Datasets:

xpertsystems
/

hc-res-003-sample

patient_id int64	age_years float64	age_group string	sex string	race_ethnicity string	insurance_type string	geographic_region string	nursing_home_resident_flag int64	prior_hospitalization_90d_flag int64	pneumonia_type string	etiology_category string	causative_organism string	mrsa_flag int64	drug_resistant_flag int64	icd10_primary_code string	snomed_code int64	chest_xray_finding string	procalcitonin_ng_ml float64	crp_mg_l float64	wbc_x10_9_l float64	blood_culture_result string	urine_antigen_test string	time_to_antibiotics_hrs float64	temperature_celsius float64	heart_rate_bpm int64	respiratory_rate_per_min int64	sbp_mmhg int64	dbp_mmhg int64	map_mmhg float64	spo2_pct int64	gcs_total int64	height_cm float64	weight_kg float64	bmi_kg_m2 float64	fever_flag int64	hypotension_flag int64	hypoxemia_flag int64	tachypnea_flag int64	hemoglobin_g_dl float64	platelet_x10_9 int64	neutrophil_pct float64	lymphocyte_pct float64	neutrophil_lymphocyte_ratio float64	sodium_meq_l float64	bun_mg_dl float64	urea_mmol_l float64	creatinine_mg_dl float64	glucose_mg_dl int64	albumin_g_dl float64	lactate_mmol_l float64	d_dimer_ng_ml int64	ferritin_ng_ml int64	il6_pg_ml float64	troponin_i_ng_ml float64	aki_flag int64	thrombocytopenia_flag int64	hyponatremia_flag int64	hyperglycemia_flag int64	abg_ph float64	abg_pao2_mmhg int64	abg_paco2_mmhg float64	abg_hco3_meq_l float64	abg_sao2_pct float64	abg_lactate_mmol_l float64	fio2_decimal float64	metabolic_acidosis_flag int64	curb65_score int64	curb65_confusion_flag int64	curb65_urea_flag int64	curb65_rr_flag int64	curb65_sbp_flag int64	curb65_age_flag int64	psi_score int64	psi_risk_class string	smart_cop_score int64	sofa_score int64	sofa_respiratory int64	sofa_coagulation int64	sofa_liver int64	sofa_cardiovascular int64	sofa_renal int64	sofa_cns int64	apache_ii_score int64	news2_score int64	pf_ratio int64	ards_berlin_category string	sepsis_flag int64	septic_shock_flag int64	ats_major_criteria_flag int64	severity_final string	oxygen_delivery_device string	intubation_flag int64	intubation_timing_hours float64	ventilator_days float64	tidal_volume_ml_kg_ibw float64	peep_cmh2o float64	driving_pressure_cmh2o float64	plateau_pressure_cmh2o float64	prone_positioning_flag int64	ecmo_flag int64	niv_flag int64	hfnc_flag int64	sbt_flag int64	extubation_success_flag int64	empiric_regimen string	antibiotic_1_name string	antibiotic_1_dose_mg int64	antibiotic_1_frequency string	antibiotic_1_route string	antibiotic_1_duration_days int64	antibiotic_2_flag int64	antibiotic_2_name string	antibiotic_escalation_flag int64	antibiotic_de_escalation_flag int64	antibiotic_oral_switch_flag int64	corticosteroid_flag int64	corticosteroid_indication string	dexamethasone_dose_mg float64	antiviral_flag int64	antifungal_flag int64	vasopressor_flag int64	c_diff_flag int64	procalcitonin_serial_flag int64	procalcitonin_nadir_ng_ml float64	copd_flag int64	heart_failure_flag int64	diabetes_flag int64	ckd_flag int64	cad_flag int64	immunosuppression_flag int64	hiv_flag int64	malignancy_flag int64	smoking_status string	alcohol_use_flag int64	clinical_frailty_score int64	influenza_vaccine string	pneumococcal_vaccine string	aspiration_risk_flag int64	icu_admission_flag int64	icu_los_days float64	hospital_los_days float64	inpatient_mortality_flag int64	time_to_death_days float64	mortality_30d_flag int64	mortality_90d_flag int64	pleural_effusion_flag int64	empyema_flag int64	aki_hospital_flag int64	new_onset_afib_flag int64	secondary_bacteremia_flag int64	discharge_disposition string	readmission_30d_flag int64	readmission_90d_flag int64	time_to_clinical_stability_days float64	total_hospital_cost_usd int64
1	42	Adult	Male	White	Private	Suburban	0	1	CAP	Atypical	C_pneumoniae	0	0	J18.9	233,604,007	Lobar_Consolidation	0.188	69.1	6.7	Negative	Pneumococcal_pos	0.5	37.7	70	38	79	70	73	89	11	158	89.2	35.7	0	1	1	1	12.5	155	84.2	20.2	4.2	132.2	28	10	2.28	162	3.1	3.6	375	731	41.6	0.094	1	0	1	0	7.34	122	29.1	20.3	86.4	3.3	0.66	1	4	1	1	1	1	0	56	II	6	7	1	1	0	2	1	2	21	8	184	Moderate	0	0	0	Critical	NIV	0	0	0	0	0	0	0	0	0	1	0	0	0	CAP_ICU	Ceftriaxone	2,000	q24h	IV	5	1	Azithromycin	0	1	1	0	null	0	0	0	0	0	1	0.047	0	1	0	0	0	1	0	0	Never	0	2	Current	Both	0	0	0	3.9	1	3.4	1	1	0	0	0	0	0	Died	0	0	2.1	43,154
2	68.4	Elderly	Female	White	Medicare	Urban	1	0	HAP	Bacterial	K_pneumoniae_MDR	0	0	J18.9	64,667,001	Multilobar	8.451	12.2	13.8	Positive	Pneumococcal_pos	0.4	37.7	123	41	104	60	74.7	80	13	163.5	60.6	22.7	0	0	1	1	12.6	137	86.2	12.2	7.1	133.9	21.7	7.8	1.85	203	2.9	3.5	608	3,431	23.8	1.515	1	0	1	1	7.41	100	36.5	26.6	90.9	0.5	0.49	0	4	1	1	1	0	1	103	IV	4	5	2	1	1	0	0	1	8	6	203	Mild	0	0	0	Critical	HFNC	0	0	0	0	0	0	0	0	0	0	1	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	9	0	null	1	0	1	0	null	0	0	0	0	0	0	2.466	1	0	0	0	0	0	0	1	Current	0	4	Prior_Year	Neither	0	0	0	3.9	0	null	0	0	0	0	0	0	0	LTAC_or_SNF	1	0	3.7	5,000
3	76	Elderly	Female	White	Private	Suburban	0	0	HAP	Bacterial	S_aureus_MSSA	0	0	J15.21	64,667,001	Patchy_Infiltrate	10.343	235.8	19.7	Negative	Negative	5.6	41.5	99	18	111	55	73.7	94	11	177	83	26.5	1	0	0	0	6.3	222	94	13.2	7.1	132.1	52.3	18.7	1.68	206	1.8	3.2	189	7,782	32.6	0.15	1	0	1	1	7.27	40	30.5	22.1	88.6	6.1	0.52	0	3	1	1	0	0	1	121	IV	3	7	3	1	0	1	0	2	17	7	50	Severe	1	1	1	Critical	IMV_ECMO	1	4.3	19.8	5.5	5.2	17.8	17.8	0	1	0	0	1	1	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	6	0	null	0	0	1	0	null	0	0	0	0	0	0	2.895	0	0	1	0	1	0	0	0	Never	0	7	Current	Neither	0	1	7.1	7.3	0	null	0	0	1	1	0	0	0	LTAC_or_SNF	0	0	2.1	60,662
