Overview
Brought to you by YData
Dataset statistics
| Readmitted within 30 Days_Value=0 | Readmitted within 30 Days_Value=1 | |
|---|---|---|
| Number of variables | 30 | 30 | 
| Number of observations | 86780 | 12560 | 
| Missing cells | 131401 | 20212 | 
| Missing cells (%) | 5.0% | 5.4% | 
| Total size in memory | 13.0 MiB | 1.9 MiB | 
| Average record size in memory | 157.0 B | 157.2 B | 
Variable types
| Readmitted within 30 Days_Value=0 | Readmitted within 30 Days_Value=1 | |
|---|---|---|
| Categorical | 13 | 13 | 
| Text | 4 | 4 | 
| Numeric | 13 | 13 | 
| Readmitted within 30 Days_Value=0 | Readmitted within 30 Days_Value=1 | |
|---|---|---|
| Readmitted within 30 Days_Valuehas constant value "0" | Readmitted within 30 Days_Valuehas constant value "1" | Constant | 
| A1Cresultis highly imbalanced (53.9%) | A1Cresultis highly imbalanced (58.1%) | Imbalance | 
| admission_type_idis highly imbalanced (50.5%) | Alert not present in this dataset | Imbalance | 
| metforminis highly imbalanced (58.6%) | metforminis highly imbalanced (62.5%) | Imbalance | 
| raceis highly imbalanced (55.5%) | raceis highly imbalanced (57.9%) | Imbalance | 
| Raceis highly imbalanced (55.5%) | Raceis highly imbalanced (57.9%) | Imbalance | 
| A1Cis highly imbalanced (53.9%) | A1Cis highly imbalanced (58.1%) | Imbalance | 
| Taking Metforminis highly imbalanced (58.6%) | Taking Metforminis highly imbalanced (62.5%) | Imbalance | 
| CaseManager_Feedback_30day_30_80_Threshold_Clarityhas 19329 (22.3%) missing values | CaseManager_Feedback_30day_30_80_Threshold_Clarityhas 3081 (24.5%) missing values | Missing | 
| CaseManager_Feedback_30day_30_80_Threshold_Effectivenesshas 32053 (36.9%) missing values | CaseManager_Feedback_30day_30_80_Threshold_Effectivenesshas 5201 (41.4%) missing values | Missing | 
| CaseManager_Feedback_30day_30_80_Threshold_Impacthas 32565 (37.5%) missing values | CaseManager_Feedback_30day_30_80_Threshold_Impacthas 4994 (39.8%) missing values | Missing | 
| PatientSatisfaction_ReadmissionFollowuphas 47454 (54.7%) missing values | PatientSatisfaction_ReadmissionFollowuphas 6936 (55.2%) missing values | Missing | 
| ExpectedHospitalStayhas unique values | Alert not present in this dataset | Unique | 
| RiskLongStayhas unique values | RiskLongStayhas unique values | Unique | 
| num_procedureshas 39941 (46.0%) zeros | num_procedureshas 5738 (45.7%) zeros | Zeros | 
| Readmitted within 30 Days_Valuehas 86780 (100.0%) zeros | Alert not present in this dataset | Zeros | 
| Readmitted (Any)_Valuehas 52524 (60.5%) zeros | Alert not present in this dataset | Zeros | 
| Long Hospital Stay (>7 days)_Valuehas 74296 (85.6%) zeros | Long Hospital Stay (>7 days)_Valuehas 10333 (82.3%) zeros | Zeros | 
| Taking Metformin_Valuehas 68551 (79.0%) zeros | Taking Metformin_Valuehas 10307 (82.1%) zeros | Zeros | 
| Alert not present in this dataset | Readmitted (Any)_Valuehas constant value "1" | Constant | 
| Alert not present in this dataset | Risk30DayReadmissionhas unique values | Unique | 
| Alert not present in this dataset | RiskAnyReadmissionhas unique values | Unique | 
Reproduction
| Readmitted within 30 Days_Value=0 | Readmitted within 30 Days_Value=1 | |
|---|---|---|
