Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 24 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.1 KiB |
| Average record size in memory | 175.5 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 18 |
Dataset
| Description | 지역별(광역시, 도) 공무원 퇴직자수 현황(2001~)에 대한 데이터입니다. 2001년부터 시작되며 연 단위로 구분됩니다. |
|---|---|
| URL | https://www.data.go.kr/data/15054050/fileData.do |
계 is highly overall correlated with 서울 and 16 other fields | High correlation |
서울 is highly overall correlated with 계 and 16 other fields | High correlation |
부산 is highly overall correlated with 계 and 16 other fields | High correlation |
대구 is highly overall correlated with 계 and 16 other fields | High correlation |
인천 is highly overall correlated with 계 and 16 other fields | High correlation |
광주 is highly overall correlated with 계 and 16 other fields | High correlation |
대전 is highly overall correlated with 계 and 16 other fields | High correlation |
세종 is highly overall correlated with 계 and 16 other fields | High correlation |
울산 is highly overall correlated with 계 and 16 other fields | High correlation |
경기 is highly overall correlated with 계 and 16 other fields | High correlation |
강원 is highly overall correlated with 계 and 16 other fields | High correlation |
충북 is highly overall correlated with 계 and 16 other fields | High correlation |
충남 is highly overall correlated with 계 and 16 other fields | High correlation |
경북 is highly overall correlated with 계 and 16 other fields | High correlation |
경남 is highly overall correlated with 계 and 16 other fields | High correlation |
전북 is highly overall correlated with 계 and 16 other fields | High correlation |
전남 is highly overall correlated with 계 and 16 other fields | High correlation |
제주 is highly overall correlated with 계 and 16 other fields | High correlation |
구분 has unique values | Unique |
계 has unique values | Unique |
서울 has unique values | Unique |
부산 has unique values | Unique |
대구 has unique values | Unique |
광주 has unique values | Unique |
대전 has unique values | Unique |
울산 has unique values | Unique |
경기 has unique values | Unique |
충북 has unique values | Unique |
충남 has unique values | Unique |
경북 has unique values | Unique |
경남 has unique values | Unique |
전북 has unique values | Unique |
전남 has unique values | Unique |
제주 has unique values | Unique |
세종 has 11 (45.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-12 09:06:20.508577 |
|---|---|
| Analysis finished | 2023-12-12 09:06:59.264266 |
| Duration | 38.76 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
구분
Text
UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 324.0 B |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.75 |
| Min length | 1 |
Characters and Unicode
| Total characters | 90 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 24 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 2001 |
|---|---|
| 2nd row | 2002 |
| 3rd row | 2003 |
| 4th row | 2004 |
| 5th row | 2005 |
| Value | Count | Frequency (%) |
| 2001 | 1 | 4.2% |
| 2002 | 1 | 4.2% |
| 남 | 1 | 4.2% |
| 2022 | 1 | 4.2% |
| 2021 | 1 | 4.2% |
| 2020 | 1 | 4.2% |
| 2019 | 1 | 4.2% |
| 2018 | 1 | 4.2% |
| 2017 | 1 | 4.2% |
| 2016 | 1 | 4.2% |
| Other values (14) | 14 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 33 | |
| 2 | 28 | |
| 1 | 13 | 14.4% |
| 3 | 2 | 2.2% |
| 4 | 2 | 2.2% |
| 5 | 2 | 2.2% |
| 6 | 2 | 2.2% |
| 7 | 2 | 2.2% |
| 8 | 2 | 2.2% |
| 9 | 2 | 2.2% |
| Other values (2) | 2 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 88 | |
| Other Letter | 2 | 2.2% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 33 | |
| 2 | 28 | |
| 1 | 13 | 14.8% |
| 3 | 2 | 2.3% |
| 4 | 2 | 2.3% |
| 5 | 2 | 2.3% |
| 6 | 2 | 2.3% |
| 7 | 2 | 2.3% |
| 8 | 2 | 2.3% |
| 9 | 2 | 2.3% |
Other Letter
| Value | Count | Frequency (%) |
| 남 | 1 | |
| 여 | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 88 | |
| Hangul | 2 | 2.2% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 33 | |
| 2 | 28 | |
| 1 | 13 | 14.8% |
| 3 | 2 | 2.3% |
| 4 | 2 | 2.3% |
| 5 | 2 | 2.3% |
| 6 | 2 | 2.3% |
| 7 | 2 | 2.3% |
| 8 | 2 | 2.3% |
| 9 | 2 | 2.3% |
Hangul
| Value | Count | Frequency (%) |
| 남 | 1 | |
| 여 | 1 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 88 | |
| Hangul | 2 | 2.2% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 33 | |
| 2 | 28 | |
| 1 | 13 | 14.8% |
| 3 | 2 | 2.3% |
| 4 | 2 | 2.3% |
| 5 | 2 | 2.3% |
| 6 | 2 | 2.3% |
| 7 | 2 | 2.3% |
| 8 | 2 | 2.3% |
| 9 | 2 | 2.3% |
Hangul
| Value | Count | Frequency (%) |
| 남 | 1 | |
| 여 | 1 |
계
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34251.75 |
| Minimum | 19722 |
|---|---|
| Maximum | 54993 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 19722 |
|---|---|
| 5-th percentile | 23272.75 |
| Q1 | 28869 |
