Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 36 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 6.1 KiB |
| Average record size in memory | 173.7 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 17 |
| Categorical | 1 |
Dataset
| Description | 연도별 지역별(광역시, 도) 임대주택 현황(장부가, 세대수)에 대한 데이터 입니다. 1982년부터 시작되며 연 단위로 구분됩니다. |
|---|---|
| Author | 공무원연금공단 |
| URL | https://www.data.go.kr/data/15054036/fileData.do |
계 is highly overall correlated with 서울 and 9 other fields | High correlation |
서울 is highly overall correlated with 계 and 7 other fields | High correlation |
부산 is highly overall correlated with 계 and 13 other fields | High correlation |
인천 is highly overall correlated with 계 and 5 other fields | High correlation |
대구 is highly overall correlated with 부산 and 10 other fields | High correlation |
광주 is highly overall correlated with 계 and 14 other fields | High correlation |
대전 is highly overall correlated with 부산 and 11 other fields | High correlation |
울산 is highly overall correlated with 서울 and 10 other fields | High correlation |
경기 is highly overall correlated with 계 and 3 other fields | High correlation |
강원 is highly overall correlated with 부산 and 11 other fields | High correlation |
충북 is highly overall correlated with 부산 and 10 other fields | High correlation |
충남 is highly overall correlated with 광주 and 5 other fields | High correlation |
전북 is highly overall correlated with 부산 and 11 other fields | High correlation |
전남 is highly overall correlated with 계 and 12 other fields | High correlation |
경북 is highly overall correlated with 계 and 12 other fields | High correlation |
경남 is highly overall correlated with 계 and 11 other fields | High correlation |
제주 is highly overall correlated with 계 and 4 other fields | High correlation |
세종 is highly overall correlated with 계 and 16 other fields | High correlation |
세종 is highly imbalanced (68.8%) | Imbalance |
구분 has unique values | Unique |
서울 has 15 (41.7%) zeros | Zeros |
부산 has 20 (55.6%) zeros | Zeros |
인천 has 21 (58.3%) zeros | Zeros |
대구 has 17 (47.2%) zeros | Zeros |
광주 has 19 (52.8%) zeros | Zeros |
대전 has 16 (44.4%) zeros | Zeros |
울산 has 28 (77.8%) zeros | Zeros |
경기 has 9 (25.0%) zeros | Zeros |
강원 has 10 (27.8%) zeros | Zeros |
충북 has 16 (44.4%) zeros | Zeros |
충남 has 24 (66.7%) zeros | Zeros |
전북 has 16 (44.4%) zeros | Zeros |
전남 has 16 (44.4%) zeros | Zeros |
경북 has 9 (25.0%) zeros | Zeros |
경남 has 13 (36.1%) zeros | Zeros |
제주 has 29 (80.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-12 16:21:43.895198 |
|---|---|
| Analysis finished | 2023-12-12 16:22:11.081979 |
| Duration | 27.19 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
구분
Text
UNIQUE
| Distinct | 36 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 420.0 B |
Length
| Max length | 5 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 3 |
Characters and Unicode
| Total characters | 144 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| 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 | 36 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 장부가 |
|---|---|
| 2nd row | 세 대 |
| 3rd row | 1982 |
| 4th row | 1983 |
| 5th row | 1984 |
| Value | Count | Frequency (%) |
| 장부가 | 1 | 2.7% |
| 2005 | 1 | 2.7% |
| 2013 | 1 | 2.7% |
| 2007 | 1 | 2.7% |
| 2008 | 1 | 2.7% |
| 2009 | 1 | 2.7% |
| 2010 | 1 | 2.7% |
| 2011 | 1 | 2.7% |
| 2012 | 1 | 2.7% |
| 2014 | 1 | 2.7% |
| Other values (27) | 27 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 36 | |
| 2 | 30 | |
| 1 | 24 | |
| 9 | 18 | |
| 8 | 11 | 7.6% |
| 6 | 4 | 2.8% |
| 7 | 4 | 2.8% |
| 3 | 2.1% | |
| 3 | 3 | 2.1% |
| 4 | 3 | 2.1% |
| Other values (6) | 8 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 136 | |
| Other Letter | 5 | 3.5% |
| Space Separator | 3 | 2.1% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 36 | |
| 2 | 30 | |
| 1 | 24 | |
| 9 | 18 | |
| 8 | 11 | 8.1% |
| 6 | 4 | 2.9% |
| 7 | 4 | 2.9% |
| 3 | 3 | 2.2% |
| 4 | 3 | 2.2% |
| 5 | 3 | 2.2% |
Other Letter
| Value | Count | Frequency (%) |
| 장 | 1 | |
| 부 | 1 | |
| 가 | 1 | |
| 세 | 1 | |
| 대 | 1 |
Space Separator
| Value | Count | Frequency (%) |
| 3 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 139 | |
| Hangul | 5 | 3.5% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 36 | |
| 2 | 30 | |
| 1 | 24 | |
| 9 | 18 | |
| 8 | 11 | 7.9% |
| 6 | 4 | 2.9% |
| 7 | 4 | 2.9% |
| 3 | 2.2% | |
| 3 | 3 | 2.2% |
| 4 | 3 | 2.2% |
Hangul
| Value | Count | Frequency (%) |
| 장 | 1 | |
| 부 | 1 | |
| 가 | 1 | |
| 세 | 1 | |
| 대 | 1 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 139 | |
| Hangul | 5 | 3.5% |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 36 | |
| 2 | 30 | |
| 1 | 24 | |
| 9 | 18 | |
| 8 | 11 | 7.9% |
| 6 | 4 | 2.9% |
| 7 | 4 | 2.9% |
