Split (1)

train · 500 rows

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	respiratory_acidosis_flag int64	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	0	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	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	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	0	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	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	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	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	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	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	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	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	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	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	0	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	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	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	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	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	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	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	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	0	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	0	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	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	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	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	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	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	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	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	0	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	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	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	0	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	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	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	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	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	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	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	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	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	0	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	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	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	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	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	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	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	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
51	68	Elderly	Female	Hispanic	Private	Rural	1	0	VAP	Bacterial	S_aureus_MRSA	1	0	J15.212	429,271,009	Patchy_Infiltrate	6.372	132.3	17.1	Negative	Negative	2.2	40.2	114	28	105	61	75.7	88	6	174.4	59.7	19.6	1	0	1	1	6.9	155	77.6	6.5	12	136.9	46.7	16.7	3.12	163	2.8	4.9	1,373	730	83.3	0.125	1	0	0	0	7.29	52	44.7	21.3	91.9	1.6	0.64	0	1	3	1	1	0	0	1	109	IV	4	11	4	1	1	0	2	3	30	5	81	Severe	1	1	1	Critical	HFNC	0	0	0	0	0	0	0	0	0	0	1	0	0	VAP_Protocol	Meropenem	2,000	q8h	IV	6	1	Azithromycin	0	0	1	0	null	0	0	0	1	0	0	0.502	0	0	1	0	0	0	1	1	Never	0	2	Never	PCV13_only	0	1	10.4	12	0	null	0	0	0	0	1	1	0	LTAC_or_SNF	0	1	1.7	48,014
52	2.7	Pediatric	Female	White	Medicaid	Suburban	0	0	CAP	Unknown	Unknown	0	0	J18.9	233,604,007	Lobar_Consolidation	0.134	31.9	15.5	Contaminated	Negative	3.6	39.1	86	20	127	67	87	87	15	170.9	43.5	14.9	1	0	1	0	14.9	145	79.2	19.7	4	137	28.3	10.1	1.01	60	3.6	0.8	200	1,039	13.1	0.104	0	0	0	0	7.45	123	34.3	24.9	93.4	1.8	0.49	0	0	1	0	1	0	0	0	0	I	2	4	1	1	0	2	0	0	18	6	252	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	7	1	Azithromycin	0	1	0	1	ARDS	9	0	0	0	0	0	0.042	0	0	0	0	1	0	0	0	Never	0	1	Prior_Year	Neither	0	0	0	10.1	0	null	0	0	0	0	0	0	0	Home	0	0	2.2	13,254