| median | 35016.5 |
| Q3 | 38743.75 |
| 95-th percentile | 46922.55 |
| Maximum | 54993 |
| Range | 35271 |
| Interquartile range (IQR) | 9874.75 |
Descriptive statistics
| Standard deviation | 8463.915 |
|---|---|
| Coefficient of variation (CV) | 0.24710898 |
| Kurtosis | 0.12882763 |
| Mean | 34251.75 |
| Median Absolute Deviation (MAD) | 5415.5 |
| Skewness | 0.48790235 |
| Sum | 822042 |
| Variance | 71637858 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 29509 | 1 | 4.2% |
| 44010 | 1 | 4.2% |
| 19722 | 1 | 4.2% |
| 35271 | 1 | 4.2% |
| 54993 | 1 | 4.2% |
| 44676 | 1 | 4.2% |
| 47319 | 1 | 4.2% |
| 39781 | 1 | 4.2% |
| 37710 | 1 | 4.2% |
| 37059 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 19722 | 1 | |
| 23095 | 1 | |
| 24280 | 1 | |
| 24899 | 1 | |
| 26163 | 1 | |
| 27384 | 1 | |
| 29364 | 1 | |
| 29509 | 1 | |
| 30021 | 1 | |
| 30035 | 1 |
| Value | Count | Frequency (%) |
| 54993 | 1 | |
| 47319 | 1 | |
| 44676 | 1 | |
| 44010 | 1 | |
| 40340 | 1 | |
| 39781 | 1 | |
| 38398 | 1 | |
| 37710 | 1 | |
| 37059 | 1 | |
| 36934 | 1 |
서울
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8870.875 |
| Minimum | 5288 |
|---|---|
| Maximum | 13784 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 5288 |
|---|---|
| 5-th percentile | 6400.6 |
| Q1 | 7648.5 |
| median | 8764.5 |
| Q3 | 9780 |
| 95-th percentile | 11658.15 |
| Maximum | 13784 |
| Range | 8496 |
| Interquartile range (IQR) | 2131.5 |
Descriptive statistics
| Standard deviation | 1938.9901 |
|---|---|
| Coefficient of variation (CV) | 0.21857935 |
| Kurtosis | 0.50886515 |
| Mean | 8870.875 |
| Median Absolute Deviation (MAD) | 1066 |
| Skewness | 0.47972542 |
| Sum | 212901 |
| Variance | 3759682.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 7780 | 1 | 4.2% |
| 9912 | 1 | 4.2% |
| 5288 | 1 | 4.2% |
| 8496 | 1 | 4.2% |
| 13784 | 1 | 4.2% |
| 10694 | 1 | 4.2% |
| 11679 | 1 | 4.2% |
| 9705 | 1 | 4.2% |
| 9436 | 1 | 4.2% |
| 9033 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 5288 | 1 | |
| 6364 | 1 | |
| 6608 | 1 | |
| 6822 | 1 | |
| 6848 | 1 | |
| 7254 | 1 | |
| 7780 | 1 | |
| 7820 | 1 | |
| 8172 | 1 | |
| 8320 | 1 |
| Value | Count | Frequency (%) |
| 13784 | 1 | |
| 11679 | 1 | |
| 11540 | 1 | |
| 10694 | 1 | |
| 10216 | 1 | |
| 9912 | 1 | |
| 9736 | 1 | |
| 9705 | 1 | |
| 9577 | 1 | |
| 9436 | 1 |
부산
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2252.8333 |
| Minimum | 1378 |
|---|---|
| Maximum | 3456 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 1378 |
|---|---|
| 5-th percentile | 1434 |
| Q1 | 1796.5 |
| median | 2089 |
| Q3 | 2615.5 |
| 95-th percentile | 3388.65 |
| Maximum | 3456 |
| Range | 2078 |
| Interquartile range (IQR) | 819 |
Descriptive statistics
| Standard deviation | 622.61878 |
|---|---|
| Coefficient of variation (CV) | 0.27637143 |
| Kurtosis | -0.75293842 |
| Mean | 2252.8333 |
| Median Absolute Deviation (MAD) | 487.5 |
| Skewness | 0.44225805 |
| Sum | 54068 |
| Variance | 387654.14 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 1829 | 1 | 4.2% |
| 3456 | 1 | 4.2% |
| 1378 | 1 | 4.2% |
| 2063 | 1 | 4.2% |
| 3441 | 1 | 4.2% |
| 2861 | 1 | 4.2% |
| 3092 | 1 | 4.2% |
| 2592 | 1 | 4.2% |
| 2561 | 1 | 4.2% |
| 2478 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 1378 | 1 | |
| 1416 | 1 | |
| 1536 | 1 | |
| 1538 | 1 | |
| 1579 | 1 | |
| 1699 | 1 | |
| 1829 | 1 | |
| 1935 | 1 | |
| 1949 | 1 | |
| 1963 | 1 |
| Value | Count | Frequency (%) |
| 3456 | 1 | |
| 3441 | 1 | |
| 3092 | 1 | |
| 3041 | 1 | |
| 2861 | 1 | |
| 2686 | 1 | |
| 2592 | 1 | |
| 2561 | 1 | |
| 2513 | 1 | |
| 2478 | 1 |
대구
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1524.375 |
| Minimum | 759 |
|---|---|
| Maximum | 2561 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 759 |
|---|---|
| 5-th percentile | 904.65 |
| Q1 | 1130 |
| median | 1536.5 |
| Q3 | 1763.75 |
| 95-th percentile | 2142.3 |
| Maximum | 2561 |
| Range | 1802 |
| Interquartile range (IQR) | 633.75 |
Descriptive statistics
| Standard deviation | 452.62104 |
|---|---|
| Coefficient of variation (CV) | 0.29692237 |
| Kurtosis | -0.3462026 |
| Mean | 1524.375 |
| Median Absolute Deviation (MAD) | 346.5 |
| Skewness | 0.26899287 |
| Sum | 36585 |
| Variance | 204865.81 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 1157 | 1 | 4.2% |
| 2093 | 1 | 4.2% |
| 759 | 1 | 4.2% |
| 1802 | 1 | 4.2% |
| 2561 | 1 | 4.2% |
| 1964 | 1 | 4.2% |
| 2151 | 1 | 4.2% |
| 1751 | 1 | 4.2% |
| 1599 | 1 | 4.2% |
| 1697 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 759 | 1 | |
| 888 | 1 | |
| 999 | 1 | |
| 1033 | 1 | |
| 1036 | 1 | |
| 1049 | 1 | |
| 1157 | 1 | |
| 1223 | 1 | |
| 1397 | 1 | |
| 1419 | 1 |
| Value | Count | Frequency (%) |
| 2561 | 1 | |
| 2151 | 1 | |
| 2093 | 1 | |
