Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 21 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.9 KiB |
| Average record size in memory | 141.3 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 3 |
Dataset
| Description | 공무원연금기금 재해보상특별회계(자산,부채,자본 등) 재무상태 데이터입니다. 2002년부터 2022년까지 연 단위로 구분됩니다. |
|---|---|
| URL | https://www.data.go.kr/data/15052892/fileData.do |
자본 has constant value "" | Constant |
타회계자금수수(부채) is highly overall correlated with 유동자산 and 2 other fields | High correlation |
기금회계계정(부채) is highly overall correlated with 유동자산 and 2 other fields | High correlation |
연도 is highly overall correlated with 유동자산 and 4 other fields | High correlation |
유동자산 is highly overall correlated with 연도 and 3 other fields | High correlation |
당좌자산 is highly overall correlated with 연도 and 3 other fields | High correlation |
기타유동자산 is highly overall correlated with 연도 | High correlation |
비유동자산 is highly overall correlated with 연도 and 1 other fields | High correlation |
기타비유동자산 is highly overall correlated with 연도 and 1 other fields | High correlation |
타회계자금수수(자산) is highly overall correlated with 기금회계계정(자산) and 4 other fields | High correlation |
기금회계계정(자산) is highly overall correlated with 타회계자금수수(자산) and 4 other fields | High correlation |
자산 is highly overall correlated with 타회계자금수수(자산) and 4 other fields | High correlation |
유동부채 is highly overall correlated with 타회계자금수수(자산) and 3 other fields | High correlation |
비유동부채 is highly overall correlated with 타회계자금수수(자산) and 3 other fields | High correlation |
부채 is highly overall correlated with 타회계자금수수(자산) and 4 other fields | High correlation |
타회계자금수수(부채) is highly imbalanced (65.4%) | Imbalance |
기금회계계정(부채) is highly imbalanced (65.4%) | Imbalance |
연도 has unique values | Unique |
유동자산 has unique values | Unique |
당좌자산 has unique values | Unique |
자산 has unique values | Unique |
유동부채 has unique values | Unique |
부채 has unique values | Unique |
기타유동자산 has 10 (47.6%) zeros | Zeros |
비유동자산 has 15 (71.4%) zeros | Zeros |
기타비유동자산 has 15 (71.4%) zeros | Zeros |
타회계자금수수(자산) has 2 (9.5%) zeros | Zeros |
기금회계계정(자산) has 2 (9.5%) zeros | Zeros |
비유동부채 has 2 (9.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-12 01:55:45.870994 |
|---|---|
| Analysis finished | 2023-12-12 01:56:05.074898 |
| Duration | 19.2 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
연도
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2012 |
| Minimum | 2002 |
|---|---|
| Maximum | 2022 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.0 B |
Quantile statistics
| Minimum | 2002 |
|---|---|
| 5-th percentile | 2003 |
| Q1 | 2007 |
| median | 2012 |
| Q3 | 2017 |
| 95-th percentile | 2021 |
| Maximum | 2022 |
| Range | 20 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 6.2048368 |
|---|---|
| Coefficient of variation (CV) | 0.0030839149 |
| Kurtosis | -1.2 |
| Mean | 2012 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0 |
| Sum | 42252 |
| Variance | 38.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 2002 | 1 | 4.8% |
| 2003 | 1 | 4.8% |
| 2022 | 1 | 4.8% |
| 2021 | 1 | 4.8% |
| 2020 | 1 | 4.8% |
| 2019 | 1 | 4.8% |
| 2018 | 1 | 4.8% |
| 2017 | 1 | 4.8% |
| 2016 | 1 | 4.8% |
| 2015 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 2002 | 1 | |
| 2003 | 1 | |
| 2004 | 1 | |
| 2005 | 1 | |
| 2006 | 1 | |
| 2007 | 1 | |
| 2008 | 1 | |
