Dataset statistics
| Number of variables | 9 |
|---|---|
| Number of observations | 25 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.1 KiB |
| Average record size in memory | 85.3 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 7 |
Dataset
| Description | - 학력에 따른 1년 동안 여가 생활을 위한 한 달 평균 지출 금액 통계를 제공합니다. - 표본수(명)를 제외한 금액대별 값들은 표본수에서 차지하는 비율(%)을 의미합니다. - 데이터 제공처: KOSIS 국가통계포털 |
|---|---|
| Author | 제주데이터허브 |
| URL | https://www.jejudatahub.net/data/view/data/796 |
3만원 미만 is highly overall correlated with 3~5만원 and 4 other fields | High correlation |
3~5만원 is highly overall correlated with 3만원 미만 and 4 other fields | High correlation |
5~7만원 is highly overall correlated with 3만원 미만 and 4 other fields | High correlation |
9-15만원 is highly overall correlated with 3만원 미만 and 4 other fields | High correlation |
15만원이상 is highly overall correlated with 3만원 미만 and 5 other fields | High correlation |
표본수 is highly overall correlated with 3만원 미만 and 5 other fields | High correlation |
학력별 is highly overall correlated with 15만원이상 and 1 other fields | High correlation |
3만원 미만 has unique values | Unique |
5~7만원 has unique values | Unique |
15만원이상 has unique values | Unique |
표본수 has unique values | Unique |
Reproduction
| Analysis started | 2023-12-11 19:47:24.407420 |
|---|---|
| Analysis finished | 2023-12-11 19:47:31.958445 |
| Duration | 7.55 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
기준일(년)
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 20.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 332.0 B |
| 2018 | |
|---|---|
| 2019 | |
| 2020 | |
| 2021 | |
| 2022 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2018 |
|---|---|
| 2nd row | 2018 |
| 3rd row | 2018 |
| 4th row | 2018 |
| 5th row | 2018 |
Common Values
| Value | Count | Frequency (%) |
| 2018 | 5 | |
| 2019 | 5 | |
| 2020 | 5 | |
| 2021 | 5 | |
| 2022 | 5 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2018 | 5 | |
| 2019 | 5 | |
| 2020 | 5 | |
| 2021 | 5 | |
| 2022 | 5 |
학력별
Categorical
HIGH CORRELATION
| Distinct | 6 |
|---|---|
| Distinct (%) | 24.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 332.0 B |
| 고졸 | |
|---|---|
| 전체 | |
| 중졸 | |
| 초졸 이하 | |
| 대졸 이상 |
Length
| Max length | 5 |
|---|---|
| Median length | 2 |
| Mean length | 3.12 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 고졸 |
|---|---|
| 2nd row | 대졸 이상 |
| 3rd row | 전체 |
| 4th row | 중졸 |
| 5th row | 초졸 이하 |
Common Values
| Value | Count | Frequency (%) |
| 고졸 | 5 | |
| 전체 | 5 | |
| 중졸 | 5 | |
| 초졸 이하 | 5 | |
| 대졸 이상 | 3 | |
| 대졸이상 | 2 | 8.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 고졸 | 5 | |
| 전체 | 5 | |
| 중졸 | 5 | |
| 초졸 | 5 | |
| 이하 | 5 | |
| 대졸 | 3 | |