| 3 | 2.2% | |
| 3 | 3 | 2.2% |
| 4 | 3 | 2.2% |
Hangul
| Value | Count | Frequency (%) |
| 장 | 1 | |
| 부 | 1 | |
| 가 | 1 | |
| 세 | 1 | |
| 대 | 1 |
계
Real number (ℝ)
HIGH CORRELATION
| Distinct | 34 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 156871.39 |
| Minimum | -2403 |
|---|---|
| Maximum | 5608438 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 15 |
| Negative (%) | 41.7% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | -2403 |
|---|---|
| 5-th percentile | -645.25 |
| Q1 | -142.5 |
| median | 250 |
| Q3 | 1106.75 |
| 95-th percentile | 8606.75 |
| Maximum | 5608438 |
| Range | 5610841 |
| Interquartile range (IQR) | 1249.25 |
Descriptive statistics
| Standard deviation | 934560.5 |
|---|---|
| Coefficient of variation (CV) | 5.9574949 |
| Kurtosis | 35.998956 |
| Mean | 156871.39 |
| Median Absolute Deviation (MAD) | 546 |
| Skewness | 5.9998733 |
| Sum | 5647370 |
| Variance | 8.7340333 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 121 | 2 | 5.6% |
| -299 | 2 | 5.6% |
| 799 | 1 | 2.8% |
| 140 | 1 | 2.8% |
| -19 | 1 | 2.8% |
| -293 | 1 | 2.8% |
| -243 | 1 | 2.8% |
| 383 | 1 | 2.8% |
| 1211 | 1 | 2.8% |
| 5608438 | 1 | 2.8% |
| Other values (24) | 24 |
| Value | Count | Frequency (%) |
| -2403 | 1 | |
| -664 | 1 | |
| -639 | 1 | |
| -353 | 1 | |
| -299 | 2 | |
| -293 | 1 | |
| -244 | 1 | |
| -243 | 1 | |
| -109 | 1 | |
| -101 | 1 |
| Value | Count | Frequency (%) |
| 5608438 | 1 | |
| 19466 | 1 | |
| 4987 | 1 | |
| 2920 | 1 | |
| 2875 | 1 | |
| 2650 | 1 | |
| 2640 | 1 | |
| 1741 | 1 | |
| 1211 | 1 | |
| 1072 | 1 |
서울
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 55.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61047 |
| Minimum | -1694 |
|---|---|
| Maximum | 2188686 |
| Zeros | 15 |
| Zeros (%) | 41.7% |
| Negative | 13 |
| Negative (%) | 36.1% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | -1694 |
|---|---|
| 5-th percentile | -211.5 |
| Q1 | -6.25 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2910.75 |
| Maximum | 2188686 |
| Range | 2190380 |
| Interquartile range (IQR) | 6.25 |
Descriptive statistics
| Standard deviation | 364739.48 |
|---|---|
| Coefficient of variation (CV) | 5.9747322 |
| Kurtosis | 35.999415 |
| Mean | 61047 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 5.9999289 |
| Sum | 2197692 |
| Variance | 1.3303489 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 15 | |
| -7 | 2 | 5.6% |
| -2 | 2 | 5.6% |
| 2188686 | 1 | 2.8% |
| -6 | 1 | 2.8% |
| 1703 | 1 | 2.8% |
| -690 | 1 | 2.8% |
| -4 | 1 | 2.8% |
| -1694 | 1 | 2.8% |
| -17 | 1 | 2.8% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| -1694 | 1 | |
| -690 | 1 | |
| -52 | 1 | |
| -23 | 1 | |
| -21 | 1 | |
| -17 | 1 | |
| -9 | 1 | |
| -7 | 2 | |
| -6 | 1 | |
| -4 | 1 |
| Value | Count | Frequency (%) |
| 2188686 | 1 | 2.8% |
| 4503 | 1 | 2.8% |
| 2380 | 1 | 2.8% |
| 2100 | 1 | 2.8% |
| 1703 | 1 | 2.8% |
| 690 | 1 | 2.8% |
| 104 | 1 | 2.8% |
| 60 | 1 | 2.8% |
| 0 | 15 | |
| -2 | 2 | 5.6% |
부산
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 17 |
|---|---|
| Distinct (%) | 47.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6431.9444 |
| Minimum | -566 |
|---|---|
| Maximum | 229966 |
| Zeros | 20 |
| Zeros (%) | 55.6% |
| Negative | 8 |
| Negative (%) | 22.2% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | -566 |
|---|---|
| 5-th percentile | -186.5 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 685.5 |
| Maximum | 229966 |
| Range | 230532 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 38320.847 |
|---|---|
| Coefficient of variation (CV) | 5.9578946 |
| Kurtosis | 35.997041 |
| Mean | 6431.9444 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.9996405 |
| Sum | 231550 |
| Variance | 1.4684873 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 0 | 20 | |
| 229966 | 1 | 2.8% |
| -3 | 1 | 2.8% |
| 20 | 1 | 2.8% |
| -14 | 1 | 2.8% |
| -173 | 1 | 2.8% |
| -566 | 1 | 2.8% |
| -227 | 1 | 2.8% |
| -37 | 1 | 2.8% |
| -107 | 1 | 2.8% |
| Other values (7) | 7 | 19.4% |
| Value | Count | Frequency (%) |
| -566 | 1 | 2.8% |
| -227 | 1 | 2.8% |
| -173 | 1 | 2.8% |
| -107 | 1 | 2.8% |
| -61 | 1 | 2.8% |
| -37 | 1 | 2.8% |
| -14 | 1 | 2.8% |
| -3 | 1 | 2.8% |
| 0 | 20 | |
| 20 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 229966 | 1 | 2.8% |
| 792 | 1 | 2.8% |
| 650 | 1 | 2.8% |
| 540 | 1 | 2.8% |
| 440 | 1 | 2.8% |
| 210 | 1 | 2.8% |
| 120 | 1 | 2.8% |
| 20 | 1 | 2.8% |
| 0 | 20 | |
| -3 | 1 | 2.8% |
인천
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 15 |
|---|---|
| Distinct (%) | 41.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8461.8611 |
| Minimum | -185 |
|---|---|
| Maximum | 301645 |
| Zeros | 21 |
| Zeros (%) | 58.3% |
| Negative | 8 |
