Overview

Dataset statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Number of variables	36	36
Number of observations	86780	12560
Missing cells	131401	20212
Missing cells (%)	4.2%	4.5%
Total size in memory	15.2 MiB	2.2 MiB
Average record size in memory	184.0 B	184.3 B

Variable types

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Categorical	16	16
Text	7	7
Numeric	13	13

Alerts

Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
`Readmitted within 30 Days_Value` has constant value "0"	`Readmitted within 30 Days_Value` has constant value "1"	Constant
`A1Cresult` is highly imbalanced (53.9%)	`A1Cresult` is highly imbalanced (58.1%)	Imbalance
`admission_type_id` is highly imbalanced (50.5%)	Alert not present in this dataset	Imbalance
`metformin` is highly imbalanced (58.6%)	`metformin` is highly imbalanced (62.5%)	Imbalance
`race` is highly imbalanced (55.5%)	`race` is highly imbalanced (57.9%)	Imbalance
`Race` is highly imbalanced (55.5%)	`Race` is highly imbalanced (57.9%)	Imbalance
`A1C` is highly imbalanced (53.9%)	`A1C` is highly imbalanced (58.1%)	Imbalance
`Taking Metformin` is highly imbalanced (58.6%)	`Taking Metformin` is highly imbalanced (62.5%)	Imbalance
`CaseManager_Feedback_30day_30_80_Threshold_Clarity` has 19329 (22.3%) missing values	`CaseManager_Feedback_30day_30_80_Threshold_Clarity` has 3081 (24.5%) missing values	Missing
`CaseManager_Feedback_30day_30_80_Threshold_Effectiveness` has 32053 (36.9%) missing values	`CaseManager_Feedback_30day_30_80_Threshold_Effectiveness` has 5201 (41.4%) missing values	Missing
`CaseManager_Feedback_30day_30_80_Threshold_Impact` has 32565 (37.5%) missing values	`CaseManager_Feedback_30day_30_80_Threshold_Impact` has 4994 (39.8%) missing values	Missing
`PatientSatisfaction_ReadmissionFollowup` has 47454 (54.7%) missing values	`PatientSatisfaction_ReadmissionFollowup` has 6936 (55.2%) missing values	Missing
`ExpectedHospitalStay` has unique values	Alert not present in this dataset	Unique
`RiskLongStay` has unique values	`RiskLongStay` has unique values	Unique
`num_procedures` has 39941 (46.0%) zeros	`num_procedures` has 5738 (45.7%) zeros	Zeros
`Readmitted within 30 Days_Value` has 86780 (100.0%) zeros	Alert not present in this dataset	Zeros
`Readmitted (Any)_Value` has 52524 (60.5%) zeros	Alert not present in this dataset	Zeros
`Long Hospital Stay (>7 days)_Value` has 74296 (85.6%) zeros	`Long Hospital Stay (>7 days)_Value` has 10333 (82.3%) zeros	Zeros
`Taking Metformin_Value` has 68551 (79.0%) zeros	`Taking Metformin_Value` has 10307 (82.1%) zeros	Zeros
Alert not present in this dataset	`Readmitted (Any)_Value` has constant value "1"	Constant
Alert not present in this dataset	`Risk30DayReadmission` has unique values	Unique
Alert not present in this dataset	`RiskAnyReadmission` has unique values	Unique

Reproduction

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Analysis started	2025-12-01 21:51:59.488862	2025-12-01 21:52:00.120714
Analysis finished	2025-12-01 21:52:00.117674	2025-12-01 21:52:00.335717
Duration	0.63 seconds	0.22 seconds
Software version	ydata-profiling vv4.18.0	ydata-profiling vv4.18.0
Download configuration	config.json	config.json

A1Cresult
Categorical

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	4	4
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	762.9 KiB	110.6 KiB

None	71835
>8	7216
Norm	4390
>7	3339

None	10671
>8	921
Norm	532
>7	436

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	None	Norm
2nd row	None	None
3rd row	Norm	>8
4th row	>7	None
5th row	None	None

Common Values

Value	Count	Frequency (%)
None	71835	82.8%
>8	7216	8.3%
Norm	4390	5.1%
>7	3339	3.8%

Value	Count	Frequency (%)
None	10671	85.0%
>8	921	7.3%
Norm	532	4.2%
>7	436	3.5%

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

CaseManager_Feedback_30day_30_80_Threshold_Clarity
['Text', 'Text']

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	5	5
Distinct (%)	< 0.1%	0.1%
Missing	19329	3081
Missing (%)	22.3%	24.5%
Memory size	1.3 MiB	196.2 KiB

Length

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Max length	9	9
Median length	7	7
Mean length	6.5	6.5
Min length	4	4

Characters and Unicode

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Total characters	438254	62032
Distinct characters	18	18
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Very Poor	Good
2nd row	Neutral	Neutral
3rd row	Poor	Excellent
4th row	Neutral	Excellent
5th row	Poor	Excellent

Value	Count	Frequency (%)
good	21919	29.7%
excellent	19508	26.4%
poor	13174	17.8%
neutral	12850	17.4%
very	6472	8.8%

Value	Count	Frequency (%)
good	3033	29.3%
excellent	2909	28.1%
poor	1785	17.3%
neutral	1752	16.9%
very	863	8.3%

Most occurring characters

Value	Count	Frequency (%)
o	70186	16.0%
e	58338	13.3%
l	51866	11.8%
r	32496	7.4%
t	32358	7.4%
Other values (13)	193010	44.0%

Value	Count	Frequency (%)
o	9636	15.5%
e	8433	13.6%
l	7570	12.2%
t	4661	7.5%
r	4400	7.1%
Other values (13)	27332	44.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	438254	100.0%

Value	Count	Frequency (%)
(unknown)	62032	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	70186	16.0%
e	58338	13.3%
l	51866	11.8%
r	32496	7.4%
t	32358	7.4%
Other values (13)	193010	44.0%

Value	Count	Frequency (%)
o	9636	15.5%
e	8433	13.6%
l	7570	12.2%
t	4661	7.5%
r	4400	7.1%
Other values (13)	27332	44.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	438254	100.0%

Value	Count	Frequency (%)
(unknown)	62032	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	70186	16.0%
e	58338	13.3%
l	51866	11.8%
r	32496	7.4%
t	32358	7.4%
Other values (13)	193010	44.0%

Value	Count	Frequency (%)
o	9636	15.5%
e	8433	13.6%
l	7570	12.2%
t	4661	7.5%
r	4400	7.1%
Other values (13)	27332	44.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	438254	100.0%

Value	Count	Frequency (%)
(unknown)	62032	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	70186	16.0%
e	58338	13.3%
l	51866	11.8%
r	32496	7.4%
t	32358	7.4%
Other values (13)	193010	44.0%

Value	Count	Frequency (%)
o	9636	15.5%
e	8433	13.6%
l	7570	12.2%
t	4661	7.5%
r	4400	7.1%
Other values (13)	27332	44.1%

CaseManager_Feedback_30day_30_80_Threshold_Effectiveness
['Text', 'Text']

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	5	5
Distinct (%)	< 0.1%	0.1%
Missing	32053	5201
Missing (%)	36.9%	41.4%
Memory size	1.3 MiB	196.2 KiB

Length

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Max length	9	9
Median length	7	7
Mean length	6.5	6.5
Min length	4	4

Characters and Unicode

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Total characters	356388	47985
Distinct characters	18	18
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Good	Good
2nd row	Excellent	Excellent
3rd row	Neutral	Poor
4th row	Excellent	Poor
5th row	Good	Neutral

