Dataset statistics
| Number of variables | 5 |
|---|---|
| Number of observations | 28 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.4 KiB |
| Average record size in memory | 49.7 B |
Variable types
| Categorical | 4 |
|---|---|
| Numeric | 1 |
Dataset
| Description | 샘플 데이터 |
|---|---|
| Author | 코리아크레딧뷰로 / 장윤상 |
| URL | https://www.bigdata-transportation.kr/frn/prdt/detail?prdtId=PRDTNUM_000000020204 |
Reproduction
| Analysis started | 2023-12-11 22:42:12.508164 |
|---|---|
| Analysis finished | 2023-12-11 22:42:13.069167 |
| Duration | 0.56 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
BS_YR_MON
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 356.0 B |
| 202112 |
|---|
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 202112 |
|---|---|
| 2nd row | 202112 |
| 3rd row | 202112 |
| 4th row | 202112 |
| 5th row | 202112 |
Common Values
| Value | Count | Frequency (%) |
| 202112 | 28 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 202112 | 28 |
ADM_CD
Real number (ℝ)
| Distinct | 24 |
|---|---|
| Distinct (%) | 85.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28404829 |
| Minimum | 26320541 |
|---|---|
| Maximum | 31710262 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 384.0 B |
Quantile statistics
| Minimum | 26320541 |
|---|---|
| 5-th percentile | 26401578 |
| Q1 | 27230745 |
| median | 27710259 |
| Q3 | 29200594 |
| 95-th percentile | 31149559 |
| Maximum | 31710262 |
| Range | 5389721 |
| Interquartile range (IQR) | 1969849.2 |
Descriptive statistics
| Standard deviation | 1569191.7 |
|---|---|
| Coefficient of variation (CV) | 0.055243835 |
| Kurtosis | -0.52686828 |
| Mean | 28404829 |
| Median Absolute Deviation (MAD) | 559994 |
| Skewness | 0.74486581 |
| Sum | 7.9533522 × 108 |
| Variance | 2.4623626 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 27710256 | 4 | 14.3% |
| 27230745 | 2 | 7.1% |
| 28260575 | 1 | 3.6% |
| 28260515 | 1 | 3.6% |
| 29200637 | 1 | 3.6% |
| 27230735 | 1 | 3.6% |
| 26440535 | 1 | 3.6% |
| 27230560 | 1 | 3.6% |
| 31110650 | 1 | 3.6% |
| 28260730 | 1 | 3.6% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 26320541 | 1 | 3.6% |
| 26380601 | 1 | 3.6% |
| 26440535 | 1 | 3.6% |
| 27140742 | 1 | 3.6% |
| 27230560 | 1 | 3.6% |
| 27230735 | 1 | 3.6% |
| 27230745 | 2 | |
| 27260680 | 1 | 3.6% |
| 27290624 | 1 | 3.6% |
| 27710256 | 4 |
| Value | Count | Frequency (%) |
| 31710262 | 1 | |
| 31170510 | 1 | |
| 31110650 | 1 | |
| 31110600 | 1 | |
| 30200520 | 1 | |
| 30170590 | 1 | |
| 29200637 | 1 | |
| 29200580 | 1 | |
| 29200565 | 1 | |
| 29170695 | 1 |
GENDER
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 356.0 B |
| 1 | |
|---|---|
| 2 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 3.6% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 27 | |
| 2 | 1 | 3.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 27 | |
| 2 | 1 | 3.6% |
AGE_CD
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 17.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 356.0 B |
| 55 | |
|---|---|
| 65 | |
| 50 | |
| 45 | |
| 60 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 3.6% |
Sample
| 1st row | 50 |
|---|---|
| 2nd row | 55 |
| 3rd row | 65 |
| 4th row | 65 |
| 5th row | 50 |
Common Values
| Value | Count | Frequency (%) |
| 55 | 9 | |
| 65 | 9 | |
| 50 | 5 | |
| 45 | 4 | |
| 60 | 1 | 3.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 55 | 9 | |
| 65 | 9 | |
| 50 | 5 | |
| 45 | 4 | |
| 60 | 1 | 3.6% |
POP_CNT
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 14.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 356.0 B |
| 4 | |
|---|---|
| 5 | |
| 6 | |
| 7 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 3.6% |
Sample
| 1st row | 5 |
|---|---|
| 2nd row | 4 |
| 3rd row | 4 |
| 4th row | 4 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 4 | 20 | |
| 5 | 4 | 14.3% |
| 6 | 3 | 10.7% |
| 7 | 1 | 3.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4 | 20 | |
| 5 | 4 | 14.3% |
| 6 | 3 | 10.7% |
| 7 | 1 | 3.6% |
| ADM_CD | GENDER | AGE_CD | POP_CNT | |
|---|---|---|---|---|
| ADM_CD | 1.000 | 0.000 | 0.550 | 0.000 |
| GENDER | 0.000 | 1.000 | 0.249 | 0.000 |
| AGE_CD | 0.550 | 0.249 | 1.000 | 0.000 |
| POP_CNT | 0.000 | 0.000 | 0.000 | 1.000 |
| GENDER | AGE_CD | POP_CNT | |
|---|---|---|---|
| GENDER | 1.000 | 0.277 | 0.000 |
| AGE_CD | 0.277 | 1.000 | 0.000 |
| POP_CNT | 0.000 | 0.000 | 1.000 |
| ADM_CD | GENDER | AGE_CD | POP_CNT | |
|---|---|---|---|---|
| ADM_CD | 1.000 | 0.000 | 0.256 | 0.000 |
| GENDER | 0.000 | 1.000 | 0.277 | 0.000 |
| AGE_CD | 0.256 | 0.277 | 1.000 | 0.000 |
| POP_CNT | 0.000 | 0.000 | 0.000 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| BS_YR_MON | ADM_CD | GENDER | AGE_CD | POP_CNT | |
|---|---|---|---|---|---|
| 0 | 202112 | 27710256 | 1 | 50 | 5 |
| 1 | 202112 | 27710262 | 1 | 55 | 4 |
| 2 | 202112 | 29200580 | 1 | 65 | 4 |
| 3 | 202112 | 31170510 | 1 | 65 | 4 |
| 4 | 202112 | 27230745 | 1 | 50 | 4 |
| 5 | 202112 | 29170695 | 1 | 45 | 4 |
| 6 | 202112 | 30170590 | 1 | 50 | 4 |
| 7 | 202112 | 29200565 | 1 | 55 | 5 |
| 8 | 202112 | 27290624 | 1 | 65 | 4 |
| 9 | 202112 | 27230745 | 1 | 65 | 6 |
| BS_YR_MON | ADM_CD | GENDER | AGE_CD | POP_CNT | |
|---|---|---|---|---|---|
| 18 | 202112 | 28260730 | 1 | 45 | 4 |
| 19 | 202112 | 27710256 | 2 | 45 | 4 |
| 20 | 202112 | 31110650 | 1 | 55 | 4 |
| 21 | 202112 | 27230560 | 1 | 55 | 4 |
| 22 | 202112 | 27710256 | 1 | 65 | 5 |
| 23 | 202112 | 26440535 | 1 | 55 | 4 |
| 24 | 202112 | 27230735 | 1 | 65 | 4 |
| 25 | 202112 | 29200637 | 1 | 65 | 7 |
| 26 | 202112 | 28260515 | 1 | 55 | 6 |
| 27 | 202112 | 27710256 | 1 | 55 | 6 |