| Negative (%) | 22.2% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | -185 |
|---|---|
| 5-th percentile | -112.75 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 905.25 |
| Maximum | 301645 |
| Range | 301830 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 50260.867 |
|---|---|
| Coefficient of variation (CV) | 5.9396941 |
| Kurtosis | 35.997193 |
| Mean | 8461.8611 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.9996595 |
| Sum | 304627 |
| Variance | 2.5261547 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 0 | 21 | |
| -58 | 2 | 5.6% |
| 301645 | 1 | 2.8% |
| 1491 | 1 | 2.8% |
| 330 | 1 | 2.8% |
| 260 | 1 | 2.8% |
| 450 | 1 | 2.8% |
| 480 | 1 | 2.8% |
| -94 | 1 | 2.8% |
| -185 | 1 | 2.8% |
| Other values (5) | 5 | 13.9% |
| Value | Count | Frequency (%) |
| -185 | 1 | 2.8% |
| -127 | 1 | 2.8% |
| -108 | 1 | 2.8% |
| -94 | 1 | 2.8% |
| -69 | 1 | 2.8% |
| -58 | 2 | 5.6% |
| -40 | 1 | 2.8% |
| 0 | 21 | |
| 260 | 1 | 2.8% |
| 330 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 301645 | 1 | 2.8% |
| 1491 | 1 | 2.8% |
| 710 | 1 | 2.8% |
| 480 | 1 | 2.8% |
| 450 | 1 | 2.8% |
| 330 | 1 | 2.8% |
| 260 | 1 | 2.8% |
| 0 | 21 | |
| -40 | 1 | 2.8% |
| -58 | 2 | 5.6% |
대구
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 19 |
|---|---|
| Distinct (%) | 52.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1695.0556 |
| Minimum | -163 |
|---|---|
| Maximum | 60422 |
| Zeros | 17 |
| Zeros (%) | 47.2% |
| Negative | 13 |
| Negative (%) | 36.1% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | -163 |
|---|---|
| 5-th percentile | -98.75 |
| Q1 | -6.25 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 300 |
| Maximum | 60422 |
| Range | 60585 |
| Interquartile range (IQR) | 6.25 |
Descriptive statistics
| Standard deviation | 10067.948 |
|---|---|
| Coefficient of variation (CV) | 5.9395976 |
| Kurtosis | 35.992658 |
| Mean | 1695.0556 |
| Median Absolute Deviation (MAD) | 2.5 |
| Skewness | 5.9991087 |
| Sum | 61022 |
| Variance | 1.0136357 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 0 | 17 | |
| 300 | 2 | 5.6% |
| 60422 | 1 | 2.8% |
| -6 | 1 | 2.8% |
| -3 | 1 | 2.8% |
| -2 | 1 | 2.8% |
| -7 | 1 | 2.8% |
| -70 | 1 | 2.8% |
| -35 | 1 | 2.8% |
| -20 | 1 | 2.8% |
| Other values (9) | 9 |
| Value | Count | Frequency (%) |
| -163 | 1 | |
| -113 | 1 | |
| -94 | 1 | |
| -70 | 1 | |
| -35 | 1 | |
| -20 | 1 | |
| -14 | 1 | |
| -9 | 1 | |
| -7 | 1 | |
| -6 | 1 |
| Value | Count | Frequency (%) |
| 60422 | 1 | 2.8% |
| 300 | 2 | 5.6% |
| 240 | 1 | 2.8% |
| 200 | 1 | 2.8% |
| 100 | 1 | 2.8% |
| 0 | 17 | |
| -2 | 1 | 2.8% |
| -3 | 1 | 2.8% |
| -4 | 1 | 2.8% |
| -6 | 1 | 2.8% |
광주
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 18 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1389.5 |
| Minimum | -200 |
|---|---|
| Maximum | 49196 |
| Zeros | 19 |
| Zeros (%) | 52.8% |
| Negative | 9 |
| Negative (%) | 25.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | -200 |
|---|---|
| 5-th percentile | -88.5 |
| Q1 | -3.25 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 305.75 |
| Maximum | 49196 |
| Range | 49396 |
| Interquartile range (IQR) | 3.25 |
Descriptive statistics
| Standard deviation | 8196.133 |
|---|---|
| Coefficient of variation (CV) | 5.8986204 |
| Kurtosis | 35.985984 |
| Mean | 1389.5 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.9982995 |
| Sum | 50022 |
| Variance | 67176596 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 0 | 19 | |
| 49196 | 1 | 2.8% |
| -40 | 1 | 2.8% |
| 35 | 1 | 2.8% |
| -200 | 1 | 2.8% |
| -44 | 1 | 2.8% |
| -150 | 1 | 2.8% |
| -68 | 1 | 2.8% |
| -13 | 1 | 2.8% |
| -27 | 1 | 2.8% |
| Other values (8) | 8 |
| Value | Count | Frequency (%) |
| -200 | 1 | 2.8% |
| -150 | 1 | 2.8% |
| -68 | 1 | 2.8% |
| -44 | 1 | 2.8% |
| -40 | 1 | 2.8% |
| -27 | 1 | 2.8% |
| -26 | 1 | 2.8% |
| -14 | 1 | 2.8% |
| -13 | 1 | 2.8% |
| 0 | 19 |
| Value | Count | Frequency (%) |
| 49196 | 1 | 2.8% |
| 413 | 1 | 2.8% |
| 270 | 1 | 2.8% |
| 200 | 1 | 2.8% |
| 190 | 1 | 2.8% |
| 180 | 1 | 2.8% |
| 120 | 1 | 2.8% |
| 35 | 1 | 2.8% |
| 0 | 19 | |
| -13 | 1 | 2.8% |
대전
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 21 |
|---|---|
| Distinct (%) | 58.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7063.4444 |
| Minimum | -95 |
|---|---|
| Maximum | 251432 |
| Zeros | 16 |
| Zeros (%) | 44.4% |
| Negative | 12 |
| Negative (%) | 33.3% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | -95 |
|---|---|
| 5-th percentile | -79 |
| Q1 | -15.25 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1050.25 |
| Maximum | 251432 |
| Range | 251527 |
| Interquartile range (IQR) | 15.25 |
Descriptive statistics
| Standard deviation | 41892.775 |
|---|---|
| Coefficient of variation (CV) | 5.9309272 |