4	70.6	Elderly	Female	Hispanic	Uninsured	Urban	0	0	HAP	Bacterial	E_coli	0	1	J18.9	64,667,001	Lobar_Consolidation	3.773	48.8	16.4	Negative	Negative	1.6	40.5	160	15	90	73	78.7	88	11	167.6	99.5	35.4	1	0	1	0	17.7	217	74.7	13.3	5.6	138.2	15.5	5.5	1.67	141	3.1	3.4	989	118	5.2	0.822	1	0	0	0	7.32	137	37.7	16	88.5	3.7	0.67	1	2	1	0	0	0	1	95	IV	5	5	1	2	0	0	0	2	18	5	203	Mild	0	0	0	Moderate	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	7	1	Azithromycin	0	0	1	0	null	0	0	0	0	0	0	1.244	0	0	0	0	0	0	0	0	Never	0	5	Current	PCV13_only	0	0	0	6.2	0	null	0	0	1	0	1	0	0	Home_with_Services	1	1	1.4	17,416
5	3.5	Pediatric	Male	White	Medicare	Urban	0	0	CAP	Fungal	P_jirovecii	0	0	J18.9	233,604,007	Patchy_Infiltrate	0.169	46.2	15	Negative	Pneumococcal_pos	9.5	40.5	97	27	139	49	79	91	9	178.9	54.2	16.9	1	0	1	1	13.5	192	75.4	15.6	4.8	136.2	28	10	2.61	129	2.4	1.5	4,581	73	355.7	0.314	1	0	0	0	7.52	41	29.3	16.6	89.4	0.5	0.83	0	2	1	1	0	0	0	40	I	4	10	4	0	0	2	1	3	30	4	50	Severe	1	0	1	Critical	IMV	1	16.5	14.2	6.5	10.6	20.8	16.6	1	0	0	0	0	0	CAP_ICU	Ceftriaxone	2,000	q24h	IV	10	1	Azithromycin	0	0	1	1	COVID_O2_Requiring	10.3	0	1	1	0	1	0.018	0	0	1	0	0	0	0	0	Current	1	2	Current	Neither	0	1	1.7	1.9	1	0.6	1	1	0	0	0	0	0	Died	0	0	1.6	28,288
6	43.9	Adult	Male	Asian	Uninsured	Urban	1	0	HAP	Bacterial	S_aureus_MRSA	1	0	J15.212	64,667,001	Lobar_Consolidation	10.071	144	7	Contaminated	Negative	4.8	38.4	143	28	123	79	93.7	92	13	151.4	81.4	35.5	1	0	0	1	11.2	247	88.5	7.4	11.9	140.9	30.5	10.9	1.88	60	2.8	2.6	159	693	16.2	1.536	1	0	0	0	7.36	132	38.2	15.6	95	2	0.55	0	2	1	1	0	0	0	12	I	4	5	2	1	0	0	1	1	14	5	241	Mild	1	0	0	Moderate	NIV	0	0	0	0	0	0	0	0	0	1	0	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	13	1	Azithromycin	1	0	1	1	COVID_O2_Requiring	6	0	0	0	0	0	1.081	1	0	0	0	0	0	0	0	Never	0	1	Current	PCV13_only	0	0	0	1.5	0	null	0	0	0	0	1	0	0	Home_with_Services	0	0	3.1	22,491
7	70	Elderly	Male	White	Uninsured	Rural	0	0	HAP	Bacterial	S_aureus_MRSA	1	0	J15.212	64,667,001	Patchy_Infiltrate	2.275	331.9	14.4	Negative	Negative	0.6	39.4	126	28	70	71	70.7	90	13	164.6	109.5	40.4	1	1	1	1	9.5	125	78.8	15.2	5.2	142.5	32.3	11.5	2.22	157	3.3	2.5	1,046	882	14.7	0.101	1	0	0	0	7.41	174	41	25.7	86.5	4.5	0.61	0	4	1	1	0	1	1	114	IV	8	2	0	0	0	1	0	1	24	6	285	Mild	1	1	1	Critical	IMV	1	19.4	13.3	6	4.6	18.7	20.2	0	0	0	0	1	1	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	9	0	Vancomycin	0	0	0	0	null	0	0	0	1	0	1	0.289	0	1	0	0	1	1	0	0	Former	0	5	Current	Neither	0	1	2.1	2.3	0	null	0	0	0	0	0	1	0	LTAC_or_SNF	0	0	1	38,610
8	60.5	Adult	Male	Hispanic	Medicaid	Suburban	0	0	CAP	Viral	Influenza_A	0	0	J09.X1	233,604,007	Multilobar	0.072	202.6	15.1	Negative	Negative	0.5	38.2	84	27	80	66	70.7	91	11	146.7	52	24.1	0	1	1	1	13.8	122	75.6	11	6.9	139.4	17.5	6.2	1.51	110	2.7	3.8	1,163	60	42.4	0.05	1	0	0	0	7.48	136	38.1	28.4	89.9	4.8	0.47	0	2	1	0	0	1	0	103	IV	6	4	0	0	0	2	0	2	17	4	291	Mild	1	0	0	Moderate	Room_Air	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	8	1	Azithromycin	0	1	1	0	null	0	1	0	0	0	0	0.028	0	0	0	1	0	0	0	0	Current	0	1	Current	Neither	0	0	0	3	0	null	0	0	1	0	0	0	0	Home_with_Services	1	0	6.8	17,837
9	6	Pediatric	Male	Hispanic	Private	Urban	0	0	CAP	Viral	Influenza_A	0	0	J09.X1	233,604,007	Patchy_Infiltrate	0.274	26.2	10.3	Negative	Negative	4.7	38	112	25	88	67	74	91	13	163.3	105.4	39.5	0	1	1	1	12.4	147	94.2	9.4	10.1	137.5	9.6	3.4	3.24	179	2.6	4	424	471	42.6	0.567	1	0	0	0	7.31	91	36.3	26.1	88.6	2.4	0.5	0	2	1	0	0	1	0	50	I	6	8	2	2	0	2	1	1	17	6	183	Moderate	0	0	0	Moderate	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	8	0	null	0	0	1	0	null	0	1	0	0	0	0	0.048	0	0	1	0	0	0	0	0	Current	0	1	Never	Neither	0	0	0	8.1	0	null	0	0	0	0	1	0	0	Home_with_Services	0	0	2.6	13,150
10	78.1	Elderly	Male	White	Private	Suburban	1	0	HAP	Fungal	Candida_spp	0	1	J18.9	64,667,001	Patchy_Infiltrate	0.449	75	17.6	Negative	Negative	5.2	38.4	117	20	140	56	84	87	13	156.5	115.6	47.2	1	0	1	0	12	156	66.5	20.6	3.2	139.6	18.5	6.6	2.29	140	3.3	3.3	2,161	903	11.2	0.037	1	0	0	0	7.4	153	41.3	22.1	96.4	0.5	0.43	0	2	1	0	0	0	1	107	IV	5	6	0	1	0	2	2	1	25	5	355	null	0	0	0	Moderate	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	11	1	Azithromycin	0	1	0	1	CAP_Severe	6	0	1	0	0	1	0.072	0	0	0	0	0	0	0	0	Current	0	2	Prior_Year	Both	0	0	0	7.2	0	null	0	0	0	0	1	0	0	Home_with_Services	1	0	3.9	11,869
11	87.2	Elderly	Male	Hispanic	Private	Urban	1	0	CAP	Viral	Influenza_A	0	0	J09.X1	233,604,007	Lobar_Consolidation	0.038	23.1	18.8	Negative	Pneumococcal_pos	4.4	40.1	99	21	127	79	95	86	10	182.1	75.1	22.7	1	0	1	0	12.7	54	95	9.3	10.2	138.5	15.3	5.5	2.41	145	3.7	4.9	252	58	9.5	0.163	1	1	0	0	7.51	59	46.4	16.9	92.5	4.5	0.43	0	2	1	0	0	0	1	118	IV	5	8	2	1	1	1	1	2	17	4	137	Moderate	0	0	0	Moderate	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	9	0	null	0	0	1	1	COVID_O2_Requiring	20	1	0	0	0	1	0.01	1	0	0	0	0	0	0	0	Current	0	8	Never	Neither	0	0	0	1.2	0	null	0	0	0	0	0	0	0	Home_with_Services	0	1	3.8	24,319
12	91.9	Elderly	Female	White	Medicaid	Urban	0	0	HAP	Bacterial	S_aureus_MSSA	0	0	J15.21	64,667,001	Patchy_Infiltrate	12.645	191	12.2	Negative	Negative	4.2	39.8	121	24	138	71	93.3	89	11	172.5	72.5	24.3	1	0	1	1	11.3	151	74.9	19.6	3.8	136.3	49.5	17.7	1.06	191	2.9	2.2	449	96	27	1.109	0	0	0	1	7.4	85	34.4	17.9	92.6	3.4	0.63	0	3	1	1	0	0	1	108	IV	5	4	1	0	1	0	0	2	17	5	136	Moderate	0	0	0	Severe	Simple_Mask	0	0	0	0	0	0	0	0	0	0	0	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	9	1	Azithromycin	0	0	0	0	null	0	0	0	1	0	0	2.763	0	0	0	0	0	0	0	0	Never	0	2	Current	Both	0	0	0	2.7	0	null	0	0	1	0	1	0	0	SNF_or_Rehab	0	1	2.7	28,989
13	84.7	Elderly	Female	Hispanic	Medicare	Urban	0	0	CAP	Atypical	M_pneumoniae	0	0	J15.7	233,604,007	Lobar_Consolidation	0.042	66.1	18	Positive	Negative	8.5	38	117	28	112	74	86.7	88	11	179.2	102.7	32	0	0	1	1	12.6	276	88.8	15.9	5.6	136.5	53.8	19.2	1.59	169	4	1.4	127	139	141.5	0.016	1	0	0	0	7.53	85	39	18.7	99	0.5	0.46	0	3	1	1	0	0	1	118	IV	6	7	0	0	2	1	2	2	16	6	184	Moderate	1	0	0	Severe	HFNC	0	0	0	0	0	0	0	0	0	0	1	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	9	0	null	0	0	1	1	COVID_O2_Requiring	12	0	0	0	0	1	0.015	0	0	0	0	0	0	0	0	Former	0	2	Never	Neither	0	0	0	2.2	0	null	0	0	0	0	0	0	0	SNF_or_Rehab	0	0	2	5,000
