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
reintubation_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
401
22
Adult
Male
White
Medicare
Urban
0
1
CAP
Viral
SARS_CoV2
0
0
J12.82
233,604,007
Interstitial
0.259
98.4
7.9
Negative
Negative
1
38.1
100
25
114
76
88.7
92
10
168.8
86.6
30.4
0
0
0
1
10.6
149
85
10.9
7.8
139.5
27.6
9.8
1.75
177
2.5
3.1
1,321
497
28.1
0.15
1
0
0
0
7.34
69
37.7
19.3
93.4
2.1
0.28
0
1
2
1
1
0
0
0
16
I
4
4
0
0
0
1
1
2
19
4
243
Mild
1
0
0
Moderate
NIV
0
0
0
0
0
0
0
0
0
1
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
9
0
null
0
0
0
0
null
0
1
0
0
0
1
0.036
0
0
0
0
0
0
0
0
Never
1
2
Current
Both
0
0
0
1
0
null
0
0
1
1
0
0
0
Home_with_Services
0
0
1.9
7,984
402
60.2
Adult
Male
Black
Medicare
Suburban
0
0
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Patchy_Infiltrate
4.793
183.6
15.1
Contaminated
Negative
0.2
39.1
100
23
138
82
100.7
94
14
144.7
74.5
35.6
1
0
0
1
13.3
161
78.8
24.6
3.2
141.8
7.2
2.6
1.38
135
3.9
0.7
100
2,555
7.6
0.122
0
0
0
0
7.16
40
42.2
28
100
2
0.21
0
0
1
1
0
0
0
0
81
III
1
6
3
0
1
1
0
1
23
2
50
Severe
1
0
0
Mild
Room_Air
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Mild_Outpatient
Amoxicillin
1,000
q8h
PO
8
0
null
1
0
0
0
null
0
0
0
0
0
1
1.576
0
0
1
0
0
0
0
0
Current
0
1
Current
PCV13_only
1
0
0
9
0
null
0
0
1
0
0
0
0
Home
0
0
5
9,624
403
62.5
Adult
Male
White
Private
Urban
0
0
VAP
Bacterial
P_aeruginosa
0
0
J15.1
429,271,009
Multilobar
0.742
274.1
19.3
Negative
Pneumococcal_pos
11
38.5
94
30
117
57
77
90
13
167.5
58.9
21
1
0
1
1
9.9
173
67.3
13.2
5.1
137.1
28.9
10.3
2.55
123
3
0.7
424
80
2.6
0.393
1
0
0
0
7.31
118
38.9
22.8
95.7
3.5
0.64
0
0
3
1
1
1
0
0
114
IV
4
3
1
0
1
0
0
1
10
6
184
Moderate
1
0
1
Critical
IMV_ECMO
1
61
2.1
6.5
12.5
14.3
17.9
0
1
0
0
1
0
0
VAP_Protocol
Meropenem
2,000
q8h
IV
9
0
null
1
0
1
1
CAP_Severe
6
0
0
0
0
0
0.04
0
0
0
1
0
0
0
0
Never
0
1
Current
Neither
0
1
5.7
6.4
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
0
2.6
70,779
404
0.7
Pediatric
Male
Asian
Medicare
Urban
0
0
CAP
Viral
Influenza_A
0
0
J09.X1
233,604,007
Lobar_Consolidation
0.216
80.3
16.9
Contaminated
Pneumococcal_pos
2.6
37.7
80
21
86
56
66
90
13
163.3
69.5
26.1
0
1
1
0
9.5
82
83.5
13.1
6.4
141.2
8.5
3
2.18
133
3.9
0.5
246
284
17.4
0.219
1
1
0
0
7.41
165
35.8
15.2
92.2
3.4
0.61
0
0
2
1
0
0
1
0
45
I
5
6
1
1
0
2
1
1
21
3
270
Mild
0
0
0
Moderate
Simple_Mask
0
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
1
0
null
0
1
0
0
0
1
0.03
0
0
0
0
0
0
0
0
Never
1
3
Current
Neither
0
0
0
3.6
0
null
0
0
1
1
1
0
0
Home_with_Services
0
1
8.1
21,360
405
66.4
Elderly
Male
Black
Private
Urban
0
0
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Patchy_Infiltrate
7.133
36.6
20.4
Negative
Legionella_pos
2.9
38.2
80
21
119
86
97
85
14
180.5
71
21.8
0
0
1
0
15.8
159
74.3
18.8
3.9
137.4
23.5
8.4
2.31
180
2.6
1.1
321
240
6.4
2.691
1
0
0
1
7.37
69
38.4
19.2
90.5
1.5
0.39
0
0
3
1
1
0
0
1
83
III
3
6
3
1
0
0
1
1
31
4
176
Moderate
1
1
1
Critical
IMV
1
18.2
4.2
6.3
13.6
9.6
19.7
0
0
0
0
1
1
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
10
0
null
0
0
1
0
null
0
0
0
0
0
0
1.198
0
0
0
0
1
0
0
0
Never
0
5
Current
Both
1
0
0
5.8
0
null
0
0
0
0
1
0
0
LTAC_or_SNF
0
1
1.1
20,279
406
83.7
Elderly
Male
White
Medicaid
Urban
0
1
CAP
Atypical
M_pneumoniae
0
0
J15.7
233,604,007
Interstitial
0.089
78
16.2
Negative
Negative
10.9
38.5
126
22
130
51
77.3
90
12
163.3
66.9
25.1
1
0
1
1
9.9
295
64.8
19.6
3.3
135.9
19.1
6.8
1.63
157
3.3
2.9
540
6,249
2.8
0.048
1
0
0
0
7.43
40
33
10.7
84.3
1.2
0.49
0
0
2
1
0
0
0
1
103
IV
5
6
3
0
0
1
0
2
19
7
54
Severe
1
0
0
Moderate
Simple_Mask
0
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
0
0
null
0
0
0
1
0
1
0.031
1
0
1
0
1
1
0
0
Never
0
2
Never
Both
0
0
0
6.3
0
null
0
0
1
0
0
0
0
Home_with_Services
0
1
2.9
18,392
407
48.7
Adult
Female
Black
Private
Rural
0
1
CAP
Bacterial
K_pneumoniae
0
0
J15.0
233,604,007
Lobar_Consolidation
14.117
142.4
10.5
Negative
Negative
7
38.6
85
20
111
90
97
93
15
180.5
59.8
18.3
1
0
0
0
9.2
92
76.7
7.7
10
140.1
38.3
13.7
1.52
132
3.2
4.3
688
11,014
16
0.045
1
1
0
0
7.45
40
42.6
23.9
90.7
1.3
0.45
0
0
1
0
1
0
0
0
4
I
0
5
3
0
1
1
0
0
21
2
50
Severe
0
0
0
Mild
Room_Air
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Mild_Outpatient
Amoxicillin
1,000
q8h
PO
16
1
Azithromycin
0
0
0
1
COVID_O2_Requiring
10.9
0
0
1
0
1
4.401
1
0
0
0
0
0
0
1
Never
0
3
Current
PPSV23_only
0
0
0
9.9
0
null
0
0
0
0
1
0
0
Home
0
0
3.9
5,816
408
70
Elderly
Male
Black
Medicare
Rural
1
0
HAP
Bacterial
K_pneumoniae_MDR
0
0
J18.9
64,667,001
Multilobar
10.41
56.9
17.6
Positive
Negative
2.1
38.9
95
17
105
47
66.3
88
13
156.7
88.8
36.2
1
0
1
0
12.1
170
93.4
23.1
4
140
27.3
9.8
2.04
125
3.1
2.9
1,001
748
10.2
0.105
1
0
0
0
7.36
195
30.1
18.1
91.8
1.9
0.58
0
0
3
1
1
0
0
1
95
IV
5
5
0
1
1
1
1
1
24
5
336
null
0
0
0
Severe
Nasal_Cannula
0
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
0
0
1
1
ARDS
7.5
0
0
0
0
1
1.643
1
1
1
0
0
0
0
0
Current
0
5
Current
PCV13_only
0
0
0
10
0
null
0
0
0
0
0
0
0
SNF_or_Rehab
0
1
5.8
32,193
409
0
Pediatric
Male
Black
Medicaid
Suburban
0
1
CAP
Viral
Influenza_B
0
0
J18.9
233,604,007
Patchy_Infiltrate
0.066
81.1
16.1
Negative
Negative
8.9
40.1
146
30
78
61
66.7
92
14
164.9
117.3
43.1
1
1
0
1
11.9
142
93.6
11.1
8.4
133.7
32.6
11.6
2.41
187
2.9
1.4
1,474
1,834
17.3
1.614
1
0
1
1
7.34
107
33.2
22.3
89.4
4.5
0.65
0
0
4
1
1
1
1
0
70
II
6
5
2
1
1
0
0
1
28
7
164
Moderate
0
0
1
Critical
Simple_Mask
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
16
1
Azithromycin
0
0
0
1
COVID_O2_Requiring
8.7
1
0
0
0
1
0.021
0
0
0
0
0
0
0
0
Never
0
2
Current
PCV13_only
0
1
4.1
5.3
0
null
0
0
1
0
0
0
0
LTAC_or_SNF
1
0
5.5
79,506
410
54.9
Adult
Female
Asian
Private
Suburban
0
0
HAP
Bacterial
A_baumannii
0
0
J18.9
64,667,001
Lobar_Consolidation
2.024
266.1
13.5
Positive
Negative
0.3
40.6
101
31
112
76
88
87
10
165.1
100.5
36.9
1
0
1
1
12.2
306
92.8
21.5
4.3
136.2
36.4
13
3.12
165
2.7
2.7
758
2,459
232.3
0.156
1
0
0
0
7.21
40
40.1
30.9
87
3.2
0.38
0
0
3
1
1
1
0
0
108
IV
4
5
2
0
0
1
0
2
18
6
79
Severe
0
0
0
Severe
Simple_Mask
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HAP_Non_VAP
Piperacillin_Tazobactam
4,500
q6h
IV
5
0
null
0
0
0
0
null
0
0
0
0
0
1
0.675
0
1
0
0
0
1
0
0
Current
0
1
Current
Both
0
0
0
1.9
0
null
0
0
0
0
1
0
0
SNF_or_Rehab
0
1
2.3
11,833
411
87.2
Elderly
Female
Black
Medicare
Suburban
0
0
CAP
Bacterial
Legionella_pneumophila
0
0
J15.0
233,604,007
Lobar_Consolidation
6.568
91.6
16.7
Negative
Negative
0.3
40.7
109
17
115
70
85
90
10
173.5
72.9
24.2
1
0
1
0
15.8
160
82.9
7.3
11.3
135.5
5
1.8
0.82
184
3.3
4.3
5,271
54
27.9
0.236
0
0
0
1
7.29
40
33
29
95.3
3.3
0.6
0
0
2
1
0
0
0
1
120
IV
5
6
1
0
0
1
2
2
24
5
50
Severe
0
0
0
Moderate
HFNC
0
0
0
0
0
0
0
0
0
0
1
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
12
1
Azithromycin
1
0
1
0
null
0
0
0
0
0
0
1.505
1
0
0
1
0
1
0
0
Never
1
5
Current
PCV13_only
0
0
0
2
0
null
0
0
0
0
1
0
1
Home_with_Services
0
0
2.7
23,060
412
56.9
Adult
Female
Hispanic
Private
Rural
0
0
HAP
Bacterial
K_pneumoniae_MDR
0
0
J18.9
64,667,001
Interstitial
1.08
343.5
17.1
Negative
Pneumococcal_pos
0.1
38.1
136
29
81
48
59
91
11
172.1
102.3
34.6
0
1
1
1
9.1
127
89.8
12.6
7.1
126.3
14.3
5.1
2.74
212
2.9
2.2
5,576
2,088
45.4
1.28
1
0
1
1
7.25
72
24.1
17.3
83.2
4.5
0.71
0
1
2
1
0
0
1
0
96
IV
6
6
2
0
1
0
1
2
15
4
102
Moderate
0
0
0
Moderate
HFNC
0
0
0
0
0
0
0
0
0
0
1
0
0
0
HAP_Non_VAP
Piperacillin_Tazobactam
4,500
q6h
IV
10
0
null
0
0
1
0
null
0
0
0
1
0
1
0.246
0
0
0
0
0
0
0
0
Never
0
2
Never
Both
0
0
0
1.8
0
null
0
0
0
0
1
0
0
Home_with_Services
0
1
1.6
5,000
413
4.1
Pediatric
Female
White
Medicaid
Urban
1
0
CAP
Viral
Influenza_A
0
0
J09.X1
233,604,007
Patchy_Infiltrate
0.344
135.3
10.8
Negative
Pneumococcal_pos
0.6
38
