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
201
77.8
Elderly
Male
Hispanic
Medicaid
Suburban
0
1
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Interstitial
5.03
187
9.3
Negative
Negative
2.3
38.6
94
24
96
57
70
93
14
169.2
116.3
40.6
1
0
0
1
11.9
214
95
16.4
5.8
139.5
29.3
10.5
1.1
158
3.9
1.8
2,369
1,503
1.3
0.228
0
0
0
0
7.31
141
37.1
27.2
96.8
3.4
0.49
0
0
3
1
1
0
0
1
98
IV
3
3
0
1
0
1
0
1
11
6
286
Mild
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
0
null
0
0
1
0
null
0
0
0
0
0
1
1.943
0
1
0
0
1
0
0
0
Never
0
6
Prior_Year
PCV13_only
0
0
0
8.3
0
null
0
0
0
0
0
0
0
SNF_or_Rehab
0
0
9
36,963
202
53
Adult
Female
White
Medicare
Suburban
0
0
CAP
Viral
Influenza_A
0
0
J09.X1
233,604,007
Lobar_Consolidation
0.126
72.1
14.1
Negative
Negative
0.8
38.4
110
20
90
62
71.3
92
14
170.5
74.6
25.7
1
0
0
0
12.1
96
57.1
13.6
4.2
139.9
20.7
7.4
0.97
206
4
3.7
799
872
1
0.026
0
1
0
1
7.44
145
37
26
95
3.3
0.57
0
0
2
1
1
0
0
0
69
II
3
3
2
0
0
0
0
1
10
2
254
Mild
1
1
1
Critical
IMV
1
0.4
4.5
7
6.1
12.6
22.5
0
0
0
0
1
1
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
14
1
Azithromycin
0
0
1
0
null
0
1
0
0
0
0
0.041
0
1
0
1
0
1
0
0
Former
0
2
Prior_Year
Neither
0
0
0
1.9
0
null
0
0
1
1
0
0
0
LTAC_or_SNF
0
0
9
12,857
203
74.5
Elderly
Female
White
Private
Suburban
0
1
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Multilobar
2.347
139.7
9.8
Negative
Negative
0.2
39.4
111
24
156
63
94
94
10
152.1
63.1
27.3
1
0
0
1
16.7
209
88.1
20.5
4.3
141.5
5
1.8
1.66
208
3.1
0.8
364
309
53.1
0.047
1
0
0
1
7.42
40
35.1
22.5
96.9
1.8
0.48
0
0
2
1
0
0
0
1
103
IV
3
8
3
1
0
1
1
2
20
6
50
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
13
1
Azithromycin
1
0
1
1
CAP_Severe
6.4
0
0
0
0
1
0.905
0
1
1
1
0
0
0
0
Former
0
4
Prior_Year
Both
0
0
0
5.9
0
null
0
0
0
0
0
0
0
Home_with_Services
1
0
1.5
17,822
204
2.7
Pediatric
Male
Asian
Medicare
Urban
0
0
CAP
Atypical
M_pneumoniae
0
0
J15.7
233,604,007
Lobar_Consolidation
0.269
96.7
18.8
Negative
Negative
1.5
39.8
99
24
92
80
84
94
10
166.9
90.3
32.4
1
0
0
1
10.6
235
95
8.2
11.7
129.6
48.9
17.5
1.8
171
3.1
4.8
877
3,104
13.7
0.121
1
0
1
0
7.38
40
28.4
20.9
93.2
2.6
0.41
0
0
2
1
1
0
0
0
21
I
1
7
3
0
0
1
1
2
15
6
50
Severe
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
0
0
null
0
0
0
1
0
1
0.062
0
0
0
0
0
0
0
0
Current
0
1
Prior_Year
PCV13_only
0
0
0
5
0
null
0
0
0
0
1
0
0
Home_with_Services
0
1
1.9
16,207
205
2.6
Pediatric
Male
White
Medicaid
Suburban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Lobar_Consolidation
4.443
212.4
17.2
Negative
Negative
1.3
39
121
29
89
82
84.3
95
15
183.5
96.3
28.6
1
1
0
1
15.1
310
71.4
11.3
6.3
140.3
22
7.9
1.27
264
3.2
0.9
995
281
77.7
0.433
0
0
0
1
7.45
40
30
22.5
89.1
0.6
0.36
0
0
2
0
1
0
1
0
14
I
3
10
3
0
1
2
4
0
23
3
80
Severe
0
0
0
Critical
IMV
1
22.1
7.5
8.2
6.2
17.9
15.4
1
0
0
0
1
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
7
0
null
0
0
1
0
null
0
0
0
0
0
1
0.692
0
0
0
0
0
0
0
0
Never
0
2
Prior_Year
PCV13_only
0
0
0
1.4
0
null
0
0
0
0
1
0
0
LTAC_or_SNF
0
0
10.1
14,859
206
60.3
Adult
Male
Black
Medicaid
Suburban
0
0
HAP
Bacterial
K_pneumoniae_MDR
0
1
J18.9
64,667,001
Patchy_Infiltrate
2.638
224.7
11.9
Negative
Pneumococcal_pos
12.4
40.1
115
39
108
75
86
90
11
180
82.4
25.5
1
0
1
1
14
129
95
17.2
5.5
135
26.4
9.4
2.62
158
3
7.2
148
1,215
26.6
0.327
1
0
0
0
7.34
94
30.7
21.1
86.7
3
0.62
0
1
3
1
1
1
0
0
110
IV
4
6
2
0
0
1
1
2
15
5
152
Moderate
0
0
0
Severe
IMV
1
8
7.9
6.7
10
12.1
24.2
0
0
0
0
1
1
0
HAP_Non_VAP
Piperacillin_Tazobactam
4,500
q6h
IV
10
1
Azithromycin
0
0
1
1
COVID_O2_Requiring
6.1
0
0
0
0
0
1.038
0
0
1
0
0
0
0
0
Never
0
1
Prior_Year
Both
0
0
0
7.3
0
null
0
0
0
0
0
0
0
SNF_or_Rehab
0
0
4
5,000
207
8.5
Pediatric
Female
White
Medicare
Urban
0
1
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Lobar_Consolidation
28.826
163.8
15.7
Negative
Negative
6.8
38.5
107
25
80
75
76.7
94
12
166.6
102.1
36.8
1
1
0
1
12.7
156
78.8
20.4
3.9
134
44.3
15.8
1.89
200
2.9
1.1
3,473
60
38.5
0.121
1
0
1
1
7.4
103
32
32.5
98.2
5.4
0.32
0
0
3
1
1
0
1
0
38
I
4
8
2
0
1
2
1
2
22
5
319
null
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
6
0
null
0
0
1
0
null
0
0
0
0
0
0
2.261
0
0
0
0
0
0
0
0
Former
0
2
Never
PPSV23_only
0
0
0
4.5
1
8.2
1
1
0
0
1
0
0
Died
0
0
4.1
7,260
208
74.2
Elderly
Male
White
Private
Suburban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Multilobar
3.037
246.4
10.4
Negative
Negative
3.4
39.7
99
23
95
76
82.3
95
13
185.2
75.6
22
1
0
0
1
8
185
83.1
10.8
7.7
135.8
37.8
13.5
1.8
136
3
3.8
710
57
14.3
0.692
1
0
0
0
7.37
40
42.6
17
98
3.3
0.42
0
0
3
1
1
0
0
1
105
IV
3
5
3
0
0
0
1
1
17
6
50
Severe
0
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
16
1
Azithromycin
0
0
0
0
null
0
0
0
1
0
1
1.137
1
0
0
0
0
0
1
0
Former
0
6
Prior_Year
Neither
0
0
0
7.3
0
null
0
0
0
0
0
0
0
SNF_or_Rehab
0
0
5.2
5,000
209
2.7
Pediatric
Male
Black
Medicaid
Urban
0
0
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Patchy_Infiltrate
4.205
174.5
5.9
Negative
Negative
2.5
39.7
130
23
132
75
94
100
11
154.1
82.8
34.8
1
0
0
1
12.1
226
72.2
17.6
4.1
141.3
27.6
9.9
1.79
185
3.1
1.4
149
1,836
14.6
0.011
1
0
0
1
7.38
98
38.2
19.4
97.2
0.5
0.48
0
0
2
1
1
0
0
0
20
I
1
4
0
0
0
2
0
2
10
5
202
Mild
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
10
1
Azithromycin
0
0
1
1
COVID_O2_Requiring
11.3
0
0
0
0
0
0.351
0
0
0
0
0
1
0
0
Former
0
1
Current
PCV13_only
1
0
0
9.7
0
null
0
0
0
0
0
0
1
Home_with_Services
1
1
3.3
29,673
210
88
Elderly
Female
White
Medicare
Urban
0
0
CAP
Viral
Influenza_A
0
0
J09.X1
233,604,007
Lobar_Consolidation
0.108
16.3
11
Negative
Negative
5.9
39.4
87
19
122
77
92
96
14
157.3
88.2
35.7
1
0
0
0
11
211
89.5
11.4
7.8
140
34
12.2
1.39
140
3.1
3
100
746
16.6
0.025
0
0
0
0
7.42
95
33.3
18.8
97.5
4.4
0.58
0
0
3
1
1
0
0
1
97
IV
3
5
1
1
0
1
1
1
22
7
164
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
8
1
Azithromycin
0
1
0
0
null
0
1
0
0
0
0
0.036
0
0
0
0
0
0
0
0
Never
0
4
Never
Neither
0
0
0
1.7
0
null
0
0
0
0
0
0
0
SNF_or_Rehab
1
0
10.8
30,028
211
80.1
Elderly
Male
Black
Medicare
Urban
0
1
VAP
Bacterial
A_baumannii_XDR
0
0
J18.9
429,271,009
Lobar_Consolidation
3.548
193.9
14.9
Negative
Pneumococcal_pos
5
39.3
101
30
100
74
82.7
89
11
188.5
86.3
24.3
1
0
1
1
11.5
228
89.7
12.6
7.1
135.4
16.7
6
1.97
180
2.9
2.8
1,866
373
16.7
0.01
1
0
0
0
7.51
40
41.2
23
92.8
3.5
0.36
0
0
3
1
0
1
0
1
124
IV
6
9
4
1
1
0
1
2
23
7
54
Severe
1
1
1
Critical
Simple_Mask
0
0
0
0
0
0
0
0
0
0
0
0
0
0
VAP_Protocol
Meropenem
2,000
q8h
IV
4
0
null
0
0
1
0
null
0
0
0
0
0
0
1.146
0
0
1
0
1
0
0
0
Never
0
4
Never
Both
1
1
2.3
5.6
0
null
0
0
0
0
1
0
0
LTAC_or_SNF
0
0
4.7
66,069
212
61.2
Adult
Female
White
Private
Urban
0
0
CAP
Atypical
M_pneumoniae
0
0
J15.7
233,604,007
Multilobar
0.444
100.6
16.7
Negative
Pneumococcal_pos
1.9
39.5
79
25
113
54
73.7
88
14
174.4
115.5
38
1
0
1
1
9.8
123
95
16.7
5.7
132.4
24.5
8.7
2.29
247
2.2
0.5
488
5,935
2.5
0.541
1
0
1
1
7.44
143
38.9
23.8
94.7
3.3
0.46
0
0
2
1
1
0
0
0
95
IV
4
4
0
2
0
1
0
1
22
7
310
null
1
1
1
Critical
IMV
1
8.3
12.6
7.4
7.8
10.3
23.6
0
0
0
0
0
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
9
0
null
0
1
1
0
null
0
0
0
1
0
1
0.125
0
1
0
0
0
0
0
0
Never
0
2
Current
Both
0
0
0
1
0
null
0
0
0
0
1
0
0
LTAC_or_SNF
1
0
7
23,210
213
76.3
Elderly
Male
Other
Medicare
Urban
0
0
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Patchy_Infiltrate
9.733
196.3
15.1
Negative
Pneumococcal_pos