| Kurtosis | 35.996174 |
| Mean | 7063.4444 |
| Median Absolute Deviation (MAD) | 5.5 |
| Skewness | 5.999536 |
| Sum | 254284 |
| Variance | 1.7550046 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 16 | |
| 251432 | 1 | 2.8% |
| -76 | 1 | 2.8% |
| -1 | 1 | 2.8% |
| -47 | 1 | 2.8% |
| -40 | 1 | 2.8% |
| -95 | 1 | 2.8% |
| -34 | 1 | 2.8% |
| -36 | 1 | 2.8% |
| -2 | 1 | 2.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| -95 | 1 | |
| -88 | 1 | |
| -76 | 1 | |
| -66 | 1 | |
| -55 | 1 | |
| -47 | 1 | |
| -40 | 1 | |
| -36 | 1 | |
| -34 | 1 | |
| -9 | 1 |
| Value | Count | Frequency (%) |
| 251432 | 1 | 2.8% |
| 1426 | 1 | 2.8% |
| 925 | 1 | 2.8% |
| 400 | 1 | 2.8% |
| 310 | 1 | 2.8% |
| 200 | 1 | 2.8% |
| 80 | 1 | 2.8% |
| 60 | 1 | 2.8% |
| 0 | 16 | |
| -1 | 1 | 2.8% |
울산
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | 25.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1468.8889 |
| Minimum | -12 |
|---|---|
| Maximum | 52486 |
| Zeros | 28 |
| Zeros (%) | 77.8% |
| Negative | 2 |
| Negative (%) | 5.6% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | -12 |
|---|---|
| 5-th percentile | -2 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 109.25 |
| Maximum | 52486 |
| Range | 52498 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 8745.8681 |
|---|---|
| Coefficient of variation (CV) | 5.9540706 |
| Kurtosis | 35.998608 |
| Mean | 1468.8889 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.9998311 |
| Sum | 52880 |
| Variance | 76490210 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 28 | |
| 52486 | 1 | 2.8% |
| 197 | 1 | 2.8% |
| 80 | 1 | 2.8% |
| 60 | 1 | 2.8% |
| 40 | 1 | 2.8% |
| -12 | 1 | 2.8% |
| -8 | 1 | 2.8% |
| 37 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| -12 | 1 | 2.8% |
| -8 | 1 | 2.8% |
| 0 | 28 | |
| 37 | 1 | 2.8% |
| 40 | 1 | 2.8% |
| 60 | 1 | 2.8% |
| 80 | 1 | 2.8% |
| 197 | 1 | 2.8% |
| 52486 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 52486 | 1 | 2.8% |
| 197 | 1 | 2.8% |
| 80 | 1 | 2.8% |
| 60 | 1 | 2.8% |
| 40 | 1 | 2.8% |
| 37 | 1 | 2.8% |
| 0 | 28 | |
| -8 | 1 | 2.8% |
| -12 | 1 | 2.8% |
세종
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | 13.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 420.0 B |
| 0 | |
|---|---|
| 409581 | 1 |
| 1661 | 1 |
| 632 | 1 |
| 1029 | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 1 |
| Mean length | 1.3611111 |
| Min length | 1 |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | 11.1% |
Sample
| 1st row | 409581 |
|---|---|
| 2nd row | 1661 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 32 | |
| 409581 | 1 | 2.8% |
| 1661 | 1 | 2.8% |
| 632 | 1 | 2.8% |
| 1029 | 1 | 2.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 32 | |
| 409581 | 1 | 2.8% |
| 1661 | 1 | 2.8% |
| 632 | 1 | 2.8% |
| 1029 | 1 | 2.8% |
경기
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 26 |
|---|---|
| Distinct (%) | 72.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44840.806 |
| Minimum | -132 |
|---|---|
| Maximum | 1603865 |
| Zeros | 9 |
| Zeros (%) | 25.0% |
| Negative | 13 |
| Negative (%) | 36.1% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | -132 |
|---|---|
| 5-th percentile | -100.75 |
| Q1 | -20 |
| median | 0 |
| Q3 | 345 |
| 95-th percentile | 2200.5 |
| Maximum | 1603865 |
| Range | 1603997 |
| Interquartile range (IQR) | 365 |
Descriptive statistics
| Standard deviation | 267262.78 |
|---|---|
| Coefficient of variation (CV) | 5.9602583 |
| Kurtosis | 35.999124 |
| Mean | 44840.806 |
| Median Absolute Deviation (MAD) | 67 |
| Skewness | 5.9998937 |
| Sum | 1614269 |
| Variance | 7.1429396 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 0 | 9 | |
| 120 | 2 | 5.6% |
| -20 | 2 | 5.6% |
| 1603865 | 1 | 2.8% |
| -30 | 1 | 2.8% |
| -12 | 1 | 2.8% |
| -61 | 1 | 2.8% |
| -132 | 1 | 2.8% |
| 580 | 1 | 2.8% |
| -14 | 1 | 2.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| -132 | 1 | |
| -130 | 1 | |
| -91 | 1 | |
| -73 | 1 | |
| -61 | 1 | |
| -54 | 1 | |
| -30 | 1 | |
| -29 | 1 | |
| -20 | 2 | |
| -17 | 1 |
| Value | Count | Frequency (%) |
| 1603865 | 1 | |
| 5202 | 1 | |
| 1200 | 1 | |
| 734 | 1 | |
| 701 | 1 | |
| 630 | 1 | |
| 580 | 1 | |
| 502 | 1 | |
| 360 | 1 | |
| 340 | 1 |
강원
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 26 |
|---|---|
| Distinct (%) | 72.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 698.22222 |
| Minimum | -147 |
|---|---|
| Maximum | 24700 |
| Zeros | 10 |
| Zeros (%) | 27.8% |
| Negative | 16 |
| Negative (%) | 44.4% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | -147 |
|---|---|
| 5-th percentile | -112.75 |
| Q1 | -16.5 |
| median | 0 |
| Q3 | 14 |
| 95-th percentile | 233.5 |
| Maximum | 24700 |
| Range | 24847 |