118
21
109
77
87.7
85
13
175.9
87.6
28.3
0
0
1
0
10.9
134
80.3
15.2
5.3
138.9
20.4
7.3
0.89
136
3.5
5
236
68
5.2
0.293
0
0
0
0
7.43
40
34.2
19.1
95.1
1.2
0.36
0
0
2
1
1
0
0
0
15
I
3
6
3
1
1
0
0
1
19
6
72
Severe
0
0
0
Moderate
Room_Air
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
5
0
null
0
0
1
1
COVID_O2_Requiring
6
1
0
0
0
1
0.079
0
1
1
0
0
0
0
0
Current
0
2
Current
Both
0
0
0
2.7
0
null
0
0
0
0
0
0
0
Home_with_Services
0
0
7.5
24,468
414
36.9
Adult
Female
Black
Private
Urban
0
0
CAP
Unknown
Unknown
0
0
J18.9
233,604,007
Interstitial
0.252
83.2
12.6
Negative
Negative
4
39.3
74
22
119
74
89
90
13
170.9
79.1
27.1
1
0
1
1
15.5
212
67.7
5.1
13.2
132.3
25.8
9.2
1.53
183
4
4.4
254
220
5.3
0.34
1
0
1
1
7.39
40
45.6
28.7
94.4
3.6
0.33
0
0
2
1
1
0
0
0
26
I
3
7
3
0
1
2
0
1
19
5
50
Severe
0
0
0
Moderate
Nasal_Cannula
0
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
0.027
0
0
0
1
0
0
0
0
Former
0
4
Prior_Year
PCV13_only
0
0
0
2.8
0
null
0
0
1
0
1
0
0
Home_with_Services
0
0
9.7
14,241
415
7.1
Pediatric
Male
Other
Private
Suburban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Interstitial
6.279
94.7
20.9
Negative
Pneumococcal_pos
4.9
38.3
87
17
104
69
80.7
97
11
175.3
77.7
25.3
1
0
0
0
14
225
70.3
20.3
3.5
138.5
21.3
7.6
1.78
154
2.7
5.1
228
1,732
9.1
0.626
1
0
0
0
7.37
61
23.1
19.2
90.5
3
0.43
0
0
2
1
1
0
0
0
22
I
1
11
3
1
1
2
2
2
19
4
142
Moderate
0
0
0
Critical
Nasal_Cannula
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
7
0
null
0
0
0
0
null
0
0
0
0
0
1
2.1
1
0
0
1
0
0
0
0
Never
0
1
Prior_Year
Neither
0
0
0
1.7
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
0
1
6,282
416
74
Elderly
Male
Hispanic
Medicare
Urban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Patchy_Infiltrate
3.76
182.9
21
Positive
Pneumococcal_pos
0.1
39.6
107
16
113
64
80.3
99
15
158.1
75.6
30.2
1
0
0
0
13.5
140
73.7
4.2
17.5
130.7
15.2
5.4
1.42
162
2.4
2.7
592
386
38.8
0.186
0
0
1
0
7.35
43
36.8
26.8
100
2.1
0.39
0
0
1
0
0
0
0
1
57
II
2
4
2
1
0
1
0
0
8
2
111
Moderate
1
0
0
Mild
Room_Air
0
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
0
0
0
1.128
0
1
1
1
1
0
0
0
Never
0
3
Current
Neither
0
0
0
3.2
0
null
0
0
0
0
0
0
0
Home
0
0
6.4
25,138
417
1.4
Pediatric
Female
Black
Medicare
Urban
0
0
HAP
Bacterial
S_aureus_MRSA
1
0
J15.212
64,667,001
Interstitial
3.316
170.6
17.4
Contaminated
Negative
3.6
39.7
150
33
70
64
66
96
10
172.3
94.3
31.8
1
1
0
1
9.6
233
95
9.3
10.2
131.6
34.6
12.3
2.38
87
3.3
3.5
308
3,641
17.8
0.191
1
0
1
0
7.29
40
28.6
31.5
90.6
3.9
0.55
0
0
4
1
1
1
1
0
53
II
4
8
4
1
0
0
1
2
24
9
50
Severe
0
0
0
Critical
Simple_Mask
0
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
0
0
0
0
null
0
0
0
1
1
0
1.152
0
0
0
0
0
0
0
0
Current
0
1
Current
Both
1
1
3.4
5.4
1
12.8
1
1
0
0
0
0
0
Died
0
0
5.2
112,429
418
73.6
Elderly
Male
Hispanic
Medicare
Urban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Multilobar
1.581
75.7
14.4
Negative
Negative
2.8
40.2
87
15
137
64
88.3
92
15
185.7
83.1
24.1
1
0
0
0
14.2
221
90.5
22.5
4
135.2
21.5
7.7
1.84
112
2.8
2.6
146
2,376
140.4
0.151
1
0
0
0
7.45
131
35.3
25.6
90.3
2.2
0.36
0
0
2
0
1
0
0
1
80
III
4
5
1
1
0
2
1
0
19
4
362
null
0
0
0
Moderate
Simple_Mask
0
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
1
COVID_O2_Requiring
10
0
0
0
0
1
0.53
0
0
0
0
1
0
0
1
Never
1
4
Current
Both
0
0
0
3.8
0
null
0
0
0
0
0
0
0
Home_with_Services
0
0
1
20,294
419
43.9
Adult
Male
Black
Medicare
Suburban
1
0
CAP
Viral
SARS_CoV2
0
0
J12.82
233,604,007
Lobar_Consolidation
0.504
87.8
6.6
Negative
Pneumococcal_pos
1.7
39.7
90
21
115
102
106.3
94
13
149.5
64
28.6
1
0
0
0
13.7
267
68.4
13.4
5.1
142.1
33
11.8
1.3
111
3.2
3.2
100
22
29.7
0.073
0
0
0
0
7.41
84
34.7
28
96.3
0.5
0.29
0
0
2
1
1
0
0
0
18
I
1
3
0
0
1
0
1
1
9
3
287
Mild
1
0
0
Moderate
Nasal_Cannula
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
7
0
null
0
0
0
1
COVID_O2_Requiring
6
1
0
0
0
1
0.164
0
0
0
0
0
0
0
0
Never
0
2
Never
Both
0
0
0
1.1
0
null
0
0
0
0
0
0
0
Home_with_Services
0
1
6.1
24,934
420
82.7
Elderly
Male
Other
Uninsured
Urban
1
1
HAP
Bacterial
E_coli
0
0
J18.9
64,667,001
Interstitial
26.78
145.3
23.2
Negative
Negative
1.2
39.9
111
23
90
67
74.7
94
11
173.4
62.9
20.9
1
0
0
1
12.1
172
81
9.5
8.6
134.3
36.5
13
2.49
143
2.9
1.5
283
15
1
3.159
1
0
1
0
7.44
139
41.3
26.7
86.7
1.2
0.65
0
0
3
1
1
0
0
1
112
IV
3
4
1
0
0
1
0
2
22
8
213
Mild
1
0
0
Severe
NIV
0
0
0
0
0
0
0
0
0
1
0
0
0
0
HAP_Non_VAP
Piperacillin_Tazobactam
4,500
q6h
IV
9
1
Azithromycin
1
0
1
0
null
0
0
0
0
0
0
8.653
0
0
0
0
0
0
0
0
Current
0
5
Prior_Year
Neither
0
0
0
2.2
0
null
0
0
0
0
1
1
0
SNF_or_Rehab
0
1
8.4
27,501
421
60.1
Adult
Male
White
Medicare
Urban
0
0
CAP
Viral
Influenza_A
0
0
J09.X1
233,604,007
Lobar_Consolidation
0.189
101.2
20.1
Contaminated
Negative
1.8
38.7
117
25
70
64
66
95
14
175.4
86.7
28.2
1
1
0
1
10.4
206
77.1
18.9
4.1
131.8
23
8.2
2.85
164
2.8
1.1
1,903
2,498
32.5
0.094
1
0
1
0
7.24
82
35.2
19.8
88.7
3.4
0.53
0
1
3
1
1
0
1
0
126
IV
4
5
2
1
1
0
0
1
12
5
154
Moderate
0
0
0
Severe
NIV
0
0
0
0
0
0
0
0
0
1
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
5
0
null
0
1
1
0
null
0
1
0
0
0
1
0.072
0
0
1
0
1
1
0
0
Former
0
1
Current
Both
0
0
0
11.7
0
null
0
0
0
0
1
0
0
SNF_or_Rehab
0
0
5.7
5,000
422
3.6
Pediatric
Male
White
Medicaid
Urban
0
0
CAP
Bacterial
S_aureus_MSSA
0
0
J15.21
233,604,007
Lobar_Consolidation
8.708
247.8
18.6
Negative
Negative
6
39
118
26
127
62
83.7
91
12
184.1
89.4
26.4
1
0
1
1
11.8
175
79.4
12.8
6.2
137.6
28.6
10.2
2.42
165
2.4
2.3
427
2,587
128.4
0.307
1
0
0
0
7.41
110
41.1
23.3
96.9
0.5
0.79
0
0
2
1
1
0
0
0
0
I
4
7
3
1
0
1
0
2
22
6
140
Moderate
0
0
0
Moderate
Nasal_Cannula
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
5
1
Azithromycin
1
0
1
0
null
0
0
0
0
0
1
2.281
1
0
1
0
1
1
0
0
Current
0
1
Current
Neither
0
0
0
8.6
0
null
0
0
0
0
1
0
0
Home_with_Services
0
1
1.5
5,000
423
8.8
Pediatric
Male
Hispanic
Medicare
Urban
0
0
HCAP
Viral
Influenza_A
0
0
J09.X1
422,400,008
Patchy_Infiltrate
0.106
61.5
3.1
Negative
Negative
0.7
38.7
88
32
121
91
101
94
13
176
73.1
23.6
1
0
0
1
15.1
298
75
12.7
5.9
135.7
30.6
10.9
1.85
166
2.9
1.2
391
557
36.8
0.024
1
0
0
0
7.36
133
43.4
18.7
93.9
1.2
0.53
0
0
3
1
1
1
0
0
42
I
2
5
1
1
1
0
1
1
15
2
253
Mild
1
0
0
Severe
HFNC
0
0
0
0
0
0
0
0
0
0
1
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
11
1
Azithromycin
0
0
0
1
Refractory_Shock
6.5
1
0
0
0
1
0.036
0
0
0
0
0
0
0
0
Former
0
1
Prior_Year
PPSV23_only
0
0
0
1.7
0
null
0
0
1
0
0
0
0
SNF_or_Rehab
0
0
10.8
5,000
424
2.1
Pediatric
Female
Hispanic
Medicare
Rural
0
1
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Interstitial
4.525
258.9
13.3
Contaminated
Pneumococcal_pos
4.1
37.2
86
12
123
54
77
95
12
169.1
55.1
19.3
0
0
0
0
10.2
226
92.3
25.4
3.6
141
25.7
9.2
1.98
114
3.8
3.2
359
457
4.3
0.101
1
0
0
0
7.4
43
38
29
96.8
0.7
0.43
0
0
2
1
1
0
0
0
21
I
1
9
2
1
0
2
2
2
25
4
100
Severe
0
0
0
Moderate
Nasal_Cannula
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
9
1
Azithromycin
0
0
1
0
null
0
0
0
1
0
1
1.495
0
0
0
0
0
1
0
0
Former
0
2
Current
Neither
0
0
0
9.9
0
null
0
0
0
0
0
0
0
Home_with_Services
0
1
6.7
19,129
425
75.4
Elderly
Female
Hispanic
Private
Urban
0
0
HAP
Bacterial
Enterobacter_spp
0
0
J18.9
64,667,001
Lobar_Consolidation
0.718
95.9
13.8
Positive
Pneumococcal_pos
0
40.3
107
28
127
75
92.3
93
12
172.7
107.5
36
1
0
0
1
10.2
197
80.1
8.2
9.8
132.5
46.9
16.8
1.83
182
3.2
1.4
130
1,431
18.3
0.103
1
0
1
1
7.47
89
33.6
18.2
96.5
6.7
0.35
0
0
3
1
1
0
0
1
104
IV
4
4
0
0
1
1
0
2
19
8
255
Mild
1
0
0
Severe
HFNC
0
0
0
0
0
0
0
0
0
0
1
0
0
0
HAP_Non_VAP
Piperacillin_Tazobactam
4,500
q6h
IV
4
1
Azithromycin
0
0
1
0
null
0
0
0
1
0
0
0.104
0
0
0
0
0
0
0
0
Former
0
2
Current
Both
1
0
0
6.5
0
null
0
0
1
0
1
0
0
SNF_or_Rehab
0
1
1.6
31,392
426
68.8