| 2009 | 1 | |
| 1964 | 1 | |
| 1802 | 1 | |
| 1751 | 1 | |
| 1744 | 1 | |
| 1723 | 1 | |
| 1697 | 1 |
인천
Real number (ℝ)
HIGH CORRELATION
| Distinct | 23 |
|---|---|
| Distinct (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1192.4583 |
| Minimum | 735 |
|---|---|
| Maximum | 2292 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 735 |
|---|---|
| 5-th percentile | 751.4 |
| Q1 | 886 |
| median | 1098.5 |
| Q3 | 1368.75 |
| 95-th percentile | 1969.7 |
| Maximum | 2292 |
| Range | 1557 |
| Interquartile range (IQR) | 482.75 |
Descriptive statistics
| Standard deviation | 421.7843 |
|---|---|
| Coefficient of variation (CV) | 0.35370989 |
| Kurtosis | 0.76144074 |
| Mean | 1192.4583 |
| Median Absolute Deviation (MAD) | 249 |
| Skewness | 1.0967664 |
| Sum | 28619 |
| Variance | 177902 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 886 | 2 | 8.3% |
| 900 | 1 | 4.2% |
| 1404 | 1 | 4.2% |
| 1406 | 1 | 4.2% |
| 2292 | 1 | 4.2% |
| 1982 | 1 | 4.2% |
| 1900 | 1 | 4.2% |
| 1609 | 1 | 4.2% |
| 1338 | 1 | 4.2% |
| 1203 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 735 | 1 | |
| 749 | 1 | |
| 765 | 1 | |
| 771 | 1 | |
| 790 | 1 | |
| 886 | 2 | |
| 887 | 1 | |
| 896 | 1 | |
| 900 | 1 | |
| 1052 | 1 |
| Value | Count | Frequency (%) |
| 2292 | 1 | |
| 1982 | 1 | |
| 1900 | 1 | |
| 1609 | 1 | |
| 1406 | 1 | |
| 1404 | 1 | |
| 1357 | 1 | |
| 1338 | 1 | |
| 1313 | 1 | |
| 1301 | 1 |
광주
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1030.625 |
| Minimum | 409 |
|---|---|
| Maximum | 1449 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 409 |
|---|---|
| 5-th percentile | 762.5 |
| Q1 | 893.75 |
| median | 1042 |
| Q3 | 1176.25 |
| 95-th percentile | 1385.45 |
| Maximum | 1449 |
| Range | 1040 |
| Interquartile range (IQR) | 282.5 |
Descriptive statistics
| Standard deviation | 233.51079 |
|---|---|
| Coefficient of variation (CV) | 0.22657202 |
| Kurtosis | 0.9022108 |
| Mean | 1030.625 |
| Median Absolute Deviation (MAD) | 152.5 |
| Skewness | -0.53831548 |
| Sum | 24735 |
| Variance | 54527.288 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 1023 | 1 | 4.2% |
| 1400 | 1 | 4.2% |
| 409 | 1 | 4.2% |
| 1040 | 1 | 4.2% |
| 1449 | 1 | 4.2% |
| 1167 | 1 | 4.2% |
| 1303 | 1 | 4.2% |
| 1129 | 1 | 4.2% |
| 1117 | 1 | 4.2% |
| 1102 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 409 | 1 | |
| 761 | 1 | |
| 771 | 1 | |
| 775 | 1 | |
| 782 | 1 | |
| 878 | 1 | |
| 899 | 1 | |
| 923 | 1 | |
| 981 | 1 | |
| 1023 | 1 |
| Value | Count | Frequency (%) |
| 1449 | 1 | |
| 1400 | 1 | |
| 1303 | 1 | |
| 1263 | 1 | |
| 1211 | 1 | |
| 1204 | 1 | |
| 1167 | 1 | |
| 1129 | 1 | |
| 1117 | 1 | |
| 1102 | 1 |
대전
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1505.5417 |
| Minimum | 685 |
|---|---|
| Maximum | 2719 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 685 |
|---|---|
| 5-th percentile | 904.8 |
| Q1 | 1219.25 |
| median | 1437 |
| Q3 | 1796.5 |
| 95-th percentile | 2212.9 |
| Maximum | 2719 |
| Range | 2034 |
| Interquartile range (IQR) | 577.25 |
Descriptive statistics
| Standard deviation | 468.29636 |
|---|---|
| Coefficient of variation (CV) | 0.31104842 |
| Kurtosis | 0.56948259 |
| Mean | 1505.5417 |
| Median Absolute Deviation (MAD) | 334.5 |
| Skewness | 0.6090212 |
| Sum | 36133 |
| Variance | 219301.48 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 1359 | 1 | 4.2% |
| 2031 | 1 | 4.2% |
| 685 | 1 | 4.2% |
| 1560 | 1 | 4.2% |
| 2245 | 1 | 4.2% |
| 1748 | 1 | 4.2% |
| 1947 | 1 | 4.2% |
| 1666 | 1 | 4.2% |
| 1634 | 1 | 4.2% |
| 1879 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 685 | 1 | |
| 885 | 1 | |
| 1017 | 1 | |
| 1023 | 1 | |
| 1026 | 1 | |
| 1190 | 1 | |
| 1229 | 1 | |
| 1246 | 1 | |
| 1291 | 1 | |
| 1312 | 1 |
| Value | Count | Frequency (%) |
| 2719 | 1 | |
| 2245 | 1 | |
| 2031 | 1 | |
| 1947 | 1 | |
| 1879 | 1 | |
| 1801 | 1 | |
| 1795 | 1 | |
| 1748 | 1 | |
| 1666 | 1 | |
| 1634 | 1 |
세종
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 14 |
|---|---|
| Distinct (%) | 58.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 308.91667 |
| Minimum | 0 |
|---|---|
| Maximum | 1139 |
| Zeros | 11 |
| Zeros (%) | 45.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 84.5 |
| Q3 | 553 |
| 95-th percentile | 906.6 |
| Maximum | 1139 |
| Range | 1139 |
| Interquartile range (IQR) | 553 |
Descriptive statistics
| Standard deviation | 364.46147 |
|---|---|
| Coefficient of variation (CV) | 1.1798052 |
| Kurtosis | -0.65725489 |
| Mean | 308.91667 |
| Median Absolute Deviation (MAD) | 84.5 |
| Skewness | 0.7589256 |
| Sum | 7414 |
| Variance | 132832.17 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 5 | 1 | 4.2% |
| 164 | 1 | 4.2% |
| 465 | 1 | 4.2% |
| 526 | 1 | 4.2% |
| 519 | 1 | 4.2% |
| 571 | 1 | 4.2% |
