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_Value has constant value "0" | Readmitted within 30 Days_Value has constant value "1" | Constant |
A1Cresult is highly imbalanced (53.9%) | A1Cresult is highly imbalanced (58.1%) | Imbalance |
admission_type_id is highly imbalanced (50.5%) | Alert not present in this dataset | Imbalance |
metformin is highly imbalanced (58.6%) | metformin is highly imbalanced (62.5%) | Imbalance |
race is highly imbalanced (55.5%) | race is highly imbalanced (57.9%) | Imbalance |
Race is highly imbalanced (55.5%) | Race is highly imbalanced (57.9%) | Imbalance |
A1C is highly imbalanced (53.9%) | A1C is highly imbalanced (58.1%) | Imbalance |
Taking Metformin is highly imbalanced (58.6%) | Taking Metformin is highly imbalanced (62.5%) | Imbalance |
CaseManager_Feedback_30day_30_80_Threshold_Clarity has 19329 (22.3%) missing values | CaseManager_Feedback_30day_30_80_Threshold_Clarity has 3081 (24.5%) missing values | Missing |
CaseManager_Feedback_30day_30_80_Threshold_Effectiveness has 32053 (36.9%) missing values | CaseManager_Feedback_30day_30_80_Threshold_Effectiveness has 5201 (41.4%) missing values | Missing |
CaseManager_Feedback_30day_30_80_Threshold_Impact has 32565 (37.5%) missing values | CaseManager_Feedback_30day_30_80_Threshold_Impact has 4994 (39.8%) missing values | Missing |
PatientSatisfaction_ReadmissionFollowup has 47454 (54.7%) missing values | PatientSatisfaction_ReadmissionFollowup has 6936 (55.2%) missing values | Missing |
ExpectedHospitalStay has unique values | Alert not present in this dataset | Unique |
RiskLongStay has unique values | RiskLongStay has unique values | Unique |
num_procedures has 39941 (46.0%) zeros | num_procedures has 5738 (45.7%) zeros | Zeros |
Readmitted within 30 Days_Value has 86780 (100.0%) zeros | Alert not present in this dataset | Zeros |
Readmitted (Any)_Value has 52524 (60.5%) zeros | Alert not present in this dataset | Zeros |
Long Hospital Stay (>7 days)_Value has 74296 (85.6%) zeros | Long Hospital Stay (>7 days)_Value has 10333 (82.3%) zeros | Zeros |
Taking Metformin_Value has 68551 (79.0%) zeros | Taking Metformin_Value has 10307 (82.1%) zeros | Zeros |
| Alert not present in this dataset | Readmitted (Any)_Value has constant value "1" | Constant |
| Alert not present in this dataset | Risk30DayReadmission has unique values | Unique |
| Alert not present in this dataset | RiskAnyReadmission has unique values | Unique |
Reproduction
| Readmitted within 30 Days_Value=0 | Readmitted within 30 Days_Value=1 | |
|---|---|---|
| Analysis started | 2025-10-15 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 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Readmitted within 30 Days_Value=0 | Readmitted within 30 Days_Value=1 | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Readmitted within 30 Days_Value=0 | Readmitted within 30 Days_Value=1 | |
|---|---|---|
| 1st row | Very Poor | Good |
| 2nd row | Neutral | Neutral |
| 3rd row | Poor | Excellent |
| 4th row | Neutral | Excellent |
| 5th row | Poor | Excellent |
| Value | Count | Frequency (%) |
| good | 21919 | |
| 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 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Readmitted within 30 Days_Value=0 | Readmitted within 30 Days_Value=1 | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Readmitted within 30 Days_Value=0 | Readmitted within 30 Days_Value=1 | |
|---|---|---|
| 1st row | Good | Good |
| 2nd row | Excellent | Excellent |
| 3rd row | Neutral | Poor |
| 4th row | Excellent | Poor |
| 5th row | Good | Neutral |
| Value | Count | Frequency (%) |
| good | 17444 | |
| 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 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Readmitted within 30 Days_Value=0 | Readmitted within 30 Days_Value=1 | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Readmitted within 30 Days_Value=0 | Readmitted within 30 Days_Value=1 | |
|---|---|---|
| 1st row | Excellent | Very Poor |
| 2nd row | Neutral | Good |
| 3rd row | Good | Neutral |
| 4th row | Good | Good |
| 5th row | Very Poor | Neutral |
| Value | Count | Frequency (%) |
| good | 17386 | |
| 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 |
Histogram with fixed size bins (bins=50)
| 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 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Readmitted within 30 Days_Value=0 | Readmitted within 30 Days_Value=1 | |
|---|---|---|
| Unique | 0 | 0 ? |
| Unique (%) | 0.0% | 0.0% |
Sample
| Readmitted within 30 Days_Value=0 | Readmitted within 30 Days_Value=1 | |
|---|---|---|
| 1st row | Neutral | Good |
| 2nd row | Excellent | Poor |
| 3rd row | Good | Excellent |
| 4th row | Very Poor | Poor |
| 5th row | Neutral | Very Poor |
| Value | Count | Frequency (%) |
| poor | 10265 | |
| 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 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.02352751151 | 6 | < 0.1% |
| 0.02252679675 | 4 | < 0.1% |
| 0.02196621592 | 3 | < 0.1% |
| 0.02103047878 | 3 | < 0.1% |
| 0.07953060927 | 3 | < 0.1% |
| Other values (86718) | 86761 |
| 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 |
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 |
| 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 |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5472644277 | 2 | < 0.1% |
| 0.6361343963 | 2 | < 0.1% |
| 0.6885446923 | 2 | < 0.1% |
| 0.3366207831 | 1 | < 0.1% |
| 0.4769417325 | 1 | < 0.1% |
| Other values (86772) | 86772 |
| 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 |
Histogram with fixed size bins (bins=50)
| 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 |
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 |
| 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 |
Histogram with fixed size bins (bins=7)
| 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 |
Histogram with fixed size bins (bins=1)
| 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 |
Histogram with fixed size bins (bins=2)
| 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 |
Histogram with fixed size bins (bins=2)
| 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 |
Histogram with fixed size bins (bins=14)
| 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 |
Histogram with fixed size bins (bins=14)
| 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 |
Histogram with fixed size bins (bins=3)
| 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% |