| 2009 | 1 | |
| 2010 | 1 | |
| 2011 | 1 |
| Value | Count | Frequency (%) |
| 2022 | 1 | |
| 2021 | 1 | |
| 2020 | 1 | |
| 2019 | 1 | |
| 2018 | 1 | |
| 2017 | 1 | |
| 2016 | 1 | |
| 2015 | 1 | |
| 2014 | 1 | |
| 2013 | 1 |
유동자산
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1447736.8 |
| Minimum | 13819 |
|---|---|
| Maximum | 10863949 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.0 B |
Quantile statistics
| Minimum | 13819 |
|---|---|
| 5-th percentile | 50098 |
| Q1 | 159343 |
| median | 352268 |
| Q3 | 914155 |
| 95-th percentile | 9607426 |
| Maximum | 10863949 |
| Range | 10850130 |
| Interquartile range (IQR) | 754812 |
Descriptive statistics
| Standard deviation | 2977377.7 |
|---|---|
| Coefficient of variation (CV) | 2.0565739 |
| Kurtosis | 7.0873751 |
| Mean | 1447736.8 |
| Median Absolute Deviation (MAD) | 290822 |
| Skewness | 2.8321187 |
| Sum | 30402473 |
| Variance | 8.8647782 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 61446 | 1 | 4.8% |
| 50098 | 1 | 4.8% |
| 914155 | 1 | 4.8% |
| 487572 | 1 | 4.8% |
| 904935 | 1 | 4.8% |
| 2302140 | 1 | 4.8% |
| 731510 | 1 | 4.8% |
| 1006739 | 1 | 4.8% |
| 159343 | 1 | 4.8% |
| 540610 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 13819 | 1 | |
| 50098 | 1 | |
| 61446 | 1 | |
| 68852 | 1 | |
| 84767 | 1 | |
| 159343 | 1 | |
| 167168 | 1 | |
| 269401 | 1 | |
| 279441 | 1 | |
| 309154 | 1 |
| Value | Count | Frequency (%) |
| 10863949 | 1 | |
| 9607426 | 1 | |
| 2302140 | 1 | |
| 1227680 | 1 | |
| 1006739 | 1 | |
| 914155 | 1 | |
| 904935 | 1 | |
| 731510 | 1 | |
| 540610 | 1 | |
| 487572 | 1 |
당좌자산
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1445351.7 |
| Minimum | 7876 |
|---|---|
| Maximum | 10863918 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.0 B |
Quantile statistics
| Minimum | 7876 |
|---|---|
| 5-th percentile | 44645 |
| Q1 | 159343 |
| median | 352268 |
| Q3 | 911955 |
| 95-th percentile | 9607426 |
| Maximum | 10863918 |
| Range | 10856042 |
| Interquartile range (IQR) | 752612 |
Descriptive statistics
| Standard deviation | 2978344.2 |
|---|---|
| Coefficient of variation (CV) | 2.0606364 |
| Kurtosis | 7.0849551 |
| Mean | 1445351.7 |
| Median Absolute Deviation (MAD) | 290822 |
| Skewness | 2.8315349 |
| Sum | 30352385 |
| Variance | 8.8705344 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 61446 | 1 | 4.8% |
| 44645 | 1 | 4.8% |
| 911955 | 1 | 4.8% |
| 487572 | 1 | 4.8% |
| 904935 | 1 | 4.8% |
| 2302140 | 1 | 4.8% |
| 731510 | 1 | 4.8% |
| 1006739 | 1 | 4.8% |
| 159343 | 1 | 4.8% |
| 540344 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 7876 | 1 | |
| 44645 | 1 | |
| 61446 | 1 | |
| 62773 | 1 | |
| 78646 | 1 | |
| 159343 | 1 | |
| 161163 | 1 | |
| 263171 | 1 | |
| 273253 | 1 | |
| 309154 | 1 |
| Value | Count | Frequency (%) |
| 10863918 | 1 | |
| 9607426 | 1 | |
| 2302140 | 1 | |
| 1222108 | 1 | |
| 1006739 | 1 | |
| 911955 | 1 | |
| 904935 | 1 | |
| 731510 | 1 | |
| 540344 | 1 | |
| 487572 | 1 |
기타유동자산
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 12 |
|---|---|
| Distinct (%) | 57.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2385.0952 |
| Minimum | 0 |
|---|---|
| Maximum | 6229 |
| Zeros | 10 |
| Zeros (%) | 47.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 31 |
| Q3 | 5943 |
| 95-th percentile | 6188 |
| Maximum | 6229 |
| Range | 6229 |