| 547 | 1 | 4.2% |
| 617 | 1 | 4.2% |
| 798 | 1 | 4.2% |
| Other values (4) | 4 | 16.7% |
| Value | Count | Frequency (%) |
| 0 | 11 | |
| 5 | 1 | 4.2% |
| 164 | 1 | 4.2% |
| 331 | 1 | 4.2% |
| 465 | 1 | 4.2% |
| 519 | 1 | 4.2% |
| 526 | 1 | 4.2% |
| 547 | 1 | 4.2% |
| 571 | 1 | 4.2% |
| 617 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 1139 | 1 | |
| 924 | 1 | |
| 808 | 1 | |
| 798 | 1 | |
| 617 | 1 | |
| 571 | 1 | |
| 547 | 1 | |
| 526 | 1 | |
| 519 | 1 | |
| 465 | 1 |
울산
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 420.125 |
| Minimum | 236 |
|---|---|
| Maximum | 754 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 236 |
|---|---|
| 5-th percentile | 249.9 |
| Q1 | 286.75 |
| median | 386.5 |
| Q3 | 520.75 |
| 95-th percentile | 675.7 |
| Maximum | 754 |
| Range | 518 |
| Interquartile range (IQR) | 234 |
Descriptive statistics
| Standard deviation | 147.6389 |
|---|---|
| Coefficient of variation (CV) | 0.3514166 |
| Kurtosis | -0.47066234 |
| Mean | 420.125 |
| Median Absolute Deviation (MAD) | 106 |
| Skewness | 0.65362799 |
| Sum | 10083 |
| Variance | 21797.245 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 283 | 1 | 4.2% |
| 585 | 1 | 4.2% |
| 340 | 1 | 4.2% |
| 414 | 1 | 4.2% |
| 754 | 1 | 4.2% |
| 623 | 1 | 4.2% |
| 685 | 1 | 4.2% |
| 554 | 1 | 4.2% |
| 489 | 1 | 4.2% |
| 457 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 236 | 1 | |
| 249 | 1 | |
| 255 | 1 | |
| 268 | 1 | |
| 278 | 1 | |
| 283 | 1 | |
| 288 | 1 | |
| 327 | 1 | |
| 333 | 1 | |
| 340 | 1 |
| Value | Count | Frequency (%) |
| 754 | 1 | |
| 685 | 1 | |
| 623 | 1 | |
| 585 | 1 | |
| 554 | 1 | |
| 529 | 1 | |
| 518 | 1 | |
| 489 | 1 | |
| 487 | 1 | |
| 457 | 1 |
경기
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5048.0417 |
| Minimum | 3424 |
|---|---|
| Maximum | 8948 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 3424 |
|---|---|
| 5-th percentile | 3633.75 |
| Q1 | 4170.5 |
| median | 4679.5 |
| Q3 | 5576.5 |
| 95-th percentile | 7407.8 |
| Maximum | 8948 |
| Range | 5524 |
| Interquartile range (IQR) | 1406 |
Descriptive statistics
| Standard deviation | 1365.7655 |
|---|---|
| Coefficient of variation (CV) | 0.27055354 |
| Kurtosis | 1.6711158 |
| Mean | 5048.0417 |
| Median Absolute Deviation (MAD) | 705 |
| Skewness | 1.3067261 |
| Sum | 121153 |
| Variance | 1865315.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 4255 | 1 | 4.2% |
| 6246 | 1 | 4.2% |
| 3627 | 1 | 4.2% |
| 5321 | 1 | 4.2% |
| 8948 | 1 | 4.2% |
| 7299 | 1 | 4.2% |
| 7427 | 1 | 4.2% |
| 6023 | 1 | 4.2% |
| 5671 | 1 | 4.2% |
| 5156 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 3424 | 1 | |
| 3627 | 1 | |
| 3672 | 1 | |
| 3686 | 1 | |
| 3911 | 1 | |
| 4058 | 1 | |
| 4208 | 1 | |
| 4255 | 1 | |
| 4290 | 1 | |
| 4327 | 1 |
| Value | Count | Frequency (%) |
| 8948 | 1 | |
| 7427 | 1 | |
| 7299 | 1 | |
| 6246 | 1 | |
| 6023 | 1 | |
| 5671 | 1 | |
| 5545 | 1 | |
| 5321 | 1 | |
| 5227 | 1 | |
| 5156 | 1 |
강원
Real number (ℝ)
HIGH CORRELATION
| Distinct | 23 |
|---|---|
| Distinct (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1567.4167 |
| Minimum | 732 |
|---|---|
| Maximum | 2429 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 732 |
|---|---|
| 5-th percentile | 1007.95 |
| Q1 | 1203 |
| median | 1582.5 |
| Q3 | 1824.25 |
| 95-th percentile | 2228.2 |
| Maximum | 2429 |
| Range | 1697 |
| Interquartile range (IQR) | 621.25 |
Descriptive statistics
| Standard deviation | 437.18715 |
|---|---|
| Coefficient of variation (CV) | 0.2789221 |
| Kurtosis | -0.72108541 |
| Mean | 1567.4167 |
| Median Absolute Deviation (MAD) | 343 |
| Skewness | 0.15700792 |
| Sum | 37618 |
| Variance | 191132.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 1203 | 2 | 8.3% |
| 1615 | 1 | 4.2% |
| 2074 | 1 | 4.2% |
| 732 | 1 | 4.2% |
| 1697 | 1 | 4.2% |
| 2429 | 1 | 4.2% |
| 2078 | 1 | 4.2% |
| 2116 | 1 | 4.2% |
| 1837 | 1 | 4.2% |
| 1807 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 732 | 1 | |
| 991 | 1 | |
| 1104 | 1 | |
| 1164 | 1 | |
| 1166 | 1 | |
| 1203 | 2 | |
| 1276 | 1 | |
| 1288 | 1 | |
| 1295 | 1 | |
| 1426 | 1 |
| Value | Count | Frequency (%) |
| 2429 | 1 | |
| 2248 | 1 | |
| 2116 | 1 | |
| 2078 | 1 | |
| 2074 | 1 | |
| 1837 | 1 | |
| 1820 | 1 | |
| 1807 | 1 | |
| 1773 | 1 | |
| 1726 | 1 |
충북
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1224.4167 |
| Minimum | 601 |
|---|---|
| Maximum | 1879 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 601 |
|---|---|
| 5-th percentile | 815.1 |
| Q1 | 1016.25 |
| median | 1190.5 |
| Q3 | 1378.5 |
| 95-th percentile | 1744.8 |
| Maximum | 1879 |
| Range | 1278 |
| Interquartile range (IQR) | 362.25 |
Descriptive statistics
| Standard deviation | 311.13703 |
|---|---|
| Coefficient of variation (CV) | 0.25411042 |