| Interquartile range (IQR) | 30.5 |
Descriptive statistics
| Standard deviation | 4115.7111 |
|---|---|
| Coefficient of variation (CV) | 5.8945576 |
| Kurtosis | 35.957339 |
| Mean | 698.22222 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 5.9948266 |
| Sum | 25136 |
| Variance | 16939078 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 0 | 10 | |
| -9 | 2 | 5.6% |
| 24700 | 1 | 2.8% |
| -104 | 1 | 2.8% |
| 57 | 1 | 2.8% |
| 20 | 1 | 2.8% |
| 12 | 1 | 2.8% |
| -15 | 1 | 2.8% |
| -118 | 1 | 2.8% |
| -72 | 1 | 2.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| -147 | 1 | |
| -118 | 1 | |
| -111 | 1 | |
| -104 | 1 | |
| -95 | 1 | |
| -72 | 1 | |
| -70 | 1 | |
| -24 | 1 | |
| -18 | 1 | |
| -16 | 1 |
| Value | Count | Frequency (%) |
| 24700 | 1 | |
| 280 | 1 | |
| 218 | 1 | |
| 210 | 1 | |
| 190 | 1 | |
| 170 | 1 | |
| 100 | 1 | |
| 57 | 1 | |
| 20 | 1 | |
| 12 | 1 |
충북
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 21 |
|---|---|
| Distinct (%) | 58.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 859.11111 |
| Minimum | -80 |
|---|---|
| Maximum | 30542 |
| Zeros | 16 |
| Zeros (%) | 44.4% |
| Negative | 15 |
| Negative (%) | 41.7% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | -80 |
|---|---|
| 5-th percentile | -42.5 |
| Q1 | -19.5 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 223.5 |
| Maximum | 30542 |
| Range | 30622 |
| Interquartile range (IQR) | 19.5 |
Descriptive statistics
| Standard deviation | 5088.9847 |
|---|---|
| Coefficient of variation (CV) | 5.9235466 |
| Kurtosis | 35.984925 |
| Mean | 859.11111 |
| Median Absolute Deviation (MAD) | 6.5 |
| Skewness | 5.998174 |
| Sum | 30928 |
| Variance | 25897765 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 0 | 16 | |
| 30542 | 1 | 2.8% |
| -44 | 1 | 2.8% |
| -19 | 1 | 2.8% |
| -4 | 1 | 2.8% |
| -10 | 1 | 2.8% |
| -27 | 1 | 2.8% |
| -7 | 1 | 2.8% |
| -80 | 1 | 2.8% |
| -42 | 1 | 2.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| -80 | 1 | |
| -44 | 1 | |
| -42 | 1 | |
| -35 | 1 | |
| -29 | 1 | |
| -27 | 1 | |
| -25 | 1 | |
| -22 | 1 | |
| -21 | 1 | |
| -19 | 1 |
| Value | Count | Frequency (%) |
| 30542 | 1 | 2.8% |
| 270 | 1 | 2.8% |
| 208 | 1 | 2.8% |
| 193 | 1 | 2.8% |
| 100 | 1 | 2.8% |
| 0 | 16 | |
| -4 | 1 | 2.8% |
| -6 | 1 | 2.8% |
| -7 | 1 | 2.8% |
| -10 | 1 | 2.8% |
충남
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 12 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1375.5556 |
| Minimum | -76 |
|---|---|
| Maximum | 48526 |
| Zeros | 24 |
| Zeros (%) | 66.7% |
| Negative | 7 |
| Negative (%) | 19.4% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | -76 |
|---|---|
| 5-th percentile | -16.25 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 482 |
| Maximum | 48526 |
| Range | 48602 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 8083.7548 |
|---|---|
| Coefficient of variation (CV) | 5.8767199 |
| Kurtosis | 35.984071 |
| Mean | 1375.5556 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.9980745 |
| Sum | 49520 |
| Variance | 65347091 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0 | 24 | |
| -1 | 2 | 5.6% |
| 48526 | 1 | 2.8% |
| 497 | 1 | 2.8% |
| 100 | 1 | 2.8% |
| 44 | 1 | 2.8% |
| -23 | 1 | 2.8% |
| -76 | 1 | 2.8% |
| -5 | 1 | 2.8% |
| 477 | 1 | 2.8% |
| Other values (2) | 2 | 5.6% |
| Value | Count | Frequency (%) |
| -76 | 1 | 2.8% |
| -23 | 1 | 2.8% |
| -14 | 1 | 2.8% |
| -5 | 1 | 2.8% |
| -4 | 1 | 2.8% |
| -1 | 2 | 5.6% |
| 0 | 24 | |
| 44 | 1 | 2.8% |
| 100 | 1 | 2.8% |
| 477 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 48526 | 1 | 2.8% |
| 497 | 1 | 2.8% |
| 477 | 1 | 2.8% |
| 100 | 1 | 2.8% |
| 44 | 1 | 2.8% |
| 0 | 24 | |
| -1 | 2 | 5.6% |
| -4 | 1 | 2.8% |
| -5 | 1 | 2.8% |
| -14 | 1 | 2.8% |
전북
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 55.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1362.7222 |
| Minimum | -83 |
|---|---|
| Maximum | 48296 |
| Zeros | 16 |
| Zeros (%) | 44.4% |
| Negative | 13 |
| Negative (%) | 36.1% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | -83 |
|---|---|
| 5-th percentile | -78.5 |
| Q1 | -17.25 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 320.25 |
| Maximum | 48296 |
| Range | 48379 |
| Interquartile range (IQR) | 17.25 |
Descriptive statistics
| Standard deviation | 8046.3478 |
|---|---|
| Coefficient of variation (CV) | 5.9046133 |
| Kurtosis | 35.987475 |
| Mean | 1362.7222 |
| Median Absolute Deviation (MAD) | 9.5 |
| Skewness | 5.9984821 |
| Sum | 49058 |
| Variance | 64743713 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 16 | |
| 300 | 2 | 5.6% |
| 48296 | 1 | 2.8% |
| -18 | 1 | 2.8% |
| 40 | 1 | 2.8% |
| -4 | 1 | 2.8% |
| -33 | 1 | 2.8% |
| -31 | 1 | 2.8% |
| -83 | 1 | 2.8% |