| Analysis started | 2025-10-15 21:24:15.059317 | 2025-10-15 21:24:15.588055 | 
| Analysis finished | 2025-10-15 21:24:15.585774 | 2025-10-15 21:24:15.790959 | 
| Duration | 0.53 seconds | 0.2 seconds | 
| Software version | ydata-profiling vv4.17.0 | ydata-profiling vv4.17.0 | 
| Download configuration | config.json | config.json | 
Variables
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 | |
|---|---|
| >8 | |
| Norm | 4390 | 
| >7 | 3339 | 
| None | |
|---|---|
| >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 | |
| >8 | 7216 | 8.3% | 
| Norm | 4390 | 5.1% | 
| >7 | 3339 | 3.8% | 
| Value | Count | Frequency (%) | 
| None | 10671 | |
| >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 ? | 
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 | |
| excellent | 19508 | |
| poor | 13174 | |
| neutral | 12850 | |
| very | 6472 | 8.8% | 
| Value | Count | Frequency (%) | 
| good | 3033 | |
| excellent | 2909 | |
| poor | 1785 | |
| neutral | 1752 | |
| 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 | 
| 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 | 
Most occurring categories
| Value | Count | Frequency (%) | 
| (unknown) | 438254 | 
| Value | Count | Frequency (%) | 
| (unknown) | 62032 | 
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 | 
| 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 | 
Most occurring scripts
| Value | Count | Frequency (%) | 
| (unknown) | 438254 | 
| Value | Count | Frequency (%) | 
| (unknown) | 62032 | 
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 | 
| 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 | 
Most occurring blocks
| Value | Count | Frequency (%) | 
| (unknown) | 438254 | 
| Value | Count | Frequency (%) | 
| (unknown) | 62032 | 
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 | 
| 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 | 
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 ? | 
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 | |
| excellent | 15712 | |
| poor | 10796 | |
| neutral | 10775 | |
| very | 5319 | 8.9% | 
| Value | Count | Frequency (%) | 
| good | 2363 | |
| excellent | 2119 | |
| neutral | 1503 | |
| poor | 1374 | |
| 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 | 
| 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 | 
Most occurring categories
| Value | Count | Frequency (%) | 
| (unknown) | 356388 | 
| Value | Count | Frequency (%) | 
| (unknown) | 47985 | 
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 | 
| 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 | 
Most occurring scripts
| Value | Count | Frequency (%) | 
| (unknown) | 356388 | 
| Value | Count | Frequency (%) | 
| (unknown) | 47985 | 
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 | 
| 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 | 
Most occurring blocks
| Value | Count | Frequency (%) | 
| (unknown) | 356388 | 
| Value | Count | Frequency (%) | 
| (unknown) | 47985 | 
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 | 
| 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 | 
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 ? | 
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 | |
| excellent | 15443 | |
| poor | 10765 | |
| neutral | 10621 | |