| Kurtosis | -0.13918662 |
| Mean | 1224.4167 |
| Median Absolute Deviation (MAD) | 184 |
| Skewness | 0.1981869 |
| Sum | 29386 |
| Variance | 96806.254 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 1008 | 1 | 4.2% |
| 1879 | 1 | 4.2% |
| 601 | 1 | 4.2% |
| 1169 | 1 | 4.2% |
| 1770 | 1 | 4.2% |
| 1583 | 1 | 4.2% |
| 1602 | 1 | 4.2% |
| 1386 | 1 | 4.2% |
| 1346 | 1 | 4.2% |
| 1278 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 601 | 1 | |
| 813 | 1 | |
| 827 | 1 | |
| 919 | 1 | |
| 923 | 1 | |
| 1008 | 1 | |
| 1019 | 1 | |
| 1025 | 1 | |
| 1149 | 1 | |
| 1150 | 1 |
| Value | Count | Frequency (%) |
| 1879 | 1 | |
| 1770 | 1 | |
| 1602 | 1 | |
| 1583 | 1 | |
| 1532 | 1 | |
| 1386 | 1 | |
| 1376 | 1 | |
| 1358 | 1 | |
| 1346 | 1 | |
| 1292 | 1 |
충남
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1382.625 |
| Minimum | 771 |
|---|---|
| Maximum | 2381 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 771 |
|---|---|
| 5-th percentile | 819.5 |
| Q1 | 1150.75 |
| median | 1283.5 |
| Q3 | 1616.5 |
| 95-th percentile | 2029 |
| Maximum | 2381 |
| Range | 1610 |
| Interquartile range (IQR) | 465.75 |
Descriptive statistics
| Standard deviation | 413.80229 |
|---|---|
| Coefficient of variation (CV) | 0.29928743 |
| Kurtosis | 0.018816281 |
| Mean | 1382.625 |
| Median Absolute Deviation (MAD) | 265 |
| Skewness | 0.58392522 |
| Sum | 33183 |
| Variance | 171232.33 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 1201 | 1 | 4.2% |
| 1867 | 1 | 4.2% |
| 815 | 1 | 4.2% |
| 1566 | 1 | 4.2% |
| 2381 | 1 | 4.2% |
| 2041 | 1 | 4.2% |
| 1961 | 1 | 4.2% |
| 1728 | 1 | 4.2% |
| 1606 | 1 | 4.2% |
| 1531 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 771 | 1 | |
| 815 | 1 | |
| 845 | 1 | |
| 869 | 1 | |
| 1040 | 1 | |
| 1144 | 1 | |
| 1153 | 1 | |
| 1185 | 1 | |
| 1194 | 1 | |
| 1201 | 1 |
| Value | Count | Frequency (%) |
| 2381 | 1 | |
| 2041 | 1 | |
| 1961 | 1 | |
| 1867 | 1 | |
| 1728 | 1 | |
| 1648 | 1 | |
| 1606 | 1 | |
| 1566 | 1 | |
| 1531 | 1 | |
| 1476 | 1 |
경북
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1871.4167 |
| Minimum | 896 |
|---|---|
| Maximum | 2847 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 896 |
|---|---|
| 5-th percentile | 1086.05 |
| Q1 | 1540.75 |
| median | 1871.5 |
| Q3 | 2288.25 |
| 95-th percentile | 2644.1 |
| Maximum | 2847 |
| Range | 1951 |
| Interquartile range (IQR) | 747.5 |
Descriptive statistics
| Standard deviation | 533.51084 |
|---|---|
| Coefficient of variation (CV) | 0.28508394 |
| Kurtosis | -0.89881341 |
| Mean | 1871.4167 |
| Median Absolute Deviation (MAD) | 403.5 |
| Skewness | -0.10041848 |
| Sum | 44914 |
| Variance | 284633.82 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 1576 | 1 | 4.2% |
| 2418 | 1 | 4.2% |
| 896 | 1 | 4.2% |
| 1951 | 1 | 4.2% |
| 2847 | 1 | 4.2% |
| 2402 | 1 | 4.2% |
| 2684 | 1 | 4.2% |
| 2310 | 1 | 4.2% |
| 2184 | 1 | 4.2% |
| 2189 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 896 | 1 | |
| 1082 | 1 | |
| 1109 | 1 | |
| 1161 | 1 | |
| 1429 | 1 | |
| 1474 | 1 | |
| 1563 | 1 | |
| 1576 | 1 | |
| 1578 | 1 | |
| 1617 | 1 |
| Value | Count | Frequency (%) |
| 2847 | 1 | |
| 2684 | 1 | |
| 2418 | 1 | |
| 2402 | 1 | |
| 2324 | 1 | |
| 2310 | 1 | |
| 2281 | 1 | |
| 2246 | 1 | |
| 2189 | 1 | |
| 2184 | 1 |
경남
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1919.25 |
| Minimum | 1088 |
|---|---|
| Maximum | 2955 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 1088 |
|---|---|
| 5-th percentile | 1316.75 |
| Q1 | 1603.5 |
| median | 1845.5 |
| Q3 | 2223.25 |
| 95-th percentile | 2611.55 |
| Maximum | 2955 |
| Range | 1867 |
| Interquartile range (IQR) | 619.75 |
Descriptive statistics
| Standard deviation | 469.47679 |
|---|---|
| Coefficient of variation (CV) | 0.24461471 |
| Kurtosis | -0.45831737 |
| Mean | 1919.25 |
| Median Absolute Deviation (MAD) | 295 |
| Skewness | 0.36796977 |
| Sum | 46062 |
| Variance | 220408.46 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 1696 | 1 | 4.2% |
| 2558 | 1 | 4.2% |
| 1088 | 1 | 4.2% |
| 1867 | 1 | 4.2% |
| 2955 | 1 | 4.2% |
| 2423 | 1 | 4.2% |
| 2621 | 1 | 4.2% |
| 2178 | 1 | 4.2% |
| 2070 | 1 | 4.2% |
| 2141 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 1088 | 1 | |
| 1307 | 1 | |
| 1372 | 1 | |
| 1401 | 1 | |
| 1563 | 1 | |
| 1593 | 1 | |
| 1607 | 1 | |
| 1616 | 1 | |
| 1646 | 1 | |
| 1696 | 1 |
| Value | Count | Frequency (%) |
| 2955 | 1 | |
| 2621 | 1 | |
| 2558 | 1 | |
| 2423 | 1 | |
| 2404 | 1 | |
| 2359 | 1 | |
| 2178 | 1 | |
| 2141 | 1 | |
| 2140 | 1 | |
| 2070 | 1 |
전북
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1670.875 |
| Minimum | 753 |
|---|---|
| Maximum | 2443 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 753 |
|---|---|