6.3
38.1
116
21
104
61
75.3
90
12
164.8
88.1
32.4
0
0
1
0
13.3
226
94.5
18.7
5.1
132.4
42.2
15.1
1.2
191
3.3
0.5
746
6,293
59.5
0.125
0
0
1
1
7.42
82
27.7
20.4
93
3
0.46
0
0
3
1
1
0
0
1
106
IV
5
7
1
1
0
2
1
2
22
6
178
Moderate
0
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
4
1
Azithromycin
1
0
1
1
COVID_O2_Requiring
6.9
0
0
0
0
0
3.152
0
0
0
1
0
0
0
0
Current
0
1
Never
Both
0
0
0
7.2
0
null
0
0
0
0
1
0
0
SNF_or_Rehab
0
1
2.7
5,046
214
94
Elderly
Female
Black
Medicare
Urban
0
1
VAP
Bacterial
A_baumannii_XDR
0
0
J18.9
429,271,009
Interstitial
10.78
72
21.6
Negative
Pneumococcal_pos
3.6
39.9
108
36
94
50
64.7
84
7
167.4
73.3
26.2
1
0
1
1
12.5
103
84.4
11.8
7.1
137
32
11.4
2.08
199
2.4
8.2
1,266
1,584
1,354
1.312
1
0
0
1
7.37
115
15
23.6
93.1
5.1
0.72
0
0
4
1
1
1
0
1
125
IV
6
7
2
0
0
1
1
3
21
6
161
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
10
1
Azithromycin
0
0
0
0
null
0
0
0
0
0
1
0.871
0
0
1
0
1
0
0
0
Never
0
3
Never
Neither
0
1
9.1
9.4
0
null
0
0
0
0
0
1
0
LTAC_or_SNF
0
0
3.1
36,518
215
94.4
Elderly
Female
Asian
Private
Urban
0
1
HAP
Bacterial
S_aureus_MRSA
1
0
J15.212
64,667,001
Lobar_Consolidation
6.343
108.1
10.5
Negative
Negative
11.4
39.5
101
27
91
81
84.3
91
11
159.1
91.6
36.2
1
0
1
1
13.6
171
95
14.8
6.4
130.5
20.1
7.2
2.49
133
2.1
3.2
193
57
483.3
0.189
1
0
1
0
7.22
162
26.2
23.1
88.3
0.5
0.58
0
0
3
1
1
0
0
1
112
IV
6
6
2
0
0
0
2
2
17
4
277
Mild
1
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
3
1
Azithromycin
0
0
1
0
null
0
0
0
0
0
0
1.146
0
0
0
0
0
0
0
0
Never
1
4
Current
Both
0
0
0
1.3
0
null
0
0
1
0
0
0
0
SNF_or_Rehab
0
0
1.8
8,356
216
46.6
Adult
Female
White
Medicare
Rural
0
0
HAP
Bacterial
P_aeruginosa
0
0
J15.1
64,667,001
Multilobar
5.655
38.7
12.7
Negative
Negative
2.9
37.8
95
19
100
90
93.3
88
14
171
102.2
34.9
0
0
1
0
10.9
314
94
8.4
11.2
135.9
28.8
10.3
1.48
163
3
0.5
848
333
9.7
0.527
0
0
0
0
7.4
50
39
26.2
93.2
4.1
0.49
0
0
2
1
1
0
0
0
20
I
3
7
3
1
1
1
0
1
23
7
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
12
1
Azithromycin
0
0
1
0
null
0
0
0
1
0
0
0.949
0
0
0
0
0
1
0
0
Never
0
1
Current
Both
0
0
0
2.3
0
null
0
0
0
0
1
0
0
Home_with_Services
0
1
6.4
6,084
217
1.1
Pediatric
Male
White
Private
Urban
0
0
CAP
Unknown
Unknown
0
0
J18.9
233,604,007
Patchy_Infiltrate
0.479
50.1
21.6
Negative
Negative
6
39
98
22
106
47
66.7
97
15
170.2
97
33.5
1
0
0
1
10.2
115
84
19.6
4.3
148.3
23.2
8.3
0.65
104
3.2
2
225
79
3.2
0.082
0
0
0
0
7.47
66
42.7
28.4
88.2
0.5
0.55
0
0
1
0
1
0
0
0
0
I
0
6
3
1
1
1
0
0
19
4
119
Moderate
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
7
1
Azithromycin
0
0
0
0
null
0
0
0
0
0
1
0.189
0
0
0
0
0
0
0
0
Current
0
1
Current
Both
0
0
0
3.4
0
null
0
0
0
0
1
0
0
Home
0
0
3.5
23,222
218
1.3
Pediatric
Male
White
Medicaid
Urban
0
0
CAP
Unknown
Unknown
0
0
J18.9
233,604,007
Patchy_Infiltrate
1.301
15.2
4.5
Negative
Negative
11
37.7
79
24
100
90
93.3
86
13
168.2
95.8
33.9
0
0
1
1
12.6
182
69.8
19.1
3.7
138.7
33.4
11.9
2.01
187
3.9
3.1
374
392
7.1
0.211
1
0
0
1
7.4
164
26.2
14.3
87.6
3.6
0.6
0
0
2
1
1
0
0
0
23
I
3
5
2
0
1
0
1
1
21
5
273
Mild
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
3
1
Azithromycin
0
0
1
0
null
0
0
0
0
1
1
0.28
0
0
0
0
0
0
0
0
Former
1
2
Prior_Year
PCV13_only
0
1
3.8
8.5
0
null
0
0
1
0
1
0
0
LTAC_or_SNF
0
0
6.4
43,309
219
49.1
Adult
Female
Hispanic
Private
Urban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Lobar_Consolidation
6.623
171.8
12.5
Negative
Negative
8.5
38.6
65
30
128
70
89.3
83
14
155.2
47
19.5
1
0
1
1
15.1
102
65.5
18.7
3.5
139.2
12.1
4.3
1.8
192
2.9
1.5
8,495
101
19.1
0.226
1
0
0
1
7.38
44
39.2
25
99.1
2.7
0.76
0
0
2
1
0
1
0
0
37
I
4
5
3
0
0
0
1
1
24
5
58
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
8
1
Azithromycin
1
0
1
0
null
0
0
0
0
0
1
0.446
0
1
0
0
0
0
0
1
Current
0
2
Never
PCV13_only
0
0
0
1
0
null
0
0
1
0
0
0
0
Home_with_Services
1
1
6
5,447
220
45.2
Adult
Male
White
Medicare
Rural
0
0
CAP
Atypical
M_pneumoniae
0
0
J15.7
233,604,007
Lobar_Consolidation
0.878
51.9
8.8
Negative
Negative
5.5
38.9
109
27
127
83
97.7
91
13
170.9
25.2
8.6
1
0
1
1
12.1
212
65.3
11.4
5.7
132.6
5
1.8
0.93
144
3.6
1
1,086
57
14.9
0.192
0
0
1
0
7.34
105
39.9
17.7
95.8
3.3
0.45
0
1
1
1
0
0
0
0
13
I
4
3
0
0
1
1
0
1
10
3
234
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
8
0
null
0
0
0
1
COVID_O2_Requiring
7
0
0
0
0
1
0.124
0
0
0
0
0
0
0
0
Current
0
1
Current
PCV13_only
0
0
0
4.3
0
null
0
0
1
1
1
0
0
Home
0
0
1.7
27,981
221
57.7
Adult
Male
White
Medicaid
Suburban
0
0
CAP
Viral
Influenza_A
0
0
J09.X1
233,604,007
Multilobar
0.083
41
13.6
Negative
Negative
4.8
38.3
66
24
93
76
81.7
87
13
162.2
108.1
41.1
1
0
1
1
12.6
268
71.2
20.3
3.5
131.5
38.9
13.9
2.76
222
3.9
2.4
1,397
13
5
1.164
1
0
1
1
7.36
85
43.8
23.4
91.4
2.7
0.44
0
0
2
1
1
0
0
0
85
III
3
5
1
1
0
2
0
1
20
5
192
Moderate
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
8
1
Azithromycin
0
0
0
0
null
0
1
0
0
0
1
0.029
0
0
0
0
0
0
0
0
Never
0
1
Never
Neither
0
0
0
2.2
0
null
0
0
0
0
0
0
0
Home_with_Services
0
0
3.2
12,120
222
71.3
Elderly
Male
White
Medicare
Rural
0
0
HAP
Bacterial
S_aureus_MSSA
0
0
J15.21
64,667,001
Multilobar
6.454
208.3
12.8
Negative
Negative
3.2
39.2
122
23
86
86
86
84
11
157.2
89.7
36.3
1
1
1
1
11
200
95
6.1
15.5
139.2
17
6.1
1.19
221
2.8
4.6
14,202
572
3.2
0.026
0
0
0
1
7.32
40
40.5
21.7
91.5
4.4
0.41
0
1
3
1
0
0
1
1
102
IV
7
11
4
1
1
3
0
2
30
5
50
Severe
0
0
1
Critical
IMV
1
10.9
7.7
8.1
8.8
14.5
15.5
1
0
0
0
0
0
0
HAP_Non_VAP
Piperacillin_Tazobactam
4,500
q6h
IV
12
1
Azithromycin
0
0
0
0
null
0
0
0
0
0
0
2.337
0
0
1
1
0
0
0
0
Current
0
4
Never
PCV13_only
0
1
9.4
10
1
3.6
1
1
0
0
1
0
0
Died
0
0
1.5
50,242
223
63.5
Adult
Female
White
Medicaid
Urban
0
0
CAP
Bacterial
S_aureus_MSSA
1
0
J15.21
233,604,007
Lobar_Consolidation
12.516
126.4
17.7
Negative
Negative
3.1
39.1
133
25
107
72
83.7
88
14
181.9
79.5
24
1
0
1
1
10.7
184
85.6
12.1
7.1
135.2
21.1
7.5
1.8
163
3.1
2.7
760
13
25.8
0.148
1
0
0
0
7.44
40
43.4
22.2
86.5
2.6
0.44
0
0
2
1
1
0
0
0
77
III
4
6
4
0
0
1
0
1
21
6
50
Severe
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
1
Azithromycin
1
0
1
1
CAP_Severe
6
0
0
1
0
1
4.688
0
0
0
0
0
0
0
0
Never
0
2
Prior_Year
Both
0
0
0
8.1
0
null
0
0
0
0
0
1
0
Home_with_Services
0
0
1.7
9,160
224
55.2
Adult
Female
White
Medicare
Urban
1
0
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Multilobar
1.579
136.1
14.6
Contaminated
Negative
0.7
37.8
93
22
157
57
90.3
90
15
191.9
95.3
25.9
0
0
1
1
13.7
308
72.3
15.8
4.6
142.4
5
1.8
0.4
166
4.3
3.6
317
165
1
0.117
0
0
0
0
7.5
133
40.5
18.9
93.6
1.9
0.46
0
0
0
0
0
0
0
0
46
I
2
1
0
1
0
0
0
0
8
1
288
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
10
1
Azithromycin
0
0
0
1
ARDS
8.5
0
0
0
0
0
0.159
0
0
0
0
0
0
0
0
Former
0
1
Prior_Year
PPSV23_only
0
0
0
3.7
0
null
0
0
1
0
0
0
0
Home
0
1
1.4
15,235
225
54.9
Adult
Female
White
Medicaid
Suburban
0
0
CAP
Bacterial
S_aureus_MSSA
0
0
J15.21
233,604,007
Lobar_Consolidation
3.278
180
8.7
Negative
Negative
2.7
39.7
131
29
88
67
74
89
11
189.4
122.4
34.1
1
1
1
1
11.2
207
80.2
6
13.4
136.4
43.3
15.5
2.24
139
3.2
4.7
262
1,347
29.9
0.211
1
0
0
0
7.48
152
37.2
25.9
84.9
3.6
0.65
0
0
3
1
1
0
1
0
100
IV
6
9
1
1
1
3
1
2
22
5
233
Mild
1
1
1
Critical
IMV_ECMO
1
5.9
10.1
7.2
7.1
17.2
25.6
0
1
0
0
1
1
1
CAP_ICU
Ceftriaxone
2,000
q24h
IV
7
1
Azithromycin
0
0
1
1
COVID_O2_Requiring
11.8
0
0
0
0
0
0.953
1
1
1
0
0
0
0
0
Never
0
2
Prior_Year
Both