14	63.4	Adult	Male	White	Uninsured	Rural	0	1	CAP	Bacterial	H_influenzae	0	0	J14	233,604,007	Lobar_Consolidation	66.333	122.8	14.4	Negative	Pneumococcal_pos	7.5	38.8	117	23	104	75	84.7	95	12	163.3	75.9	28.5	1	0	0	1	13	244	80.1	4.1	19.3	131.9	29.3	10.5	1.67	155	2.5	2.3	630	323	59.9	0.294	1	0	1	0	7.33	221	43.9	21.8	100	3.3	0.69	1	2	1	1	0	0	0	78	III	1	6	0	1	0	0	3	2	13	2	320	null	0	0	0	Moderate	NIV	0	0	0	0	0	0	0	0	0	1	0	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	4	0	null	0	0	1	0	null	0	0	0	0	0	0	18.969	0	0	0	0	0	0	0	0	Never	0	1	Prior_Year	Both	0	0	0	2.4	0	null	0	0	1	0	1	0	0	Home_with_Services	0	0	1.8	13,808
15	70.3	Elderly	Male	Black	Private	Suburban	0	0	CAP	Viral	Influenza_A	0	0	J09.X1	233,604,007	Interstitial	0.07	62	20.2	Positive	Negative	2.2	39.6	103	22	88	62	70.7	92	13	156.8	28.2	11.5	1	1	0	1	12.4	233	83.1	23.2	3.6	139.9	10.5	3.8	2.01	222	2.5	0.5	443	1,079	19.7	0.634	1	0	0	1	7.49	53	39.7	28.1	95	3.1	0.47	0	3	1	0	0	1	1	92	IV	7	5	3	0	0	1	0	1	21	5	113	Moderate	0	0	0	Severe	NIV	0	0	0	0	0	0	0	0	0	1	0	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	9	0	null	0	1	0	1	COVID_O2_Requiring	9.2	1	0	0	0	1	0.01	0	0	0	0	0	0	0	0	Former	0	2	Never	PCV13_only	0	0	0	2.1	1	1.7	1	1	1	0	1	0	0	Died	0	0	6.5	21,749
16	76.5	Elderly	Female	Other	Medicaid	Suburban	0	0	HAP	Unknown	Unknown	0	1	J18.9	64,667,001	Patchy_Infiltrate	0.934	72.3	26	Negative	Negative	5	38.8	90	31	109	48	68.3	85	14	156.4	77.8	31.8	1	0	1	1	11.7	183	79.9	14.2	5.6	135	43	15.4	2.95	198	2.2	1.2	1,629	351	192.7	0.247	1	0	0	1	7.35	149	21.5	26.7	91.4	3	0.56	0	4	1	1	1	0	1	102	IV	6	4	0	1	1	1	0	1	14	6	265	Mild	0	0	0	Critical	IMV	1	9.6	7.2	7.6	6.4	15.6	20	0	0	0	0	1	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	5	1	Azithromycin	0	0	1	1	CAP_Severe	10.7	0	0	0	0	0	0.32	0	1	0	0	0	0	0	0	Former	0	4	Current	Neither	0	0	0	1.4	0	null	0	0	0	0	0	0	0	LTAC_or_SNF	0	1	1	14,700
17	66.8	Elderly	Female	White	Medicare	Urban	0	0	HAP	Bacterial	K_pneumoniae_MDR	0	0	J18.9	64,667,001	Patchy_Infiltrate	20.709	240.9	9.2	Contaminated	Negative	2.8	39.1	103	24	106	81	89.3	89	10	170.9	90.3	30.9	1	0	1	1	14.4	294	89.3	17	5.3	142.1	16.7	6	2.01	140	2.3	3.5	225	442	25.3	0.053	1	0	0	0	7.36	43	31	20.3	87.2	1.3	0.66	0	2	1	0	0	0	1	74	III	3	8	3	1	1	0	1	2	30	5	65	Severe	1	0	1	Critical	Simple_Mask	0	0	0	0	0	0	0	0	0	0	0	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	9	0	null	0	0	0	1	ARDS	6	0	0	0	0	1	7.889	0	0	0	0	0	0	0	0	Never	1	6	Never	PCV13_only	0	1	4.6	7.2	0	null	0	0	0	0	0	0	0	LTAC_or_SNF	0	0	5.3	13,205
18	0	Pediatric	Female	Hispanic	Medicare	Urban	0	0	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Lobar_Consolidation	4.049	44.5	17.6	Negative	Negative	0.5	39.1	102	27	111	80	90.3	93	13	187.9	96.3	27.3	1	0	0	1	8.9	133	75.7	22.5	3.4	140.9	17.2	6.1	0.94	133	3.5	0.5	146	8,921	22.9	0.081	0	0	0	0	7.44	47	41.3	14.3	95.7	0.9	0.42	0	1	1	0	0	0	0	25	I	2	5	3	0	1	0	0	1	12	5	111	Moderate	0	0	0	Mild	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_Mild_Outpatient	Amoxicillin	1,000	q8h	PO	6	0	null	1	0	0	0	null	0	0	0	0	0	0	1.213	0	0	0	0	0	0	0	0	Current	0	2	Current	PPSV23_only	1	0	0	1.6	0	null	0	0	1	1	0	0	0	Home	0	1	5.5	8,010
19	77.4	Elderly	Male	Black	Private	Suburban	0	0	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Interstitial	18.172	185.3	20.8	Positive	Negative	8.7	39.2	68	19	141	64	89.7	91	12	172.5	60.6	20.4	1	0	1	0	10.3	132	74.3	24.5	3	134.2	18.8	6.7	1.3	184	2.8	0.6	705	85	22.4	0.05	0	0	1	1	7.38	104	33.6	18.1	93.2	1.7	0.45	0	2	1	0	0	0	1	115	IV	5	4	1	0	0	0	1	2	8	5	233	Mild	1	0	0	Moderate	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	10	0	null	0	0	1	0	null	0	0	0	0	0	1	4.684	0	1	1	0	1	0	0	0	Never	0	6	Current	PCV13_only	0	0	0	3	0	null	0	0	0	0	1	0	0	Home_with_Services	0	0	1.8	26,259
20	64.1	Adult	Female	White	Private	Urban	0	0	CAP	Bacterial	K_pneumoniae	0	0	J15.0	233,604,007	Lobar_Consolidation	3.993	118.5	9.4	Negative	Negative	0.5	39.1	105	17	110	76	87.3	92	11	163.9	74.1	27.6	1	0	0	0	11.9	279	95	16.8	5.7	141.8	20.1	7.2	1.92	160	2.5	2	2,137	133	42.2	0.146	1	0	0	0	7.39	144	44.7	27.5	96.6	2.7	0.46	0	2	1	1	0	0	0	68	II	3	3	0	0	0	0	1	2	11	4	309	null	1	0	0	Moderate	Simple_Mask	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	8	1	Azithromycin	0	0	1	1	COVID_O2_Requiring	7.3	0	0	0	0	0	1.138	1	0	0	0	0	0	0	0	Former	1	2	Current	PPSV23_only	0	0	0	1.5	0	null	0	0	1	0	1	0	0	Home_with_Services	0	1	2.3	10,822
21	54.1	Adult	Male	Black	Private	Rural	0	0	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Patchy_Infiltrate	0.695	151.3	11.3	Negative	Pneumococcal_pos	5.8	38.3	100	24	137	86	103	91	13	165.9	101.5	36.9	0	0	1	1	10.5	203	80.1	19.4	4.1	126.6	21.4	7.7	1.93	107	3.5	1.5	821	952	8.4	0.093	1	0	1	0	7.42	58	47.3	23.8	91.7	3.3	0.63	0	2	1	1	0	0	0	68	II	3	5	2	0	1	0	1	1	30	3	93	Severe	1	0	1	Critical	Simple_Mask	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_ICU	Ceftriaxone	2,000	q24h	IV	5	0	null	1	0	1	0	null	0	0	0	0	0	0	0.214	1	0	1	1	0	0	0	0	Never	0	1	Current	Neither	0	0	0	4	0	null	0	0	0	0	0	0	0	LTAC_or_SNF	0	0	4.1	6,649
22	58.8	Adult	Male	Black	Medicare	Suburban	0	1	HCAP	Bacterial	K_pneumoniae	0	0	J15.0	422,400,008	Interstitial	27.217	201.3	11.2	Positive	Negative	0.5	38.4	78	25	84	85	84.7	86	13	167.7	78.7	28	1	1	1	1	11.1	154	73.1	17.9	4.1	144.5	10.1	3.6	1.66	188	3.7	3.5	3,593	1,532	3	0.071	1	0	0	1	7.28	56	32.6	21.4	94	0.5	0.49	1	2	1	0	0	1	0	100	IV	6	6	1	2	1	1	0	1	23	3	114	Moderate	0	0	0	Moderate	HFNC	0	0	0	0	0	0	0	0	0	0	1	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	7	1	Azithromycin	0	0	0	1	CAP_Severe	6.1	0	0	0	0	1	9.547	0	0	0	1	0	0	0	0	Never	0	1	Never	Neither	0	0	0	2.9	0	null	0	0	0	0	0	0	0	Home_with_Services	1	0	3.8	14,780