Value	Count	Frequency (%)
good	17444	29.1%
excellent	15712	26.2%
poor	10796	18.0%
neutral	10775	17.9%
very	5319	8.9%

Value	Count	Frequency (%)
good	2363	29.4%
excellent	2119	26.3%
neutral	1503	18.7%
poor	1374	17.1%
very	689	8.6%

Most occurring characters

Value	Count	Frequency (%)
o	56480	15.8%
e	47518	13.3%
l	42199	11.8%
r	26890	7.5%
t	26487	7.4%
Other values (13)	156814	44.0%

Value	Count	Frequency (%)
o	7474	15.6%
e	6430	13.4%
l	5741	12.0%
t	3622	7.5%
r	3566	7.4%
Other values (13)	21152	44.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	356388	100.0%

Value	Count	Frequency (%)
(unknown)	47985	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	56480	15.8%
e	47518	13.3%
l	42199	11.8%
r	26890	7.5%
t	26487	7.4%
Other values (13)	156814	44.0%

Value	Count	Frequency (%)
o	7474	15.6%
e	6430	13.4%
l	5741	12.0%
t	3622	7.5%
r	3566	7.4%
Other values (13)	21152	44.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	356388	100.0%

Value	Count	Frequency (%)
(unknown)	47985	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	56480	15.8%
e	47518	13.3%
l	42199	11.8%
r	26890	7.5%
t	26487	7.4%
Other values (13)	156814	44.0%

Value	Count	Frequency (%)
o	7474	15.6%
e	6430	13.4%
l	5741	12.0%
t	3622	7.5%
r	3566	7.4%
Other values (13)	21152	44.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	356388	100.0%

Value	Count	Frequency (%)
(unknown)	47985	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	56480	15.8%
e	47518	13.3%
l	42199	11.8%
r	26890	7.5%
t	26487	7.4%
Other values (13)	156814	44.0%

Value	Count	Frequency (%)
o	7474	15.6%
e	6430	13.4%
l	5741	12.0%
t	3622	7.5%
r	3566	7.4%
Other values (13)	21152	44.1%

CaseManager_Feedback_30day_30_80_Threshold_Impact
['Text', 'Text']

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	5	5
Distinct (%)	< 0.1%	0.1%
Missing	32565	4994
Missing (%)	37.5%	39.8%
Memory size	1.3 MiB	196.2 KiB

Length

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Max length	9	9
Median length	7	7
Mean length	6.5	6.5
Min length	4	4

Characters and Unicode

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Total characters	352733	49489
Distinct characters	18	18
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Excellent	Very Poor
2nd row	Neutral	Good
3rd row	Good	Neutral
4th row	Good	Good
5th row	Very Poor	Neutral

Value	Count	Frequency (%)
good	17386	29.2%
excellent	15443	25.9%
poor	10765	18.1%
neutral	10621	17.8%
very	5359	9.0%

Value	Count	Frequency (%)
good	2429	29.5%
excellent	2337	28.4%
neutral	1420	17.3%
poor	1380	16.8%
very	656	8.0%

Most occurring characters

Value	Count	Frequency (%)
o	56302	16.0%
e	46866	13.3%
l	41507	11.8%
r	26745	7.6%
t	26064	7.4%
Other values (13)	155249	44.0%

Value	Count	Frequency (%)
o	7618	15.4%
e	6750	13.6%
l	6094	12.3%
t	3757	7.6%
r	3456	7.0%
Other values (13)	21814	44.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	352733	100.0%

Value	Count	Frequency (%)
(unknown)	49489	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	56302	16.0%
e	46866	13.3%
l	41507	11.8%
r	26745	7.6%
t	26064	7.4%
Other values (13)	155249	44.0%

Value	Count	Frequency (%)
o	7618	15.4%
e	6750	13.6%
l	6094	12.3%
t	3757	7.6%
r	3456	7.0%
Other values (13)	21814	44.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	352733	100.0%

Value	Count	Frequency (%)
(unknown)	49489	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	56302	16.0%
e	46866	13.3%
l	41507	11.8%
r	26745	7.6%
t	26064	7.4%
Other values (13)	155249	44.0%

Value	Count	Frequency (%)
o	7618	15.4%
e	6750	13.6%
l	6094	12.3%
t	3757	7.6%
r	3456	7.0%
Other values (13)	21814	44.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	352733	100.0%

Value	Count	Frequency (%)
(unknown)	49489	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	56302	16.0%
e	46866	13.3%
l	41507	11.8%
r	26745	7.6%
t	26064	7.4%
Other values (13)	155249	44.0%

Value	Count	Frequency (%)
o	7618	15.4%
e	6750	13.6%
l	6094	12.3%
t	3757	7.6%
r	3456	7.0%
Other values (13)	21814	44.1%

ExpectedHospitalStay
Real number (ℝ)

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	86780	12559
Distinct (%)	100.0%	> 99.9%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	4.3	4.7

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0.57	0.65
Maximum	13	13
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	1.3 MiB	196.2 KiB

Quantile statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0.57	0.65
5-th percentile	1.9	2.1
Q1	2.9	3.3
median	3.9	4.4
Q3	5.4	5.8
95-th percentile	8.2	8.7
Maximum	13	13
Range	13	13
Interquartile range (IQR)	2.5	2.6

Descriptive statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Standard deviation	1.9	2
Coefficient of variation (CV)	0.45	0.42
Kurtosis	0.58	0.38
Mean	4.3	4.7
Median Absolute Deviation (MAD)	1.2	1.3
Skewness	0.94	0.83
Sum	3.8 × 10⁵	6 × 10⁴
Variance	3.7	4
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.420619688	1	< 0.1%
4.763534919	1	< 0.1%
8.115594774	1	< 0.1%
10.85427821	1	< 0.1%
9.927572069	1	< 0.1%
Other values (86775)	86775	> 99.9%

Value	Count	Frequency (%)
1.686407099	2	< 0.1%
3.721611804	1	< 0.1%
3.993955621	1	< 0.1%
3.334004903	1	< 0.1%
3.464121649	1	< 0.1%
Other values (12554)	12554	> 99.9%

Value	Count	Frequency (%)
0.5665617094	1	< 0.1%
0.638833411	1	< 0.1%
0.7074318727	1	< 0.1%
0.7082886994	1	< 0.1%
0.716562232	1	< 0.1%

Value	Count	Frequency (%)
0.6524052199	1	< 0.1%
0.7540591312	1	< 0.1%
0.8229284832	1	< 0.1%
0.8266769318	1	< 0.1%
0.8597659258	1	< 0.1%

Value	Count	Frequency (%)
0.6524052199	1	< 0.1%
0.7540591312	1	< 0.1%
0.8229284832	1	< 0.1%
0.8266769318	1	< 0.1%
0.8597659258	1	< 0.1%

Value	Count	Frequency (%)
0.5665617094	1	< 0.1%
0.638833411	1	< 0.1%
0.7074318727	1	< 0.1%
0.7082886994	1	< 0.1%
0.716562232	1	< 0.1%

PatientSatisfaction_ReadmissionFollowup
['Text', 'Text']

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	5	5
Distinct (%)	< 0.1%	0.1%
Missing	47454	6936
Missing (%)	54.7%	55.2%
Memory size	1.3 MiB	196.2 KiB

Length

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Max length	9	9
Median length	7	7
Mean length	6.5	6.5
Min length	4	4