0
1
6.7
8.9
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
1
1.9
63,952
226
54.3
Adult
Female
White
Medicare
Urban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Lobar_Consolidation
13.977
135.7
10.6
Contaminated
Pneumococcal_pos
2.3
38
98
23
113
79
90.3
90
12
175.2
111.1
36.2
0
0
1
1
13
268
76.4
15.1
5.1
151.6
27.1
9.7
0.97
135
3.6
1.3
179
99
2.7
0.064
0
0
0
0
7.36
72
35
18.3
93.4
4.5
0.48
0
0
2
1
1
0
0
0
75
III
3
6
2
0
0
2
0
2
16
2
149
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
9
1
Azithromycin
0
0
0
1
CAP_Severe
6
0
0
0
0
0
2.667
0
0
0
0
0
0
0
0
Former
0
2
Current
Both
0
0
0
1
0
null
0
0
0
0
0
0
0
Home_with_Services
0
0
2.2
5,781
227
5.7
Pediatric
Male
Black
Medicare
Suburban
0
1
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Lobar_Consolidation
26.698
140.9
14.7
Contaminated
Negative
2.2
41.1
134
24
111
67
81.7
88
14
165.1
101.2
37.1
1
0
1
1
12.7
242
88.8
15.9
5.6
134.4
32.4
11.6
2.27
114
3
0.5
100
81
79.7
0.086
1
0
1
0
7.34
74
40.2
25.3
94.6
3.5
0.43
0
0
2
1
1
0
0
0
37
I
3
3
2
0
0
0
0
1
11
4
175
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
4
1
Azithromycin
0
0
0
1
ARDS
7.7
0
0
1
0
1
8.207
0
0
0
0
0
0
0
0
Former
0
3
Current
Neither
0
0
0
1.9
0
null
0
0
0
0
0
0
0
Home_with_Services
0
1
14
32,714
228
95
Elderly
Male
White
Private
Rural
0
1
HAP
Bacterial
P_aeruginosa
0
0
J15.1
64,667,001
Lobar_Consolidation
1.777
249
18.6
Negative
Negative
0.1
39
98
30
106
77
86.7
90
11
167.2
60.5
21.6
1
0
1
1
12.2
20
72.3
3.2
22.8
137.6
33.3
11.9
1.96
140
3.5
2.4
1,371
395
138
1.117
1
1
0
0
7.33
51
26.9
16.3
93.2
0.8
0.45
0
1
4
1
1
1
0
1
129
IV
6
6
3
0
0
0
1
2
15
9
115
Moderate
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
9
0
null
1
0
1
1
COVID_O2_Requiring
6.7
0
0
0
0
0
0.602
1
0
0
0
1
1
0
0
Never
0
4
Current
Both
0
1
7.9
10.1
1
11.1
1
1
0
0
1
1
0
Died
0
0
2.9
25,925
229
69.5
Elderly
Male
White
Medicare
Urban
0
0
CAP
Bacterial
S_aureus_MSSA
0
0
J15.21
233,604,007
Lobar_Consolidation
2.509
251.8
26.3
Negative
Negative
1.5
37.8
59
20
104
70
81.3
95
13
172.5
63.4
21.3
0
0
0
0
13
195
83.4
13.3
6.3
133.6
5
1.8
2.27
148
3.2
2.9
100
101
84.2
0.121
1
0
1
0
7.33
40
35.3
22.7
99.5
1.3
0.69
0
0
2
1
0
0
0
1
79
III
1
8
4
1
2
0
0
1
22
4
50
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
6
1
Azithromycin
1
0
0
0
null
0
0
0
0
0
0
0.355
0
0
0
0
0
0
0
0
Never
0
3
Current
Neither
0
0
0
1.1
0
null
0
0
0
0
1
1
0
Home_with_Services
1
0
6.7
16,299
230
4
Pediatric
Female
Hispanic
Medicare
Rural
1
0
CAP
Viral
Influenza_A
1
0
J09.X1
233,604,007
Lobar_Consolidation
6.93
6.5
17.6
Negative
Negative
4.1
37.9
100
35
134
64
87.3
97
15
163.4
27.5
10.3
0
0
0
1
10.2
126
82.8
5.3
15.6
141.4
13.7
4.9
1.34
85
2.4
2.2
1,125
450
9.5
2.381
0
0
0
0
7.33
62
39.5
30.1
94.5
3
0.35
0
0
1
0
0
1
0
0
16
I
1
9
2
1
1
2
3
0
21
1
177
Moderate
1
1
1
Critical
IMV
1
1.1
4.1
7.3
10.5
12.3
16.8
0
0
0
0
0
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
12
0
Vancomycin
0
0
1
0
null
0
1
0
0
0
1
1.56
0
0
0
0
0
0
0
0
Never
0
1
Prior_Year
PPSV23_only
0
0
0
1
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
0
5.4
5,000
231
6.1
Pediatric
Male
Black
Medicaid
Suburban
0
1
CAP
Atypical
C_pneumoniae
0
0
J18.9
233,604,007
Lobar_Consolidation
0.339
49.8
9.3
Negative
Negative
1.8
40
134
28
119
57
77.7
91
14
182.5
93.9
28.2
1
0
1
1
10
139
71.8
27.4
2.6
138.8
21.6
7.7
0.9
177
3
3.3
407
79
3.6
0.271
0
0
0
0
7.36
87
44.2
32
82.7
4.2
0.65
0
0
2
1
1
0
0
0
29
I
4
7
3
1
1
0
1
1
23
5
134
Moderate
1
1
1
Critical
IMV
1
7.5
7.6
7.7
8.8
16.8
27.3
1
0
0
0
1
1
1
CAP_ICU
Ceftriaxone
2,000
q24h
IV
8
1
Azithromycin
0
0
1
1
COVID_O2_Requiring
10.8
0
0
0
0
1
0.056
0
0
0
0
0
0
0
0
Never
1
2
Never
Neither
0
0
0
2
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
0
4.7
12,924
232
62.2
Adult
Female
White
Medicaid
Urban
0
1
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Patchy_Infiltrate
39.966
147.5
14.1
Positive
Negative
2.7
38.6
113
18
126
65
85.3
91
15
145.6
104.4
49.2
1
0
1
0
11.7
298
95
16.2
5.9
133
18.6
6.7
1.88
196
2.6
3.7
525
331
6.3
0.107
1
0
1
1
7.44
40
32.7
16
100
1.3
0.54
0
0
0
0
0
0
0
0
64
II
2
3
2
0
0
1
0
0
14
1
64
Severe
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
10
0
null
0
0
0
0
null
0
0
0
0
0
0
8.376
0
1
1
0
0
0
0
0
Former
0
2
Current
PCV13_only
0
0
0
3.5
0
null
0
0
0
0
0
0
0
Home
0
0
7.3
23,455
233
54.3
Adult
Female
Hispanic
Medicare
Urban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Interstitial
5.744
221.9
15.8
Negative
Negative
1
37.8
97
26
119
71
87
89
11
164.7
106.2
39.1
0
0
1
1
11.5
163
78.1
15
5.2
135.2
26.2
9.3
1.82
159
3.2
3.5
494
256
42.6
0.339
1
0
0
0
7.33
133
40.8
19.3
88.1
6.1
0.43
0
1
2
1
1
0
0
0
61
II
4
6
1
0
1
2
0
2
20
7
308
null
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
9
0
null
0
0
1
1
Refractory_Shock
11.8
0
0
0
0
1
0.871
0
0
0
0
0
0
0
0
Former
0
2
Prior_Year
PPSV23_only
0
0
0
5.8
0
null
0
0
0
0
1
0
0
Home_with_Services
0
0
4.4
5,000
234
25.2
Adult
Male
Other
Medicaid
Urban
0
0
VAP
Bacterial
Enterobacter_spp
0
0
J18.9
429,271,009
Patchy_Infiltrate
6.022
260
14.2
Negative
Negative
1.1
40.4
123
35
113
40
64.3
88
11
176.8
94.9
30.3
1
0
1
1
9.5
290
74.2
11.7
6.3
140
42.2
15.1
2.01
71
2.3
3.9
6,010
762
9.2
0.435
1
0
0
0
7.39
114
30.7
18.1
87.4
4.5
0.55
0
0
3
1
1
1
0
0
54
II
4
2
0
0
0
0
0
2
10
8
206
Mild
0
0
1
Critical
IMV
1
22.2
5.5
6.7
8.9
11
25.8
0
0
0
0
1
1
0
VAP_Protocol
Meropenem
2,000
q8h
IV
13
1
Azithromycin
0
0
1
0
null
0
0
0
0
0
1
1.017
0
0
0
0
0
0
0
0
Never
1
2
Current
PPSV23_only
0
1
6.8
8.1
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
1
1.8
40,916
235
44.3
Adult
Female
Hispanic
Medicaid
Suburban
0
1
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Lobar_Consolidation
3.106
369.1
16.8
Negative
Negative
0.3
38.6
121
22
139
61
87
92
13
158.7
76.6
30.4
1
0
0
1
12.3
98
88.8
18.7
4.7
142
39.3
14
1.2
144
3.4
3.1
1,865
4,392
164.8
0.733
0
1
0
0
7.47
40
41.6
31.6
92.9
3
0.4
0
0
2
1
1
0
0
0
13
I
3
8
3
1
1
2
0
1
23
3
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
3
1
Azithromycin
1
0
0
0
null
0
0
0
1
0
1
0.451
0
0
0
0
1
0
0
0
Never
0
1
Current
Neither
0
0
0
3.1
0
null
0
0
0
0
0
0
0
Home_with_Services
0
0
5.1
5,000
236
37.8
Adult
Male
Asian
Medicaid
Urban
0
1
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Interstitial
13.889
147.4
3.9
Negative
Pneumococcal_pos
4.1
39.8
107
19
130
44
72.7
94
12
165.4
67.6
24.7
1
0
0
0
13.2
107
82.2
19.3
4.3
130.5
13.6
4.9
1.77
107
3.1
6.4
588
654
22.2
0.05
1
0
1
0
7.38
104
29.5
21.4
91.5
1.1
0.61
0
0
1
1
0
0
0
0
15
I
1
8
2
1
0
2
1
2
21
3
172
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
8
1
Azithromycin
1
0
0
0
null
0
0
0
0
0
0
2.145
0
0
1
0
0
0
0
0
Current
0
1
Current
Both
0
0
0
3.8
0
null
0
0
1
0
1
0
0
Home
1
0
6
15,147
237
31.3
Adult
Female
Black
Medicaid
Urban
0
0
HCAP
Bacterial
S_pneumoniae
0
0
J13
422,400,008
Lobar_Consolidation
22.859
150.9
17.6
Negative
Negative
0.1
39.9
153
20
151
62
91.7
82
15
174.5
61.8
20.3
1
0
1
0
14
244
85
5
17
134.7
28.9
10.3
2.68
134
2.5
0.5
171
896
55.4
0.019
1
0
1
0
7.45
77
39.5
26.5
91.9
4.3
0.4
0
0
1
0
1
0
0
0
9
I
2
5
2
2
1
0
0
0
21
2
192
Moderate
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
5
1
Azithromycin
1
0
0
0
null
0
0
0
0
0
0
5.767
1
0
0
0
0
0
0
1
Former
0
2
Current
PPSV23_only
0
0
0
1
0
null
0
0
1
0
1
0
0
Home
0
0
1.5
33,794
238
47.1
Adult
Female
White
Private
Suburban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Interstitial
1.294
221.2
12.5
Negative