23	74.5	Elderly	Male	Other	Medicare	Urban	0	0	CAP	Viral	SARS_CoV2	0	0	J12.82	233,604,007	Patchy_Infiltrate	0.03	70.6	14.3	Positive	Pneumococcal_pos	0.9	38.1	100	21	156	62	93.3	81	9	190.3	46.4	12.8	0	0	1	0	14.1	227	66.2	12	5.5	130.7	21.4	7.7	2.05	210	3.6	2.9	1,047	823	114.3	0.316	1	0	1	1	7.32	152	28.7	20.3	93.7	3.2	0.68	1	3	1	1	0	0	1	107	IV	5	4	0	0	1	0	0	3	18	9	225	Mild	1	0	0	Severe	HFNC	0	0	0	0	0	0	0	0	0	0	1	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	15	1	Azithromycin	0	1	1	1	COVID_O2_Requiring	6	1	0	0	0	0	0.01	0	0	0	0	1	0	0	0	Former	0	6	Never	PCV13_only	0	0	0	2.3	0	null	0	0	1	0	0	0	0	SNF_or_Rehab	0	0	6.5	12,333
24	65	Elderly	Male	Other	Private	Suburban	0	0	CAP	Viral	Influenza_A	0	0	J09.X1	233,604,007	Multilobar	0.079	69.9	12.3	Positive	Negative	5.8	37.4	95	29	107	54	71.7	90	13	181.6	107.2	32.5	0	0	1	1	11.7	172	95	6.4	14.8	138.9	37.4	13.4	1.54	198	3.7	0.8	690	5,030	145.5	0.825	1	0	0	1	7.44	40	34.2	20	100	2.8	0.41	0	3	1	1	0	0	1	79	III	4	6	4	0	0	1	0	1	21	6	50	Severe	1	0	0	Severe	HFNC	0	0	0	0	0	0	0	0	0	0	1	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	3	0	null	0	1	1	0	null	0	1	0	1	0	0	0.019	1	1	0	0	0	0	0	0	Former	0	4	Prior_Year	Neither	0	0	0	7.6	0	null	0	0	0	0	1	0	0	SNF_or_Rehab	0	1	5.6	5,000
25	70.1	Elderly	Male	White	Medicare	Rural	0	0	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Lobar_Consolidation	1.03	165.1	14.1	Negative	Negative	1.3	39	142	35	120	52	74.7	92	10	170.9	75.3	25.8	1	0	0	1	7.8	127	75.8	15.1	5	137.6	30.1	10.8	2.19	223	2.6	4.3	1,284	741	6.3	0.282	1	0	0	1	7.43	131	32.1	17.1	97.2	3.1	0.67	0	4	1	1	1	0	1	115	IV	6	8	0	2	1	1	2	2	20	8	196	Moderate	0	0	0	Critical	HFNC	0	0	0	0	0	0	0	0	0	0	1	0	0	CAP_ICU	Ceftriaxone	2,000	q24h	IV	8	1	Azithromycin	0	0	1	0	null	0	0	0	0	0	1	0.117	0	0	0	1	0	0	0	0	Current	0	2	Current	PCV13_only	0	1	5.3	6	0	null	0	0	0	0	1	0	0	LTAC_or_SNF	0	0	1.6	39,941
26	75.1	Elderly	Male	Hispanic	Uninsured	Urban	0	0	HCAP	Atypical	M_pneumoniae	0	0	J15.7	422,400,008	Patchy_Infiltrate	0.498	101.6	18.9	Negative	Negative	2	39.8	109	22	125	65	85	89	12	169.2	104	36.3	1	0	1	1	10.8	131	95	22.8	4.2	140.7	30.3	10.8	2.24	240	3.3	3.7	2,948	21	33.1	0.831	1	0	0	1	7.4	201	44.4	30.5	96.8	2	0.54	0	3	1	1	0	0	1	93	IV	5	4	0	0	1	0	1	2	27	3	374	null	1	0	1	Critical	Simple_Mask	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_ICU	Ceftriaxone	2,000	q24h	IV	5	1	Azithromycin	0	0	0	0	null	0	0	0	0	0	0	0.09	1	0	1	1	0	0	0	0	Current	1	5	Current	Neither	0	0	0	3.4	1	7.9	1	1	0	0	0	0	0	Died	0	0	7.6	23,691
27	59.4	Adult	Female	Hispanic	Medicare	Suburban	0	0	CAP	Unknown	Unknown	0	0	J18.9	233,604,007	Multilobar	0.815	52.2	5.2	Negative	Pneumococcal_pos	3	37.7	123	32	101	87	91.7	95	14	171.3	49.3	16.8	0	0	0	1	11.8	216	84.6	18.2	4.6	135	5	1.8	2.13	226	3.4	0.5	2,081	463	11.9	1.051	1	0	0	1	7.4	40	29.2	29.2	95	4.6	0.6	0	2	1	0	1	0	0	120	IV	2	5	2	1	0	0	1	1	19	3	50	Severe	1	0	0	Moderate	Room_Air	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	12	1	Azithromycin	0	0	1	0	null	0	0	0	0	1	1	0.065	0	0	0	0	0	0	0	0	Current	1	1	Current	Neither	0	0	0	1	0	null	0	0	0	0	0	0	0	Home_with_Services	0	0	2.2	30,080
28	2.3	Pediatric	Male	White	Medicare	Rural	1	0	HAP	Bacterial	Enterobacter_spp	0	0	J18.9	64,667,001	Patchy_Infiltrate	13.931	169.2	10.6	Negative	Negative	13.6	39.5	107	15	120	58	78.7	88	12	173.4	77.3	25.7	1	0	1	0	11.4	195	83.3	6.7	12.4	127	43.5	15.6	2.23	178	2.8	3.5	176	216	152.8	0.108	1	0	1	0	7.39	170	38.6	18.3	88.4	5.2	0.69	0	2	1	1	0	0	0	21	I	3	7	1	0	1	2	1	2	22	4	248	Mild	0	0	0	Moderate	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	10	1	Azithromycin	0	0	1	0	null	0	0	0	1	0	0	4.249	0	0	0	0	0	0	0	0	Current	0	2	Prior_Year	PCV13_only	0	0	0	3.9	0	null	0	0	0	0	0	0	0	Home_with_Services	0	0	1	21,655
29	5.4	Pediatric	Male	White	Medicare	Urban	0	0	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Patchy_Infiltrate	0.654	126.3	17.1	Positive	Negative	0.6	39.4	65	27	131	65	87	97	14	163.5	91.2	34.1	1	0	0	1	13.2	314	80.9	23.1	3.5	135.9	15.6	5.6	1.35	139	3.4	0.7	865	2,446	18.2	0.154	0	0	0	0	7.46	47	45.1	16.2	97.1	1.3	0.3	0	1	1	0	0	0	0	23	I	2	6	3	1	1	0	0	1	23	2	154	Moderate	0	0	0	Mild	Room_Air	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_Mild_Outpatient	Amoxicillin	1,000	q8h	PO	9	0	null	0	0	0	0	null	0	0	0	1	0	0	0.26	0	0	1	1	0	0	0	0	Current	0	1	Current	PCV13_only	1	0	0	6	0	null	0	0	1	0	0	0	0	Home	0	0	1	7,585
30	46.5	Adult	Male	Other	Private	Rural	0	0	CAP	Fungal	P_jirovecii	0	0	J18.9	233,604,007	Lobar_Consolidation	0.02	72.5	17.2	Negative	Negative	0.8	37.3	115	20	98	63	74.7	95	12	158.7	78.1	31	0	0	0	0	12.7	176	95	13.2	7.2	135.7	40.8	14.6	1.69	82	2.6	1.3	606	1,617	3,042.5	0.089	1	0	0	0	7.3	137	40.6	23.2	89.4	2.3	0.49	0	2	1	1	0	0	0	21	I	1	4	1	0	0	1	0	2	9	5	279	Mild	1	0	0	Moderate	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	11	1	Azithromycin	0	0	0	1	ARDS	6	0	1	0	0	0	0.01	0	0	1	0	0	0	0	0	Never	0	1	Prior_Year	Both	0	0	0	1.8	0	null	0	0	1	0	0	0	0	Home_with_Services	0	0	5.2	17,207
31	86.6	Elderly	Male	White	Private	Urban	0	0	HAP	Bacterial	S_aureus_MSSA	1	0	J15.21	64,667,001	Interstitial	1.628	160.5	11	Positive	Negative	2.6	39.2	102	34	87	58	67.7	91	11	179.4	54	16.8	1	1	1	1	10.6	146	61.3	2	30.6	126.5	38.1	13.6	2.24	173	2.5	6.6	713	60	46	0.051	1	0	1	0	7.31	180	35.4	20.2	87.4	5	0.76	1	5	1	1	1	1	1	143	V	8	6	1	1	1	1	0	2	15	9	237	Mild	1	0	0	Critical	IMV_ECMO	1	0.5	12.4	5.8	9.4	15.5	24.1	0	1	0	0	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	9	1	Azithromycin	0	0	0	0	null	0	0	0	0	0	1	0.332	0	1	0	1	0	0	0	0	Former	0	5	Current	Neither	0	0	0	2.9	0	null	0	0	0	0	1	0	0	LTAC_or_SNF	1	1	12.5	5,000