| very | 5359 | 9.0% | 
| Value | Count | Frequency (%) | 
| good | 2429 | |
| excellent | 2337 | |
| neutral | 1420 | |
| poor | 1380 | |
| 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 | 
| 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 | 
Most occurring categories
| Value | Count | Frequency (%) | 
| (unknown) | 352733 | 
| Value | Count | Frequency (%) | 
| (unknown) | 49489 | 
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 | 
| 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 | 
Most occurring scripts
| Value | Count | Frequency (%) | 
| (unknown) | 352733 | 
| Value | Count | Frequency (%) | 
| (unknown) | 49489 | 
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 | 
| 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 | 
Most occurring blocks
| Value | Count | Frequency (%) | 
| (unknown) | 352733 | 
| Value | Count | Frequency (%) | 
| (unknown) | 49489 | 
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 | 
| 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 | 
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 | 
| Value | Count | Frequency (%) | 
| 3.004587861 | 1 | < 0.1% | 
| 7.420619688 | 1 | < 0.1% | 
| 4.763534919 | 1 | < 0.1% | 
| 8.115594774 | 1 | < 0.1% | 
| 10.85427821 | 1 | < 0.1% | 
| Other values (86775) | 86775 | 
| 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 | 
| Value | Count | Frequency (%) | 
| 0.5665617094 | 1 | |
| 0.638833411 | 1 | |
| 0.7074318727 | 1 | |
| 0.7082886994 | 1 | |
| 0.716562232 | 1 | 
| Value | Count | Frequency (%) | 
| 0.6524052199 | 1 | |
| 0.7540591312 | 1 | |
| 0.8229284832 | 1 | |
| 0.8266769318 | 1 | |
| 0.8597659258 | 1 | 
| Value | Count | Frequency (%) | 
| 0.6524052199 | 1 | |
| 0.7540591312 | 1 | |
| 0.8229284832 | 1 | |
| 0.8266769318 | 1 | |
| 0.8597659258 | 1 | 
| Value | Count | Frequency (%) | 
| 0.5665617094 | 1 | |
| 0.638833411 | 1 | |
| 0.7074318727 | 1 | |
| 0.7082886994 | 1 | |
| 0.716562232 | 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 ? | 
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 | |
| good | 10235 | |
| neutral | 9822 | |
| excellent | 9004 | |
| very | 4774 | 
| Value | Count | Frequency (%) | 
| neutral | 1506 | |
| poor | 1442 | |
| good | 1428 | |
| excellent | 1248 | |
| very | 665 | 
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 | 
| 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 | 
Most occurring categories
| Value | Count | Frequency (%) | 
| (unknown) | 255660 | 
| Value | Count | Frequency (%) | 
| (unknown) | 36579 | 
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 | 
| 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 | 
Most occurring scripts
| Value | Count | Frequency (%) | 
| (unknown) | 255660 | 
| Value | Count | Frequency (%) | 
| (unknown) | 36579 | 
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 | 
| 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 | 
Most occurring blocks
| Value | Count | Frequency (%) | 
| (unknown) | 255660 | 
| Value | Count | Frequency (%) | 
| (unknown) | 36579 | 
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 | 
| 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 | 
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 | 