| -28 | 1 | 2.8% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| -83 | 1 | |
| -80 | 1 | |
| -78 | 1 | |
| -51 | 1 | |
| -37 | 1 | |
| -33 | 1 | |
| -31 | 1 | |
| -28 | 1 | |
| -18 | 1 | |
| -17 | 1 |
| Value | Count | Frequency (%) |
| 48296 | 1 | 2.8% |
| 381 | 1 | 2.8% |
| 300 | 2 | 5.6% |
| 130 | 1 | 2.8% |
| 90 | 1 | 2.8% |
| 40 | 1 | 2.8% |
| 0 | 16 | |
| -4 | 1 | 2.8% |
| -8 | 1 | 2.8% |
| -11 | 1 | 2.8% |
전남
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 55.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 985.72222 |
| Minimum | -72 |
|---|---|
| Maximum | 34636 |
| Zeros | 16 |
| Zeros (%) | 44.4% |
| Negative | 12 |
| Negative (%) | 33.3% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | -72 |
|---|---|
| 5-th percentile | -71 |
| Q1 | -12.25 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 355.25 |
| Maximum | 34636 |
| Range | 34708 |
| Interquartile range (IQR) | 12.25 |
Descriptive statistics
| Standard deviation | 5769.4544 |
|---|---|
| Coefficient of variation (CV) | 5.8530226 |
| Kurtosis | 35.977306 |
| Mean | 985.72222 |
| Median Absolute Deviation (MAD) | 10.5 |
| Skewness | 5.9972554 |
| Sum | 35486 |
| Variance | 33286604 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 16 | |
| -71 | 2 | 5.6% |
| 34636 | 1 | 2.8% |
| -9 | 1 | 2.8% |
| -13 | 1 | 2.8% |
| -72 | 1 | 2.8% |
| -39 | 1 | 2.8% |
| 332 | 1 | 2.8% |
| -36 | 1 | 2.8% |
| -16 | 1 | 2.8% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| -72 | 1 | |
| -71 | 2 | |
| -39 | 1 | |
| -36 | 1 | |
| -19 | 1 | |
| -16 | 1 | |
| -15 | 1 | |
| -13 | 1 | |
| -12 | 1 | |
| -9 | 1 |
| Value | Count | Frequency (%) |
| 34636 | 1 | 2.8% |
| 425 | 1 | 2.8% |
| 332 | 1 | 2.8% |
| 122 | 1 | 2.8% |
| 120 | 1 | 2.8% |
| 100 | 1 | 2.8% |
| 70 | 1 | 2.8% |
| 60 | 1 | 2.8% |
| 0 | 16 | |
| -6 | 1 | 2.8% |
경북
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 26 |
|---|---|
| Distinct (%) | 72.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1172.4167 |
| Minimum | -62 |
|---|---|
| Maximum | 40995 |
| Zeros | 9 |
| Zeros (%) | 25.0% |
| Negative | 18 |
| Negative (%) | 50.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | -62 |
|---|---|
| 5-th percentile | -52.5 |
| Q1 | -24.25 |
| median | -0.5 |
| Q3 | 10 |
| 95-th percentile | 474 |
| Maximum | 40995 |
| Range | 41057 |
| Interquartile range (IQR) | 34.25 |
Descriptive statistics
| Standard deviation | 6828.0318 |
|---|---|
| Coefficient of variation (CV) | 5.8238952 |
| Kurtosis | 35.970084 |
| Mean | 1172.4167 |
| Median Absolute Deviation (MAD) | 24 |
| Skewness | 5.996387 |
| Sum | 42207 |
| Variance | 46622018 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 0 | 9 | |
| -17 | 2 | 5.6% |
| -33 | 2 | 5.6% |
| -1 | 1 | 2.8% |
| -6 | 1 | 2.8% |
| -46 | 1 | 2.8% |
| 430 | 1 | 2.8% |
| -12 | 1 | 2.8% |
| -25 | 1 | 2.8% |
| -60 | 1 | 2.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| -62 | 1 | |
| -60 | 1 | |
| -50 | 1 | |
| -46 | 1 | |
| -34 | 1 | |
| -33 | 2 | |
| -30 | 1 | |
| -25 | 1 | |
| -24 | 1 | |
| -18 | 1 |
| Value | Count | Frequency (%) |
| 40995 | 1 | 2.8% |
| 606 | 1 | 2.8% |
| 430 | 1 | 2.8% |
| 203 | 1 | 2.8% |
| 170 | 1 | 2.8% |
| 110 | 1 | 2.8% |
| 80 | 1 | 2.8% |
| 60 | 1 | 2.8% |
| 40 | 1 | 2.8% |
| 0 | 9 |
경남
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 23 |
|---|---|
| Distinct (%) | 63.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4819.6944 |
| Minimum | -90 |
|---|---|
| Maximum | 171955 |
| Zeros | 13 |
| Zeros (%) | 36.1% |
| Negative | 14 |
| Negative (%) | 38.9% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | -90 |
|---|---|
| 5-th percentile | -56.25 |
| Q1 | -14.25 |
| median | 0 |
| Q3 | 2.5 |
| 95-th percentile | 614.25 |
| Maximum | 171955 |
| Range | 172045 |
| Interquartile range (IQR) | 16.75 |
Descriptive statistics
| Standard deviation | 28652.248 |
|---|---|
| Coefficient of variation (CV) | 5.9448268 |
| Kurtosis | 35.997364 |
| Mean | 4819.6944 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 5.9996802 |
| Sum | 173509 |
| Variance | 8.2095134 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 0 | 13 | |
| -47 | 2 | 5.6% |
| 171955 | 1 | 2.8% |
| 10 | 1 | 2.8% |
| -2 | 1 | 2.8% |
| -15 | 1 | 2.8% |
| -7 | 1 | 2.8% |
| -20 | 1 | 2.8% |
| -45 | 1 | 2.8% |
| -19 | 1 | 2.8% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| -90 | 1 | |
| -84 | 1 | |
| -47 | 2 | |
| -45 | 1 | |
| -34 | 1 | |
| -20 | 1 | |
| -19 | 1 | |
| -15 | 1 | |
| -14 | 1 | |
| -9 | 1 |
| Value | Count | Frequency (%) |
| 171955 | 1 | 2.8% |
| 777 | 1 | 2.8% |
| 560 | 1 | 2.8% |
| 200 | 1 | 2.8% |
| 150 | 1 | 2.8% |
| 128 | 1 | 2.8% |
| 100 | 1 | 2.8% |
| 70 | 1 | 2.8% |
| 10 | 1 | 2.8% |
| 0 | 13 |
제주
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 19.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1729.9167 |