32	57.5	Adult	Male	Hispanic	Private	Suburban	0	0	CAP	Bacterial	Legionella_pneumophila	0	0	J15.0	233,604,007	Multilobar	0.809	137.2	17.2	Negative	Pneumococcal_pos	0.9	40.4	97	19	112	70	84	86	14	168.2	27.5	9.7	1	0	1	0	9.4	298	82.4	21.3	3.9	136.8	20.3	7.2	1.3	175	3.4	2.5	100	2,824	197.7	0.22	0	0	0	0	7.38	146	34.8	25.1	99.8	4.2	0.61	0	2	1	1	0	0	0	95	IV	3	4	2	0	1	0	0	1	14	5	239	Mild	0	0	0	Moderate	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	8	1	Azithromycin	0	0	1	0	null	0	0	0	0	0	1	0.239	0	0	1	0	0	0	0	0	Never	0	1	Current	Both	1	0	0	8.6	0	null	0	0	0	0	0	0	0	Home_with_Services	0	0	1.5	19,945
33	40.2	Adult	Male	Asian	Uninsured	Suburban	0	0	HAP	Bacterial	P_aeruginosa	1	0	J15.1	64,667,001	Patchy_Infiltrate	5.966	291.3	22.3	Negative	Negative	1.4	39.8	91	27	102	51	68	88	12	178.4	113.5	35.7	1	0	1	1	10.3	246	79.6	7	11.3	131.1	13.1	4.7	2.59	168	3.7	3	111	2,211	544.8	0.067	1	0	1	0	7.37	197	44.9	24.8	91.8	2.1	0.74	0	1	1	0	0	0	0	11	I	4	7	2	0	1	2	0	2	25	0	267	Mild	0	0	0	Mild	Room_Air	0	0	0	0	0	0	0	0	0	0	0	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	6	0	Vancomycin	1	0	1	1	Refractory_Shock	11.1	0	0	0	0	0	0.361	0	1	0	0	0	0	0	0	Former	0	1	Current	Both	0	0	0	2.3	1	6.2	1	1	0	0	1	0	0	Died	0	0	1	18,858
34	49.3	Adult	Male	White	Medicare	Suburban	0	0	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Multilobar	3.002	209.1	14.4	Negative	Negative	0.3	37.3	106	20	135	83	100.3	95	12	186.1	85.5	24.7	0	0	0	0	10.4	203	78.5	25.4	3.1	138.9	54.4	19.4	1.48	81	3.7	2.7	308	248	52.8	0.286	0	0	0	0	7.25	73	33.9	17.7	92.9	1	0.51	1	2	1	1	0	0	0	4	I	1	7	2	1	1	1	0	2	15	3	142	Moderate	0	0	0	Moderate	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	7	1	Azithromycin	0	0	1	1	COVID_O2_Requiring	10.8	0	0	0	0	1	0.612	0	0	0	0	0	0	0	0	Current	0	2	Current	PCV13_only	0	0	0	5.4	0	null	0	0	0	0	1	0	0	Home_with_Services	0	0	4.8	7,523
35	49.7	Adult	Female	Hispanic	Medicaid	Urban	0	0	HAP	Bacterial	S_aureus_MRSA	1	0	J15.212	64,667,001	Patchy_Infiltrate	12.254	153.2	10.2	Negative	Negative	0.6	39.8	127	25	118	66	83.3	90	12	173.7	105.7	35	1	0	1	1	10.8	74	83.1	20.3	4.1	134.7	41.1	14.7	2.55	151	3.4	4.3	105	432	38.7	0.032	1	1	1	0	7.29	138	40	26.8	91.9	3.4	0.74	0	2	1	1	0	0	0	19	I	4	6	2	0	0	1	1	2	18	4	187	Moderate	1	0	0	Moderate	Simple_Mask	0	0	0	0	0	0	0	0	0	0	0	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	7	1	Azithromycin	0	0	0	0	null	0	0	0	0	0	0	4.021	0	0	0	0	0	0	0	0	Former	0	1	Never	Neither	0	0	0	3	0	null	0	0	0	0	1	0	1	Home_with_Services	0	1	1.2	10,615
36	65.8	Elderly	Female	Other	Medicare	Suburban	0	0	HAP	Unknown	Unknown	0	0	J18.9	64,667,001	Patchy_Infiltrate	0.132	102.5	19.6	Negative	Pneumococcal_pos	3.8	38.5	125	35	105	98	100.3	91	10	171.9	100.4	34	1	0	1	1	12.8	127	78.9	12.2	6.5	143.6	41.4	14.8	2.08	188	3.1	1.9	392	3,835	40.1	0.244	1	0	0	1	7.37	111	33.5	20.4	90.3	1.3	0.47	0	4	1	1	1	0	1	112	IV	4	8	2	0	0	3	1	2	21	7	237	Mild	0	0	0	Critical	HFNC	0	0	0	0	0	0	0	0	0	0	1	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	8	0	null	0	1	1	0	null	0	0	0	0	0	0	0.02	0	0	1	1	0	0	0	0	Former	0	6	Prior_Year	PPSV23_only	0	1	9.8	10.5	0	null	0	0	0	0	0	0	0	LTAC_or_SNF	0	0	6	22,090
37	1.9	Pediatric	Male	Hispanic	Medicare	Urban	0	0	HAP	Bacterial	S_aureus_MRSA	1	1	J15.212	64,667,001	Lobar_Consolidation	1.806	108.1	24	Negative	Negative	4.8	39.9	138	26	116	53	74	83	10	200	93.1	23.3	1	0	1	1	12.1	107	83.8	15.9	5.3	134.5	54	19.3	2.62	123	3	2.3	1,523	26	41.1	0.033	1	0	1	0	7.42	65	23.1	24	81.5	0.5	0.39	0	2	1	1	0	0	0	15	I	4	6	1	0	0	2	1	2	12	4	168	Moderate	0	0	0	Moderate	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	3	0	Vancomycin	0	0	1	1	COVID_O2_Requiring	10.2	0	0	0	0	0	0.507	0	0	0	0	0	1	0	0	Former	0	1	Prior_Year	Both	0	0	0	4.4	0	null	0	0	0	0	0	0	0	Home_with_Services	0	0	2.7	18,713
38	59.9	Adult	Female	White	Private	Urban	0	0	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Patchy_Infiltrate	0.255	149.4	10.3	Negative	Negative	1.6	38.4	136	35	72	88	82.7	98	14	170.3	72.9	25.2	1	1	0	1	13.3	195	80.5	29.1	2.8	138	31.2	11.2	2.17	164	2.4	3.6	241	797	133.7	0.365	1	0	0	0	7.35	68	33.6	21.2	86.8	1.3	0.47	0	4	1	1	1	1	0	121	IV	4	9	2	3	1	0	2	1	22	8	145	Moderate	0	0	0	Critical	HFNC	0	0	0	0	0	0	0	0	0	0	1	0	0	CAP_ICU	Ceftriaxone	2,000	q24h	IV	11	0	null	0	0	0	1	ARDS	6	0	0	0	0	1	0.067	1	0	0	1	0	0	0	0	Never	0	2	Current	Both	0	1	3.1	6.3	0	null	0	0	0	0	1	0	0	LTAC_or_SNF	0	0	1.6	68,617
39	74.3	Elderly	Female	White	Medicare	Urban	0	0	HAP	Bacterial	E_coli	1	0	J18.9	64,667,001	Interstitial	0.326	157.6	14.5	Negative	Negative	1.8	38.8	65	21	101	87	91.7	88	14	156	90.8	37.3	1	0	1	0	11.1	163	66.9	21.4	3.1	135.9	42.7	15.2	2.07	170	2.8	0.5	453	1,857	4.9	0.086	1	0	0	0	7.35	111	35	26.4	95.4	2.9	0.61	0	3	1	1	0	0	1	85	III	5	4	1	0	1	0	1	1	18	5	182	Moderate	0	0	0	Severe	NIV	0	0	0	0	0	0	0	0	0	1	0	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	14	1	Azithromycin	1	1	1	0	null	0	0	0	0	0	0	0.096	0	0	0	0	1	0	0	0	Current	1	4	Never	Both	0	0	0	1.1	0	null	0	0	0	0	0	0	0	SNF_or_Rehab	0	0	2.8	5,000
40	70.1	Elderly	Female	Other	Private	Suburban	0	0	HCAP	Bacterial	S_pneumoniae	0	0	J13	422,400,008	Patchy_Infiltrate	38.777	92.7	20.3	Negative	Negative	0.2	38.6	84	33	113	64	80.3	82	12	164.9	111.5	41	1	0	1	1	14.6	301	84.9	15.6	5.4	129.6	23.7	8.5	1.71	204	2.7	4.2	145	379	21.9	0.097	1	0	1	1	7.41	73	34.1	12.7	87.8	5	0.39	0	4	1	1	1	0	1	119	IV	6	9	2	1	1	3	0	2	18	8	188	Moderate	0	0	0	Critical	IMV	1	2.8	17.5	5.7	8.3	11.6	20.9	0	0	0	0	1	1	CAP_ICU	Ceftriaxone	2,000	q24h	IV	7	1	Azithromycin	1	0	1	0	null	0	0	0	0	0	1	5.198	1	0	1	0	0	0	1	0	Never	0	4	Current	PPSV23_only	0	0	0	9.8	0	null	0	0	0	0	0	0	0	LTAC_or_SNF	0	0	8.8	5,000
41	69.7	Elderly	Female	White	Private	Urban	0	0	CAP	Bacterial	H_influenzae	0	0	J14	233,604,007	Lobar_Consolidation	54.616	207.1	14.7	Contaminated	Negative	6.3	38.8	69	15	133	66	88.3	90	15	185.1	81.8	23.9	1	0	1	0	13.3	91	87	33.1	2.6	136	34.5	12.3	1.77	220	3.6	0.5	552	910	10.7	0.5	1	1	0	1	7.37	40	32.2	25.8	92.8	1	0.28	0	2	0	1	0	0	1	75	III	2	5	3	0	0	0	2	0	23	5	50	Severe	0	0	0	Moderate	Simple_Mask	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	12	0	null	0	0	0	0	null	0	0	0	0	0	1	5.949	0	0	1	0	1	0	0	0	Never	0	1	Current	Neither	0	0	0	5	0	null	0	0	1	0	0	0	0	Home_with_Services	0	0	1	5,000