53	72.3	Elderly	Female	Asian	Medicaid	Suburban	0	1	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Patchy_Infiltrate	7.707	231.9	15.3	Contaminated	Negative	2.2	39.7	58	24	111	73	85.7	100	15	160.4	112.9	43.9	1	0	0	1	11.9	257	84.4	22.8	3.7	143.1	39.5	14.1	0.68	142	3	0.7	135	286	5.5	0.341	0	0	0	0	7.48	125	31.2	20.3	100	0.5	0.46	0	0	2	0	1	0	0	1	75	III	2	4	0	1	1	0	2	0	8	5	271	Mild	0	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	0	1	1	ARDS	6	0	0	0	0	1	1.724	1	0	1	0	0	0	0	0	Former	0	6	Current	Both	1	0	0	3.3	0	null	0	0	0	0	1	0	0	Home_with_Services	0	0	2.6	12,417
54	57.1	Adult	Male	White	Private	Rural	0	1	HAP	Bacterial	S_maltophilia	0	0	J18.9	64,667,001	Multilobar	2.545	166.7	15.1	Negative	Negative	2.1	38.7	120	18	101	70	80.3	93	13	155.3	47	19.5	1	0	0	0	10.9	304	88.6	12.8	6.9	136.7	33.2	11.9	1.5	125	3.7	0.6	397	75	16.6	0.035	0	0	0	0	7.33	169	27.6	18.8	96	1.3	0.59	0	1	2	1	1	0	0	0	75	III	1	6	1	1	0	3	0	1	19	3	288	Mild	0	0	0	Moderate	Room_Air	0	0	0	0	0	0	0	0	0	0	0	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	4	1	Azithromycin	1	0	0	0	null	0	0	0	0	0	1	0.427	0	0	0	0	0	0	0	0	Former	0	2	Current	Neither	1	0	0	3.2	0	null	0	0	0	0	1	0	0	Home_with_Services	0	1	7.2	28,720
55	65	Adult	Male	Hispanic	Private	Rural	0	0	CAP	Atypical	M_pneumoniae	0	0	J15.7	233,604,007	Patchy_Infiltrate	0.034	107.2	10.3	Positive	Negative	5.5	39.8	88	25	112	81	91.3	91	11	165	114.9	42.2	1	0	1	1	10.6	290	79	10	7.9	136.7	18.8	6.7	1.87	218	2.6	4.6	301	698	122.2	0.37	1	0	0	1	7.4	55	29.8	22.4	94.4	3.3	0.47	0	0	2	1	0	0	0	1	84	III	4	8	2	1	1	1	1	2	16	2	118	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	12	1	Azithromycin	0	1	0	0	null	0	0	0	0	0	1	0.01	1	0	1	0	0	0	0	0	Current	0	4	Current	Neither	0	0	0	3	0	null	0	0	0	0	0	0	0	Home_with_Services	0	0	11.2	6,036
56	79.8	Elderly	Female	Other	Medicaid	Urban	0	0	HAP	Bacterial	P_aeruginosa	0	0	J15.1	64,667,001	Lobar_Consolidation	23.588	192.7	10.1	Negative	Negative	11.8	39	82	25	126	73	90.7	90	13	180.3	94.7	29.1	1	0	1	1	14.3	196	74.5	24.6	3	138.3	26	9.3	1.24	168	3.4	1.6	4,951	1,726	7.9	0.131	0	0	0	0	7.46	66	37.9	21.7	91.8	2.2	0.34	0	0	3	1	1	0	0	1	101	IV	6	8	2	2	1	1	1	1	14	7	192	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	10	1	Azithromycin	0	0	1	0	null	0	0	0	0	0	1	3.442	1	0	0	1	1	0	0	0	Never	0	3	Current	PCV13_only	0	0	0	3.7	0	null	0	0	0	0	1	0	0	SNF_or_Rehab	1	0	2.4	22,541
57	56.6	Adult	Female	White	Medicaid	Suburban	0	0	CAP	Viral	SARS_CoV2	0	0	J12.82	233,604,007	Lobar_Consolidation	0.198	113	13.9	Negative	Pneumococcal_pos	2.3	39.4	72	22	102	79	86.7	88	13	158.8	78.3	31.1	1	0	1	1	13.5	138	95	20.4	4.7	134.2	23	8.2	1.6	123	3.2	2.4	274	10,403	594.1	0.087	1	0	1	0	7.33	90	34.2	21.7	90.4	4.9	0.53	0	1	2	1	1	0	0	0	90	III	3	5	2	0	1	0	1	1	14	3	168	Moderate	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	6	1	Azithromycin	0	1	0	1	CAP_Severe	7.3	1	0	0	0	0	0.043	1	0	0	0	0	0	0	0	Former	0	1	Never	Both	0	0	0	4.6	0	null	0	0	1	0	0	0	0	Home_with_Services	0	0	2.5	8,896
58	77.1	Elderly	Female	White	Medicare	Suburban	0	1	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Multilobar	13.515	207.8	13.3	Negative	Negative	9.6	39.2	74	24	94	71	78.7	89	15	160.7	89.7	34.7	1	0	1	1	10.1	205	68.8	17	4.1	134.4	30.7	11	1.43	68	3.7	2.1	511	2,848	5.6	0.452	0	0	1	0	7.36	140	32.7	20.2	87.8	1.9	0.52	0	0	2	0	1	0	0	1	84	III	4	5	0	1	0	3	1	0	30	8	272	Mild	1	0	1	Critical	IMV	1	6.7	7.6	7.3	6	12.9	17.2	0	0	0	0	0	0	CAP_ICU	Ceftriaxone	2,000	q24h	IV	8	1	Azithromycin	0	0	0	0	null	0	0	0	0	0	0	2.738	0	0	0	0	0	0	0	1	Never	0	2	Prior_Year	Both	0	1	8.7	20.7	0	null	0	0	0	0	1	0	0	LTAC_or_SNF	0	1	3.9	98,315
59	1.6	Pediatric	Female	White	Uninsured	Urban	1	0	CAP	Atypical	C_pneumoniae	0	0	J18.9	233,604,007	Multilobar	0.29	38.3	16.5	Negative	Pneumococcal_pos	3.7	40	85	24	132	73	92.7	88	13	154.9	90.2	37.6	1	0	1	1	14.1	294	70.8	24.1	2.9	136.2	27.5	9.8	1.17	177	2.5	3.9	738	81	27.5	0.054	0	0	0	0	7.43	40	30.7	24	87.6	3.7	0.45	0	0	2	1	1	0	0	0	37	I	3	6	3	0	0	1	1	1	22	5	77	Severe	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	10	1	Azithromycin	0	0	0	0	null	0	0	0	0	0	0	0.042	0	0	0	1	1	0	0	0	Current	0	4	Prior_Year	PPSV23_only	0	0	0	2.2	0	null	0	0	0	0	0	0	0	Home_with_Services	0	0	1.3	16,437