| Minimum | -53 |
|---|---|
| Maximum | 61509 |
| Zeros | 29 |
| Zeros (%) | 80.6% |
| Negative | 3 |
| Negative (%) | 8.3% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | -53 |
|---|---|
| 5-th percentile | -22.25 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 352.5 |
| Maximum | 61509 |
| Range | 61562 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 10248.232 |
|---|---|
| Coefficient of variation (CV) | 5.9241187 |
| Kurtosis | 35.994053 |
| Mean | 1729.9167 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.9992792 |
| Sum | 62277 |
| Variance | 1.0502625 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 29 | |
| -53 | 2 | 5.6% |
| 61509 | 1 | 2.8% |
| 384 | 1 | 2.8% |
| 160 | 1 | 2.8% |
| 342 | 1 | 2.8% |
| -12 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| -53 | 2 | 5.6% |
| -12 | 1 | 2.8% |
| 0 | 29 | |
| 160 | 1 | 2.8% |
| 342 | 1 | 2.8% |
| 384 | 1 | 2.8% |
| 61509 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 61509 | 1 | 2.8% |
| 384 | 1 | 2.8% |
| 342 | 1 | 2.8% |
| 160 | 1 | 2.8% |
| 0 | 29 | |
| -12 | 1 | 2.8% |
| -53 | 2 | 5.6% |
| 구분 | 계 | 서울 | 부산 | 인천 | 대구 | 광주 | 대전 | 울산 | 세종 | 경기 | 강원 | 충북 | 충남 | 전북 | 전남 | 경북 | 경남 | 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 | 0.663 | 0.662 | 0.662 | 0.662 | 0.663 | 0.663 | 0.663 | 1.000 | 0.662 | 0.662 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 |
| 서울 | 1.000 | 0.663 | 1.000 | 0.662 | 0.662 | 0.662 | 0.663 | 0.663 | 0.663 | 1.000 | 0.662 | 0.662 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 |
| 부산 | 1.000 | 0.662 | 0.662 | 1.000 | 0.662 | 0.662 | 0.662 | 0.663 | 0.663 | 1.000 | 0.663 | 0.662 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 |
| 인천 | 1.000 | 0.662 | 0.662 | 0.662 | 1.000 | 0.662 | 0.662 | 0.663 | 0.663 | 1.000 | 0.662 | 0.662 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 |
| 대구 | 1.000 | 0.662 | 0.662 | 0.662 | 0.662 | 1.000 | 0.662 | 0.663 | 0.663 | 1.000 | 0.662 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 |
| 광주 | 1.000 | 0.663 | 0.663 | 0.662 | 0.662 | 0.662 | 1.000 | 0.663 | 0.663 | 1.000 | 0.662 | 0.662 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 |
| 대전 | 1.000 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 1.000 | 0.664 | 1.000 | 0.663 | 0.663 | 0.664 | 0.664 | 0.664 | 0.664 | 0.664 | 0.664 | 0.664 |
| 울산 | 1.000 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.664 | 1.000 | 1.000 | 0.663 | 0.663 | 0.664 | 0.664 | 0.664 | 0.664 | 0.664 | 0.664 | 0.664 |
| 세종 | 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 |
| 경기 | 1.000 | 0.662 | 0.662 | 0.663 | 0.662 | 0.662 | 0.662 | 0.663 | 0.663 | 1.000 | 1.000 | 0.662 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 |
| 강원 | 1.000 | 0.662 | 0.662 | 0.662 | 0.662 | 0.663 | 0.662 | 0.663 | 0.663 | 1.000 | 0.662 | 1.000 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 |
| 충북 | 1.000 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.664 | 0.664 | 1.000 | 0.663 | 0.663 | 1.000 | 0.664 | 0.664 | 0.664 | 0.664 | 0.664 | 0.664 |
| 충남 | 1.000 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.664 | 0.664 | 1.000 | 0.663 | 0.663 | 0.664 | 1.000 | 0.664 | 0.664 | 0.664 | 0.664 | 0.664 |
| 전북 | 1.000 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.664 | 0.664 | 1.000 | 0.663 | 0.663 | 0.664 | 0.664 | 1.000 | 0.664 | 0.664 | 0.664 | 0.664 |
| 전남 | 1.000 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.664 | 0.664 | 1.000 | 0.663 | 0.663 | 0.664 | 0.664 | 0.664 | 1.000 | 0.664 | 0.664 | 0.664 |
| 경북 | 1.000 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.664 | 0.664 | 1.000 | 0.663 | 0.663 | 0.664 | 0.664 | 0.664 | 0.664 | 1.000 | 0.664 | 0.664 |
| 경남 | 1.000 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.664 | 0.664 | 1.000 | 0.663 | 0.663 | 0.664 | 0.664 | 0.664 | 0.664 | 0.664 | 1.000 | 0.664 |
| 제주 | 1.000 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.663 | 0.664 | 0.664 | 1.000 | 0.663 | 0.663 | 0.664 | 0.664 | 0.664 | 0.664 | 0.664 | 0.664 | 1.000 |
| 계 | 서울 | 부산 | 인천 | 대구 | 광주 | 대전 | 울산 | 경기 | 강원 | 충북 | 충남 | 전북 | 전남 | 경북 | 경남 | 제주 | 세종 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 계 | 1.000 | 0.740 | 0.640 | 0.598 | 0.431 | 0.549 | 0.489 | 0.488 | 0.701 | 0.460 | 0.352 | 0.423 | 0.484 | 0.549 | 0.638 | 0.543 | 0.564 | 0.955 |
| 서울 | 0.740 | 1.000 | 0.625 | 0.595 | 0.380 | 0.571 | 0.357 | 0.539 | 0.556 | 0.402 | 0.296 | 0.410 | 0.382 | 0.602 | 0.412 | 0.419 | 0.443 | 0.955 |
| 부산 | 0.640 | 0.625 | 1.000 | 0.401 | 0.754 | 0.767 | 0.623 | 0.749 | 0.351 | 0.707 | 0.670 | 0.392 | 0.774 | 0.564 | 0.566 | 0.795 | 0.506 | 0.955 |
| 인천 | 0.598 | 0.595 | 0.401 | 1.000 | 0.421 | 0.511 | 0.435 | 0.436 | 0.347 | 0.554 | 0.400 | 0.407 | 0.489 | 0.489 | 0.515 | 0.390 | 0.332 | 0.955 |