| 5-th percentile | 1184.75 |
| Q1 | 1410.5 |
| median | 1663.5 |
| Q3 | 1910.5 |
| 95-th percentile | 2312.95 |
| Maximum | 2443 |
| Range | 1690 |
| Interquartile range (IQR) | 500 |
Descriptive statistics
| Standard deviation | 394.95287 |
|---|---|
| Coefficient of variation (CV) | 0.23637487 |
| Kurtosis | 0.1583347 |
| Mean | 1670.875 |
| Median Absolute Deviation (MAD) | 252.5 |
| Skewness | -0.053457182 |
| Sum | 40101 |
| Variance | 155987.77 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 1454 | 1 | 4.2% |
| 2329 | 1 | 4.2% |
| 753 | 1 | 4.2% |
| 1690 | 1 | 4.2% |
| 2443 | 1 | 4.2% |
| 2035 | 1 | 4.2% |
| 2222 | 1 | 4.2% |
| 1905 | 1 | 4.2% |
| 1678 | 1 | 4.2% |
| 1880 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 753 | 1 | |
| 1178 | 1 | |
| 1223 | 1 | |
| 1262 | 1 | |
| 1362 | 1 | |
| 1376 | 1 | |
| 1422 | 1 | |
| 1454 | 1 | |
| 1514 | 1 | |
| 1600 | 1 |
| Value | Count | Frequency (%) |
| 2443 | 1 | |
| 2329 | 1 | |
| 2222 | 1 | |
| 2071 | 1 | |
| 2035 | 1 | |
| 1927 | 1 | |
| 1905 | 1 | |
| 1880 | 1 | |
| 1814 | 1 | |
| 1690 | 1 |
전남
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1958.6667 |
| Minimum | 874 |
|---|---|
| Maximum | 2715 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 874 |
|---|---|
| 5-th percentile | 1460.95 |
| Q1 | 1794 |
| median | 1982.5 |
| Q3 | 2149 |
| 95-th percentile | 2499.25 |
| Maximum | 2715 |
| Range | 1841 |
| Interquartile range (IQR) | 355 |
Descriptive statistics
| Standard deviation | 389.62442 |
|---|---|
| Coefficient of variation (CV) | 0.19892329 |
| Kurtosis | 1.5957853 |
| Mean | 1958.6667 |
| Median Absolute Deviation (MAD) | 171 |
| Skewness | -0.57493229 |
| Sum | 47008 |
| Variance | 151807.19 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 1987 | 1 | 4.2% |
| 2500 | 1 | 4.2% |
| 874 | 1 | 4.2% |
| 1841 | 1 | 4.2% |
| 2715 | 1 | 4.2% |
| 2155 | 1 | 4.2% |
| 2388 | 1 | 4.2% |
| 2133 | 1 | 4.2% |
| 2044 | 1 | 4.2% |
| 2037 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 874 | 1 | |
| 1453 | 1 | |
| 1506 | 1 | |
| 1613 | 1 | |
| 1676 | 1 | |
| 1737 | 1 | |
| 1813 | 1 | |
| 1835 | 1 | |
| 1841 | 1 | |
| 1857 | 1 |
| Value | Count | Frequency (%) |
| 2715 | 1 | |
| 2500 | 1 | |
| 2495 | 1 | |
| 2388 | 1 | |
| 2198 | 1 | |
| 2155 | 1 | |
| 2147 | 1 | |
| 2133 | 1 | |
| 2127 | 1 | |
| 2044 | 1 |
제주
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 503.29167 |
| Minimum | 260 |
|---|---|
| Maximum | 840 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 260 |
|---|---|
| 5-th percentile | 325.95 |
| Q1 | 383 |
| median | 461 |
| Q3 | 610 |
| 95-th percentile | 736.1 |
| Maximum | 840 |
| Range | 580 |
| Interquartile range (IQR) | 227 |
Descriptive statistics
| Standard deviation | 150.7836 |
|---|---|
| Coefficient of variation (CV) | 0.29959487 |
| Kurtosis | -0.5698594 |
| Mean | 503.29167 |
| Median Absolute Deviation (MAD) | 104 |
| Skewness | 0.51487929 |
| Sum | 12079 |
| Variance | 22735.694 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 386 | 1 | 4.2% |
| 619 | 1 | 4.2% |
| 260 | 1 | 4.2% |
| 580 | 1 | 4.2% |
| 840 | 1 | 4.2% |
| 697 | 1 | 4.2% |
| 743 | 1 | 4.2% |
| 658 | 1 | 4.2% |
| 583 | 1 | 4.2% |
| 607 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 260 | 1 | |
| 321 | 1 | |
| 354 | 1 | |
| 362 | 1 | |
| 368 | 1 | |
| 374 | 1 | |
| 386 | 1 | |
| 393 | 1 | |
| 410 | 1 | |
| 438 | 1 |
| Value | Count | Frequency (%) |
| 840 | 1 | |
| 743 | 1 | |
| 697 | 1 | |
| 687 | 1 | |
| 658 | 1 | |
| 619 | 1 | |
| 607 | 1 | |
| 583 | 1 | |
| 580 | 1 | |
| 562 | 1 |
| 구분 | 계 | 서울 | 부산 | 대구 | 인천 | 광주 | 대전 | 세종 | 울산 | 경기 | 강원 | 충북 | 충남 | 경북 | 경남 | 전북 | 전남 | 제주 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 구분 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 계 | 1.000 | 1.000 | 0.818 | 0.706 | 0.935 | 0.877 | 0.741 | 0.949 | 0.694 | 0.731 | 0.956 | 0.888 | 0.835 | 0.910 | 0.911 | 0.896 | 0.760 | 0.738 | 0.807 |
| 서울 | 1.000 | 0.818 | 1.000 | 0.816 | 0.812 | 0.772 | 0.776 | 0.742 | 0.790 | 0.878 | 0.755 | 0.757 | 0.879 | 0.733 | 0.659 | 0.803 | 0.879 | 0.772 | 0.924 |
| 부산 | 1.000 | 0.706 | 0.816 | 1.000 | 0.745 | 0.770 | 0.856 | 0.487 | 0.700 | 0.874 | 0.732 | 0.608 | 0.787 | 0.782 | 0.671 | 0.741 | 0.847 | 0.846 | 0.681 |
| 대구 | 1.000 | 0.935 | 0.812 | 0.745 | 1.000 | 0.820 | 0.763 | 0.966 | 0.719 | 0.702 | 0.873 | 0.920 | 0.683 | 0.779 | 0.924 | 0.865 | 0.723 | 0.817 | 0.831 |
| 인천 | 1.000 | 0.877 | 0.772 | 0.770 | 0.820 | 1.000 | 0.440 | 0.624 | 0.841 | 0.856 | 0.870 | 0.850 | 0.694 | 0.915 | 0.779 | 0.885 | 0.753 | 0.525 | 0.865 |
| 광주 | 1.000 | 0.741 | 0.776 | 0.856 | 0.763 | 0.440 | 1.000 | 0.856 | 0.698 | 0.482 | 0.533 | 0.804 | 0.748 | 0.694 | 0.487 | 0.784 | 0.866 | 0.862 | 0.788 |
