Overview

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Dataset statistics

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Number of variables	26	26
Number of observations	86780	12560
Missing cells	0	0
Missing cells (%)	0.0%	0.0%
Total size in memory	10.3 MiB	1.5 MiB
Average record size in memory	125.0 B	125.2 B

Variable types

	Readmitted within 30 Days_Value=0	Readmitted within 30 Days_Value=1
Categorical	13	13
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
`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 Hosptial Stay (>7 days)_Value` has 74296 (85.6%) zeros	`Long Hosptial 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	2024-11-13 21:55:12.299244	2024-11-13 21:55:12.866414
Analysis finished	2024-11-13 21:55:12.863477	2024-11-13 21:55:13.007829
Duration	0.56 seconds	0.14 seconds
Software version	ydata-profiling vv4.12.0	ydata-profiling vv4.12.0
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

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%
6.086219598	1	< 0.1%
1.820924882	1	< 0.1%
3.994896601	1	< 0.1%
3.223528307	1	< 0.1%
Other values (86775)	86775	> 99.9%

Value	Count	Frequency (%)
1.686407099	2	< 0.1%
8.512946572	1	< 0.1%
3.334004903	1	< 0.1%
3.464121649	1	< 0.1%
2.99090215	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%

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%
0.1096864509	3	< 0.1%
0.07953060927	3	< 0.1%
0.02196621592	3	< 0.1%
Other values (86718)	86761	> 99.9%

Value	Count	Frequency (%)
0.2119145713	1	< 0.1%
0.09626486233	1	< 0.1%
0.09187369971	1	< 0.1%
0.1470491505	1	< 0.1%
0.09351810787	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%
0.5018262625	1	< 0.1%
0.1587869817	1	< 0.1%
Other values (86772)	86772	> 99.9%

Value	Count	Frequency (%)
0.570423673	1	< 0.1%
0.6430497306	1	< 0.1%
0.6558823488	1	< 0.1%
0.5373626135	1	< 0.1%
0.6535189006	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%
0.3326790404	1	< 0.1%
0.007285271855	1	< 0.1%
0.03756293291	1	< 0.1%
0.02919191301	1	< 0.1%
Other values (86775)	86775	> 99.9%

Value	Count	Frequency (%)
0.532412343	1	< 0.1%
0.06211954079	1	< 0.1%
0.03794883983	1	< 0.1%
0.03460331658	1	< 0.1%
0.06768776059	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

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

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

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 Hosptial 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%

Overview

Variables

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

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

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

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

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

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

Common Values

Common Values (Plot)

Readmitted within 30 Days_Value=0

Readmitted within 30 Days_Value=1