| 이상 | 3 | |
| 대졸이상 | 2 | 6.1% |
3만원 미만
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.192 |
| Minimum | 2.2 |
|---|---|
| Maximum | 39.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 2.2 |
|---|---|
| 5-th percentile | 3.54 |
| Q1 | 6.2 |
| median | 9.8 |
| Q3 | 19.8 |
| 95-th percentile | 33.56 |
| Maximum | 39.7 |
| Range | 37.5 |
| Interquartile range (IQR) | 13.6 |
Descriptive statistics
| Standard deviation | 10.736772 |
|---|---|
| Coefficient of variation (CV) | 0.7565369 |
| Kurtosis | -0.048051319 |
| Mean | 14.192 |
| Median Absolute Deviation (MAD) | 5.6 |
| Skewness | 1.0084247 |
| Sum | 354.8 |
| Variance | 115.27827 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 3.4 | 1 | 4.0% |
| 2.2 | 1 | 4.0% |
| 9.3 | 1 | 4.0% |
| 5.0 | 1 | 4.0% |
| 7.8 | 1 | 4.0% |
| 16.0 | 1 | 4.0% |
| 28.0 | 1 | 4.0% |
| 14.0 | 1 | 4.0% |
| 6.8 | 1 | 4.0% |
| 11.1 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 2.2 | 1 | |
| 3.4 | 1 | |
| 4.1 | 1 | |
| 4.2 | 1 | |
| 5.0 | 1 | |
| 5.1 | 1 | |
| 6.2 | 1 | |
| 6.8 | 1 | |
| 7.4 | 1 | |
| 7.8 | 1 |
| Value | Count | Frequency (%) |
| 39.7 | 1 | |
| 33.9 | 1 | |
| 32.2 | 1 | |
| 28.0 | 1 | |
| 27.9 | 1 | |
| 21.2 | 1 | |
| 19.8 | 1 | |
| 19.0 | 1 | |
| 16.0 | 1 | |
| 14.0 | 1 |
3~5만원
Real number (ℝ)
HIGH CORRELATION
| Distinct | 24 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.628 |
| Minimum | 3.2 |
|---|---|
| Maximum | 20.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 3.2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5.7 |
| median | 9.4 |
| Q3 | 15.3 |
| 95-th percentile | 20.14 |
| Maximum | 20.6 |
| Range | 17.4 |
| Interquartile range (IQR) | 9.6 |
Descriptive statistics
| Standard deviation | 5.4318137 |
|---|---|
| Coefficient of variation (CV) | 0.51108522 |
| Kurtosis | -1.0614729 |
| Mean | 10.628 |
| Median Absolute Deviation (MAD) | 4.6 |
| Skewness | 0.45234191 |
| Sum | 265.7 |
| Variance | 29.5046 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 15.3 | 2 | 8.0% |
| 6.9 | 1 | 4.0% |
| 15.2 | 1 | 4.0% |
| 5.7 | 1 | 4.0% |
| 3.2 | 1 | 4.0% |
| 4.8 | 1 | 4.0% |
| 11.7 | 1 | 4.0% |
| 9.5 | 1 | 4.0% |
| 5.4 | 1 | 4.0% |
| 9.7 | 1 | 4.0% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 3.2 | 1 | |
| 3.9 | 1 | |
| 4.4 | 1 | |
| 4.8 | 1 | |
| 5.4 | 1 | |
| 5.5 | 1 | |
| 5.7 | 1 | |
| 6.9 | 1 | |
| 7.5 | 1 | |
| 7.8 | 1 |
| Value | Count | Frequency (%) |
| 20.6 | 1 | |
| 20.4 | 1 | |
| 19.1 | 1 | |
| 17.0 | 1 | |
| 15.8 | 1 | |
| 15.3 | 2 | |
| 15.2 | 1 | |
| 14.3 | 1 | |
| 11.7 | 1 | |
| 9.7 | 1 |
5~7만원
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.112 |
| Minimum | 7.6 |
|---|---|
| Maximum | 27.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 7.6 |