60	0	Pediatric	Female	White	Medicare	Urban	0	0	HAP	Bacterial	S_aureus_MSSA	0	0	J15.21	64,667,001	Lobar_Consolidation	2.549	167.8	20.7	Negative	Negative	3.9	39.8	103	29	114	65	81.3	96	13	164	75.5	28.1	1	0	0	1	11.1	156	68.2	14.1	4.8	132.1	23.4	8.4	0.88	190	2.3	1.5	3,159	1,711	80.8	3.065	0	0	1	1	7.36	40	28	18	94.7	4.1	0.51	0	0	2	1	1	0	0	0	16	I	2	6	4	0	0	0	1	1	25	5	50	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	9	0	null	0	0	1	1	COVID_O2_Requiring	10.4	0	0	1	0	1	0.833	0	0	0	0	0	0	0	0	Current	0	2	Current	Both	0	0	0	2.4	0	null	0	0	0	0	0	0	1	Home_with_Services	0	0	4.8	20,884
61	79.6	Elderly	Male	White	Medicaid	Urban	0	0	HAP	Bacterial	P_aeruginosa	0	0	J15.1	64,667,001	Patchy_Infiltrate	4.633	318.7	17.1	Negative	Negative	0.8	38.8	87	20	124	80	94.7	87	12	171.7	111.4	37.8	1	0	1	0	10.1	55	72.3	9.6	7.5	134.8	31.8	11.3	1.65	155	3.4	4.8	235	724	24.4	0.169	1	1	1	0	7.27	139	28.9	21.2	96.5	3	0.86	0	1	3	1	1	0	0	1	92	IV	5	9	2	2	1	2	0	2	27	6	162	Moderate	1	0	1	Critical	IMV	1	18.2	16.8	6.3	10.5	15.9	19.1	0	0	0	0	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	14	0	null	0	0	1	0	null	0	0	0	0	0	1	1.379	0	0	0	0	1	0	0	0	Never	0	5	Current	Neither	0	1	2.8	3.2	0	null	0	0	0	0	1	0	0	LTAC_or_SNF	0	1	4.9	32,244
62	75.5	Elderly	Male	Black	Medicare	Suburban	0	0	HAP	Bacterial	S_maltophilia	0	0	J18.9	64,667,001	Lobar_Consolidation	45.06	197.6	11.3	Negative	Pneumococcal_pos	2.4	38.6	112	30	119	71	87	80	13	191.3	110.6	30.2	1	0	1	1	10.7	156	94.3	7.2	13.1	143.4	37.5	13.4	2.33	188	2.8	1.2	3,189	89	315.2	0.257	1	0	0	1	7.34	40	40.3	20.4	85.9	1.1	0.41	0	1	4	1	1	1	0	1	119	IV	6	7	4	0	0	1	1	1	22	9	50	Severe	1	0	0	Critical	IMV	1	2.7	4.8	6.7	9.8	18.8	22.3	0	0	0	0	1	1	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	7	1	Azithromycin	0	0	1	0	null	0	0	0	1	0	0	10.447	0	0	0	0	0	1	0	0	Never	0	3	Current	Neither	1	1	1.5	2.3	1	4.5	1	1	0	0	1	0	0	Died	0	0	4	36,889
63	66.5	Elderly	Male	White	Medicare	Suburban	0	0	HCAP	Atypical	M_pneumoniae	0	0	J15.7	422,400,008	Patchy_Infiltrate	0.135	162.3	3.6	Negative	Negative	1.2	38.9	99	29	149	68	95	86	14	170.4	83.4	28.7	1	0	1	1	10.2	175	93.3	14.3	6.5	140.6	15.6	5.6	2.01	142	3.1	4.2	380	595	49.3	0.969	1	0	0	0	7.49	79	46.4	22.3	92.6	2.3	0.55	0	0	2	1	0	0	0	1	96	IV	4	5	3	1	0	0	0	1	21	1	144	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	12	0	null	0	1	1	0	null	0	0	0	1	0	0	0.039	1	0	0	0	0	0	0	0	Never	0	6	Never	Neither	0	0	0	2.7	0	null	0	0	0	0	0	0	0	Home_with_Services	0	0	1	35,095
64	53.6	Adult	Female	Black	Medicare	Suburban	0	0	HAP	Bacterial	Enterobacter_spp	0	0	J18.9	64,667,001	Lobar_Consolidation	3.993	217.8	11.4	Negative	Pneumococcal_pos	1.8	38.5	148	28	126	66	86	93	10	167.4	66.8	23.8	1	0	0	1	8.8	57	80.8	18.2	4.4	137	34.9	12.4	2.35	205	2.7	0.5	11,918	8,443	25.5	0.245	1	1	0	1	7.49	40	45.7	26.5	84.4	2.2	0.67	0	0	2	1	1	0	0	0	87	III	2	8	4	0	0	2	0	2	20	3	50	Severe	0	0	0	Moderate	HFNC	0	0	0	0	0	0	0	0	0	0	1	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	4	1	Azithromycin	0	0	1	0	null	0	0	0	0	0	1	0.325	0	0	0	0	1	0	0	0	Never	0	3	Prior_Year	Neither	1	0	0	4.6	0	null	0	0	0	0	0	0	0	Home_with_Services	0	0	10.9	5,000
65	52.1	Adult	Female	White	Private	Urban	0	0	HAP	Bacterial	P_aeruginosa	0	0	J15.1	64,667,001	Interstitial	25.739	199.1	8.5	Negative	Negative	0.2	38.2	77	29	93	66	75	88	14	177.5	108.7	34.5	0	0	1	1	12.9	200	86.5	21.9	4	142	12.3	4.4	2.43	202	3.5	2.8	927	2,882	277.6	0.838	1	0	0	1	7.33	130	38.5	16.5	86.7	2.1	0.51	0	1	1	1	0	0	0	0	52	II	4	5	2	0	1	0	1	1	19	5	254	Mild	0	0	0	Mild	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	4	1	Azithromycin	1	0	0	0	null	0	0	0	1	0	1	5.159	0	0	0	0	0	0	0	0	Never	0	2	Current	Both	0	0	0	2.6	0	null	0	0	0	0	1	0	0	Home	0	0	5.2	5,890
66	56.9	Adult	Male	White	Medicare	Urban	0	0	CAP	Bacterial	S_pneumoniae	1	0	J13	233,604,007	Multilobar	1.747	187.6	9.3	Negative	Negative	2.4	36.6	97	19	128	75	92.7	93	15	175.7	35.5	11.5	0	0	0	0	12.1	255	77.9	18.1	4.3	134.7	33.3	11.9	0.69	74	3.6	3.6	100	54	1.6	0.01	0	0	1	0	7.37	41	35	14.4	97	1.4	0.33	0	0	1	0	1	0	0	0	76	III	0	3	2	0	0	0	1	0	19	5	125	Moderate	1	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	13	1	Azithromycin	0	0	0	0	null	0	0	0	0	0	0	0.454	0	0	0	0	0	0	0	0	Never	0	2	Never	Neither	0	0	0	5.9	0	null	0	0	0	0	0	0	0	Home	1	0	9.9	30,850