Elderly
Male
White
Medicare
Suburban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Patchy_Infiltrate
0.94
195
18.7
Negative
Legionella_pos
6.4
39.9
131
14
121
65
83.7
85
12
159.9
102.8
40.2
1
0
1
0
10.1
151
83.8
10.7
7.9
136.6
31.1
11.1
1.9
235
3.3
3.2
629
1,802
47.7
0.46
1
0
0
1
7.34
40
36.6
24.5
93
4
0.53
0
0
3
1
1
0
0
1
93
IV
3
10
3
1
2
0
2
2
29
6
60
Severe
0
0
1
Critical
Simple_Mask
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
5
0
null
0
0
0
0
null
0
0
0
0
0
0
0.233
0
0
1
0
0
0
0
0
Never
0
2
Prior_Year
PPSV23_only
0
1
7.9
10.1
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
0
4.7
56,766
427
74.8
Elderly
Female
White
Medicaid
Suburban
1
0
HAP
Bacterial
S_aureus_MRSA
1
0
J15.212
64,667,001
Patchy_Infiltrate
1.756
48.3
13.3
Positive
Negative
1.1
38.9
105
34
108
50
69.3
87
10
163.7
36.3
13.5
1
0
1
1
10.4
143
84.3
18.2
4.6
145.4
46.6
16.6
1.92
151
2.7
4.7
1,946
330
136.1
0.521
1
0
0
0
7.39
84
37.4
26
88.9
4.9
0.58
0
0
4
1
1
1
0
1
116
IV
6
7
2
1
0
2
0
2
24
8
143
Moderate
0
0
0
Critical
IMV
1
2.2
5.4
5.7
10.5
14.4
16.9
1
0
0
0
1
0
0
HAP_Non_VAP
Piperacillin_Tazobactam
4,500
q6h
IV
3
0
Vancomycin
0
0
1
1
ARDS
6
0
0
0
0
0
0.536
0
1
0
1
1
0
0
0
Former
0
2
Never
Both
0
1
7.2
11
0
null
0
0
0
0
1
0
0
LTAC_or_SNF
1
0
4.5
69,257
428
64.9
Adult
Male
Hispanic
Uninsured
Urban
0
0
HAP
Fungal
Candida_spp
0
0
J18.9
64,667,001
Lobar_Consolidation
0.137
2
14
Negative
Negative
0.9
40.3
107
16
102
58
72.7
87
11
153.3
109.5
46.6
1
0
1
0
11.4
202
71.1
6.3
11.2
134.9
16.8
6
1.72
135
3.5
4.8
832
1,950
4
1.058
1
0
1
0
7.31
154
27.7
19.9
94.6
1.7
0.47
0
1
1
1
0
0
0
0
92
IV
3
5
1
1
0
0
1
2
20
2
330
null
0
0
0
Mild
Nasal_Cannula
0
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
0
null
0
0
1
0
0
1
0.012
0
0
1
0
1
0
1
0
Current
0
2
Never
PPSV23_only
0
0
0
2.2
0
null
0
0
0
0
0
0
1
Home
1
1
1.1
29,420
429
0.8
Pediatric
Female
Hispanic
Medicaid
Suburban
0
1
HAP
Bacterial
A_baumannii
0
0
J18.9
64,667,001
Interstitial
24.28
65.5
19.3
Positive
Negative
0.3
38.9
95
41
93
69
77
82
10
184.4
75.4
22.2
1
0
1
1
12.8
225
84.2
22.2
3.8
135.5
28.5
10.2
2.61
145
2.6
4.1
2,871
382
28.4
1.482
1
0
0
0
7.34
45
34.3
17.9
81.5
4.3
0.58
0
1
3
1
1
1
0
0
40
I
4
10
4
3
0
1
0
2
20
7
77
Severe
0
0
0
Critical
IMV_ECMO
1
1.7
0.9
7
9.7
12.9
24.6
1
1
0
0
1
1
0
HAP_Non_VAP
Piperacillin_Tazobactam
4,500
q6h
IV
10
0
null
0
0
1
0
null
0
0
0
0
0
0
5.723
0
0
0
0
0
0
0
0
Never
0
1
Prior_Year
PPSV23_only
0
1
1.9
5.6
1
3.4
1
1
0
0
1
0
0
Died
0
0
3.6
89,734
430
58.7
Adult
Female
Black
Medicare
Suburban
0
0
CAP
Viral
Influenza_A
0
0
J09.X1
233,604,007
Multilobar
0.19
76.8
11.6
Contaminated
Negative
2.5
37.6
143
25
113
57
75.7
82
12
173
84.2
28.1
0
0
1
1
12.2
133
92.5
11.8
7.8
128.9
6.5
2.3
2.44
168
2
3.7
2,942
730
471.2
0.2
1
0
1
0
7.27
59
32.6
20.9
87.5
0.5
0.62
0
1
1
1
0
0
0
0
83
III
4
5
3
0
0
0
0
2
22
3
95
Severe
0
0
0
Mild
Simple_Mask
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Mild_Outpatient
Amoxicillin
1,000
q8h
PO
5
1
Azithromycin
0
1
0
0
null
0
1
0
0
0
0
0.01
1
0
1
0
0
0
0
0
Former
0
2
Never
Neither
0
0
0
5.1
0
null
0
0
1
0
0
0
0
Home
0
0
4.3
33,184
431
95
Elderly
Male
Black
Medicaid
Suburban
0
0
HAP
Bacterial
S_aureus_MRSA
1
0
J15.212
64,667,001
Lobar_Consolidation
4.323
179.8
12.2
Contaminated
Negative
4.8
40
110
32
132
71
91.3
88
14
157.9
105
42.1
1
0
1
1
11.6
195
95
19.1
5
132.5
32.2
11.5
1.33
140
3.2
1.3
1,244
616
33.3
0.061
0
0
1
0
7.37
209
32.2
18.4
90.6
2.4
0.59
0
0
4
1
1
1
0
1
149
V
6
6
0
3
0
2
0
1
14
8
355
null
0
0
0
Critical
HFNC
0
0
0
0
0
0
0
0
0
0
1
0
0
0
HAP_Non_VAP
Piperacillin_Tazobactam
4,500
q6h
IV
10
0
Vancomycin
0
0
1
1
ARDS
6
0
0
0
0
0
0.58
0
0
1
0
0
0
0
0
Never
0
5
Current
PPSV23_only
0
1
3.4
3.6
0
null
0
0
1
1
0
0
0
LTAC_or_SNF
0
0
2.3
75,259
432
41.5
Adult
Female
Black
Medicare
Urban
0
0
CAP
Unknown
Unknown
0
0
J18.9
233,604,007
Lobar_Consolidation
5.66
106.9
15.2
Negative
Pneumococcal_pos
2.1
37.7
121
29
110
92
98
90
13
171
116.4
39.8
0
0
1
1
12.4
213
68.5
20.8
3.3
138.6
34
12.1
1.4
83
3.6
3.7
171
98
174.1
0.05
0
0
0
0
7.41
70
31.9
23.4
95.2
2.9
0.3
0
0
2
1
1
0
0
0
22
I
4
3
1
0
0
1
0
1
13
8
231
Mild
0
0
0
Moderate
Nasal_Cannula
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
14
1
Azithromycin
0
0
0
1
COVID_O2_Requiring
11.3
0
0
1
0
0
1.247
0
1
0
0
0
0
0
0
Former
0
1
Current
Neither
0
0
0
7.6
0
null
0
0
0
0
0
0
0
Home_with_Services
0
0
9
5,000
433
83.9
Elderly
Female
Black
Uninsured
Urban
0
0
HCAP
Viral
SARS_CoV2
0
0
J12.82
422,400,008
Multilobar
0.756
51
21.1
Negative
Pneumococcal_pos
0.1
38.7
103
22
138
72
94
91
12
180.8
102.1
31.2
1
0
1
1
13
222
65.1
14.3
4.6
135.3
5
1.8
1.81
96
2.9
4.2
284
122
1,735.3
0.207
1
0
0
0
7.45
40
32
18.9
91.3
0.5
0.51
0
0
2
1
0
0
0
1
99
IV
5
10
4
1
0
2
1
2
24
6
50
Severe
0
0
0
Critical
NIV
0
0
0
0
0
0
0
0
0
1
0
0
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
3
1
Azithromycin
0
0
1
1
COVID_O2_Requiring
12.3
1
0
0
0
0
0.119
0
1
1
0
1
1
0
0
Former
0
4
Current
PCV13_only
0
1
3.3
5
0
null
0
0
1
0
1
0
0
LTAC_or_SNF
0
0
2.8
88,828
434
85.5
Elderly
Female
Black
Private
Rural
1
0
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Lobar_Consolidation
4.469
286.3
18.1
Negative
Negative
6.6
39
103
21
120
54
76
94
15
178.9
85.3
26.6
1
0
0
0
8.6
83
80.3
13
6.2
139.4
27.7
9.9
1.86
192
3.9
0.5
3,826
9,652
7.5
0.153
1
1
0
1
7.35
72
43.8
19.5
86.3
2.7
0.51
0
1
2
0
1
0
0
1
108
IV
2
6
4
0
0
1
1
0
20
6
140
Moderate
1
0
0
Moderate
Nasal_Cannula
0
0
0
0
0
0
0
0
0
0
0
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
1.43
0
0
0
0
0
0
0
0
Former
0
6
Prior_Year
PPSV23_only
0
0
0
5.7
1
7.1
1
1
0
0
0
1
0
Died
0
0
5
5,000
435
7.5
Pediatric
Female
Hispanic
Medicare
Suburban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Lobar_Consolidation
47.684
230.6
18.7
Negative
Negative
2.6
39
70
16
124
63
83.3
94
13
157.8
49.7
20
1
0
0
0
14.5
149
89.7
17
5.3
139.3
29
10.4
1.17
195
3
4.1
412
71
1.6
0.129
0
0
0
1
7.38
40
35.2
25.8
87.4
2.2
0.31
0
0
2
1
1
0
0
0
23
I
1
6
3
1
1
0
0
1
17
6
91
Severe
1
0
0
Moderate
Nasal_Cannula
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
3
0
null
0
0
0
0
null
0
0
0
0
0
0
13.022
0
0
0
0
0
1
0
0
Never
0
3
Never
Both
0
0
0
8
0
null
0
0
1
0
0
0
0
Home_with_Services
0
0
3.5
5,000
436
95
Elderly
Female
Hispanic
Medicare
Rural
0
1
HAP
Bacterial
E_coli
0
0
J18.9
64,667,001
Multilobar
1.938
225.1
14.5
Negative
Negative
0
39.6
63
27
156
67
96.7
90
13
133.5
35.4
19.9
1
0
1
1
10.2
105
83.5
19.9
4.2
131.5
32.6
11.6
1.73
216
3.6
1.1
492
612
11.5
0.07
1
0
1
1
7.35
54
42.9
25.3
92.8
1.3
0.38
0
0
3
1
1
0
0
1
121
IV
6
4
0
1
0
0
2
1
14
5
145
Moderate
0
0
0
Severe
IMV
1
15.9
2.7
6.9
12.7
13.3
20.8
0
0
0
0
1
1
0
HAP_Non_VAP
Piperacillin_Tazobactam
4,500
q6h
IV
11
1
Azithromycin
1
0
1
0
null
0
0
0
0
0
0
0.278
1
1
0
0
0
0
0
0
Never
0
2
Never
Both
0
0
0
1.4
0
null
0
0
0
0
1
0
0
SNF_or_Rehab
0
0
1.9
22,865
437
5.6
Pediatric
Male
White
Medicare
Rural
0
0
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Interstitial
12.636
93.9
20.7
Positive
Pneumococcal_pos
2.6
39.1
118
18
148
70
96
89
14
172.3
99.3
33.4
1
0
1
0
11.5
218
85.1
11.6
7.3
141.8
6.7
2.4
0.49
151
4.3
2.3
100
623
44.7
0.502
0
0
0
0
7.4
40
38.4
22.6
93.6
0.5
0.42
0
0
1
1
0
0
0
0
16
I
3
8
3
1
0
2
1
1
30
2
50
Severe
1
0
1
Critical
IMV_ECMO
1
51.6
3.6
5.6
12.6
12.8
23.5
1
1
0
0
0
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
8
1
Azithromycin
1
0
1
0
null
0
0
0
0
0
1
0.707
0
0
1
0
0
0
0
0
Never
0
2
Current
Both
0
1
14.9
18.2
0
null
0
0
0
0
1
0
1
LTAC_or_SNF
0
0
4.1
99,288
438
79.6
Elderly
Female
White
Medicare
Urban
1
1
CAP
Atypical
M_pneumoniae
0
0
J15.7
233,604,007
Patchy_Infiltrate
0.063
95.2
6.2
Negative
Negative
0.1
39.6
107
21
138
71
93.3
93
12
158.2
109.5
43.7
1
0
0
0
12.2
126
67.4
7
9.7
131.1
38.8
13.9
1.49
119
3.1
2.8
469
399
179.2
0.03
0
0
1
0
7.32