Negative
0.8
39.3
97
28
130
83
98.7
89
12
184.7
76.4
22.4
1
0
1
1
14.4
165
69.2
22.1
3.1
143.8
38
13.6
2.3
217
2.9
3.4
1,583
169
1.9
0.27
1
0
0
1
7.29
231
34.4
23.3
91.7
2
0.71
0
0
2
1
1
0
0
0
3
I
4
2
0
0
0
0
0
2
10
3
327
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
3
0
null
1
0
0
0
null
0
0
0
0
0
0
0.337
1
0
1
0
1
0
0
0
Former
0
2
Never
PCV13_only
0
0
0
11.2
0
null
0
0
0
0
1
0
0
Home_with_Services
0
0
4.4
16,718
239
0.9
Pediatric
Female
Hispanic
Private
Urban
0
0
VAP
Fungal
Candida_spp
0
0
J18.9
429,271,009
Patchy_Infiltrate
1.624
46.8
15.7
Negative
Pneumococcal_pos
0.7
41.5
132
20
88
50
62.7
88
11
153.8
58.5
24.7
1
1
1
0
8.2
189
91.3
19
4.8
134.5
25.2
9
2.45
75
3.2
6.6
280
909
18
0.823
1
0
1
0
7.31
46
25.7
15.9
82.9
2.7
0.62
0
1
3
1
1
0
1
0
53
II
5
8
4
0
0
0
2
2
24
6
74
Severe
1
0
1
Critical
IMV
1
8.6
13.1
6.5
8.9
18.3
22.5
1
0
0
0
1
1
0
VAP_Protocol
Meropenem
2,000
q8h
IV
5
1
Azithromycin
0
0
0
1
COVID_O2_Requiring
13.3
0
1
0
0
1
0.605
0
0
0
0
0
0
0
0
Never
0
2
Current
Both
0
1
2.2
4.9
1
12.2
1
1
0
0
0
0
0
Died
0
0
7
71,777
240
3.7
Pediatric
Male
Black
Private
Urban
0
0
CAP
Viral
SARS_CoV2
0
0
J12.82
233,604,007
Lobar_Consolidation
0.107
30.1
21.2
Negative
Negative
2.1
37.2
114
15
129
80
96.3
92
12
153
118.6
50.7
0
0
0
0
9.7
197
95
15.8
6
138.2
22.3
8
1.7
117
3.9
0.5
100
214
1
0.167
1
0
0
0
7.41
67
35.6
15.6
100
1.5
0.52
0
0
2
1
1
0
0
0
23
I
3
5
2
1
0
0
0
2
11
6
129
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
12
0
null
0
1
0
0
null
0
1
0
0
0
0
0.02
1
0
0
1
1
0
0
0
Former
0
2
Current
Both
0
0
0
4.5
0
null
0
0
0
0
1
0
0
Home_with_Services
0
0
3.7
23,252
241
84.4
Elderly
Male
Other
Uninsured
Suburban
0
0
CAP
Viral
SARS_CoV2
0
0
J12.82
233,604,007
Lobar_Consolidation
0.198
47.6
8.1
Negative
Pneumococcal_pos
0.9
38.2
90
26
124
105
111.3
87
14
157.6
51.3
20.7
0
0
1
1
11.2
188
67.5
14.6
4.6
141.1
32.4
11.6
0.66
187
2.8
3.8
766
385
88.5
0.317
0
0
0
1
7.4
157
43.8
20.2
95.3
4.4
0.55
0
0
3
1
1
0
0
1
98
IV
6
2
0
0
0
0
1
1
15
6
287
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
8
0
null
0
0
1
1
ARDS
12.1
1
0
0
0
1
0.055
0
1
0
1
1
0
0
1
Current
0
4
Current
Neither
0
0
0
2.8
0
null
0
0
1
0
1
0
0
SNF_or_Rehab
0
0
12.2
18,387
242
71.2
Elderly
Male
Hispanic
Medicare
Urban
1
0
VAP
Bacterial
Enterobacter_spp
1
1
J18.9
429,271,009
Interstitial
2.479
2
17.7
Negative
Pneumococcal_pos
6.6
39.3
107
28
134
82
99.3
82
10
151.1
75.7
33.1
1
0
1
1
11
145
86.8
2
40
129.8
36.6
13.1
2.37
145
2.3
5.5
3,956
1,744
58.6
0.578
1
0
1
0
7.43
220
26.6
30
88.3
4.5
0.84
0
0
3
1
1
0
0
1
88
III
6
4
0
1
0
1
0
2
13
5
261
Mild
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
7
0
Vancomycin
0
0
1
0
null
0
0
0
0
0
0
0.962
0
0
1
0
0
0
0
0
Never
0
4
Never
PPSV23_only
0
1
5.7
6.8
0
null
0
0
1
0
0
0
0
LTAC_or_SNF
0
1
2.3
37,167
243
76.7
Elderly
Male
White
Medicare
Urban
0
0
CAP
Viral
Influenza_A
0
0
J09.X1
233,604,007
Multilobar
0.544
93.7
18.2
Positive
Negative
1.8
40.9
120
20
95
72
79.7
94
15
151.9
37.4
16.2
1
0
0
0
11.4
212
72.1
8.1
8.9
133.4
34.2
12.2
1.82
121
4.2
0.5
246
167
41.2
0.023
1
0
1
0
7.33
69
27.1
23.8
100
0.9
0.41
0
0
2
0
1
0
0
1
96
IV
2
4
2
1
1
0
0
0
11
1
170
Moderate
0
0
0
Moderate
IMV_ECMO
1
5.7
12.2
5.9
10
16.2
15.8
0
1
0
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
10
1
Azithromycin
0
0
0
0
null
0
1
0
0
0
0
0.116
0
0
1
0
0
0
0
0
Former
0
3
Current
PPSV23_only
0
0
0
11.3
0
null
0
0
0
0
1
1
0
Home_with_Services
0
0
3
10,983
244
51.5
Adult
Male
Hispanic
Medicare
Urban
1
0
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Patchy_Infiltrate
16.847
167.2
15.3
Positive
Legionella_pos
1.6
40.6
106
22
121
80
93.7
87
10
157.3
86.5
35
1
0
1
1
10.6
240
95
18.1
5.2
135.6
28.6
10.2
1.83
236
3.2
3.5
724
211
23.2
0.209
1
0
0
1
7.35
82
38
26.7
88.1
1.6
0.5
0
0
2
1
1
0
0
0
97
IV
3
6
2
0
0
2
0
2
14
4
164
Moderate
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
8
0
null
1
0
0
0
null
0
0
0
0
0
0
5.437
0
0
0
0
0
0
0
0
Never
0
3
Never
Neither
0
0
0
4.9
0
null
0
0
0
0
0
0
0
Home_with_Services
0
0
5.2
7,077
245
72.9
Elderly
Male
White
Uninsured
Urban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Multilobar
2.613
269
6.7
Negative
Negative
2.7
40.2
111
17
97
53
67.7
83
13
181.6
79.9
24.3
1
0
1
0
11
304
93.2
21.7
4.3
141.4
25.1
9
1.61
173
3.2
2.2
302
201
51.5
0.809
1
0
0
0
7.37
65
25.1
16.6
95.2
4.7
0.34
0
0
3
1
1
0
0
1
111
IV
5
6
1
1
1
1
1
1
13
7
190
Moderate
0
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
10
1
Azithromycin
1
0
1
0
null
0
0
0
0
0
0
1.018
0
0
0
0
0
0
0
0
Never
0
3
Prior_Year
Both
1
0
0
5.9
0
null
0
0
0
0
1
0
0
SNF_or_Rehab
0
0
2.5
31,758
246
75.9
Elderly
Female
Black
Private
Urban
0
0
HAP
Bacterial
Enterobacter_spp
0
0
J18.9
64,667,001
Multilobar
5.783
180.4
21.8
Negative
Negative
2.4
38.4
78
28
116
49
71.3
93
11
164.6
72.2
26.6
1
0
0
1
12.4
172
84.2
18.2
4.6
140.4
16.4
5.8
2.02
198
2.7
2.8
1,340
214
19.2
0.232
1
0
0
1
7.34
76
44
20.6
88.8
2.5
0.55
0
1
2
1
0
0
0
1
111
IV
4
6
2
0
1
1
0
2
17
2
139
Moderate
0
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
9
0
null
1
0
0
0
null
0
0
0
0
0
0
1.888
1
0
0
1
0
0
0
0
Former
1
7
Current
Both
0
0
0
2.3
0
null
0
0
1
1
0
0
0
Home_with_Services
0
0
2.4
11,158
247
56.4
Adult
Male
Hispanic
Private
Suburban
0
0
CAP
Viral
Influenza_B
0
0
J18.9
233,604,007
Lobar_Consolidation
0.115
44.1
11.9
Negative
Negative
0.4
37.9
106
15
116
75
88.7
95
15
168.3
59.5
21
0
0
0
0
9.8
192
65.7
17.5
3.7
141.3
23
8.2
1.17
160
3.6
0.7
911
317
5.4
0.017
0
0
0
0
7.36
40
47.2
27.1
97.6
2
0.49
0
0
1
0
1
0
0
0
51
I
0
6
2
2
0
0
2
0
26
5
50
Severe
0
0
1
Critical
IMV
1
6
10.3
5.4
13.1
17.3
23.3
0
0
0
0
1
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
10
1
Azithromycin
0
1
1
0
null
0
1
0
0
0
1
0.01
0
0
0
0
1
0
0
1
Former
0
1
Current
PPSV23_only
1
0
0
1.2
1
4.1
1
1
0
0
1
0
0
Died
0
0
8.6
24,600
248
73.4
Elderly
Male
Black
Medicaid
Rural
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Patchy_Infiltrate
1.53
161.9
12.6
Negative
Pneumococcal_pos
6.9
38.4
113
24
115
73
87
89
12
157.5
80.1
32.3
1
0
1
1
16.1
147
71.8
25
2.9
135.6
32.5
11.6
2.12
169
3.9
5
440
279
31.3
0.136
1
0
0
0
7.34
122
40.6
17.4
92.3
4.2
0.58
0
1
3
1
1
0
0
1
81
III
5
9
2
1
2
2
0
2
21
5
210
Mild
1
0
0
Severe
IMV_ECMO
1
30.3
7.5
6.9
7.5
19.8
18.3
0
1
0
0
1
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
7
1
Azithromycin
0
0
0
0
null
0
0
0
0
0
1
0.18
0
0
1
0
1
0
0
0
Former
0
5
Never
Neither
0
0
0
3.2
0
null
0
0
0
0
1
0
0
SNF_or_Rehab
0
0
3
19,972
249
73.5
Elderly
Female
Asian
Uninsured
Urban
0
0
HAP
Bacterial
K_pneumoniae_MDR
0
0
J18.9
64,667,001
Lobar_Consolidation
5.202
33.6
13.4
Negative
Negative
2
38.4
105
27
83
82
82.3
86
11
175
68
22.2
1
1
1
1
11.6
292
88.5
20.2
4.4
141
17.7
6.3
2.39
210
3.2
2.6
154
4,119
52.1
0.345
1
0
0
1
7.36
191
34.9
21.8
82
0.5
0.8
0
0
3
1
0
0
1
1
113
IV
8
8
1
0
1
2
2
2
12
6
238
Mild
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
11
1
Azithromycin
0
0
0
0
null
0
0
0
1
0
0
0.797
1
0
0
0
1
0
0
0
Former
0
3
Never
PPSV23_only
1
0
0
5.3
0
null
0
0
0
0
0
0
0
SNF_or_Rehab
0
0
7.1
14,719
250
56.8
Adult
Female
Black
Medicare
Rural
0
0
CAP
Bacterial
K_pneumoniae
0
0
J15.0
233,604,007
Patchy_Infiltrate
4.654
95.2
11.8
Negative
Pneumococcal_pos
6.2
40.1
106
20
129
65
86.3
92
13
188.6
77
21.6
1
0
0
0
14.2
256
65.6
14.1
4.6
137
30.8
11
1.54
224
3.9
1.1
100
17,078
24
0.958
1
0
0
1
7.49
40
46.8
19.7
88.5
3.7
0.48
0
0
2
1
1
0
0
0
93
IV
3
7
3
0
2
0
1
1
22
4
50
Severe