Characters and Unicode

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Total characters	255660	36579
Distinct characters	18	18
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Neutral	Good
2nd row	Excellent	Poor
3rd row	Good	Excellent
4th row	Very Poor	Poor
5th row	Neutral	Very Poor

Value	Count	Frequency (%)
poor	10265	23.3%
good	10235	23.2%
neutral	9822	22.3%
excellent	9004	20.4%
very	4774	10.8%

Value	Count	Frequency (%)
neutral	1506	23.9%
poor	1442	22.9%
good	1428	22.7%
excellent	1248	19.8%
very	665	10.6%

Most occurring characters

Value	Count	Frequency (%)
o	41000	16.0%
e	32604	12.8%
l	27830	10.9%
r	24861	9.7%
t	18826	7.4%
Other values (13)	110539	43.2%

Value	Count	Frequency (%)
o	5740	15.7%
e	4667	12.8%
l	4002	10.9%
r	3613	9.9%
t	2754	7.5%
Other values (13)	15803	43.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	255660	100.0%

Value	Count	Frequency (%)
(unknown)	36579	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	41000	16.0%
e	32604	12.8%
l	27830	10.9%
r	24861	9.7%
t	18826	7.4%
Other values (13)	110539	43.2%

Value	Count	Frequency (%)
o	5740	15.7%
e	4667	12.8%
l	4002	10.9%
r	3613	9.9%
t	2754	7.5%
Other values (13)	15803	43.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	255660	100.0%

Value	Count	Frequency (%)
(unknown)	36579	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	41000	16.0%
e	32604	12.8%
l	27830	10.9%
r	24861	9.7%
t	18826	7.4%
Other values (13)	110539	43.2%

Value	Count	Frequency (%)
o	5740	15.7%
e	4667	12.8%
l	4002	10.9%
r	3613	9.9%
t	2754	7.5%
Other values (13)	15803	43.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	255660	100.0%

Value	Count	Frequency (%)
(unknown)	36579	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	41000	16.0%
e	32604	12.8%
l	27830	10.9%
r	24861	9.7%
t	18826	7.4%
Other values (13)	110539	43.2%

Value	Count	Frequency (%)
o	5740	15.7%
e	4667	12.8%
l	4002	10.9%
r	3613	9.9%
t	2754	7.5%
Other values (13)	15803	43.2%

Risk30DayReadmission
Real number (ℝ)

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	86723	12560
Distinct (%)	99.9%	100.0%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	0.1	0.18

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0.016	0.021
Maximum	0.62	0.82
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	1.3 MiB	196.2 KiB

Quantile statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0.016	0.021
5-th percentile	0.04	0.061
Q1	0.064	0.1
median	0.089	0.15
Q3	0.13	0.22
95-th percentile	0.22	0.39
Maximum	0.62	0.82
Range	0.6	0.8
Interquartile range (IQR)	0.067	0.12

Descriptive statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Standard deviation	0.059	0.11
Coefficient of variation (CV)	0.57	0.6
Kurtosis	5.2	3
Mean	0.1	0.18
Median Absolute Deviation (MAD)	0.031	0.059
Skewness	1.8	1.5
Sum	9.1 × 10³	2.2 × 10³
Variance	0.0035	0.011
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02352751151	6	< 0.1%
0.02252679675	4	< 0.1%
0.02196621592	3	< 0.1%
0.02103047878	3	< 0.1%
0.07953060927	3	< 0.1%
Other values (86718)	86761	> 99.9%

Value	Count	Frequency (%)
0.2119145713	1	< 0.1%
0.1006231075	1	< 0.1%
0.1533884974	1	< 0.1%
0.0894678623	1	< 0.1%
0.1542681982	1	< 0.1%
Other values (12555)	12555	> 99.9%

Value	Count	Frequency (%)
0.01552467463	1	< 0.1%
0.01571290072	1	< 0.1%
0.01635416876	1	< 0.1%
0.0172317391	1	< 0.1%
0.01735979561	1	< 0.1%

Value	Count	Frequency (%)
0.02060570634	1	< 0.1%
0.02327314367	1	< 0.1%
0.02515421191	1	< 0.1%
0.02568144655	1	< 0.1%
0.02611083874	1	< 0.1%

Value	Count	Frequency (%)
0.02060570634	1	< 0.1%
0.02327314367	1	< 0.1%
0.02515421191	1	< 0.1%
0.02568144655	1	< 0.1%
0.02611083874	1	< 0.1%

Value	Count	Frequency (%)
0.01552467463	1	< 0.1%
0.01571290072	1	< 0.1%
0.01635416876	1	< 0.1%
0.0172317391	1	< 0.1%
0.01735979561	1	< 0.1%

Risk30DayReadmissionPercentile
Real number (ℝ)

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	61	77
Distinct (%)	0.1%	0.6%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	10	17

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	1	2
Maximum	61	82
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	1.3 MiB	196.2 KiB

Quantile statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	1	2
5-th percentile	4	6
Q1	6	9
median	8	15
Q3	13	22
95-th percentile	21	38
Maximum	61	82
Range	60	80
Interquartile range (IQR)	7	13

Descriptive statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Standard deviation	5.9	11
Coefficient of variation (CV)	0.6	0.61
Kurtosis	5.1	3
Mean	10	17
Median Absolute Deviation (MAD)	3	6
Skewness	1.8	1.5
Sum	8.7 × 10⁵	2.2 × 10⁵
Variance	35	1.1 × 10²
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	9051	10.4%
7	8533	9.8%
5	8109	9.3%
8	7734	8.9%
9	6600	7.6%
Other values (56)	46753	53.9%

Value	Count	Frequency (%)
8	710	5.7%
9	701	5.6%
10	647	5.2%
11	622	5.0%
7	621	4.9%
Other values (72)	9259	73.7%

Value	Count	Frequency (%)
1	47	0.1%
2	1037	1.2%
3	3202	3.7%
4	6078	7.0%
5	8109	9.3%

Value	Count	Frequency (%)
2	10	0.1%
3	55	0.4%
4	174	1.4%
5	331	2.6%
6	542	4.3%

Value	Count	Frequency (%)
2	10	< 0.1%
3	55	0.1%
4	174	0.2%
5	331	0.4%
6	542	0.6%

Value	Count	Frequency (%)
1	47	0.4%
2	1037	8.3%
3	3202	25.5%
4	6078	48.4%
5	8109	64.6%

RiskAnyReadmission
Real number (ℝ)

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	86777	12560
Distinct (%)	> 99.9%	100.0%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	0.46	0.56

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0.043	0.081
Maximum	0.97	0.97
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	1.3 MiB	196.2 KiB

Quantile statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0.043	0.081
5-th percentile	0.17	0.25
Q1	0.31	0.42
median	0.45	0.58
Q3	0.6	0.7
95-th percentile	0.76	0.85
Maximum	0.97	0.97
Range	0.93	0.89
Interquartile range (IQR)	0.29	0.28

Descriptive statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Standard deviation	0.18	0.18
Coefficient of variation (CV)	0.4	0.33
Kurtosis	-0.81	-0.73
Mean	0.46	0.56
Median Absolute Deviation (MAD)	0.14	0.14
Skewness	0.14	-0.13
Sum	4 × 10⁴	7 × 10³
Variance	0.034	0.033
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5472644277	2	< 0.1%
0.6361343963	2	< 0.1%
0.6885446923	2	< 0.1%
0.3366207831	1	< 0.1%
0.4769417325	1	< 0.1%
Other values (86772)	86772	> 99.9%