61
28.2
15.5
87.8
1.6
0.21
0
1
3
1
1
0
0
1
101
IV
3
6
1
1
1
0
1
2
13
4
288
Mild
0
0
0
Severe
Simple_Mask
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
7
0
null
0
1
1
0
null
0
0
0
1
0
1
0.01
0
0
0
0
0
0
0
0
Former
1
4
Current
Both
0
0
0
1.6
1
3.2
1
1
0
0
0
0
0
Died
0
0
3.2
62,610
439
65.4
Elderly
Female
Hispanic
Uninsured
Suburban
0
0
HAP
Bacterial
P_aeruginosa
0
0
J15.1
64,667,001
Patchy_Infiltrate
4.789
123.8
24.3
Negative
Pneumococcal_pos
12.7
38.1
105
26
98
75
82.7
91
13
174.8
62.1
20.3
0
0
1
1
11.8
166
74.1
24.6
3
133.8
25.9
9.3
1.55
134
3.2
2
920
950
503.8
0.064
1
0
1
0
7.26
40
37.3
27.5
88.9
1.6
0.45
0
0
3
1
1
0
0
1
87
III
4
7
3
0
0
0
3
1
21
4
50
Severe
1
0
0
Severe
Nasal_Cannula
0
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
1
Refractory_Shock
6
0
0
0
0
1
1.109
0
1
1
0
1
0
0
0
Never
0
8
Current
Both
0
0
0
4.9
0
null
0
0
0
0
0
0
0
SNF_or_Rehab
0
1
10.7
12,517
440
61.7
Adult
Female
Asian
Medicaid
Urban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Multilobar
19.252
301.6
26.2
Contaminated
Negative
3.6
39.5
87
22
144
88
106.7
87
13
178.5
74.1
23.3
1
0
1
1
12.3
97
59.9
8.8
6.8
136.5
39.2
14
2.47
105
3
2.8
656
828
38
0.059
1
1
0
0
7.3
230
27
19.8
90.7
2.7
0.76
0
1
2
1
1
0
0
0
66
II
3
4
1
0
1
1
0
1
10
3
301
null
1
1
1
Critical
IMV
1
3.6
4.7
5.3
10.2
11.9
19.4
0
0
0
0
0
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
6
0
null
1
0
0
0
null
0
0
0
0
0
0
6.099
0
0
0
1
0
1
0
0
Never
0
2
Prior_Year
Both
0
0
0
3.1
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
0
6.5
13,595
441
61.9
Adult
Male
Black
Uninsured
Suburban
1
0
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Patchy_Infiltrate
2.959
321.6
16.1
Negative
Pneumococcal_pos
0.4
37.4
83
20
113
72
85.7
91
14
180.2
67.7
20.8
0
0
1
0
12.4
178
77.9
18.5
4.2
143.5
22.5
8.1
1.52
87
4.2
0.5
182
85
27.1
0.088
1
0
0
0
7.4
40
40.3
31.4
99.3
2.6
0.21
0
0
2
1
1
0
0
0
76
III
3
5
2
1
0
1
0
1
20
4
165
Moderate
1
1
1
Critical
NIV
0
0
0
0
0
0
0
0
0
1
0
0
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
7
1
Azithromycin
0
0
1
0
null
0
0
0
1
0
0
0.773
0
0
0
0
0
0
0
0
Never
0
1
Prior_Year
Both
0
1
15.6
21.1
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
0
1
79,142
442
4.4
Pediatric
Female
White
Medicare
Urban
0
0
CAP
Viral
Influenza_A
0
0
J09.X1
233,604,007
Patchy_Infiltrate
0.109
50
19.5
Negative
Negative
6.8
40.6
127
27
102
54
70
86
13
187.2
67.2
19.2
1
0
1
1
10.8
104
60
12.2
4.9
131.7
36
12.9
1.72
173
3.2
3.8
434
1,089
12.6
0.917
1
0
1
0
7.36
172
33.1
21.2
91
2.2
0.66
0
0
2
1
1
0
0
0
24
I
4
4
1
1
0
0
1
1
12
3
263
Mild
1
0
0
Moderate
Room_Air
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
9
1
Azithromycin
0
0
0
0
null
0
1
0
0
0
0
0.01
0
0
0
0
1
0
0
0
Never
0
1
Prior_Year
PPSV23_only
0
0
0
8
0
null
0
0
1
0
0
0
0
Home_with_Services
0
0
1.8
9,600
443
86
Elderly
Male
Hispanic
Private
Urban
0
0
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Interstitial
24.574
252.2
13.8
Negative
Pneumococcal_pos
0.9
37.5
132
19
74
85
81.3
89
15
181.6
103.6
31.4
0
1
1
0
15
256
93
15
6.2
137.6
38.5
13.7
1.4
172
4.4
1.6
1,545
147
1
0.088
0
0
0
0
7.43
104
41.5
23.5
98.8
4.4
0.51
0
0
3
0
1
0
1
1
101
IV
6
4
1
0
1
1
1
0
15
6
205
Mild
1
0
0
Severe
IMV
1
4.2
6
6.1
7.9
15.8
32.4
0
0
0
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
6
1
Azithromycin
0
0
1
0
null
0
0
0
0
0
0
5.241
0
0
0
0
0
0
0
1
Former
0
3
Current
PCV13_only
0
0
0
2.5
1
0.2
1
1
1
0
0
0
0
Died
0
0
1.6
6,399
444
67.7
Elderly
Female
White
Medicare
Suburban
0
1
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Patchy_Infiltrate
4.734
2
12.3
Negative
Pneumococcal_pos
2.3
38.3
85
18
124
89
100.7
91
14
187.2
84.8
24.2
0
0
1
0
13.8
248
94
26
3.6
138.3
19.1
6.8
1.91
221
3.6
0.5
617
3,656
8.7
0.105
1
0
0
1
7.46
40
46.1
22
93.8
3.8
0.21
0
0
2
1
0
0
0
1
79
III
3
5
2
0
1
0
1
1
11
4
191
Moderate
0
0
0
Moderate
Simple_Mask
0
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
ARDS
9.6
0
0
0
0
1
1.827
1
0
0
0
0
0
0
1
Former
1
4
Current
Neither
0
0
0
2.9
0
null
0
0
0
0
1
0
0
Home_with_Services
1
1
1
15,694
445
51.3
Adult
Male
Black
Private
Suburban
1
1
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Patchy_Infiltrate
16.601
166.3
12
Negative
Negative
1.2
37.9
119
33
88
71
76.7
88
13
183.2
75
22.3
0
1
1
1
12.1
198
82.6
13.4
6.1
138.6
33.5
12
2.28
157
2.8
1.3
1,042
854
5.4
0.409
1
0
0
0
7.34
178
24.4
23
92.9
3.2
0.59
0
0
4
1
1
1
1
0
112
IV
6
5
0
1
1
1
1
1
23
6
299
Mild
1
0
0
Critical
IMV
1
10.7
3.1
5.2
9
14.8
17.2
0
0
0
0
1
1
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
8
0
null
0
0
1
0
null
0
0
0
1
0
0
6.083
0
0
0
0
0
0
0
1
Current
0
1
Current
Both
0
1
2.4
4
1
8.7
1
1
0
0
1
0
0
Died
0
0
5.3
36,715
446
77.4
Elderly
Female
Asian
Medicare
Suburban
0
1
CAP
Unknown
Unknown
0
0
J18.9
233,604,007
Lobar_Consolidation
0.054
22.8
14.8
Negative
Negative
0.2
38.5
110
25
114
65
81.3
92
14
184.1
138.5
40.8
1
0
0
1
12.8
165
66.2
11.7
5.7
140.6
45.5
16.2
1.96
107
2.8
0.9
959
160
83.8
0.127
1
0
0
0
7.27
40
31.9
35.8
96.4
2.4
0.66
0
0
3
1
1
0
0
1
109
IV
6
8
4
0
0
1
2
1
23
8
50
Severe
0
0
0
Severe
NIV
0
0
0
0
0
0
0
0
0
1
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
8
0
null
0
0
0
0
null
0
0
0
0
0
1
0.017
1
1
0
0
0
0
0
0
Never
0
3
Current
Both
0
0
0
4.5
0
null
0
0
1
0
0
1
0
SNF_or_Rehab
1
1
4.6
15,307
447
78.8
Elderly
Female
Hispanic
Medicare
Urban
0
0
CAP
Atypical
M_pneumoniae
0
0
J15.7
233,604,007
Patchy_Infiltrate
2.345
97.1
16.5
Negative
Negative
0.1
38.7
97
20
94
80
84.7
94
12
167.6
48.4
17.3
1
0
0
0
10.7
66
82.9
15
5.5
135.7
21.9
7.8
0.84
142
3.4
1
100
505
1
0.172
0
1
0
0
7.43
59
29.6
21.9
93.7
1
0.27
0
0
3
1
1
0
0
1
100
IV
3
5
0
1
0
0
2
2
18
4
216
Mild
0
0
0
Severe
Simple_Mask
0
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
0.35
0
1
0
1
0
0
0
0
Former
0
6
Current
Neither
0
0
0
2.6
0
null
0
0
0
0
0
0
1
SNF_or_Rehab
1
1
1.3
33,396
448
74.8
Elderly
Male
Hispanic
Private
Urban
0
0
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Patchy_Infiltrate
6.224
94.6
16.2
Negative
Negative
4
38.3
134
22
146
69
94.7
98
15
153.8
92.1
38.9
1
0
0
1
16.3
171
95
12.9
7.4
141
11.8
4.2
1.17
139
2.3
2.8
517
84
5.1
0.169
0
0
0
0
7.39
109
49.3
28.1
93.6
2.5
0.36
0
0
1
0
0
0
0
1
65
II
2
2
0
1
0
1
0
0
15
5
302
null
0
0
0
Mild
HFNC
0
0
0
0
0
0
0
0
0
0
1
0
0
0
CAP_Mild_Outpatient
Amoxicillin
1,000
q8h
PO
10
1
Azithromycin
1
0
0
1
COVID_O2_Requiring
6
0
0
0
0
1
0.359
0
1
1
0
0
0
0
0
Never
0
6
Never
Neither
0
0
0
1.9
0
null
0
0
1
0
0
0
1
Home
0
0
1.3
7,563
449
4.2
Pediatric
Male
White
Medicare
Rural
1
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Lobar_Consolidation
7.551
159.4
23.6
Negative
Negative
0.9
39.7
91
24
125
48
73.7
97
13
195.3
56.9
14.9
1
0
0
1
10
155
83.9
12.6
6.7
142.6
31.6
11.3
1.36
127
3.1
0.7
1,169
445
18.1
0.028
0
0
0
0
7.39
40
34.2
23.7
92.8
2.5
0.42
0
0
2
1
1
0
0
0
12
I
1
6
2
2
1
0
0
1
13
1
51
Severe
0
0
0
Moderate
Nasal_Cannula
0
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
1
0
null
0
0
0
0
0
0
1.584
0
0
0
0
0
1
0
0
Never
0
2
Never
PCV13_only
0
0
0
6.9
0
null
0
0
0
0
0
0
0
Home_with_Services
0
1
1
7,780
450
60.9
Adult
Male
Hispanic
Private
Urban
0
0
CAP
Viral
Influenza_A
0
0
J09.X1
233,604,007
Patchy_Infiltrate
0.21
97.7
14.7
Negative
Negative
1.4
39.1
124
18
153
78
103
99
13
168.7
76.5
26.9
1
0
0
0
12.1
218
91.7
12.6
7.3
144
43.1
15.4
1.73
166
3
3.6
287
248
29.5
0.075
1
0
0
0
7.46
89
28.2
27.5
95.5
1.8
0.57
0
0
2
1
1
0
0
0
78
III
1
9
3
2
0
2
1
1
21
4
156
Moderate
1
1
1
Critical
Simple_Mask
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
12
0
null
0
0
0
0
null
0
1
0
0
0
1
0.038
0
0
0
1
0
0
0
1
Former
0
2
Prior_Year
Both
0
1
4.1
4.4
0
null
0
0
1
0
0
0
0
LTAC_or_SNF
1
1
1.7
107,516
451
5.3
Pediatric
Female
Asian
Private
Urban
1
0
CAP
Bacterial
K_pneumoniae
0
0
J15.0
233,604,007
Interstitial