42	71.1	Elderly	Female	Hispanic	Medicaid	Urban	0	1	CAP	Bacterial	H_influenzae	0	0	J14	233,604,007	Patchy_Infiltrate	5.009	144.6	5.3	Negative	Pneumococcal_pos	5.3	38.3	112	21	117	60	79	82	14	153.8	121.8	51.5	0	0	1	0	12.2	122	74.2	16.7	4.4	140	17.5	6.3	1.88	135	3.8	1.6	676	387	1.1	0.084	1	0	0	0	7.45	72	40.1	19.7	88.7	1.8	0.23	0	2	1	0	0	0	1	91	IV	5	6	1	2	1	1	0	1	21	5	306	null	0	0	0	Moderate	NIV	0	0	0	0	0	0	0	0	0	1	0	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	8	0	null	0	0	0	0	null	0	0	0	1	0	0	0.28	0	0	1	0	1	0	0	0	Never	0	4	Prior_Year	Neither	0	0	0	4.3	1	2	1	1	0	0	0	0	0	Died	0	0	6.2	16,458
43	74.2	Elderly	Female	White	Private	Rural	0	0	HAP	Bacterial	S_maltophilia	1	1	J18.9	64,667,001	Interstitial	1.668	155.1	18.1	Negative	Negative	8.9	39.2	99	25	128	55	79.3	83	11	159.7	47	18.4	1	0	1	1	12.3	191	95	15.7	6	137.5	28.3	10.1	1.66	176	3.3	1.1	140	179	200.9	0.296	1	0	0	0	7.34	50	37.8	21.4	86.2	3.7	0.7	1	3	1	1	0	0	1	96	IV	6	9	4	0	1	2	0	2	26	7	72	Severe	0	0	1	Critical	IMV_ECMO	1	4.9	4.4	7	12.2	19	23.7	1	1	0	0	1	1	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	6	0	Vancomycin	0	0	0	0	null	0	0	0	0	0	0	0.364	0	0	0	1	0	0	0	0	Current	0	4	Current	PCV13_only	1	0	0	2.5	0	null	0	0	0	0	0	0	1	LTAC_or_SNF	1	0	6.6	21,228
44	33.4	Adult	Female	Hispanic	Private	Urban	0	1	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Multilobar	3.133	140.2	8.9	Negative	Negative	4.9	37.7	91	30	130	72	91.3	100	12	180.2	44.6	13.8	0	0	0	1	10.7	243	92.7	10.8	8.6	136	25.2	9	2.26	157	3.9	0.5	137	93	64.2	0.089	1	0	0	0	7.33	64	34.9	28.2	94	0.9	0.25	0	3	1	1	1	0	0	29	I	2	5	1	1	0	1	0	2	17	3	255	Mild	1	0	0	Severe	IMV	1	3.9	6.3	7.7	3	11.2	30.4	0	0	0	0	1	1	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	7	1	Azithromycin	0	0	1	1	ARDS	12.6	0	0	0	0	1	0.362	1	1	1	0	0	0	0	0	Former	0	1	Never	PCV13_only	0	0	0	1	0	null	0	0	0	0	1	0	0	SNF_or_Rehab	0	0	2.2	11,186
45	59.5	Adult	Male	Other	Private	Urban	0	0	HAP	Bacterial	S_maltophilia	0	0	J18.9	64,667,001	Lobar_Consolidation	12.785	387.1	7.9	Negative	Pneumococcal_pos	0.6	39.3	98	24	103	71	81.7	89	15	165	101.7	37.4	1	0	1	1	7.7	20	88.5	5.4	16.3	130.9	11.1	4	2.76	179	3.3	4.2	100	1,040	6.9	0.25	1	1	1	0	7.47	41	34.1	19.5	96.7	1.1	0.53	0	0	0	0	0	0	0	49	I	2	6	1	1	1	2	1	0	14	1	78	Severe	1	0	0	Mild	Room_Air	0	0	0	0	0	0	0	0	0	0	0	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	8	1	Azithromycin	1	0	1	1	ARDS	11.5	0	0	0	0	0	3.553	0	0	1	0	0	0	0	0	Former	0	2	Never	PCV13_only	0	0	0	4.6	0	null	0	0	1	0	0	0	0	Home	1	1	5	10,394
46	32.3	Adult	Male	Hispanic	Medicare	Urban	0	0	HAP	Bacterial	P_aeruginosa	0	0	J15.1	64,667,001	Lobar_Consolidation	2.417	133.6	6.9	Negative	Negative	8.1	39.4	117	17	102	48	66	83	13	166.8	62	22.3	1	0	1	0	10	57	90.4	11.1	8.1	138	36.8	13.2	2.76	187	2.5	4.8	1,264	204	210.5	0.805	1	1	0	1	7.43	53	27.6	17.6	94.3	3.8	0.54	0	2	1	1	0	0	0	19	I	3	7	2	0	1	2	1	1	18	6	98	Severe	0	0	0	Moderate	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	6	0	null	0	0	1	1	CAP_Severe	6	0	0	0	0	1	0.585	0	0	0	0	0	0	0	0	Never	0	2	Current	Neither	0	0	0	4.4	0	null	0	0	1	0	0	0	0	Home_with_Services	0	0	4.1	6,562
47	65.5	Elderly	Male	Other	Medicare	Urban	0	0	CAP	Unknown	Unknown	0	0	J18.9	233,604,007	Patchy_Infiltrate	1.729	105.5	19.3	Positive	Negative	3.3	37.2	70	14	124	101	108.7	93	15	179.8	125	38.6	0	0	0	0	13.8	195	78.9	17.4	4.5	139.3	18.2	6.5	1.6	201	3.4	3.2	349	28	1	0.262	1	0	0	1	7.35	73	38.9	22.1	92.1	0.5	0.29	0	1	0	0	0	0	1	70	II	0	3	2	0	0	1	0	0	15	2	249	Mild	0	0	0	Mild	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_Mild_Outpatient	Amoxicillin	1,000	q8h	PO	10	0	null	0	0	0	0	null	0	0	0	0	0	1	0.591	0	1	0	1	1	0	0	0	Never	0	4	Current	PPSV23_only	0	0	0	5.3	0	null	0	0	0	0	0	0	0	Home	0	0	6.5	22,288
48	64.9	Adult	Male	White	Private	Suburban	0	0	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Lobar_Consolidation	4.414	68	8.9	Negative	Negative	9.5	39.4	72	15	111	71	84.3	90	15	160.1	109.4	42.7	1	0	1	0	12.6	313	89.6	19.8	4.5	141.3	5	1.8	1.34	60	3.1	0.5	239	302	8.2	0.049	0	0	0	0	7.44	40	46.1	22.2	97	0.5	0.24	0	0	0	0	0	0	0	69	II	2	3	2	0	1	0	0	0	10	0	149	Moderate	1	0	0	Mild	HFNC	0	0	0	0	0	0	0	0	0	0	1	0	0	CAP_Mild_Outpatient	Amoxicillin	1,000	q8h	PO	6	0	null	0	0	0	0	null	0	0	0	0	0	1	1.46	0	0	0	0	0	0	0	0	Never	0	4	Current	Both	0	0	0	8.1	0	null	0	0	0	0	1	0	0	Home	0	0	2.8	15,328
49	80.7	Elderly	Male	Hispanic	Uninsured	Urban	0	1	CAP	Atypical	C_pneumoniae	0	0	J18.9	233,604,007	Multilobar	0.902	2	16.5	Negative	Negative	2.2	38.9	105	30	136	70	92	93	10	151.8	114.9	49.8	1	0	0	1	11.3	323	95	5.9	16.1	135.1	23.5	8.4	1.74	175	3.5	1.1	430	194	21.5	0.718	1	0	0	0	7.36	40	43.4	18	86	2.3	0.54	0	4	1	1	1	0	1	118	IV	4	5	2	0	0	1	0	2	18	7	57	Severe	1	0	0	Critical	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_ICU	Ceftriaxone	2,000	q24h	IV	5	1	Azithromycin	0	0	1	0	null	0	0	0	0	0	1	0.159	0	0	0	0	1	0	0	0	Never	0	5	Prior_Year	Both	0	0	0	4.1	0	null	0	0	1	0	1	0	0	LTAC_or_SNF	0	1	1	18,316
50	2.9	Pediatric	Male	Asian	Medicare	Urban	0	0	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Patchy_Infiltrate	2.383	273.6	17.2	Negative	Negative	0.5	39	124	28	91	63	72.3	87	11	152.7	99.5	42.6	1	0	1	1	10.1	169	88.2	19.3	4.6	129.9	22.6	8.1	1.62	173	3.1	2.8	617	61	21.6	0.047	1	0	1	0	7.42	66	32.3	23.1	93	2.8	0.38	0	2	1	1	0	0	0	26	I	4	4	2	0	0	0	0	2	11	4	173	Moderate	0	0	0	Moderate	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	8	0	null	1	0	1	0	null	0	0	0	0	0	1	0.366	0	0	0	0	1	0	1	0	Former	0	3	Current	PCV13_only	0	0	0	1	0	null	0	0	0	0	1	0	1	Home_with_Services	0	1	7.9	11,881