| 대전 | 1.000 | 0.949 | 0.742 | 0.487 | 0.966 | 0.624 | 0.856 | 1.000 | 0.510 | 0.489 | 0.884 | 0.945 | 0.743 | 0.747 | 0.869 | 0.835 | 0.759 | 0.803 | 0.797 |
| 세종 | 1.000 | 0.694 | 0.790 | 0.700 | 0.719 | 0.841 | 0.698 | 0.510 | 1.000 | 0.845 | 0.855 | 0.744 | 0.319 | 0.685 | 0.290 | 0.756 | 0.641 | 0.824 | 0.775 |
| 울산 | 1.000 | 0.731 | 0.878 | 0.874 | 0.702 | 0.856 | 0.482 | 0.489 | 0.845 | 1.000 | 0.763 | 0.770 | 0.683 | 0.666 | 0.608 | 0.846 | 0.755 | 0.689 | 0.887 |
| 경기 | 1.000 | 0.956 | 0.755 | 0.732 | 0.873 | 0.870 | 0.533 | 0.884 | 0.855 | 0.763 | 1.000 | 0.703 | 0.671 | 0.958 | 0.000 | 0.711 | 0.839 | 0.499 | 0.928 |
| 강원 | 1.000 | 0.888 | 0.757 | 0.608 | 0.920 | 0.850 | 0.804 | 0.945 | 0.744 | 0.770 | 0.703 | 1.000 | 0.617 | 0.864 | 0.417 | 0.909 | 0.690 | 0.758 | 0.812 |
| 충북 | 1.000 | 0.835 | 0.879 | 0.787 | 0.683 | 0.694 | 0.748 | 0.743 | 0.319 | 0.683 | 0.671 | 0.617 | 1.000 | 0.761 | 0.662 | 0.734 | 0.908 | 0.803 | 0.870 |
| 충남 | 1.000 | 0.910 | 0.733 | 0.782 | 0.779 | 0.915 | 0.694 | 0.747 | 0.685 | 0.666 | 0.958 | 0.864 | 0.761 | 1.000 | 0.734 | 0.916 | 0.652 | 0.629 | 0.839 |
| 경북 | 1.000 | 0.911 | 0.659 | 0.671 | 0.924 | 0.779 | 0.487 | 0.869 | 0.290 | 0.608 | 0.000 | 0.417 | 0.662 | 0.734 | 1.000 | 0.877 | 0.455 | 0.566 | 0.629 |
| 경남 | 1.000 | 0.896 | 0.803 | 0.741 | 0.865 | 0.885 | 0.784 | 0.835 | 0.756 | 0.846 | 0.711 | 0.909 | 0.734 | 0.916 | 0.877 | 1.000 | 0.798 | 0.782 | 0.854 |
| 전북 | 1.000 | 0.760 | 0.879 | 0.847 | 0.723 | 0.753 | 0.866 | 0.759 | 0.641 | 0.755 | 0.839 | 0.690 | 0.908 | 0.652 | 0.455 | 0.798 | 1.000 | 0.584 | 0.831 |
| 전남 | 1.000 | 0.738 | 0.772 | 0.846 | 0.817 | 0.525 | 0.862 | 0.803 | 0.824 | 0.689 | 0.499 | 0.758 | 0.803 | 0.629 | 0.566 | 0.782 | 0.584 | 1.000 | 0.661 |
| 제주 | 1.000 | 0.807 | 0.924 | 0.681 | 0.831 | 0.865 | 0.788 | 0.797 | 0.775 | 0.887 | 0.928 | 0.812 | 0.870 | 0.839 | 0.629 | 0.854 | 0.831 | 0.661 | 1.000 |
| 계 | 서울 | 부산 | 대구 | 인천 | 광주 | 대전 | 세종 | 울산 | 경기 | 강원 | 충북 | 충남 | 경북 | 경남 | 전북 | 전남 | 제주 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 계 | 1.000 | 0.937 | 0.970 | 0.956 | 0.845 | 0.946 | 0.884 | 0.747 | 0.898 | 0.935 | 0.962 | 0.946 | 0.947 | 0.957 | 0.949 | 0.960 | 0.918 | 0.929 |
| 서울 | 0.937 | 1.000 | 0.899 | 0.883 | 0.718 | 0.896 | 0.813 | 0.614 | 0.801 | 0.837 | 0.868 | 0.900 | 0.856 | 0.899 | 0.875 | 0.931 | 0.862 | 0.824 |
| 부산 | 0.970 | 0.899 | 1.000 | 0.951 | 0.795 | 0.942 | 0.910 | 0.710 | 0.854 | 0.902 | 0.933 | 0.956 | 0.915 | 0.966 | 0.901 | 0.917 | 0.925 | 0.888 |
| 대구 | 0.956 | 0.883 | 0.951 | 1.000 | 0.800 | 0.915 | 0.903 | 0.740 | 0.827 | 0.896 | 0.924 | 0.933 | 0.903 | 0.954 | 0.896 | 0.941 | 0.883 | 0.878 |
| 인천 | 0.845 | 0.718 | 0.795 | 0.800 | 1.000 | 0.745 | 0.624 | 0.872 | 0.937 | 0.932 | 0.831 | 0.725 | 0.931 | 0.764 | 0.863 | 0.794 | 0.671 | 0.919 |
| 광주 | 0.946 | 0.896 | 0.942 | 0.915 | 0.745 | 1.000 | 0.892 | 0.608 | 0.823 | 0.832 | 0.922 | 0.923 | 0.870 | 0.930 | 0.927 | 0.942 | 0.956 | 0.831 |
| 대전 | 0.884 | 0.813 | 0.910 | 0.903 | 0.624 | 0.892 | 1.000 | 0.603 | 0.672 | 0.767 | 0.896 | 0.908 | 0.774 | 0.943 | 0.798 | 0.846 | 0.911 | 0.739 |
| 세종 | 0.747 | 0.614 | 0.710 | 0.740 | 0.872 | 0.608 | 0.603 | 1.000 | 0.817 | 0.829 | 0.744 | 0.616 | 0.833 | 0.689 | 0.685 | 0.668 | 0.570 | 0.833 |
| 울산 | 0.898 | 0.801 | 0.854 | 0.827 | 0.937 | 0.823 | 0.672 | 0.817 | 1.000 | 0.915 | 0.851 | 0.803 | 0.906 | 0.810 | 0.901 | 0.864 | 0.741 | 0.904 |
| 경기 | 0.935 | 0.837 | 0.902 | 0.896 | 0.932 | 0.832 | 0.767 | 0.829 | 0.915 | 1.000 | 0.896 | 0.841 | 0.970 | 0.859 | 0.891 | 0.870 | 0.763 | 0.944 |
| 강원 | 0.962 | 0.868 | 0.933 | 0.924 | 0.831 | 0.922 | 0.896 | 0.744 | 0.851 | 0.896 | 1.000 | 0.918 | 0.922 | 0.935 | 0.946 | 0.946 | 0.932 | 0.910 |
| 충북 | 0.946 | 0.900 | 0.956 | 0.933 | 0.725 | 0.923 | 0.908 | 0.616 | 0.803 | 0.841 | 0.918 | 1.000 | 0.852 | 0.981 | 0.909 | 0.926 | 0.924 | 0.820 |
| 충남 | 0.947 | 0.856 | 0.915 | 0.903 | 0.931 | 0.870 | 0.774 | 0.833 | 0.906 | 0.970 | 0.922 | 0.852 | 1.000 | 0.877 | 0.923 | 0.897 | 0.818 | 0.966 |
| 경북 | 0.957 | 0.899 | 0.966 | 0.954 | 0.764 | 0.930 | 0.943 | 0.689 | 0.810 | 0.859 | 0.935 | 0.981 | 0.877 | 1.000 | 0.906 | 0.920 | 0.935 | 0.840 |
| 경남 | 0.949 | 0.875 | 0.901 | 0.896 | 0.863 | 0.927 | 0.798 | 0.685 | 0.901 | 0.891 | 0.946 | 0.909 | 0.923 | 0.906 | 1.000 | 0.963 | 0.889 | 0.905 |
| 전북 | 0.960 | 0.931 | 0.917 | 0.941 | 0.794 | 0.942 | 0.846 | 0.668 | 0.864 | 0.870 | 0.946 | 0.926 | 0.897 | 0.920 | 0.963 | 1.000 | 0.897 | 0.884 |
| 전남 | 0.918 | 0.862 | 0.925 | 0.883 | 0.671 | 0.956 | 0.911 | 0.570 | 0.741 | 0.763 | 0.932 | 0.924 | 0.818 | 0.935 | 0.889 | 0.897 | 1.000 | 0.785 |
| 제주 | 0.929 | 0.824 | 0.888 | 0.878 | 0.919 | 0.831 | 0.739 | 0.833 | 0.904 | 0.944 | 0.910 | 0.820 | 0.966 | 0.840 | 0.905 | 0.884 | 0.785 | 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.
