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Project: Readmissions Reduction
1
2
3
4
5
6
7
Upload Method
File Upload
File Select
Primary key
Aggregation
Target
Variable Selection
Prescriptions
Step 5: Aggregation
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Tutorials
Based on the earlier steps, below is the sample of the aggregated data.
encounter_id
patient_nbr
race
gender
age
weight
admission_type_id
discharge_disposition_id
admission_source_id
time_in_hospital
payer_code
medical_specialty
num_lab_procedures
num_procedures
num_medications
number_outpatient
number_emergency
number_inpatient
diag_1
diag_2
diag_3
number_diagnoses
max_glu_serum
A1Cresult
metformin
repaglinide
nateglinide
chlorpropamide
glimepiride
acetohexamide
glipizide
glyburide
tolbutamide
pioglitazone
rosiglitazone
acarbose
miglitol
troglitazone
tolazamide
examide
citoglipton
insulin
glyburide-metformin
glipizide-metformin
glimepiride-pioglitazone
metformin-rosiglitazone
metformin-pioglitazone
change
diabetesMed
readmitted
2278392
8222157
Caucasian
Female
[0-10)
?
6
25
1
1
?
Pediatrics-Endocrinology
41
0
1
0
0
0
250.83
?
?
1
None
None
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
NO
No
No
NO
No
No
NO
149190
55629189
Caucasian
Female
[10-20)
?
1
1
7
3
?
?
59
0
18
0
0
0
276.0
250.01
255
9
nan
nan
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Up
No
No
No
No
No
No
Ch
Yes
Yes
64410
86047875
AfricanAmerican
Female
[20-30)
?
1
1
7
2
?
?
11
5
13
2
0
1
648.0
250
V27
6
nan
nan
No
No
No
No
No
No
Steady
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
NO
500364
82442376
Caucasian
Male
[30-40)
?
1
1
7
2
?
?
44
1
16
0
0
0
8.0
250.43
403
7
nan
nan
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Up
No
No
No
No
No
Ch
Yes
NO
16680
42519267
Caucasian
Male
[40-50)
?
1
1
7
1
?
?
51
0
8
0
0
0
197.0
157
250
5
nan
nan
No
No
No
No
No
No
Steady
No
No
No
No
No
No
No
No
No
No
Steady
No
No
No
No
No
Ch
Yes
NO
35754
82637451
Caucasian
Male
[50-60)
?
2
1
2
3
?
?
31
6
16
0
0
0
414.0
411
250
9
nan
nan
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Steady
No
No
No
No
No
No
Yes
55842
84259809
Caucasian
Male
[60-70)
?
3
1
2
4
?
?
70
1
21
0
0
0
414.0
411
V45
7
nan
nan
Steady
No
No
No
Steady
No
No
No
No
No
No
No
No
No
No
No
No
Steady
No
No
No
No
No
Ch
Yes
NO
63768
114882984
Caucasian
Male
[70-80)
?
1
1
7
5
?
?
73
0
12
0
0
0
428.0
492
250
8
nan
nan
No
No
No
No
No
No
No
Steady
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Yes
12522
48330783
Caucasian
Female
[80-90)
?
2
1
4
13
?
?
68
2
28
0
0
0
398.0
427
38
8
nan
nan
No
No
No
No
No
No
Steady
No
No
No
No
No
No
No
No
No
No
Steady
No
No
No
No
No
Ch
Yes
NO
15738
63555939
Caucasian
Female
[90-100)
?
3
3
4
12
?
InternalMedicine
33
3
18
0
0
0
434.0
198
486
8
nan
nan
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
No
Steady
No
No
No
No
No
No
Does the above snapshot and summary represent your data?
Yes
No
Submit