| Interquartile range (IQR) | 5943 |
Descriptive statistics
| Standard deviation | 2907.9548 |
|---|---|
| Coefficient of variation (CV) | 1.2192196 |
| Kurtosis | -1.896725 |
| Mean | 2385.0952 |
| Median Absolute Deviation (MAD) | 31 |
| Skewness | 0.47151395 |
| Sum | 50087 |
| Variance | 8456201.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0 | 10 | |
| 5452 | 1 | 4.8% |
| 5573 | 1 | 4.8% |
| 6229 | 1 | 4.8% |
| 6005 | 1 | 4.8% |
| 6121 | 1 | 4.8% |
| 5943 | 1 | 4.8% |
| 6079 | 1 | 4.8% |
| 6188 | 1 | 4.8% |
| 31 | 1 | 4.8% |
| Other values (2) | 2 | 9.5% |
| Value | Count | Frequency (%) |
| 0 | 10 | |
| 31 | 1 | 4.8% |
| 266 | 1 | 4.8% |
| 2200 | 1 | 4.8% |
| 5452 | 1 | 4.8% |
| 5573 | 1 | 4.8% |
| 5943 | 1 | 4.8% |
| 6005 | 1 | 4.8% |
| 6079 | 1 | 4.8% |
| 6121 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 6229 | 1 | |
| 6188 | 1 | |
| 6121 | 1 | |
| 6079 | 1 | |
| 6005 | 1 | |
| 5943 | 1 | |
| 5573 | 1 | |
| 5452 | 1 | |
| 2200 | 1 | |
| 266 | 1 |
비유동자산
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 838696.52 |
| Minimum | 0 |
|---|---|
| Maximum | 13542519 |
| Zeros | 15 |
| Zeros (%) | 71.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2631 |
| 95-th percentile | 2148064 |
| Maximum | 13542519 |
| Range | 13542519 |
| Interquartile range (IQR) | 2631 |
Descriptive statistics
| Standard deviation | 2953944.5 |
|---|---|
| Coefficient of variation (CV) | 3.522066 |
| Kurtosis | 19.606306 |
| Mean | 838696.52 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.3802171 |
| Sum | 17612627 |
| Variance | 8.7257882 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 486376 | 1 | 4.8% |
| 2631 | 1 | 4.8% |
| 2148064 | 1 | 4.8% |
| 645644 | 1 | 4.8% |
| 787393 | 1 | 4.8% |
| 13542519 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 2631 | 1 | 4.8% |
| 486376 | 1 | 4.8% |
| 645644 | 1 | 4.8% |
| 787393 | 1 | 4.8% |
| 2148064 | 1 | 4.8% |
| 13542519 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 13542519 | 1 | 4.8% |
| 2148064 | 1 | 4.8% |
| 787393 | 1 | 4.8% |
| 645644 | 1 | 4.8% |
| 486376 | 1 | 4.8% |
| 2631 | 1 | 4.8% |
| 0 | 15 |
기타비유동자산
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 838696.52 |
| Minimum | 0 |
|---|---|
| Maximum | 13542519 |
| Zeros | 15 |
| Zeros (%) | 71.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2631 |
| 95-th percentile | 2148064 |
| Maximum | 13542519 |
| Range | 13542519 |
| Interquartile range (IQR) | 2631 |
Descriptive statistics
| Standard deviation | 2953944.5 |
|---|---|
| Coefficient of variation (CV) | 3.522066 |
| Kurtosis | 19.606306 |
| Mean | 838696.52 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.3802171 |
| Sum | 17612627 |
| Variance | 8.7257882 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 486376 | 1 | 4.8% |
| 2631 | 1 | 4.8% |
| 2148064 | 1 | 4.8% |
| 645644 | 1 | 4.8% |
| 787393 | 1 | 4.8% |
| 13542519 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 2631 | 1 | 4.8% |
| 486376 | 1 | 4.8% |
| 645644 | 1 | 4.8% |
| 787393 | 1 | 4.8% |
| 2148064 | 1 | 4.8% |
| 13542519 | 1 | 4.8% |
| Value | Count | Frequency (%) |
| 13542519 | 1 | 4.8% |
| 2148064 | 1 | 4.8% |
| 787393 | 1 | 4.8% |
| 645644 | 1 | 4.8% |
| 486376 | 1 | 4.8% |
| 2631 | 1 | 4.8% |
| 0 | 15 |
타회계자금수수(자산)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16258352 |
| Minimum | 0 |
|---|---|
| Maximum | 37462002 |