| 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 | 
| Value | Count | Frequency (%) | 
| 0.597152729 | 1 | < 0.1% | 
| 0.2119145713 | 1 | < 0.1% | 
| 0.1006231075 | 1 | < 0.1% | 
| 0.1533884974 | 1 | < 0.1% | 
| 0.0894678623 | 1 | < 0.1% | 
| Other values (12555) | 12555 | 
| Value | Count | Frequency (%) | 
| 0.01552467463 | 1 | |
| 0.01571290072 | 1 | |
| 0.01635416876 | 1 | |
| 0.0172317391 | 1 | |
| 0.01735979561 | 1 | 
| Value | Count | Frequency (%) | 
| 0.02060570634 | 1 | |
| 0.02327314367 | 1 | |
| 0.02515421191 | 1 | |
| 0.02568144655 | 1 | |
| 0.02611083874 | 1 | 
| Value | Count | Frequency (%) | 
| 0.02060570634 | 1 | |
| 0.02327314367 | 1 | |
| 0.02515421191 | 1 | |
| 0.02568144655 | 1 | |
| 0.02611083874 | 1 | 
| Value | Count | Frequency (%) | 
| 0.01552467463 | 1 | |
| 0.01571290072 | 1 | |
| 0.01635416876 | 1 | |
| 0.0172317391 | 1 | |
| 0.01735979561 | 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 | 
| 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 | 
| 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 | 
| Value | Count | Frequency (%) | 
| 1 | 47 | 0.1% | 
| 2 | 1037 | 1.2% | 
| 3 | 3202 | 3.7% | 
| 4 | 6078 | |
| 5 | 8109 | 
| Value | Count | Frequency (%) | 
| 2 | 10 | 0.1% | 
| 3 | 55 | 0.4% | 
| 4 | 174 | 1.4% | 
| 5 | 331 | |
| 6 | 542 | 
| Value | Count | Frequency (%) | 
| 2 | 10 | < 0.1% | 
| 3 | 55 | 0.1% | 
| 4 | 174 | 0.2% | 
| 5 | 331 | |
| 6 | 542 | 
| Value | Count | Frequency (%) | 
| 1 | 47 | 0.4% | 
| 2 | 1037 | 8.3% | 
| 3 | 3202 | 25.5% | 
| 4 | 6078 | |
| 5 | 8109 | 
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 | 
| 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 | 
| Value | Count | Frequency (%) | 
| 0.9171094048 | 1 | < 0.1% | 
| 0.570423673 | 1 | < 0.1% | 
| 0.4042046801 | 1 | < 0.1% | 
| 0.5271405925 | 1 | < 0.1% | 
| 0.4689814748 | 1 | < 0.1% | 
| Other values (12555) | 12555 | 
| Value | Count | Frequency (%) | 
| 0.04291416072 | 1 | |
| 0.04718846563 | 1 | |
| 0.05053059496 | 1 | |
| 0.05342341633 | 1 | |
| 0.05499731173 | 1 | 
| Value | Count | Frequency (%) | 
| 0.08102407179 | 1 | |
| 0.09685097524 | 1 | |
| 0.09701770637 | 1 | |
| 0.1050570216 | 1 | |
| 0.1062092769 | 1 | 
| Value | Count | Frequency (%) | 
| 0.08102407179 | 1 | |
| 0.09685097524 | 1 | |
| 0.09701770637 | 1 | |
| 0.1050570216 | 1 | |
| 0.1062092769 | 1 | 
| Value | Count | Frequency (%) | 
| 0.04291416072 | 1 | |
| 0.04718846563 | 1 | |
| 0.05053059496 | 1 | |
| 0.05342341633 | 1 | |
| 0.05499731173 | 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 | 
| Value | Count | Frequency (%) | 
| 0.03318815649 | 1 | < 0.1% | 
| 0.4274272409 | 1 | < 0.1% | 
| 0.09772362189 | 1 | < 0.1% | 
| 0.5460384023 | 1 | < 0.1% | 
| 0.8455293686 | 1 | < 0.1% | 
| Other values (86775) | 86775 | 
| Value | Count | Frequency (%) | 
| 0.0461775467 | 1 | < 0.1% | 
| 0.532412343 | 1 | < 0.1% | 
| 0.6423266598 | 1 | < 0.1% | 
| 0.9131046612 | 1 | < 0.1% | 
| 0.7769863369 | 1 | < 0.1% | 
| Other values (12555) | 12555 | 
| Value | Count | Frequency (%) | 
| 0.002549197336 | 1 | |
| 0.002564021901 | 1 | |
| 0.002569616157 | 1 | |
| 0.002762570192 | 1 | |
| 0.00285376883 | 1 | 
| Value | Count | Frequency (%) | 
| 0.002859753052 | 1 | |