Value	Count	Frequency (%)
0.570423673	1	< 0.1%
0.4042046801	1	< 0.1%
0.5271405925	1	< 0.1%
0.4689814748	1	< 0.1%
0.3400179244	1	< 0.1%
Other values (12555)	12555	> 99.9%

Value	Count	Frequency (%)
0.04291416072	1	< 0.1%
0.04718846563	1	< 0.1%
0.05053059496	1	< 0.1%
0.05342341633	1	< 0.1%
0.05499731173	1	< 0.1%

Value	Count	Frequency (%)
0.08102407179	1	< 0.1%
0.09685097524	1	< 0.1%
0.09701770637	1	< 0.1%
0.1050570216	1	< 0.1%
0.1062092769	1	< 0.1%

Value	Count	Frequency (%)
0.08102407179	1	< 0.1%
0.09685097524	1	< 0.1%
0.09701770637	1	< 0.1%
0.1050570216	1	< 0.1%
0.1062092769	1	< 0.1%

Value	Count	Frequency (%)
0.04291416072	1	< 0.1%
0.04718846563	1	< 0.1%
0.05053059496	1	< 0.1%
0.05342341633	1	< 0.1%
0.05499731173	1	< 0.1%

RiskLongStay
Real number (ℝ)

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	86780	12560
Distinct (%)	100.0%	100.0%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	0.14	0.18

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0.0025	0.0029
Maximum	0.95	0.94
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	1.3 MiB	196.2 KiB

Quantile statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0.0025	0.0029
5-th percentile	0.0091	0.012
Q1	0.024	0.035
median	0.063	0.091
Q3	0.18	0.25
95-th percentile	0.59	0.65
Maximum	0.95	0.94
Range	0.95	0.94
Interquartile range (IQR)	0.16	0.21

Descriptive statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Standard deviation	0.18	0.2
Coefficient of variation (CV)	1.3	1.1
Kurtosis	3.3	1.9
Mean	0.14	0.18
Median Absolute Deviation (MAD)	0.048	0.069
Skewness	1.9	1.6
Sum	1.2 × 10⁴	2.2 × 10³
Variance	0.034	0.041
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4274272409	1	< 0.1%
0.09772362189	1	< 0.1%
0.5460384023	1	< 0.1%
0.8455293686	1	< 0.1%
0.7900693262	1	< 0.1%
Other values (86775)	86775	> 99.9%

Value	Count	Frequency (%)
0.532412343	1	< 0.1%
0.6423266598	1	< 0.1%
0.9131046612	1	< 0.1%
0.7769863369	1	< 0.1%
0.883369527	1	< 0.1%
Other values (12555)	12555	> 99.9%

Value	Count	Frequency (%)
0.002549197336	1	< 0.1%
0.002564021901	1	< 0.1%
0.002569616157	1	< 0.1%
0.002762570192	1	< 0.1%
0.00285376883	1	< 0.1%

Value	Count	Frequency (%)
0.002859753052	1	< 0.1%
0.002886977552	1	< 0.1%
0.002988864202	1	< 0.1%
0.003378800983	1	< 0.1%
0.003394517753	1	< 0.1%

Value	Count	Frequency (%)
0.002859753052	1	< 0.1%
0.002886977552	1	< 0.1%
0.002988864202	1	< 0.1%
0.003378800983	1	< 0.1%
0.003394517753	1	< 0.1%

Value	Count	Frequency (%)
0.002549197336	1	< 0.1%
0.002564021901	1	< 0.1%
0.002569616157	1	< 0.1%
0.002762570192	1	< 0.1%
0.00285376883	1	< 0.1%

admission_type_id
Categorical

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	5	4
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	762.9 KiB	110.6 KiB

Emergency	61342
Elective	16518
Unknown	8893
Trauma Center	18
New Born	9

Emergency	9159
Elective	2149
Unknown	1251
New Born	1

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	1 ?
Unique (%)	0.0%	< 0.1%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Elective	Emergency
2nd row	Unknown	Unknown
3rd row	Unknown	Emergency
4th row	Unknown	Emergency
5th row	Unknown	Emergency

Common Values

Value	Count	Frequency (%)
Emergency	61342	70.7%
Elective	16518	19.0%
Unknown	8893	10.2%
Trauma Center	18	< 0.1%
New Born	9	< 0.1%

Value	Count	Frequency (%)
Emergency	9159	72.9%
Elective	2149	17.1%
Unknown	1251	10.0%
New Born	1	< 0.1%

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

age
Categorical

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	5	5
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	762.9 KiB	110.6 KiB

70+	38369
[50-70)	34453
[20-50)	13160
[10-20)	642
[0-10)	156

70+	5983
[50-70)	4665
[20-50)	1860
[10-20)	48
[0-10)	4

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	70+	70+
2nd row	[20-50)	70+
3rd row	70+	70+
4th row	70+	[50-70)
5th row	70+	70+

Common Values

Value	Count	Frequency (%)
70+	38369	44.2%
[50-70)	34453	39.7%
[20-50)	13160	15.2%
[10-20)	642	0.7%
[0-10)	156	0.2%

Value	Count	Frequency (%)
70+	5983	47.6%
[50-70)	4665	37.1%
[20-50)	1860	14.8%
[10-20)	48	0.4%
[0-10)	4	< 0.1%

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

department
['Text', 'Text']

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	9	9
Distinct (%)	< 0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	1.3 MiB	196.2 KiB

Length

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Max length	20	20
Median length	18	18
Mean length	12	12
Min length	8	8

Characters and Unicode

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Total characters	1061141	153398
Distinct characters	28	28
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Nephrology	Geriatrics
2nd row	Pharmacy	Pharmacy
3rd row	Endocrinology	Podiatry
4th row	Internal Medicine	Endocrinology
5th row	Podiatry	Pharmacy

Value	Count	Frequency (%)
endocrinology	20601	19.1%
cardiology	14006	13.0%
pharmacy	12480	11.6%
internal	11478	10.6%
medicine	11478	10.6%
geriatrics	8154	7.6%
podiatry	5406	5.0%
emergency	5282	4.9%
department	5282	4.9%
nephrology	5105	4.7%
Other values (2)	8536	7.9%

Value	Count	Frequency (%)
endocrinology	2965	19.0%
cardiology	1997	12.8%
pharmacy	1839	11.8%
internal	1651	10.6%
medicine	1651	10.6%
geriatrics	1163	7.5%
podiatry	785	5.0%
nephrology	768	4.9%
emergency	729	4.7%
department	729	4.7%
Other values (2)	1326	8.5%

Most occurring characters

Value	Count	Frequency (%)
o	109699	10.3%
r	104484	9.8%
i	92081	8.7%
n	90468	8.5%
e	77357	7.3%
Other values (23)	587052	55.3%

Value	Count	Frequency (%)
o	15873	10.3%
r	15115	9.9%
i	13364	8.7%
n	13004	8.5%
e	11126	7.3%
Other values (23)	84916	55.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1061141	100.0%

Value	Count	Frequency (%)
(unknown)	153398	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	109699	10.3%
r	104484	9.8%
i	92081	8.7%
n	90468	8.5%
e	77357	7.3%
Other values (23)	587052	55.3%

Value	Count	Frequency (%)
o	15873	10.3%
r	15115	9.9%
i	13364	8.7%
n	13004	8.5%
e	11126	7.3%
Other values (23)	84916	55.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1061141	100.0%