| Zeros | 2 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 7008719 |
| median | 14590013 |
| Q3 | 24196055 |
| 95-th percentile | 35616285 |
| Maximum | 37462002 |
| Range | 37462002 |
| Interquartile range (IQR) | 17187336 |
Descriptive statistics
| Standard deviation | 12047401 |
|---|---|
| Coefficient of variation (CV) | 0.74099767 |
| Kurtosis | -1.0732625 |
| Mean | 16258352 |
| Median Absolute Deviation (MAD) | 9606042 |
| Skewness | 0.20500068 |
| Sum | 3.4142539 × 108 |
| Variance | 1.4513987 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 2 | 9.5% |
| 19915539 | 1 | 4.8% |
| 1865821 | 1 | 4.8% |
| 8238540 | 1 | 4.8% |
| 33719445 | 1 | 4.8% |
| 37462002 | 1 | 4.8% |
| 18995867 | 1 | 4.8% |
| 837221 | 1 | 4.8% |
| 2586175 | 1 | 4.8% |
| 7008719 | 1 | 4.8% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 837221 | 1 | |
| 1865821 | 1 | |
| 2586175 | 1 | |
| 7008719 | 1 | |
| 8238540 | 1 | |
| 10253927 | 1 | |
| 13001628 | 1 | |
| 13554919 | 1 | |
| 14590013 | 1 |
| Value | Count | Frequency (%) |
| 37462002 | 1 | |
| 35616285 | 1 | |
| 33719445 | 1 | |
| 27736531 | 1 | |
| 26616029 | 1 | |
| 24196055 | 1 | |
| 23772373 | 1 | |
| 21458300 | 1 | |
| 19915539 | 1 | |
| 18995867 | 1 |
기금회계계정(자산)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16258352 |
| Minimum | 0 |
|---|---|
| Maximum | 37462002 |
| Zeros | 2 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 7008719 |
| median | 14590013 |
| Q3 | 24196055 |
| 95-th percentile | 35616285 |
| Maximum | 37462002 |
| Range | 37462002 |
| Interquartile range (IQR) | 17187336 |
Descriptive statistics
| Standard deviation | 12047401 |
|---|---|
| Coefficient of variation (CV) | 0.74099767 |
| Kurtosis | -1.0732625 |
| Mean | 16258352 |
| Median Absolute Deviation (MAD) | 9606042 |
| Skewness | 0.20500068 |
| Sum | 3.4142539 × 108 |
| Variance | 1.4513987 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 2 | 9.5% |
| 19915539 | 1 | 4.8% |
| 1865821 | 1 | 4.8% |
| 8238540 | 1 | 4.8% |
| 33719445 | 1 | 4.8% |
| 37462002 | 1 | 4.8% |
| 18995867 | 1 | 4.8% |
| 837221 | 1 | 4.8% |
| 2586175 | 1 | 4.8% |
| 7008719 | 1 | 4.8% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 837221 | 1 | |
| 1865821 | 1 | |
| 2586175 | 1 | |
| 7008719 | 1 | |
| 8238540 | 1 | |
| 10253927 | 1 | |
| 13001628 | 1 | |
| 13554919 | 1 | |
| 14590013 | 1 |
| Value | Count | Frequency (%) |
| 37462002 | 1 | |
| 35616285 | 1 | |
| 33719445 | 1 | |
| 27736531 | 1 | |
| 26616029 | 1 | |
| 24196055 | 1 | |
| 23772373 | 1 | |
| 21458300 | 1 | |
| 19915539 | 1 | |
| 18995867 | 1 |
자산
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18544785 |
| Minimum | 1009370 |
|---|---|
| Maximum | 38366937 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.0 B |
Quantile statistics
| Minimum | 1009370 |
|---|---|
| 5-th percentile | 3231894 |
| Q1 | 11473247 |
| median | 19976985 |
| Q3 | 24246153 |
| 95-th percentile | 35701052 |
| Maximum | 38366937 |
| Range | 37357567 |
| Interquartile range (IQR) | 12772906 |
Descriptive statistics
| Standard deviation | 10783781 |
|---|---|
| Coefficient of variation (CV) | 0.58149935 |
| Kurtosis | -0.75193196 |
| Mean | 18544785 |
| Median Absolute Deviation (MAD) | 7926714 |
| Skewness | 0.18283186 |
| Sum | 3.8944049 × 108 |
| Variance | 1.1628992 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 19976985 | 1 | 4.8% |