| 0.002886977552 | 1 | |
| 0.002988864202 | 1 | |
| 0.003378800983 | 1 | |
| 0.003394517753 | 1 | 
| Value | Count | Frequency (%) | 
| 0.002859753052 | 1 | |
| 0.002886977552 | 1 | |
| 0.002988864202 | 1 | |
| 0.003378800983 | 1 | |
| 0.003394517753 | 1 | 
| Value | Count | Frequency (%) | 
| 0.002549197336 | 1 | |
| 0.002564021901 | 1 | |
| 0.002569616157 | 1 | |
| 0.002762570192 | 1 | |
| 0.00285376883 | 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 | |
|---|---|
| Elective | |
| Unknown | |
| Trauma Center | 18 | 
| New Born | 9 | 
| Emergency | |
|---|---|
| Elective | |
| Unknown | |
| 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 | |
| Elective | 16518 | 19.0% | 
| Unknown | 8893 | 10.2% | 
| Trauma Center | 18 | < 0.1% | 
| New Born | 9 | < 0.1% | 
| Value | Count | Frequency (%) | 
| Emergency | 9159 | |
| 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+ | |
|---|---|
| [50-70) | |
| [20-50) | |
| [10-20) | 642 | 
| [0-10) | 156 | 
| 70+ | |
|---|---|
| [50-70) | |
| [20-50) | |
| [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 | |
| [50-70) | 34453 | |
| [20-50) | 13160 | 15.2% | 
| [10-20) | 642 | 0.7% | 
| [0-10) | 156 | 0.2% | 
| Value | Count | Frequency (%) | 
| 70+ | 5983 | |
| [50-70) | 4665 | |
| [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 | |
|---|---|
| Male | 
| Female | |
|---|---|
| Male | 
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 | |
| Male | 40177 | 
| Value | Count | Frequency (%) | 
| Female | 6851 | |
| Male | 5709 | 
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 | |
|---|---|
| Steady | |
| Down | |
| Up | 
| No | |
|---|---|
| Steady | |
| Down | |
| Up | 
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 | |
| Steady | 26289 | |
| Down | 10049 | 11.6% | 
| Up | 9358 | 10.8% | 
| Value | Count | Frequency (%) | 
| No | 5292 | |
| Steady | 3780 | |
| 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 | |
|---|---|
| Steady | |
| Up | 964 | 
| Down | 494 | 
| No | |
|---|---|
| Steady | |
| 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 | |
| Steady | 16213 | 18.7% | 
| Up | 964 | 1.1% | 
| Down | 494 | 0.6% | 
| Value | Count | Frequency (%) | 
| No | 10388 | |
| 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 | 
| 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 | 
| 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 | 
| Value | Count | Frequency (%) | 
| 1 | 247 | 0.3% | 
| 2 | 412 | 0.5% | 
| 3 | 805 | |
| 4 | 1254 | |
| 5 | 1796 | 
| Value | Count | Frequency (%) | 
| 1 | 13 | 0.1% | 
| 2 | 45 | 0.4% | 
| 3 | 69 | |
| 4 | 129 | |
| 5 | 168 | 
| Value | Count | Frequency (%) | 
| 1 | 13 | < 0.1% | 
| 2 | 45 | 0.1% | 
| 3 | 69 | |
| 4 | 129 | |
| 5 | 168 | 
| Value | Count | Frequency (%) | 
| 1 | 247 | 2.0% | 
| 2 | 412 | 3.3% | 
| 3 | 805 | |
| 4 | 1254 | |
| 5 | 1796 | 
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 | 
| Value | Count | Frequency (%) | 
| 0 | 39941 | |
| 1 | 17482 | |
| 2 | 10805 | 12.5% | 
| 3 | 8082 | 9.3% | 
| 6 | 4268 | 4.9% | 
| Other values (2) | 6202 | 7.1% | 
| Value | Count | Frequency (%) | 
| 0 | 5738 | |
| 1 | 2767 | |
| 2 | 1567 | 12.5% | 
| 3 | 1121 | 8.9% | 
| 6 | 533 | 4.2% | 
| Other values (2) | 834 | 6.6% | 