End of preview. Expand in Data Studio

YAML Metadata Warning:The task_categories "survival-analysis" is not in the official list: text-classification, token-classification, table-question-answering, question-answering, zero-shot-classification, translation, summarization, feature-extraction, text-generation, fill-mask, sentence-similarity, text-to-speech, text-to-audio, automatic-speech-recognition, audio-to-audio, audio-classification, audio-text-to-text, voice-activity-detection, depth-estimation, image-classification, object-detection, image-segmentation, text-to-image, image-to-text, image-to-image, image-to-video, unconditional-image-generation, video-classification, reinforcement-learning, robotics, tabular-classification, tabular-regression, tabular-to-text, table-to-text, multiple-choice, text-ranking, text-retrieval, time-series-forecasting, text-to-video, image-text-to-text, image-text-to-image, image-text-to-video, visual-question-answering, document-question-answering, zero-shot-image-classification, graph-ml, mask-generation, zero-shot-object-detection, text-to-3d, image-to-3d, image-feature-extraction, video-text-to-text, keypoint-detection, visual-document-retrieval, any-to-any, video-to-video, other

HC-RES-003 — Pneumonia Synthetic Dataset (Sample)

XpertSystems.ai · Synthetic Data Factory · Respiratory Vertical

The third SKU in the XpertSystems Respiratory vertical: a clinically detailed synthetic pneumonia cohort spanning Community-Acquired (CAP), Hospital-Acquired (HAP), Ventilator-Associated (VAP), and Healthcare-Associated (HCAP) pneumonia. It covers organism taxonomy & resistance (MRSA/MDR), full severity scoring (CURB-65, PSI/Fine, SMART-COP, SOFA, APACHE-II, NEWS2, ARDS Berlin), vitals, labs & ABG, respiratory support (HFNC/NIV/IMV/ECMO, lung-protective ventilation), guideline-based antibiotic regimens, comorbidities, and hospitalization outcomes (ICU, mortality, complications, readmission, cost).