Value	Count	Frequency (%)
(unknown)	153398	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	109699	10.3%
r	104484	9.8%
i	92081	8.7%
n	90468	8.5%
e	77357	7.3%
Other values (23)	587052	55.3%

Value	Count	Frequency (%)
o	15873	10.3%
r	15115	9.9%
i	13364	8.7%
n	13004	8.5%
e	11126	7.3%
Other values (23)	84916	55.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1061141	100.0%

Value	Count	Frequency (%)
(unknown)	153398	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	109699	10.3%
r	104484	9.8%
i	92081	8.7%
n	90468	8.5%
e	77357	7.3%
Other values (23)	587052	55.3%

Value	Count	Frequency (%)
o	15873	10.3%
r	15115	9.9%
i	13364	8.7%
n	13004	8.5%
e	11126	7.3%
Other values (23)	84916	55.4%

gender
Categorical

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	2	2
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	762.8 KiB	110.5 KiB

Female	46603
Male	40177

Female	6851
Male	5709

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Female	Male
2nd row	Male	Female
3rd row	Female	Male
4th row	Female	Female
5th row	Female	Male

Common Values

Value	Count	Frequency (%)
Female	46603	53.7%
Male	40177	46.3%

Value	Count	Frequency (%)
Female	6851	54.5%
Male	5709	45.5%

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

insulin
Categorical

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	4	4
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	762.9 KiB	110.6 KiB

No	41084
Steady	26289
Down	10049
Up	9358

No	5292
Steady	3780
Down	1859
Up	1629

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Down	Up
2nd row	No	Steady
3rd row	No	Down
4th row	Up	Steady
5th row	Down	Steady

Common Values

Value	Count	Frequency (%)
No	41084	47.3%
Steady	26289	30.3%
Down	10049	11.6%
Up	9358	10.8%

Value	Count	Frequency (%)
No	5292	42.1%
Steady	3780	30.1%
Down	1859	14.8%
Up	1629	13.0%

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

location
['Text', 'Text']

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	5	5
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	1.3 MiB	196.2 KiB

Length

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Max length	28	28
Median length	25	25
Mean length	22	22
Min length	18	18

Characters and Unicode

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Total characters	1890396	274115
Distinct characters	29	29
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Urban Medical Center	Urban Medical Center
2nd row	Regional Health System	Specialty Diabetes Institute
3rd row	Specialty Diabetes Institute	Regional Health System
4th row	Community Hospital	Regional Health System
5th row	Regional Health System	Specialty Diabetes Institute

Value	Count	Frequency (%)
medical	34722	14.3%
urban	26012	10.7%
center	26012	10.7%
regional	21588	8.9%
health	21588	8.9%
system	21588	8.9%
community	17569	7.2%
hospital	17569	7.2%
specialty	12901	5.3%
diabetes	12901	5.3%
Other values (3)	30321	12.5%

Value	Count	Frequency (%)
medical	5000	14.2%
urban	3739	10.6%
center	3739	10.6%
regional	3165	9.0%
health	3165	9.0%
system	3165	9.0%
community	2488	7.1%
hospital	2488	7.1%
specialty	1907	5.4%
diabetes	1907	5.4%
Other values (3)	4429	12.6%

Most occurring characters

Value	Count	Frequency (%)
e	220534	11.7%
t	186251	9.9%
a	164701	8.7%
	155991	8.3%
i	147571	7.8%
Other values (24)	1015348	53.7%

Value	Count	Frequency (%)
e	32123	11.7%
t	27102	9.9%
a	23893	8.7%
	22632	8.3%
i	21384	7.8%
Other values (24)	146981	53.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1890396	100.0%

Value	Count	Frequency (%)
(unknown)	274115	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	220534	11.7%
t	186251	9.9%
a	164701	8.7%
	155991	8.3%
i	147571	7.8%
Other values (24)	1015348	53.7%

Value	Count	Frequency (%)
e	32123	11.7%
t	27102	9.9%
a	23893	8.7%
	22632	8.3%
i	21384	7.8%
Other values (24)	146981	53.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1890396	100.0%

Value	Count	Frequency (%)
(unknown)	274115	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	220534	11.7%
t	186251	9.9%
a	164701	8.7%
	155991	8.3%
i	147571	7.8%
Other values (24)	1015348	53.7%

Value	Count	Frequency (%)
e	32123	11.7%
t	27102	9.9%
a	23893	8.7%
	22632	8.3%
i	21384	7.8%
Other values (24)	146981	53.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1890396	100.0%

Value	Count	Frequency (%)
(unknown)	274115	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	220534	11.7%
t	186251	9.9%
a	164701	8.7%
	155991	8.3%
i	147571	7.8%
Other values (24)	1015348	53.7%

Value	Count	Frequency (%)
e	32123	11.7%
t	27102	9.9%
a	23893	8.7%
	22632	8.3%
i	21384	7.8%
Other values (24)	146981	53.6%

metformin
Categorical

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	4	4
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	762.9 KiB	110.6 KiB

No	69109
Steady	16213
Up	964
Down	494

No	10388
Steady	1993
Up	99
Down	80

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Steady	No
2nd row	Steady	No
3rd row	Steady	Steady
4th row	No	No
5th row	No	No

Common Values

Value	Count	Frequency (%)
No	69109	79.6%
Steady	16213	18.7%
Up	964	1.1%
Down	494	0.6%

Value	Count	Frequency (%)
No	10388	82.7%
Steady	1993	15.9%
Up	99	0.8%
Down	80	0.6%

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

num_medications
Real number (ℝ)

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	73	69
Distinct (%)	0.1%	0.5%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	16	17

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	1	1
Maximum	79	81
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	1.3 MiB	196.2 KiB

Quantile statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	1	1
5-th percentile	5	6
Q1	10	11
median	15	16
Q3	20	21
95-th percentile	30	31
Maximum	79	81
Range	78	80
Interquartile range (IQR)	10	10

Descriptive statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Standard deviation	8.1	8.1
Coefficient of variation (CV)	0.51	0.48
Kurtosis	3.5	3.7
Mean	16	17
Median Absolute Deviation (MAD)	5	5
Skewness	1.3	1.3
Sum	1.4 × 10⁶	2.1 × 10⁵
Variance	65	65
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	5221	6.0%
12	5171	6.0%
11	5031	5.8%
15	4946	5.7%
14	4919	5.7%
Other values (68)	61492	70.9%

Value	Count	Frequency (%)
13	755	6.0%
15	748	6.0%
12	717	5.7%
16	686	5.5%
14	673	5.4%
Other values (64)	8981	71.5%

Value	Count	Frequency (%)
1	247	0.3%
2	412	0.5%
3	805	0.9%
4	1254	1.4%
5	1796	2.1%

Value	Count	Frequency (%)
1	13	0.1%
2	45	0.4%
3	69	0.5%
4	129	1.0%
5	168	1.3%

Value	Count	Frequency (%)
1	13	< 0.1%
2	45	0.1%
3	69	0.1%
4	129	0.1%
5	168	0.2%

Value	Count	Frequency (%)
1	247	2.0%
2	412	3.3%
3	805	6.4%
4	1254	10.0%
5	1796	14.3%

num_procedures
Real number (ℝ)

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	7	7
Distinct (%)	< 0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	1.3	1.3

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0	0
Maximum	6	6
Zeros	39941	5738
Zeros (%)	46.0%	45.7%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	1.3 MiB	196.2 KiB

Quantile statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0	0
5-th percentile	0	0
Q1	0	0
median	1	1
Q3	2	2
95-th percentile	5	5
Maximum	6	6
Range	6	6
Interquartile range (IQR)	2	2