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
4
1
Azithromycin
1
0
0
0
null
0
0
0
0
0
1
1.35
1
0
0
0
1
0
0
0
Former
0
1
Current
PCV13_only
0
0
0
1
0
null
0
0
0
0
1
0
1
Home_with_Services
0
0
1.6
6,812
251
48.2
Adult
Female
Hispanic
Medicaid
Suburban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Lobar_Consolidation
1.405
224.5
7.6
Contaminated
Negative
5.6
38.5
91
18
120
75
90
97
13
158.2
123.1
49.1
1
0
0
0
11.1
77
65.6
29.9
2.2
140.1
38.1
13.6
1.54
78
3.4
1
935
124
750
0.01
1
1
0
0
7.34
50
45.2
26.7
100
0.5
0.34
1
0
2
1
1
0
0
0
5
I
1
8
3
1
0
2
1
1
17
3
148
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
8
1
Azithromycin
0
0
0
0
null
0
0
0
0
0
1
0.4
0
0
0
0
0
1
0
0
Former
0
1
Current
PPSV23_only
0
0
0
10.7
0
null
0
0
0
0
1
0
0
Home_with_Services
0
1
3
8,022
252
47.2
Adult
Female
Black
Medicaid
Suburban
0
0
CAP
Viral
SARS_CoV2
0
0
J12.82
233,604,007
Multilobar
0.09
174.3
14.9
Negative
Negative
2.1
38.7
90
13
116
73
87.3
85
14
187
83.8
24
1
0
1
0
13.1
67
79.8
9.3
8.6
141
17.3
6.2
2.38
149
2.8
1.5
100
521
191.7
0.193
1
1
0
0
7.44
78
33.1
24.5
92.5
1.5
0.5
0
0
1
1
0
0
0
0
13
I
3
8
2
2
0
2
1
1
26
4
157
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
11
0
null
0
0
0
1
COVID_O2_Requiring
11.1
1
0
1
0
1
0.01
0
0
0
0
0
0
0
0
Never
0
1
Current
PPSV23_only
1
0
0
5.1
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
1
0
2.9
8,784
253
66.3
Elderly
Female
Asian
Medicare
Suburban
0
0
CAP
Unknown
Unknown
0
0
J18.9
233,604,007
Patchy_Infiltrate
0.508
110
10.9
Positive
Negative
3.2
39.5
96
24
149
70
96.3
85
12
172
91.7
31
1
0
1
1
12.2
147
80.8
7.3
11
144.3
15.8
5.7
1.87
147
3
0.5
551
1,526
1
0.039
1
0
0
0
7.47
57
45.2
25.8
100
4.2
0.26
0
0
2
1
0
0
0
1
80
III
3
5
0
0
0
1
2
2
15
4
224
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
8
1
Azithromycin
0
0
1
0
null
0
0
0
1
0
0
0.105
0
0
0
0
0
1
0
1
Never
0
3
Never
PCV13_only
0
0
0
5.9
0
null
0
0
0
0
0
0
0
Home_with_Services
1
0
3
5,174
254
69.9
Elderly
Female
Asian
Medicaid
Suburban
0
0
CAP
Viral
SARS_CoV2
0
0
J12.82
233,604,007
Lobar_Consolidation
0.016
85.4
17.2
Contaminated
Negative
0.2
37.2
91
22
108
71
83.3
89
13
168.2
69.8
24.7
0
0
1
1
13.8
223
83.1
13.9
6
137.4
14.9
5.3
2.27
131
2.8
1.1
859
209
10.5
0.209
1
0
0
0
7.37
71
31.2
26.7
99.3
4
0.33
0
0
2
1
0
0
0
1
93
IV
3
6
0
0
0
2
3
1
18
3
218
Mild
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
7
0
null
0
0
1
0
null
0
1
0
0
0
0
0.01
0
0
0
0
0
0
0
0
Never
0
4
Prior_Year
PPSV23_only
0
0
0
1
0
null
0
0
0
0
0
0
0
Home_with_Services
1
0
1.6
39,055
255
53.1
Adult
Male
White
Medicare
Suburban
0
1
CAP
Viral
Influenza_A
0
0
J09.X1
233,604,007
Lobar_Consolidation
0.365
94.4
16.4
Negative
Negative
0.2
38.8
139
19
121
62
81.7
92
14
172.4
62.7
21.1
1
0
0
0
11.7
204
74.9
11.8
6.4
136.1
5
1.8
1.08
188
3.4
2
188
71
7.2
0.233
0
0
0
1
7.42
40
35.5
22.2
93.1
2.6
0.28
0
0
1
1
0
0
0
0
75
III
3
3
2
0
0
0
0
1
19
0
119
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
15
0
null
0
0
0
1
Refractory_Shock
7.6
1
0
0
0
1
0.106
0
1
1
0
0
0
0
0
Current
0
2
Current
Both
1
0
0
2.4
0
null
0
0
0
0
1
0
0
Home
0
0
2.7
19,149
256
65.4
Elderly
Female
Hispanic
Private
Urban
0
0
CAP
Viral
Influenza_B
0
0
J18.9
233,604,007
Patchy_Infiltrate
0.644
10
22.7
Negative
Pneumococcal_pos
0.8
38
120
19
112
73
86
88
15
172.3
79.5
26.8
0
0
1
0
14.8
230
89.7
12.7
7.1
142
51.9
18.5
0.99
166
3.8
3.1
375
5,311
151.1
0.116
0
0
0
0
7.42
40
24.7
26.4
91
3.5
0.49
0
0
2
0
1
0
0
1
59
II
2
6
3
2
0
0
1
0
22
6
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
12
0
null
0
0
0
0
null
0
1
0
0
0
0
0.091
0
0
1
0
0
0
0
0
Never
0
4
Current
Both
0
0
0
3.8
0
null
0
0
0
0
0
0
0
Home_with_Services
1
0
3.7
14,688
257
73.6
Elderly
Male
White
Private
Urban
1
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Patchy_Infiltrate
0.479
246.9
14.4
Negative
Negative
3.5
39
92
27
108
69
82
91
12
188.4
135.1
38
1
0
1
1
8.3
168
73.3
17.9
4.1
141.4
27
9.6
2.16
242
3.1
5
2,178
1,436
25.9
0.47
1
0
0
1
7.39
40
34.9
19.2
96.7
4.6
0.56
0
0
3
1
1
0
0
1
95
IV
6
6
3
0
1
0
0
2
13
6
52
Severe
0
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
1
0
0
0
null
0
0
0
0
0
1
0.064
0
0
1
1
0
0
0
0
Never
0
4
Current
Neither
0
0
0
1.4
0
null
0
0
0
0
1
0
0
SNF_or_Rehab
0
1
1
5,000
258
0
Pediatric
Male
Asian
Medicare
Urban
0
0
CAP
Viral
Influenza_B
0
0
J18.9
233,604,007
Multilobar
0.145
2
10.7
Negative
Negative
2.3
38.5
142
27
149
64
92.3
94
12
173.7
73.7
24.4
1
0
0
1
13.5
289
87.1
14.3
6.1
134.5
18.4
6.6
1.76
201
3
3
186
666
50.2
0.647
1
0
1
1
7.38
171
33.4
24.8
100
4.7
0.65
0
0
1
1
0
0
0
0
11
I
2
8
2
2
0
2
0
2
17
5
262
Mild
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
5
0
null
0
0
0
0
null
0
1
0
0
0
0
0.038
0
1
0
0
0
0
0
0
Former
0
1
Never
PCV13_only
1
0
0
13.6
0
null
0
0
0
0
0
0
0
Home
0
1
2.4
11,684
259
0
Pediatric
Male
Black
Medicare
Urban
0
0
HAP
Bacterial
P_aeruginosa
1
0
J15.1
64,667,001
Lobar_Consolidation
0.515
225
8.4
Negative
Negative
6.6
38.8
103
28
104
74
84
89
12
174
88
29.1
1
0
1
1
11.4
229
84.6
12.4
6.8
131.2
20.3
7.3
3.12
222
2.6
2.7
249
4,954
1.5
0.204
1
0
1
1
7.31
142
30.8
13.3
88.2
5.8
0.59
0
1
2
1
1
0
0
0
17
I
4
6
1
0
1
1
1
2
11
5
242
Mild
0
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
3
1
Azithromycin
0
0
1
1
COVID_O2_Requiring
7.5
0
0
0
1
1
0.041
0
0
0
1
0
1
0
1
Former
0
3
Current
Neither
1
0
0
8.4
0
null
0
0
0
0
0
0
0
Home_with_Services
0
0
5.2
12,368
260
84.2
Elderly
Male
Hispanic
Medicare
Suburban
1
1
CAP
Fungal
P_jirovecii
0
0
J18.9
233,604,007
Patchy_Infiltrate
0.132
141.1
25
Negative
Pneumococcal_pos
2.2
39
101
31
103
84
90.3
94
10
163.4
61.8
23.1
1
0
0
1
10
209
85.6
16.3
5.3
142.3
20.5
7.3
0.95
102
3.5
0.5
278
1,056
1.6
0.025
0
0
0
0
7.44
110
35.4
20
99.7
2.2
0.32
0
0
4
1
1
1
0
1
114
IV
4
6
1
0
2
0
1
2
31
9
342
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
10
1
Azithromycin
0
1
0
1
COVID_O2_Requiring
6
0
1
0
1
0
0.038
1
0
0
0
1
0
0
0
Current
0
3
Current
PPSV23_only
0
1
5
5.6
0
null
0
0
0
0
1
0
0
LTAC_or_SNF
0
1
2.1
63,248
261
7.6
Pediatric
Female
White
Medicare
Urban
0
0
HCAP
Unknown
Unknown
0
0
J18.9
422,400,008
Patchy_Infiltrate
0.136
95.7
18.1
Negative
Pneumococcal_pos
1.1
39.2
122
28
142
77
98.7
91
11
177.2
25
8
1
0
1
1
15.5
271
92.7
2
40
130
20.7
7.4
1.87
126
2.5
3.1
2,342
392
606.3
0.938
1
0
1
0
7.35
164
31.6
31.5
95.8
1.5
0.7
0
0
2
1
1
0
0
0
19
I
4
5
1
0
0
2
0
2
13
4
234
Mild
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
0
0
0
1
COVID_O2_Requiring
6
0
0
0
0
0
0.028
0
0
0
0
0
0
0
0
Former
0
2
Prior_Year
PCV13_only
0
0
0
6.4
0
null
0
0
0
0
0
0
0
Home_with_Services
0
0
4.3
14,170
262
90.3
Elderly
Male
White
Private
Urban
0
0
VAP
Bacterial
P_aeruginosa
0
0
J15.1
429,271,009
Lobar_Consolidation
33.385
273.5
12.8
Negative
Negative
3.3
39.3
79
29
94
52
66
87
10
157.5
62.6
25.3
1
0
1
1
14.6
52
78.7
2.4
32.8
128.4
53.5
19.1
2.83
144
2.3
3.6
6,218
150
77.8
0.816
1
1
1
0
7.34
74
33
23.2
93
3.4
0.29
0
0
3
1
1
0
0
1
104
IV
6
9
1
1
1
3
1
2
29
4
255
Mild
1
0
1
Critical
IMV
1
5.3
13.5
6.2
7
18.5
26.8
0
0
0
0
1
1
1
VAP_Protocol
Meropenem
2,000
q8h
IV
9
1
Azithromycin
1
0
1
1
COVID_O2_Requiring
6
0
0
0
0
0
7.936
0
0
0
0
0
0
0
0
Never
0
5
Current
Neither
0
1
5.8
6.4
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
1
2
28,444
263
57
Adult
Male
Black
Medicare
Urban
0
1
CAP
Unknown
Unknown
0
0
J18.9
233,604,007
Patchy_Infiltrate
0.107
17.9
22.3
Positive
Pneumococcal_pos
0.9
39.1
95
26
85
73
77
87
12
169.2
132.4
46.2
1
1
1
1
7.9
200
72.8