This repository contains a 500-row, single-seed sample. The full commercial product scales to 20,000+ patients with CSV / Parquet / JSON delivery.

SKU: HC-RES-003
Sample size: 500 patients × 157 columns
License (sample): CC-BY-NC-4.0 — commercial license available for the full product
Contact: pradeep@xpertsystems.ai · https://xpertsystems.ai

Validation

This sample passes XpertSystems Grade A+ validation (overall 10.000 / 10) with deterministic reproduction across all six canonical seeds [42, 7, 123, 2024, 99, 1].

Validation philosophy: structural identities over distribution-fit tests — including the VAP > CAP mortality gradient and the procalcitonin bacterial-vs-viral separation as structural floors. This engine also passes its own built-in ~15-check benchmark suite (CAP/HAP/VAP distribution, PSI Class-V mortality, CURB-65=0 mortality, ICU/intubation rates, ARDS PF ratio).

Calibration anchors

Metric	Sample value	Target range	Source
CAP prevalence	67.4%	60–71%	ATS/IDSA 2019 (~60-70%)
HAP prevalence	22.0%	18–28%	Hospital-acquired epidemiology
VAP prevalence	7.2%	5–11%	Ventilator-associated epidemiology
ICU admission rate	21.8%	15–30%	ATS/IDSA (~18-26%)
Intubation rate	22.2%	14–27%	VAP-adjusted
30-day mortality	~8.8%	5–12%	Overall pneumonia mortality
30-day readmission	~16.5%	13–24%	CMS HRRP (~18%)
Median hospital LOS	4.1 days	3.5–8	CAP/HAP LOS literature
VAP − CAP mortality gradient	+0.11	≥0.03	Severity ordering (physiology)
VAP > CAP mortality holds	yes	boolean	Severity ordering
PCT bacterial / viral ratio	23.5×	≥3×	Procalcitonin biomarker separation
Column count	157	≥150	Schema completeness (10 modules)

Schema highlights by module (157 columns)

Demographics. Bimodal age (pediatric + adult/elderly), sex, race, insurance, region, nursing-home residence, prior 90-day hospitalization.

Classification. Pneumonia type (CAP/HAP/VAP/HCAP), etiology category, causative organism (type- specific taxonomies), MRSA & MDR flags, ICD-10 & SNOMED, chest X-ray finding, procalcitonin, CRP, WBC, blood culture, urine antigen, time-to-antibiotics.

Vitals. Temperature, HR, RR, SBP/DBP/MAP, SpO2, GCS, BMI, plus fever/hypotension/hypoxemia/ tachypnea flags.

Severity scores. CURB-65 (+ component flags), PSI/Fine score & risk class, SMART-COP, SOFA (6 subscores + total), APACHE-II, NEWS2, PF ratio, ARDS Berlin category, sepsis & septic-shock flags, ATS major criteria, final severity.

Laboratory. CBC, neutrophil/lymphocyte ratio, electrolytes, BUN/urea, creatinine, glucose, albumin, lactate, D-dimer, ferritin, IL-6, troponin, plus AKI/thrombocytopenia/hyponatremia/ hyperglycemia flags.

ABG. FiO2, PaO2, PaCO2, pH, HCO3, lactate, SaO2.

Respiratory support. O2 delivery device (Room Air → IMV-ECMO), intubation timing, ventilator days, lung-protective settings (tidal volume, PEEP, driving/plateau pressure), prone positioning, ECMO, NIV, HFNC, spontaneous breathing trial, extubation success, reintubation.

Antibiotics. Guideline-based empiric regimen, primary & secondary agents (dose/freq/route/ duration), PCT-guided de-escalation, oral switch, corticosteroids (indication, dexamethasone dose), antiviral/antifungal, vasopressors, C. diff, serial procalcitonin.

Comorbidities. COPD, heart failure, diabetes, CKD, CAD, immunosuppression, HIV, malignancy, smoking, alcohol, frailty, vaccinations, aspiration risk.

Outcomes. ICU admission & LOS, hospital LOS, inpatient/30d/90d mortality, time to death, complications (pleural effusion, empyema, AKI, new AF, bacteremia), discharge disposition, 30/90-day readmission, time to clinical stability, total cost.

Files

hc_res_003_sample.csv — 500-patient sample (157 columns)
generate_sample_dataset_hc_res_003.py — reproducible generator + validation harness
validation_report.json / validation_report.md — full scorecard
sweep_summary.json — 6-seed determinism results

Loading

import pandas as pd
df = pd.read_csv("hc_res_003_sample.csv")
print(df[["patient_id","pneumonia_type","severity_final","curb65_score",
          "psi_risk_class","icu_admission_flag","mortality_30d_flag"]].head())

from datasets import load_dataset
ds = load_dataset("csv", data_files="hc_res_003_sample.csv")

Use cases

Pneumonia severity triage (CURB-65 / PSI / SMART-COP score replication & calibration)
Mortality and ICU-admission risk prediction
Antibiotic-stewardship and PCT-guided de-escalation modeling
Bacterial-vs-viral etiology classification from biomarkers
ARDS / respiratory-failure progression and ventilation-outcome modeling
Readmission-risk and cost modeling
ML training where real pneumonia EHR data is PHI-restricted

Honest limitations & disclosed generator behavior

This is a strongly calibrated single-table engine (passes its own ~15-check suite; correct severity and biomarker gradients). Standard caveats:

Cross-sectional snapshot. Unlike the asthma (HC-RES-001) and COPD (HC-RES-002) SKUs, this is a single admission-level table — there is no longitudinal trajectory or per-event companion table. Each row is one pneumonia episode.
Severity proxy drives correlated modules. Vitals, labs, and ABG are generated from a single 0–1 severity proxy (seeded by pneumonia type), so they co-move cleanly with severity but encode somewhat tighter within-patient coupling than messy real-world data.
Some comorbidity/complication flags are marginal draws. Drawn at fixed (age-adjusted where relevant) prevalences rather than jointly conditioned on the full clinical picture.
Mortality is a calibrated Bernoulli. inpatient_mortality_flag is drawn on a severity- and type-derived probability; time-to-death is an exponential rather than a fully integrated survival model. Small CURB-65=0 subsets can show noisy mortality at low n (converges to target at scale).

General caveat: cross-field correlations beyond those explicitly modeled may be weaker than in real cohorts. Not for clinical decision-making — research/development use only.

Commercial product comparison

Capability	This sample	Full HC-RES-003 product
Patients	500	20,000+ (configurable)
Seeds / cohorts	1	Multi-seed, reproducible
Formats	CSV	CSV + Parquet + JSON
Comorbidity model	Marginal draws	Jointly conditioned
Mortality	Cross-sectional Bernoulli	Integrated survival model
License	CC-BY-NC-4.0	Commercial
Support & SLA	—	Included

Full product, custom cohorts, or other respiratory SKUs (asthma, COPD, ILD, pulmonary hypertension, sleep apnea): pradeep@xpertsystems.ai

Citation

@dataset{xpertsystems_hc_res_003_2026,
  title        = {HC-RES-003: Pneumonia Synthetic Dataset},
  author       = {XpertSystems.ai},
  year         = {2026},
  publisher    = {XpertSystems.ai Synthetic Data Factory},
  url          = {https://xpertsystems.ai},
  note         = {Synthetic; CC-BY-NC-4.0 (sample). Calibrated to: ATS/IDSA 2019 CAP
                  guidelines; PSI/Fine score (Fine et al. 1997, NEJM); CURB-65 (Lim et al.
                  2003, Thorax); SMART-COP (Charles et al. 2008, CID); ARDSNET (NEJM 2000)
                  and Berlin ARDS definition; RECOVERY trial (Horby et al. 2021, NEJM); CDC
                  NHSN HAP/VAP surveillance; CMS HRRP readmission benchmarks; Surviving Sepsis
                  Campaign 2021. Third SKU in the XpertSystems Respiratory vertical.}
}

Synthetic data generated by XpertSystems.ai. Not derived from real patient records. Not for clinical use.

Downloads last month: 27