| 24246153 | 1 | 4.8% |
| 22695214 | 1 | 4.8% |
| 34994410 | 1 | 4.8% |
| 38366937 | 1 | 4.8% |
| 21943651 | 1 | 4.8% |
| 3716795 | 1 | 4.8% |
| 1009370 | 1 | 4.8% |
| 3231894 | 1 | 4.8% |
| 7549329 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 1009370 | 1 | |
| 3231894 | 1 | |
| 3716795 | 1 | |
| 7549329 | 1 | |
| 10863949 | 1 | |
| 11473247 | 1 | |
| 11481608 | 1 | |
| 13070480 | 1 | |
| 13824320 | 1 | |
| 14899167 | 1 |
| Value | Count | Frequency (%) |
| 38366937 | 1 | |
| 35701052 | 1 | |
| 34994410 | 1 | |
| 27903699 | 1 | |
| 26968297 | 1 | |
| 24246153 | 1 | |
| 24051814 | 1 | |
| 22695214 | 1 | |
| 21943651 | 1 | |
| 21472119 | 1 |
유동부채
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9123515.7 |
| Minimum | 95326 |
|---|---|
| Maximum | 20095979 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.0 B |
Quantile statistics
| Minimum | 95326 |
|---|---|
| 5-th percentile | 160703 |
| Q1 | 4413382 |
| median | 6485369 |
| Q3 | 15596034 |
| 95-th percentile | 19442611 |
| Maximum | 20095979 |
| Range | 20000653 |
| Interquartile range (IQR) | 11182652 |
Descriptive statistics
| Standard deviation | 6732981.5 |
|---|---|
| Coefficient of variation (CV) | 0.73798103 |
| Kurtosis | -1.253056 |
| Mean | 9123515.7 |
| Median Absolute Deviation (MAD) | 3450842 |
| Skewness | 0.48850289 |
| Sum | 1.9159383 × 108 |
| Variance | 4.533304 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 2349480 | 1 | 4.8% |
| 19430783 | 1 | 4.8% |
| 14945647 | 1 | 4.8% |
| 20095979 | 1 | 4.8% |
| 18399184 | 1 | 4.8% |
| 3749815 | 1 | 4.8% |
| 160703 | 1 | 4.8% |
| 95326 | 1 | 4.8% |
| 3231894 | 1 | 4.8% |
| 4413382 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 95326 | 1 | |
| 160703 | 1 | |
| 2349480 | 1 | |
| 3231894 | 1 | |
| 3749815 | 1 | |
| 4413382 | 1 | |
| 5035105 | 1 | |
| 5398574 | 1 | |
| 5565996 | 1 | |
| 6016023 | 1 |
| Value | Count | Frequency (%) |
| 20095979 | 1 | |
| 19442611 | 1 | |
| 19430783 | 1 | |
| 18399184 | 1 | |
| 16314713 | 1 | |
| 15596034 | 1 | |
| 14945647 | 1 | |
| 9936211 | 1 | |
| 7954498 | 1 | |
| 6976502 | 1 |
비유동부채
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 95.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9377106.4 |
| Minimum | 0 |
|---|---|
| Maximum | 19967753 |
| Zeros | 2 |
| Zeros (%) | 9.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4815370 |
| median | 7504484 |
| Q3 | 16258441 |
| 95-th percentile | 19949201 |
| Maximum | 19967753 |
| Range | 19967753 |
| Interquartile range (IQR) | 11443071 |
Descriptive statistics
| Standard deviation | 6579941.7 |
|---|---|
| Coefficient of variation (CV) | 0.70170279 |
| Kurtosis | -1.2568791 |
| Mean | 9377106.4 |
| Median Absolute Deviation (MAD) | 3948392 |
| Skewness | 0.39412909 |
| Sum | 1.9691923 × 108 |
| Variance | 4.3295633 × 1013 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 2 | 9.5% |
| 17627505 | 1 | 4.8% |
| 6438142 | 1 | 4.8% |
| 7749567 | 1 | 4.8% |
| 14898431 | 1 | 4.8% |
| 19967753 | 1 | 4.8% |
| 18193836 | 1 | 4.8% |
| 3556092 | 1 | 4.8% |
| 3135947 | 1 | 4.8% |
| 4338197 | 1 | 4.8% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 3135947 | 1 | |
| 3556092 | 1 | |
| 4338197 | 1 | |
| 4815370 | 1 | |
| 4962956 | 1 | |
| 5465585 | 1 | |
| 5903085 | 1 | |
| 6438142 | 1 | |
| 7504484 | 1 |
| Value | Count | Frequency (%) |
| 19967753 | 1 | |
| 19949201 | 1 | |