14
5.2
136.5
9.3
3.3
1.48
201
3.8
1.8
306
151
3
0.227
0
0
0
1
7.41
40
44.3
25.6
94.4
2.1
0.43
0
0
2
1
0
0
1
0
103
IV
6
6
3
0
0
0
1
2
16
6
50
Severe
1
1
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
3
0
null
0
0
0
1
ARDS
9.1
0
0
0
0
0
0.035
0
0
0
0
0
0
0
0
Never
0
2
Prior_Year
Both
1
1
4.7
9.6
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
1
3.4
67,506
264
4.3
Pediatric
Male
White
Medicare
Urban
0
0
HCAP
Bacterial
S_pneumoniae
0
0
J13
422,400,008
Lobar_Consolidation
6.411
104.3
21.3
Positive
Negative
2.1
38.2
93
24
97
59
71.7
86
10
199.7
93.1
23.3
0
0
1
1
12.1
205
63.5
10
6.4
136.9
9
3.2
1.66
116
3.1
2.8
189
2,335
30.3
0.065
1
0
0
0
7.44
107
29.2
19.2
89.7
2.3
0.51
0
0
1
1
0
0
0
0
20
I
3
5
1
1
1
0
0
2
12
3
210
Mild
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
1
Azithromycin
0
0
0
1
Refractory_Shock
6
0
0
1
0
1
0.727
1
0
0
0
0
0
0
1
Current
0
2
Current
Both
0
0
0
3.2
0
null
0
0
0
0
0
0
0
Home
0
1
1
9,436
265
66
Elderly
Female
White
Medicaid
Suburban
0
1
HAP
Bacterial
S_maltophilia
0
0
J18.9
64,667,001
Lobar_Consolidation
1.368
232.7
8.9
Negative
Negative
6.1
39.9
114
28
81
68
72.3
83
13
140.5
116.1
58.9
1
1
1
1
12.6
220
62
11.4
5.4
131.1
39.7
14.2
2.49
129
2.8
4.1
2,495
1,491
9.5
0.762
1
0
1
0
7.47
126
39
17
85.5
1.8
0.58
0
0
4
1
1
0
1
1
104
IV
6
6
1
1
0
3
0
1
19
7
215
Mild
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
7
0
null
0
0
1
1
COVID_O2_Requiring
6
0
0
1
0
1
0.169
0
0
1
0
1
0
0
0
Current
0
5
Never
PCV13_only
1
1
2.7
4.9
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
1
5.1
51,169
266
9.4
Pediatric
Male
Asian
Medicaid
Suburban
0
0
CAP
Atypical
M_pneumoniae
0
0
J15.7
233,604,007
Patchy_Infiltrate
1.454
85.3
11.1
Negative
Negative
8
38.9
113
32
76
58
64
89
13
170.6
72.4
24.9
1
1
1
1
12.4
69
79.3
22.6
3.5
137
28.2
10.1
2.49
114
3
3.1
100
327
18.3
2.039
1
1
0
0
7.33
45
36.2
21
86.2
3.4
0.58
0
1
4
1
1
1
1
0
74
III
6
7
4
0
0
1
1
1
19
9
77
Severe
0
0
0
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
0
0
0
0
1
0.531
0
0
1
0
1
0
0
0
Current
0
2
Prior_Year
PPSV23_only
0
0
0
2.2
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
1
2.4
17,848
267
37.9
Adult
Female
Black
Private
Urban
1
0
HAP
Bacterial
A_baumannii
0
1
J18.9
64,667,001
Multilobar
3.911
220.1
14.5
Negative
Negative
0.1
38.7
106
21
100
83
88.7
90
12
171
28.1
9.6
1
0
1
0
14.5
167
80.3
13.3
6.1
136.9
28
10
2.84
272
3.4
2.7
775
6,581
3.7
0.167
1
0
0
1
7.37
54
36.8
21.6
98.5
0.6
0.56
0
0
2
1
1
0
0
0
23
I
3
10
3
1
1
1
2
2
30
5
97
Severe
0
0
1
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
14
0
null
0
0
1
1
COVID_O2_Requiring
12.2
0
0
0
0
0
1.21
0
1
1
0
0
0
0
0
Current
0
2
Current
Both
1
0
0
1.1
1
8.8
1
1
1
0
1
0
0
Died
0
0
6.5
15,006
268
2.9
Pediatric
Female
White
Uninsured
Urban
0
0
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Lobar_Consolidation
19.569
187.1
8.2
Negative
Pneumococcal_pos
3.6
37.9
95
21
115
82
93
87
13
165.5
55.6
20.3
0
0
1
0
14.8
239
68
9
7.6
135.5
29.4
10.5
1.28
140
3.5
0.5
287
227
3.3
0.114
0
0
0
0
7.32
138
37
31.1
94.8
1.8
0.46
0
0
2
1
1
0
0
0
17
I
3
3
0
0
0
1
1
1
17
5
301
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
10
1
Azithromycin
0
0
1
0
null
0
0
0
0
0
0
2.778
0
0
0
0
0
0
0
0
Never
0
3
Never
Both
0
0
0
3.5
0
null
0
0
1
0
0
0
0
Home_with_Services
0
0
3.2
22,022
269
1.3
Pediatric
Male
White
Private
Urban
0
0
HAP
Bacterial
S_aureus_MRSA
1
0
J15.212
64,667,001
Lobar_Consolidation
9.204
255
14.4
Negative
Negative
6.5
38.9
125
31
129
83
98.3
90
12
165.8
88.7
32.3
1
0
1
1
12.1
222
72.4
9.4
7.7
144.2
31.3
11.2
1.55
180
2.7
1.8
2,494
1,916
15.2
0.049
1
0
0
1
7.46
54
30.6
26.2
86.8
3
0.45
0
0
3
1
1
1
0
0
35
I
4
7
3
1
0
0
1
2
18
4
119
Moderate
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
10
1
Azithromycin
0
0
0
0
null
0
0
0
0
0
1
2.782
0
0
0
0
0
0
0
0
Never
0
1
Never
Neither
0
0
0
2
1
1
1
1
1
0
0
0
0
Died
0
0
2.6
10,917
270
4
Pediatric
Female
Other
Medicaid
Urban
0
1
CAP
Bacterial
S_aureus_MSSA
0
0
J15.21
233,604,007
Patchy_Infiltrate
1.9
175.8
16.9
Negative
Negative
0.3
40.3
102
22
129
86
100.3
89
15
169
85.2
29.8
1
0
1
1
16.9
296
93.9
27.5
3.4
139.3
21.4
7.6
1.96
98
3.1
2.8
1,522
382
52
0.04
1
0
0
0
7.41
55
40.1
24.1
99.1
1.7
0.21
0
0
1
0
1
0
0
0
1
I
2
3
0
2
1
0
0
0
7
4
262
Mild
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
1
0
0
0
null
0
0
0
0
0
1
0.399
1
0
0
0
0
0
0
0
Former
0
2
Current
Neither
0
0
0
4.9
0
null
0
0
0
0
0
0
0
Home
0
0
2.2
12,966
271
3.1
Pediatric
Male
Black
Medicare
Suburban
0
1
CAP
Viral
SARS_CoV2
0
0
J12.82
233,604,007
Multilobar
0.041
9.7
7.4
Negative
Pneumococcal_pos
2
38.8
103
22
122
67
85.3
87
13
165.2
79.8
29.2
1
0
1
1
13.7
252
88.8
24.6
3.6
141.2
9.6
3.4
1.11
191
3.1
1.6
133
6,555
36.7
0.038
0
0
0
1
7.37
90
39
23
91
3.5
0.46
0
0
1
1
0
0
0
0
19
I
3
3
1
0
0
1
0
1
8
3
196
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
9
1
Azithromycin
0
0
0
1
CAP_Severe
11.5
1
0
1
0
0
0.011
0
0
0
0
0
0
0
0
Former
0
1
Prior_Year
Neither
0
0
0
1.7
0
null
0
0
0
0
0
0
0
Home
0
0
2.4
22,173
272
1
Pediatric
Male
Hispanic
Medicaid
Suburban
1
1
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Patchy_Infiltrate
0.303
215.6
15.9
Negative
Negative
0.6
37.9
106
15
95
65
75
88
13
170.4
68.3
23.5
0
0
1
0
11.1
193
67.6
18.8
3.6
130.8
7
2.5
2.6
83
3.4
0.5
525
1,153
51.4
0.168
1
0
1
0
7.39
64
31
25.6
90
3.4
0.35
0
0
1
1
0
0
0
0
22
I
3
4
1
1
0
0
1
1
5
5
180
Moderate
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
0
null
0
0
0
1
ARDS
12.5
0
0
1
0
1
0.099
0
0
1
0
0
0
0
0
Never
0
1
Prior_Year
Both
0
0
0
13.7
0
null
0
0
0
0
1
0
0
Home
0
1
2.3
5,228
273
10.1
Pediatric
Female
White
Uninsured
Urban
0
0
HCAP
Bacterial
S_pneumoniae
0
0
J13
422,400,008
Lobar_Consolidation
1.816
133.6
20.4
Negative
Negative
1.9
39.8
137
13
126
91
102.7
86
11
162.6
100.7
38.1
1
0
1
0
10.6
241
76.1
5.4
14
130.6
19.5
7
2.47
117
3.2
4.2
233
422
21.6
0.103
1
0
1
0
7.39
116
27.4
17.1
100
5.8
0.41
0
0
2
1
1
0
0
0
5
I
3
6
1
1
1
1
0
2
18
6
285
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
0
1
0
null
0
0
0
0
0
0
0.119
0
1
0
0
0
0
0
0
Former
0
1
Current
Neither
1
0
0
1.1
0
null
0
0
0
0
0
0
0
Home_with_Services
0
0
1.9
32,167
274
54.1
Adult
Female
White
Medicaid
Urban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Patchy_Infiltrate
1.668
130.6
16.4
Contaminated
Pneumococcal_pos
9.2
38.5
106
34
136
68
90.7
93
13
190.2
69
19.1
1
0
0
1
14.3
183
84.3
17.1
4.9
138.4
14
5
2.44
125
3.2
0.9
301
284
67.4
0.224
1
0
0
0
7.34
87
36.3
14.9
87.3
1.5
0.61
0
1
2
1
0
1
0
0
83
III
2
5
2
0
0
1
1
1
17
6
142
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
7
0
null
0
0
0
0
null
0
0
0
0
0
1
0.44
0
0
1
0
0
0
0
0
Current
0
2
Current
Neither
0
0
0
5.1
0
null
0
0
1
1
0
0
0
Home_with_Services
0
0
2.1
20,612
275
55.6
Adult
Male
White
Private
Rural
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Patchy_Infiltrate
4.923
213.2
14.1
Contaminated
Negative
0.9
39.2
94
26
118
54
75.3
90
14
165.2
86.8
31.8
1
0
1
1
10.2
206
74.1
17.3
4.3
143.9
30.7
11
2.09
164
3.2
2.5
935
375
5.7
0.051
1
0
0
0
7.46
121
40.1
25.5
93.3
2.8
0.67
0
0
2
1
1
0
0
0
71
III
4
7
2
1
2
0
1
1
15
4
180
Moderate
0
0
0
Moderate
IMV
1
33.7
5.5
7.4
6.7
20.6
24.9
0
0
0
0
0
0
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
6
0
null
0
0
0
0
null
0
0
0
0
0
0
0.829
0
0
0
0
0
0
0
0
Never
0
1
Current
Both
0
0
0
2.7
0
null
0
0
1
0
0
0
0
Home_with_Services
0
1
11.6
8,830
276
76.6
Elderly
Female
Black
Private
Suburban
0
0
CAP