| 대구 | 0.431 | 0.380 | 0.754 | 0.421 | 1.000 | 0.749 | 0.809 | 0.674 | 0.077 | 0.769 | 0.712 | 0.460 | 0.818 | 0.527 | 0.557 | 0.740 | 0.414 | 0.955 |
| 광주 | 0.549 | 0.571 | 0.767 | 0.511 | 0.749 | 1.000 | 0.740 | 0.721 | 0.290 | 0.753 | 0.788 | 0.620 | 0.887 | 0.770 | 0.629 | 0.758 | 0.425 | 0.955 |
| 대전 | 0.489 | 0.357 | 0.623 | 0.435 | 0.809 | 0.740 | 1.000 | 0.584 | 0.093 | 0.716 | 0.641 | 0.555 | 0.738 | 0.552 | 0.501 | 0.674 | 0.345 | 0.955 |
| 울산 | 0.488 | 0.539 | 0.749 | 0.436 | 0.674 | 0.721 | 0.584 | 1.000 | 0.392 | 0.645 | 0.569 | 0.300 | 0.615 | 0.638 | 0.429 | 0.640 | 0.444 | 0.955 |
| 경기 | 0.701 | 0.556 | 0.351 | 0.347 | 0.077 | 0.290 | 0.093 | 0.392 | 1.000 | 0.087 | 0.172 | 0.119 | 0.136 | 0.315 | 0.324 | 0.222 | 0.564 | 0.955 |
| 강원 | 0.460 | 0.402 | 0.707 | 0.554 | 0.769 | 0.753 | 0.716 | 0.645 | 0.087 | 1.000 | 0.688 | 0.438 | 0.822 | 0.596 | 0.663 | 0.757 | 0.200 | 0.955 |
| 충북 | 0.352 | 0.296 | 0.670 | 0.400 | 0.712 | 0.788 | 0.641 | 0.569 | 0.172 | 0.688 | 1.000 | 0.403 | 0.767 | 0.594 | 0.605 | 0.661 | 0.406 | 0.955 |
| 충남 | 0.423 | 0.410 | 0.392 | 0.407 | 0.460 | 0.620 | 0.555 | 0.300 | 0.119 | 0.438 | 0.403 | 1.000 | 0.597 | 0.615 | 0.411 | 0.507 | 0.258 | 0.955 |
| 전북 | 0.484 | 0.382 | 0.774 | 0.489 | 0.818 | 0.887 | 0.738 | 0.615 | 0.136 | 0.822 | 0.767 | 0.597 | 1.000 | 0.657 | 0.643 | 0.816 | 0.389 | 0.955 |
| 전남 | 0.549 | 0.602 | 0.564 | 0.489 | 0.527 | 0.770 | 0.552 | 0.638 | 0.315 | 0.596 | 0.594 | 0.615 | 0.657 | 1.000 | 0.631 | 0.495 | 0.474 | 0.955 |
| 경북 | 0.638 | 0.412 | 0.566 | 0.515 | 0.557 | 0.629 | 0.501 | 0.429 | 0.324 | 0.663 | 0.605 | 0.411 | 0.643 | 0.631 | 1.000 | 0.654 | 0.580 | 0.955 |
| 경남 | 0.543 | 0.419 | 0.795 | 0.390 | 0.740 | 0.758 | 0.674 | 0.640 | 0.222 | 0.757 | 0.661 | 0.507 | 0.816 | 0.495 | 0.654 | 1.000 | 0.372 | 0.955 |
| 제주 | 0.564 | 0.443 | 0.506 | 0.332 | 0.414 | 0.425 | 0.345 | 0.444 | 0.564 | 0.200 | 0.406 | 0.258 | 0.389 | 0.474 | 0.580 | 0.372 | 1.000 | 0.955 |
| 세종 | 0.955 | 0.955 | 0.955 | 0.955 | 0.955 | 0.955 | 0.955 | 0.955 | 0.955 | 0.955 | 0.955 | 0.955 | 0.955 | 0.955 | 0.955 | 0.955 | 0.955 | 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 | 인천 | 대구 | 광주 | 대전 | 울산 | 세종 | 경기 | 강원 | 충북 | 충남 | 전북 | 전남 | 경북 | 경남 | 제주 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 장부가 | 5608438 | 2188686 | 229966 | 301645 | 60422 | 49196 | 251432 | 52486 | 409581 | 1603865 | 24700 | 30542 | 48526 | 48296 | 34636 | 40995 | 171955 | 61509 |
| 1 | 세 대 | 19466 | 4503 | 792 | 1491 | 300 | 413 | 1426 | 197 | 1661 | 5202 | 218 | 193 | 497 | 381 | 425 | 606 | 777 | 384 |
| 2 | 1982 | 2920 | 0 | 440 | 330 | 300 | 120 | 80 | 80 | 0 | 360 | 280 | 270 | 0 | 300 | 100 | 60 | 200 | 0 |
| 3 | 1983 | 2875 | 690 | 0 | 260 | 0 | 200 | 200 | 0 | 0 | 295 | 190 | 0 | 100 | 90 | 120 | 170 | 560 | 0 |
| 4 | 1984 | 4987 | 2380 | 650 | 450 | 0 | 270 | 0 | 0 | 0 | 0 | 210 | 208 | 44 | 300 | 122 | 203 | 150 | 0 |
| 5 | 1985 | 2650 | 60 | 210 | 480 | 200 | 190 | 310 | 60 | 0 | 340 | 170 | 100 | 0 | 130 | 60 | 80 | 100 | 160 |
| 6 | 1986 | 1004 | 104 | 120 | 0 | 100 | 180 | 60 | 40 | 0 | 120 | 100 | 0 | 0 | 0 | 70 | 40 | 70 | 0 |
| 7 | 1987 | 360 | 0 | 0 | 0 | 240 | 0 | 0 | 0 | 0 | 120 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 8 | 1988 | 2640 | 2100 | 540 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 9 | 1996 | -17 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | -17 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 구분 | 계 | 서울 | 부산 | 인천 | 대구 | 광주 | 대전 | 울산 | 세종 | 경기 | 강원 | 충북 | 충남 | 전북 | 전남 | 경북 | 경남 | 제주 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 26 | 2013 | 1211 | 0 | 0 | 0 | -14 | 0 | -36 | 0 | 632 | 701 | -16 | -42 | 0 | 0 | 0 | 0 | -14 | 0 |
| 27 | 2014 | 643 | -2 | -37 | 0 | -20 | -68 | -34 | 0 | 1029 | -14 | -72 | -80 | 0 | -28 | 0 | -12 | -19 | 0 |
| 28 | 2015 | 515 | -21 | -227 | 0 | -35 | -150 | -95 | -12 | 0 | 580 | -118 | -7 | -5 | -83 | -39 | 430 | -45 | 342 |
| 29 | 2016 | -664 | -17 | -566 | 0 | -70 | -44 | -40 | -8 | 0 | -132 | -15 | -27 | 477 | -31 | -72 | -46 | -20 | -53 |
| 30 | 2017 | -2403 | -1694 | -173 | 0 | -7 | -200 | -47 | 0 | 0 | -61 | 0 | -10 | -14 | -33 | -71 | -33 | -7 | -53 |
| 31 | 2018 | -101 | -4 | -14 | 0 | -2 | 0 | 0 | 0 | 0 | -12 | 0 | -4 | -4 | -4 | -13 | -17 | -15 | -12 |
| 32 | 2019 | -34 | -2 | 0 | 0 | -3 | 0 | 0 | 0 | 0 | -20 | 0 | 0 | -1 | 0 | 0 | -6 | -2 | 0 |
| 33 | 2020 | -639 | -690 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 12 | 0 | 0 | 40 | 0 | -1 | 0 | 0 |
| 34 | 2021 | 121 | 0 | 20 | 0 | 0 | 35 | -1 | 37 | 0 | 0 | 20 | 0 | 0 | 0 | 0 | 0 | 10 | 0 |
| 35 | 2022 | 1741 | 1703 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 57 | -19 | 0 | 0 | 0 | 0 | 0 | 0 |