Descriptive statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Standard deviation	1.7	1.6
Coefficient of variation (CV)	1.3	1.3
Kurtosis	0.84	1.1
Mean	1.3	1.3
Median Absolute Deviation (MAD)	1	1
Skewness	1.3	1.4
Sum	1.2 × 10⁵	1.6 × 10⁴
Variance	2.9	2.7
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	39941	46.0%
1	17482	20.1%
2	10805	12.5%
3	8082	9.3%
6	4268	4.9%
Other values (2)	6202	7.1%

Value	Count	Frequency (%)
0	5738	45.7%
1	2767	22.0%
2	1567	12.5%
3	1121	8.9%
6	533	4.2%
Other values (2)	834	6.6%

Value	Count	Frequency (%)
0	39941	46.0%
1	17482	20.1%
2	10805	12.5%
3	8082	9.3%
4	3538	4.1%

Value	Count	Frequency (%)
0	5738	45.7%
1	2767	22.0%
2	1567	12.5%
3	1121	8.9%
4	511	4.1%

Value	Count	Frequency (%)
0	5738	6.6%
1	2767	3.2%
2	1567	1.8%
3	1121	1.3%
4	511	0.6%

Value	Count	Frequency (%)
0	39941	318.0%
1	17482	139.2%
2	10805	86.0%
3	8082	64.3%
4	3538	28.2%

race
Categorical

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	6	6
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	762.9 KiB	110.6 KiB

Caucasian	64716
AfricanAmerican	16394
Unknown	2015
Hispanic	1787
Other	1311

Caucasian	9504
AfricanAmerican	2378
Hispanic	230
Unknown	217
Other	160

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Caucasian	Caucasian
2nd row	Caucasian	Caucasian
3rd row	Caucasian	Caucasian
4th row	Caucasian	AfricanAmerican
5th row	Caucasian	Caucasian

Common Values

Value	Count	Frequency (%)
Caucasian	64716	74.6%
AfricanAmerican	16394	18.9%
Unknown	2015	2.3%
Hispanic	1787	2.1%
Other	1311	1.5%

Value	Count	Frequency (%)
Caucasian	9504	75.7%
AfricanAmerican	2378	18.9%
Hispanic	230	1.8%
Unknown	217	1.7%
Other	160	1.3%

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

specialty
['Text', 'Text']

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	18	18
Distinct (%)	< 0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	1.3 MiB	196.2 KiB

Length

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Max length	26	26
Median length	22	22
Mean length	20	20
Min length	13	13

Characters and Unicode

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Total characters	1706954	246821
Distinct characters	39	39
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Kidney Function Monitoring	Elderly Diabetes Care
2nd row	Medication Safety	Hypoglycemia Monitoring
3rd row	Insulin Management	Wound Healing
4th row	Post-Discharge Follow-Up	Insulin Management
5th row	Diabetic Foot Care	Hypoglycemia Monitoring

Value	Count	Frequency (%)
disease	12678	6.5%
diabetes	11704	6.0%
complications	9539	4.9%
monitoring	8752	4.5%
kidney	8247	4.2%
care	7568	3.9%
peripheral	6977	3.6%
artery	6977	3.6%
control	6908	3.5%
glycemic	6908	3.5%
Other values (23)	110094	56.1%

Value	Count	Frequency (%)
disease	1790	6.3%
diabetes	1587	5.6%
complications	1379	4.9%
monitoring	1300	4.6%
kidney	1198	4.2%
care	1021	3.6%
cardiac	1007	3.6%
management	1007	3.6%
insulin	1007	3.6%
peripheral	981	3.5%
Other values (23)	16043	56.6%

Most occurring characters

Value	Count	Frequency (%)
i	167315	9.8%
e	161270	9.4%
a	131239	7.7%
n	121283	7.1%
o	116265	6.8%
Other values (34)	1009582	59.1%

Value	Count	Frequency (%)
i	24272	9.8%
e	22973	9.3%
a	18884	7.7%
n	17937	7.3%
o	16986	6.9%
Other values (34)	145769	59.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1706954	100.0%

Value	Count	Frequency (%)
(unknown)	246821	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	167315	9.8%
e	161270	9.4%
a	131239	7.7%
n	121283	7.1%
o	116265	6.8%
Other values (34)	1009582	59.1%

Value	Count	Frequency (%)
i	24272	9.8%
e	22973	9.3%
a	18884	7.7%
n	17937	7.3%
o	16986	6.9%
Other values (34)	145769	59.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1706954	100.0%

Value	Count	Frequency (%)
(unknown)	246821	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	167315	9.8%
e	161270	9.4%
a	131239	7.7%
n	121283	7.1%
o	116265	6.8%
Other values (34)	1009582	59.1%

Value	Count	Frequency (%)
i	24272	9.8%
e	22973	9.3%
a	18884	7.7%
n	17937	7.3%
o	16986	6.9%
Other values (34)	145769	59.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1706954	100.0%

Value	Count	Frequency (%)
(unknown)	246821	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	167315	9.8%
e	161270	9.4%
a	131239	7.7%
n	121283	7.1%
o	116265	6.8%
Other values (34)	1009582	59.1%

Value	Count	Frequency (%)
i	24272	9.8%
e	22973	9.3%
a	18884	7.7%
n	17937	7.3%
o	16986	6.9%
Other values (34)	145769	59.1%

Readmitted within 30 Days_Value
Real number (ℝ)

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	1	1
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	0	1

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0	1
Maximum	0	1
Zeros	86780	0
Zeros (%)	100.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	1.3 MiB	196.2 KiB

Quantile statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0	1
5-th percentile	0	1
Q1	0	1
median	0	1
Q3	0	1
95-th percentile	0	1
Maximum	0	1
Range	0	0
Interquartile range (IQR)	0	0

Descriptive statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Standard deviation	0	0
Coefficient of variation (CV)	nan	0
Kurtosis	0	0
Mean	0	1
Median Absolute Deviation (MAD)	0	0
Skewness	0	0
Sum	0	1.3 × 10⁴
Variance	0	0
Monotonicity	Increasing	Increasing

Histogram with fixed size bins (bins=1)

Value	Count	Frequency (%)
0	86780	100.0%

Value	Count	Frequency (%)
1	12560	100.0%

Value	Count	Frequency (%)
0	86780	100.0%

Value	Count	Frequency (%)
1	12560	100.0%

Value	Count	Frequency (%)
1	12560	14.5%

Value	Count	Frequency (%)
0	86780	690.9%

Readmitted (Any)_Value
Real number (ℝ)

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	2	1
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	0.39	1

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0	1
Maximum	1	1
Zeros	52524	0
Zeros (%)	60.5%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	1.3 MiB	196.2 KiB

Quantile statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0	1
5-th percentile	0	1
Q1	0	1
median	0	1
Q3	1	1
95-th percentile	1	1
Maximum	1	1
Range	1	0
Interquartile range (IQR)	1	0

Descriptive statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Standard deviation	0.49	0
Coefficient of variation (CV)	1.2	0
Kurtosis	-1.8	0
Mean	0.39	1
Median Absolute Deviation (MAD)	0	0
Skewness	0.43	0
Sum	3.4 × 10⁴	1.3 × 10⁴
Variance	0.24	0
Monotonicity	Not monotonic	Increasing