| Value | Count | Frequency (%) | 
| 0 | 39941 | |
| 1 | 17482 | |
| 2 | 10805 | 12.5% | 
| 3 | 8082 | 9.3% | 
| 4 | 3538 | 4.1% | 
| Value | Count | Frequency (%) | 
| 0 | 5738 | |
| 1 | 2767 | |
| 2 | 1567 | 12.5% | 
| 3 | 1121 | 8.9% | 
| 4 | 511 | 4.1% | 
| Value | Count | Frequency (%) | 
| 0 | 5738 | |
| 1 | 2767 | |
| 2 | 1567 | 1.8% | 
| 3 | 1121 | 1.3% | 
| 4 | 511 | 0.6% | 
| Value | Count | Frequency (%) | 
| 0 | 39941 | |
| 1 | 17482 | |
| 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 | |
|---|---|
| AfricanAmerican | |
| Unknown | 2015 | 
| Hispanic | 1787 | 
| Other | 1311 | 
| Caucasian | |
|---|---|
| AfricanAmerican | |
| 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 | |
| AfricanAmerican | 16394 | 18.9% | 
| Unknown | 2015 | 2.3% | 
| Hispanic | 1787 | 2.1% | 
| Other | 1311 | 1.5% | 
| Value | Count | Frequency (%) | 
| Caucasian | 9504 | |
| 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 | 
| Value | Count | Frequency (%) | 
| 0 | 86780 | 
| Value | Count | Frequency (%) | 
| 1 | 12560 | 
| Value | Count | Frequency (%) | 
| 0 | 86780 | 
| Value | Count | Frequency (%) | 
| 1 | 12560 | 
| Value | Count | Frequency (%) | 
| 1 | 12560 | 
| Value | Count | Frequency (%) | 
| 0 | 86780 | 
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 | 
| Value | Count | Frequency (%) | 
| 0 | 52524 | |
| 1 | 34256 | 
| Value | Count | Frequency (%) | 
| 1 | 12560 | 
| Value | Count | Frequency (%) | 
| 0 | 52524 | |
| 1 | 34256 | 
| Value | Count | Frequency (%) | 
| 1 | 12560 | 
| Value | Count | Frequency (%) | 
| 1 | 12560 | 
| Value | Count | Frequency (%) | 
| 0 | 52524 | |
| 1 | 34256 | 
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 | 
| Value | Count | Frequency (%) | 
| 0 | 74296 | |
| 1 | 12484 | 14.4% | 
| Value | Count | Frequency (%) | 
| 0 | 10333 | |
| 1 | 2227 | 17.7% | 
| Value | Count | Frequency (%) | 
| 0 | 74296 | |
| 1 | 12484 | 14.4% | 
| Value | Count | Frequency (%) | 
| 0 | 10333 | |
| 1 | 2227 | 17.7% | 
| Value | Count | Frequency (%) | 
| 0 | 10333 | |
| 1 | 2227 | 2.6% | 
| Value | Count | Frequency (%) | 
| 0 | 74296 | |
| 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 | 
| Value | Count | Frequency (%) | 
| 3 | 15357 | |
| 2 | 14993 | |
| 1 | 12484 | |
| 4 | 11850 | |
| 5 | 8433 | 9.7% | 
| Other values (9) | 23663 | 
| Value | Count | Frequency (%) | 
| 3 | 2075 | |
| 2 | 1898 | |
| 4 | 1834 | |
| 1 | 1338 | 10.7% | 
| 5 | 1316 | 10.5% | 
| Other values (9) | 4099 | 
| Value | Count | Frequency (%) | 
| 1 | 12484 | |
| 2 | 14993 | |
| 3 | 15357 | |
| 4 | 11850 | |
| 5 | 8433 | 
| Value | Count | Frequency (%) | 
| 1 | 1338 | |
| 2 | 1898 | |
| 3 | 2075 | |
| 4 | 1834 | |
| 5 | 1316 | 
| Value | Count | Frequency (%) | 
| 1 | 1338 | |
| 2 | 1898 | |
| 3 | 2075 | |
| 4 | 1834 | |
| 5 | 1316 | 
| Value | Count | Frequency (%) | 
| 1 | 12484 | |
| 2 | 14993 | |
| 3 | 15357 | |
| 4 | 11850 | |
| 5 | 8433 | 
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 | 
| Value | Count | Frequency (%) | 
| 3 | 15357 | |
| 2 | 14993 | |
| 1 | 12484 | |
| 4 | 11850 | |
| 5 | 8433 | 9.7% | 
| Other values (9) | 23663 | 
| Value | Count | Frequency (%) | 
| 3 | 2075 | |
| 2 | 1898 | |
| 4 | 1834 | |
| 1 | 1338 | 10.7% | 