Atypical
M_pneumoniae
0
0
J15.7
233,604,007
Patchy_Infiltrate
0.037
59.9
11.1
Negative
Pneumococcal_pos
2
38.4
69
21
119
82
94.3
94
15
174.3
84.3
27.8
1
0
0
0
11
253
72.2
15.3
4.7
132.6
5.4
1.9
0.65
122
3.2
3.1
287
126
6.6
0.118
0
0
1
0
7.42
93
41.8
22.9
90.3
2.6
0.61
0
0
1
0
0
0
0
1
68
II
2
6
2
1
1
2
0
0
13
4
151
Moderate
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
10
0
null
0
0
0
0
null
0
0
0
0
0
1
0.01
0
0
0
0
1
1
0
0
Never
0
2
Current
Both
1
0
0
9.3
0
null
0
0
1
1
1
0
0
Home
0
0
3.2
22,717
277
64.4
Adult
Male
White
Medicare
Urban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Lobar_Consolidation
3.782
151.5
17.7
Negative
Negative
5.4
39.8
72
23
94
75
81.3
91
15
160.6
71.9
27.9
1
0
1
1
11.8
208
75.5
13.5
5.6
138
17.3
6.2
0.74
206
3
1.6
382
37
19.7
0.032
0
0
0
1
7.45
146
44.4
18.2
91.7
1.9
0.51
0
0
0
0
0
0
0
0
65
II
2
3
1
0
0
1
1
0
13
3
284
Mild
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
3
1
Azithromycin
0
0
1
0
null
0
0
0
0
0
0
0.671
0
0
0
1
0
0
0
0
Never
0
1
Never
Both
1
0
0
2.9
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
0
1
5,823
278
91.1
Elderly
Female
White
Private
Urban
0
0
HAP
Unknown
Unknown
0
0
J18.9
64,667,001
Lobar_Consolidation
0.057
83.2
9.1
Negative
Negative
1.4
38.6
98
21
127
87
100.3
88
13
178.3
60.6
19.1
1
0
1
0
12.2
214
92
11.9
7.7
131.1
27.7
9.9
2.13
180
3.7
0.5
1,682
698
19
0.224
1
0
1
0
7.33
40
37.1
13.7
85.5
0.9
0.53
0
1
3
1
1
0
0
1
113
IV
5
6
2
0
1
1
1
1
16
7
50
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
6
0
null
0
1
1
0
null
0
0
0
0
0
0
0.022
1
0
0
0
0
0
0
0
Never
0
5
Never
Neither
0
0
0
2.9
0
null
0
0
0
0
1
0
0
SNF_or_Rehab
0
0
1
29,277
279
57.8
Adult
Female
Black
Medicaid
Urban
0
0
HAP
Bacterial
S_aureus_MRSA
1
0
J15.212
64,667,001
Lobar_Consolidation
4.604
291.6
16.6
Negative
Negative
0.8
40.5
107
25
137
70
92.3
96
12
176.1
70.6
22.8
1
0
0
1
10.9
249
93.6
9.5
9.9
132.8
31.3
11.2
1.84
136
2.8
3.7
3,853
222
37.4
0.03
1
0
1
0
7.32
122
32.7
25.2
90.6
1.3
0.68
0
0
2
1
1
0
0
0
87
III
2
5
2
0
0
1
0
2
16
5
178
Moderate
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
10
1
Azithromycin
0
0
1
0
null
0
0
0
1
0
1
1.192
0
0
0
0
0
0
0
0
Current
0
1
Current
PPSV23_only
0
0
0
2.7
0
null
0
0
1
0
0
0
0
Home_with_Services
0
0
11.8
5,000
280
80
Elderly
Female
Other
Uninsured
Rural
1
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Patchy_Infiltrate
8.569
149
15.3
Negative
Negative
3.6
38.2
98
21
112
68
82.7
83
11
172.6
121.2
40.7
0
0
1
0
8.8
234
74.2
6.7
11
136.6
35.8
12.8
1.94
202
3.1
4.9
833
212
26.9
0.237
1
0
0
1
7.36
121
34.5
19.7
87.2
3
0.59
0
0
3
1
1
0
0
1
104
IV
5
2
0
0
0
0
0
2
10
7
205
Mild
1
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
12
1
Azithromycin
0
0
0
1
COVID_O2_Requiring
6
0
0
0
0
0
2.968
0
0
1
0
1
0
0
0
Former
1
4
Prior_Year
Both
0
0
0
5.2
0
null
0
0
0
0
0
0
0
SNF_or_Rehab
0
0
3.1
5,000
281
5.9
Pediatric
Female
Black
Private
Urban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Lobar_Consolidation
5.361
147
19.7
Negative
Pneumococcal_pos
1.7
38.6
107
16
102
90
94
96
10
156.7
104.5
42.5
1
0
0
0
14.3
288
84.3
24
3.5
134.9
21.5
7.7
1.85
135
2.3
3.2
435
297
103.6
0.091
1
0
1
0
7.44
125
28.8
24.5
95.8
0.5
0.68
0
0
2
1
1
0
0
0
15
I
1
6
2
2
0
0
0
2
20
4
183
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
9
0
null
1
0
1
0
null
0
0
0
1
0
1
0.75
0
0
0
0
0
0
0
0
Never
0
1
Current
Both
0
0
0
2.6
0
null
0
0
0
0
1
0
0
Home_with_Services
0
0
1.4
7,452
282
76.9
Elderly
Male
Hispanic
Medicare
Urban
0
0
CAP
Unknown
Unknown
0
0
J18.9
233,604,007
Lobar_Consolidation
0.213
57.4
11.7
Negative
Negative
2.8
40.2
94
14
107
51
69.7
97
11
159.7
102.4
40.2
1
0
0
0
10.9
357
80.5
20.1
4
131.2
19.9
7.1
1.71
132
3.1
0.5
122
425
158.3
0.192
1
0
1
0
7.41
58
31.4
21.4
92
2
0.38
0
0
3
1
1
0
0
1
107
IV
3
7
2
1
0
0
2
2
18
8
151
Moderate
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
6
1
Azithromycin
0
1
0
0
null
0
0
0
0
0
0
0.038
0
0
0
0
0
0
0
0
Current
0
5
Current
Neither
0
0
0
2.3
0
null
0
0
0
0
0
0
0
SNF_or_Rehab
0
1
7.1
7,937
283
58.3
Adult
Female
Hispanic
Private
Rural
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Patchy_Infiltrate
7.258
177
12.3
Negative
Pneumococcal_pos
2.5
39.2
89
17
101
62
75
93
12
186.5
62.7
18
1
0
0
0
15.7
240
70.8
12.7
5.6
130.9
43.8
15.6
1.28
194
2.6
5.8
3,340
422
10
0.023
0
0
1
1
7.33
77
34.8
22.1
90.5
1.7
0.59
0
0
2
1
1
0
0
0
70
II
1
5
1
0
0
1
1
2
15
2
131
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
8
0
null
1
0
0
1
CAP_Severe
6
0
0
0
0
0
2.362
0
0
0
0
0
1
0
0
Never
0
2
Current
PPSV23_only
0
0
0
1
0
null
0
0
0
0
1
0
0
Home_with_Services
0
0
2.1
15,984
284
64.3
Adult
Female
Hispanic
Medicare
Suburban
1
1
HAP
Bacterial
K_pneumoniae_MDR
0
0
J18.9
64,667,001
Interstitial
12.078
226
8.8
Positive
Negative
0.4
41.1
117
31
101
58
72.3
88
12
159.6
48.4
19
1
0
1
1
12.1
155
78.2
16.1
4.8
128.5
26.1
9.3
2.43
62
2.6
0.8
980
6,015
2.1
0.398
1
0
1
0
7.41
90
33.2
19.6
87.8
2.3
0.38
0
0
3
1
1
1
0
0
117
IV
4
4
1
0
0
1
0
2
7
6
240
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
0
0
null
0
0
0
0
0
1
1.595
0
0
0
0
0
0
0
0
Former
0
1
Current
Neither
0
0
0
1.8
0
null
0
0
0
0
1
0
0
SNF_or_Rehab
0
0
3.6
21,690
285
63.3
Adult
Female
White
Medicare
Urban
0
1
HAP
Bacterial
K_pneumoniae_MDR
0
0
J18.9
64,667,001
Lobar_Consolidation
2.3
238.5
18
Negative
Pneumococcal_pos
9.9
39.1
136
23
114
40
64.7
94
13
175
104.1
34
1
0
0
1
13.6
211
69.8
14.8
4.7
137.1
51
18.2
2.65
197
4.2
1.8
879
1,526
17.9
0.175
1
0
0
1
7.29
159
34.1
20.9
95
5.1
0.68
0
1
2
1
1
0
0
0
84
III
1
4
1
1
0
1
0
1
15
4
233
Mild
1
1
1
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
13
1
Azithromycin
0
0
1
0
null
0
0
0
1
0
0
0.92
0
0
0
0
0
1
0
0
Former
0
2
Never
Both
0
1
11.2
11.8
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
0
4
38,410
286
52.5
Adult
Male
Hispanic
Medicare
Urban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Patchy_Infiltrate
4.173
187.6
12.9
Negative
Pneumococcal_pos
2
39.3
86
28
113
79
90.3
88
14
157.6
99.9
40.2
1
0
1
1
12.8
221
92.8
28.1
3.3
138.4
26
9.3
1.86
131
3.2
3.9
596
10,437
7.6
0.234
1
0
0
0
7.33
66
26.6
24.3
94.2
1.2
0.32
0
0
2
1
1
0
0
0
63
II
4
6
1
1
1
2
0
1
19
4
206
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
11
0
null
0
0
0
0
null
0
0
0
1
0
1
1.173
0
0
0
1
0
0
0
1
Current
0
1
Current
Neither
0
1
2
2.4
1
5.6
1
1
0
0
1
0
0
Died
0
0
1.4
24,461
287
2.3
Pediatric
Male
Hispanic
Medicaid
Urban
0
0
CAP
Atypical
M_pneumoniae
0
0
J15.7
233,604,007
Patchy_Infiltrate
0.098
91.8
10.8
Positive
Pneumococcal_pos
1.1
40.8
111
31
125
62
83
87
11
179.1
83
25.9
1
0
1
1
14.1
229
95
19.1
5
138.3
30.2
10.8
2.39
132
3.7
3.5
866
236
110.2
0.02
1
0
0
0
7.38
40
27.8
20.8
88.3
4.2
0.39
0
0
3
1
1
1
0
0
49
I
4
6
4
0
0
0
0
2
18
6
50
Severe
0
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
0
null
0
0
1
0
null
0
0
0
1
0
1
0.036
0
0
0
0
0
0
0
0
Never
0
2
Never
Both
0
0
0
4.1
1
10.3
1
1
0
0
1
0
0
Died
0
0
2.1
17,783
288
74.8
Elderly
Male
Hispanic
Medicare
Suburban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Lobar_Consolidation
1.193
231.2
10.7
Negative
Pneumococcal_pos
2
37.6
69
24
117
81
93
89
14
160.4
71.8
27.9
0
0
1
1
12.9
300
76.3
20
3.8
132.8
26
9.3
1.81
234
3.6
2.5
1,137
1,253
85.5
0.034
1
0
1
1
7.31
40
40.2
21.1
86.9
1.6
0.33
0
1
3
1
1
0
0
1
94
IV
5
6
4
0
0
0
1
1
27
4
50
Severe
0
0
1
Critical
IMV
1
10.3
2.4
7.8
9.3
21.5
27.1
1
0
0
0
1
1
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
8
0
null
1
0
0
1