67	73.1	Elderly	Female	White	Medicare	Urban	0	0	VAP	Bacterial	P_aeruginosa	0	0	J15.1	429,271,009	Lobar_Consolidation	3.472	242.8	17.6	Negative	Negative	1.7	38.1	118	34	89	64	72.3	91	11	161.6	89.8	34.4	0	1	1	1	12	295	71.5	18.5	3.9	144.6	43.3	15.5	2.27	118	2.9	5	749	690	33.9	0.187	1	0	0	0	7.31	94	28.6	18.2	85.8	1.7	0.61	0	1	5	1	1	1	1	1	136	V	8	8	3	1	1	1	0	2	26	7	155	Moderate	1	0	1	Critical	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	VAP_Protocol	Meropenem	2,000	q8h	IV	7	0	null	1	0	1	0	null	0	0	0	0	0	1	0.652	0	1	0	0	1	0	0	0	Never	0	5	Current	PPSV23_only	0	0	0	2.1	0	null	0	0	0	0	1	0	0	LTAC_or_SNF	0	0	1.1	26,140
68	50.7	Adult	Male	Black	Private	Urban	0	1	CAP	Viral	SARS_CoV2	0	0	J12.82	233,604,007	Patchy_Infiltrate	1.343	17.5	14.8	Negative	Negative	2	40.7	84	24	103	64	77	88	13	193.3	96.3	25.8	1	0	1	1	12.4	105	95	14	6.8	134.8	46.3	16.5	1.86	235	2.6	2.9	2,079	765	43.9	0.226	1	0	1	1	7.5	131	40.4	18.1	85.1	1	0.47	0	0	2	1	1	0	0	0	88	III	3	5	1	0	1	2	0	1	23	2	278	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	4	1	Azithromycin	0	0	0	0	null	0	1	0	0	0	0	0.403	0	0	0	0	0	0	0	0	Never	0	2	Prior_Year	Both	0	0	0	2.2	0	null	0	0	0	0	1	0	0	Home_with_Services	0	1	1.5	32,433
69	6	Pediatric	Male	Hispanic	Private	Rural	0	1	VAP	Bacterial	K_pneumoniae_CRKP	0	0	J18.9	429,271,009	Lobar_Consolidation	5.592	198.5	25.6	Negative	Pneumococcal_pos	0.8	38.9	116	24	74	74	74	89	13	167.7	61.8	22	1	1	1	1	11.9	217	95	6.6	14.3	142.7	23.3	8.3	2.56	211	3.1	2.3	1,026	50	254.4	1.142	1	0	0	1	7.39	129	31.2	8.6	94.9	2.4	0.76	0	0	3	1	1	0	1	0	26	I	5	7	2	0	1	3	0	1	21	6	170	Moderate	1	1	1	Critical	IMV_ECMO	1	3.5	7.9	7.7	11.3	14.5	28.7	0	1	0	0	0	0	VAP_Protocol	Meropenem	2,000	q8h	IV	8	0	null	0	0	0	0	null	0	0	0	0	0	0	1.302	0	0	0	1	0	0	0	0	Never	0	1	Never	Both	0	1	3.4	9.4	0	null	0	0	0	0	0	0	0	LTAC_or_SNF	0	1	1.8	26,208
70	46.4	Adult	Male	White	Medicaid	Rural	0	1	CAP	Viral	SARS_CoV2	0	0	J12.82	233,604,007	Lobar_Consolidation	0.129	137.4	15.9	Negative	Negative	0.2	40.4	111	25	111	83	92.3	90	11	170.6	101.4	34.8	1	0	1	1	8.2	280	82.3	9.2	8.9	145.5	36	12.9	1.69	94	2.9	0.5	276	22	16.8	0.25	1	0	0	0	7.5	40	39.7	30.5	94.7	1.2	0.37	0	0	2	1	1	0	0	0	28	I	4	7	3	0	1	1	0	2	28	5	105	Moderate	0	0	1	Critical	IMV	1	14.3	17.1	5.4	11.3	16	22.4	1	0	0	0	1	1	CAP_ICU	Ceftriaxone	2,000	q24h	IV	12	0	null	0	0	1	0	null	0	1	0	0	0	1	0.024	0	0	0	0	0	0	0	0	Never	0	2	Prior_Year	PCV13_only	0	1	1	1.9	0	null	0	0	0	0	1	0	0	LTAC_or_SNF	1	0	11.3	30,253
71	61.9	Adult	Male	Asian	Medicaid	Rural	0	0	CAP	Viral	Influenza_A	0	0	J09.X1	233,604,007	Lobar_Consolidation	1.295	38.2	23.6	Negative	Negative	3.2	39.2	103	15	123	93	103	94	15	174.1	79.4	26.2	1	0	0	0	10.2	239	71.1	12.8	5.5	129.9	36.5	13	1.72	88	3	4.1	886	424	12.8	0.282	1	0	1	0	7.45	95	47.9	25.2	89	0.9	0.82	0	0	1	0	1	0	0	0	68	II	0	5	2	1	1	1	0	0	16	3	116	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	1	Azithromycin	0	0	0	0	null	0	1	0	0	0	1	0.253	1	0	1	1	0	0	1	0	Never	0	2	Never	PCV13_only	0	0	0	6.6	0	null	0	0	1	1	0	0	0	Home	0	0	3.8	23,885
72	66.6	Elderly	Female	Hispanic	Private	Rural	0	0	HAP	Bacterial	P_aeruginosa	0	0	J15.1	64,667,001	Lobar_Consolidation	22.05	175.3	18	Positive	Pneumococcal_pos	0.3	38.9	128	25	110	63	78.7	89	12	171.8	68	23	1	0	1	1	12.9	126	78.1	7.5	10.4	142.4	25	8.9	2.36	163	2.5	3.1	288	485	13.9	0.523	1	0	0	0	7.31	80	37	25.2	93	1.3	0.43	0	0	3	1	1	0	0	1	77	III	4	10	1	1	1	4	1	2	36	6	189	Moderate	0	0	1	Critical	IMV	1	4	10.5	6.4	7.7	16.5	26.1	0	0	0	0	1	1	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	8	0	null	0	0	1	0	null	0	0	0	0	0	0	6.63	0	0	0	0	1	0	0	0	Current	0	5	Never	Both	0	1	5.3	7.9	0	null	0	0	1	0	1	0	0	LTAC_or_SNF	0	0	3.2	13,797