2.443
208.9
6.9
Negative
Negative
4.8
38.5
109
26
93
81
85
93
11
181.5
83.3
25.3
1
0
0
1
11.3
242
75.3
25.3
3
138.7
42
15
1.94
105
3.4
2.1
1,338
105
17.3
0.213
1
0
0
0
7.42
94
49.3
15
96.5
1.7
0.4
0
0
2
1
1
0
0
0
9
I
2
6
1
1
0
2
0
2
20
3
232
Mild
1
1
1
Critical
HFNC
0
0
0
0
0
0
0
0
0
0
1
0
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
8
1
Azithromycin
0
0
1
1
COVID_O2_Requiring
6.4
0
0
0
0
0
0.7
0
0
0
0
1
1
0
1
Never
0
2
Current
Neither
0
1
2.9
5.2
0
null
0
0
0
0
1
0
1
LTAC_or_SNF
0
0
4.5
70,533
452
52
Adult
Female
Black
Medicare
Suburban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Patchy_Infiltrate
4.473
48.2
22.3
Negative
Negative
1.3
38.7
100
24
141
89
106.3
94
11
161.9
98.6
37.6
1
0
0
1
11.3
226
71
20.2
3.5
137.6
33.8
12.1
1.71
156
4.3
1.6
713
95
251.8
0.579
1
0
0
0
7.4
135
32
30.7
94.9
2.6
0.44
0
0
2
1
1
0
0
0
74
III
1
5
0
1
0
1
1
2
9
4
308
null
0
0
0
Moderate
Room_Air
0
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
0
null
0
0
0
0
0
1
0.334
0
1
0
0
0
0
0
1
Never
0
2
Current
Neither
0
0
0
6
0
null
0
0
0
0
1
0
0
Home_with_Services
0
0
11.6
56,022
453
40.5
Adult
Male
Hispanic
Uninsured
Urban
0
1
VAP
Bacterial
A_baumannii_XDR
0
1
J18.9
429,271,009
Lobar_Consolidation
2.635
259.1
8.8
Negative
Negative
3.4
40.2
131
16
76
60
65.3
88
14
178.6
74.3
23.3
1
1
1
0
10.6
277
80.3
12.1
6.6
134.2
5
1.8
1.77
185
3.1
2.8
1,418
16,731
296
0.82
1
0
1
1
7.38
54
25.2
23.5
90.5
2.8
0.44
0
0
2
1
0
0
1
0
61
II
5
3
0
0
0
1
1
1
6
7
123
Moderate
0
0
1
Critical
IMV_ECMO
1
18.3
9.2
7.7
9.5
14.5
27.9
0
1
0
0
1
1
0
VAP_Protocol
Meropenem
2,000
q8h
IV
5
0
null
0
0
0
1
COVID_O2_Requiring
6
0
0
0
0
1
0.983
0
0
0
0
0
1
0
0
Never
1
4
Current
Neither
0
1
1.1
6
0
null
0
0
0
0
1
0
0
LTAC_or_SNF
0
0
1
32,481
454
4.9
Pediatric
Male
White
Private
Suburban
1
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Lobar_Consolidation
14.175
262.8
11.1
Positive
Negative
9.3
39.6
105
31
118
75
89.3
95
15
141.1
71.9
36.1
1
0
0
1
10.5
165
60.2
22.1
2.7
131.3
16.9
6
1.2
206
2.4
4
373
368
5
1.455
0
0
1
1
7.45
92
29.6
22
87.8
1.1
0.43
0
0
1
0
0
1
0
0
15
I
1
5
0
0
0
2
3
0
13
2
212
Mild
1
0
0
Mild
Nasal_Cannula
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Mild_Outpatient
Amoxicillin
1,000
q8h
PO
14
0
null
0
0
0
1
COVID_O2_Requiring
6
0
0
0
0
0
4.36
0
0
1
0
0
0
0
0
Former
0
2
Current
PCV13_only
1
0
0
1.1
0
null
0
0
0
0
1
0
0
Home
0
0
4.2
16,220
455
5.8
Pediatric
Male
White
Medicaid
Urban
0
0
CAP
Bacterial
S_pneumoniae
1
0
J13
233,604,007
Lobar_Consolidation
3.513
146.8
16
Negative
Negative
4
38
103
32
98
72
80.7
88
12
163.5
73.9
27.6
0
0
1
1
14
150
95
5.1
18.5
135.2
21.3
7.6
2.86
169
2.7
0.5
1,384
211
266.3
0.287
1
0
0
0
7.34
81
36.2
25.9
91.8
2.7
0.63
0
0
3
1
1
1
0
0
41
I
4
8
2
1
0
1
2
2
17
4
130
Moderate
0
0
0
Severe
IMV
1
9.4
10.1
7.1
9.7
17.7
22.2
0
0
0
0
1
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
15
0
Vancomycin
0
0
0
1
COVID_O2_Requiring
9.5
0
0
0
0
1
1.37
0
0
0
0
0
0
0
0
Never
0
1
Current
Both
0
0
0
9.7
0
null
0
0
1
0
0
0
0
SNF_or_Rehab
0
0
12.7
25,658
456
58.4
Adult
Male
White
Private
Suburban
1
0
CAP
Viral
Influenza_A
0
0
J09.X1
233,604,007
Interstitial
0.344
125.2
16.2
Contaminated
Pneumococcal_pos
0.7
38.2
126
19
105
72
83
85
14
166.9
56.2
20.2
0
0
1
0
9.5
274
81.2
24
3.4
137.3
26.2
9.3
1.28
193
3.4
4.6
100
138
228.3
0.078
0
0
0
1
7.34
121
36.5
23.5
92.5
1.2
0.46
0
0
2
1
1
0
0
0
75
III
3
4
1
0
0
2
0
1
14
5
260
Mild
1
0
0
Moderate
HFNC
0
0
0
0
0
0
0
0
0
0
1
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
14
1
Azithromycin
0
0
0
1
COVID_O2_Requiring
6
1
0
0
1
1
0.121
0
0
0
0
0
1
0
1
Current
0
1
Current
PCV13_only
0
0
0
5.1
0
null
0
0
0
0
1
0
0
Home_with_Services
0
0
3
14,018
457
20.7
Adult
Female
White
Medicaid
Rural
1
0
CAP
Unknown
Unknown
0
0
J18.9
233,604,007
Patchy_Infiltrate
0.162
68.8
6.8
Positive
Negative
0.9
39.2
123
17
104
73
83.3
97
14
173.1
93.9
31.3
1
0
0
0
13.9
214
88.4
23.7
3.7
136.5
45.5
16.3
0.88
133
3.3
3.5
388
680
12.8
0.116
0
0
0
0
7.38
41
31.3
18.4
94.4
0.9
0.4
0
0
2
1
1
0
0
0
15
I
1
6
2
1
0
2
0
1
21
4
103
Moderate
1
0
0
Moderate
Simple_Mask
0
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
0
null
0
0
0
0
0
1
0.032
0
1
0
1
0
0
0
0
Never
0
1
Never
PPSV23_only
0
0
0
3.7
0
null
0
0
1
0
0
0
0
Home_with_Services
0
0
2.9
11,880
458
46.3
Adult
Female
White
Medicaid
Rural
0
0
HAP
Bacterial
S_aureus_MRSA
1
0
J15.212
64,667,001
Lobar_Consolidation
0.564
196.9
10.8
Positive
Negative
3.5
39.3
125
25
94
70
78
85
14
179.8
86.2
26.7
1
0
1
1
13
178
75.9
28.3
2.7
138.8
14.7
5.3
0.95
143
4
2.4
1,067
149
23.3
0.133
0
0
0
0
7.31
152
32.6
12.8
92.8
2.4
0.48
0
1
1
1
0
0
0
0
22
I
4
3
2
0
0
0
0
1
17
3
313
null
1
1
1
Critical
IMV
1
2.9
4.6
6
6.2
15.5
27.1
0
0
0
0
1
0
0
HAP_Non_VAP
Piperacillin_Tazobactam
4,500
q6h
IV
9
1
Azithromycin
0
0
1
0
null
0
0
0
1
0
1
0.159
0
0
0
0
0
0
0
0
Never
0
1
Never
Both
0
0
0
4
1
3.1
1
1
0
0
0
0
0
Died
0
0
3.4
23,692
459
81.8
Elderly
Male
Other
Medicaid
Suburban
0
0
VAP
Bacterial
P_aeruginosa
0
0
J15.1
429,271,009
Interstitial
9.408
99.7
8.2
Negative
Negative
0.6
38.3
40
20
81
69
73
90
15
156
89.6
36.8
1
1
1
0
10.4
307
66.8
18.8
3.6
129.5
60.1
21.5
2.14
220
3.5
5.1
1,001
104
43.3
0.144
1
0
1
1
7.35
71
34.1
28.7
96
2.4
0.49
0
0
3
0
1
0
1
1
96
IV
6
7
2
2
1
2
0
0
29
5
144
Moderate
0
0
1
Critical
NIV
0
0
0
0
0
0
0
0
0
1
0
0
0
0
VAP_Protocol
Meropenem
2,000
q8h
IV
12
0
null
1
0
0
0
null
0
0
0
0
0
1
3.255
1
0
0
0
0
1
0
0
Former
0
3
Never
Both
0
1
9.9
14.9
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
0
3.1
80,611
460
55
Adult
Female
Hispanic
Private
Urban
1
0
VAP
Bacterial
S_aureus_MRSA
1
0
J15.212
429,271,009
Lobar_Consolidation
1.125
223.6
20
Negative
Negative
4.5
40.3
125
38
88
72
77.3
82
12
175.3
78.5
25.5
1
1
1
1
11.6
198
95
12.9
7.3
133.4
34.6
12.4
3.39
124
3.2
3.8
4,242
739
41.4
0.605
1
0
1
0
7.33
92
39.8
19.3
84
3.2
0.58
0
1
4
1
1
1
1
0
119
IV
6
6
1
0
0
2
1
2
19
6
159
Moderate
0
0
1
Critical
IMV_ECMO
1
2.2
1.5
6.2
9.5
14.6
15
0
1
0
0
1
1
1
VAP_Protocol
Meropenem
2,000
q8h
IV
7
1
Azithromycin
0
0
1
1
ARDS
8.3
0
0
0
0
1
0.137
0
0
1
0
0
1
0
0
Current
0
1
Current
Neither
0
1
12.5
15.7
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
0
5.5
14,025
461
70.4
Elderly
Male
White
Medicare
Suburban
0
0
CAP
Atypical
M_pneumoniae
0
0
J15.7
233,604,007
Lobar_Consolidation
0.041
2
19.5
Negative
Pneumococcal_pos
17.9
37.9
102
19
118
87
97.3
97
13
181.5
75.8
23
0
0
0
0
11.9
197
67.7
24.6
2.7
145.4
13.6
4.9
1
130
3.3
2.1
254
273
4.8
0.172
0
0
0
0
7.4
114
39.1
21
88.3
3.2
0.55
0
0
2
1
0
0
0
1
77
III
3
5
1
1
1
1
0
1
18
3
209
Mild
0
0
0
Moderate
NIV
0
0
0
0
0
0
0
0
0
1
0
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
1
0
1
0
1
0
0
1
Former
0
3
Current
Both
0
0
0
1
0
null
0
0
0
0
0
1
0
Home_with_Services
0
0
14
6,183
462
5.5
Pediatric
Female
White
Medicare
Rural
0
0
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Interstitial
5.28
51.9
8.6
Negative
Pneumococcal_pos
1.4
40.2
104
33
130
60
83.3
95
13
193.8
105.9
28.2
1
0
0
1
9.5
145
84.2
10.9
7.7
140.3
38.6
13.8
2.58
202
3.7
1.7
249
217
173.6
0.039
1
0
0
1
7.36
72
31.9
20.2
87.4
2
0.7
0
0
3
1
1
1
0
0
51
I
2
5
2
0
0
0
2
1
17
7
103
Moderate
1
0
0
Severe
Simple_Mask
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
9
1
Azithromycin
0
0
1
0
null
0
0
0
0
0
1
0.832
0
0
1
0
0
0
0
0
Never
0
1
Current
Both
0
0
0
3.7
0
null
0
0
0
0
0
0
0
SNF_or_Rehab
0
0
1.8
22,415
463
86.6
Elderly
Male
White
Private
Suburban
0
0
CAP
Bacterial
Legionella_pneumophila
0
0
J15.0
233,604,007
Patchy_Infiltrate
4.147
171.5
19.3
Negative
Negative
2.2
39.4
113
19
117
69
85
93
14
175.8
102.5
33.2
1
0
0
0
9.7
292
84.5
13.1
6.5
139.2
37.5
13.4
1.64
144
2.8
3.7
100
94
34.8
0.505
1
0
0
0
7.49
40
34.6
28.6
90.4
5
0.25
0
0
3
1
1
0
0
1
115
IV
3
5
1
0
0
1
2
1
18
6
149
Moderate
1
0
0
Severe
IMV