Refractory_Shock
8.6
0
0
0
0
1
0.103
1
0
0
0
0
0
0
0
Former
0
4
Current
Both
0
0
0
1
1
15
1
1
0
0
0
0
0
Died
0
0
5.7
38,627
289
73.9
Elderly
Male
Asian
Medicare
Urban
0
0
CAP
Unknown
Unknown
0
0
J18.9
233,604,007
Multilobar
0.374
86.5
18.4
Negative
Pneumococcal_pos
1.1
37.8
84
26
88
71
76.7
86
11
157.4
47.8
19.3
0
1
1
1
11.6
59
75.8
12.9
5.9
139.4
36.1
12.9
3
145
3.5
2.5
2,082
306
10.2
0.149
1
1
0
0
7.3
218
28.7
23.8
82
2.7
0.62
0
0
4
1
1
0
1
1
116
IV
8
4
0
0
0
1
1
2
16
11
351
null
0
0
0
Critical
IMV
1
10.9
7
6.3
7.9
10.4
25.4
0
0
0
0
0
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
5
0
null
0
0
1
0
null
0
0
0
0
0
1
0.073
0
0
1
0
0
0
0
0
Former
0
3
Current
Neither
0
1
1.8
5.4
0
null
0
0
1
0
1
0
0
LTAC_or_SNF
1
0
8.6
5,546
290
9.2
Pediatric
Male
Other
Medicare
Rural
0
0
CAP
Unknown
Unknown
0
0
J18.9
233,604,007
Interstitial
0.057
25.9
8.4
Negative
Pneumococcal_pos
2.1
38
89
23
105
79
87.7
88
14
160.2
99.1
38.6
0
0
1
1
14.2
311
90
13.6
6.6
139.9
19.4
6.9
1.52
187
3.2
3.9
2,405
137
4.4
0.608
1
0
0
1
7.49
67
32.5
25.8
98.4
2.6
0.47
0
0
1
1
0
0
0
0
23
I
3
8
2
1
0
1
3
1
22
1
141
Moderate
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
4
1
Azithromycin
0
1
0
1
CAP_Severe
6.4
0
0
1
0
0
0.01
0
0
0
0
0
0
0
0
Current
0
1
Current
Both
0
0
0
15.6
0
null
0
0
0
0
1
0
0
Home
0
0
6.1
32,430
291
86.7
Elderly
Male
White
Medicaid
Rural
1
0
HAP
Bacterial
A_baumannii
1
0
J18.9
64,667,001
Lobar_Consolidation
2.961
289.9
11.3
Positive
Negative
3
40.2
135
28
89
59
69
91
12
161.9
106.1
40.5
1
1
1
1
15.8
295
95
19.5
4.9
134.7
38
13.6
3.35
185
3.6
3.8
1,263
16,825
8.5
0.596
1
0
1
1
7.42
153
33.2
16.1
91.5
3.5
0.95
0
0
4
1
1
0
1
1
131
IV
8
6
3
1
0
0
0
2
21
6
161
Moderate
0
0
0
Critical
IMV_ECMO
1
5.6
6.9
6.5
9.1
17.9
24
0
1
0
0
0
0
0
HAP_Non_VAP
Piperacillin_Tazobactam
4,500
q6h
IV
7
0
Vancomycin
0
0
1
0
null
0
0
0
0
0
0
1.154
0
0
0
0
0
1
0
0
Current
1
2
Prior_Year
PPSV23_only
0
1
3.4
7.1
0
null
0
0
0
0
1
0
0
LTAC_or_SNF
0
0
4.5
63,413
292
4.8
Pediatric
Female
White
Medicaid
Urban
0
0
CAP
Atypical
M_pneumoniae
0
0
J15.7
233,604,007
Lobar_Consolidation
0.198
104.2
19.2
Positive
Negative
0.3
37.6
91
31
106
60
75.3
87
14
172.5
65.1
21.9
0
0
1
1
11.1
232
69.6
18.5
3.8
135.7
46.9
16.8
0.92
172
3.6
0.5
3,982
129
29.9
0.19
0
0
0
0
7.52
107
29.7
22.2
96.1
1.2
0.49
0
0
3
1
1
1
0
0
46
I
4
6
1
0
1
2
1
1
28
4
218
Mild
0
0
1
Critical
IMV_ECMO
1
2.8
11
5.3
5.8
14.7
19
0
1
0
0
0
0
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
10
1
Azithromycin
0
1
0
1
CAP_Severe
8.8
0
0
0
0
1
0.02
0
0
1
0
0
0
0
0
Current
0
2
Current
Both
0
1
4.2
6.9
0
null
0
0
1
0
0
0
0
LTAC_or_SNF
0
0
2.6
42,360
293
70.6
Elderly
Male
White
Medicare
Suburban
1
0
VAP
Bacterial
S_aureus_MRSA
1
1
J15.212
429,271,009
Lobar_Consolidation
61.9
87.1
16
Negative
Legionella_pos
7.6
40.2
103
40
129
64
85.7
86
9
168.8
63.2
22.2
1
0
1
1
12.2
200
82.6
5.4
15.3
131.6
51.6
18.4
3.13
168
2.8
6.1
3,988
27
99
0.124
1
0
1
0
7.36
140
38.6
18.1
86.4
3.7
0.79
0
0
4
1
1
1
0
1
125
IV
6
12
3
2
1
2
1
3
31
8
178
Moderate
0
0
1
Critical
IMV_ECMO
1
7.7
2.2
8.3
9.4
6.4
15
0
1
0
0
1
1
0
VAP_Protocol
Meropenem
2,000
q8h
IV
6
1
Azithromycin
0
0
1
0
null
0
0
0
1
0
1
19.304
0
0
0
1
0
0
0
0
Never
0
6
Current
Neither
0
1
5.4
5.7
0
null
0
0
1
1
0
0
0
LTAC_or_SNF
0
1
4.9
52,345
294
4
Pediatric
Female
White
Medicare
Urban
0
1
CAP
Atypical
M_pneumoniae
0
0
J15.7
233,604,007
Lobar_Consolidation
0.512
36.9
18.8
Negative
Negative
0.3
39.3
101
30
148
82
104
86
15
156
107.3
44.1
1
0
1
1
12
186
79.1
18.6
4.3
137.7
38
13.6
1.33
138
3.4
2.4
348
116
50.6
0.033
0
0
0
0
7.43
40
28.8
23
96.7
0.5
0.46
0
0
2
0
1
1
0
0
14
I
3
4
3
0
0
1
0
0
5
6
86
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
10
0
null
0
0
1
0
null
0
0
0
0
0
1
0.139
0
0
0
0
0
0
0
0
Never
0
1
Current
Both
0
0
0
1
0
null
0
0
0
0
0
0
0
Home_with_Services
0
0
5.5
10,580
295
65.4
Elderly
Female
White
Private
Urban
0
0
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Patchy_Infiltrate
2.457
234.6
13
Negative
Negative
0.5
40.8
106
14
124
69
87.3
90
10
167.7
65.9
23.4
1
0
1
0
12.6
192
73.1
19.5
3.7
142.7
12.7
4.5
1.45
219
3.1
4.3
100
20
53.3
0.231
0
0
0
1
7.37
142
35.2
28
95.9
3.2
0.59
0
0
2
1
0
0
0
1
86
III
3
3
0
1
0
0
0
2
15
5
240
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
6
1
Azithromycin
1
0
1
1
COVID_O2_Requiring
7.1
0
0
0
0
0
0.855
1
1
0
0
0
0
0
0
Never
0
4
Prior_Year
PCV13_only
0
0
0
1.4
0
null
0
0
0
0
0
0
0
Home_with_Services
0
0
8.5
10,037
296
56
Adult
Female
White
Medicare
Suburban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Multilobar
2.872
289.9
15.1
Negative
Negative
9.4
40.1
93
24
109
60
76.3
85
14
155.4
119.1
49.3
1
0
1
1
11.5
235
85.2
2
40
140.4
16.4
5.8
2.63
198
3.1
3.7
630
110
80.6
0.442
1
0
0
1
7.35
52
30.1
23.3
90.7
0.5
0.56
0
0
1
1
0
0
0
0
81
III
3
5
2
0
0
1
1
1
13
5
94
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
6
0
null
0
0
0
0
null
0
0
0
0
0
0
1.126
0
0
1
0
0
0
0
0
Former
0
2
Current
Both
0
0
0
5.8
0
null
0
0
0
0
1
0
0
Home
0
0
3.4
15,670
297
89.3
Elderly
Male
Black
Private
Urban
0
0
CAP
Bacterial
H_influenzae
0
0
J14
233,604,007
Interstitial
5.026
269.7
14.4
Contaminated
Negative
1.9
39
134
21
91
58
69
88
14
175.1
77.6
25.3
1
0
1
0
7.9
254
72
11.3
6.4
136.4
25.6
9.1
1.74
126
3.4
5.3
2,017
81
1.1
0.134
1
0
0
0
7.46
40
38
32.1
93.1
3
0.54
0
0
3
1
1
0
0
1
98
IV
5
10
4
1
1
1
2
1
17
5
50
Severe
1
0
0
Critical
IMV
1
30.1
10
6.5
14.2
15.3
19.4
0
0
0
0
1
1
0
CAP_ICU
Ceftriaxone
2,000
q24h
IV
12
1
Azithromycin
0
0
1
0
null
0
0
0
0
0
0
1.669
0
0
0
0
0
0
0
0
Current
0
4
Never
Neither
0
0
0
3.6
0
null
0
0
0
0
0
0
0
LTAC_or_SNF
0
1
14
10,238
298
70.5
Elderly
Male
Hispanic
Private
Urban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Lobar_Consolidation
3.022
316.2
21.1
Negative
Negative
10.3
40.1
97
25
117
73
87.7
91
13
177.1
71.5
22.8
1
0
1
1
11.5
252
74.4
17.9
4.2
139
35
12.5
0.57
110
3.5
1.7
153
364
6.5
1.012
0
0
0
0
7.47
76
33.2
23.7
89.3
3
0.33
0
0
3
1
1
0
0
1
102
IV
6
4
0
1
0
1
1
1
23
7
232
Mild
0
0
0
Severe
IMV
1
5.5
1.4
7.3
7.8
11.7
18.8
0
0
0
0
1
1
0
CAP_Inpatient_Non_ICU
Ceftriaxone
1,000
q24h
IV
10
1
Azithromycin
0
0
0
0
null
0
0
0
0
0
1
0.418
1
0
0
0
0
0
0
0
Former
0
5
Current
Neither
1
1
1.6
2.7
0
null
0
0
1
0
0
0
1
SNF_or_Rehab
0
0
6.7
55,690
299
61.7
Adult
Female
Asian
Uninsured
Urban
0
0
CAP
Bacterial
S_pneumoniae
0
0
J13
233,604,007
Patchy_Infiltrate
3.821
223.4
19.5
Negative
Negative
0.8
39
97
11
105
68
80.3
98
11
167.7
81
28.8
1
0
0
0
14.5
263
77
6.5
11.9
133.6
13.8
4.9
1.36
117
4.4
1.2
270
11
30.7
0.036
0
0
1
0
7.47
64
37.9
23.3
97.7
3.6
0.21
0
0
1
1
0
0
0
0
91
IV
1
6
1
1
0
2
0
2
25
3
304
null
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
0
null
0
0
1
0
null
0
0
0
0
0
1
1.307
0
0
0
0
0
0
0
0
Never
0
3
Current
Neither
0
1
3.8
9.3
0
null
0
0
1
0
0
1
0
LTAC_or_SNF
0
1
3.2
100,902
300
82.9
Elderly
Female
White
Medicare
Urban
0
0
HAP
Bacterial
Enterobacter_spp
0
1
J18.9
64,667,001
Lobar_Consolidation
0.065
196
20.8
Contaminated
Pneumococcal_pos
2.4
38.7
99
17
137
68
91
91
12
171
71.5
24.5
1
0
1
0
10
250
66.3
3.4
19.4
138.9
21.6
7.7
2.29
199
2.5
3.9
662
2,675
13.3
0.226
1
0
0
1
7.32
97
42.1
21.9
93.5
6.1
0.58
0
1
3
1
1
0
0
1
114
IV
5
4
1
0
0
1
0
2
11
6
168
Moderate
0
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
6
1
Azithromycin
0
0
0
1
COVID_O2_Requiring
7.2
0
0
1
0
1
0.015
0
0
0
0
0
0
0
0
Former
0
5
Never
Neither
0
0
0
1
0
null
0
0
1
0
0
0
0
SNF_or_Rehab
0
0
7.6
7,489