| 18193836 | 1 | |
| 17627505 | 1 | |
| 17075312 | 1 | |
| 16258441 | 1 | |
| 14898431 | 1 | |
| 10653584 | 1 | |
| 8425746 | 1 | |
| 7749567 | 1 |
타회계자금수수(부채)
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 14.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.0 B |
| 0 | |
|---|---|
| 40383 | 1 |
| 914044 | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 1 |
| Mean length | 1.4285714 |
| Min length | 1 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 9.5% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 19 | |
| 40383 | 1 | 4.8% |
| 914044 | 1 | 4.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 19 | |
| 40383 | 1 | 4.8% |
| 914044 | 1 | 4.8% |
기금회계계정(부채)
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | 14.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.0 B |
| 0 | |
|---|---|
| 40383 | 1 |
| 914044 | 1 |
Length
| Max length | 6 |
|---|---|
| Median length | 1 |
| Mean length | 1.4285714 |
| Min length | 1 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 9.5% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 19 | |
| 40383 | 1 | 4.8% |
| 914044 | 1 | 4.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 19 | |
| 40383 | 1 | 4.8% |
| 914044 | 1 | 4.8% |
부채
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18546071 |
| Minimum | 1009370 |
|---|---|
| Maximum | 38366937 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 321.0 B |
Quantile statistics
| Minimum | 1009370 |
|---|---|
| 5-th percentile | 3231894 |
| Q1 | 11473247 |
| median | 19976985 |
| Q3 | 24246153 |
| 95-th percentile | 35701052 |
| Maximum | 38366937 |
| Range | 37357567 |
| Interquartile range (IQR) | 12772906 |
Descriptive statistics
| Standard deviation | 10784149 |
|---|---|
| Coefficient of variation (CV) | 0.58147888 |
| Kurtosis | -0.75240105 |
| Mean | 18546071 |
| Median Absolute Deviation (MAD) | 7926714 |
| Skewness | 0.18244869 |
| Sum | 3.8946749 × 108 |
| Variance | 1.1629786 × 1014 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 19976985 | 1 | 4.8% |
| 24246153 | 1 | 4.8% |
| 22695214 | 1 | 4.8% |
| 34994410 | 1 | 4.8% |
| 38366937 | 1 | 4.8% |
| 21943651 | 1 | 4.8% |
| 3716795 | 1 | 4.8% |
| 1009370 | 1 | 4.8% |
| 3231894 | 1 | 4.8% |
| 7549329 | 1 | 4.8% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 1009370 | 1 | |
| 3231894 | 1 | |
| 3716795 | 1 | |
| 7549329 | 1 | |
| 10863949 | 1 | |
| 11473247 | 1 | |
| 11481608 | 1 | |
| 13070480 | 1 | |
| 13824320 | 1 | |
| 14899167 | 1 |
| Value | Count | Frequency (%) |
| 38366937 | 1 | |
| 35701052 | 1 | |
| 34994410 | 1 | |
| 27903699 | 1 | |
| 26968297 | 1 | |
| 24246153 | 1 | |
| 24051814 | 1 | |
| 22695214 | 1 | |
| 21943651 | 1 | |
| 21499119 | 1 |
자본
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 300.0 B |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21 |
| 연도 | 유동자산 | 당좌자산 | 기타유동자산 | 비유동자산 | 기타비유동자산 | 타회계자금수수(자산) | 기금회계계정(자산) | 자산 | 유동부채 | 비유동부채 | 타회계자금수수(부채) | 기금회계계정(부채) | 부채 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.314 | 0.314 | 0.920 | 0.318 | 0.318 | 0.483 | 0.483 | 0.505 | 0.433 | 0.586 | 0.318 | 0.318 | 0.505 |
| 유동자산 | 0.314 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.651 | 0.651 | 0.000 |
| 당좌자산 | 0.314 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.651 | 0.651 | 0.000 |