|---|---|
| 5-th percentile | 10.38 |
| Q1 | 13.2 |
| median | 17.5 |
| Q3 | 23.1 |
| 95-th percentile | 26.98 |
| Maximum | 27.7 |
| Range | 20.1 |
| Interquartile range (IQR) | 9.9 |
Descriptive statistics
| Standard deviation | 5.5632964 |
|---|---|
| Coefficient of variation (CV) | 0.3071608 |
| Kurtosis | -0.85840906 |
| Mean | 18.112 |
| Median Absolute Deviation (MAD) | 4.5 |
| Skewness | 0.13128165 |
| Sum | 452.8 |
| Variance | 30.950267 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 14.5 | 1 | 4.0% |
| 9.9 | 1 | 4.0% |
| 13.2 | 1 | 4.0% |
| 7.6 | 1 | 4.0% |
| 13.0 | 1 | 4.0% |
| 24.7 | 1 | 4.0% |
| 27.3 | 1 | 4.0% |
| 16.5 | 1 | 4.0% |
| 12.8 | 1 | 4.0% |
| 18.3 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 7.6 | 1 | |
| 9.9 | 1 | |
| 12.3 | 1 | |
| 12.8 | 1 | |
| 12.9 | 1 | |
| 13.0 | 1 | |
| 13.2 | 1 | |
| 14.5 | 1 | |
| 14.8 | 1 | |
| 16.5 | 1 |
| Value | Count | Frequency (%) |
| 27.7 | 1 | |
| 27.3 | 1 | |
| 25.7 | 1 | |
| 25.1 | 1 | |
| 24.7 | 1 | |
| 23.5 | 1 | |
| 23.1 | 1 | |
| 21.3 | 1 | |
| 20.4 | 1 | |
| 18.5 | 1 |
7~9만원
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | 64.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.524 |
| Minimum | 1.8 |
|---|---|
| Maximum | 7.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 1.8 |
|---|---|
| 5-th percentile | 1.86 |
| Q1 | 2.5 |
| median | 3 |
| Q3 | 3.6 |
| 95-th percentile | 6.56 |
| Maximum | 7.8 |
| Range | 6 |
| Interquartile range (IQR) | 1.1 |
Descriptive statistics
| Standard deviation | 1.5780473 |
|---|---|
| Coefficient of variation (CV) | 0.44780003 |
| Kurtosis | 1.4054595 |
| Mean | 3.524 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 1.463266 |
| Sum | 88.1 |
| Variance | 2.4902333 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 2.9 | 3 | |
| 1.8 | 2 | 8.0% |
| 3.4 | 2 | 8.0% |
| 2.3 | 2 | 8.0% |
| 3.0 | 2 | 8.0% |
| 3.6 | 2 | 8.0% |
| 2.8 | 2 | 8.0% |
| 2.5 | 2 | 8.0% |
| 2.1 | 1 | 4.0% |
| 3.5 | 1 | 4.0% |
| Other values (6) | 6 |
| Value | Count | Frequency (%) |
| 1.8 | 2 | |
| 2.1 | 1 | 4.0% |
| 2.3 | 2 | |
| 2.5 | 2 | |
| 2.8 | 2 | |
| 2.9 | 3 | |
| 3.0 | 2 | |
| 3.3 | 1 | 4.0% |
| 3.4 | 2 | |
| 3.5 | 1 | 4.0% |
| Value | Count | Frequency (%) |
| 7.8 | 1 | |
| 6.6 | 1 | |
| 6.4 | 1 | |
| 5.9 | 1 | |
| 5.0 | 1 | |
| 3.6 | 2 | |
| 3.5 | 1 | |
| 3.4 | 2 | |
| 3.3 | 1 | |
| 3.0 | 2 |
9-15만원
Real number (ℝ)
HIGH CORRELATION
| Distinct | 22 |
|---|---|
| Distinct (%) | 88.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.284 |
| Minimum | 10.4 |
|---|---|
| Maximum | 23.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 10.4 |
|---|---|
| 5-th percentile | 13.2 |
| Q1 | 17.3 |
| median | 20.3 |
| Q3 | 21.8 |