1
25.4
13.7
5.9
11.2
16.5
26
1
0
0
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
14
1
Azithromycin
0
0
0
0
null
0
0
0
0
0
1
0.842
0
1
0
0
0
0
0
0
Current
0
6
Prior_Year
PPSV23_only
0
0
0
4
0
null
0
0
0
0
0
0
0
SNF_or_Rehab
0
1
1
11,281
464
62.8
Adult
Female
Asian
Medicare
Suburban
0
0
CAP
Bacterial
S_aureus_MSSA
0
0
J15.21
233,604,007
Interstitial
7.584
165.2
19.1
Negative
Negative
5.6
37.9
108
23
132
65
87.3
96
13
162.9
111.1
41.9
0
0
0
1
13.1
212
81
14.8
5.5
138.2
34.8
12.4
2.25
143
3.7
1.3
308
207
8.6
0.016
1
0
0
0
7.44
121
40.4
20.6
97
3.3
0.55
0
0
2
1
1
0
0
0
88
III
1
6
2
2
0
1
0
1
21
3
221
Mild
1
0
0
Moderate
IMV_ECMO
1
16.7
18.3
6.4
9.4
13.6
22.3
0
1
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
0
0
2.037
0
1
0
0
0
0
0
0
Former
1
2
Current
Neither
1
0
0
3.8
0
null
0
0
0
0
1
0
0
Home_with_Services
1
1
1.4
16,048
465
69.4
Elderly
Female
White
Medicare
Suburban
1
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Interstitial
5.419
199.1
10.5
Positive
Negative
0.4
38.3
112
28
88
65
72.7
92
12
154
88.2
37.2
0
1
0
1
13.3
208
71.5
24.6
2.9
135.7
14.8
5.3
1.03
137
3.2
1.8
629
154
3.2
0.087
0
0
0
0
7.39
132
46.8
25.8
88.9
0.6
0.53
0
0
3
1
0
0
1
1
121
IV
6
4
1
0
1
0
0
2
19
6
251
Mild
0
0
0
Severe
NIV
0
0
0
0
0
0
0
0
0
1
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
8
0
null
0
0
0
0
null
0
0
0
0
0
1
0.771
0
1
0
0
0
1
0
0
Current
1
5
Current
Neither
0
0
0
1
0
null
0
0
0
0
0
0
0
SNF_or_Rehab
0
1
5.8
26,948
466
95
Elderly
Male
Black
Medicare
Suburban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Multilobar
0.173
134.5
4.1
Positive
Negative
6.7
38.3
96
21
105
52
69.7
100
12
188.1
109.8
31
1
0
0
0
12.5
250
78.2
10.8
7.2
129.9
31.2
11.1
1.15
155
2.6
3
924
134
4.9
0.494
0
0
1
0
7.4
57
29.7
21.6
88.9
3.8
0.3
0
0
3
1
1
0
0
1
110
IV
3
8
2
0
1
1
2
2
27
6
191
Moderate
0
0
1
Critical
NIV
0
0
0
0
0
0
0
0
0
1
0
0
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
13
1
Azithromycin
0
1
0
0
null
0
0
0
0
0
1
0.035
1
0
0
0
0
0
0
0
Former
0
4
Current
Both
0
1
1
1.9
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
1
3.9
89,449
467
87.7
Elderly
Female
Asian
Private
Suburban
0
1
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Lobar_Consolidation
3.039
312
8.9
Negative
Negative
4.3
39
129
25
125
71
89
94
15
176.1
70.8
22.8
1
0
0
1
11.1
261
70.5
9.7
7.2
138.6
13.8
4.9
1.67
196
3.5
3.8
100
538
13.8
0.28
1
0
0
1
7.47
145
42.7
17.7
94.7
1.1
0.41
0
0
1
0
0
0
0
1
95
IV
3
2
0
0
0
0
2
0
14
4
357
null
0
0
0
Mild
Room_Air
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Mild_Outpatient
Amoxicillin
1,000
q8h
PO
8
0
null
0
0
0
1
COVID_O2_Requiring
9.1
0
0
0
0
0
0.842
0
1
0
0
1
0
0
0
Never
0
5
Current
PPSV23_only
0
0
0
1
0
null
0
0
0
0
0
0
0
Home
0
0
6.5
17,879
468
60.4
Adult
Female
White
Medicare
Urban
0
0
VAP
Bacterial
P_aeruginosa
1
0
J15.1
429,271,009
Interstitial
7.464
191.2
12.7
Contaminated
Negative
0.9
39.1
125
33
110
72
84.7
85
13
167.8
75.6
26.9
1
0
1
1
10.8
215
90.4
14
6.4
125.5
23.9
8.5
2.59
204
3.7
2.1
2,938
15,454
190.8
0.157
1
0
1
1
7.32
130
31.8
24.9
92.9
6.3
0.52
0
0
3
1
1
1
0
0
92
IV
4
3
1
1
0
0
0
1
20
5
249
Mild
1
0
1
Critical
HFNC
0
0
0
0
0
0
0
0
0
0
1
0
0
0
VAP_Protocol
Meropenem
2,000
q8h
IV
6
0
Vancomycin
0
0
0
1
ARDS
6.5
0
0
0
0
1
2.527
1
0
1
0
1
0
0
0
Current
1
1
Current
Neither
0
1
5.7
9.3
0
null
0
0
0
0
1
0
0
LTAC_or_SNF
0
0
1
25,478
469
0
Pediatric
Male
Hispanic
Private
Urban
0
0
CAP
Bacterial
Legionella_pneumophila
0
0
J15.0
233,604,007
Patchy_Infiltrate
32.083
196.3
22.2
Negative
Negative
2.8
37.9
113
21
95
68
77
91
12
150.2
106.3
47.1
0
0
1
0
11.1
258
86
19.4
4.4
135.2
26.1
9.3
1.63
155
3
3.5
136
2,786
5.6
1.556
1
0
0
0
7.33
40
25.9
27
86.3
2.7
0.71
0
0
2
1
1
0
0
0
26
I
3
7
3
1
1
0
0
2
21
4
50
Severe
1
0
0
Moderate
Simple_Mask
0
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
0
1
COVID_O2_Requiring
9.4
0
0
0
0
1
4.152
0
0
1
0
0
0
0
0
Never
0
2
Current
PPSV23_only
0
0
0
3.8
0
null
0
0
1
0
1
0
0
Home_with_Services
1
0
2.8
20,778
470
60.1
Adult
Male
Other
Medicaid
Suburban
0
0
CAP
Viral
Influenza_B
0
0
J18.9
233,604,007
Lobar_Consolidation
0.079
99.8
13.9
Negative
Pneumococcal_pos
2.7
37.7
113
18
127
70
89
90
13
157.8
98.6
39.6
0
0
1
0
8.2
227
80.2
10.7
7.5
136.5
17.8
6.4
1.91
199
4
0.9
389
7,117
83.1
0.089
1
0
0
1
7.4
221
24.6
19.8
85.3
3.2
0.69
0
0
1
1
0
0
0
0
93
IV
3
2
0
0
1
0
0
1
9
4
323
null
1
0
0
Mild
Nasal_Cannula
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Mild_Outpatient
Amoxicillin
1,000
q8h
PO
8
1
Azithromycin
0
1
0
0
null
0
1
0
0
0
0
0.026
0
0
0
0
0
0
1
0
Former
0
2
Current
Both
0
0
0
4.3
0
null
0
0
0
0
1
0
0
Home
0
1
5.4
11,180
471
72.6
Elderly
Female
White
Medicaid
Urban
0
0
HAP
Bacterial
S_maltophilia
0
0
J18.9
64,667,001
Multilobar
0.873
250.2
11.4
Contaminated
Negative
1.4
40
136
22
90
69
76
86
12
174.9
73.6
24.1
1
0
1
1
10.9
204
77.8
15.2
5.1
132.8
49.7
17.7
3
188
2
0.7
482
290
107.6
0.029
1
0
1
1
7.36
40
40.6
20.4
84.7
4
0.55
0
0
3
1
1
0
0
1
107
IV
5
7
3
0
0
1
1
2
19
4
50
Severe
0
0
0
Severe
HFNC
0
0
0
0
0
0
0
0
0
0
1
0
0
0
HAP_Non_VAP
Piperacillin_Tazobactam
4,500
q6h
IV
6
0
null
1
0
1
1
ARDS
11.5
0
0
0
0
0
0.331
0
0
0
0
0
0
0
0
Former
0
6
Never
PPSV23_only
0
0
0
3.2
0
null
0
0
0
0
0
0
0
SNF_or_Rehab
0
1
1
5,000
472
63.4
Adult
Male
White
Medicare
Rural
1
0
HAP
Bacterial
S_aureus_MRSA
1
0
J15.212
64,667,001
Patchy_Infiltrate
2.946
220.3
16
Negative
Negative
19.8
39.4
126
29
92
85
87.3
82
9
171.9
57
19.3
1
0
1
1
12.4
132
95
21.7
4.4
144.4
24.4
8.7
1.42
197
2.4
1.9
1,000
5,956
44.8
0.35
0
0
0
1
7.39
95
43.1
22.1
93.2
3.4
0.38
0
0
2
1
1
0
0
0
97
IV
4
5
0
1
0
1
0
3
17
6
251
Mild
0
0
0
Moderate
HFNC
0
0
0
0
0
0
0
0
0
0
1
0
0
0
HAP_Non_VAP
Piperacillin_Tazobactam
4,500
q6h
IV
6
1
Azithromycin
0
0
0
0
null
0
0
0
0
1
1
0.57
0
0
0
0
0
0
0
0
Never
0
2
Current
PCV13_only
0
0
0
1.7
0
null
0
0
0
0
0
0
1
Home_with_Services
0
0
4.1
27,587
473
0.5
Pediatric
Male
Other
Private
Suburban
0
1
CAP
Viral
Influenza_B
0
0
J18.9
233,604,007
Interstitial
0.112
102.5
6.6
Negative
Legionella_pos
5.2
38.6
93
22
128
69
88.7
95
14
146.6
75.5
35.1
1
0
0
1
12.6
345
65.1
25
2.6
145.2
17.9
6.4
0.88
100
3.4
2.5
285
355
37
0.01
0
0
0
0
7.47
125
34.4
25.7
96.3
0.9
0.45
0
0
1
1
0
0
0
0
15
I
1
6
0
2
0
2
1
1
14
3
277
Mild
0
0
0
Mild
Nasal_Cannula
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Mild_Outpatient
Amoxicillin
1,000
q8h
PO
4
1
Azithromycin
0
1
0
0
null
0
1
0
0
0
1
0.027
1
0
0
0
0
0
0
0
Never
0
1
Current
PCV13_only
0
0
0
1.9
0
null
0
0
0
0
1
0
1
Home
0
0
2.9
5,000
474
1.9
Pediatric
Male
Asian
Private
Urban
0
0
CAP
Atypical
C_pneumoniae
0
0
J18.9
233,604,007
Patchy_Infiltrate
0.272
112.8
17.5
Positive
Legionella_pos
5.3
39.3
124
31
108
55
72.7
84
15
175
64.9
21.2
1
0
1
1
15.1
102
65.7
16.2
4
140.2
19.2
6.8
1.71
229
2.9
2.7
1,203
1,927
102.4
0.066
1
0
0
1
7.33
160
33.6
29.9
88.3
1.4
0.59
0
0
1
0
0
1
0
0
19
I
3
4
0
0
1
1
2
0
12
1
271
Mild
0
0
0
Mild
Nasal_Cannula
0
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
1
0
1
COVID_O2_Requiring
6
0
0
0
0
1
0.015
0
1
0
0
0
0
0
0
Never
0
1
Never
PCV13_only
0
0
0
12.4
0
null
0
0
1
1
0
0
0
Home
0
0
9.7
5,000
475
63.3
Adult
Female
Hispanic
Private
Suburban
1
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Patchy_Infiltrate
15.111
52.3
9.2
Negative
Negative
2.3
38.3
104
22
103
70
81
81
14
150.7
117.9
51.9
0
0
1
1
9.9
223
79
15.2
5.2
133.2
38.1
13.6
1.33
160
2.9
1.3
3,511
682
2
0.272
0
0
1
0
7.31
40
25.5
21.6
96.3
2.6
0.6
0
1
2
1
1
0
0
0
76
III
3
6
2
1
2
0
0
1
14
3
53
Severe
0
0
0
Moderate
Nasal_Cannula
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
9
1
Azithromycin
0
0
0
1
ARDS
7.2
0
0
0
0
1
4.512
1
0
0
0
0
0
0
0
Never
0
1
Never
Both
0
0
0
3.3
0
null
0
0
0
0
0
0
0
Home_with_Services
0
0
1
12,853
476
95
Elderly
Male
Hispanic
Private
Suburban
1
0