| 기타유동자산 | 0.920 | 0.000 | 0.000 | 1.000 | 0.639 | 0.639 | 0.708 | 0.708 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| 비유동자산 | 0.318 | 0.000 | 0.000 | 0.639 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.830 | 0.202 | 0.000 | 0.000 | 0.000 |
| 기타비유동자산 | 0.318 | 0.000 | 0.000 | 0.639 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.830 | 0.202 | 0.000 | 0.000 | 0.000 |
| 타회계자금수수(자산) | 0.483 | 0.000 | 0.000 | 0.708 | 0.000 | 0.000 | 1.000 | 1.000 | 0.982 | 0.735 | 0.000 | 0.000 | 0.000 | 0.982 |
| 기금회계계정(자산) | 0.483 | 0.000 | 0.000 | 0.708 | 0.000 | 0.000 | 1.000 | 1.000 | 0.982 | 0.735 | 0.000 | 0.000 | 0.000 | 0.982 |
| 자산 | 0.505 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.982 | 0.982 | 1.000 | 0.839 | 0.195 | 0.000 | 0.000 | 1.000 |
| 유동부채 | 0.433 | 0.000 | 0.000 | 0.000 | 0.830 | 0.830 | 0.735 | 0.735 | 0.839 | 1.000 | 0.282 | 0.000 | 0.000 | 0.839 |
| 비유동부채 | 0.586 | 0.000 | 0.000 | 0.000 | 0.202 | 0.202 | 0.000 | 0.000 | 0.195 | 0.282 | 1.000 | 0.000 | 0.000 | 0.195 |
| 타회계자금수수(부채) | 0.318 | 0.651 | 0.651 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 |
| 기금회계계정(부채) | 0.318 | 0.651 | 0.651 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 |
| 부채 | 0.505 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.982 | 0.982 | 1.000 | 0.839 | 0.195 | 0.000 | 0.000 | 1.000 |
| 타회계자금수수(부채) | 기금회계계정(부채) | |
|---|---|---|
| 타회계자금수수(부채) | 1.000 | 1.000 |
| 기금회계계정(부채) | 1.000 | 1.000 |
| 연도 | 유동자산 | 당좌자산 | 기타유동자산 | 비유동자산 | 기타비유동자산 | 타회계자금수수(자산) | 기금회계계정(자산) | 자산 | 유동부채 | 비유동부채 | 부채 | 타회계자금수수(부채) | 기금회계계정(부채) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.591 | 0.591 | -0.550 | 0.728 | 0.728 | -0.237 | -0.237 | -0.092 | -0.064 | -0.108 | -0.092 | 0.162 | 0.162 |
| 유동자산 | 0.591 | 1.000 | 1.000 | -0.412 | 0.317 | 0.317 | -0.478 | -0.478 | -0.291 | -0.256 | -0.123 | -0.291 | 0.582 | 0.582 |
| 당좌자산 | 0.591 | 1.000 | 1.000 | -0.412 | 0.317 | 0.317 | -0.478 | -0.478 | -0.291 | -0.256 | -0.123 | -0.291 | 0.582 | 0.582 |
| 기타유동자산 | -0.550 | -0.412 | -0.412 | 1.000 | -0.429 | -0.429 | 0.207 | 0.207 | 0.207 | 0.269 | 0.164 | 0.207 | 0.000 | 0.000 |
| 비유동자산 | 0.728 | 0.317 | 0.317 | -0.429 | 1.000 | 1.000 | -0.293 | -0.293 | -0.179 | -0.243 | -0.177 | -0.179 | 0.000 | 0.000 |
| 기타비유동자산 | 0.728 | 0.317 | 0.317 | -0.429 | 1.000 | 1.000 | -0.293 | -0.293 | -0.179 | -0.243 | -0.177 | -0.179 | 0.000 | 0.000 |
| 타회계자금수수(자산) | -0.237 | -0.478 | -0.478 | 0.207 | -0.293 | -0.293 | 1.000 | 1.000 | 0.941 | 0.746 | 0.758 | 0.941 | 0.000 | 0.000 |
| 기금회계계정(자산) | -0.237 | -0.478 | -0.478 | 0.207 | -0.293 | -0.293 | 1.000 | 1.000 | 0.941 | 0.746 | 0.758 | 0.941 | 0.000 | 0.000 |
| 자산 | -0.092 | -0.291 | -0.291 | 0.207 | -0.179 | -0.179 | 0.941 | 0.941 | 1.000 | 0.822 | 0.805 | 1.000 | 0.000 | 0.000 |
| 유동부채 | -0.064 | -0.256 | -0.256 | 0.269 | -0.243 | -0.243 | 0.746 | 0.746 | 0.822 | 1.000 | 0.390 | 0.822 | 0.200 | 0.200 |
| 비유동부채 | -0.108 | -0.123 | -0.123 | 0.164 | -0.177 | -0.177 | 0.758 | 0.758 | 0.805 | 0.390 | 1.000 | 0.805 | 0.000 | 0.000 |
| 부채 | -0.092 | -0.291 | -0.291 | 0.207 | -0.179 | -0.179 | 0.941 | 0.941 | 1.000 | 0.822 | 0.805 | 1.000 | 0.000 | 0.000 |
| 타회계자금수수(부채) | 0.162 | 0.582 | 0.582 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.200 | 0.000 | 0.000 | 1.000 | 1.000 |
| 기금회계계정(부채) | 0.162 | 0.582 | 0.582 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.200 | 0.000 | 0.000 | 1.000 | 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.