73	95	Elderly	Male	White	Medicare	Rural	1	1	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Multilobar	2.91	158.4	20.1	Contaminated	Negative	0.5	37.7	65	23	90	77	81.3	89	14	184.8	101.2	29.6	0	0	1	1	9.1	118	73.8	26.7	2.8	135.2	24	8.6	1.62	111	3.1	3.9	375	26	132.3	0.286	1	0	0	0	7.32	116	49	21.2	91.6	2.8	0.67	1	1	3	1	1	0	0	1	92	IV	5	4	2	0	0	1	0	1	18	3	173	Moderate	1	0	0	Severe	Nasal_Cannula	0	0	0	0	0	0	0	0	0	0	0	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	3	1	Azithromycin	0	0	0	0	null	0	0	0	0	0	1	0.213	0	0	1	0	1	0	0	0	Never	0	4	Current	PCV13_only	1	0	0	3.9	1	4.6	1	1	0	0	1	0	0	Died	0	0	1	7,296
74	44.3	Adult	Female	Asian	Medicare	Urban	1	0	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Lobar_Consolidation	1.843	367.5	11.6	Negative	Pneumococcal_pos	1.7	38.6	82	18	90	50	63.3	96	14	161.5	56.1	21.5	1	0	0	0	13	220	79.6	19.8	4	135.3	9	3.2	1.74	131	4	1.6	100	495	14.1	0.01	1	0	0	0	7.37	71	30.6	25.3	96.7	0.9	0.45	0	0	1	1	0	0	0	0	23	I	1	8	2	1	1	1	2	1	21	2	157	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	7	0	null	0	0	0	1	CAP_Severe	6.4	0	0	1	0	1	0.633	0	0	0	0	0	0	0	1	Never	0	1	Prior_Year	Neither	0	0	0	4.6	0	null	0	0	0	0	1	0	0	Home	0	0	2.5	5,000
75	3.1	Pediatric	Female	White	Uninsured	Urban	0	0	HCAP	Bacterial	Legionella_pneumophila	0	0	J15.0	422,400,008	Interstitial	3.418	72.3	8.8	Negative	Negative	2.8	40.6	128	24	150	81	104	94	11	176.6	99.1	31.8	1	0	0	1	9.1	207	83	15	5.5	138.9	9.8	3.5	2.61	150	3.4	1.7	3,139	1,787	4.6	0.747	1	0	0	0	7.36	109	38.8	21.1	91.8	2.2	0.47	0	0	1	1	0	0	0	0	30	I	1	5	2	0	1	0	0	2	12	3	231	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	11	0	null	0	0	0	0	null	0	0	0	0	0	1	0.24	0	0	0	0	0	0	0	0	Current	0	2	Prior_Year	PCV13_only	0	0	0	1.3	0	null	0	0	0	0	1	0	0	Home	0	0	2.8	8,483
76	67.2	Elderly	Male	White	Medicare	Urban	0	0	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Lobar_Consolidation	1.115	247.1	12.3	Negative	Pneumococcal_pos	0.8	40.4	120	21	116	52	73.3	90	12	169.8	36.4	12.6	1	0	1	0	11.7	155	77.1	25.2	3.1	132.4	18.8	6.7	1.81	152	3	3.6	106	283	5.5	0.056	1	0	1	0	7.34	89	37.4	25.7	93.5	0.8	0.67	0	0	2	1	0	0	0	1	109	IV	3	7	2	0	0	3	0	2	17	4	133	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	6	1	Azithromycin	1	0	0	1	CAP_Severe	9.7	0	0	0	0	1	0.108	1	0	1	0	0	0	0	0	Never	0	3	Current	Both	0	0	0	1	0	null	0	0	0	0	0	0	0	Home_with_Services	1	1	4.2	6,516
77	71.2	Elderly	Male	Hispanic	Private	Urban	0	0	CAP	Bacterial	H_influenzae	0	0	J14	233,604,007	Patchy_Infiltrate	8.006	119.6	13.8	Negative	Negative	0.3	39	109	25	99	60	73	90	15	178.8	86.3	27	1	0	1	1	15.3	296	64.9	8.4	7.7	139.1	9.3	3.3	1.69	194	3.4	2.3	425	348	131.7	0.17	1	0	0	1	7.37	40	30.7	23.9	97.7	0.7	0.24	0	0	1	0	0	0	0	1	70	II	5	2	2	0	0	0	0	0	7	0	136	Moderate	0	0	0	Mild	NIV	0	0	0	0	0	0	0	0	0	1	0	0	0	CAP_Mild_Outpatient	Amoxicillin	1,000	q8h	PO	4	1	Azithromycin	0	0	0	1	COVID_O2_Requiring	7.8	0	0	1	0	0	2.671	1	1	0	0	1	0	0	0	Never	0	4	Never	PCV13_only	0	0	0	1.2	0	null	0	0	0	0	1	0	0	Home	0	0	11.4	5,000
78	66.8	Elderly	Female	White	Uninsured	Urban	0	0	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Patchy_Infiltrate	2.821	189.2	10.6	Negative	Pneumococcal_pos	2.1	37.7	121	22	124	76	92	99	13	165.6	81	29.5	0	0	0	1	13.7	180	95	15.8	6	133.5	42.6	15.2	0.88	220	3.4	1.5	574	710	4.1	0.135	0	0	1	1	7.44	56	41.7	23.2	89.1	4.8	0.46	0	0	3	1	1	0	0	1	86	III	1	5	1	1	0	1	1	1	17	7	120	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	6	0	null	0	0	1	0	null	0	0	0	0	0	1	0.511	0	0	1	1	1	0	0	0	Former	0	4	Never	PCV13_only	0	1	5.7	9.3	0	null	0	0	1	0	0	0	0	SNF_or_Rehab	0	1	8.6	80,298
79	71.7	Elderly	Male	White	Uninsured	Urban	0	0	CAP	Unknown	Unknown	0	0	J18.9	233,604,007	Multilobar	0.543	75	9.8	Negative	Pneumococcal_pos	8.9	38.2	71	22	148	62	90.7	92	11	164.1	68.1	25.3	0	0	0	1	7.9	58	83.2	26.4	3.2	136.9	10.9	3.9	2.34	139	3.2	0.5	493	810	39.1	0.178	1	1	0	0	7.39	110	44.3	22.4	88.9	1.6	0.43	0	0	2	1	0	0	0	1	97	IV	5	4	1	0	0	1	0	2	9	6	259	Mild	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	6	1	Azithromycin	0	0	0	0	null	0	0	0	0	0	0	0.114	0	0	0	0	0	0	0	0	Never	0	7	Current	Neither	0	0	0	4.4	0	null	0	0	1	0	0	0	0	Home_with_Services	0	0	2.7	10,085