| 95-th percentile | 23.36 |
| Maximum | 23.8 |
| Range | 13.4 |
| Interquartile range (IQR) | 4.5 |
Descriptive statistics
| Standard deviation | 3.6832594 |
|---|---|
| Coefficient of variation (CV) | 0.1910008 |
| Kurtosis | -0.10241051 |
| Mean | 19.284 |
| Median Absolute Deviation (MAD) | 2.1 |
| Skewness | -0.90137584 |
| Sum | 482.1 |
| Variance | 13.5664 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 21.1 | 2 | 8.0% |
| 22.3 | 2 | 8.0% |
| 13.2 | 2 | 8.0% |
| 17.9 | 1 | 4.0% |
| 20.1 | 1 | 4.0% |
| 18.2 | 1 | 4.0% |
| 23.1 | 1 | 4.0% |
| 15.4 | 1 | 4.0% |
| 19.9 | 1 | 4.0% |
| 21.6 | 1 | 4.0% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 10.4 | 1 | |
| 13.2 | 2 | |
| 14.4 | 1 | |
| 15.4 | 1 | |
| 15.7 | 1 | |
| 17.3 | 1 | |
| 17.9 | 1 | |
| 18.2 | 1 | |
| 19.9 | 1 | |
| 20.0 | 1 |
| Value | Count | Frequency (%) |
| 23.8 | 1 | |
| 23.4 | 1 | |
| 23.2 | 1 | |
| 23.1 | 1 | |
| 22.3 | 2 | |
| 21.8 | 1 | |
| 21.6 | 1 | |
| 21.5 | 1 | |
| 21.1 | 2 | |
| 20.9 | 1 |
15만원이상
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.252 |
| Minimum | 8.6 |
|---|---|
| Maximum | 63.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 8.6 |
|---|---|
| 5-th percentile | 9.6 |
| Q1 | 20.3 |
| median | 40.3 |
| Q3 | 49.2 |
| 95-th percentile | 54.7 |
| Maximum | 63.9 |
| Range | 55.3 |
| Interquartile range (IQR) | 28.9 |
Descriptive statistics
| Standard deviation | 17.183716 |
|---|---|
| Coefficient of variation (CV) | 0.50168504 |
| Kurtosis | -1.3718355 |
| Mean | 34.252 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.15899297 |
| Sum | 856.3 |
| Variance | 295.2801 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 45.5 | 1 | 4.0% |
| 54.3 | 1 | 4.0% |
| 49.2 | 1 | 4.0% |
| 63.9 | 1 | 4.0% |
| 49.7 | 1 | 4.0% |
| 20.9 | 1 | 4.0% |
| 10.4 | 1 | 4.0% |
| 37.3 | 1 | 4.0% |
| 51.1 | 1 | 4.0% |
| 36.3 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 8.6 | 1 | |
| 9.4 | 1 | |
| 10.4 | 1 | |
| 11.5 | 1 | |
| 12.3 | 1 | |
| 16.5 | 1 | |
| 20.3 | 1 | |
| 20.6 | 1 | |
| 20.9 | 1 | |
| 22.5 | 1 |
| Value | Count | Frequency (%) |
| 63.9 | 1 | |
| 54.8 | 1 | |
| 54.3 | 1 | |
| 53.4 | 1 | |
| 51.1 | 1 | |
| 49.7 | 1 | |
| 49.2 | 1 | |
| 45.5 | 1 | |
| 43.6 | 1 | |
| 42.0 | 1 |
표본수
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4059.28 |
| Minimum | 923 |
|---|---|
| Maximum | 10498 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 923 |
|---|---|
| 5-th percentile | 1073.8 |
| Q1 | 1146 |
| median | 3805 |
| Q3 | 4039 |
| 95-th percentile | 10082.4 |
| Maximum | 10498 |
| Range | 9575 |
| Interquartile range (IQR) | 2893 |
Descriptive statistics
| Standard deviation | 3362.8183 |
|---|---|
| Coefficient of variation (CV) | 0.82842728 |