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Lobar_Consolidation
6.826
54.9
11.3
Negative
Negative
4.7
39.4
144
20
95
90
91.7
87
10
182.9
96.7
28.9
1
0
1
0
9.9
87
79.4
23.5
3.4
143.2
24.3
8.7
2.43
60
3.1
3.2
1,054
306
8.1
0.126
1
1
0
0
7.33
45
38.6
20.2
90.6
4.7
0.44
0
1
3
1
1
0
0
1
115
IV
5
5
2
1
0
0
0
2
19
6
102
Moderate
0
0
0
Severe
IMV
1
2.1
2.5
7.1
10.6
22.4
20.8
0
0
0
0
1
1
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
11
0
null
0
0
1
1
COVID_O2_Requiring
7.7
0
0
0
0
0
2.425
0
0
0
0
0
0
0
0
Former
0
4
Current
Neither
0
0
0
2.3
0
null
0
0
0
0
0
0
0
SNF_or_Rehab
0
0
6.9
8,149
477
66.4
Elderly
Male
White
Medicare
Suburban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Multilobar
5.47
174.7
17
Negative
Negative
5.3
41.4
127
14
87
54
65
86
12
170.3
63.1
21.8
1
1
1
0
11.7
179
92.4
13.8
6.7
138.3
44.4
15.8
1.81
228
2.8
2.9
287
1,365
23.3
0.387
1
0
0
1
7.4
62
34.4
21.2
90.5
1.1
0.63
0
0
4
1
1
0
1
1
119
IV
5
8
3
2
0
1
0
2
24
7
99
Severe
0
0
0
Critical
IMV_ECMO
1
7.4
10.8
5.6
10.4
23.1
24.1
1
1
0
0
1
1
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
11
0
null
0
0
1
1
COVID_O2_Requiring
8.4
0
0
0
0
0
0.312
1
1
0
0
0
0
0
1
Former
0
7
Never
Both
0
0
0
7.7
0
null
0
0
1
0
1
1
0
LTAC_or_SNF
0
1
2.3
16,858
478
91.8
Elderly
Female
Asian
Uninsured
Urban
0
0
CAP
Bacterial
K_pneumoniae
0
0
J15.0
233,604,007
Patchy_Infiltrate
23.494
166.2
22.7
Negative
Negative
0.6
39.8
89
37
107
79
88.3
88
15
162.9
57
21.5
1
0
1
1
12.5
164
86
21.7
4
133.3
37.6
13.4
0.47
150
3.1
2.9
621
673
24.5
0.03
0
0
1
0
7.34
40
27.2
19.3
87.3
4.3
0.35
0
1
3
0
1
1
0
1
112
IV
5
6
3
0
2
1
0
0
11
7
63
Severe
0
0
0
Severe
NIV
0
0
0
0
0
0
0
0
0
1
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
9
1
Azithromycin
0
0
1
0
null
0
0
0
0
0
1
8.112
1
0
0
0
1
0
0
0
Never
0
4
Current
Both
0
0
0
2.9
0
null
0
0
1
0
0
0
0
SNF_or_Rehab
0
0
1
21,561
479
70.4
Elderly
Male
Hispanic
Medicare
Rural
0
0
CAP
Viral
Influenza_A
0
0
J09.X1
233,604,007
Lobar_Consolidation
0.222
64.6
25.7
Negative
Pneumococcal_pos
1.2
38.7
147
27
129
83
98.3
78
9
178.9
62.9
19.6
1
0
1
1
7.9
202
81
26.4
3.1
136.4
23.1
8.2
1.72
141
3.3
0.5
4,951
29
185.9
0.451
1
0
0
0
7.26
97
36.5
15.4
88.9
3.4
0.58
0
1
3
1
1
0
0
1
87
III
6
9
3
0
1
2
0
3
21
6
168
Moderate
1
0
0
Severe
Nasal_Cannula
0
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
1
1
1
COVID_O2_Requiring
10.6
1
0
1
0
0
0.023
0
0
0
0
0
1
0
0
Never
0
8
Prior_Year
PCV13_only
0
0
0
1.1
0
null
0
0
0
0
1
0
0
SNF_or_Rehab
0
0
1.9
11,104
480
79.4
Elderly
Female
White
Medicaid
Urban
0
1
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Lobar_Consolidation
17.987
181.4
8.7
Negative
Negative
1.2
38.3
62
23
119
43
68.3
88
14
171.9
67.7
22.9
0
0
1
1
13.3
229
84.4
21.2
4
140.9
24.8
8.9
0.91
125
3
1.8
769
266
15.2
0.015
0
0
0
0
7.41
127
28.2
23.6
100
1.3
0.43
0
0
3
1
1
0
0
1
95
IV
5
3
1
0
0
1
0
1
22
6
298
Mild
0
0
0
Severe
NIV
0
0
0
0
0
0
0
0
0
1
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
5
1
Azithromycin
0
0
1
0
null
0
0
0
1
0
0
6.201
1
1
0
0
0
0
0
0
Current
0
4
Never
PPSV23_only
0
0
0
1.7
0
null
0
0
1
0
1
0
1
SNF_or_Rehab
0
0
6.3
44,186
481
54.1
Adult
Male
Black
Private
Suburban
0
0
HAP
Bacterial
S_aureus_MRSA
1
0
J15.212
64,667,001
Interstitial
7.753
220.7
12.1
Contaminated
Negative
2.5
36.6
119
27
124
73
90
89
11
182.6
76.3
22.9
0
0
1
1
11.9
119
86.2
7.8
11
133.5
24.8
8.9
2.3
179
3
3.1
1,764
1,701
414.3
0.926
1
0
1
0
7.34
163
38
24
89.6
2.2
0.77
0
0
2
1
1
0
0
0
77
III
4
7
0
1
0
3
1
2
23
3
213
Mild
0
0
0
Moderate
HFNC
0
0
0
0
0
0
0
0
0
0
1
0
0
0
HAP_Non_VAP
Piperacillin_Tazobactam
4,500
q6h
IV
7
1
Azithromycin
0
0
1
1
COVID_O2_Requiring
6.3
0
0
1
0
0
1.858
1
0
1
0
0
0
1
0
Never
0
1
Current
PPSV23_only
0
0
0
7.7
0
null
0
0
1
0
1
0
0
Home_with_Services
0
0
5.9
7,031
482
52.2
Adult
Female
Other
Medicare
Urban
0
0
HAP
Bacterial
Enterobacter_spp
0
0
J18.9
64,667,001
Lobar_Consolidation
2.947
92.8
18.1
Positive
Negative
4.7
40.2
97
20
114
74
87.3
86
9
168.9
104.5
36.6
1
0
1
0
7
177
95
5.6
17.1
136.1
39.1
14
2.66
130
2.7
1.2
100
787
14.8
0.126
1
0
0
0
7.26
103
27.5
21.5
86.2
6
0.63
0
1
2
1
1
0
0
0
81
III
3
8
2
0
1
1
1
3
24
4
164
Moderate
1
0
0
Moderate
Simple_Mask
0
0
0
0
0
0
0
0
0
0
0
0
0
0
HAP_Non_VAP
Piperacillin_Tazobactam
4,500
q6h
IV
11
0
null
0
0
0
0
null
0
0
0
0
0
1
0.529
0
0
0
0
0
0
0
0
Current
0
2
Current
Neither
0
0
0
2.4
0
null
0
0
0
0
1
0
0
Home_with_Services
0
0
5
5,000
483
71.9
Elderly
Female
Asian
Medicaid
Suburban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Patchy_Infiltrate
11.252
179.2
20.8
Negative
Negative
0.6
39.8
140
21
97
66
76.3
91
12
169.5
58.7
20.4
1
0
1
0
11.3
286
83.6
12.4
6.8
137.3
27.3
9.7
0.87
136
2.5
0.7
838
880
12.6
1.11
0
0
0
0
7.38
95
37
21.8
89.9
4.1
0.48
0
0
3
1
1
0
0
1
83
III
5
7
3
1
0
0
1
2
18
8
195
Moderate
0
0
0
Severe
NIV
0
0
0
0
0
0
0
0
0
1
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
6
0
null
1
0
0
1
COVID_O2_Requiring
10
0
0
0
0
0
4.269
0
0
0
0
1
1
0
0
Never
0
4
Prior_Year
Neither
0
0
0
4.6
0
null
0
0
0
0
1
0
0
SNF_or_Rehab
1
0
1.4
12,647
484
79.8
Elderly
Male
White
Medicare
Suburban
0
1
CAP
Bacterial
S_aureus_MSSA
0
0
J15.21
233,604,007
Patchy_Infiltrate
11.932
86.1
4
Negative
Negative
6.6
38.5
110
34
79
61
67
95
12
164.9
130.4
48
1
1
0
1
10
99
74
18.7
4
131.8
23.9
8.5
1.51
136
3.5
2.1
363
136
16.3
0.061
1
1
1
0
7.35
143
31.2
18.6
92.2
4.3
0.53
0
0
5
1
1
1
1
1
125
IV
6
4
0
1
1
0
0
2
16
9
272
Mild
0
0
0
Critical
IMV
1
21.5
2.9
6.6
8.7
8.6
23.9
0
0
0
0
1
1
1
CAP_ICU
Ceftriaxone
2,000
q24h
IV
4
0
null
0
0
1
1
CAP_Severe
7.9
0
0
0
0
1
3.154
0
0
0
0
1
0
0
0
Current
1
5
Prior_Year
PPSV23_only
0
0
0
3.3
1
11.2
1
1
0
0
1
0
0
Died
0
0
9.9
13,433
485
0
Pediatric
Female
White
Medicaid
Suburban
0
0
CAP
Bacterial
S_aureus_MSSA
0
0
J15.21
233,604,007
Lobar_Consolidation
3.565
207.1
14.7
Negative
Negative
2.8
37.6
88
27
95
64
74.3
93
13
170.9
59.2
20.3
0
0
0
1
10.9
139
82.1
18.1
4.5
135.6
27
9.7
1.82
141
4.1
2.2
182
530
5.4
1.388
1
0
0
0
7.49
40
21.7
23.7
96.4
1.9
0.45
0
0
2
1
1
0
0
0
15
I
2
6
3
1
0
1
0
1
19
4
76
Severe
0
0
0
Moderate
HFNC
0
0
0
0
0
0
0
0
0
0
1
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
12
1
Azithromycin
1
0
0
1
COVID_O2_Requiring
6.4
0
0
0
0
1
0.226
0
0
0
0
1
0
0
0
Former
0
2
Never
PPSV23_only
1
0
0
6.4
0
null
0
0
0
0
1
0
0
Home_with_Services
0
0
3.4
18,740
486
45.7
Adult
Male
Other
Private
Urban
0
0
HAP
Bacterial
S_aureus_MRSA
1
0
J15.212
64,667,001
Patchy_Infiltrate
2.94
48.5
14.2
Negative
Negative
3.2
38.5
111
26
86
60
68.7
90
10
186.7
49
14.1
1
1
1
1
8
222
57.6
24.1
2.4
130.3
19
6.8
2.09
155
3.3
4.1
1,001
622
519.1
0.109
1
0
1
0
7.34
177
38.2
21.1
89.9
4.9
0.53
0
1
2
1
0
0
1
0
29
I
6
3
0
1
0
0
0
2
10
3
332
null
0
0
0
Moderate
Nasal_Cannula
0
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
1
0
null
0
0
0
0
0
1
0.935
1
0
0
0
0
0
0
0
Never
0
3
Current
PPSV23_only
0
0
0
2.9
0
null
0
0
0
0
0
0
0
Home_with_Services
0
1
2.8
9,894
487
44.6
Adult
Male
Other
Medicare
Suburban
0
1
HAP
Bacterial
S_aureus_MSSA
0
0
J15.21
64,667,001
Lobar_Consolidation
17.461
204.4
5.3
Positive
Pneumococcal_pos
6.3
39.5
93
19
95
65
75
94
11
162.5
117.1
44.4
1
0
0
0
12.4
195
80.7
16.8
4.8
139.6
28.5
10.2
2.33
193
3.3
1.9
592
317
1
0.02
1
0
0
1
7.41
108
41.3
24
88.8
3.2
0.75
0
0
2
1
1
0
0
0
13
I
1
6
2
1
0
1
0
2
17
4
144
Moderate
1
0
0
Moderate
NIV
0
0
0
0
0
0
0
0
0
1
0
0
0
0
HAP_Non_VAP
Piperacillin_Tazobactam
4,500
q6h
IV
5
0
null
0
0
1
0
null
0
0
0
0
0
1
1.988
0
0
0
0
1
0
0
0
Never
0
1
Current
PCV13_only
0
0
0
1.9
0
null
0
0
0
0
0
0
0
Home_with_Services
0
0
3.4
5,000
488
43.6
Adult
Male
Hispanic
Medicare
Suburban
0
0
HAP
Bacterial
Enterobacter_spp
0
0
J18.9
64,667,001
Multilobar
33.014
77.2
7.4
Negative
Negative
3.8
38.8
96
20
130
65
86.7
87
11
175.1
109.1
35.6
1
0
1
0
15.5
212
90.7
13.8
6.6
133.2
33.5