80	62.7	Adult	Female	Black	Private	Rural	0	0	CAP	Viral	SARS_CoV2	1	0	J12.82	233,604,007	Lobar_Consolidation	0.819	78.3	16.9	Negative	Negative	2.9	38.3	120	32	120	60	80	88	11	176.1	88.6	28.6	0	0	1	1	13.3	175	85.5	13.5	6.3	141.5	30.9	11	2.47	113	3.2	4.1	112	35	200.2	0.045	1	0	0	0	7.45	89	48.3	28	95	0.5	0.46	0	0	3	1	1	1	0	0	111	IV	4	6	2	1	0	1	0	2	25	5	193	Moderate	0	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	10	0	Vancomycin	0	0	1	1	COVID_O2_Requiring	6	1	0	0	0	0	0.148	0	1	0	0	0	1	0	0	Former	1	1	Current	PCV13_only	0	0	0	7.3	0	null	0	0	1	0	0	0	0	SNF_or_Rehab	1	0	1.5	17,899
81	86.8	Elderly	Male	White	Private	Urban	1	0	VAP	Bacterial	P_aeruginosa	1	0	J15.1	429,271,009	Lobar_Consolidation	1.136	129.3	11.4	Negative	Negative	2.2	40.7	134	31	70	58	62	84	11	171.9	78.2	26.5	1	1	1	1	14.4	198	79.3	25.8	3.1	136.1	42.4	15.1	2.47	190	2.3	4.6	291	176	184.3	0.032	1	0	0	1	7.35	132	35	21.2	85.6	4.5	0.6	0	0	5	1	1	1	1	1	151	V	8	6	2	2	0	0	0	2	19	9	219	Mild	1	0	1	Critical	IMV_ECMO	1	2.9	13.1	6.1	6.3	16.2	23.2	0	1	0	0	0	0	VAP_Protocol	Meropenem	2,000	q8h	IV	9	1	Azithromycin	0	0	0	1	Refractory_Shock	6	0	0	0	0	1	0.094	0	1	1	0	0	0	0	0	Current	0	3	Current	Both	0	1	5.4	5.5	1	5.6	1	1	0	0	0	0	0	Died	0	0	2.7	67,835
82	58.2	Adult	Female	Asian	Private	Rural	0	0	HCAP	Viral	Influenza_A	0	0	J09.X1	422,400,008	Patchy_Infiltrate	0.094	58	7.6	Negative	Legionella_pos	0.8	40.6	96	29	154	76	102	93	14	159	103.2	40.8	1	0	0	1	17	207	66	18.2	3.6	134.3	35.6	12.7	2.42	228	3.1	2.1	1,131	266	11.5	0.061	1	0	1	1	7.33	97	23	17.6	90.3	1.9	0.44	0	1	2	1	1	0	0	0	96	IV	2	5	2	1	0	1	0	1	17	4	222	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	10	1	Azithromycin	0	1	1	0	null	0	1	0	0	0	0	0.025	0	0	0	1	0	0	0	1	Former	0	3	Current	Both	1	0	0	4.2	0	null	0	0	1	0	1	0	0	Home_with_Services	0	0	3.5	8,306
83	82	Elderly	Female	Other	Medicaid	Suburban	0	0	HAP	Bacterial	Enterobacter_spp	0	1	J18.9	64,667,001	Patchy_Infiltrate	2.524	120.7	9.4	Negative	Negative	3.5	39.3	154	32	74	57	62.7	90	9	182.8	92.3	27.6	1	1	1	1	12.5	212	80.3	21.9	3.7	138.2	35.1	12.6	2.12	143	2.2	4.5	210	121	6.4	0.485	1	0	0	0	7.38	88	37.7	23.4	89.4	3.1	0.33	0	0	5	1	1	1	1	1	138	V	8	10	1	1	1	3	1	3	21	8	267	Mild	0	0	0	Critical	IMV	1	0.1	18.5	6	8.8	15.1	22.4	0	0	0	0	1	1	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	8	1	Azithromycin	1	0	1	0	null	0	0	0	0	0	1	0.735	0	0	0	1	0	1	0	1	Current	0	2	Prior_Year	Both	0	1	5.4	9.9	0	null	0	0	1	0	0	1	0	LTAC_or_SNF	0	1	5	48,595
84	6.7	Pediatric	Male	Hispanic	Medicare	Suburban	0	0	HAP	Bacterial	S_aureus_MRSA	1	0	J15.212	64,667,001	Patchy_Infiltrate	18.01	241.9	13.8	Negative	Negative	0.3	38.8	110	32	104	68	80	89	15	176.1	90	29	1	0	1	1	8.8	292	77.9	22.1	3.5	130.4	41.2	14.7	2.18	194	3.4	3.1	100	3,998	487.3	0.032	1	0	1	1	7.28	155	39.3	24	89.6	2.6	0.57	0	0	2	0	1	1	0	0	20	I	3	5	1	0	1	3	0	0	14	5	270	Mild	0	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	6	1	Azithromycin	1	0	0	1	CAP_Severe	6.7	0	0	0	0	0	2.098	0	0	0	0	0	0	0	0	Never	0	2	Prior_Year	Neither	0	0	0	6.3	0	null	0	0	1	1	0	0	0	Home_with_Services	0	0	1	9,807
85	6.2	Pediatric	Male	Black	Medicare	Suburban	1	1	CAP	Viral	Influenza_A	0	0	J09.X1	233,604,007	Lobar_Consolidation	0.054	123	8.9	Negative	Negative	6.1	40.2	60	25	94	67	76	92	14	167.2	86.4	30.9	1	0	0	1	12.9	128	86.5	16.3	5.3	133.8	19	6.8	1.84	115	2.8	2.3	549	821	2.8	0.04	1	0	1	0	7.26	133	35.2	22.6	92	2.7	0.42	0	0	1	1	0	0	0	0	35	I	4	4	0	1	0	1	1	1	5	4	317	null	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	0	0	0	1	COVID_O2_Requiring	6	1	0	0	0	1	0.017	0	0	0	0	0	0	0	0	Never	0	1	Current	Both	0	0	0	4.8	0	null	0	0	0	0	1	0	0	Home	0	0	2.7	23,841
86	3.5	Pediatric	Female	Black	Private	Urban	1	0	HAP	Bacterial	P_aeruginosa	1	0	J15.1	64,667,001	Lobar_Consolidation	9.567	225.8	14.1	Negative	Legionella_pos	12.2	38.3	115	25	93	78	83	90	13	162.8	69.6	26.2	0	0	1	1	14.6	155	90.6	10.7	8.5	134.1	32.1	11.4	2.36	163	3.6	4.3	207	90	15	0.327	1	0	1	0	7.41	167	35.8	21.6	85.7	2.8	0.51	0	0	2	1	1	0	0	0	27	I	4	2	0	0	1	0	0	1	19	6	326	null	0	0	0	Moderate	Room_Air	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	1	0	1	0	null	0	0	0	1	0	0	0.813	1	1	0	0	0	0	0	0	Never	0	3	Current	Neither	0	0	0	3.6	0	null	0	0	0	0	1	0	0	Home_with_Services	1	0	2.9	21,090
