,2023,6,36,neonatal_respiratory,25,11,0,4,0,489.0,89.0,1,none,3 +7104,referral_hospital,O2_0159,peri_urban,242,1,1,1,1,cylinder_piped,0,0,2.4,1,13,4,0,0,1,1,0,1,1,0,not_applicable,2023,7,44,pneumonia_child,31,13,1,6,0,913.0,48.0,1,grid_unreliable,2 +7105,referral_hospital,O2_0031,rural,201,1,1,1,1,PSA_plant_onsite,0,0,2.4,1,12,4,1,1,1,1,1,1,1,0,not_applicable,2023,10,39,neonatal_respiratory,39,0,1,0,0,855.0,7.0,1,grid_reliable,2 +7106,referral_hospital,O2_0049,urban,253,1,1,1,1,PSA_plant_onsite,0,0,4.9,1,8,4,6,1,1,1,0,1,1,0,not_applicable,2023,3,37,heart_failure,22,15,1,5,0,888.0,2.0,1,generator_only,0 +7107,referral_hospital,O2_0127,rural,315,1,1,1,1,oxygen_concentrator,2,1,2.7,1,9,6,0,0,1,0,0,1,1,0,not_applicable,2022,9,42,pneumonia_adult,37,5,1,0,0,906.0,10.0,1,grid_reliable,10 +7108,referral_hospital,O2_0058,urban,189,1,1,1,1,LOX_bulk_tank,0,0,3.7,1,10,6,7,0,1,1,1,1,0,0,not_applicable,2023,11,29,neonatal_respiratory,25,4,1,2,0,604.0,38.0,1,grid_reliable,0 +7109,referral_hospital,O2_0190,peri_urban,317,1,1,1,1,oxygen_concentrator,5,5,0.1,1,8,6,5,0,1,1,1,1,1,0,not_applicable,2022,8,49,pneumonia_child,47,2,1,1,0,824.0,1.0,1,generator_only,2 +7110,referral_hospital,O2_0155,peri_urban,310,1,1,1,1,PSA_plant_onsite,0,0,2.4,1,10,5,1,1,1,1,1,0,0,30,supplier_stockout,2024,12,25,pneumonia_adult,0,25,0,11,10,700.0,6.0,1,none,8 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+7716,referral_hospital,O2_0049,urban,214,1,1,1,1,oxygen_concentrator,5,2,0.2,1,6,7,4,0,1,1,0,1,1,0,not_applicable,2023,12,33,pneumonia_adult,21,12,0,3,0,892.0,8.0,1,grid_reliable,1 +7717,referral_hospital,O2_0099,rural,217,1,1,1,1,PSA_plant_onsite,0,0,1.9,1,11,5,0,0,1,1,1,1,1,1,piping_system_leak,2023,7,30,neonatal_respiratory,26,4,1,1,0,799.0,12.0,1,grid_unreliable,6 +7718,referral_hospital,O2_0184,peri_urban,223,1,1,1,1,cylinder_piped,4,3,4.3,1,5,5,12,0,1,1,1,1,1,0,not_applicable,2021,12,38,pneumonia_adult,31,7,1,5,0,817.0,7.0,0,grid_reliable,0 +7719,referral_hospital,O2_0055,urban,250,1,1,1,1,LOX_bulk_tank,0,0,1.4,1,9,4,9,0,1,1,1,1,1,6,funding_for_refill,2024,12,48,neonatal_respiratory,45,3,0,1,0,1007.0,19.0,1,grid_unreliable,4 +7720,referral_hospital,O2_0012,urban,275,1,1,1,1,oxygen_concentrator,4,2,1.3,1,7,4,4,0,1,1,1,1,1,0,not_applicable,2023,11,48,other_hypoxemia,47,1,0,0,0,830.0,11.0,1,grid_reliable,1 +7721,referral_hospital,O2_0077,urban,226,1,1,1,1,PSA_plant_onsite,0,0,9.7,1,10,8,1,0,1,1,0,1,0,0,not_applicable,2024,4,33,other_hypoxemia,24,9,0,3,0,1074.0,14.0,1,grid_reliable,0 +7722,referral_hospital,O2_0091,urban,252,1,1,1,1,cylinder_piped,2,1,7.5,1,6,6,7,0,1,1,1,0,0,14,PSA_plant_breakdown,2021,11,39,heart_failure,0,39,0,20,11,374.0,5.0,1,grid_reliable,3 +7723,referral_hospital,O2_0010,peri_urban,299,1,1,1,1,oxygen_concentrator,3,1,2.5,1,11,6,6,0,1,1,0,1,1,0,not_applicable,2023,2,42,severe_malaria,22,20,1,8,0,728.0,44.0,1,generator_only,1 +7724,referral_hospital,O2_0105,urban,215,1,1,1,1,LOX_bulk_tank,0,0,4.7,1,12,7,9,0,1,1,1,0,0,9,piping_system_leak,2023,8,31,neonatal_respiratory,0,31,0,12,7,675.0,10.0,1,grid_reliable,0 +7725,referral_hospital,O2_0116,urban,253,1,1,1,1,LOX_bulk_tank,0,0,2.5,1,10,7,4,0,1,1,0,1,1,0,not_applicable,2023,8,53,pneumonia_child,48,5,1,3,0,924.0,24.0,1,solar,6 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+7736,referral_hospital,O2_0029,peri_urban,313,1,1,1,1,LOX_bulk_tank,5,5,4.1,1,12,4,9,0,1,1,1,1,0,0,not_applicable,2023,3,47,surgical_anaesthesia,30,17,0,8,0,851.0,1.0,1,grid_unreliable,9 +7737,referral_hospital,O2_0141,urban,235,1,1,1,1,oxygen_concentrator,2,1,4.5,1,16,5,2,0,1,1,1,1,1,0,not_applicable,2021,5,37,asthma_severe,23,14,1,5,0,556.0,3.0,1,grid_unreliable,2 +7738,referral_hospital,O2_0056,urban,225,1,1,1,1,LOX_bulk_tank,5,4,4.6,1,13,5,2,0,1,1,1,0,0,10,supplier_stockout,2022,11,49,COVID19_severe,0,49,0,20,17,859.0,3.0,1,grid_reliable,1 +7739,referral_hospital,O2_0082,rural,181,1,1,1,1,oxygen_concentrator,3,3,3.2,1,10,4,4,0,1,1,1,1,1,0,not_applicable,2024,5,48,pneumonia_child,31,17,0,5,0,975.0,3.0,0,grid_reliable,0 +7740,referral_hospital,O2_0151,urban,210,1,1,1,1,LOX_bulk_tank,0,0,5.2,1,7,6,9,0,1,1,0,1,1,0,not_applicable,2022,11,49,sepsis,47,2,0,0,0,993.0,9.0,1,grid_unreliable,1 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+7761,referral_hospital,O2_0175,rural,268,1,1,1,1,LOX_bulk_tank,0,0,0.6,1,9,12,6,0,1,1,1,1,0,8,PSA_plant_breakdown,2024,4,29,asthma_severe,27,2,1,1,0,717.0,21.0,1,grid_unreliable,3 +7762,referral_hospital,O2_0025,peri_urban,187,1,1,1,1,oxygen_concentrator,4,3,1.1,1,10,6,2,0,1,1,0,1,1,0,not_applicable,2024,6,42,pneumonia_adult,30,12,1,1,0,894.0,2.0,1,grid_unreliable,12 +7763,referral_hospital,O2_0078,urban,188,1,1,1,1,LOX_bulk_tank,0,0,1.2,1,12,4,3,0,1,1,1,1,1,6,demand_surge,2022,9,40,surgical_anaesthesia,24,16,0,3,0,641.0,4.0,1,grid_reliable,7 +7764,referral_hospital,O2_0147,peri_urban,250,1,1,1,1,LOX_bulk_tank,0,0,2.2,1,16,7,26,0,1,1,1,0,0,1,cylinder_delivery_delay,2023,12,41,COPD_exacerbation,0,41,0,13,3,569.0,1.0,1,grid_reliable,2 +7765,referral_hospital,O2_0029,peri_urban,231,1,1,1,1,oxygen_concentrator,5,5,1.4,1,10,3,5,0,1,1,1,1,1,0,not_applicable,2024,9,42,other_hypoxemia,37,5,1,3,0,792.0,15.0,1,grid_reliable,0 +7766,referral_hospital,O2_0196,urban,169,1,1,1,1,LOX_bulk_tank,2,1,1.0,1,6,6,0,0,1,1,0,0,0,22,demand_surge,2024,12,34,COVID19_severe,0,34,0,11,2,757.0,18.0,1,grid_reliable,0 +7767,referral_hospital,O2_0048,rural,227,1,1,1,1,cylinder_piped,0,0,2.0,1,6,6,3,0,1,1,1,1,1,0,not_applicable,2022,1,50,COPD_exacerbation,47,3,1,1,0,718.0,19.0,1,grid_unreliable,1 +7768,referral_hospital,O2_0181,peri_urban,195,1,1,1,1,cylinder_piped,8,3,1.2,1,7,7,7,0,1,1,1,1,1,0,not_applicable,2024,11,45,surgical_anaesthesia,36,9,0,2,0,695.0,18.0,0,grid_reliable,3 +7769,referral_hospital,O2_0178,urban,251,1,1,1,1,LOX_bulk_tank,0,0,0.9,1,14,4,10,0,1,1,1,0,0,7,PSA_plant_breakdown,2023,2,54,trauma,0,54,0,14,38,805.0,7.0,1,grid_unreliable,2 +7770,referral_hospital,O2_0055,urban,283,1,1,1,1,oxygen_concentrator,12,11,1.4,1,9,3,1,0,1,1,1,0,0,30,PSA_plant_breakdown,2022,8,33,COPD_exacerbation,0,33,0,10,6,691.0,5.0,1,grid_reliable,6 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+7796,referral_hospital,O2_0076,rural,238,1,1,1,1,cylinder_piped,0,0,11.0,1,16,5,0,0,1,1,1,0,0,5,supplier_stockout,2024,3,50,COVID19_severe,0,50,0,16,4,695.0,13.0,1,grid_unreliable,0 +7797,referral_hospital,O2_0057,urban,292,1,1,1,1,PSA_plant_onsite,0,0,2.5,1,14,7,4,0,1,1,1,1,0,8,demand_surge,2023,9,46,pneumonia_adult,46,0,1,0,0,643.0,0.0,1,none,2 +7798,referral_hospital,O2_0019,urban,231,1,1,1,1,PSA_plant_onsite,0,0,1.9,1,9,5,8,0,1,1,1,1,1,0,not_applicable,2021,8,28,sepsis,23,5,1,2,0,777.0,26.0,1,grid_reliable,4 +7799,referral_hospital,O2_0030,urban,256,1,1,1,1,oxygen_concentrator,7,5,0.8,1,9,10,3,0,1,1,1,1,1,0,not_applicable,2021,5,28,severe_malaria,28,0,0,0,0,751.0,0.0,1,grid_unreliable,11 +7800,referral_hospital,O2_0153,urban,275,1,1,1,1,cylinder_piped,5,3,1.6,1,19,9,2,0,1,1,1,1,0,0,not_applicable,2024,2,35,other_hypoxemia,34,1,0,0,0,774.0,7.0,0,generator_only,0 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+8041,referral_hospital,O2_0173,peri_urban,249,1,1,1,1,oxygen_concentrator,9,4,0.9,1,8,1,1,0,1,0,0,1,1,0,not_applicable,2023,5,45,COVID19_severe,32,13,1,4,0,901.0,9.0,0,grid_reliable,3 +8042,referral_hospital,O2_0175,peri_urban,214,1,1,1,1,PSA_plant_onsite,0,0,1.0,1,16,6,8,1,1,1,1,0,0,5,supplier_stockout,2023,9,38,pneumonia_adult,0,38,0,9,6,626.0,2.0,1,solar,2 +8043,referral_hospital,O2_0136,urban,276,1,1,1,1,oxygen_concentrator,5,2,3.1,1,7,5,5,0,1,0,0,1,0,0,not_applicable,2021,10,29,COVID19_severe,21,8,1,2,0,942.0,10.0,1,grid_unreliable,7 +8044,referral_hospital,O2_0058,urban,222,1,1,1,1,LOX_bulk_tank,0,0,17.2,1,10,7,5,0,1,1,0,0,0,9,demand_surge,2023,12,54,neonatal_respiratory,0,54,0,15,13,679.0,4.0,1,generator_only,1 +8045,referral_hospital,O2_0172,urban,295,1,1,1,1,PSA_plant_onsite,7,2,7.1,1,12,4,8,0,1,1,0,1,1,0,not_applicable,2024,10,34,heart_failure,28,6,1,0,0,713.0,5.0,1,grid_reliable,6 +8046,referral_hospital,O2_0099,urban,208,1,1,1,1,oxygen_concentrator,9,8,2.3,1,12,5,3,0,1,1,1,1,0,0,not_applicable,2022,9,43,neonatal_respiratory,30,13,1,5,0,838.0,21.0,1,grid_unreliable,5 +8047,referral_hospital,O2_0159,rural,195,1,1,1,1,LOX_bulk_tank,8,3,4.7,1,12,10,0,0,1,0,0,1,0,5,cylinder_delivery_delay,2023,8,40,severe_malaria,32,8,1,1,0,935.0,43.0,1,grid_reliable,2 +8048,referral_hospital,O2_0040,rural,239,1,1,1,1,oxygen_concentrator,5,3,2.7,1,7,2,6,0,1,1,0,1,0,0,not_applicable,2024,9,49,pneumonia_child,43,6,1,1,0,829.0,10.0,1,grid_reliable,3 +8049,referral_hospital,O2_0049,peri_urban,260,1,1,1,1,LOX_bulk_tank,0,0,1.1,1,10,3,2,0,1,1,0,1,1,0,not_applicable,2024,4,51,sepsis,40,11,1,4,0,884.0,50.0,1,solar,1 +8050,referral_hospital,O2_0160,urban,213,1,1,1,1,LOX_bulk_tank,0,0,0.5,1,7,5,2,0,1,1,1,1,1,6,regulator_valve_failure,2024,3,38,COVID19_severe,25,13,1,4,0,750.0,13.0,1,grid_reliable,1 +8051,referral_hospital,O2_0197,urban,183,1,1,1,1,cylinder_piped,9,7,3.2,1,6,3,2,0,1,1,1,1,1,0,not_applicable,2023,11,40,pneumonia_child,34,6,1,2,0,820.0,77.0,1,grid_reliable,1 +8052,referral_hospital,O2_0039,urban,247,1,1,1,1,oxygen_concentrator,9,6,1.2,1,5,6,15,0,1,1,1,1,1,0,not_applicable,2022,8,37,pneumonia_adult,31,6,1,2,0,699.0,51.0,1,solar,6 +8053,referral_hospital,O2_0175,peri_urban,233,1,1,1,1,oxygen_concentrator,4,3,0.0,1,13,9,2,0,1,0,0,0,0,17,concentrator_malfunction,2021,2,44,neonatal_respiratory,0,44,0,18,24,627.0,31.0,1,grid_reliable,1 +8054,referral_hospital,O2_0050,rural,273,1,1,1,1,PSA_plant_onsite,10,10,11.5,1,6,7,0,0,1,1,1,0,0,10,PSA_plant_breakdown,2023,1,55,neonatal_respiratory,0,55,0,22,16,920.0,15.0,1,none,24 +8055,referral_hospital,O2_0011,urban,237,1,1,1,1,PSA_plant_onsite,0,0,10.5,1,15,6,4,1,1,1,0,1,1,0,not_applicable,2024,6,40,pneumonia_adult,33,7,1,4,0,711.0,5.0,1,grid_reliable,2 +8056,referral_hospital,O2_0112,urban,304,1,1,1,1,PSA_plant_onsite,0,0,11.0,1,10,7,1,1,1,1,1,1,1,0,not_applicable,2022,4,36,severe_malaria,21,15,1,2,0,1025.0,18.0,1,grid_unreliable,8 +8057,referral_hospital,O2_0118,rural,260,1,1,1,1,LOX_bulk_tank,0,0,0.4,1,6,6,1,0,1,1,1,1,1,0,not_applicable,2023,6,44,pneumonia_child,34,10,1,2,0,886.0,30.0,1,grid_reliable,0 +8058,referral_hospital,O2_0015,peri_urban,175,1,1,1,1,LOX_bulk_tank,0,0,2.6,1,11,6,3,0,1,1,0,1,1,0,not_applicable,2021,3,54,sepsis,41,13,0,3,0,996.0,6.0,1,grid_reliable,3 +8059,referral_hospital,O2_0011,urban,293,1,1,1,1,cylinder_piped,0,0,1.0,1,8,1,4,0,1,1,1,0,0,2,supplier_stockout,2023,12,46,pneumonia_adult,0,46,0,15,17,1023.0,1.0,0,grid_reliable,24 +8060,referral_hospital,O2_0155,rural,234,1,1,1,1,LOX_bulk_tank,0,0,3.6,1,16,3,2,0,1,1,1,1,1,0,not_applicable,2024,2,39,severe_malaria,25,14,1,7,0,626.0,11.0,1,grid_reliable,9 +8061,referral_hospital,O2_0131,urban,246,1,1,1,1,oxygen_concentrator,2,1,8.5,1,10,5,0,0,1,1,1,1,1,0,not_applicable,2024,11,33,pneumonia_child,22,11,1,2,0,969.0,12.0,1,grid_reliable,0 +8062,referral_hospital,O2_0035,urban,289,1,1,1,1,LOX_bulk_tank,0,0,2.1,1,12,2,1,0,1,1,1,1,1,0,not_applicable,2022,7,37,pneumonia_adult,37,0,1,0,0,837.0,8.0,1,solar,0 +8063,referral_hospital,O2_0145,rural,216,1,1,1,1,cylinder_piped,0,0,1.9,1,14,3,17,0,1,0,0,1,1,0,not_applicable,2022,1,39,neonatal_respiratory,39,0,1,0,0,737.0,5.0,1,solar,8 +8064,referral_hospital,O2_0146,rural,339,1,1,1,1,cylinder_piped,0,0,1.1,1,12,10,0,0,1,0,0,1,1,0,not_applicable,2021,10,37,asthma_severe,31,6,1,2,0,509.0,2.0,1,grid_unreliable,2 +8065,referral_hospital,O2_0138,urban,220,1,1,1,1,PSA_plant_onsite,0,0,3.0,1,9,9,6,0,1,1,1,1,1,0,not_applicable,2022,6,37,pneumonia_adult,24,13,1,3,0,789.0,6.0,1,none,4 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+8071,referral_hospital,O2_0017,rural,280,1,1,1,1,cylinder_piped,0,0,1.7,1,7,5,0,0,1,1,1,1,1,0,not_applicable,2024,4,34,COVID19_severe,27,7,1,2,0,733.0,13.0,0,grid_reliable,1 +8072,referral_hospital,O2_0118,urban,311,1,1,1,1,oxygen_concentrator,8,6,1.1,1,9,0,9,0,1,1,0,1,0,4,concentrator_malfunction,2024,5,34,heart_failure,18,16,0,3,0,532.0,2.0,1,grid_reliable,4 +8073,referral_hospital,O2_0087,peri_urban,218,1,1,1,1,PSA_plant_onsite,0,0,0.8,1,8,5,1,0,1,0,0,1,1,0,not_applicable,2022,8,38,asthma_severe,37,1,1,0,0,693.0,6.0,0,generator_only,2 +8074,referral_hospital,O2_0176,peri_urban,254,1,1,1,1,cylinder_piped,0,0,1.6,1,8,6,4,0,1,1,1,1,1,0,not_applicable,2023,11,37,pneumonia_child,37,0,1,0,0,773.0,36.0,1,grid_unreliable,6 +8075,referral_hospital,O2_0159,urban,285,1,1,1,1,oxygen_concentrator,6,3,4.6,1,10,2,0,0,1,1,1,1,1,0,not_applicable,2023,10,45,neonatal_respiratory,33,12,1,5,0,779.0,25.0,1,grid_reliable,1 +8076,referral_hospital,O2_0106,peri_urban,204,1,1,1,1,oxygen_concentrator,4,2,3.6,1,9,2,2,0,1,1,0,1,1,4,supplier_stockout,2023,3,46,heart_failure,37,9,0,2,0,940.0,4.0,1,grid_unreliable,3 +8077,referral_hospital,O2_0152,rural,237,1,1,1,1,PSA_plant_onsite,0,0,6.6,1,7,8,19,1,1,0,0,1,1,5,concentrator_malfunction,2021,7,42,pneumonia_adult,26,16,1,3,0,866.0,3.0,1,generator_only,5 +8078,referral_hospital,O2_0067,rural,195,1,1,1,1,LOX_bulk_tank,0,0,3.3,1,13,2,16,0,1,1,1,0,0,18,concentrator_malfunction,2023,12,43,asthma_severe,0,43,0,16,13,500.0,10.0,1,grid_reliable,0 +8079,referral_hospital,O2_0083,urban,235,1,1,1,1,LOX_bulk_tank,0,0,0.0,1,14,4,28,0,1,1,0,1,1,5,supplier_stockout,2023,2,46,asthma_severe,37,9,0,2,0,849.0,24.0,1,solar,0 +8080,referral_hospital,O2_0008,urban,228,1,1,1,1,LOX_bulk_tank,0,0,2.2,1,10,3,0,0,1,0,0,0,0,14,power_outage,2024,12,45,neonatal_respiratory,0,45,0,18,9,620.0,20.0,1,solar,3 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+8511,referral_hospital,O2_0002,peri_urban,337,1,1,1,1,LOX_bulk_tank,0,0,2.3,1,14,13,19,0,1,1,1,0,0,10,demand_surge,2024,3,30,neonatal_respiratory,0,30,0,11,5,632.0,92.0,1,solar,1 +8512,referral_hospital,O2_0144,rural,224,1,1,1,1,PSA_plant_onsite,0,0,0.7,1,8,7,1,1,1,1,1,1,1,0,not_applicable,2022,4,47,heart_failure,42,5,1,2,0,858.0,30.0,1,solar,8 +8513,referral_hospital,O2_0140,urban,255,1,1,1,1,oxygen_concentrator,5,3,0.1,1,10,7,9,0,1,1,1,1,1,8,cylinder_delivery_delay,2023,11,44,neonatal_respiratory,28,16,0,6,0,894.0,16.0,1,grid_reliable,10 +8514,referral_hospital,O2_0034,urban,246,1,1,1,1,LOX_bulk_tank,0,0,0.8,1,8,4,0,0,1,1,0,1,0,0,not_applicable,2024,4,44,COVID19_severe,44,0,1,0,0,948.0,5.0,0,generator_only,0 +8515,referral_hospital,O2_0183,urban,216,1,1,1,1,LOX_bulk_tank,0,0,1.6,1,9,4,6,0,1,1,1,1,1,9,concentrator_malfunction,2022,6,38,neonatal_respiratory,25,13,1,6,0,656.0,8.0,1,grid_reliable,0 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+8531,referral_hospital,O2_0134,urban,245,1,1,1,1,LOX_bulk_tank,0,0,2.4,1,8,7,0,0,1,1,1,1,1,0,not_applicable,2023,7,37,pneumonia_adult,25,12,1,5,0,875.0,32.0,1,none,5 +8532,referral_hospital,O2_0005,urban,321,1,1,1,1,cylinder_piped,0,0,2.1,1,18,7,4,0,1,1,1,1,1,5,piping_system_leak,2024,1,33,COVID19_severe,33,0,1,0,0,1032.0,7.0,1,grid_unreliable,3 +8533,referral_hospital,O2_0134,urban,247,1,1,1,1,cylinder_piped,0,0,0.4,1,11,5,7,0,1,1,1,1,1,0,not_applicable,2024,8,33,severe_malaria,29,4,1,1,0,774.0,49.0,1,grid_unreliable,18 +8534,referral_hospital,O2_0185,rural,222,1,1,1,1,PSA_plant_onsite,0,0,2.4,1,12,3,8,0,1,1,0,1,1,0,not_applicable,2022,12,42,COVID19_severe,32,10,1,6,0,911.0,22.0,1,solar,13 +8535,referral_hospital,O2_0031,rural,298,1,1,1,1,cylinder_piped,0,0,2.4,1,10,8,1,0,1,1,1,1,1,2,power_outage,2023,1,46,COPD_exacerbation,44,2,1,0,0,806.0,37.0,1,grid_reliable,2 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+8556,referral_hospital,O2_0169,urban,213,1,1,1,1,cylinder_piped,0,0,4.2,1,14,5,7,0,1,1,1,1,1,4,PSA_plant_breakdown,2022,4,36,neonatal_respiratory,35,1,0,0,0,761.0,2.0,1,none,9 +8557,referral_hospital,O2_0148,urban,257,1,1,1,1,LOX_bulk_tank,0,0,1.3,1,12,2,1,0,1,1,1,1,1,9,power_outage,2022,2,36,neonatal_respiratory,26,10,1,3,0,901.0,31.0,1,grid_unreliable,2 +8558,referral_hospital,O2_0076,peri_urban,302,1,1,1,1,cylinder_piped,0,0,2.7,1,14,4,3,0,1,0,0,1,1,3,supplier_stockout,2024,11,37,severe_malaria,37,0,1,0,0,594.0,2.0,1,grid_reliable,1 +8559,referral_hospital,O2_0118,urban,268,1,1,1,1,PSA_plant_onsite,0,0,0.8,1,8,8,4,0,1,1,1,1,1,7,demand_surge,2024,8,28,surgical_anaesthesia,12,16,1,6,0,1046.0,9.0,1,grid_unreliable,4 +8560,referral_hospital,O2_0160,peri_urban,309,1,1,1,1,cylinder_piped,0,0,4.7,1,13,4,7,0,1,0,0,1,1,0,not_applicable,2024,5,44,pneumonia_child,20,24,0,13,0,679.0,2.0,1,solar,1 +8561,referral_hospital,O2_0125,peri_urban,211,1,1,1,1,oxygen_concentrator,3,2,0.0,1,7,6,0,0,1,1,0,1,1,0,not_applicable,2024,12,40,pneumonia_adult,36,4,1,1,0,765.0,30.0,0,grid_unreliable,1 +8562,referral_hospital,O2_0043,peri_urban,220,1,1,1,1,oxygen_concentrator,6,4,4.4,1,7,5,5,0,1,0,0,0,0,14,concentrator_malfunction,2022,3,44,pneumonia_child,0,44,0,15,14,962.0,12.0,1,grid_reliable,2 +8563,referral_hospital,O2_0075,rural,295,1,1,1,1,cylinder_piped,0,0,4.2,1,10,4,1,0,1,1,1,1,1,0,not_applicable,2023,9,34,asthma_severe,25,9,1,2,0,781.0,7.0,1,grid_unreliable,1 +8564,referral_hospital,O2_0162,urban,219,1,1,1,1,cylinder_piped,0,0,6.0,1,13,5,0,0,1,1,0,1,1,0,not_applicable,2024,10,39,other_hypoxemia,22,17,1,9,0,760.0,41.0,1,generator_only,8 +8565,referral_hospital,O2_0194,urban,210,1,1,1,1,LOX_bulk_tank,0,0,3.5,1,11,6,2,0,1,1,0,1,0,0,not_applicable,2022,8,46,heart_failure,46,0,1,0,0,963.0,26.0,1,grid_reliable,1 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+8616,referral_hospital,O2_0096,urban,270,1,1,1,1,LOX_bulk_tank,0,0,1.9,1,12,4,17,0,1,0,0,1,1,0,not_applicable,2023,11,49,COVID19_severe,44,5,1,2,0,730.0,8.0,1,grid_unreliable,3 +8617,referral_hospital,O2_0058,peri_urban,292,1,1,1,1,LOX_bulk_tank,0,0,4.9,1,9,6,13,0,1,0,0,1,1,0,not_applicable,2024,4,42,COVID19_severe,30,12,0,6,0,704.0,2.0,1,generator_only,0 +8618,referral_hospital,O2_0084,urban,259,1,1,1,1,PSA_plant_onsite,0,0,0.7,1,14,7,0,1,1,1,1,1,1,0,not_applicable,2021,3,36,trauma,19,17,0,3,0,554.0,12.0,0,grid_reliable,2 +8619,referral_hospital,O2_0190,rural,260,1,1,1,1,LOX_bulk_tank,0,0,1.5,1,9,1,8,0,1,0,0,0,0,10,concentrator_malfunction,2024,9,28,neonatal_respiratory,0,28,0,7,5,807.0,3.0,1,generator_only,8 +8620,referral_hospital,O2_0079,urban,238,1,1,1,1,PSA_plant_onsite,0,0,0.5,1,12,5,4,1,1,1,0,0,0,2,concentrator_malfunction,2021,8,31,pneumonia_adult,0,31,0,17,3,617.0,54.0,1,grid_reliable,2 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+8701,referral_hospital,O2_0171,rural,238,1,1,1,1,LOX_bulk_tank,5,3,5.4,1,9,5,8,0,1,1,1,1,1,0,not_applicable,2021,12,34,COPD_exacerbation,24,10,1,3,0,792.0,12.0,1,grid_reliable,9 +8702,referral_hospital,O2_0190,urban,268,1,1,1,1,LOX_bulk_tank,0,0,0.5,1,11,4,0,0,1,1,1,1,1,1,power_outage,2024,8,47,COVID19_severe,36,11,0,3,0,874.0,16.0,0,grid_unreliable,1 +8703,referral_hospital,O2_0112,rural,211,1,1,1,1,oxygen_concentrator,3,1,1.6,1,9,4,2,0,1,1,0,1,0,0,not_applicable,2022,8,42,pneumonia_child,31,11,1,4,0,790.0,53.0,1,none,2 +8704,referral_hospital,O2_0078,urban,286,1,1,1,1,LOX_bulk_tank,0,0,0.1,1,9,3,8,0,1,1,1,1,1,0,not_applicable,2023,11,40,sepsis,33,7,1,5,0,901.0,10.0,1,grid_reliable,1 +8705,referral_hospital,O2_0016,urban,290,1,1,1,1,PSA_plant_onsite,8,5,3.1,1,6,5,9,0,1,1,0,1,1,0,not_applicable,2022,10,39,trauma,27,12,1,3,0,653.0,21.0,1,generator_only,8 +8706,referral_hospital,O2_0021,urban,287,1,1,1,1,cylinder_piped,0,0,3.3,1,6,4,0,0,1,0,0,1,1,5,cylinder_delivery_delay,2024,11,44,COPD_exacerbation,37,7,1,3,0,617.0,3.0,1,grid_reliable,0 +8707,referral_hospital,O2_0174,peri_urban,187,1,1,1,1,PSA_plant_onsite,0,0,4.1,1,9,5,2,1,1,1,1,1,1,0,not_applicable,2021,8,45,pneumonia_child,26,19,1,5,0,731.0,2.0,1,grid_reliable,4 +8708,referral_hospital,O2_0097,peri_urban,282,1,1,1,1,oxygen_concentrator,7,4,2.3,1,6,4,14,0,1,1,1,1,0,3,supplier_stockout,2023,7,53,pneumonia_adult,46,7,1,2,0,683.0,15.0,1,solar,14 +8709,referral_hospital,O2_0001,urban,295,1,1,1,1,oxygen_concentrator,2,0,0.3,1,2,6,0,0,1,1,1,1,1,0,not_applicable,2023,9,32,pneumonia_adult,24,8,1,4,0,674.0,28.0,1,grid_unreliable,1 +8710,referral_hospital,O2_0177,urban,206,1,1,1,1,cylinder_piped,0,0,1.6,1,14,4,6,0,1,1,0,0,0,30,piping_system_leak,2023,3,34,pneumonia_child,0,34,0,9,11,810.0,29.0,1,grid_reliable,11 +8711,referral_hospital,O2_0044,peri_urban,211,1,1,1,1,cylinder_portable,0,0,0.9,1,10,3,0,0,1,1,1,1,1,3,demand_surge,2022,10,28,surgical_anaesthesia,20,8,1,4,0,711.0,16.0,1,grid_unreliable,3 +8712,referral_hospital,O2_0049,urban,334,1,1,1,1,LOX_bulk_tank,0,0,1.7,1,15,6,2,0,1,1,0,1,0,0,not_applicable,2022,12,34,other_hypoxemia,23,11,1,6,0,1069.0,46.0,1,grid_reliable,1 +8713,referral_hospital,O2_0147,urban,180,1,1,1,1,oxygen_concentrator,6,2,3.0,1,11,3,13,0,1,1,1,1,1,0,not_applicable,2023,1,48,neonatal_respiratory,48,0,1,0,0,882.0,17.0,1,grid_reliable,1 +8714,referral_hospital,O2_0084,urban,213,1,1,1,1,oxygen_concentrator,2,1,0.7,1,10,8,1,0,1,1,1,1,1,0,not_applicable,2023,2,45,neonatal_respiratory,37,8,1,5,0,755.0,19.0,0,solar,0 +8715,referral_hospital,O2_0026,urban,218,1,1,1,1,LOX_bulk_tank,0,0,3.6,1,12,5,0,0,1,0,0,0,0,8,concentrator_malfunction,2023,2,44,pneumonia_child,0,44,0,15,9,868.0,43.0,1,none,7 +8716,referral_hospital,O2_0143,urban,235,1,1,1,1,cylinder_piped,0,0,0.3,1,4,3,11,0,1,0,0,0,0,1,piping_system_leak,2022,3,48,neonatal_respiratory,0,48,0,18,25,954.0,5.0,1,grid_unreliable,1 +8717,referral_hospital,O2_0017,urban,165,1,1,1,1,oxygen_concentrator,9,4,1.3,1,10,5,6,0,1,1,1,0,0,2,regulator_valve_failure,2021,2,31,neonatal_respiratory,0,31,0,14,2,1069.0,44.0,0,generator_only,1 +8718,referral_hospital,O2_0039,rural,257,1,1,1,1,LOX_bulk_tank,0,0,3.2,1,5,5,0,0,1,1,0,1,1,0,not_applicable,2024,5,36,pneumonia_child,26,10,1,6,0,967.0,5.0,0,grid_reliable,2 +8719,referral_hospital,O2_0197,urban,217,1,1,1,1,oxygen_concentrator,4,3,4.4,1,12,3,6,0,1,1,1,0,0,8,PSA_plant_breakdown,2024,7,40,neonatal_respiratory,0,40,0,9,10,727.0,24.0,0,grid_reliable,0 +8720,referral_hospital,O2_0049,urban,226,1,1,1,1,cylinder_piped,0,0,11.1,1,7,5,10,0,1,1,1,1,0,2,power_outage,2023,12,39,neonatal_respiratory,33,6,1,2,0,652.0,19.0,1,grid_unreliable,3 +8721,referral_hospital,O2_0093,rural,226,1,1,1,1,LOX_bulk_tank,0,0,1.0,1,8,3,2,0,1,1,0,1,1,10,demand_surge,2021,8,28,pneumonia_adult,14,14,1,5,0,570.0,3.0,1,solar,16 +8722,referral_hospital,O2_0169,urban,230,1,1,1,1,PSA_plant_onsite,0,0,0.1,1,9,5,12,0,1,1,1,0,0,1,concentrator_malfunction,2024,1,26,pneumonia_adult,0,26,0,12,6,955.0,5.0,1,none,8 +8723,referral_hospital,O2_0064,rural,247,1,1,1,1,oxygen_concentrator,3,0,4.9,1,7,5,0,0,1,1,1,1,1,0,not_applicable,2022,3,27,pneumonia_child,17,10,0,2,0,891.0,4.0,1,generator_only,6 +8724,referral_hospital,O2_0184,urban,246,1,1,1,1,PSA_plant_onsite,0,0,8.1,1,6,2,1,1,1,1,1,1,1,0,not_applicable,2023,7,33,severe_malaria,20,13,1,4,0,646.0,2.0,1,grid_reliable,10 +8725,referral_hospital,O2_0030,urban,225,1,1,1,1,LOX_bulk_tank,0,0,1.9,1,9,4,20,0,1,1,1,1,1,1,no_oxygen_source,2021,6,39,sepsis,30,9,0,4,0,867.0,21.0,1,grid_reliable,9 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+8731,referral_hospital,O2_0133,urban,236,1,1,1,1,cylinder_piped,0,0,5.6,1,6,8,5,0,1,1,1,1,0,1,power_outage,2023,9,36,COPD_exacerbation,25,11,0,5,0,778.0,8.0,0,grid_unreliable,2 +8732,referral_hospital,O2_0134,rural,320,1,1,1,1,oxygen_concentrator,6,2,5.9,1,11,3,2,0,1,1,1,0,0,3,empty_cylinders_not_collected,2024,6,41,pneumonia_adult,0,41,0,17,18,916.0,7.0,0,generator_only,5 +8733,referral_hospital,O2_0082,urban,303,1,1,1,1,LOX_bulk_tank,0,0,0.2,1,6,4,0,0,1,1,1,1,1,1,concentrator_malfunction,2022,8,42,pneumonia_child,26,16,1,5,0,840.0,41.0,1,grid_unreliable,6 +8734,referral_hospital,O2_0187,rural,261,1,1,1,1,cylinder_piped,0,0,1.8,1,6,4,4,0,1,1,1,1,1,0,not_applicable,2022,3,41,COPD_exacerbation,38,3,1,1,0,807.0,10.0,1,grid_unreliable,12 +8735,referral_hospital,O2_0090,peri_urban,255,1,1,1,1,oxygen_concentrator,8,6,9.0,1,15,5,12,0,1,1,1,1,1,0,not_applicable,2021,12,41,COPD_exacerbation,28,13,0,5,0,800.0,20.0,1,grid_unreliable,1 +8736,referral_hospital,O2_0040,urban,215,1,1,1,1,oxygen_concentrator,2,1,6.0,1,8,6,7,0,1,1,1,1,1,0,not_applicable,2023,11,42,COVID19_severe,28,14,1,2,0,696.0,5.0,1,grid_unreliable,7 +8737,referral_hospital,O2_0117,rural,251,1,1,1,1,oxygen_concentrator,5,4,1.0,1,9,7,5,0,1,1,0,0,0,3,no_oxygen_source,2023,11,36,neonatal_respiratory,0,36,0,13,0,1090.0,22.0,1,solar,10 +8738,referral_hospital,O2_0144,peri_urban,204,1,1,1,1,oxygen_concentrator,3,1,5.8,1,16,6,3,0,1,1,0,1,1,7,concentrator_malfunction,2022,12,35,COPD_exacerbation,35,0,1,0,0,913.0,14.0,1,solar,6 +8739,referral_hospital,O2_0075,urban,186,1,1,1,1,PSA_plant_onsite,0,0,1.9,1,12,8,3,0,1,0,0,1,0,0,not_applicable,2024,10,32,neonatal_respiratory,23,9,1,2,0,794.0,1.0,1,grid_reliable,2 +8740,referral_hospital,O2_0169,peri_urban,239,1,1,1,1,PSA_plant_onsite,0,0,0.0,1,10,6,5,1,1,1,1,0,0,25,PSA_plant_breakdown,2024,11,35,COVID19_severe,0,35,0,7,16,808.0,19.0,0,grid_unreliable,2 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+8746,referral_hospital,O2_0056,urban,193,1,1,1,1,PSA_plant_onsite,0,0,7.0,1,10,5,0,1,1,1,0,1,0,1,demand_surge,2022,1,32,neonatal_respiratory,21,11,1,5,0,580.0,29.0,1,generator_only,9 +8747,referral_hospital,O2_0198,peri_urban,280,1,1,1,1,LOX_bulk_tank,8,7,0.4,1,10,2,4,0,1,1,1,0,0,30,demand_surge,2022,11,58,COVID19_severe,0,58,0,24,11,720.0,18.0,1,generator_only,6 +8748,referral_hospital,O2_0009,rural,236,1,1,1,1,oxygen_concentrator,4,3,1.8,1,12,3,9,0,1,0,0,0,0,14,PSA_plant_breakdown,2023,7,41,trauma,0,41,0,16,16,593.0,3.0,1,grid_unreliable,17 +8749,referral_hospital,O2_0083,urban,279,1,1,1,1,cylinder_piped,0,0,0.6,1,5,4,0,0,1,1,1,1,1,0,not_applicable,2021,12,41,pneumonia_adult,41,0,1,0,0,873.0,5.0,1,grid_reliable,3 +8750,referral_hospital,O2_0165,urban,221,1,1,1,1,PSA_plant_onsite,5,3,10.6,1,8,4,0,1,1,1,0,1,1,0,not_applicable,2023,11,38,severe_malaria,30,8,1,3,0,825.0,7.0,1,generator_only,0 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+8756,referral_hospital,O2_0174,peri_urban,233,1,1,1,1,oxygen_concentrator,5,4,0.9,1,6,3,0,0,1,1,1,1,1,4,regulator_valve_failure,2024,6,36,pneumonia_child,27,9,1,4,0,954.0,1.0,1,grid_reliable,4 +8757,referral_hospital,O2_0159,rural,234,1,1,1,1,PSA_plant_onsite,0,0,7.9,1,15,6,14,1,1,1,0,0,0,5,concentrator_malfunction,2024,1,42,neonatal_respiratory,0,42,0,13,13,1047.0,6.0,1,grid_reliable,4 +8758,referral_hospital,O2_0096,urban,303,1,1,1,1,LOX_bulk_tank,0,0,0.7,1,12,8,10,0,1,1,1,1,1,3,supplier_stockout,2024,4,43,neonatal_respiratory,37,6,1,4,0,809.0,2.0,0,grid_unreliable,1 +8759,referral_hospital,O2_0170,urban,233,1,1,1,1,LOX_bulk_tank,0,0,0.7,1,9,6,1,0,1,1,1,1,1,3,empty_cylinders_not_collected,2022,2,42,COPD_exacerbation,42,0,1,0,0,566.0,3.0,1,grid_reliable,1 +8760,referral_hospital,O2_0127,urban,286,1,1,1,1,cylinder_portable,0,0,2.3,1,9,7,2,0,1,1,1,0,0,6,cylinder_delivery_delay,2023,3,44,sepsis,0,44,0,21,28,933.0,8.0,0,grid_unreliable,12 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+8766,referral_hospital,O2_0117,peri_urban,275,1,1,1,1,LOX_bulk_tank,0,0,2.0,1,6,3,0,0,1,0,0,0,0,1,cylinder_delivery_delay,2024,5,44,asthma_severe,0,44,0,13,20,767.0,13.0,1,generator_only,2 +8767,referral_hospital,O2_0125,peri_urban,326,1,1,1,1,cylinder_piped,0,0,5.9,1,6,4,22,0,1,1,1,1,1,0,not_applicable,2024,6,40,pneumonia_adult,31,9,1,4,0,647.0,18.0,1,solar,2 +8768,referral_hospital,O2_0148,rural,259,1,1,1,1,PSA_plant_onsite,0,0,4.9,1,16,6,34,1,1,0,0,1,1,0,not_applicable,2024,3,46,COPD_exacerbation,37,9,1,6,0,696.0,23.0,1,grid_reliable,5 +8769,referral_hospital,O2_0139,urban,260,1,1,1,1,LOX_bulk_tank,0,0,1.1,1,14,7,9,0,1,0,0,1,1,0,not_applicable,2021,2,43,heart_failure,40,3,1,0,0,669.0,50.0,1,grid_reliable,4 +8770,referral_hospital,O2_0114,urban,241,1,1,1,1,cylinder_portable,0,0,0.6,1,9,7,0,0,1,0,0,1,1,0,not_applicable,2024,4,49,COPD_exacerbation,32,17,0,6,0,848.0,20.0,1,generator_only,3 +8771,referral_hospital,O2_0148,urban,288,1,1,1,1,PSA_plant_onsite,0,0,1.7,1,13,3,6,1,1,1,1,0,0,2,concentrator_malfunction,2023,4,33,pneumonia_child,0,33,0,9,0,947.0,3.0,1,grid_reliable,5 +8772,referral_hospital,O2_0105,rural,255,1,1,1,1,LOX_bulk_tank,0,0,4.2,1,4,4,3,0,1,0,0,1,1,0,not_applicable,2024,3,46,COPD_exacerbation,40,6,1,2,0,963.0,7.0,1,grid_reliable,2 +8773,referral_hospital,O2_0148,urban,204,1,1,1,1,oxygen_concentrator,8,5,0.8,1,15,7,4,0,1,1,0,0,0,14,power_outage,2022,10,42,trauma,0,42,0,12,18,993.0,0.0,1,grid_reliable,5 +8774,referral_hospital,O2_0013,urban,237,1,1,1,1,cylinder_piped,3,1,2.2,1,12,6,8,0,1,0,0,1,1,0,not_applicable,2023,11,45,pneumonia_child,37,8,1,3,0,621.0,4.0,1,grid_reliable,4 +8775,referral_hospital,O2_0170,peri_urban,273,1,1,1,1,cylinder_piped,0,0,10.1,1,8,4,10,0,1,1,1,0,0,1,demand_surge,2024,9,37,COPD_exacerbation,0,37,0,10,4,743.0,8.0,0,grid_reliable,3 +8776,referral_hospital,O2_0061,urban,258,1,1,1,1,cylinder_piped,0,0,5.0,1,9,6,3,0,1,1,0,0,0,2,regulator_valve_failure,2024,1,31,pneumonia_child,0,31,0,10,7,927.0,10.0,1,grid_reliable,22 +8777,referral_hospital,O2_0086,urban,315,1,1,1,1,LOX_bulk_tank,4,2,3.7,1,10,5,1,0,1,1,1,1,1,1,PSA_plant_breakdown,2021,10,39,COVID19_severe,34,5,0,0,0,669.0,20.0,1,grid_reliable,2 +8778,referral_hospital,O2_0155,rural,228,1,1,1,1,cylinder_piped,5,4,0.1,1,11,8,3,0,1,1,1,1,1,0,not_applicable,2023,11,39,pneumonia_adult,26,13,0,5,0,826.0,10.0,1,grid_reliable,0 +8779,referral_hospital,O2_0177,rural,310,1,1,1,1,LOX_bulk_tank,0,0,1.2,1,7,5,0,0,1,1,0,0,0,2,concentrator_malfunction,2021,10,42,pneumonia_child,0,42,0,12,5,873.0,31.0,1,grid_unreliable,0 +8780,referral_hospital,O2_0031,urban,160,1,1,1,1,PSA_plant_onsite,0,0,10.9,1,16,7,5,0,1,0,0,1,1,0,not_applicable,2024,11,34,severe_malaria,28,6,1,4,0,1107.0,17.0,1,grid_reliable,0 +8781,referral_hospital,O2_0146,urban,200,1,1,1,1,PSA_plant_onsite,0,0,1.1,1,10,5,2,0,1,1,0,1,1,0,not_applicable,2022,12,39,trauma,39,0,0,0,0,875.0,30.0,1,grid_reliable,9 +8782,referral_hospital,O2_0102,rural,269,1,1,1,1,LOX_bulk_tank,0,0,6.0,1,12,4,2,0,1,1,0,1,1,0,not_applicable,2024,7,35,COPD_exacerbation,26,9,1,4,0,738.0,24.0,0,grid_unreliable,0 +8783,referral_hospital,O2_0134,rural,217,1,1,1,1,LOX_bulk_tank,7,4,0.7,1,12,4,5,0,1,1,1,0,0,30,funding_for_refill,2023,12,49,sepsis,0,49,0,17,7,805.0,32.0,1,grid_unreliable,1 +8784,referral_hospital,O2_0079,urban,253,1,1,1,1,cylinder_piped,0,0,0.5,1,13,5,7,0,1,0,0,1,1,0,not_applicable,2024,8,45,COVID19_severe,31,14,1,3,0,657.0,24.0,1,grid_unreliable,0 +8785,referral_hospital,O2_0188,peri_urban,227,1,1,1,1,LOX_bulk_tank,0,0,6.4,1,18,6,1,0,1,1,0,1,1,1,concentrator_malfunction,2021,10,53,sepsis,40,13,1,5,0,812.0,21.0,1,none,7 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+8791,referral_hospital,O2_0155,peri_urban,185,1,1,1,1,cylinder_piped,0,0,0.1,1,11,3,4,0,1,0,0,0,0,9,PSA_plant_breakdown,2024,7,33,other_hypoxemia,0,33,0,16,16,722.0,2.0,0,grid_reliable,0 +8792,referral_hospital,O2_0003,urban,234,1,1,1,1,cylinder_piped,0,0,1.0,1,12,9,1,0,1,1,1,1,0,0,not_applicable,2022,9,39,asthma_severe,32,7,0,4,0,776.0,36.0,1,grid_unreliable,0 +8793,referral_hospital,O2_0012,peri_urban,247,1,1,1,1,PSA_plant_onsite,5,1,0.7,1,6,3,7,0,1,1,0,1,1,6,supplier_stockout,2023,11,38,trauma,21,17,1,4,0,560.0,7.0,1,grid_reliable,9 +8794,referral_hospital,O2_0192,peri_urban,188,1,1,1,1,oxygen_concentrator,3,1,0.6,1,10,4,1,0,1,1,1,1,1,0,not_applicable,2021,7,37,COPD_exacerbation,30,7,1,5,0,895.0,2.0,1,grid_unreliable,1 +8795,referral_hospital,O2_0012,urban,246,1,1,1,1,LOX_bulk_tank,0,0,6.6,1,8,1,1,0,1,1,1,0,0,12,PSA_plant_breakdown,2021,10,30,neonatal_respiratory,0,30,0,10,9,765.0,1.0,1,grid_unreliable,1 +8796,referral_hospital,O2_0042,peri_urban,254,1,1,1,1,PSA_plant_onsite,0,0,3.8,1,9,2,9,1,1,1,1,1,0,0,not_applicable,2022,2,54,severe_malaria,42,12,1,4,0,898.0,5.0,1,grid_reliable,0 +8797,referral_hospital,O2_0190,peri_urban,300,1,1,1,1,LOX_bulk_tank,0,0,8.0,1,7,6,0,0,1,1,0,1,1,0,not_applicable,2022,9,42,COVID19_severe,36,6,0,2,0,847.0,7.0,1,generator_only,27 +8798,referral_hospital,O2_0080,rural,246,1,1,1,1,LOX_bulk_tank,0,0,0.2,1,11,3,11,0,1,1,1,1,0,0,not_applicable,2022,3,37,surgical_anaesthesia,33,4,0,1,0,778.0,3.0,1,grid_reliable,9 +8799,referral_hospital,O2_0040,urban,235,1,1,1,1,cylinder_piped,0,0,10.2,1,5,2,3,0,1,1,0,1,0,0,not_applicable,2023,3,32,pneumonia_adult,27,5,1,2,0,724.0,25.0,1,generator_only,0 +8800,referral_hospital,O2_0082,urban,282,1,1,1,1,cylinder_piped,0,0,2.2,1,13,5,0,0,1,1,0,1,0,0,not_applicable,2022,9,35,pneumonia_adult,26,9,1,2,0,763.0,11.0,1,none,0 +8801,referral_hospital,O2_0081,rural,315,1,1,1,1,oxygen_concentrator,2,1,0.4,1,9,5,6,0,1,1,1,1,1,0,not_applicable,2024,3,38,pneumonia_child,23,15,1,7,0,663.0,4.0,1,grid_reliable,0 +8802,referral_hospital,O2_0045,urban,279,1,1,1,1,cylinder_piped,4,1,1.0,1,9,6,3,0,1,1,1,1,1,0,not_applicable,2024,6,35,COVID19_severe,29,6,1,2,0,659.0,7.0,1,grid_reliable,6 +8803,referral_hospital,O2_0189,rural,335,1,1,1,1,LOX_bulk_tank,0,0,2.7,1,8,4,0,0,1,1,1,1,1,0,not_applicable,2023,9,27,neonatal_respiratory,14,13,0,4,0,877.0,9.0,1,grid_reliable,21 +8804,referral_hospital,O2_0124,urban,205,1,1,1,1,oxygen_concentrator,5,3,19.2,1,7,5,2,0,1,1,0,1,0,0,not_applicable,2023,2,46,pneumonia_adult,44,2,1,1,0,766.0,28.0,1,grid_reliable,4 +8805,referral_hospital,O2_0120,peri_urban,187,1,1,1,1,LOX_bulk_tank,7,3,1.3,1,9,6,4,0,1,1,1,1,1,0,not_applicable,2023,4,33,COPD_exacerbation,33,0,0,0,0,539.0,16.0,1,grid_unreliable,1 +8806,referral_hospital,O2_0124,urban,272,1,1,1,1,oxygen_concentrator,5,3,2.2,1,9,4,0,0,1,0,0,0,0,9,cylinder_delivery_delay,2022,10,31,neonatal_respiratory,0,31,0,12,14,1049.0,26.0,0,grid_unreliable,1 +8807,referral_hospital,O2_0185,rural,306,1,1,1,1,cylinder_piped,0,0,6.8,1,13,7,5,0,1,1,0,1,1,0,not_applicable,2024,3,30,neonatal_respiratory,22,8,1,3,0,504.0,3.0,0,solar,1 +8808,referral_hospital,O2_0029,peri_urban,218,1,1,1,1,cylinder_piped,0,0,0.2,1,4,7,5,0,1,1,1,1,1,0,not_applicable,2021,8,32,asthma_severe,32,0,1,0,0,678.0,18.0,0,grid_unreliable,11 +8809,referral_hospital,O2_0046,urban,258,1,1,1,1,LOX_bulk_tank,0,0,4.6,1,14,8,8,0,1,1,1,0,0,10,power_outage,2023,5,36,pneumonia_adult,0,36,0,16,0,713.0,0.0,1,generator_only,0 +8810,referral_hospital,O2_0187,urban,236,1,1,1,1,PSA_plant_onsite,11,11,6.1,1,13,3,6,0,1,1,0,1,0,0,not_applicable,2023,3,39,COVID19_severe,30,9,0,2,0,691.0,5.0,0,grid_reliable,7 +8811,referral_hospital,O2_0038,peri_urban,260,1,1,1,1,cylinder_piped,0,0,2.3,1,8,5,6,0,1,1,0,1,1,0,not_applicable,2023,2,46,COPD_exacerbation,33,13,1,3,0,862.0,11.0,1,grid_unreliable,7 +8812,referral_hospital,O2_0184,urban,209,1,1,1,1,LOX_bulk_tank,0,0,3.3,1,11,6,0,0,1,1,0,1,1,0,not_applicable,2021,2,42,other_hypoxemia,40,2,1,1,0,725.0,4.0,1,solar,0 +8813,referral_hospital,O2_0107,peri_urban,292,1,1,1,1,PSA_plant_onsite,0,0,0.7,1,10,3,3,1,1,1,1,1,1,0,not_applicable,2022,12,29,asthma_severe,24,5,0,3,0,826.0,25.0,1,generator_only,0 +8814,referral_hospital,O2_0031,rural,261,1,1,1,1,LOX_bulk_tank,0,0,2.1,1,9,4,4,0,1,1,1,1,1,0,not_applicable,2024,5,51,pneumonia_child,51,0,1,0,0,501.0,14.0,1,grid_unreliable,6 +8815,referral_hospital,O2_0195,urban,214,1,1,1,1,PSA_plant_onsite,0,0,0.3,1,8,3,5,0,1,1,1,1,1,6,PSA_plant_breakdown,2024,5,42,COPD_exacerbation,23,19,1,3,0,632.0,26.0,0,generator_only,1 +8816,referral_hospital,O2_0033,urban,328,1,1,1,1,PSA_plant_onsite,0,0,3.0,1,8,5,0,1,1,1,1,0,0,5,PSA_plant_breakdown,2021,6,37,pneumonia_child,0,37,0,14,8,935.0,13.0,1,generator_only,8 +8817,referral_hospital,O2_0157,urban,205,1,1,1,1,cylinder_piped,0,0,4.2,1,12,5,7,0,1,1,1,1,1,3,PSA_plant_breakdown,2022,5,32,COVID19_severe,31,1,0,0,0,851.0,18.0,1,grid_unreliable,0 +8818,referral_hospital,O2_0008,urban,258,1,1,1,1,cylinder_piped,2,1,0.2,1,14,4,2,0,1,1,0,1,1,0,not_applicable,2024,12,36,sepsis,25,11,1,4,0,617.0,3.0,0,grid_reliable,1 +8819,referral_hospital,O2_0027,urban,253,1,1,1,1,LOX_bulk_tank,5,2,4.0,1,9,12,0,0,1,1,1,1,1,0,not_applicable,2024,5,43,severe_malaria,35,8,1,4,0,1018.0,6.0,1,generator_only,3 +8820,referral_hospital,O2_0117,urban,276,1,1,1,1,PSA_plant_onsite,0,0,2.6,1,7,6,1,1,1,1,1,1,1,0,not_applicable,2023,8,48,neonatal_respiratory,34,14,1,6,0,862.0,0.0,1,grid_reliable,0 +8821,referral_hospital,O2_0192,urban,205,1,1,1,1,LOX_bulk_tank,2,1,1.1,1,10,7,0,0,1,1,1,1,1,0,not_applicable,2022,12,52,pneumonia_child,32,20,0,9,0,792.0,34.0,1,solar,4 +8822,referral_hospital,O2_0045,urban,246,1,1,1,1,LOX_bulk_tank,0,0,1.8,1,15,4,21,0,1,1,1,1,1,0,not_applicable,2024,10,39,COVID19_severe,24,15,1,5,0,1029.0,4.0,1,grid_reliable,4 +8823,referral_hospital,O2_0069,rural,202,1,1,1,1,cylinder_piped,0,0,0.1,1,7,4,4,0,1,1,0,0,0,1,piping_system_leak,2023,8,40,pneumonia_child,0,40,0,11,0,598.0,8.0,1,solar,2 +8824,referral_hospital,O2_0120,urban,265,1,1,1,1,LOX_bulk_tank,0,0,0.5,1,8,4,0,0,1,1,1,1,1,0,not_applicable,2023,3,37,neonatal_respiratory,32,5,1,2,0,604.0,14.0,1,grid_reliable,16 +8825,referral_hospital,O2_0044,urban,232,1,1,1,1,cylinder_piped,0,0,5.8,1,6,2,3,0,1,0,0,0,0,19,PSA_plant_breakdown,2024,11,44,heart_failure,0,44,0,17,18,920.0,6.0,1,solar,5 +8826,referral_hospital,O2_0194,urban,217,1,1,1,1,LOX_bulk_tank,2,1,1.6,1,9,6,0,0,1,0,0,1,1,0,not_applicable,2024,10,37,pneumonia_child,27,10,1,4,0,723.0,0.0,1,none,10 +8827,referral_hospital,O2_0157,peri_urban,226,1,1,1,1,LOX_bulk_tank,0,0,3.4,1,9,4,12,0,1,0,0,1,1,0,not_applicable,2023,9,36,severe_malaria,24,12,0,7,0,779.0,5.0,1,grid_reliable,3 +8828,referral_hospital,O2_0142,urban,223,1,1,1,1,cylinder_piped,6,3,3.2,1,11,3,1,0,1,1,0,1,1,0,not_applicable,2023,7,39,asthma_severe,28,11,0,3,0,1013.0,31.0,0,solar,9 +8829,referral_hospital,O2_0026,urban,234,1,1,1,1,cylinder_portable,5,3,1.3,1,8,4,2,0,1,1,1,1,1,0,not_applicable,2023,10,46,neonatal_respiratory,33,13,1,4,0,1112.0,17.0,1,grid_unreliable,3 +8830,referral_hospital,O2_0009,peri_urban,219,1,1,1,1,LOX_bulk_tank,0,0,9.2,1,5,7,5,0,1,1,1,1,1,0,not_applicable,2021,7,30,pneumonia_child,16,14,1,6,0,776.0,41.0,1,grid_unreliable,4 +8831,referral_hospital,O2_0115,urban,218,1,1,1,1,oxygen_concentrator,7,4,0.8,1,12,5,1,0,1,1,1,1,0,0,not_applicable,2023,9,49,severe_malaria,31,18,0,5,0,710.0,3.0,1,none,0 +8832,referral_hospital,O2_0057,rural,250,1,1,1,1,LOX_bulk_tank,2,1,0.0,1,8,5,0,0,1,1,1,1,0,0,not_applicable,2024,4,37,COVID19_severe,37,0,1,0,0,729.0,10.0,0,solar,3 +8833,referral_hospital,O2_0014,rural,281,1,1,1,1,PSA_plant_onsite,9,5,1.8,1,5,4,1,0,1,1,1,1,1,0,not_applicable,2022,12,36,neonatal_respiratory,36,0,1,0,0,1172.0,5.0,1,grid_reliable,6 +8834,referral_hospital,O2_0189,urban,223,1,1,1,1,PSA_plant_onsite,5,4,1.9,1,7,4,1,0,1,1,1,1,1,0,not_applicable,2022,3,41,COVID19_severe,28,13,0,5,0,929.0,6.0,1,grid_reliable,5 +8835,referral_hospital,O2_0183,peri_urban,185,1,1,1,1,PSA_plant_onsite,0,0,2.5,1,9,7,10,1,1,1,1,1,1,0,not_applicable,2024,1,29,COPD_exacerbation,20,9,0,4,0,895.0,22.0,1,none,0 +8836,referral_hospital,O2_0046,peri_urban,224,1,1,1,1,PSA_plant_onsite,0,0,0.9,1,8,1,7,1,1,1,0,0,0,1,demand_surge,2023,12,34,trauma,0,34,0,9,8,897.0,15.0,0,solar,5 +8837,referral_hospital,O2_0072,urban,291,1,1,1,1,oxygen_concentrator,6,4,2.3,1,10,3,1,0,1,1,1,1,1,0,not_applicable,2024,12,46,pneumonia_child,40,6,1,2,0,744.0,6.0,1,generator_only,1 +8838,referral_hospital,O2_0062,urban,244,1,1,1,1,LOX_bulk_tank,0,0,1.1,1,4,5,1,0,1,0,0,1,1,0,not_applicable,2021,7,44,sepsis,33,11,1,5,0,772.0,17.0,1,grid_unreliable,2 +8839,referral_hospital,O2_0122,urban,194,1,1,1,1,cylinder_piped,0,0,2.5,1,8,1,5,0,1,1,1,0,0,3,cylinder_delivery_delay,2022,11,41,sepsis,0,41,0,14,15,714.0,3.0,1,solar,0 +8840,referral_hospital,O2_0166,urban,188,1,1,1,1,LOX_bulk_tank,0,0,0.8,1,6,2,7,0,1,1,1,1,1,0,not_applicable,2024,12,40,other_hypoxemia,31,9,1,2,0,869.0,6.0,1,grid_unreliable,4 +8841,referral_hospital,O2_0105,rural,260,1,1,1,1,LOX_bulk_tank,0,0,0.3,1,10,4,0,0,1,1,1,1,0,2,power_outage,2024,3,34,COVID19_severe,22,12,0,6,0,1178.0,4.0,1,generator_only,6 +8842,referral_hospital,O2_0054,urban,249,1,1,1,1,cylinder_portable,0,0,7.6,1,10,2,4,0,1,1,1,1,1,0,not_applicable,2021,3,36,neonatal_respiratory,26,10,1,1,0,922.0,23.0,1,generator_only,5 +8843,referral_hospital,O2_0052,rural,180,1,1,1,1,oxygen_concentrator,6,4,3.5,1,9,5,0,0,1,1,1,0,0,17,empty_cylinders_not_collected,2022,1,46,asthma_severe,0,46,0,16,6,567.0,2.0,1,grid_unreliable,11 +8844,referral_hospital,O2_0120,urban,214,1,1,1,1,cylinder_portable,0,0,5.0,1,12,4,0,0,1,1,1,1,1,0,not_applicable,2021,6,25,pneumonia_child,18,7,0,4,0,834.0,20.0,1,grid_reliable,2 +8845,referral_hospital,O2_0009,urban,322,1,1,1,1,LOX_bulk_tank,0,0,1.3,1,10,7,7,0,1,1,0,1,0,0,not_applicable,2022,5,36,neonatal_respiratory,25,11,1,1,0,750.0,7.0,1,solar,7 +8846,referral_hospital,O2_0102,urban,263,1,1,1,1,PSA_plant_onsite,0,0,5.2,1,10,7,5,1,1,0,0,1,1,0,not_applicable,2024,12,44,surgical_anaesthesia,40,4,1,2,0,955.0,0.0,1,grid_unreliable,7 +8847,referral_hospital,O2_0016,urban,226,1,1,1,1,LOX_bulk_tank,0,0,1.9,1,15,3,3,0,1,1,1,1,1,0,not_applicable,2024,11,41,neonatal_respiratory,31,10,1,2,0,803.0,5.0,1,grid_reliable,1 +8848,referral_hospital,O2_0151,rural,235,1,1,1,1,cylinder_piped,0,0,11.2,1,9,6,3,0,1,1,0,0,0,7,concentrator_malfunction,2021,5,50,severe_malaria,0,50,0,20,21,904.0,5.0,1,grid_reliable,0 +8849,referral_hospital,O2_0060,rural,243,1,1,1,1,cylinder_portable,0,0,2.9,1,14,4,1,0,1,1,1,0,0,2,regulator_valve_failure,2022,2,34,COVID19_severe,0,34,0,11,10,528.0,28.0,1,grid_unreliable,4 +8850,referral_hospital,O2_0154,peri_urban,293,1,1,1,1,oxygen_concentrator,3,2,1.8,1,9,7,4,0,1,1,1,1,1,0,not_applicable,2022,8,48,COPD_exacerbation,35,13,1,4,0,822.0,57.0,0,generator_only,3 +8851,referral_hospital,O2_0027,urban,215,1,1,1,1,LOX_bulk_tank,1,0,0.4,1,12,5,0,0,1,0,0,1,1,0,not_applicable,2024,4,56,pneumonia_adult,41,15,1,8,0,617.0,21.0,1,grid_reliable,2 +8852,referral_hospital,O2_0188,peri_urban,268,1,1,1,1,PSA_plant_onsite,7,3,2.4,1,9,4,8,0,1,1,0,1,1,0,not_applicable,2024,7,43,asthma_severe,28,15,1,5,0,778.0,5.0,1,grid_reliable,3 +8853,referral_hospital,O2_0081,urban,190,1,1,1,1,PSA_plant_onsite,0,0,0.2,1,4,5,0,0,1,0,0,1,0,0,not_applicable,2023,12,42,trauma,33,9,1,3,0,723.0,1.0,0,grid_reliable,9 +8854,referral_hospital,O2_0141,peri_urban,282,1,1,1,1,PSA_plant_onsite,4,3,0.5,1,13,5,0,0,1,0,0,1,1,0,not_applicable,2022,2,30,pneumonia_adult,26,4,1,1,0,817.0,8.0,1,grid_reliable,19 +8855,referral_hospital,O2_0086,urban,270,1,1,1,1,oxygen_concentrator,2,1,2.6,1,3,5,5,0,1,1,0,1,1,0,not_applicable,2022,7,34,trauma,28,6,0,1,0,682.0,1.0,1,grid_unreliable,1 +8856,referral_hospital,O2_0178,peri_urban,237,1,1,1,1,oxygen_concentrator,3,2,2.5,1,9,7,4,0,1,1,1,1,1,0,not_applicable,2023,1,43,asthma_severe,37,6,0,1,0,784.0,14.0,1,grid_unreliable,1 +8857,referral_hospital,O2_0139,peri_urban,178,1,1,1,1,cylinder_portable,0,0,11.9,1,11,7,10,0,1,1,0,1,1,0,not_applicable,2024,9,45,pneumonia_child,30,15,1,5,0,693.0,13.0,0,grid_unreliable,6 +8858,referral_hospital,O2_0133,rural,344,1,1,1,1,PSA_plant_onsite,0,0,2.1,1,18,5,3,1,1,0,0,1,1,0,not_applicable,2021,9,40,pneumonia_child,21,19,1,3,0,1111.0,3.0,1,grid_unreliable,1 +8859,referral_hospital,O2_0132,urban,231,1,1,1,1,cylinder_portable,0,0,2.7,1,10,5,5,0,1,0,0,1,1,0,not_applicable,2021,10,35,COPD_exacerbation,35,0,1,0,0,858.0,1.0,1,grid_unreliable,1 +8860,referral_hospital,O2_0153,urban,307,1,1,1,1,PSA_plant_onsite,0,0,11.9,1,15,1,2,0,1,1,1,1,1,0,not_applicable,2023,11,52,other_hypoxemia,46,6,1,2,0,916.0,0.0,1,grid_unreliable,5 +8861,referral_hospital,O2_0087,rural,313,1,1,1,1,LOX_bulk_tank,0,0,3.7,1,10,6,15,0,1,1,1,0,0,20,power_outage,2021,6,39,pneumonia_child,0,39,0,11,6,452.0,5.0,1,grid_reliable,3 +8862,referral_hospital,O2_0084,urban,223,1,1,1,1,PSA_plant_onsite,6,2,1.6,1,6,7,1,0,1,0,0,1,1,2,demand_surge,2022,12,47,neonatal_respiratory,39,8,1,2,0,804.0,5.0,1,generator_only,2 +8863,referral_hospital,O2_0064,urban,260,1,1,1,1,LOX_bulk_tank,4,1,11.9,1,5,4,3,0,1,1,1,0,0,12,power_outage,2024,6,37,heart_failure,0,37,0,11,11,488.0,2.0,1,grid_unreliable,1 +8864,referral_hospital,O2_0049,urban,259,1,1,1,1,cylinder_piped,3,2,4.8,1,7,4,7,0,1,1,1,1,1,0,not_applicable,2023,7,45,heart_failure,37,8,1,2,0,615.0,11.0,0,none,1 +8865,referral_hospital,O2_0016,urban,266,1,1,1,1,PSA_plant_onsite,5,2,6.8,1,19,7,0,1,1,1,1,1,0,0,not_applicable,2022,7,33,heart_failure,29,4,1,1,0,710.0,12.0,1,generator_only,1 +8866,referral_hospital,O2_0175,peri_urban,226,1,1,1,1,LOX_bulk_tank,0,0,1.2,1,10,1,6,0,1,1,1,1,1,2,power_outage,2023,4,36,other_hypoxemia,28,8,1,1,0,820.0,3.0,1,generator_only,3 +8867,referral_hospital,O2_0045,peri_urban,263,1,1,1,1,LOX_bulk_tank,0,0,10.5,1,12,5,10,0,1,1,1,1,1,0,not_applicable,2021,12,30,surgical_anaesthesia,30,0,1,0,0,787.0,30.0,1,solar,1 +8868,referral_hospital,O2_0137,urban,251,1,1,1,1,oxygen_concentrator,5,4,9.0,1,2,5,2,0,1,0,0,0,0,11,funding_for_refill,2022,6,40,surgical_anaesthesia,0,40,0,10,7,808.0,25.0,1,grid_reliable,1 +8869,referral_hospital,O2_0125,peri_urban,285,1,1,1,1,LOX_bulk_tank,0,0,1.7,1,11,3,0,0,1,0,0,1,1,0,not_applicable,2023,6,38,heart_failure,35,3,1,0,0,787.0,13.0,1,generator_only,1 +8870,referral_hospital,O2_0083,urban,211,1,1,1,1,cylinder_piped,4,2,1.4,1,5,10,3,0,1,1,1,1,1,0,not_applicable,2022,7,33,other_hypoxemia,25,8,0,2,0,1034.0,6.0,1,grid_reliable,0 +8871,referral_hospital,O2_0014,urban,242,1,1,1,1,LOX_bulk_tank,0,0,0.3,1,9,1,5,0,1,1,1,0,0,1,power_outage,2022,4,32,COVID19_severe,0,32,0,8,11,507.0,22.0,1,grid_reliable,1 +8872,referral_hospital,O2_0172,urban,284,1,1,1,1,PSA_plant_onsite,0,0,0.2,1,10,2,1,0,1,1,1,0,0,1,concentrator_malfunction,2024,9,31,pneumonia_adult,0,31,0,8,9,976.0,13.0,1,grid_unreliable,2 +8873,referral_hospital,O2_0153,urban,247,1,1,1,1,cylinder_piped,0,0,1.2,1,9,5,10,0,1,1,0,1,1,0,not_applicable,2023,5,50,trauma,28,22,1,3,0,1097.0,9.0,1,grid_unreliable,4 +8874,referral_hospital,O2_0158,rural,217,1,1,1,1,LOX_bulk_tank,4,3,12.1,1,17,9,1,0,1,1,1,1,1,0,not_applicable,2022,9,41,COPD_exacerbation,34,7,1,5,0,808.0,11.0,1,generator_only,14 +8875,referral_hospital,O2_0126,urban,191,1,1,1,1,cylinder_piped,1,0,6.7,1,19,4,4,0,1,1,1,1,1,3,power_outage,2023,11,34,pneumonia_adult,17,17,1,5,0,757.0,21.0,1,grid_reliable,5 +8876,referral_hospital,O2_0127,rural,245,1,1,1,1,oxygen_concentrator,5,2,4.8,1,9,2,0,0,1,1,1,1,1,0,not_applicable,2024,2,44,COVID19_severe,36,8,0,2,0,961.0,7.0,1,grid_reliable,4 +8877,referral_hospital,O2_0141,peri_urban,286,1,1,1,1,LOX_bulk_tank,6,2,3.2,1,3,5,7,0,1,1,1,1,1,0,not_applicable,2022,8,36,pneumonia_child,29,7,1,3,0,674.0,62.0,1,grid_reliable,3 +8878,referral_hospital,O2_0038,urban,253,1,1,1,1,oxygen_concentrator,4,2,8.8,1,14,7,1,0,1,0,0,0,0,22,concentrator_malfunction,2021,11,35,pneumonia_child,0,35,0,10,0,734.0,13.0,1,none,12 +8879,referral_hospital,O2_0138,urban,250,1,1,1,1,cylinder_portable,0,0,1.1,1,15,6,2,0,1,1,1,1,1,0,not_applicable,2021,8,39,pneumonia_child,23,16,1,5,0,754.0,13.0,1,grid_reliable,10 +8880,referral_hospital,O2_0130,peri_urban,264,1,1,1,1,PSA_plant_onsite,3,2,0.6,1,8,7,0,1,1,1,1,0,0,11,PSA_plant_breakdown,2024,5,26,pneumonia_child,0,26,0,12,3,938.0,0.0,1,grid_reliable,7 +8881,referral_hospital,O2_0129,peri_urban,222,1,1,1,1,LOX_bulk_tank,0,0,3.9,1,12,3,3,0,1,1,1,1,0,0,not_applicable,2022,4,32,surgical_anaesthesia,24,8,0,3,0,886.0,11.0,1,grid_reliable,7 +8882,referral_hospital,O2_0050,rural,246,1,1,1,1,LOX_bulk_tank,0,0,2.6,1,20,6,15,0,1,1,1,1,1,1,concentrator_malfunction,2022,2,46,neonatal_respiratory,28,18,1,7,0,812.0,50.0,1,grid_reliable,2 +8883,referral_hospital,O2_0065,rural,189,1,1,1,1,PSA_plant_onsite,0,0,0.7,1,4,4,9,0,1,0,0,1,1,0,not_applicable,2022,8,41,heart_failure,31,10,1,3,0,872.0,15.0,1,grid_reliable,0 +8884,referral_hospital,O2_0172,urban,271,1,1,1,1,LOX_bulk_tank,0,0,3.4,1,10,6,14,0,1,1,1,1,1,0,not_applicable,2022,5,36,trauma,29,7,1,3,0,660.0,2.0,0,generator_only,1 +8885,referral_hospital,O2_0106,urban,241,1,1,1,1,LOX_bulk_tank,0,0,6.6,1,11,7,3,0,1,1,1,0,0,30,PSA_plant_breakdown,2024,2,35,pneumonia_child,0,35,0,11,7,846.0,53.0,1,generator_only,2 +8886,referral_hospital,O2_0165,urban,207,1,1,1,1,cylinder_piped,0,0,1.4,1,6,6,0,0,1,0,0,1,1,0,not_applicable,2024,9,43,neonatal_respiratory,43,0,1,0,0,850.0,6.0,1,none,22 +8887,referral_hospital,O2_0052,urban,282,1,1,1,1,oxygen_concentrator,9,6,2.1,1,13,6,11,0,1,1,1,1,1,0,not_applicable,2022,9,36,neonatal_respiratory,28,8,0,4,0,876.0,43.0,1,none,5 +8888,referral_hospital,O2_0136,peri_urban,252,1,1,1,1,oxygen_concentrator,6,3,1.8,1,8,6,14,0,1,1,1,1,0,0,not_applicable,2022,4,39,pneumonia_child,26,13,0,3,0,773.0,8.0,1,grid_reliable,1 +8889,referral_hospital,O2_0023,rural,211,1,1,1,1,LOX_bulk_tank,0,0,8.9,1,13,5,1,0,1,1,0,1,1,0,not_applicable,2023,7,42,surgical_anaesthesia,28,14,1,3,0,859.0,25.0,0,grid_unreliable,8 +8890,referral_hospital,O2_0100,urban,206,1,1,1,1,LOX_bulk_tank,0,0,0.2,1,14,4,0,0,1,1,1,1,1,0,not_applicable,2023,5,51,COPD_exacerbation,33,18,1,6,0,1161.0,2.0,1,grid_reliable,0 +8891,referral_hospital,O2_0042,urban,314,1,1,1,1,PSA_plant_onsite,6,6,1.1,1,13,3,18,1,1,1,1,1,1,0,not_applicable,2024,8,37,surgical_anaesthesia,25,12,1,5,0,900.0,65.0,1,grid_reliable,0 +8892,referral_hospital,O2_0166,urban,271,1,1,1,1,LOX_bulk_tank,4,2,3.1,1,16,5,6,0,1,1,0,1,1,1,piping_system_leak,2022,5,33,heart_failure,24,9,1,5,0,765.0,4.0,1,generator_only,3 +8893,referral_hospital,O2_0117,peri_urban,252,1,1,1,1,cylinder_piped,0,0,2.5,1,11,6,7,0,1,1,0,1,1,0,not_applicable,2024,3,31,severe_malaria,31,0,1,0,0,747.0,0.0,1,generator_only,3 +8894,referral_hospital,O2_0095,rural,289,1,1,1,1,cylinder_piped,4,2,5.3,1,12,1,3,0,1,0,0,1,0,2,concentrator_malfunction,2022,8,43,severe_malaria,29,14,1,4,0,741.0,6.0,1,grid_reliable,13 +8895,referral_hospital,O2_0030,peri_urban,293,1,1,1,1,cylinder_piped,0,0,1.5,1,9,2,11,0,1,1,1,1,1,1,demand_surge,2023,3,38,pneumonia_child,35,3,1,2,0,781.0,1.0,0,generator_only,6 +8896,referral_hospital,O2_0039,urban,277,1,1,1,1,PSA_plant_onsite,0,0,0.3,1,12,11,2,0,1,1,0,1,1,0,not_applicable,2021,4,49,severe_malaria,49,0,1,0,0,1005.0,16.0,1,grid_reliable,2 +8897,referral_hospital,O2_0042,rural,206,1,1,1,1,cylinder_piped,0,0,0.4,1,12,4,1,0,1,0,0,1,1,1,PSA_plant_breakdown,2024,8,49,severe_malaria,46,3,1,1,0,812.0,4.0,1,grid_unreliable,4 +8898,referral_hospital,O2_0011,peri_urban,250,1,1,1,1,PSA_plant_onsite,9,4,1.5,1,7,5,3,1,1,1,1,0,0,5,concentrator_malfunction,2024,1,33,surgical_anaesthesia,0,33,0,11,5,776.0,5.0,1,grid_reliable,2 +8899,referral_hospital,O2_0026,urban,303,1,1,1,1,PSA_plant_onsite,0,0,1.7,1,8,7,12,1,1,1,1,0,0,1,PSA_plant_breakdown,2023,6,38,surgical_anaesthesia,0,38,0,9,17,823.0,21.0,1,solar,2 +8900,referral_hospital,O2_0150,urban,207,1,1,1,1,oxygen_concentrator,8,5,0.7,1,7,2,13,0,1,1,1,1,1,0,not_applicable,2023,11,45,sepsis,45,0,1,0,0,912.0,50.0,1,grid_reliable,6 +8901,referral_hospital,O2_0191,peri_urban,236,1,1,1,1,LOX_bulk_tank,0,0,0.5,1,9,10,1,0,1,1,0,1,0,0,not_applicable,2022,4,26,COPD_exacerbation,16,10,1,2,0,907.0,11.0,0,none,1 +8902,referral_hospital,O2_0185,urban,331,1,1,1,1,cylinder_piped,0,0,2.1,1,12,6,1,0,1,1,0,1,1,0,not_applicable,2021,10,42,pneumonia_adult,27,15,0,5,0,953.0,41.0,1,generator_only,1 +8903,referral_hospital,O2_0165,urban,293,1,1,1,1,LOX_bulk_tank,0,0,15.7,1,14,7,0,0,1,1,1,1,0,0,not_applicable,2023,2,41,asthma_severe,25,16,1,3,0,837.0,5.0,1,grid_reliable,3 +8904,referral_hospital,O2_0078,urban,193,1,1,1,1,oxygen_concentrator,4,2,3.7,1,13,10,5,0,1,1,1,1,1,0,not_applicable,2022,11,55,severe_malaria,34,21,0,5,0,818.0,1.0,1,grid_reliable,7 +8905,referral_hospital,O2_0100,urban,267,1,1,1,1,oxygen_concentrator,6,3,0.4,1,15,2,0,0,1,1,1,1,1,0,not_applicable,2023,11,27,COPD_exacerbation,23,4,1,1,0,778.0,4.0,1,grid_unreliable,3 +8906,referral_hospital,O2_0047,rural,273,1,1,1,1,PSA_plant_onsite,0,0,4.5,1,4,6,0,1,1,0,0,1,1,0,not_applicable,2023,3,39,COVID19_severe,24,15,1,7,0,869.0,10.0,0,grid_reliable,4 +8907,referral_hospital,O2_0174,urban,227,1,1,1,1,LOX_bulk_tank,0,0,0.3,1,9,7,10,0,1,1,1,1,1,3,regulator_valve_failure,2024,5,44,heart_failure,42,2,0,1,0,730.0,20.0,1,generator_only,0 +8908,referral_hospital,O2_0108,peri_urban,224,1,1,1,1,cylinder_piped,3,2,1.1,1,5,3,3,0,1,1,1,1,1,0,not_applicable,2021,5,36,COPD_exacerbation,19,17,0,5,0,967.0,3.0,1,grid_reliable,11 +8909,referral_hospital,O2_0079,rural,263,1,1,1,1,PSA_plant_onsite,0,0,6.3,1,5,9,1,0,1,1,1,0,0,6,power_outage,2024,2,45,neonatal_respiratory,0,45,0,19,10,817.0,42.0,1,grid_unreliable,3 +8910,referral_hospital,O2_0199,urban,267,1,1,1,1,PSA_plant_onsite,0,0,1.4,1,12,4,1,0,1,1,0,1,1,0,not_applicable,2024,6,32,surgical_anaesthesia,19,13,1,3,0,706.0,20.0,1,grid_reliable,2 +8911,referral_hospital,O2_0120,urban,247,1,1,1,1,LOX_bulk_tank,0,0,7.7,1,8,3,3,0,1,1,1,1,1,0,not_applicable,2023,5,47,pneumonia_child,47,0,1,0,0,465.0,92.0,1,grid_reliable,7 +8912,referral_hospital,O2_0144,urban,115,1,1,1,1,LOX_bulk_tank,0,0,2.8,1,7,3,7,0,1,1,0,1,1,0,not_applicable,2024,9,44,surgical_anaesthesia,28,16,1,6,0,723.0,6.0,1,grid_reliable,9 +8913,referral_hospital,O2_0191,rural,298,1,1,1,1,PSA_plant_onsite,0,0,0.6,1,7,3,6,1,1,0,0,1,1,0,not_applicable,2024,9,31,neonatal_respiratory,28,3,1,0,0,783.0,3.0,1,grid_reliable,11 +8914,referral_hospital,O2_0144,rural,308,1,1,1,1,cylinder_portable,0,0,2.4,1,14,5,4,0,1,1,0,1,1,5,demand_surge,2023,7,56,sepsis,49,7,1,3,0,920.0,25.0,1,grid_reliable,1 +8915,referral_hospital,O2_0137,rural,244,1,1,1,1,cylinder_piped,0,0,1.0,1,8,3,0,0,1,1,1,0,0,25,power_outage,2023,7,32,heart_failure,0,32,0,5,12,839.0,8.0,1,grid_reliable,3 +8916,referral_hospital,O2_0008,peri_urban,288,1,1,1,1,oxygen_concentrator,9,6,4.3,1,8,5,1,0,1,0,0,1,1,0,not_applicable,2021,10,34,severe_malaria,30,4,1,1,0,609.0,42.0,1,grid_unreliable,19 +8917,referral_hospital,O2_0004,peri_urban,297,1,1,1,1,LOX_bulk_tank,0,0,2.8,1,5,6,3,0,1,1,1,1,1,0,not_applicable,2022,10,45,pneumonia_child,29,16,1,1,0,1170.0,49.0,1,grid_reliable,4 +8918,referral_hospital,O2_0042,rural,171,1,1,1,1,oxygen_concentrator,4,3,6.2,1,12,6,5,0,1,1,0,1,0,0,not_applicable,2021,10,46,neonatal_respiratory,42,4,1,2,0,819.0,25.0,1,grid_unreliable,3 +8919,referral_hospital,O2_0140,urban,206,1,1,1,1,cylinder_piped,0,0,4.0,1,12,2,7,0,1,1,0,1,0,0,not_applicable,2023,4,34,trauma,29,5,1,0,0,615.0,1.0,1,grid_reliable,0 +8920,referral_hospital,O2_0075,urban,196,1,1,1,1,PSA_plant_onsite,0,0,4.9,1,9,4,0,0,1,1,1,0,0,5,concentrator_malfunction,2024,4,39,COVID19_severe,0,39,0,10,4,917.0,13.0,1,generator_only,1 +8921,referral_hospital,O2_0110,urban,233,1,1,1,1,cylinder_portable,5,1,0.4,1,9,5,6,0,1,1,1,1,0,0,not_applicable,2022,11,36,heart_failure,36,0,1,0,0,831.0,8.0,1,grid_reliable,1 +8922,referral_hospital,O2_0187,urban,222,1,1,1,1,oxygen_concentrator,2,0,0.7,1,11,4,1,0,1,1,1,1,1,0,not_applicable,2022,2,38,pneumonia_adult,30,8,1,3,0,924.0,8.0,1,grid_unreliable,9 +8923,referral_hospital,O2_0026,urban,248,1,1,1,1,LOX_bulk_tank,0,0,2.8,1,11,6,1,0,1,1,1,1,1,5,piping_system_leak,2021,7,40,COVID19_severe,27,13,1,4,0,688.0,11.0,1,grid_unreliable,3 +8924,referral_hospital,O2_0190,peri_urban,255,1,1,1,1,PSA_plant_onsite,3,2,3.4,1,10,2,1,0,1,1,1,1,1,13,demand_surge,2024,8,46,COVID19_severe,39,7,0,3,0,937.0,54.0,1,grid_reliable,2 +8925,referral_hospital,O2_0132,urban,141,1,1,1,1,cylinder_portable,0,0,0.4,1,7,5,1,0,1,1,1,1,1,0,not_applicable,2021,8,37,pneumonia_adult,23,14,1,4,0,884.0,0.0,1,generator_only,6 +8926,referral_hospital,O2_0070,peri_urban,265,1,1,1,1,PSA_plant_onsite,0,0,1.1,1,9,6,7,1,1,1,1,1,1,0,not_applicable,2023,4,39,other_hypoxemia,38,1,0,0,0,963.0,25.0,1,grid_reliable,4 +8927,referral_hospital,O2_0053,rural,198,1,1,1,1,LOX_bulk_tank,0,0,4.0,1,11,1,1,0,1,1,1,1,1,15,PSA_plant_breakdown,2023,3,39,pneumonia_child,35,4,1,1,0,785.0,18.0,1,generator_only,5 +8928,referral_hospital,O2_0003,rural,241,1,1,1,1,oxygen_concentrator,8,2,3.3,1,7,7,0,0,1,1,0,1,1,0,not_applicable,2023,11,40,pneumonia_child,37,3,0,1,0,720.0,26.0,1,generator_only,4 +8929,referral_hospital,O2_0125,urban,202,1,1,1,1,oxygen_concentrator,5,2,8.7,1,7,3,1,0,1,1,1,1,0,7,concentrator_malfunction,2024,1,39,severe_malaria,25,14,1,2,0,1056.0,36.0,1,grid_unreliable,0 +8930,referral_hospital,O2_0100,urban,212,1,1,1,1,cylinder_piped,0,0,4.7,1,5,2,3,0,1,1,1,1,1,0,not_applicable,2024,6,34,trauma,28,6,1,1,0,878.0,3.0,1,grid_reliable,0 +8931,referral_hospital,O2_0159,urban,228,1,1,1,1,PSA_plant_onsite,0,0,0.3,1,7,6,1,1,1,1,1,0,0,4,no_oxygen_source,2023,10,29,severe_malaria,0,29,0,8,7,760.0,47.0,1,grid_reliable,1 +8932,referral_hospital,O2_0145,rural,272,1,1,1,1,LOX_bulk_tank,2,1,2.6,1,12,9,24,0,1,1,1,1,1,0,not_applicable,2021,10,32,heart_failure,20,12,1,4,0,938.0,20.0,1,solar,5 +8933,referral_hospital,O2_0150,urban,225,1,1,1,1,PSA_plant_onsite,0,0,3.3,1,12,4,4,0,1,0,0,0,0,1,demand_surge,2022,7,44,surgical_anaesthesia,0,44,0,16,11,652.0,9.0,1,grid_reliable,0 +8934,referral_hospital,O2_0055,peri_urban,255,1,1,1,1,PSA_plant_onsite,0,0,0.3,1,8,6,2,1,1,1,1,1,1,0,not_applicable,2023,3,39,neonatal_respiratory,23,16,1,9,0,672.0,26.0,1,generator_only,4 +8935,referral_hospital,O2_0173,urban,255,1,1,1,1,PSA_plant_onsite,0,0,7.6,1,7,8,5,0,1,0,0,0,0,12,demand_surge,2024,11,36,pneumonia_adult,0,36,0,16,4,904.0,13.0,1,grid_unreliable,4 +8936,referral_hospital,O2_0067,peri_urban,286,1,1,1,1,PSA_plant_onsite,0,0,4.6,1,9,6,10,1,1,1,1,1,1,0,not_applicable,2022,4,49,neonatal_respiratory,40,9,0,3,0,791.0,13.0,1,grid_reliable,12 +8937,referral_hospital,O2_0150,urban,224,1,1,1,1,oxygen_concentrator,4,2,1.9,1,7,3,2,0,1,1,1,1,1,0,not_applicable,2022,3,32,neonatal_respiratory,21,11,1,4,0,675.0,19.0,1,grid_unreliable,4 +8938,referral_hospital,O2_0113,urban,268,1,1,1,1,cylinder_piped,0,0,6.4,1,8,4,2,0,1,1,1,1,1,0,not_applicable,2022,11,43,neonatal_respiratory,38,5,0,2,0,539.0,45.0,1,grid_reliable,3 +8939,referral_hospital,O2_0076,urban,261,1,1,1,1,LOX_bulk_tank,0,0,7.6,1,10,3,5,0,1,1,1,1,1,0,not_applicable,2022,9,33,heart_failure,26,7,1,1,0,949.0,5.0,1,grid_unreliable,2 +8940,referral_hospital,O2_0100,urban,237,1,1,1,1,PSA_plant_onsite,0,0,2.1,1,7,6,0,0,1,1,1,1,1,0,not_applicable,2022,8,49,pneumonia_child,49,0,1,0,0,713.0,19.0,1,grid_unreliable,11 +8941,referral_hospital,O2_0027,urban,277,1,1,1,1,PSA_plant_onsite,0,0,4.4,1,9,5,6,1,1,1,1,1,1,0,not_applicable,2024,12,34,sepsis,21,13,1,3,0,680.0,6.0,1,grid_reliable,3 +8942,referral_hospital,O2_0045,urban,283,1,1,1,1,oxygen_concentrator,5,3,0.8,1,12,7,2,0,1,0,0,1,1,0,not_applicable,2023,1,42,other_hypoxemia,34,8,0,1,0,345.0,31.0,1,grid_unreliable,3 +8943,referral_hospital,O2_0179,urban,198,1,1,1,1,cylinder_piped,0,0,5.6,1,14,8,1,0,1,0,0,1,0,0,not_applicable,2024,7,28,pneumonia_adult,24,4,1,1,0,578.0,9.0,0,generator_only,4 +8944,referral_hospital,O2_0164,peri_urban,203,1,1,1,1,LOX_bulk_tank,0,0,0.0,1,9,2,2,0,1,1,0,1,0,0,not_applicable,2021,10,36,COPD_exacerbation,36,0,1,0,0,981.0,3.0,1,grid_reliable,3 +8945,referral_hospital,O2_0053,rural,233,1,1,1,1,PSA_plant_onsite,3,3,8.3,1,14,4,1,0,1,1,0,1,0,0,not_applicable,2023,2,38,COVID19_severe,34,4,0,1,0,541.0,20.0,1,grid_unreliable,3 +8946,referral_hospital,O2_0176,peri_urban,265,1,1,1,1,PSA_plant_onsite,0,0,3.3,1,6,5,1,0,1,1,1,0,0,3,PSA_plant_breakdown,2024,5,47,asthma_severe,0,47,0,14,13,704.0,29.0,1,grid_unreliable,5 +8947,referral_hospital,O2_0014,urban,232,1,1,1,1,cylinder_portable,9,9,1.7,1,15,1,6,0,1,1,1,1,0,5,demand_surge,2021,8,48,severe_malaria,36,12,1,5,0,712.0,19.0,1,grid_unreliable,3 +8948,referral_hospital,O2_0110,peri_urban,150,1,1,1,1,LOX_bulk_tank,2,1,1.4,1,12,4,4,0,1,0,0,1,1,0,not_applicable,2024,11,43,COPD_exacerbation,39,4,1,4,0,848.0,28.0,1,grid_unreliable,0 +8949,referral_hospital,O2_0154,urban,215,1,1,1,1,oxygen_concentrator,7,5,0.8,1,6,1,3,0,1,1,0,1,1,6,PSA_plant_breakdown,2023,1,48,surgical_anaesthesia,36,12,1,3,0,535.0,22.0,1,none,4 +8950,referral_hospital,O2_0104,urban,234,1,1,1,1,oxygen_concentrator,8,3,0.2,1,13,6,10,0,1,1,0,1,1,0,not_applicable,2021,6,28,neonatal_respiratory,19,9,1,5,0,1040.0,2.0,1,grid_reliable,7 +8951,referral_hospital,O2_0097,peri_urban,167,1,1,1,1,PSA_plant_onsite,0,0,3.9,1,11,5,2,0,1,1,1,1,0,14,PSA_plant_breakdown,2022,6,39,COPD_exacerbation,34,5,1,1,0,872.0,24.0,1,none,5 +8952,referral_hospital,O2_0175,rural,269,1,1,1,1,LOX_bulk_tank,0,0,1.0,1,9,6,5,0,1,1,1,1,1,0,not_applicable,2024,1,51,pneumonia_child,42,9,1,7,0,954.0,7.0,1,solar,11 +8953,referral_hospital,O2_0053,urban,261,1,1,1,1,cylinder_portable,0,0,0.6,1,11,4,0,0,1,1,1,1,1,0,not_applicable,2023,8,38,severe_malaria,35,3,0,1,0,669.0,12.0,1,grid_unreliable,0 +8954,referral_hospital,O2_0033,urban,213,1,1,1,1,PSA_plant_onsite,7,6,0.7,1,10,3,0,1,1,1,1,0,0,2,power_outage,2021,12,45,pneumonia_adult,0,45,0,18,19,660.0,7.0,1,grid_unreliable,3 +8955,referral_hospital,O2_0093,urban,250,1,1,1,1,oxygen_concentrator,7,7,5.3,1,5,9,17,0,1,1,1,1,0,0,not_applicable,2023,4,37,neonatal_respiratory,21,16,1,6,0,363.0,9.0,1,solar,6 +8956,referral_hospital,O2_0165,rural,171,1,1,1,1,PSA_plant_onsite,0,0,0.5,1,6,1,9,1,1,1,1,1,1,0,not_applicable,2023,9,40,sepsis,28,12,1,5,0,856.0,19.0,1,grid_unreliable,0 +8957,referral_hospital,O2_0097,urban,275,1,1,1,1,PSA_plant_onsite,8,5,2.1,1,7,5,1,1,1,1,0,1,0,0,not_applicable,2022,4,35,neonatal_respiratory,28,7,1,5,0,910.0,51.0,1,generator_only,5 +8958,referral_hospital,O2_0167,urban,241,1,1,1,1,LOX_bulk_tank,0,0,1.1,1,11,5,7,0,1,1,1,0,0,23,concentrator_malfunction,2024,6,52,pneumonia_child,0,52,0,23,3,788.0,1.0,1,grid_unreliable,4 +8959,referral_hospital,O2_0189,peri_urban,229,1,1,1,1,LOX_bulk_tank,0,0,6.4,1,14,7,5,0,1,1,1,1,1,0,not_applicable,2024,9,41,heart_failure,34,7,1,4,0,874.0,0.0,0,grid_reliable,0 +8960,referral_hospital,O2_0052,peri_urban,194,1,1,1,1,LOX_bulk_tank,5,3,0.8,1,7,1,4,0,1,1,1,1,1,1,no_oxygen_source,2023,10,45,COVID19_severe,36,9,1,4,0,669.0,8.0,0,solar,4 +8961,referral_hospital,O2_0149,peri_urban,300,1,1,1,1,LOX_bulk_tank,0,0,0.4,1,15,8,16,0,1,1,1,1,1,0,not_applicable,2021,10,49,COPD_exacerbation,45,4,1,1,0,935.0,25.0,1,grid_reliable,0 +8962,referral_hospital,O2_0128,urban,197,1,1,1,1,LOX_bulk_tank,5,2,2.8,1,13,6,2,0,1,1,1,1,1,0,not_applicable,2024,5,36,COVID19_severe,33,3,1,3,0,837.0,17.0,1,grid_unreliable,0 +8963,referral_hospital,O2_0092,peri_urban,319,1,1,1,1,oxygen_concentrator,4,2,2.4,1,6,5,4,0,1,1,1,1,1,0,not_applicable,2023,9,45,pneumonia_child,36,9,1,3,0,812.0,4.0,1,grid_reliable,8 +8964,referral_hospital,O2_0165,peri_urban,266,1,1,1,1,PSA_plant_onsite,0,0,1.9,1,15,3,2,0,1,0,0,1,1,0,not_applicable,2021,11,46,neonatal_respiratory,46,0,1,0,0,823.0,15.0,1,grid_unreliable,5 +8965,referral_hospital,O2_0077,urban,236,1,1,1,1,cylinder_piped,0,0,0.3,1,12,4,3,0,1,1,1,1,1,0,not_applicable,2024,10,38,other_hypoxemia,30,8,1,3,0,929.0,55.0,1,grid_reliable,3 +8966,referral_hospital,O2_0186,peri_urban,295,1,1,1,1,oxygen_concentrator,5,3,2.9,1,7,4,7,0,1,1,1,1,1,0,not_applicable,2023,6,35,trauma,30,5,1,3,0,623.0,5.0,0,grid_reliable,6 +8967,referral_hospital,O2_0101,urban,252,1,1,1,1,cylinder_piped,0,0,2.9,1,9,2,3,0,1,1,1,1,1,2,piping_system_leak,2024,6,32,heart_failure,28,4,1,2,0,670.0,21.0,1,grid_unreliable,8 +8968,referral_hospital,O2_0144,urban,230,1,1,1,1,cylinder_piped,0,0,0.8,1,8,1,1,0,1,1,1,1,1,0,not_applicable,2024,9,39,asthma_severe,26,13,1,4,0,1091.0,1.0,0,grid_reliable,0 +8969,referral_hospital,O2_0076,peri_urban,290,1,1,1,1,cylinder_piped,0,0,3.0,1,12,6,12,0,1,1,1,1,1,0,not_applicable,2021,12,51,severe_malaria,46,5,1,1,0,944.0,7.0,1,grid_reliable,0 +8970,referral_hospital,O2_0091,urban,242,1,1,1,1,oxygen_concentrator,7,7,5.6,1,9,8,0,0,1,1,1,1,1,0,not_applicable,2023,4,38,sepsis,32,6,1,2,0,591.0,1.0,1,grid_reliable,5 +8971,referral_hospital,O2_0166,urban,315,1,1,1,1,cylinder_piped,0,0,2.4,1,8,6,4,0,1,0,0,1,0,0,not_applicable,2024,11,37,trauma,27,10,0,2,0,1050.0,18.0,0,generator_only,15 +8972,referral_hospital,O2_0180,urban,216,1,1,1,1,LOX_bulk_tank,0,0,5.3,1,11,5,6,0,1,1,1,1,1,0,not_applicable,2023,12,42,severe_malaria,23,19,1,6,0,720.0,2.0,1,grid_reliable,0 +8973,referral_hospital,O2_0099,urban,290,1,1,1,1,LOX_bulk_tank,0,0,0.9,1,13,8,1,0,1,1,1,1,1,0,not_applicable,2024,10,40,surgical_anaesthesia,38,2,1,1,0,999.0,6.0,1,grid_unreliable,31 +8974,referral_hospital,O2_0055,rural,258,1,1,1,1,cylinder_piped,0,0,1.6,1,8,5,5,0,1,1,1,1,1,0,not_applicable,2021,2,40,trauma,29,11,0,4,0,826.0,6.0,1,grid_reliable,1 +8975,referral_hospital,O2_0155,urban,238,1,1,1,1,oxygen_concentrator,6,5,0.3,1,7,8,6,0,1,1,0,1,1,0,not_applicable,2024,5,41,pneumonia_adult,30,11,1,3,0,663.0,28.0,1,grid_unreliable,0 +8976,referral_hospital,O2_0106,peri_urban,221,1,1,1,1,PSA_plant_onsite,5,3,4.1,1,11,5,12,1,1,1,0,1,1,0,not_applicable,2021,8,32,neonatal_respiratory,27,5,1,4,0,827.0,45.0,1,generator_only,4 +8977,referral_hospital,O2_0015,rural,266,1,1,1,1,LOX_bulk_tank,0,0,5.9,1,7,2,0,0,1,1,1,1,1,15,cylinder_delivery_delay,2024,5,37,surgical_anaesthesia,21,16,1,11,0,636.0,7.0,1,grid_unreliable,5 +8978,referral_hospital,O2_0043,urban,292,1,1,1,1,LOX_bulk_tank,0,0,0.9,1,13,7,0,0,1,1,1,1,0,0,not_applicable,2023,1,40,heart_failure,29,11,1,3,0,993.0,24.0,1,generator_only,15 +8979,referral_hospital,O2_0083,urban,190,1,1,1,1,oxygen_concentrator,9,3,1.8,1,11,5,2,0,1,1,0,1,1,0,not_applicable,2023,7,43,COVID19_severe,39,4,1,2,0,550.0,0.0,1,grid_unreliable,0 +8980,referral_hospital,O2_0138,urban,241,1,1,1,1,LOX_bulk_tank,0,0,2.2,1,9,9,2,0,1,1,0,0,0,22,demand_surge,2024,6,47,trauma,0,47,0,17,21,987.0,3.0,1,grid_unreliable,13 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+8986,referral_hospital,O2_0194,rural,254,1,1,1,1,cylinder_piped,0,0,11.4,1,14,5,0,0,1,1,0,1,1,1,PSA_plant_breakdown,2022,12,32,COVID19_severe,24,8,0,2,0,708.0,13.0,1,generator_only,18 +8987,referral_hospital,O2_0166,peri_urban,269,1,1,1,1,cylinder_portable,0,0,1.4,1,15,7,6,0,1,1,1,0,0,12,supplier_stockout,2021,9,40,asthma_severe,0,40,0,14,10,1081.0,34.0,1,grid_reliable,3 +8988,referral_hospital,O2_0195,urban,315,1,1,1,1,LOX_bulk_tank,0,0,2.7,1,11,4,4,0,1,1,1,1,1,0,not_applicable,2022,6,44,neonatal_respiratory,42,2,1,0,0,833.0,1.0,1,grid_reliable,2 +8989,referral_hospital,O2_0084,rural,308,1,1,1,1,oxygen_concentrator,2,1,2.6,1,17,7,5,0,1,1,0,1,1,0,not_applicable,2022,8,39,severe_malaria,38,1,1,0,0,1154.0,5.0,1,grid_reliable,14 +8990,referral_hospital,O2_0043,peri_urban,273,1,1,1,1,oxygen_concentrator,4,1,6.2,1,17,6,3,0,1,1,0,1,1,2,PSA_plant_breakdown,2023,3,36,neonatal_respiratory,24,12,0,3,0,849.0,19.0,0,grid_reliable,4 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+9506,referral_hospital,O2_0046,rural,131,1,1,1,1,cylinder_portable,4,2,3.8,1,11,5,22,0,1,1,1,0,0,1,power_outage,2021,4,47,severe_malaria,0,47,0,18,7,1022.0,11.0,1,grid_reliable,0 +9507,referral_hospital,O2_0105,peri_urban,240,1,1,1,1,LOX_bulk_tank,4,2,4.7,1,7,1,2,0,1,1,1,1,1,0,not_applicable,2024,2,49,heart_failure,37,12,0,6,0,910.0,1.0,1,grid_unreliable,4 +9508,referral_hospital,O2_0018,urban,249,1,1,1,1,PSA_plant_onsite,0,0,0.0,1,6,8,2,1,1,0,0,1,1,0,not_applicable,2023,8,32,severe_malaria,25,7,1,1,0,701.0,3.0,0,grid_unreliable,1 +9509,referral_hospital,O2_0104,rural,252,1,1,1,1,cylinder_portable,0,0,0.9,1,11,5,11,0,1,1,1,0,0,30,power_outage,2024,3,45,pneumonia_child,0,45,0,19,8,849.0,1.0,0,solar,1 +9510,referral_hospital,O2_0132,urban,248,1,1,1,1,PSA_plant_onsite,0,0,0.6,1,8,3,3,0,1,1,0,1,1,0,not_applicable,2024,1,48,sepsis,39,9,1,3,0,809.0,13.0,0,solar,4 +9511,referral_hospital,O2_0046,peri_urban,205,1,1,1,1,oxygen_concentrator,4,2,0.9,1,10,3,4,0,1,1,1,1,1,0,not_applicable,2024,9,37,pneumonia_adult,20,17,1,8,0,1032.0,6.0,1,solar,7 +9512,referral_hospital,O2_0015,rural,270,1,1,1,1,oxygen_concentrator,4,4,0.8,1,8,8,6,0,1,1,1,1,0,0,not_applicable,2021,6,36,neonatal_respiratory,32,4,0,2,0,718.0,30.0,1,grid_reliable,1 +9513,referral_hospital,O2_0189,peri_urban,240,1,1,1,1,LOX_bulk_tank,0,0,0.7,1,16,6,1,0,1,1,0,1,0,0,not_applicable,2024,3,52,asthma_severe,44,8,1,2,0,782.0,6.0,1,grid_reliable,1 +9514,referral_hospital,O2_0080,rural,272,1,1,1,1,cylinder_portable,0,0,0.5,1,14,9,8,0,1,0,0,0,0,13,concentrator_malfunction,2022,6,37,neonatal_respiratory,0,37,0,7,12,925.0,14.0,1,grid_unreliable,8 +9515,referral_hospital,O2_0092,rural,188,1,1,1,1,LOX_bulk_tank,7,3,0.3,1,8,4,0,0,1,1,1,1,1,0,not_applicable,2024,1,44,trauma,34,10,1,6,0,932.0,25.0,1,grid_reliable,0 +9516,referral_hospital,O2_0015,urban,240,1,1,1,1,oxygen_concentrator,3,1,3.8,1,5,2,7,0,1,1,1,1,0,0,not_applicable,2023,6,34,pneumonia_adult,19,15,0,4,0,1010.0,34.0,1,generator_only,8 +9517,referral_hospital,O2_0116,urban,254,1,1,1,1,PSA_plant_onsite,0,0,1.4,1,8,4,13,1,1,0,0,0,0,17,power_outage,2021,11,41,other_hypoxemia,0,41,0,13,10,999.0,10.0,1,grid_reliable,5 +9518,referral_hospital,O2_0175,rural,348,1,1,1,1,PSA_plant_onsite,0,0,3.3,1,13,5,15,1,1,1,1,1,1,0,not_applicable,2024,1,34,trauma,18,16,1,5,0,867.0,0.0,0,grid_reliable,3 +9519,referral_hospital,O2_0082,urban,263,1,1,1,1,cylinder_piped,6,3,6.2,1,15,6,12,0,1,1,1,1,1,4,cylinder_delivery_delay,2022,5,35,surgical_anaesthesia,15,20,1,8,0,1016.0,25.0,1,grid_reliable,0 +9520,referral_hospital,O2_0137,rural,261,1,1,1,1,cylinder_piped,8,7,0.6,1,6,1,6,0,1,1,1,0,0,12,concentrator_malfunction,2021,2,50,neonatal_respiratory,0,50,0,16,11,864.0,1.0,1,grid_unreliable,5 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+9526,referral_hospital,O2_0103,urban,289,1,1,1,1,LOX_bulk_tank,0,0,3.5,1,8,3,11,0,1,1,0,1,1,1,PSA_plant_breakdown,2023,3,32,pneumonia_adult,32,0,1,0,0,695.0,36.0,1,grid_unreliable,0 +9527,referral_hospital,O2_0158,peri_urban,266,1,1,1,1,oxygen_concentrator,7,4,5.1,1,10,2,1,0,1,1,1,1,0,0,not_applicable,2023,2,41,COVID19_severe,33,8,1,4,0,613.0,34.0,1,generator_only,1 +9528,referral_hospital,O2_0103,urban,246,1,1,1,1,LOX_bulk_tank,0,0,1.3,1,9,5,2,0,1,1,1,1,1,0,not_applicable,2023,4,33,trauma,24,9,1,4,0,797.0,5.0,1,grid_reliable,10 +9529,referral_hospital,O2_0110,urban,326,1,1,1,1,LOX_bulk_tank,0,0,1.9,1,11,4,6,0,1,1,0,0,0,6,cylinder_delivery_delay,2022,12,39,pneumonia_child,0,39,0,12,15,773.0,7.0,1,grid_reliable,10 +9530,referral_hospital,O2_0140,urban,318,1,1,1,1,cylinder_piped,0,0,0.9,1,15,1,0,0,1,1,1,1,0,1,empty_cylinders_not_collected,2024,2,42,severe_malaria,32,10,1,1,0,1071.0,1.0,0,grid_reliable,5 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+9536,referral_hospital,O2_0024,urban,212,1,1,1,1,oxygen_concentrator,8,4,6.6,1,12,4,4,0,1,1,1,1,0,0,not_applicable,2022,6,38,severe_malaria,27,11,1,2,0,813.0,13.0,1,grid_unreliable,12 +9537,referral_hospital,O2_0139,rural,258,1,1,1,1,oxygen_concentrator,4,2,6.6,1,11,3,4,0,1,1,1,1,1,0,not_applicable,2023,10,35,asthma_severe,34,1,1,0,0,763.0,9.0,1,grid_unreliable,4 +9538,referral_hospital,O2_0028,rural,271,1,1,1,1,LOX_bulk_tank,0,0,3.5,1,7,2,4,0,1,1,0,1,1,0,not_applicable,2022,12,34,surgical_anaesthesia,34,0,1,0,0,919.0,6.0,1,grid_reliable,7 +9539,referral_hospital,O2_0042,peri_urban,246,1,1,1,1,LOX_bulk_tank,2,1,6.6,1,7,4,0,0,1,0,0,1,1,0,not_applicable,2022,1,46,asthma_severe,34,12,1,4,0,881.0,0.0,0,grid_unreliable,2 +9540,referral_hospital,O2_0119,urban,286,1,1,1,1,LOX_bulk_tank,0,0,4.7,1,12,1,5,0,1,1,1,1,1,11,concentrator_malfunction,2024,3,35,pneumonia_adult,29,6,1,3,0,811.0,8.0,0,grid_reliable,2 +9541,referral_hospital,O2_0115,peri_urban,236,1,1,1,1,LOX_bulk_tank,4,2,6.2,1,12,6,1,0,1,1,0,1,1,0,not_applicable,2023,10,44,severe_malaria,29,15,1,5,0,763.0,23.0,1,solar,27 +9542,referral_hospital,O2_0134,urban,199,1,1,1,1,oxygen_concentrator,10,8,6.5,1,19,4,1,0,1,1,1,1,1,0,not_applicable,2021,10,51,asthma_severe,38,13,1,7,0,738.0,2.0,1,grid_unreliable,3 +9543,referral_hospital,O2_0028,urban,240,1,1,1,1,PSA_plant_onsite,0,0,0.6,1,7,8,12,0,1,1,1,0,0,5,demand_surge,2021,6,36,trauma,0,36,0,13,10,1109.0,28.0,0,grid_reliable,3 +9544,referral_hospital,O2_0183,urban,202,1,1,1,1,oxygen_concentrator,5,3,0.7,1,14,2,13,0,1,1,0,0,0,13,cylinder_delivery_delay,2024,10,51,trauma,0,51,0,20,5,872.0,16.0,1,grid_unreliable,2 +9545,referral_hospital,O2_0002,urban,269,1,1,1,1,PSA_plant_onsite,0,0,1.1,1,6,8,13,1,1,0,0,1,1,0,not_applicable,2023,8,43,COPD_exacerbation,30,13,0,3,0,560.0,15.0,1,grid_reliable,14 +9546,referral_hospital,O2_0007,urban,187,1,1,1,1,oxygen_concentrator,7,4,1.0,1,10,7,6,0,1,1,1,1,1,0,not_applicable,2024,8,45,surgical_anaesthesia,34,11,0,6,0,779.0,4.0,0,grid_unreliable,5 +9547,referral_hospital,O2_0156,rural,243,1,1,1,1,PSA_plant_onsite,0,0,3.2,1,12,10,2,1,1,1,1,1,1,0,not_applicable,2021,1,26,severe_malaria,25,1,0,1,0,1054.0,15.0,1,grid_unreliable,0 +9548,referral_hospital,O2_0168,peri_urban,259,1,1,1,1,LOX_bulk_tank,0,0,3.1,1,8,3,8,0,1,1,1,1,1,0,not_applicable,2024,8,47,pneumonia_child,41,6,1,3,0,614.0,22.0,0,solar,2 +9549,referral_hospital,O2_0104,peri_urban,256,1,1,1,1,LOX_bulk_tank,9,5,6.7,1,13,6,7,0,1,1,0,1,1,0,not_applicable,2022,12,42,neonatal_respiratory,28,14,0,4,0,681.0,4.0,0,generator_only,17 +9550,referral_hospital,O2_0110,urban,270,1,1,1,1,cylinder_piped,0,0,3.5,1,14,3,2,0,1,0,0,0,0,3,power_outage,2022,12,42,COVID19_severe,0,42,0,17,13,569.0,8.0,1,none,5 