| 구분 | 계 | 서울 | 부산 | 대구 | 인천 | 광주 | 대전 | 세종 | 울산 | 경기 | 강원 | 충북 | 충남 | 경북 | 경남 | 전북 | 전남 | 제주 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2001 | 29509 | 7780 | 1829 | 1157 | 900 | 1023 | 1359 | 0 | 283 | 4255 | 1615 | 1008 | 1201 | 1576 | 1696 | 1454 | 1987 | 386 |
| 1 | 2002 | 23095 | 6364 | 1416 | 888 | 765 | 761 | 885 | 0 | 268 | 3424 | 1164 | 813 | 771 | 1082 | 1372 | 1262 | 1506 | 354 |
| 2 | 2003 | 24899 | 6848 | 1579 | 1036 | 790 | 775 | 1017 | 0 | 278 | 3672 | 1166 | 919 | 845 | 1161 | 1401 | 1362 | 1676 | 374 |
| 3 | 2004 | 27384 | 7820 | 1538 | 1033 | 771 | 899 | 1246 | 0 | 249 | 3686 | 1288 | 1019 | 1040 | 1474 | 1607 | 1422 | 1899 | 393 |
| 4 | 2005 | 34762 | 9379 | 2513 | 1723 | 735 | 1079 | 2719 | 0 | 255 | 4058 | 1550 | 1532 | 1144 | 2324 | 1616 | 1626 | 2147 | 362 |
| 5 | 2006 | 30021 | 8320 | 1949 | 1397 | 887 | 1044 | 1190 | 0 | 327 | 3911 | 1203 | 1150 | 1214 | 1617 | 1824 | 1600 | 1978 | 410 |
| 6 | 2007 | 30909 | 8172 | 1935 | 1447 | 1103 | 923 | 1291 | 0 | 422 | 4431 | 1295 | 1198 | 1185 | 1690 | 1895 | 1649 | 1835 | 438 |
| 7 | 2008 | 36934 | 10216 | 2360 | 1610 | 1094 | 1211 | 1515 | 0 | 487 | 4863 | 1726 | 1358 | 1323 | 2111 | 2404 | 2071 | 2127 | 458 |
| 8 | 2009 | 24280 | 6608 | 1536 | 1049 | 749 | 771 | 1023 | 0 | 236 | 4208 | 991 | 827 | 869 | 1109 | 1307 | 1223 | 1453 | 321 |
| 9 | 2010 | 30035 | 8438 | 1963 | 1419 | 886 | 1025 | 1330 | 0 | 333 | 4327 | 1203 | 1025 | 1194 | 1563 | 1563 | 1514 | 1813 | 439 |
| 구분 | 계 | 서울 | 부산 | 대구 | 인천 | 광주 | 대전 | 세종 | 울산 | 경기 | 강원 | 충북 | 충남 | 경북 | 경남 | 전북 | 전남 | 제주 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 2015 | 40340 | 9577 | 3041 | 2009 | 1313 | 1204 | 1795 | 526 | 518 | 5545 | 2074 | 1376 | 1648 | 2246 | 2359 | 1927 | 2495 | 687 |
| 15 | 2016 | 38398 | 9736 | 2686 | 1744 | 1357 | 1263 | 1801 | 519 | 529 | 5227 | 1773 | 1292 | 1476 | 2281 | 2140 | 1814 | 2198 | 562 |
| 16 | 2017 | 37059 | 9033 | 2478 | 1697 | 1203 | 1102 | 1879 | 571 | 457 | 5156 | 1820 | 1278 | 1531 | 2189 | 2141 | 1880 | 2037 | 607 |
| 17 | 2018 | 37710 | 9436 | 2561 | 1599 | 1338 | 1117 | 1634 | 547 | 489 | 5671 | 1807 | 1346 | 1606 | 2184 | 2070 | 1678 | 2044 | 583 |
| 18 | 2019 | 39781 | 9705 | 2592 | 1751 | 1609 | 1129 | 1666 | 617 | 554 | 6023 | 1837 | 1386 | 1728 | 2310 | 2178 | 1905 | 2133 | 658 |
| 19 | 2020 | 47319 | 11679 | 3092 | 2151 | 1900 | 1303 | 1947 | 798 | 685 | 7427 | 2116 | 1602 | 1961 | 2684 | 2621 | 2222 | 2388 | 743 |
| 20 | 2021 | 44676 | 10694 | 2861 | 1964 | 1982 | 1167 | 1748 | 924 | 623 | 7299 | 2078 | 1583 | 2041 | 2402 | 2423 | 2035 | 2155 | 697 |
| 21 | 2022 | 54993 | 13784 | 3441 | 2561 | 2292 | 1449 | 2245 | 1139 | 754 | 8948 | 2429 | 1770 | 2381 | 2847 | 2955 | 2443 | 2715 | 840 |
| 22 | 남 | 35271 | 8496 | 2063 | 1802 | 1406 | 1040 | 1560 | 808 | 414 | 5321 | 1697 | 1169 | 1566 | 1951 | 1867 | 1690 | 1841 | 580 |
| 23 | 여 | 19722 | 5288 | 1378 | 759 | 886 | 409 | 685 | 331 | 340 | 3627 | 732 | 601 | 815 | 896 | 1088 | 753 | 874 | 260 |