87	71.8	Elderly	Male	Other	Medicare	Suburban	0	0	CAP	Bacterial	H_influenzae	0	0	J14	233,604,007	Interstitial	5.559	87	16.9	Negative	Negative	6.3	38.8	87	15	119	82	94.3	91	13	172	73.4	24.8	1	0	1	0	11.7	313	87.1	15.4	5.6	140.2	21.1	7.6	1.4	103	2.1	2.9	758	235	24.8	0.035	0	0	0	0	7.46	40	33.6	18.8	95.6	1.6	0.53	0	0	3	1	1	0	0	1	94	IV	5	7	2	2	1	0	1	1	14	8	50	Severe	1	0	0	Severe	IMV	1	15.2	3.2	5.7	7.8	20.7	22	1	0	0	0	0	0	CAP_Inpatient_Non_ICU	Ceftriaxone	1,000	q24h	IV	13	0	null	0	0	0	1	CAP_Severe	6.7	0	0	0	0	0	1.785	1	0	1	1	1	0	0	0	Never	0	3	Current	PPSV23_only	0	0	0	4.5	0	null	0	0	1	0	1	0	0	SNF_or_Rehab	0	0	2.6	12,240
88	86.7	Elderly	Male	White	Private	Urban	0	0	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Patchy_Infiltrate	10.943	53.5	16.9	Positive	Negative	0	39.2	121	24	76	50	58.7	96	13	175.3	85.5	27.8	1	1	0	1	14.1	66	89.5	10.1	8.9	138.6	40.6	14.5	1.91	150	4.1	2.4	285	1,795	10.6	0.064	1	1	0	0	7.4	40	35.6	23.4	97.9	3.7	0.49	0	0	4	1	1	0	1	1	118	IV	5	10	3	1	1	3	1	1	20	7	50	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	1	COVID_O2_Requiring	11.6	0	0	0	0	0	3.233	0	0	1	0	0	0	0	0	Former	0	5	Never	Neither	1	1	4.4	8.5	0	null	0	0	1	0	0	0	0	LTAC_or_SNF	0	1	11.4	45,209
89	4.6	Pediatric	Male	White	Medicare	Rural	0	0	HCAP	Bacterial	S_pneumoniae	0	0	J13	422,400,008	Patchy_Infiltrate	5.114	164	11.8	Negative	Negative	2.8	38.4	117	31	105	81	89	94	12	150.5	76.2	33.7	1	0	0	1	9.8	182	95	13.4	7.1	138	55.7	19.9	2.61	156	2.3	2.6	422	175	76.5	0.211	1	0	0	0	7.35	43	40.7	17	90.2	0.5	0.51	0	1	3	1	1	1	0	0	25	I	2	7	2	0	0	1	2	2	27	10	84	Severe	1	0	1	Critical	IMV	1	5.2	6	7.1	10.1	20.2	20	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	1.888	0	0	0	0	0	1	0	0	Former	0	2	Never	Both	0	1	8.6	14.3	0	null	0	0	0	0	0	0	1	LTAC_or_SNF	0	0	3	30,231
90	62	Adult	Male	Hispanic	Medicaid	Urban	0	0	HAP	Bacterial	A_baumannii	1	0	J18.9	64,667,001	Lobar_Consolidation	0.609	70.2	9.3	Negative	Negative	6.6	38.8	101	30	123	59	80.3	90	10	172.1	104.5	35.3	1	0	1	1	11.8	261	86.4	12.4	7	135.1	19.7	7	2.13	192	2.3	6.4	802	2,040	5.8	0.355	1	0	0	1	7.27	112	41.8	20.2	93.1	1.5	0.97	0	1	3	1	1	1	0	0	100	IV	4	9	4	1	0	2	0	2	26	8	116	Moderate	0	0	1	Critical	IMV	1	8.1	3.5	8.7	8.2	16.5	29.3	1	0	0	0	1	0	HAP_Non_VAP	Piperacillin_Tazobactam	4,500	q6h	IV	5	1	Azithromycin	0	0	1	0	null	0	0	0	0	0	1	0.204	0	0	0	0	0	0	0	0	Never	0	1	Current	Both	0	0	0	1.5	0	null	0	0	0	0	1	0	0	LTAC_or_SNF	1	1	3.3	25,852
91	3.8	Pediatric	Female	Hispanic	Medicaid	Urban	0	0	CAP	Viral	SARS_CoV2	0	0	J12.82	233,604,007	Lobar_Consolidation	0.135	30.6	11.6	Contaminated	Negative	6.3	38.3	130	10	95	73	80.3	96	12	175.2	82.1	26.7	1	0	0	0	6.8	281	91.4	25.2	3.6	133.4	5	1.8	1.74	226	3.4	1.3	113	3,046	15.3	0.042	1	0	1	1	7.45	105	28	19.8	90.5	1.2	0.61	0	0	1	1	0	0	0	0	28	I	1	5	1	0	1	1	0	2	18	2	173	Moderate	1	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	10	1	Azithromycin	0	0	0	0	null	0	1	0	0	0	0	0.047	0	1	0	0	0	0	0	0	Current	0	2	Current	PCV13_only	0	0	0	2.2	0	null	0	0	0	0	0	0	0	Home	1	0	10.5	6,048
92	61.6	Adult	Female	White	Private	Suburban	0	0	HAP	Fungal	Candida_spp	0	0	J18.9	64,667,001	Multilobar	0.034	70.2	19.5	Negative	Negative	0	40.7	130	33	75	54	61	87	12	142.1	88.3	43.7	1	1	1	1	9	215	88	15.2	5.8	140.8	42.7	15.3	1.7	156	3.2	4.9	324	3,933	188.7	0.346	1	0	0	0	7.37	114	29.8	24.8	86.2	1.2	0.93	0	0	4	1	1	1	1	0	135	V	6	9	2	1	0	3	1	2	26	8	123	Moderate	0	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	8	0	null	0	1	1	0	null	0	0	1	0	0	0	0.013	0	0	0	0	0	0	0	1	Never	0	1	Never	PCV13_only	0	0	0	4.3	0	null	0	0	0	0	0	1	0	LTAC_or_SNF	0	0	8.5	12,842
93	41.1	Adult	Male	Hispanic	Medicaid	Suburban	0	0	CAP	Bacterial	H_influenzae	0	0	J14	233,604,007	Patchy_Infiltrate	11.558	107.4	18.3	Negative	Negative	3.1	40.5	85	27	112	76	88	95	11	170.2	49.1	17	1	0	0	1	12.1	254	60.3	30.5	2	134.4	37	13.2	1.71	68	3.2	1.7	249	411	36.6	0.184	1	0	1	0	7.42	105	27.1	29.4	95.7	1.1	0.37	0	0	2	1	1	0	0	0	32	I	2	5	0	1	1	1	0	2	21	2	280	Mild	1	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	10	1	Azithromycin	0	0	0	0	null	0	0	0	0	0	0	3.993	0	0	0	0	0	0	0	0	Current	0	1	Current	PCV13_only	0	0	0	6.9	0	null	0	0	1	0	0	0	0	Home_with_Services	0	0	7.7	19,243