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	52524	60.5%
1	34256	39.5%

Value	Count	Frequency (%)
1	12560	100.0%

Value	Count	Frequency (%)
0	52524	60.5%
1	34256	39.5%

Value	Count	Frequency (%)
1	12560	100.0%

Value	Count	Frequency (%)
1	12560	14.5%

Value	Count	Frequency (%)
0	52524	418.2%
1	34256	272.7%

Long Hospital Stay (>7 days)_Value
Real number (ℝ)

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	2	2
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	0.14	0.18

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0	0
Maximum	1	1
Zeros	74296	10333
Zeros (%)	85.6%	82.3%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	1.3 MiB	196.2 KiB

Quantile statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0	0
5-th percentile	0	0
Q1	0	0
median	0	0
Q3	0	0
95-th percentile	1	1
Maximum	1	1
Range	1	1
Interquartile range (IQR)	0	0

Descriptive statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Standard deviation	0.35	0.38
Coefficient of variation (CV)	2.4	2.2
Kurtosis	2.1	0.86
Mean	0.14	0.18
Median Absolute Deviation (MAD)	0	0
Skewness	2	1.7
Sum	1.2 × 10⁴	2.2 × 10³
Variance	0.12	0.15
Monotonicity	Decreasing	Decreasing

Histogram with fixed size bins (bins=2)

Value	Count	Frequency (%)
0	74296	85.6%
1	12484	14.4%

Value	Count	Frequency (%)
0	10333	82.3%
1	2227	17.7%

Value	Count	Frequency (%)
0	74296	85.6%
1	12484	14.4%

Value	Count	Frequency (%)
0	10333	82.3%
1	2227	17.7%

Value	Count	Frequency (%)
0	10333	11.9%
1	2227	2.6%

Value	Count	Frequency (%)
0	74296	591.5%
1	12484	99.4%

Actual Length of Hospital Visit_Value
Real number (ℝ)

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	14	14
Distinct (%)	< 0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	4.3	4.7

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	1	1
Maximum	14	14
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	1.3 MiB	196.2 KiB

Quantile statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	1	1
5-th percentile	1	1
Q1	2	2
median	4	4
Q3	6	6
95-th percentile	11	11
Maximum	14	14
Range	13	13
Interquartile range (IQR)	4	4

Descriptive statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Standard deviation	3	3
Coefficient of variation (CV)	0.68	0.64
Kurtosis	0.96	0.49
Mean	4.3	4.7
Median Absolute Deviation (MAD)	2	2
Skewness	1.2	0.99
Sum	3.8 × 10⁵	6 × 10⁴
Variance	8.7	9.1
Monotonicity	Decreasing	Decreasing

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
3	15357	17.7%
2	14993	17.3%
1	12484	14.4%
4	11850	13.7%
5	8433	9.7%
Other values (9)	23663	27.3%

Value	Count	Frequency (%)
3	2075	16.5%
2	1898	15.1%
4	1834	14.6%
1	1338	10.7%
5	1316	10.5%
Other values (9)	4099	32.6%

Value	Count	Frequency (%)
1	12484	14.4%
2	14993	17.3%
3	15357	17.7%
4	11850	13.7%
5	8433	9.7%

Value	Count	Frequency (%)
1	1338	10.7%
2	1898	15.1%
3	2075	16.5%
4	1834	14.6%
5	1316	10.5%

Value	Count	Frequency (%)
1	1338	1.5%
2	1898	2.2%
3	2075	2.4%
4	1834	2.1%
5	1316	1.5%

Value	Count	Frequency (%)
1	12484	99.4%
2	14993	119.4%
3	15357	122.3%
4	11850	94.3%
5	8433	67.1%

Length of Hospital Visit_Value
Real number (ℝ)

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	14	14
Distinct (%)	< 0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	4.3	4.7

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	1	1
Maximum	14	14
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	1.3 MiB	196.2 KiB

Quantile statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	1	1
5-th percentile	1	1
Q1	2	2
median	4	4
Q3	6	6
95-th percentile	11	11
Maximum	14	14
Range	13	13
Interquartile range (IQR)	4	4

Descriptive statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Standard deviation	3	3
Coefficient of variation (CV)	0.68	0.64
Kurtosis	0.96	0.49
Mean	4.3	4.7
Median Absolute Deviation (MAD)	2	2
Skewness	1.2	0.99
Sum	3.8 × 10⁵	6 × 10⁴
Variance	8.7	9.1
Monotonicity	Decreasing	Decreasing

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
3	15357	17.7%
2	14993	17.3%
1	12484	14.4%
4	11850	13.7%
5	8433	9.7%
Other values (9)	23663	27.3%

Value	Count	Frequency (%)
3	2075	16.5%
2	1898	15.1%
4	1834	14.6%
1	1338	10.7%
5	1316	10.5%
Other values (9)	4099	32.6%

Value	Count	Frequency (%)
1	12484	14.4%
2	14993	17.3%
3	15357	17.7%
4	11850	13.7%
5	8433	9.7%

Value	Count	Frequency (%)
1	1338	10.7%
2	1898	15.1%
3	2075	16.5%
4	1834	14.6%
5	1316	10.5%

Value	Count	Frequency (%)
1	1338	1.5%
2	1898	2.2%
3	2075	2.4%
4	1834	2.1%
5	1316	1.5%

Value	Count	Frequency (%)
1	12484	99.4%
2	14993	119.4%
3	15357	122.3%
4	11850	94.3%
5	8433	67.1%

Taking Metformin_Value
Real number (ℝ)

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	3	3
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	0.21	0.18

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0	0
Maximum	2	2
Zeros	68551	10307
Zeros (%)	79.0%	82.1%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	1.3 MiB	196.2 KiB

Quantile statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Minimum	0	0
5-th percentile	0	0
Q1	0	0
median	0	0
Q3	0	0
95-th percentile	1	1
Maximum	2	2
Range	2	2
Interquartile range (IQR)	0	0

Descriptive statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Standard deviation	0.41	0.39
Coefficient of variation (CV)	1.9	2.1
Kurtosis	0.17	0.98
Mean	0.21	0.18
Median Absolute Deviation (MAD)	0	0
Skewness	1.4	1.7
Sum	1.8 × 10⁴	2.3 × 10³
Variance	0.17	0.15
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=3)

Value	Count	Frequency (%)
0	68551	79.0%
1	18177	20.9%
2	52	0.1%

Value	Count	Frequency (%)
0	10307	82.1%
1	2246	17.9%
2	7	0.1%

Value	Count	Frequency (%)
0	68551	79.0%
1	18177	20.9%
2	52	0.1%

Value	Count	Frequency (%)
0	10307	82.1%
1	2246	17.9%
2	7	0.1%

Value	Count	Frequency (%)
0	10307	11.9%
1	2246	2.6%
2	7	< 0.1%

Value	Count	Frequency (%)
0	68551	545.8%
1	18177	144.7%
2	52	0.4%

Age
Categorical

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	5	5
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	762.9 KiB	110.6 KiB

70+	38369
[50-70)	34453
[20-50)	13160
[10-20)	642
[0-10)	156

70+	5983
[50-70)	4665
[20-50)	1860
[10-20)	48
[0-10)	4

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	70+	70+
2nd row	[20-50)	70+
3rd row	70+	70+
4th row	70+	[50-70)
5th row	70+	70+

Common Values

Value	Count	Frequency (%)
70+	38369	44.2%
[50-70)	34453	39.7%
[20-50)	13160	15.2%
[10-20)	642	0.7%
[0-10)	156	0.2%