| Kurtosis | -0.21743459 |
| Mean | 4059.28 |
| Median Absolute Deviation (MAD) | 2654 |
| Skewness | 1.0503752 |
| Sum | 101482 |
| Variance | 11308547 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 4491 | 1 | 4.0% |
| 3632 | 1 | 4.0% |
| 10046 | 1 | 4.0% |
| 3974 | 1 | 4.0% |
| 3790 | 1 | 4.0% |
| 1136 | 1 | 4.0% |
| 1146 | 1 | 4.0% |
| 10049 | 1 | 4.0% |
| 3841 | 1 | 4.0% |
| 3927 | 1 | 4.0% |
| Other values (15) | 15 |
| Value | Count | Frequency (%) |
| 923 | 1 | |
| 1067 | 1 | |
| 1101 | 1 | |
| 1136 | 1 | |
| 1139 | 1 | |
| 1142 | 1 | |
| 1146 | 1 | |
| 1151 | 1 | |
| 1164 | 1 | |
| 1452 | 1 |
| Value | Count | Frequency (%) |
| 10498 | 1 | |
| 10088 | 1 | |
| 10060 | 1 | |
| 10049 | 1 | |
| 10046 | 1 | |
| 4491 | 1 | |
| 4039 | 1 | |
| 3974 | 1 | |
| 3940 | 1 | |
| 3927 | 1 |
| 기준일(년) | 학력별 | 3만원 미만 | 3~5만원 | 5~7만원 | 7~9만원 | 9-15만원 | 15만원이상 | 표본수 | |
|---|---|---|---|---|---|---|---|---|---|
| 기준일(년) | 1.000 | 0.000 | 0.000 | 0.388 | 0.384 | 0.177 | 0.000 | 0.000 | 0.000 |
| 학력별 | 0.000 | 1.000 | 0.484 | 0.673 | 0.686 | 0.613 | 0.542 | 0.908 | 0.901 |
| 3만원 미만 | 0.000 | 0.484 | 1.000 | 0.710 | 0.655 | 0.000 | 0.799 | 0.669 | 0.095 |
| 3~5만원 | 0.388 | 0.673 | 0.710 | 1.000 | 0.756 | 0.426 | 0.575 | 0.909 | 0.865 |
| 5~7만원 | 0.384 | 0.686 | 0.655 | 0.756 | 1.000 | 0.724 | 0.641 | 0.878 | 0.756 |
| 7~9만원 | 0.177 | 0.613 | 0.000 | 0.426 | 0.724 | 1.000 | 0.000 | 0.462 | 0.666 |
| 9-15만원 | 0.000 | 0.542 | 0.799 | 0.575 | 0.641 | 0.000 | 1.000 | 0.583 | 0.399 |
| 15만원이상 | 0.000 | 0.908 | 0.669 | 0.909 | 0.878 | 0.462 | 0.583 | 1.000 | 0.838 |
| 표본수 | 0.000 | 0.901 | 0.095 | 0.865 | 0.756 | 0.666 | 0.399 | 0.838 | 1.000 |
| 학력별 | 기준일(년) | |
|---|---|---|
| 학력별 | 1.000 | 0.000 |
| 기준일(년) | 0.000 | 1.000 |
| 3만원 미만 | 3~5만원 | 5~7만원 | 7~9만원 | 9-15만원 | 15만원이상 | 표본수 | 기준일(년) | 학력별 | |
|---|---|---|---|---|---|---|---|---|---|
| 3만원 미만 | 1.000 | 0.900 | 0.825 | -0.219 | -0.809 | -0.936 | -0.629 | 0.000 | 0.152 |
| 3~5만원 | 0.900 | 1.000 | 0.921 | 0.111 | -0.720 | -0.971 | -0.596 | 0.200 | 0.419 |
| 5~7만원 | 0.825 | 0.921 | 1.000 | 0.262 | -0.571 | -0.916 | -0.607 | 0.063 | 0.380 |
| 7~9만원 | -0.219 | 0.111 | 0.262 | 1.000 | 0.343 | -0.030 | 0.010 | 0.193 | 0.295 |
| 9-15만원 | -0.809 | -0.720 | -0.571 | 0.343 | 1.000 | 0.695 | 0.510 | 0.000 | 0.335 |
| 15만원이상 | -0.936 | -0.971 | -0.916 | -0.030 | 0.695 | 1.000 | 0.606 | 0.000 | 0.745 |
| 표본수 | -0.629 | -0.596 | -0.607 | 0.010 | 0.510 | 0.606 | 1.000 | 0.000 | 0.745 |
| 기준일(년) | 0.000 | 0.200 | 0.063 | 0.193 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 |
| 학력별 | 0.152 | 0.419 | 0.380 | 0.295 | 0.335 | 0.745 | 0.745 | 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.