12
2.09
162
3
1.2
182
124
7.7
0.136
1
0
1
0
7.39
191
33.1
24.2
98.4
1.8
0.64
0
0
2
1
1
0
0
0
17
I
3
6
1
0
0
2
1
2
17
7
296
Mild
0
0
0
Moderate
Nasal_Cannula
0
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
1
COVID_O2_Requiring
11.2
0
0
0
0
1
12.319
0
0
0
0
0
1
0
0
Never
0
1
Prior_Year
PCV13_only
0
0
0
1.6
0
null
0
0
0
0
0
0
0
Home_with_Services
0
0
1
13,875
489
38.5
Adult
Female
Black
Medicaid
Urban
0
0
CAP
Viral
Influenza_B
0
0
J18.9
233,604,007
Interstitial
0.196
58.9
10.6
Contaminated
Negative
0.5
39.2
91
19
135
69
91
94
13
158.3
76
30.3
1
0
0
0
12.8
285
84.7
10.4
8.1
138.8
23.7
8.5
1.12
160
3.3
0.9
360
1,089
54.8
0.424
0
0
0
0
7.37
67
39
25.2
98.3
1.7
0.36
0
0
2
1
1
0
0
0
19
I
1
5
1
0
1
2
0
1
10
2
184
Moderate
0
0
0
Moderate
HFNC
0
0
0
0
0
0
0
0
0
0
1
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
8
1
Azithromycin
0
0
0
0
null
0
1
0
0
0
1
0.021
0
1
0
0
0
0
0
0
Never
0
2
Current
PCV13_only
0
0
0
6.8
0
null
0
0
0
0
1
0
0
Home_with_Services
1
0
1
16,884
490
66.6
Elderly
Male
Hispanic
Medicare
Rural
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Lobar_Consolidation
3.267
242.6
15.4
Negative
Negative
2.8
39.2
94
36
147
82
103.7
93
13
145.3
88.4
41.9
1
0
0
1
7.1
130
84.4
20.8
4.1
130.3
42.1
15
1.68
186
3.6
3.4
467
779
20.6
0.498
1
0
1
1
7.34
83
37.2
27.1
89.1
4.6
0.63
0
0
4
1
1
1
0
1
101
IV
2
5
2
0
1
0
1
1
11
7
132
Moderate
0
0
0
Critical
IMV
1
21.6
29.4
4.4
8.7
14.6
23.4
0
0
0
0
1
1
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
6
0
null
0
0
0
0
null
0
0
0
1
0
0
0.721
0
1
0
1
1
0
0
0
Never
0
1
Current
Neither
0
1
4.2
6.7
0
null
0
0
0
0
1
0
0
LTAC_or_SNF
0
0
2.9
21,696
491
81.9
Elderly
Male
White
Medicaid
Suburban
0
0
CAP
Unknown
Unknown
0
0
J18.9
233,604,007
Patchy_Infiltrate
0.148
23.5
19.2
Contaminated
Negative
1.4
39.7
107
22
99
56
70.3
89
13
170.3
88.9
30.7
1
0
1
1
12.5
164
86.4
15.6
5.6
132.3
21.5
7.7
0.45
148
2.1
4
920
507
85.8
0.536
0
0
1
0
7.46
230
38.9
25.1
92.6
4.6
0.7
0
0
3
1
1
0
0
1
119
IV
5
6
0
1
2
2
0
1
18
3
327
null
1
0
0
Severe
HFNC
0
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
0
0
0
0.034
0
0
1
0
1
0
0
0
Former
0
2
Current
Neither
0
0
0
4.4
0
null
0
0
1
0
0
0
0
SNF_or_Rehab
1
0
1
17,220
492
64.8
Adult
Male
White
Medicaid
Rural
0
0
CAP
Bacterial
S_aureus_MSSA
1
0
J15.21
233,604,007
Patchy_Infiltrate
8.036
64.8
16.1
Positive
Legionella_pos
7
39.2
110
18
140
49
79.3
88
13
172.1
83
28
1
0
1
0
11.4
153
91.2
6.3
14.5
131.9
21.2
7.6
2.08
113
3
0.5
551
7,941
512
0.372
1
0
1
0
7.43
103
46.2
24.6
95.2
1.9
0.62
0
0
2
1
1
0
0
0
75
III
3
4
2
0
0
1
0
1
11
4
166
Moderate
0
0
0
Moderate
IMV_ECMO
1
12
4.4
6.8
10
14.6
23.3
0
1
0
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
5
1
Azithromycin
1
0
0
0
null
0
0
0
0
0
0
1.987
0
0
0
0
0
0
0
0
Former
0
3
Current
Both
0
0
0
8.5
0
null
0
0
1
0
1
0
0
Home_with_Services
0
0
6.1
15,694
493
31.1
Adult
Male
White
Medicaid
Rural
1
1
HAP
Bacterial
S_aureus_MRSA
1
0
J15.212
64,667,001
Multilobar
2.394
132.9
19.5
Negative
Negative
3.4
39.8
87
25
137
84
101.7
92
11
166.8
51.5
18.5
1
0
0
1
9.4
167
95
14.6
6.5
135.1
15.5
5.5
2.89
230
3.5
3.6
781
848
28.9
0.062
1
0
0
1
7.29
79
37.7
15.3
96
0.7
0.47
0
1
1
1
0
0
0
0
30
I
4
5
2
1
0
0
0
2
16
3
167
Moderate
0
0
0
Mild
Nasal_Cannula
0
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
COVID_O2_Requiring
8.5
0
0
0
0
0
0.567
0
0
0
0
0
0
0
1
Never
1
1
Current
Neither
0
0
0
3.8
0
null
0
0
0
0
0
0
0
Home
0
0
8.7
14,599
494
62.1
Adult
Male
White
Medicare
Rural
0
1
CAP
Viral
Influenza_A
0
0
J09.X1
233,604,007
Lobar_Consolidation
0.1
53.8
14.1
Contaminated
Pneumococcal_pos
6.4
36.9
71
24
109
69
82.3
86
13
151.5
25.4
11.1
0
0
1
1
12.7
298
84
10.1
8.3
137.7
20
7.2
2.39
187
2.7
1.8
1,172
1,987
84.6
0.305
1
0
0
1
7.32
40
34.3
27.2
87.6
4.4
0.43
0
0
2
1
1
0
0
0
81
III
3
5
3
0
0
1
0
1
10
2
50
Severe
0
0
0
Moderate
NIV
0
0
0
0
0
0
0
0
0
1
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
1
0.02
0
0
1
0
0
0
0
0
Former
0
2
Prior_Year
Neither
0
0
0
5
0
null
0
0
1
0
0
1
0
Home_with_Services
0
0
14
9,000
495
62.6
Adult
Male
Asian
Medicaid
Suburban
0
0
CAP
Viral
Influenza_A
0
0
J09.X1
233,604,007
Patchy_Infiltrate
0.08
69.6
10.3
Negative
Pneumococcal_pos
1.1
37.6
105
15
123
68
86.3
88
15
171.3
61.4
20.9
0
0
1
0
13.9
88
76.1
13.9
5.5
138.7
47.5
17
1.29
212
3.6
2.6
650
465
479.7
0.125
0
1
0
1
7.33
40
39.3
22
94.4
4.3
0.21
0
0
1
0
1
0
0
0
57
II
2
6
3
0
1
1
1
0
22
2
79
Severe
1
0
0
Mild
Nasal_Cannula
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Mild_Outpatient
Amoxicillin
1,000
q8h
PO
3
1
Azithromycin
0
0
0
0
null
0
1
0
1
0
0
0.024
0
0
0
0
0
0
0
0
Never
0
2
Current
Both
0
0
0
2.3
0
null
0
0
0
0
1
0
0
Home
0
0
1.8
8,593
496
95
Elderly
Male
White
Uninsured
Suburban
0
0
CAP
Unknown
Unknown
0
0
J18.9
233,604,007
Multilobar
0.175
125.1
13.6
Negative
Negative
2.9
38.6
113
26
133
69
90.3
88
13
170.9
120
41.1
1
0
1
1
10.4
111
57.3
15
3.8
129.4
31
11.1
1.22
197
3.4
4.2
448
228
39.5
0.065
0
0
1
1
7.45
123
33
22.8
92.2
3
0.58
0
0
3
1
1
0
0
1
120
IV
6
5
2
0
1
0
1
1
26
6
212
Mild
1
0
1
Critical
Nasal_Cannula
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
11
1
Azithromycin
0
1
0
0
null
0
0
0
0
0
0
0.018
0
0
1
0
0
0
0
0
Never
0
7
Current
Neither
0
1
5.4
7.3
0
null
0
0
0
0
1
0
0
LTAC_or_SNF
0
0
6
50,722
497
43.1
Adult
Male
White
Medicare
Urban
0
0
CAP
Unknown
Unknown
1
0
J18.9
233,604,007
Lobar_Consolidation
0.465
39.8
17.7
Negative
Negative
3.4
39.8
115
29
111
73
85.7
93
12
158.2
120.8
48.3
1
0
0
1
8.6
105
89.7
10.2
8.8
136.1
18.9
6.8
2.01
134
2.5
1
100
71
15.8
0.164
1
0
0
0
7.29
105
29.7
17.7
90.9
4.8
0.61
0
1
1
1
0
0
0
0
16
I
2
6
1
2
0
1
0
2
23
3
173
Moderate
0
0
0
Mild
Room_Air
0
0
0
0
0
0
0
0
0
0
0
0
0
0
CAP_Mild_Outpatient
Amoxicillin
1,000
q8h
PO
4
1
Azithromycin
0
1
0
0
null
0
0
0
0
0
1
0.151
0
0
0
1
0
0
0
0
Never
0
1
Prior_Year
PCV13_only
0
0
0
8.7
0
null
0
0
1
0
0
0
0
Home
0
1
5.7
6,549
498
59.1
Adult
Female
Hispanic
Medicare
Urban
1
0
CAP
Viral
Influenza_A
1
0
J09.X1
233,604,007
Patchy_Infiltrate
0.269
46.3
19.7
Negative
Negative
8
40.6
113
25
108
64
78.7
91
9
153.1
74.2
31.7
1
0
1
1
7.7
293
85.6
12.1
7.1
133.5
15.5
5.5
1.69
61
3.2
3.8
830
553
82.4
0.14
1
0
1
0
7.43
205
42.9
30.8
90.1
2.9
0.64
0
0
1
1
0
0
0
0
83
III
4
8
0
0
2
2
1
3
27
4
322
null
0
0
1
Critical
NIV
0
0
0
0
0
0
0
0
0
1
0
0
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
5
1
Azithromycin
0
1
1
1
ARDS
6
1
0
0
0
0
0.017
0
0
1
0
0
0
0
0
Never
0
2
Current
Both
0
1
8.2
9.7
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
0
3
23,335
499
90.6
Elderly
Male
White
Medicare
Suburban
0
0
CAP
Atypical
M_pneumoniae
0
0
J15.7
233,604,007
Lobar_Consolidation
0.131
130.1
13.7
Negative
Negative
2.9
38.8
132
20
99
76
83.7
95
12
165.2
58.9
21.6
1
0
0
0
10.4
153
81.9
10.6
7.7
138.7
8.1
2.9
1.97
105
2.9
0.5
147
10
120.8
0.803
1
0
0
0
7.41
40
38.9
12.6
96.7
1
0.56
0
0
2
1
0
0
0
1
125
IV
3
10
4
0
0
2
2
2
29
3
56
Severe
0
0
1
Critical
IMV_ECMO
1
2.2
4.1
6.4
10.3
10.3
22.3
0
1
0
0
1
1
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
11
0
null
0
0
0
1
ARDS
6
0
0
0
1
0
0.045
0
0
0
0
0
1
0
0
Never
0
5
Never
Neither
0
1
6.9
7.3
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
1
1
4.7
52,890
500
71.7
Elderly
Female
White
Private
Urban
0
1
VAP
Bacterial
K_pneumoniae_CRKP
0
1
J18.9
429,271,009
Patchy_Infiltrate
0.996
179.2
11.1
Negative
Pneumococcal_pos
4
38.8
129
25
70
55
60
84
10
175.2
86.1
28.1
1
1
1
1
10.8
153
75.5
8.2
9.2
134.2
23.8
8.5
2.52
193
3.2
3.6
661
839
47.6
0.133
1
0
1
1
7.36
56
22.4
27.2
91.6
1.4
0.64
0
0
4
1
1
0
1
1
94
IV
8
8
3
1
1
1
0
2
24
8
88
Severe
1
0
1
Critical
HFNC
0
0
0
0
0
0
0
0
0
0
1
0
0
0
VAP_Protocol
Meropenem
2,000
q8h
IV
10
1
Azithromycin
1
0
0
0
null
0
0
0
0
0
0
0.311
0
0
0
0
0
0
0
0
Never
0
4
Never
Both
0
1
3.2
4.1
1
3.7
1
1
0
0
1
0
0
Died
0
0
7.8
27,880