| 5 | 1316 | 10.5% | 
| Other values (9) | 4099 | 
| Value | Count | Frequency (%) | 
| 1 | 12484 | |
| 2 | 14993 | |
| 3 | 15357 | |
| 4 | 11850 | |
| 5 | 8433 | 
| Value | Count | Frequency (%) | 
| 1 | 1338 | |
| 2 | 1898 | |
| 3 | 2075 | |
| 4 | 1834 | |
| 5 | 1316 | 
| Value | Count | Frequency (%) | 
| 1 | 1338 | |
| 2 | 1898 | |
| 3 | 2075 | |
| 4 | 1834 | |
| 5 | 1316 | 
| Value | Count | Frequency (%) | 
| 1 | 12484 | |
| 2 | 14993 | |
| 3 | 15357 | |
| 4 | 11850 | |
| 5 | 8433 | 
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 | 
| Value | Count | Frequency (%) | 
| 0 | 68551 | |
| 1 | 18177 | 20.9% | 
| 2 | 52 | 0.1% | 
| Value | Count | Frequency (%) | 
| 0 | 10307 | |
| 1 | 2246 | 17.9% | 
| 2 | 7 | 0.1% | 
| Value | Count | Frequency (%) | 
| 0 | 68551 | |
| 1 | 18177 | 20.9% | 
| 2 | 52 | 0.1% | 
| Value | Count | Frequency (%) | 
| 0 | 10307 | |
| 1 | 2246 | 17.9% | 
| 2 | 7 | 0.1% | 
| Value | Count | Frequency (%) | 
| 0 | 10307 | |
| 1 | 2246 | 2.6% | 
| 2 | 7 | < 0.1% | 
| Value | Count | Frequency (%) | 
| 0 | 68551 | |
| 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+ | |
|---|---|
| [50-70) | |
| [20-50) | |
| [10-20) | 642 | 
| [0-10) | 156 | 
| 70+ | |
|---|---|
| [50-70) | |
| [20-50) | |
| [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 | |
| [50-70) | 34453 | |
| [20-50) | 13160 | 15.2% | 
| [10-20) | 642 | 0.7% | 
| [0-10) | 156 | 0.2% | 
| Value | Count | Frequency (%) | 
| 70+ | 5983 | |
| [50-70) | 4665 | |
| [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 | |
|---|---|
| AfricanAmerican | |
| Unknown | 2015 | 
| Hispanic | 1787 | 
| Other | 1311 | 
| Caucasian | |
|---|---|
| AfricanAmerican | |
| 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 | |
| AfricanAmerican | 16394 | 18.9% | 
| Unknown | 2015 | 2.3% | 
| Hispanic | 1787 | 2.1% | 
| Other | 1311 | 1.5% | 
| Value | Count | Frequency (%) | 
| Caucasian | 9504 | |
| 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 | |
|---|---|
| Male | 
| Female | |
|---|---|
| Male | 
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 | |
| Male | 40177 | 
| Value | Count | Frequency (%) | 
| Female | 6851 | |
| Male | 5709 | 
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 | |
|---|---|
| >8 | |
| Norm | 4390 | 
| >7 | 3339 | 
| None | |
|---|---|
| >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 | |
| >8 | 7216 | 8.3% | 
| Norm | 4390 | 5.1% | 
| >7 | 3339 | 3.8% | 
| Value | Count | Frequency (%) | 
| None | 10671 | |
| >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 | |
|---|---|
| Steady | |
| Down | |
| Up | 
| No | |
|---|---|
| Steady | |
| Down | |
| Up | 
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 | |
| Steady | 26289 | |
| Down | 10049 | 11.6% | 
| Up | 9358 | 10.8% | 
| Value | Count | Frequency (%) | 
| No | 5292 | |
| Steady | 3780 | |
| 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 | |
|---|---|
| Steady | |
| Up | 964 | 
| Down | 494 | 
| No | |
|---|---|
| Steady | |
| 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 | |
| Steady | 16213 | 18.7% | 
| Up | 964 | 1.1% | 
| Down | 494 | 0.6% | 
| Value | Count | Frequency (%) | 
| No | 10388 | |
| Steady | 1993 | 15.9% | 
| Up | 99 | 0.8% | 
| Down | 80 | 0.6% |