94	51.3	Adult	Female	White	Medicare	Urban	0	0	CAP	Bacterial	H_influenzae	0	0	J14	233,604,007	Lobar_Consolidation	10.26	209	14.9	Negative	Negative	8.3	38.6	93	18	113	105	107.7	97	15	175.6	100.8	32.7	1	0	0	0	11.7	144	76.7	4.7	16.2	139.5	44.2	15.8	1.69	133	3.9	2	100	1,670	3.5	0.019	1	0	0	0	7.42	57	48.8	19.3	97.4	0.5	0.39	0	0	1	0	1	0	0	0	51	II	0	4	1	1	1	0	1	0	16	3	145	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	6	0	null	0	0	0	0	null	0	0	0	0	0	1	3.373	1	0	0	0	0	0	0	1	Never	0	1	Never	Neither	0	0	0	1.3	0	null	0	0	0	0	1	0	0	Home	0	0	4	7,688
95	68.4	Elderly	Male	Other	Private	Suburban	0	0	CAP	Atypical	M_pneumoniae	0	0	J15.7	233,604,007	Multilobar	0.062	89.9	20.7	Negative	Negative	3.9	38.8	114	29	99	71	80.3	94	12	174.4	67.2	22.1	1	0	0	1	9.1	289	72	7.3	9.8	135.9	37.2	13.3	1.71	169	2.8	4.4	1,128	185	5.2	0.208	1	0	0	0	7.35	107	40.5	22.3	91.5	4	0.35	0	0	3	1	1	0	0	1	91	III	2	8	0	0	0	3	3	2	15	9	303	null	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	10	1	Azithromycin	0	1	1	0	null	0	0	0	0	0	1	0.01	0	1	0	1	0	0	1	0	Former	0	2	Current	Neither	0	0	0	12.1	0	null	0	0	1	0	1	0	0	SNF_or_Rehab	0	1	2.3	8,807
96	84.8	Elderly	Male	White	Medicare	Urban	0	0	CAP	Viral	SARS_CoV2	0	0	J12.82	233,604,007	Patchy_Infiltrate	0.373	97.7	22.4	Negative	Negative	10	38.2	93	25	93	67	75.7	96	12	176.8	57.1	18.2	0	0	0	1	11.1	123	81.6	14.3	5.7	139.5	40.7	14.5	1.46	156	3.1	1.4	232	12,899	17.7	0.048	0	0	0	0	7.33	58	24.7	22	96.8	1.7	0.38	0	1	3	1	1	0	0	1	97	IV	4	5	0	0	1	2	0	2	20	10	152	Moderate	0	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	7	0	null	0	1	0	0	null	0	1	0	0	0	0	0.117	0	0	0	0	1	0	0	0	Former	0	4	Current	PPSV23_only	0	1	8.4	11	0	null	0	0	0	0	0	0	1	SNF_or_Rehab	0	0	1.4	59,083
97	95	Elderly	Female	White	Medicaid	Suburban	0	0	CAP	Unknown	Unknown	0	0	J18.9	233,604,007	Lobar_Consolidation	0.645	97.3	11.7	Contaminated	Negative	4.5	38.8	95	19	122	68	86	94	15	164.4	116.2	43	1	0	0	0	12.6	122	71.8	24.8	2.9	134.5	45.3	16.2	1.43	145	3.1	3	100	486	2.2	0.147	0	0	1	0	7.41	79	35.9	24.8	88.2	1.7	0.38	0	0	2	0	1	0	0	1	101	IV	2	4	0	1	0	1	2	0	17	4	209	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	3	1	Azithromycin	0	0	1	1	COVID_O2_Requiring	6.5	0	0	0	0	1	0.175	1	0	0	0	1	0	0	0	Former	0	3	Prior_Year	Both	0	0	0	1.7	0	null	0	0	0	0	0	0	0	Home_with_Services	0	0	6.6	13,855
98	3.2	Pediatric	Female	White	Medicaid	Urban	0	0	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Lobar_Consolidation	3.115	109.9	20.6	Negative	Negative	5.3	38.1	96	26	129	56	80.3	100	13	156.6	95.3	38.9	0	0	0	1	12.2	244	84.4	17	5	142	38.5	13.8	0.9	201	3.2	1.7	135	1,446	57.9	0.211	0	0	0	1	7.38	125	36	24.2	94.3	0.8	0.73	0	0	2	1	1	0	0	0	27	I	2	5	2	0	0	2	0	1	22	5	172	Moderate	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	11	0	null	1	0	0	0	null	0	0	0	1	0	0	1.204	0	0	0	0	0	0	0	0	Current	0	3	Current	Both	0	0	0	4.4	0	null	0	0	0	0	0	0	1	Home_with_Services	0	0	9.9	5,000
99	5.1	Pediatric	Male	White	Uninsured	Urban	0	0	CAP	Viral	SARS_CoV2	0	0	J12.82	233,604,007	Patchy_Infiltrate	0.395	14.2	12.4	Negative	Negative	1.9	38.6	80	15	96	90	92	90	12	148.2	101.5	46.2	1	0	1	0	12.3	174	88.9	7.8	11.4	142.8	34.1	12.2	1.47	153	2.4	0.8	367	176	15.4	0.088	0	0	0	0	7.38	48	32.3	21.7	98.2	0.5	0.33	0	0	2	1	1	0	0	0	17	I	3	6	1	0	0	1	2	2	13	5	146	Moderate	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	8	1	Azithromycin	0	1	0	1	COVID_O2_Requiring	6.8	1	0	0	0	1	0.119	0	0	0	0	0	0	0	0	Former	0	1	Never	Neither	0	0	0	5.6	0	null	0	0	0	0	0	0	0	Home_with_Services	0	0	5	10,292
100	68.7	Elderly	Male	White	Medicaid	Urban	0	0	CAP	Bacterial	S_pneumoniae	0	0	J13	233,604,007	Lobar_Consolidation	3.619	165.4	18.4	Negative	Pneumococcal_pos	11.3	39	56	20	101	77	85	92	14	180	90	27.8	1	0	0	0	13.8	228	90.6	15.8	5.7	141.6	6.4	2.3	0.78	139	3.4	3.4	165	575	3.3	0.282	0	0	0	0	7.51	105	43.7	24	99	2.8	0.35	0	0	2	1	0	0	0	1	92	IV	3	5	1	0	0	2	1	1	14	7	298	Mild	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	7	1	Azithromycin	1	0	0	0	null	0	0	0	0	0	0	0.51	0	0	1	0	0	0	0	0	Former	0	6	Never	Both	0	0	0	2.2	0	null	0	0	0	0	1	0	0	Home_with_Services	1	0	1.2	8,050

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