| 기준일(년) | 학력별 | 3만원 미만 | 3~5만원 | 5~7만원 | 7~9만원 | 9-15만원 | 15만원이상 | 표본수 | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 2018 | 고졸 | 3.4 | 6.9 | 14.5 | 6.6 | 23.2 | 45.5 | 4491 |
| 1 | 2018 | 대졸 이상 | 2.2 | 3.9 | 9.9 | 5.9 | 23.8 | 54.3 | 3632 |
| 2 | 2018 | 전체 | 5.1 | 7.8 | 14.8 | 6.4 | 22.3 | 43.6 | 10498 |
| 3 | 2018 | 중졸 | 11.0 | 15.3 | 23.5 | 7.8 | 20.0 | 22.5 | 1452 |
| 4 | 2018 | 초졸 이하 | 21.2 | 20.6 | 27.7 | 5.0 | 13.2 | 12.3 | 923 |
| 5 | 2019 | 고졸 | 7.4 | 7.5 | 18.2 | 3.0 | 21.8 | 42.0 | 3940 |
| 6 | 2019 | 대졸 이상 | 4.1 | 4.4 | 12.3 | 2.9 | 21.5 | 54.8 | 3805 |
| 7 | 2019 | 전체 | 9.8 | 8.1 | 17.4 | 2.9 | 20.3 | 41.5 | 10060 |
| 8 | 2019 | 중졸 | 19.0 | 15.8 | 25.7 | 3.6 | 15.7 | 20.3 | 1164 |
| 9 | 2019 | 초졸 이하 | 32.2 | 17.0 | 25.1 | 1.8 | 14.4 | 9.4 | 1151 |
| 기준일(년) | 학력별 | 3만원 미만 | 3~5만원 | 5~7만원 | 7~9만원 | 9-15만원 | 15만원이상 | 표본수 | |
|---|---|---|---|---|---|---|---|---|---|
| 15 | 2021 | 초졸 이하 | 39.7 | 20.4 | 18.5 | 2.5 | 10.4 | 8.6 | 1139 |
| 16 | 2021 | 중졸 | 27.9 | 14.3 | 21.3 | 2.8 | 17.3 | 16.5 | 1142 |
| 17 | 2021 | 고졸 | 11.1 | 9.7 | 18.3 | 3.4 | 21.1 | 36.3 | 3927 |
| 18 | 2021 | 대졸이상 | 6.8 | 5.4 | 12.8 | 2.3 | 21.6 | 51.1 | 3841 |
| 19 | 2021 | 전체 | 14.0 | 9.5 | 16.5 | 2.8 | 19.9 | 37.3 | 10049 |
| 20 | 2022 | 초졸 이하 | 28.0 | 15.3 | 27.3 | 3.5 | 15.4 | 10.4 | 1146 |
| 21 | 2022 | 중졸 | 16.0 | 11.7 | 24.7 | 3.6 | 23.1 | 20.9 | 1136 |
| 22 | 2022 | 고졸 | 7.8 | 4.8 | 13.0 | 2.3 | 22.3 | 49.7 | 3790 |
| 23 | 2022 | 대졸이상 | 5.0 | 3.2 | 7.6 | 2.1 | 18.2 | 63.9 | 3974 |
| 24 | 2022 | 전체 | 9.3 | 5.7 | 13.2 | 2.5 | 20.1 | 49.2 | 10046 |