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+9556,referral_hospital,O2_0193,urban,217,1,1,1,1,LOX_bulk_tank,0,0,1.5,1,9,2,3,0,1,1,1,0,0,6,funding_for_refill,2023,5,37,pneumonia_child,0,37,0,11,20,642.0,30.0,1,grid_reliable,12 +9557,referral_hospital,O2_0076,peri_urban,272,1,1,1,1,LOX_bulk_tank,0,0,0.4,1,14,10,1,0,1,1,1,1,0,0,not_applicable,2021,7,48,pneumonia_adult,41,7,1,1,0,753.0,8.0,1,generator_only,1 +9558,referral_hospital,O2_0024,urban,233,1,1,1,1,cylinder_piped,0,0,5.9,1,13,3,10,0,1,1,1,1,1,0,not_applicable,2023,8,57,pneumonia_adult,49,8,0,1,0,932.0,20.0,1,grid_reliable,1 +9559,referral_hospital,O2_0043,urban,252,1,1,1,1,cylinder_piped,0,0,7.0,1,8,10,3,0,1,1,1,1,1,0,not_applicable,2022,6,53,asthma_severe,50,3,1,0,0,826.0,38.0,1,generator_only,3 +9560,referral_hospital,O2_0084,peri_urban,264,1,1,1,1,oxygen_concentrator,2,1,1.4,1,13,1,1,0,1,1,0,1,1,7,concentrator_malfunction,2024,7,38,pneumonia_child,29,9,0,3,0,747.0,7.0,1,grid_reliable,4 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+9566,referral_hospital,O2_0113,rural,234,1,1,1,1,LOX_bulk_tank,6,0,2.8,1,11,5,0,0,1,1,1,1,0,0,not_applicable,2023,5,51,severe_malaria,39,12,1,7,0,657.0,6.0,1,none,11 +9567,referral_hospital,O2_0077,urban,190,1,1,1,1,cylinder_piped,0,0,0.6,1,9,12,6,0,1,1,1,1,0,0,not_applicable,2021,3,42,COVID19_severe,35,7,1,1,0,904.0,18.0,0,grid_unreliable,4 +9568,referral_hospital,O2_0003,urban,256,1,1,1,1,cylinder_piped,0,0,0.6,1,7,9,1,0,1,1,0,1,0,4,power_outage,2024,3,41,pneumonia_child,38,3,0,2,0,822.0,3.0,1,grid_reliable,0 +9569,referral_hospital,O2_0052,urban,249,1,1,1,1,oxygen_concentrator,5,4,5.3,1,10,4,1,0,1,1,1,1,1,0,not_applicable,2023,2,34,pneumonia_adult,34,0,1,0,0,880.0,20.0,1,solar,12 +9570,referral_hospital,O2_0104,urban,318,1,1,1,1,PSA_plant_onsite,0,0,0.7,1,6,4,5,0,1,1,1,1,1,0,not_applicable,2023,3,43,neonatal_respiratory,21,22,0,4,0,682.0,21.0,1,grid_unreliable,10 +9571,referral_hospital,O2_0015,urban,204,1,1,1,1,PSA_plant_onsite,5,4,8.3,1,10,3,0,1,1,1,0,0,0,3,empty_cylinders_not_collected,2022,1,46,COVID19_severe,0,46,0,17,19,786.0,28.0,1,grid_reliable,0 +9572,referral_hospital,O2_0082,peri_urban,233,1,1,1,1,LOX_bulk_tank,0,0,6.1,1,8,1,3,0,1,1,1,1,0,0,not_applicable,2024,10,44,sepsis,35,9,1,4,0,889.0,1.0,1,grid_unreliable,10 +9573,referral_hospital,O2_0125,urban,250,1,1,1,1,oxygen_concentrator,6,4,5.5,1,10,2,3,0,1,0,0,0,0,4,piping_system_leak,2022,5,36,neonatal_respiratory,0,36,0,11,11,673.0,21.0,0,generator_only,2 +9574,referral_hospital,O2_0029,peri_urban,254,1,1,1,1,oxygen_concentrator,7,3,1.3,1,9,2,16,0,1,1,1,1,1,0,not_applicable,2024,5,27,pneumonia_child,27,0,0,0,0,633.0,4.0,0,grid_unreliable,2 +9575,referral_hospital,O2_0156,peri_urban,220,1,1,1,1,LOX_bulk_tank,0,0,0.6,1,8,4,0,0,1,1,1,1,1,0,not_applicable,2021,9,42,asthma_severe,42,0,0,0,0,810.0,4.0,1,grid_unreliable,6 +9576,referral_hospital,O2_0150,peri_urban,306,1,1,1,1,oxygen_concentrator,4,2,2.2,1,9,13,7,0,1,1,1,1,0,0,not_applicable,2024,8,29,pneumonia_adult,28,1,1,0,0,1008.0,9.0,1,grid_reliable,0 +9577,referral_hospital,O2_0009,peri_urban,222,1,1,1,1,cylinder_piped,0,0,2.6,1,6,4,3,0,1,1,1,1,1,0,not_applicable,2023,12,29,other_hypoxemia,29,0,1,0,0,973.0,50.0,0,grid_reliable,0 +9578,referral_hospital,O2_0181,urban,264,1,1,1,1,LOX_bulk_tank,0,0,0.5,1,9,4,1,0,1,1,1,1,1,0,not_applicable,2021,7,41,COVID19_severe,24,17,1,7,0,718.0,12.0,0,grid_reliable,8 +9579,referral_hospital,O2_0190,urban,247,1,1,1,1,PSA_plant_onsite,0,0,0.8,1,13,3,5,1,1,1,1,1,1,0,not_applicable,2024,11,32,COVID19_severe,30,2,0,0,0,711.0,20.0,1,generator_only,17 +9580,referral_hospital,O2_0092,urban,320,1,1,1,1,cylinder_portable,0,0,3.5,1,4,5,1,0,1,1,1,1,1,4,PSA_plant_breakdown,2024,6,34,pneumonia_adult,28,6,1,2,0,922.0,2.0,1,grid_reliable,2 +9581,referral_hospital,O2_0031,urban,238,1,1,1,1,PSA_plant_onsite,0,0,0.1,1,11,5,1,1,1,1,1,1,0,0,not_applicable,2024,11,40,COPD_exacerbation,30,10,1,4,0,712.0,0.0,1,generator_only,15 +9582,referral_hospital,O2_0105,urban,293,1,1,1,1,LOX_bulk_tank,0,0,4.3,1,15,4,4,0,1,0,0,1,1,0,not_applicable,2021,2,46,COPD_exacerbation,35,11,1,2,0,752.0,4.0,1,generator_only,2 +9583,referral_hospital,O2_0140,peri_urban,241,1,1,1,1,oxygen_concentrator,1,0,4.2,1,12,3,20,0,1,0,0,1,1,0,not_applicable,2023,8,42,sepsis,36,6,1,4,0,741.0,17.0,1,generator_only,2 +9584,referral_hospital,O2_0010,peri_urban,185,1,1,1,1,LOX_bulk_tank,8,5,4.5,1,11,3,4,0,1,1,1,1,1,0,not_applicable,2024,10,33,heart_failure,22,11,0,4,0,349.0,8.0,1,grid_reliable,1 +9585,referral_hospital,O2_0040,rural,212,1,1,1,1,LOX_bulk_tank,0,0,10.5,1,7,7,0,0,1,1,0,0,0,1,funding_for_refill,2024,2,40,COVID19_severe,0,40,0,15,18,763.0,60.0,1,grid_reliable,9 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+9601,referral_hospital,O2_0033,urban,265,1,1,1,1,oxygen_concentrator,7,7,5.9,1,11,5,0,0,1,1,1,1,1,0,not_applicable,2022,7,46,pneumonia_child,42,4,0,2,0,622.0,6.0,1,grid_unreliable,2 +9602,referral_hospital,O2_0168,rural,255,1,1,1,1,oxygen_concentrator,7,5,2.6,1,7,3,3,0,1,1,1,1,0,0,not_applicable,2022,1,38,asthma_severe,34,4,1,1,0,931.0,9.0,1,grid_unreliable,8 +9603,referral_hospital,O2_0071,rural,130,1,1,1,1,PSA_plant_onsite,0,0,0.5,1,13,9,3,1,1,1,1,1,1,0,not_applicable,2024,1,39,COVID19_severe,22,17,1,6,0,714.0,4.0,1,generator_only,1 +9604,referral_hospital,O2_0131,urban,269,1,1,1,1,cylinder_piped,0,0,12.5,1,11,3,0,0,1,1,0,1,1,0,not_applicable,2023,1,45,pneumonia_adult,45,0,1,0,0,760.0,23.0,1,generator_only,1 +9605,referral_hospital,O2_0198,urban,248,1,1,1,1,LOX_bulk_tank,0,0,2.4,1,20,2,3,0,1,1,1,1,1,0,not_applicable,2021,12,47,sepsis,45,2,0,0,0,802.0,56.0,1,solar,1 +9606,referral_hospital,O2_0125,urban,194,1,1,1,1,LOX_bulk_tank,0,0,3.4,1,8,1,0,0,1,1,1,1,1,0,not_applicable,2024,5,45,neonatal_respiratory,36,9,0,3,0,693.0,15.0,1,generator_only,2 +9607,referral_hospital,O2_0014,urban,319,1,1,1,1,LOX_bulk_tank,0,0,5.0,1,10,4,0,0,1,1,1,1,1,2,cylinder_delivery_delay,2021,6,32,trauma,23,9,1,3,0,602.0,2.0,0,grid_reliable,15 +9608,referral_hospital,O2_0078,urban,284,1,1,1,1,LOX_bulk_tank,0,0,1.4,1,11,8,10,0,1,1,1,1,0,0,not_applicable,2023,10,41,other_hypoxemia,39,2,1,1,0,999.0,26.0,1,grid_unreliable,7 +9609,referral_hospital,O2_0181,urban,351,1,1,1,1,PSA_plant_onsite,0,0,4.3,1,17,0,0,0,1,1,0,1,1,0,not_applicable,2021,8,52,pneumonia_child,12,40,1,17,0,667.0,46.0,1,grid_unreliable,9 +9610,referral_hospital,O2_0061,urban,260,1,1,1,1,cylinder_piped,1,0,0.5,1,14,4,17,0,1,0,0,1,0,1,piping_system_leak,2024,2,53,neonatal_respiratory,48,5,0,1,0,1016.0,7.0,1,grid_reliable,0 +9611,referral_hospital,O2_0029,urban,279,1,1,1,1,cylinder_portable,0,0,0.3,1,18,3,4,0,1,0,0,1,1,1,funding_for_refill,2024,5,57,pneumonia_adult,47,10,1,6,0,1100.0,7.0,0,grid_unreliable,4 +9612,referral_hospital,O2_0102,urban,233,1,1,1,1,PSA_plant_onsite,0,0,2.4,1,13,7,1,1,1,1,0,1,1,0,not_applicable,2023,11,31,neonatal_respiratory,30,1,1,1,0,841.0,7.0,1,grid_unreliable,0 +9613,referral_hospital,O2_0194,urban,292,1,1,1,1,PSA_plant_onsite,0,0,2.0,1,9,5,16,1,1,1,0,1,0,0,not_applicable,2022,2,38,sepsis,27,11,1,5,0,667.0,14.0,1,generator_only,5 +9614,referral_hospital,O2_0152,peri_urban,321,1,1,1,1,LOX_bulk_tank,0,0,1.3,1,12,7,1,0,1,1,1,0,0,2,concentrator_malfunction,2023,2,24,pneumonia_child,0,24,0,10,10,801.0,2.0,0,grid_reliable,22 +9615,referral_hospital,O2_0017,rural,269,1,1,1,1,cylinder_piped,7,5,1.0,1,7,4,8,0,1,1,1,1,1,0,not_applicable,2023,6,31,COVID19_severe,22,9,1,3,0,859.0,15.0,1,grid_unreliable,6 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+9626,referral_hospital,O2_0057,urban,333,1,1,1,1,PSA_plant_onsite,4,4,6.8,1,8,3,6,1,1,0,0,1,1,0,not_applicable,2023,10,36,pneumonia_child,26,10,1,3,0,705.0,8.0,1,grid_unreliable,0 +9627,referral_hospital,O2_0155,urban,270,1,1,1,1,PSA_plant_onsite,0,0,2.8,1,10,6,1,1,1,1,1,1,0,4,concentrator_malfunction,2022,12,41,COVID19_severe,39,2,1,1,0,866.0,1.0,1,generator_only,1 +9628,referral_hospital,O2_0082,urban,217,1,1,1,1,cylinder_piped,0,0,0.8,1,6,2,6,0,1,1,1,0,0,1,PSA_plant_breakdown,2023,9,41,trauma,0,41,0,19,6,963.0,16.0,1,generator_only,4 +9629,referral_hospital,O2_0061,peri_urban,259,1,1,1,1,LOX_bulk_tank,6,6,7.2,1,9,9,7,0,1,0,0,1,1,0,not_applicable,2023,2,45,neonatal_respiratory,34,11,1,5,0,714.0,35.0,1,grid_unreliable,7 +9630,referral_hospital,O2_0043,peri_urban,270,1,1,1,1,oxygen_concentrator,6,5,1.0,1,9,3,1,0,1,1,0,1,1,1,demand_surge,2022,6,41,pneumonia_child,38,3,1,1,0,991.0,12.0,1,grid_reliable,0 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+9661,referral_hospital,O2_0036,urban,263,1,1,1,1,LOX_bulk_tank,8,5,8.5,1,15,3,10,0,1,0,0,0,0,30,cylinder_delivery_delay,2024,12,28,pneumonia_adult,0,28,0,7,9,809.0,22.0,0,generator_only,12 +9662,referral_hospital,O2_0117,urban,269,1,1,1,1,LOX_bulk_tank,0,0,0.4,1,14,3,4,0,1,0,0,1,0,0,not_applicable,2021,7,41,pneumonia_adult,36,5,1,3,0,735.0,21.0,1,solar,0 +9663,referral_hospital,O2_0019,urban,201,1,1,1,1,cylinder_piped,0,0,8.8,1,10,4,6,0,1,0,0,1,1,0,not_applicable,2024,3,34,pneumonia_adult,34,0,1,0,0,792.0,9.0,1,grid_unreliable,9 +9664,referral_hospital,O2_0123,rural,255,1,1,1,1,PSA_plant_onsite,0,0,0.3,1,12,5,1,1,1,1,1,0,0,13,PSA_plant_breakdown,2023,4,42,pneumonia_adult,0,42,0,17,19,752.0,5.0,0,grid_reliable,0 +9665,referral_hospital,O2_0153,urban,240,1,1,1,1,cylinder_piped,0,0,3.4,1,13,6,8,0,1,1,1,1,1,0,not_applicable,2023,4,44,pneumonia_adult,37,7,1,3,0,944.0,49.0,1,grid_unreliable,0 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+9816,referral_hospital,O2_0126,peri_urban,276,1,1,1,1,oxygen_concentrator,5,2,1.0,1,8,7,6,0,1,1,1,1,1,0,not_applicable,2021,3,40,neonatal_respiratory,30,10,1,2,0,717.0,24.0,1,grid_unreliable,11 +9817,referral_hospital,O2_0195,peri_urban,246,1,1,1,1,LOX_bulk_tank,0,0,5.8,1,5,5,1,0,1,1,1,1,1,1,cylinder_delivery_delay,2022,3,42,COVID19_severe,32,10,1,3,0,795.0,2.0,1,grid_reliable,1 +9818,referral_hospital,O2_0116,rural,304,1,1,1,1,LOX_bulk_tank,7,7,3.7,1,11,5,10,0,1,0,0,1,1,0,not_applicable,2022,11,31,heart_failure,24,7,1,2,0,858.0,11.0,1,generator_only,4 +9819,referral_hospital,O2_0081,urban,328,1,1,1,1,oxygen_concentrator,4,2,0.0,1,11,6,1,0,1,1,1,1,1,0,not_applicable,2022,3,30,trauma,18,12,1,3,0,987.0,13.0,1,grid_unreliable,3 +9820,referral_hospital,O2_0104,urban,213,1,1,1,1,LOX_bulk_tank,0,0,3.5,1,11,4,4,0,1,1,1,1,0,1,concentrator_malfunction,2021,8,45,neonatal_respiratory,33,12,0,6,0,535.0,9.0,1,grid_reliable,3 +9821,referral_hospital,O2_0156,rural,210,1,1,1,1,cylinder_piped,0,0,2.9,1,13,6,3,0,1,1,0,1,0,0,not_applicable,2023,5,59,trauma,59,0,0,0,0,929.0,20.0,0,grid_reliable,1 +9822,referral_hospital,O2_0082,urban,212,1,1,1,1,oxygen_concentrator,3,1,0.5,1,11,9,3,0,1,0,0,1,1,0,not_applicable,2022,6,37,pneumonia_child,28,9,1,3,0,922.0,17.0,1,grid_unreliable,3 +9823,referral_hospital,O2_0061,rural,216,1,1,1,1,LOX_bulk_tank,0,0,0.1,1,7,5,1,0,1,0,0,1,1,0,not_applicable,2023,12,43,COPD_exacerbation,27,16,1,7,0,607.0,13.0,1,grid_unreliable,9 +9824,referral_hospital,O2_0188,rural,250,1,1,1,1,LOX_bulk_tank,0,0,0.9,1,12,3,2,0,1,1,1,1,0,6,funding_for_refill,2024,2,44,pneumonia_adult,25,19,1,4,0,655.0,29.0,1,generator_only,1 +9825,referral_hospital,O2_0130,urban,260,1,1,1,1,cylinder_piped,0,0,1.9,1,7,3,2,0,1,1,0,1,1,0,not_applicable,2024,7,47,severe_malaria,36,11,1,1,0,820.0,0.0,1,generator_only,2 +9826,referral_hospital,O2_0162,rural,342,1,1,1,1,cylinder_portable,0,0,5.8,1,14,7,17,0,1,1,1,0,0,1,concentrator_malfunction,2021,7,38,other_hypoxemia,0,38,0,10,7,1000.0,6.0,1,none,3 +9827,referral_hospital,O2_0093,peri_urban,280,1,1,1,1,LOX_bulk_tank,1,0,2.3,1,10,5,0,0,1,1,0,1,1,7,funding_for_refill,2022,11,46,pneumonia_child,38,8,0,5,0,829.0,5.0,1,grid_reliable,13 +9828,referral_hospital,O2_0151,peri_urban,238,1,1,1,1,PSA_plant_onsite,0,0,4.1,1,8,6,2,0,1,1,0,1,1,0,not_applicable,2023,4,40,pneumonia_child,31,9,0,2,0,832.0,3.0,1,solar,1 +9829,referral_hospital,O2_0165,urban,241,1,1,1,1,oxygen_concentrator,6,4,1.4,1,7,4,1,0,1,0,0,1,1,0,not_applicable,2024,1,46,surgical_anaesthesia,43,3,1,0,0,785.0,8.0,1,grid_reliable,8 +9830,referral_hospital,O2_0130,urban,268,1,1,1,1,oxygen_concentrator,7,4,8.7,1,7,5,3,0,1,0,0,0,0,14,concentrator_malfunction,2022,10,49,surgical_anaesthesia,0,49,0,10,19,831.0,61.0,0,generator_only,1 +9831,referral_hospital,O2_0096,urban,238,1,1,1,1,cylinder_portable,0,0,1.0,1,10,4,1,0,1,1,1,1,1,2,supplier_stockout,2022,3,40,pneumonia_child,32,8,0,3,0,927.0,17.0,1,grid_reliable,4 +9832,referral_hospital,O2_0111,urban,294,1,1,1,1,oxygen_concentrator,6,5,8.7,1,10,2,0,0,1,1,1,1,1,0,not_applicable,2021,4,38,pneumonia_child,28,10,0,3,0,811.0,1.0,1,grid_reliable,1 +9833,referral_hospital,O2_0004,urban,293,1,1,1,1,cylinder_piped,0,0,2.0,1,12,9,16,0,1,1,1,1,1,0,not_applicable,2022,6,31,asthma_severe,22,9,1,4,0,705.0,8.0,1,grid_unreliable,14 +9834,referral_hospital,O2_0179,peri_urban,274,1,1,1,1,oxygen_concentrator,4,1,1.8,1,7,6,4,0,1,1,1,1,1,0,not_applicable,2024,12,23,COPD_exacerbation,23,0,1,0,0,644.0,1.0,1,solar,1 +9835,referral_hospital,O2_0198,peri_urban,221,1,1,1,1,LOX_bulk_tank,0,0,2.4,1,10,5,2,0,1,0,0,1,1,0,not_applicable,2022,6,45,other_hypoxemia,36,9,0,2,0,744.0,14.0,1,solar,4 +9836,referral_hospital,O2_0125,peri_urban,255,1,1,1,1,oxygen_concentrator,8,6,0.4,1,11,5,0,0,1,0,0,1,1,3,demand_surge,2022,3,45,pneumonia_child,37,8,1,0,0,598.0,2.0,1,none,1 +9837,referral_hospital,O2_0187,urban,272,1,1,1,1,oxygen_concentrator,3,1,0.6,1,3,7,9,0,1,0,0,0,0,6,power_outage,2023,3,42,pneumonia_adult,0,42,0,15,6,859.0,11.0,1,grid_reliable,7 +9838,referral_hospital,O2_0142,peri_urban,301,1,1,1,1,LOX_bulk_tank,8,5,0.1,1,14,5,9,0,1,1,1,1,1,0,not_applicable,2023,6,43,heart_failure,20,23,1,7,0,749.0,25.0,1,grid_unreliable,7 +9839,referral_hospital,O2_0030,peri_urban,250,1,1,1,1,PSA_plant_onsite,0,0,0.6,1,11,9,18,0,1,1,1,1,1,0,not_applicable,2024,6,44,COPD_exacerbation,41,3,1,1,0,905.0,1.0,1,grid_unreliable,0 +9840,referral_hospital,O2_0039,rural,320,1,1,1,1,LOX_bulk_tank,0,0,0.2,1,7,4,4,0,1,1,1,1,1,4,concentrator_malfunction,2024,2,44,other_hypoxemia,32,12,1,2,0,795.0,29.0,1,solar,30 +9841,referral_hospital,O2_0072,peri_urban,237,1,1,1,1,LOX_bulk_tank,0,0,2.1,1,5,4,0,0,1,1,0,0,0,1,PSA_plant_breakdown,2023,7,36,other_hypoxemia,0,36,0,11,11,811.0,30.0,1,grid_unreliable,0 +9842,referral_hospital,O2_0096,peri_urban,277,1,1,1,1,LOX_bulk_tank,0,0,2.8,1,17,6,1,0,1,1,1,1,1,0,not_applicable,2021,12,43,COVID19_severe,41,2,1,2,0,837.0,0.0,1,grid_reliable,0 +9843,referral_hospital,O2_0194,rural,242,1,1,1,1,PSA_plant_onsite,0,0,3.3,1,12,5,1,0,1,1,1,0,0,1,demand_surge,2022,8,45,pneumonia_child,0,45,0,18,20,732.0,14.0,1,grid_unreliable,9 +9844,referral_hospital,O2_0019,urban,337,1,1,1,1,cylinder_piped,0,0,0.7,1,9,8,11,0,1,1,0,1,1,0,not_applicable,2024,9,39,pneumonia_adult,38,1,1,1,0,748.0,11.0,1,grid_unreliable,3 +9845,referral_hospital,O2_0042,peri_urban,334,1,1,1,1,LOX_bulk_tank,0,0,5.0,1,8,5,4,0,1,1,1,1,1,0,not_applicable,2023,9,39,pneumonia_adult,24,15,1,6,0,931.0,23.0,1,grid_reliable,3 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+9851,referral_hospital,O2_0121,rural,261,1,1,1,1,cylinder_piped,5,4,0.7,1,7,7,1,0,1,1,1,1,1,0,not_applicable,2023,4,44,pneumonia_adult,36,8,1,2,0,840.0,0.0,1,grid_reliable,0 +9852,referral_hospital,O2_0055,urban,304,1,1,1,1,LOX_bulk_tank,0,0,0.1,1,10,8,1,0,1,1,1,1,1,0,not_applicable,2023,12,24,COVID19_severe,19,5,1,0,0,774.0,11.0,1,grid_unreliable,30 +9853,referral_hospital,O2_0105,rural,235,1,1,1,1,oxygen_concentrator,8,3,0.2,1,7,3,2,0,1,1,1,1,1,0,not_applicable,2023,7,40,other_hypoxemia,21,19,1,4,0,855.0,5.0,1,grid_reliable,3 +9854,referral_hospital,O2_0175,peri_urban,263,1,1,1,1,LOX_bulk_tank,0,0,0.5,1,10,4,5,0,1,1,1,1,1,0,not_applicable,2023,12,41,pneumonia_adult,36,5,0,2,0,690.0,20.0,1,grid_reliable,0 +9855,referral_hospital,O2_0037,peri_urban,195,1,1,1,1,cylinder_portable,0,0,0.8,1,6,2,1,0,1,1,0,1,1,0,not_applicable,2022,10,27,pneumonia_adult,27,0,1,0,0,804.0,1.0,1,solar,4 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+9941,referral_hospital,O2_0149,peri_urban,199,1,1,1,1,LOX_bulk_tank,0,0,3.6,1,13,7,2,0,1,1,1,1,1,0,not_applicable,2024,1,36,COPD_exacerbation,27,9,1,5,0,739.0,33.0,0,solar,1 +9942,referral_hospital,O2_0094,peri_urban,253,1,1,1,1,cylinder_piped,0,0,11.2,1,19,7,14,0,1,1,0,0,0,6,supplier_stockout,2022,2,35,sepsis,0,35,0,12,12,785.0,58.0,0,solar,7 +9943,referral_hospital,O2_0055,urban,293,1,1,1,1,LOX_bulk_tank,0,0,4.4,1,16,2,3,0,1,0,0,1,1,0,not_applicable,2023,7,47,neonatal_respiratory,47,0,0,0,0,771.0,15.0,1,grid_unreliable,3 +9944,referral_hospital,O2_0146,peri_urban,213,1,1,1,1,LOX_bulk_tank,0,0,4.6,1,13,4,14,0,1,1,0,1,1,2,concentrator_malfunction,2024,6,40,pneumonia_child,31,9,1,1,0,904.0,24.0,0,grid_unreliable,3 +9945,referral_hospital,O2_0157,urban,235,1,1,1,1,oxygen_concentrator,6,1,0.5,1,13,0,7,0,1,1,0,1,1,0,not_applicable,2024,2,40,pneumonia_child,39,1,1,0,0,992.0,7.0,0,grid_reliable,18 +9946,referral_hospital,O2_0021,urban,229,1,1,1,1,LOX_bulk_tank,0,0,0.2,1,9,4,1,0,1,1,1,1,1,0,not_applicable,2023,2,33,pneumonia_adult,24,9,1,2,0,922.0,5.0,0,solar,12 +9947,referral_hospital,O2_0147,urban,357,1,1,1,1,LOX_bulk_tank,0,0,2.5,1,10,4,3,0,1,1,1,0,0,8,concentrator_malfunction,2022,5,43,pneumonia_adult,0,43,0,16,3,932.0,21.0,0,grid_reliable,6 +9948,referral_hospital,O2_0046,urban,210,1,1,1,1,cylinder_piped,0,0,4.9,1,11,4,5,0,1,1,1,0,0,22,concentrator_malfunction,2023,3,29,surgical_anaesthesia,0,29,0,14,7,859.0,15.0,1,grid_reliable,9 +9949,referral_hospital,O2_0149,urban,197,1,1,1,1,oxygen_concentrator,4,2,1.7,1,11,2,19,0,1,1,1,1,0,0,not_applicable,2023,2,41,COVID19_severe,29,12,1,5,0,796.0,18.0,1,generator_only,10 +9950,referral_hospital,O2_0127,peri_urban,270,1,1,1,1,PSA_plant_onsite,7,6,1.4,1,9,4,0,1,1,1,1,1,1,0,not_applicable,2022,3,46,neonatal_respiratory,46,0,1,0,0,729.0,0.0,1,grid_unreliable,0 +9951,referral_hospital,O2_0022,urban,222,1,1,1,1,LOX_bulk_tank,0,0,1.8,1,10,9,3,0,1,1,1,1,1,0,not_applicable,2022,7,44,pneumonia_adult,29,15,0,5,0,1026.0,16.0,1,generator_only,8 +9952,referral_hospital,O2_0158,peri_urban,234,1,1,1,1,cylinder_piped,5,3,1.4,1,7,3,0,0,1,0,0,0,0,9,concentrator_malfunction,2021,1,40,pneumonia_adult,0,40,0,14,9,778.0,21.0,1,grid_reliable,3 +9953,referral_hospital,O2_0106,rural,233,1,1,1,1,PSA_plant_onsite,0,0,9.6,1,6,4,9,1,1,1,1,1,0,0,not_applicable,2023,1,33,asthma_severe,26,7,1,3,0,884.0,0.0,1,solar,0 +9954,referral_hospital,O2_0187,urban,199,1,1,1,1,PSA_plant_onsite,4,2,1.0,1,9,7,23,1,1,1,1,1,1,0,not_applicable,2023,4,33,surgical_anaesthesia,26,7,1,4,0,836.0,16.0,1,grid_reliable,2 +9955,referral_hospital,O2_0111,urban,272,1,1,1,1,PSA_plant_onsite,0,0,8.7,1,15,5,6,0,1,1,1,0,0,8,funding_for_refill,2024,4,41,neonatal_respiratory,0,41,0,19,15,621.0,7.0,1,grid_reliable,1 +9956,referral_hospital,O2_0137,peri_urban,204,1,1,1,1,PSA_plant_onsite,0,0,3.5,1,7,5,0,1,1,1,1,1,1,0,not_applicable,2022,8,42,COPD_exacerbation,18,24,1,7,0,892.0,13.0,1,grid_reliable,3 +9957,referral_hospital,O2_0189,urban,236,1,1,1,1,cylinder_piped,4,2,2.0,1,13,8,4,0,1,1,1,1,1,1,piping_system_leak,2023,2,44,pneumonia_child,24,20,1,5,0,1050.0,8.0,0,generator_only,3 +9958,referral_hospital,O2_0196,urban,260,1,1,1,1,LOX_bulk_tank,0,0,3.8,1,13,4,1,0,1,1,1,1,1,0,not_applicable,2023,6,41,surgical_anaesthesia,25,16,1,7,0,1050.0,11.0,1,grid_unreliable,2 +9959,referral_hospital,O2_0011,urban,190,1,1,1,1,PSA_plant_onsite,0,0,6.5,1,12,2,1,1,1,0,0,1,0,0,not_applicable,2022,2,42,surgical_anaesthesia,42,0,1,0,0,565.0,5.0,1,grid_reliable,13 +9960,referral_hospital,O2_0057,peri_urban,282,1,1,1,1,PSA_plant_onsite,3,2,0.6,1,7,2,1,0,1,1,1,1,1,0,not_applicable,2023,10,39,surgical_anaesthesia,38,1,0,0,0,731.0,2.0,1,grid_reliable,3 +9961,referral_hospital,O2_0176,peri_urban,255,1,1,1,1,LOX_bulk_tank,0,0,4.0,1,9,6,2,0,1,1,0,1,1,0,not_applicable,2023,5,27,asthma_severe,22,5,0,0,0,781.0,2.0,1,grid_unreliable,2 +9962,referral_hospital,O2_0192,urban,212,1,1,1,1,LOX_bulk_tank,4,4,6.9,1,8,2,2,0,1,1,1,1,1,0,not_applicable,2023,8,33,pneumonia_adult,29,4,1,2,0,825.0,1.0,1,grid_reliable,1 +9963,referral_hospital,O2_0026,urban,177,1,1,1,1,oxygen_concentrator,8,6,9.5,1,9,4,13,0,1,1,1,1,1,1,PSA_plant_breakdown,2021,11,52,COVID19_severe,45,7,1,3,0,683.0,25.0,1,solar,0 +9964,referral_hospital,O2_0113,urban,287,1,1,1,1,oxygen_concentrator,0,0,1.7,1,11,3,0,0,1,1,0,1,0,0,not_applicable,2023,9,43,sepsis,31,12,1,3,0,560.0,32.0,1,grid_reliable,3 +9965,referral_hospital,O2_0016,peri_urban,234,1,1,1,1,oxygen_concentrator,1,1,3.1,1,10,4,0,0,1,1,1,1,1,0,not_applicable,2024,9,46,neonatal_respiratory,26,20,1,10,0,1028.0,6.0,1,grid_reliable,0 +9966,referral_hospital,O2_0053,rural,282,1,1,1,1,LOX_bulk_tank,0,0,3.7,1,12,5,4,0,1,1,1,1,0,0,not_applicable,2021,5,47,pneumonia_adult,40,7,1,2,0,577.0,24.0,1,grid_reliable,1 +9967,referral_hospital,O2_0171,urban,299,1,1,1,1,LOX_bulk_tank,0,0,2.0,1,8,5,1,0,1,1,1,1,1,0,not_applicable,2023,12,36,COPD_exacerbation,36,0,1,0,0,790.0,10.0,0,grid_unreliable,6 +9968,referral_hospital,O2_0095,urban,225,1,1,1,1,PSA_plant_onsite,0,0,1.0,1,11,2,6,0,1,1,1,1,1,0,not_applicable,2022,1,50,COVID19_severe,43,7,1,4,0,704.0,2.0,1,grid_reliable,8 +9969,referral_hospital,O2_0166,urban,281,1,1,1,1,LOX_bulk_tank,0,0,3.7,1,7,7,5,0,1,1,1,1,1,0,not_applicable,2022,7,33,severe_malaria,28,5,1,3,0,850.0,11.0,1,grid_reliable,1 +9970,referral_hospital,O2_0066,rural,196,1,1,1,1,LOX_bulk_tank,0,0,4.4,1,13,2,1,0,1,1,1,0,0,2,empty_cylinders_not_collected,2022,7,35,pneumonia_child,0,35,0,13,6,819.0,34.0,1,grid_reliable,0 +9971,referral_hospital,O2_0033,urban,157,1,1,1,1,cylinder_piped,0,0,5.4,1,5,5,0,0,1,1,0,1,1,0,not_applicable,2023,1,44,pneumonia_child,37,7,1,4,0,1028.0,1.0,1,none,4 +9972,referral_hospital,O2_0137,peri_urban,226,1,1,1,1,PSA_plant_onsite,0,0,0.1,1,10,4,2,1,1,1,0,1,1,0,not_applicable,2024,3,48,surgical_anaesthesia,46,2,0,1,0,766.0,2.0,1,grid_reliable,6 +9973,referral_hospital,O2_0069,urban,270,1,1,1,1,cylinder_piped,0,0,2.0,1,6,4,0,0,1,1,1,1,1,0,not_applicable,2022,3,43,pneumonia_child,32,11,1,3,0,760.0,9.0,1,grid_unreliable,1 +9974,referral_hospital,O2_0062,urban,219,1,1,1,1,oxygen_concentrator,8,5,0.9,1,10,6,19,0,1,1,1,1,1,0,not_applicable,2022,3,49,severe_malaria,36,13,1,4,0,701.0,6.0,1,grid_unreliable,3 +9975,referral_hospital,O2_0082,rural,233,1,1,1,1,LOX_bulk_tank,0,0,1.1,1,15,3,6,0,1,1,0,1,1,0,not_applicable,2024,9,39,trauma,24,15,1,5,0,550.0,17.0,1,solar,2 +9976,referral_hospital,O2_0059,peri_urban,223,1,1,1,1,PSA_plant_onsite,0,0,6.7,1,6,7,0,0,1,1,0,1,1,0,not_applicable,2022,10,58,trauma,53,5,1,2,0,945.0,12.0,1,none,12 +9977,referral_hospital,O2_0196,urban,273,1,1,1,1,LOX_bulk_tank,0,0,1.9,1,8,6,0,0,1,1,1,1,1,0,not_applicable,2023,7,43,severe_malaria,31,12,1,3,0,1029.0,4.0,0,grid_unreliable,13 +9978,referral_hospital,O2_0159,rural,224,1,1,1,1,PSA_plant_onsite,0,0,1.7,1,11,15,1,1,1,1,1,1,1,0,not_applicable,2024,10,30,asthma_severe,16,14,0,6,0,785.0,71.0,1,grid_unreliable,5 +9979,referral_hospital,O2_0192,peri_urban,271,1,1,1,1,LOX_bulk_tank,0,0,5.2,1,12,6,0,0,1,1,0,1,1,6,PSA_plant_breakdown,2022,9,36,COVID19_severe,26,10,1,3,0,991.0,1.0,1,generator_only,6 +9980,referral_hospital,O2_0057,peri_urban,263,1,1,1,1,LOX_bulk_tank,0,0,0.1,1,3,5,5,0,1,1,0,1,1,0,not_applicable,2024,5,30,severe_malaria,27,3,0,1,0,629.0,57.0,1,grid_unreliable,1 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+9991,referral_hospital,O2_0022,peri_urban,245,1,1,1,1,cylinder_piped,0,0,0.6,1,9,7,3,0,1,1,1,1,0,0,not_applicable,2023,9,41,COVID19_severe,30,11,1,7,0,1036.0,6.0,0,solar,1 +9992,referral_hospital,O2_0013,peri_urban,206,1,1,1,1,cylinder_piped,0,0,5.1,1,8,3,9,0,1,1,1,1,1,0,not_applicable,2023,2,36,sepsis,36,0,1,0,0,831.0,17.0,0,grid_reliable,0 +9993,referral_hospital,O2_0170,urban,321,1,1,1,1,cylinder_portable,8,6,4.7,1,13,6,7,0,1,1,1,1,1,0,not_applicable,2024,10,27,COVID19_severe,20,7,1,3,0,785.0,63.0,1,grid_reliable,14 +9994,referral_hospital,O2_0030,rural,251,1,1,1,1,cylinder_portable,4,1,0.7,1,6,8,1,0,1,1,1,0,0,29,empty_cylinders_not_collected,2023,4,43,neonatal_respiratory,0,43,0,22,0,861.0,2.0,0,generator_only,0 +9995,referral_hospital,O2_0170,rural,279,1,1,1,1,cylinder_portable,0,0,10.2,1,12,3,9,0,1,0,0,1,0,0,not_applicable,2023,4,42,sepsis,35,7,0,2,0,1049.0,3.0,1,none,5 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