| 연도 | 유동자산 | 당좌자산 | 기타유동자산 | 비유동자산 | 기타비유동자산 | 타회계자금수수(자산) | 기금회계계정(자산) | 자산 | 유동부채 | 비유동부채 | 타회계자금수수(부채) | 기금회계계정(부채) | 부채 | 자본 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2002 | 61446 | 61446 | 0 | 0 | 0 | 19915539 | 19915539 | 19976985 | 2349480 | 17627505 | 0 | 0 | 19976985 | 0 |
| 1 | 2003 | 50098 | 44645 | 5452 | 0 | 0 | 24196055 | 24196055 | 24246153 | 19430783 | 4815370 | 0 | 0 | 24246153 | 0 |
| 2 | 2004 | 1227680 | 1222108 | 5573 | 0 | 0 | 10253927 | 10253927 | 11481608 | 6016023 | 5465585 | 0 | 0 | 11481608 | 0 |
| 3 | 2005 | 269401 | 263171 | 6229 | 0 | 0 | 13554919 | 13554919 | 13824320 | 5398574 | 8425746 | 0 | 0 | 13824320 | 0 |
| 4 | 2006 | 167168 | 161163 | 6005 | 0 | 0 | 27736531 | 27736531 | 27903699 | 7954498 | 19949201 | 0 | 0 | 27903699 | 0 |
| 5 | 2007 | 84767 | 78646 | 6121 | 0 | 0 | 35616285 | 35616285 | 35701052 | 19442611 | 16258441 | 0 | 0 | 35701052 | 0 |
| 6 | 2008 | 13819 | 7876 | 5943 | 0 | 0 | 21458300 | 21458300 | 21472119 | 15596034 | 5903085 | 0 | 0 | 21499119 | 0 |
| 7 | 2009 | 68852 | 62773 | 6079 | 0 | 0 | 13001628 | 13001628 | 13070480 | 5565996 | 7504484 | 0 | 0 | 13070480 | 0 |
| 8 | 2010 | 279441 | 273253 | 6188 | 0 | 0 | 23772373 | 23772373 | 24051814 | 6976502 | 17075312 | 0 | 0 | 24051814 | 0 |
| 9 | 2011 | 352268 | 352268 | 0 | 0 | 0 | 26616029 | 26616029 | 26968297 | 16314713 | 10653584 | 0 | 0 | 26968297 | 0 |
| 연도 | 유동자산 | 당좌자산 | 기타유동자산 | 비유동자산 | 기타비유동자산 | 타회계자금수수(자산) | 기금회계계정(자산) | 자산 | 유동부채 | 비유동부채 | 타회계자금수수(부채) | 기금회계계정(부채) | 부채 | 자본 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 11 | 2013 | 9607426 | 9607426 | 0 | 0 | 0 | 1865821 | 1865821 | 11473247 | 5035105 | 6438142 | 0 | 0 | 11473247 | 0 |
| 12 | 2014 | 10863949 | 10863918 | 31 | 0 | 0 | 0 | 0 | 10863949 | 6485369 | 4338197 | 40383 | 40383 | 10863949 | 0 |
| 13 | 2015 | 540610 | 540344 | 266 | 0 | 0 | 7008719 | 7008719 | 7549329 | 4413382 | 3135947 | 0 | 0 | 7549329 | 0 |
| 14 | 2016 | 159343 | 159343 | 0 | 486376 | 486376 | 2586175 | 2586175 | 3231894 | 3231894 | 0 | 0 | 0 | 3231894 | 0 |
| 15 | 2017 | 1006739 | 1006739 | 0 | 2631 | 2631 | 0 | 0 | 1009370 | 95326 | 0 | 914044 | 914044 | 1009370 | 0 |
| 16 | 2018 | 731510 | 731510 | 0 | 2148064 | 2148064 | 837221 | 837221 | 3716795 | 160703 | 3556092 | 0 | 0 | 3716795 | 0 |
| 17 | 2019 | 2302140 | 2302140 | 0 | 645644 | 645644 | 18995867 | 18995867 | 21943651 | 3749815 | 18193836 | 0 | 0 | 21943651 | 0 |
| 18 | 2020 | 904935 | 904935 | 0 | 0 | 0 | 37462002 | 37462002 | 38366937 | 18399184 | 19967753 | 0 | 0 | 38366937 | 0 |
| 19 | 2021 | 487572 | 487572 | 0 | 787393 | 787393 | 33719445 | 33719445 | 34994410 | 20095979 | 14898431 | 0 | 0 | 34994410 | 0 |
| 20 | 2022 | 914155 | 911955 | 2200 | 13542519 | 13542519 | 8238540 | 8238540 | 22695214 | 14945647 | 7749567 | 0 | 0 | 22695214 | 0 |