Value	Count	Frequency (%)
70+	5983	47.6%
[50-70)	4665	37.1%
[20-50)	1860	14.8%
[10-20)	48	0.4%
[0-10)	4	< 0.1%

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

Race
Categorical

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	6	6
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	762.9 KiB	110.6 KiB

Caucasian	64716
AfricanAmerican	16394
Unknown	2015
Hispanic	1787
Other	1311

Caucasian	9504
AfricanAmerican	2378
Hispanic	230
Unknown	217
Other	160

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Caucasian	Caucasian
2nd row	Caucasian	Caucasian
3rd row	Caucasian	Caucasian
4th row	Caucasian	AfricanAmerican
5th row	Caucasian	Caucasian

Common Values

Value	Count	Frequency (%)
Caucasian	64716	74.6%
AfricanAmerican	16394	18.9%
Unknown	2015	2.3%
Hispanic	1787	2.1%
Other	1311	1.5%

Value	Count	Frequency (%)
Caucasian	9504	75.7%
AfricanAmerican	2378	18.9%
Hispanic	230	1.8%
Unknown	217	1.7%
Other	160	1.3%

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

Gender
Categorical

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	2	2
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	762.8 KiB	110.5 KiB

Female	46603
Male	40177

Female	6851
Male	5709

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Female	Male
2nd row	Male	Female
3rd row	Female	Male
4th row	Female	Female
5th row	Female	Male

Common Values

Value	Count	Frequency (%)
Female	46603	53.7%
Male	40177	46.3%

Value	Count	Frequency (%)
Female	6851	54.5%
Male	5709	45.5%

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

A1C
Categorical

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	4	4
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	762.9 KiB	110.6 KiB

None	71835
>8	7216
Norm	4390
>7	3339

None	10671
>8	921
Norm	532
>7	436

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	None	Norm
2nd row	None	None
3rd row	Norm	>8
4th row	>7	None
5th row	None	None

Common Values

Value	Count	Frequency (%)
None	71835	82.8%
>8	7216	8.3%
Norm	4390	5.1%
>7	3339	3.8%

Value	Count	Frequency (%)
None	10671	85.0%
>8	921	7.3%
Norm	532	4.2%
>7	436	3.5%

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

Taking Insulin
Categorical

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	4	4
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	762.9 KiB	110.6 KiB

No	41084
Steady	26289
Down	10049
Up	9358

No	5292
Steady	3780
Down	1859
Up	1629

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Down	Up
2nd row	No	Steady
3rd row	No	Down
4th row	Up	Steady
5th row	Down	Steady

Common Values

Value	Count	Frequency (%)
No	41084	47.3%
Steady	26289	30.3%
Down	10049	11.6%
Up	9358	10.8%

Value	Count	Frequency (%)
No	5292	42.1%
Steady	3780	30.1%
Down	1859	14.8%
Up	1629	13.0%

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

Taking Metformin
Categorical

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	4	4
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	762.9 KiB	110.6 KiB

No	69109
Steady	16213
Up	964
Down	494

No	10388
Steady	1993
Up	99
Down	80

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Steady	No
2nd row	Steady	No
3rd row	Steady	Steady
4th row	No	No
5th row	No	No

Common Values

Value	Count	Frequency (%)
No	69109	79.6%
Steady	16213	18.7%
Up	964	1.1%
Down	494	0.6%

Value	Count	Frequency (%)
No	10388	82.7%
Steady	1993	15.9%
Up	99	0.8%
Down	80	0.6%

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

Location
Categorical

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	5	5
Distinct (%)	< 0.1%	< 0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	762.9 KiB	110.6 KiB

Urban Medical Center	26012
Regional Health System	21588
Community Hospital	17569
Specialty Diabetes Institute	12901
Veterans Medical Facility	8710

Urban Medical Center	3739
Regional Health System	3165
Community Hospital	2488
Specialty Diabetes Institute	1907
Veterans Medical Facility	1261

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Urban Medical Center	Urban Medical Center
2nd row	Regional Health System	Specialty Diabetes Institute
3rd row	Specialty Diabetes Institute	Regional Health System
4th row	Community Hospital	Regional Health System
5th row	Regional Health System	Specialty Diabetes Institute

Common Values

Value	Count	Frequency (%)
Urban Medical Center	26012	30.0%
Regional Health System	21588	24.9%
Community Hospital	17569	20.2%
Specialty Diabetes Institute	12901	14.9%
Veterans Medical Facility	8710	10.0%

Value	Count	Frequency (%)
Urban Medical Center	3739	29.8%
Regional Health System	3165	25.2%
Community Hospital	2488	19.8%
Specialty Diabetes Institute	1907	15.2%
Veterans Medical Facility	1261	10.0%

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

Department
Categorical

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	9	9
Distinct (%)	< 0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	763.1 KiB	110.8 KiB

Endocrinology	20601
Cardiology	14006
Pharmacy	12480
Internal Medicine	11478
Geriatrics	8154
Other values (4)	20061

Endocrinology	2965
Cardiology	1997
Pharmacy	1839
Internal Medicine	1651
Geriatrics	1163
Other values (4)	2945

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Nephrology	Geriatrics
2nd row	Pharmacy	Pharmacy
3rd row	Endocrinology	Podiatry
4th row	Internal Medicine	Endocrinology
5th row	Podiatry	Pharmacy

Common Values

Value	Count	Frequency (%)
Endocrinology	20601	23.7%
Cardiology	14006	16.1%
Pharmacy	12480	14.4%
Internal Medicine	11478	13.2%
Geriatrics	8154	9.4%
Other values (4)	20061	23.1%

Value	Count	Frequency (%)
Endocrinology	2965	23.6%
Cardiology	1997	15.9%
Pharmacy	1839	14.6%
Internal Medicine	1651	13.1%
Geriatrics	1163	9.3%
Other values (4)	2945	23.4%

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

Specialty
Categorical

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Distinct	18	18
Distinct (%)	< 0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	763.4 KiB	111.1 KiB

Peripheral Artery Disease	6977
Glycemic Control	6908
Cardiac Complications	6898
Diabetes Education	6836
Insulin Management	6683
Other values (13)	52478

Cardiac Complications	1007
Insulin Management	1007
Peripheral Artery Disease	981
Glycemic Control	978
Wound Healing	974
Other values (13)	7613

Unique

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
1st row	Kidney Function Monitoring	Elderly Diabetes Care
2nd row	Medication Safety	Hypoglycemia Monitoring
3rd row	Insulin Management	Wound Healing
4th row	Post-Discharge Follow-Up	Insulin Management
5th row	Diabetic Foot Care	Hypoglycemia Monitoring

Common Values

Value	Count	Frequency (%)
Peripheral Artery Disease	6977	8.0%
Glycemic Control	6908	8.0%
Cardiac Complications	6898	7.9%
Diabetes Education	6836	7.9%
Insulin Management	6683	7.7%
Other values (13)	52478	60.5%

Value	Count	Frequency (%)
Cardiac Complications	1007	8.0%
Insulin Management	1007	8.0%
Peripheral Artery Disease	981	7.8%
Glycemic Control	978	7.8%
Wound Healing	974	7.8%
Other values (13)	7613	60.6%

Common Values (Plot)

Readmitted within 30 Days_Value=0

Number of variable categories passes threshold (config.plot.cat_freq.max_unique)

Readmitted within 30 Days_Value=1

Number of variable categories passes threshold (config.plot.cat_freq.max_unique)

Overview

Variables

Common Values

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

Common Values

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

Common Values

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks