Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 25 |
| Missing cells | 209 |
| Missing cells (%) | 49.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.8 KiB |
| Average record size in memory | 157.3 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 16 |
Dataset
| Description | 주택도시보증공사가 보유한 보증 및 자산의 익스포져 현황* 익스포져 : 리스크에 노출되어 있는 금액- 데이터 항목명 : 신용등급별 기업보증상품의 보유 익스포져- 데이터 기간 : 24.02.29. 기준 |
|---|---|
| Author | 주택도시보증공사 |
| URL | https://www.data.go.kr/data/15011863/fileData.do |
1등급 is highly overall correlated with 2등급 and 10 other fields | High correlation |
2등급 is highly overall correlated with 1등급 and 7 other fields | High correlation |
3등급 is highly overall correlated with 1등급 and 9 other fields | High correlation |
4등급 is highly overall correlated with 1등급 and 5 other fields | High correlation |
5등급 is highly overall correlated with 6등급 and 5 other fields | High correlation |
6등급 is highly overall correlated with 1등급 and 8 other fields | High correlation |
7등급 is highly overall correlated with 1등급 and 12 other fields | High correlation |
8등급 is highly overall correlated with 1등급 and 11 other fields | High correlation |
9등급 is highly overall correlated with 1등급 and 9 other fields | High correlation |
10등급 is highly overall correlated with 1등급 and 9 other fields | High correlation |
11등급 is highly overall correlated with 5등급 and 5 other fields | High correlation |
12등급 is highly overall correlated with 1등급 and 10 other fields | High correlation |
13등급 is highly overall correlated with 5등급 and 3 other fields | High correlation |
14등급 is highly overall correlated with 5등급 and 1 other fields | High correlation |
15등급 is highly overall correlated with 1등급 and 8 other fields | High correlation |
무등급 is highly overall correlated with 1등급 and 6 other fields | High correlation |
1등급 has 14 (56.0%) missing values | Missing |
2등급 has 13 (52.0%) missing values | Missing |
3등급 has 12 (48.0%) missing values | Missing |
4등급 has 14 (56.0%) missing values | Missing |
5등급 has 14 (56.0%) missing values | Missing |
6등급 has 12 (48.0%) missing values | Missing |
7등급 has 15 (60.0%) missing values | Missing |
8등급 has 7 (28.0%) missing values | Missing |
9등급 has 10 (40.0%) missing values | Missing |
10등급 has 12 (48.0%) missing values | Missing |
11등급 has 19 (76.0%) missing values | Missing |
12등급 has 14 (56.0%) missing values | Missing |
13등급 has 15 (60.0%) missing values | Missing |
14등급 has 15 (60.0%) missing values | Missing |
15등급 has 12 (48.0%) missing values | Missing |
무등급 has 11 (44.0%) missing values | Missing |
상품명 has unique values | Unique |
15등급 has 1 (4.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-04-06 09:08:23.483162 |
|---|---|
| Analysis finished | 2024-04-06 09:09:04.928856 |
| Duration | 41.45 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
상품명
Text
UNIQUE
| Distinct | 25 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 332.0 B |
Length
| Max length | 18 |
|---|---|
| Median length | 14 |
| Mean length | 9.24 |
| Min length | 4 |
Characters and Unicode
| Total characters | 231 |
|---|---|
| Distinct characters | 68 |
| Distinct categories | 6 ? |
| Distinct scripts | 3 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 25 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | PF보증 |
|---|---|
| 2nd row | 기금건설자금대출보증(주택,준주택) |
| 3rd row | 도시재생PF |
| 4th row | 도심주택 특약보증 |
| 5th row | 리모델링사업비보증 |
| Value | Count | Frequency (%) |
| pf보증 | 1 | 3.8% |
| 기금건설자금대출보증(주택,준주택 | 1 | 3.8% |
| 하자보수보증 | 1 | 3.8% |
| 하도급대금지급보증 | 1 | 3.8% |
| 주택임대보증 | 1 | 3.8% |
| 주택분양보증 | 1 | 3.8% |
| 주상복합주택분양보증 | 1 | 3.8% |
| 조합주택시공보증 | 1 | 3.8% |
| 조합사업비대출보증 | 1 | 3.8% |
| 임대주택매입자금보증 | 1 | 3.8% |
| Other values (16) | 16 |
Most occurring characters
| Value | Count | Frequency (%) |
| 보 | 27 | 11.7% |
| 증 | 26 | 11.3% |
| 대 | 13 | 5.6% |
| 임 | 9 | 3.9% |
| 금 | 9 | 3.9% |
| 주 | 9 | 3.9% |
| 택 | 8 | 3.5% |
| 사 | 7 | 3.0% |
| 자 | 7 | 3.0% |
| 리 | 5 | 2.2% |
| Other values (58) | 111 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 216 | |
| Uppercase Letter | 6 | 2.6% |
| Close Punctuation | 3 | 1.3% |
| Open Punctuation | 3 | 1.3% |
| Other Punctuation | 2 | 0.9% |
| Space Separator | 1 | 0.4% |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 보 | 27 | 12.5% |
| 증 | 26 | 12.0% |
| 대 | 13 | 6.0% |
| 임 | 9 | 4.2% |
| 금 | 9 | 4.2% |
| 주 | 9 | 4.2% |
| 택 | 8 | 3.7% |
| 사 | 7 | 3.2% |
| 자 | 7 | 3.2% |
| 리 | 5 | 2.3% |
| Other values (51) | 96 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 3 | |
| F | 3 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 1 | |
| . | 1 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 3 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 3 |
Space Separator
| Value | Count | Frequency (%) |
| 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 216 | |
| Common | 9 | 3.9% |
| Latin | 6 | 2.6% |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 보 | 27 | 12.5% |
| 증 | 26 | 12.0% |
| 대 | 13 | 6.0% |
| 임 | 9 | 4.2% |
| 금 | 9 | 4.2% |
| 주 | 9 | 4.2% |
| 택 | 8 | 3.7% |
| 사 | 7 | 3.2% |
| 자 | 7 | 3.2% |
| 리 | 5 | 2.3% |
| Other values (51) | 96 |
Common
| Value | Count | Frequency (%) |
| ) | 3 | |
| ( | 3 | |
| , | 1 | 11.1% |
| 1 | 11.1% | |
| . | 1 | 11.1% |
Latin
| Value | Count | Frequency (%) |
| P | 3 | |
| F | 3 |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 216 | |
| ASCII | 15 | 6.5% |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 보 | 27 | 12.5% |
| 증 | 26 | 12.0% |
| 대 | 13 | 6.0% |
| 임 | 9 | 4.2% |
| 금 | 9 | 4.2% |
| 주 | 9 | 4.2% |
| 택 | 8 | 3.7% |
| 사 | 7 | 3.2% |
| 자 | 7 | 3.2% |
| 리 | 5 | 2.3% |
| Other values (51) | 96 |
ASCII
| Value | Count | Frequency (%) |
| P | 3 | |
| ) | 3 | |
| ( | 3 | |
| F | 3 | |
| , | 1 | 6.7% |
| 1 | 6.7% | |
| . | 1 | 6.7% |
1등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 56.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.8957084 × 1011 |
| Minimum | 1.3629263 × 1010 |
|---|---|
| Maximum | 4.37 × 1012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 1.3629263 × 1010 |
|---|---|
| 5-th percentile | 1.5139632 × 1010 |
| Q1 | 9.05 × 1010 |
| median | 2.22 × 1011 |
| Q3 | 3.915 × 1011 |
| 95-th percentile | 2.97 × 1012 |
| Maximum | 4.37 × 1012 |
| Range | 4.3563707 × 1012 |
| Interquartile range (IQR) | 3.01 × 1011 |
Descriptive statistics
| Standard deviation | 1.2965568 × 1012 |
|---|---|
| Coefficient of variation (CV) | 1.8802372 |
| Kurtosis | 7.8308356 |
| Mean | 6.8957084 × 1011 |
| Median Absolute Deviation (MAD) | 1.73 × 1011 |
| Skewness | 2.7536837 |
| Sum | 7.5852793 × 1012 |
| Variance | 1.6810595 × 1024 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 49000000000 | 1 | 4.0% |
| 16650000000 | 1 | 4.0% |
| 13629263236 | 1 | 4.0% |
| 132000000000 | 1 | 4.0% |
| 1570000000000 | 1 | 4.0% |
| 223000000000 | 1 | 4.0% |
| 222000000000 | 1 | 4.0% |
| 466000000000 | 1 | 4.0% |
| 4370000000000 | 1 | 4.0% |
| 206000000000 | 1 | 4.0% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 13629263236 | 1 | |
| 16650000000 | 1 | |
| 49000000000 | 1 | |
| 132000000000 | 1 | |
| 206000000000 | 1 | |
| 222000000000 | 1 | |
| 223000000000 | 1 | |
| 317000000000 | 1 | |
| 466000000000 | 1 | |
| 1570000000000 | 1 |
| Value | Count | Frequency (%) |
| 4370000000000 | 1 | |
| 1570000000000 | 1 | |
| 466000000000 | 1 | |
| 317000000000 | 1 | |
| 223000000000 | 1 | |
| 222000000000 | 1 | |
| 206000000000 | 1 | |
| 132000000000 | 1 | |
| 49000000000 | 1 | |
| 16650000000 | 1 |
2등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 12 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 13 |
| Missing (%) | 52.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1672633 × 1012 |
| Minimum | 1.3221605 × 109 |
|---|---|
| Maximum | 9.3 × 1012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 1.3221605 × 109 |
|---|---|
| 5-th percentile | 1.1505322 × 1010 |
| Q1 | 9.075 × 1010 |
| median | 2.12 × 1011 |
| Q3 | 8.415 × 1011 |
| 95-th percentile | 5.2135 × 1012 |
| Maximum | 9.3 × 1012 |
| Range | 9.2986778 × 1012 |
| Interquartile range (IQR) | 7.5075 × 1011 |
Descriptive statistics
| Standard deviation | 2.617624 × 1012 |
|---|---|
| Coefficient of variation (CV) | 2.2425309 |
| Kurtosis | 10.682482 |
| Mean | 1.1672633 × 1012 |
| Median Absolute Deviation (MAD) | 1.975815 × 1011 |
| Skewness | 3.2187207 |
| Sum | 1.4007159 × 1013 |
| Variance | 6.8519554 × 1024 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 834000000000 | 1 | 4.0% |
| 1322160482 | 1 | 4.0% |
| 103000000000 | 1 | 4.0% |
| 1870000000000 | 1 | 4.0% |
| 19837000000 | 1 | 4.0% |
| 122000000000 | 1 | 4.0% |
| 183000000000 | 1 | 4.0% |
| 864000000000 | 1 | 4.0% |
| 9300000000000 | 1 | 4.0% |
| 241000000000 | 1 | 4.0% |
| Other values (2) | 2 | 8.0% |
| (Missing) | 13 |
| Value | Count | Frequency (%) |
| 1322160482 | 1 | |
| 19837000000 | 1 | |
| 54000000000 | 1 | |
| 103000000000 | 1 | |
| 122000000000 | 1 | |
| 183000000000 | 1 | |
| 241000000000 | 1 | |
| 415000000000 | 1 | |
| 834000000000 | 1 | |
| 864000000000 | 1 |
| Value | Count | Frequency (%) |
| 9300000000000 | 1 | |
| 1870000000000 | 1 | |
| 864000000000 | 1 | |
| 834000000000 | 1 | |
| 415000000000 | 1 | |
| 241000000000 | 1 | |
| 183000000000 | 1 | |
| 122000000000 | 1 | |
| 103000000000 | 1 | |
| 54000000000 | 1 |
3등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 13 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12 |
| Missing (%) | 48.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7531642 × 1012 |
| Minimum | 7.3551629 × 108 |
|---|---|
| Maximum | 1.29 × 1013 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 7.3551629 × 108 |
|---|---|
| 5-th percentile | 1.8276909 × 1010 |
| Q1 | 3.504 × 1010 |
| median | 1.95 × 1011 |
| Q3 | 1.19 × 1012 |
| 95-th percentile | 7.932 × 1012 |
| Maximum | 1.29 × 1013 |
| Range | 1.2899264 × 1013 |
| Interquartile range (IQR) | 1.15496 × 1012 |
Descriptive statistics
| Standard deviation | 3.587359 × 1012 |
|---|---|
| Coefficient of variation (CV) | 2.0462196 |
| Kurtosis | 9.0303081 |
| Mean | 1.7531642 × 1012 |
| Median Absolute Deviation (MAD) | 1.9426448 × 1011 |
| Skewness | 2.9296559 |
| Sum | 2.2791135 × 1013 |
| Variance | 1.2869145 × 1025 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 35040000000 | 1 | 4.0% |
| 160000000000 | 1 | 4.0% |
| 31377356439 | 1 | 4.0% |
| 735516288 | 1 | 4.0% |
| 29971170000 | 1 | 4.0% |
| 195000000000 | 1 | 4.0% |
| 4620000000000 | 1 | 4.0% |
| 1960000000000 | 1 | 4.0% |
| 1190000000000 | 1 | 4.0% |
| 730000000000 | 1 | 4.0% |
| Other values (3) | 3 | 12.0% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 735516288 | 1 | |
| 29971170000 | 1 | |
| 31377356439 | 1 | |
| 35040000000 | 1 | |
| 61011122840 | 1 | |
| 160000000000 | 1 | |
| 195000000000 | 1 | |
| 730000000000 | 1 | |
| 878000000000 | 1 | |
| 1190000000000 | 1 |
| Value | Count | Frequency (%) |
| 12900000000000 | 1 | |
| 4620000000000 | 1 | |
| 1960000000000 | 1 | |
| 1190000000000 | 1 | |
| 878000000000 | 1 | |
| 730000000000 | 1 | |
| 195000000000 | 1 | |
| 160000000000 | 1 | |
| 61011122840 | 1 | |
| 35040000000 | 1 |
4등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 56.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.460367 × 1013 |
| Minimum | 1.0371041 × 1010 |
|---|---|
| Maximum | 1.26 × 1014 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 1.0371041 × 1010 |
|---|---|
| 5-th percentile | 3.7568552 × 1011 |
| Q1 | 8.995 × 1011 |
| median | 2.72 × 1012 |
| Q3 | 6.15 × 1012 |
| 95-th percentile | 6.915 × 1013 |
| Maximum | 1.26 × 1014 |
| Range | 1.2598963 × 1014 |
| Interquartile range (IQR) | 5.2505 × 1012 |
Descriptive statistics
| Standard deviation | 3.7120206 × 1013 |
|---|---|
| Coefficient of variation (CV) | 2.5418409 |
| Kurtosis | 10.724468 |
| Mean | 1.460367 × 1013 |
| Median Absolute Deviation (MAD) | 1.979 × 1012 |
| Skewness | 3.2613372 |
| Sum | 1.6064037 × 1014 |
| Variance | 1.3779097 × 1027 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 2720000000000 | 1 | 4.0% |
| 741000000000 | 1 | 4.0% |
| 10371040990 | 1 | 4.0% |
| 824000000000 | 1 | 4.0% |
| 1630000000000 | 1 | 4.0% |
| 12300000000000 | 1 | 4.0% |
| 6210000000000 | 1 | 4.0% |
| 6090000000000 | 1 | 4.0% |
| 126000000000000 | 1 | 4.0% |
| 975000000000 | 1 | 4.0% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 10371040990 | 1 | |
| 741000000000 | 1 | |
| 824000000000 | 1 | |
| 975000000000 | 1 | |
| 1630000000000 | 1 | |
| 2720000000000 | 1 | |
| 3140000000000 | 1 | |
| 6090000000000 | 1 | |
| 6210000000000 | 1 | |
| 12300000000000 | 1 |
| Value | Count | Frequency (%) |
| 126000000000000 | 1 | |
| 12300000000000 | 1 | |
| 6210000000000 | 1 | |
| 6090000000000 | 1 | |
| 3140000000000 | 1 | |
| 2720000000000 | 1 | |
| 1630000000000 | 1 | |
| 975000000000 | 1 | |
| 824000000000 | 1 | |
| 741000000000 | 1 |
5등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 56.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3046183 × 1011 |
| Minimum | 3.620043 × 109 |
|---|---|
| Maximum | 6.43 × 1011 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 3.620043 × 109 |
|---|---|
| 5-th percentile | 4.2923215 × 109 |
| Q1 | 7.8461698 × 109 |
| median | 1.823285 × 1010 |
| Q3 | 1.6728292 × 1011 |
| 95-th percentile | 5.105 × 1011 |
| Maximum | 6.43 × 1011 |
| Range | 6.3937996 × 1011 |
| Interquartile range (IQR) | 1.5943675 × 1011 |
Descriptive statistics
| Standard deviation | 2.1507349 × 1011 |
|---|---|
| Coefficient of variation (CV) | 1.6485549 |
| Kurtosis | 2.2727688 |
| Mean | 1.3046183 × 1011 |
| Median Absolute Deviation (MAD) | 1.326825 × 1010 |
| Skewness | 1.7443937 |
| Sum | 1.4350801 × 1012 |
| Variance | 4.6256604 × 1022 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 3620043000 | 1 | 4.0% |
| 18868000000 | 1 | 4.0% |
| 5253739543 | 1 | 4.0% |
| 302000000000 | 1 | 4.0% |
| 643000000000 | 1 | 4.0% |
| 378000000000 | 1 | 4.0% |
| 4964600000 | 1 | 4.0% |
| 18232850438 | 1 | 4.0% |
| 32565847200 | 1 | 4.0% |
| 10438600000 | 1 | 4.0% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 3620043000 | 1 | |
| 4964600000 | 1 | |
| 5253739543 | 1 | |
| 10438600000 | 1 | |
| 18136448997 | 1 | |
| 18232850438 | 1 | |
| 18868000000 | 1 | |
| 32565847200 | 1 | |
| 302000000000 | 1 | |
| 378000000000 | 1 |
| Value | Count | Frequency (%) |
| 643000000000 | 1 | |
| 378000000000 | 1 | |
| 302000000000 | 1 | |
| 32565847200 | 1 | |
| 18868000000 | 1 | |
| 18232850438 | 1 | |
| 18136448997 | 1 | |
| 10438600000 | 1 | |
| 5253739543 | 1 | |
| 4964600000 | 1 |
6등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 13 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12 |
| Missing (%) | 48.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.6162567 × 1010 |
| Minimum | 14250000 |
|---|---|
| Maximum | 5.34 × 1011 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 14250000 |
|---|---|
| 5-th percentile | 1.4157 × 109 |
| Q1 | 1.0129542 × 1010 |
| median | 1.3569379 × 1010 |
| Q3 | 8.593718 × 1010 |
| 95-th percentile | 3.06 × 1011 |
| Maximum | 5.34 × 1011 |
| Range | 5.3398575 × 1011 |
| Interquartile range (IQR) | 7.5807638 × 1010 |
Descriptive statistics
| Standard deviation | 1.4626625 × 1011 |
|---|---|
| Coefficient of variation (CV) | 1.920448 |
| Kurtosis | 9.374477 |
| Mean | 7.6162567 × 1010 |
| Median Absolute Deviation (MAD) | 9.6002321 × 109 |
| Skewness | 2.9556897 |
| Sum | 9.9011337 × 1011 |
| Variance | 2.1393816 × 1022 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 11987000000 | 1 | 4.0% |
| 10129542318 | 1 | 4.0% |
| 23169611065 | 1 | 4.0% |
| 19000000000 | 1 | 4.0% |
| 5055308000 | 1 | 4.0% |
| 14250000 | 1 | 4.0% |
| 154000000000 | 1 | 4.0% |
| 534000000000 | 1 | 4.0% |
| 2350000000 | 1 | 4.0% |
| 10901100000 | 1 | 4.0% |
| Other values (3) | 3 | 12.0% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 14250000 | 1 | |
| 2350000000 | 1 | |
| 5055308000 | 1 | |
| 10129542318 | 1 | |
| 10901100000 | 1 | |
| 11987000000 | 1 | |
| 13569378972 | 1 | |
| 19000000000 | 1 | |
| 23169611065 | 1 | |
| 85937180000 | 1 |
| Value | Count | Frequency (%) |
| 534000000000 | 1 | |
| 154000000000 | 1 | |
| 120000000000 | 1 | |
| 85937180000 | 1 | |
| 23169611065 | 1 | |
| 19000000000 | 1 | |
| 13569378972 | 1 | |
| 11987000000 | 1 | |
| 10901100000 | 1 | |
| 10129542318 | 1 |
7등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 15 |
| Missing (%) | 60.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.2097471 × 1011 |
| Minimum | 7.25 × 108 |
|---|---|
| Maximum | 2.42 × 1012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 7.25 × 108 |
|---|---|
| 5-th percentile | 1.7097585 × 109 |
| Q1 | 1.31327 × 1010 |
| median | 6.2616492 × 1010 |
| Q3 | 5.8975 × 1011 |
| 95-th percentile | 1.6757 × 1012 |
| Maximum | 2.42 × 1012 |
| Range | 2.419275 × 1012 |
| Interquartile range (IQR) | 5.766173 × 1011 |
Descriptive statistics
| Standard deviation | 7.6431401 × 1011 |
|---|---|
| Coefficient of variation (CV) | 1.8155818 |
| Kurtosis | 5.9910462 |
| Mean | 4.2097471 × 1011 |
| Median Absolute Deviation (MAD) | 5.849606 × 1010 |
| Skewness | 2.3841743 |
| Sum | 4.2097471 × 1012 |
| Variance | 5.841759 × 1023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 725000000 | 1 | 4.0% |
| 2913352200 | 1 | 4.0% |
| 100000000000 | 1 | 4.0% |
| 5327511334 | 1 | 4.0% |
| 753000000000 | 1 | 4.0% |
| 2420000000000 | 1 | 4.0% |
| 48468254288 | 1 | 4.0% |
| 76764729900 | 1 | 4.0% |
| 766000000000 | 1 | 4.0% |
| 36548264357 | 1 | 4.0% |
| (Missing) | 15 |
| Value | Count | Frequency (%) |
| 725000000 | 1 | |
| 2913352200 | 1 | |
| 5327511334 | 1 | |
| 36548264357 | 1 | |
| 48468254288 | 1 | |
| 76764729900 | 1 | |
| 100000000000 | 1 | |
| 753000000000 | 1 | |
| 766000000000 | 1 | |
| 2420000000000 | 1 |
| Value | Count | Frequency (%) |
| 2420000000000 | 1 | |
| 766000000000 | 1 | |
| 753000000000 | 1 | |
| 100000000000 | 1 | |
| 76764729900 | 1 | |
| 48468254288 | 1 | |
| 36548264357 | 1 | |
| 5327511334 | 1 | |
| 2913352200 | 1 | |
| 725000000 | 1 |
8등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 17 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 7 |
| Missing (%) | 28.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1027251 × 1012 |
| Minimum | 1.3943933 × 109 |
|---|---|
| Maximum | 7.46 × 1012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 1.3943933 × 109 |
|---|---|
| 5-th percentile | 1.2831438 × 1010 |
| Q1 | 5.8265891 × 1010 |
| median | 2.5 × 1011 |
| Q3 | 1.1095 × 1012 |
| 95-th percentile | 5.8875 × 1012 |
| Maximum | 7.46 × 1012 |
| Range | 7.4586056 × 1012 |
| Interquartile range (IQR) | 1.0512341 × 1012 |
Descriptive statistics
| Standard deviation | 2.0644124 × 1012 |
|---|---|
| Coefficient of variation (CV) | 1.8721008 |
| Kurtosis | 5.8813136 |
| Mean | 1.1027251 × 1012 |
| Median Absolute Deviation (MAD) | 2.34773 × 1011 |
| Skewness | 2.5402189 |
| Sum | 1.9849051 × 1013 |
| Variance | 4.2617987 × 1024 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 250000000000 | 2 | 8.0% |
| 15604261000 | 1 | 4.0% |
| 183000000000 | 1 | 4.0% |
| 1394393310 | 1 | 4.0% |
| 48757397530 | 1 | 4.0% |
| 20653826730 | 1 | 4.0% |
| 1670000000000 | 1 | 4.0% |
| 7460000000000 | 1 | 4.0% |
| 14849740080 | 1 | 4.0% |
| 1310000000000 | 1 | 4.0% |
| Other values (7) | 7 | |
| (Missing) | 7 |
| Value | Count | Frequency (%) |
| 1394393310 | 1 | |
| 14849740080 | 1 | |
| 15604261000 | 1 | |
| 20653826730 | 1 | |
| 48757397530 | 1 | |
| 86791372948 | 1 | |
| 183000000000 | 1 | |
| 228000000000 | 1 | |
| 250000000000 | 2 | |
| 322000000000 | 1 |
| Value | Count | Frequency (%) |
| 7460000000000 | 1 | |
| 5610000000000 | 1 | |
| 1670000000000 | 1 | |
| 1370000000000 | 1 | |
| 1310000000000 | 1 | |
| 508000000000 | 1 | |
| 500000000000 | 1 | |
| 322000000000 | 1 | |
| 250000000000 | 2 | |
| 228000000000 | 1 |
9등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 15 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 10 |
| Missing (%) | 40.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.6927717 × 1012 |
| Minimum | 1.9375515 × 109 |
|---|---|
| Maximum | 4.73 × 1013 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 1.9375515 × 109 |
|---|---|
| 5-th percentile | 1.0182376 × 1010 |
| Q1 | 1.32 × 1011 |
| median | 6.97 × 1011 |
| Q3 | 3.525 × 1012 |
| 95-th percentile | 1.9349 × 1013 |
| Maximum | 4.73 × 1013 |
| Range | 4.7298062 × 1013 |
| Interquartile range (IQR) | 3.393 × 1012 |
Descriptive statistics
| Standard deviation | 1.1986405 × 1013 |
|---|---|
| Coefficient of variation (CV) | 2.5542271 |
| Kurtosis | 13.794276 |
| Mean | 4.6927717 × 1012 |
| Median Absolute Deviation (MAD) | 6.33 × 1011 |
| Skewness | 3.6636765 |
| Sum | 7.0391576 × 1013 |
| Variance | 1.436739 × 1026 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 552000000000 | 1 | 4.0% |
| 1937551500 | 1 | 4.0% |
| 390000000000 | 1 | 4.0% |
| 95922341000 | 1 | 4.0% |
| 13715872403 | 1 | 4.0% |
| 134000000000 | 1 | 4.0% |
| 4120000000000 | 1 | 4.0% |
| 697000000000 | 1 | 4.0% |
| 7370000000000 | 1 | 4.0% |
| 4620000000000 | 1 | 4.0% |
| Other values (5) | 5 | |
| (Missing) | 10 |
| Value | Count | Frequency (%) |
| 1937551500 | 1 | |
| 13715872403 | 1 | |
| 95922341000 | 1 | |
| 130000000000 | 1 | |
| 134000000000 | 1 | |
| 390000000000 | 1 | |
| 552000000000 | 1 | |
| 697000000000 | 1 | |
| 707000000000 | 1 | |
| 1330000000000 | 1 |
| Value | Count | Frequency (%) |
| 47300000000000 | 1 | |
| 7370000000000 | 1 | |
| 4620000000000 | 1 | |
| 4120000000000 | 1 | |
| 2930000000000 | 1 | |
| 1330000000000 | 1 | |
| 707000000000 | 1 | |
| 697000000000 | 1 | |
| 552000000000 | 1 | |
| 390000000000 | 1 |
10등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 13 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12 |
| Missing (%) | 48.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.846623 × 1011 |
| Minimum | 4.723 × 108 |
|---|---|
| Maximum | 6.42 × 1012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 4.723 × 108 |
|---|---|
| 5-th percentile | 2.9438019 × 109 |
| Q1 | 1.49 × 1011 |
| median | 3.76 × 1011 |
| Q3 | 6.2 × 1011 |
| 95-th percentile | 3.708 × 1012 |
| Maximum | 6.42 × 1012 |
| Range | 6.4195277 × 1012 |
| Interquartile range (IQR) | 4.71 × 1011 |
Descriptive statistics
| Standard deviation | 1.7358673 × 1012 |
|---|---|
| Coefficient of variation (CV) | 1.9621808 |
| Kurtosis | 10.384921 |
| Mean | 8.846623 × 1011 |
| Median Absolute Deviation (MAD) | 2.44 × 1011 |
| Skewness | 3.1501746 |
| Sum | 1.150061 × 1013 |
| Variance | 3.0132354 × 1024 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 287000000000 | 1 | 4.0% |
| 17546152860 | 1 | 4.0% |
| 472300000 | 1 | 4.0% |
| 4591469831 | 1 | 4.0% |
| 376000000000 | 1 | 4.0% |
| 1900000000000 | 1 | 4.0% |
| 497000000000 | 1 | 4.0% |
| 620000000000 | 1 | 4.0% |
| 668000000000 | 1 | 4.0% |
| 6420000000000 | 1 | 4.0% |
| Other values (3) | 3 | 12.0% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 472300000 | 1 | |
| 4591469831 | 1 | |
| 17546152860 | 1 | |
| 149000000000 | 1 | |
| 168000000000 | 1 | |
| 287000000000 | 1 | |
| 376000000000 | 1 | |
| 393000000000 | 1 | |
| 497000000000 | 1 | |
| 620000000000 | 1 |
| Value | Count | Frequency (%) |
| 6420000000000 | 1 | |
| 1900000000000 | 1 | |
| 668000000000 | 1 | |
| 620000000000 | 1 | |
| 497000000000 | 1 | |
| 393000000000 | 1 | |
| 376000000000 | 1 | |
| 287000000000 | 1 | |
| 168000000000 | 1 | |
| 149000000000 | 1 |
11등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 6 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 19 |
| Missing (%) | 76.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9110389 × 1011 |
| Minimum | 6.0028059 × 109 |
|---|---|
| Maximum | 7.05 × 1011 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 6.0028059 × 109 |
|---|---|
| 5-th percentile | 7.1921044 × 109 |
| Q1 | 1.4035132 × 1010 |
| median | 9.5930263 × 1010 |
| Q3 | 2.1675 × 1011 |
| 95-th percentile | 5.87 × 1011 |
| Maximum | 7.05 × 1011 |
| Range | 6.9899719 × 1011 |
| Interquartile range (IQR) | 2.0271487 × 1011 |
Descriptive statistics
| Standard deviation | 2.687508 × 1011 |
|---|---|
| Coefficient of variation (CV) | 1.4063073 |
| Kurtosis | 3.5132606 |
| Mean | 1.9110389 × 1011 |
| Median Absolute Deviation (MAD) | 8.754886 × 1010 |
| Skewness | 1.8374617 |
| Sum | 1.1466233 × 1012 |
| Variance | 7.2226992 × 1022 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 6002805854 | 1 | 4.0% |
| 705000000000 | 1 | 4.0% |
| 168000000000 | 1 | 4.0% |
| 10760000000 | 1 | 4.0% |
| 233000000000 | 1 | 4.0% |
| 23860526853 | 1 | 4.0% |
| (Missing) | 19 |
| Value | Count | Frequency (%) |
| 6002805854 | 1 | |
| 10760000000 | 1 | |
| 23860526853 | 1 | |
| 168000000000 | 1 | |
| 233000000000 | 1 | |
| 705000000000 | 1 |
| Value | Count | Frequency (%) |
| 705000000000 | 1 | |
| 233000000000 | 1 | |
| 168000000000 | 1 | |
| 23860526853 | 1 | |
| 10760000000 | 1 | |
| 6002805854 | 1 |
12등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 56.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1799783 × 1011 |
| Minimum | 1350000 |
|---|---|
| Maximum | 1.24 × 1012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 1350000 |
|---|---|
| 5-th percentile | 12331800 |
| Q1 | 3.5943855 × 109 |
| median | 8 × 1010 |
| Q3 | 4.065 × 1011 |
| 95-th percentile | 1.21 × 1012 |
| Maximum | 1.24 × 1012 |
| Range | 1.2399986 × 1012 |
| Interquartile range (IQR) | 4.0290561 × 1011 |
Descriptive statistics
| Standard deviation | 4.6877176 × 1011 |
|---|---|
| Coefficient of variation (CV) | 1.4741351 |
| Kurtosis | 0.87279965 |
| Mean | 3.1799783 × 1011 |
| Median Absolute Deviation (MAD) | 7.9976686 × 1010 |
| Skewness | 1.4959233 |
| Sum | 3.4979762 × 1012 |
| Variance | 2.1974696 × 1023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 80000000000 | 1 | 4.0% |
| 23313600 | 1 | 4.0% |
| 4809720000 | 1 | 4.0% |
| 2379050942 | 1 | 4.0% |
| 1350000 | 1 | 4.0% |
| 503000000000 | 1 | 4.0% |
| 1180000000000 | 1 | 4.0% |
| 154000000000 | 1 | 4.0% |
| 310000000000 | 1 | 4.0% |
| 1240000000000 | 1 | 4.0% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 1350000 | 1 | |
| 23313600 | 1 | |
| 2379050942 | 1 | |
| 4809720000 | 1 | |
| 23762718312 | 1 | |
| 80000000000 | 1 | |
| 154000000000 | 1 | |
| 310000000000 | 1 | |
| 503000000000 | 1 | |
| 1180000000000 | 1 |
| Value | Count | Frequency (%) |
| 1240000000000 | 1 | |
| 1180000000000 | 1 | |
| 503000000000 | 1 | |
| 310000000000 | 1 | |
| 154000000000 | 1 | |
| 80000000000 | 1 | |
| 23762718312 | 1 | |
| 4809720000 | 1 | |
| 2379050942 | 1 | |
| 23313600 | 1 |
13등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 15 |
| Missing (%) | 60.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0727901 × 1012 |
| Minimum | 5.874 × 108 |
|---|---|
| Maximum | 7.6 × 1012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 5.874 × 108 |
|---|---|
| 5-th percentile | 1.7095144 × 109 |
| Q1 | 1.0993324 × 1010 |
| median | 4.1839535 × 1010 |
| Q3 | 2.625 × 1011 |
| 95-th percentile | 5.35 × 1012 |
| Maximum | 7.6 × 1012 |
| Range | 7.5994126 × 1012 |
| Interquartile range (IQR) | 2.5150668 × 1011 |
Descriptive statistics
| Standard deviation | 2.429569 × 1012 |
|---|---|
| Coefficient of variation (CV) | 2.26472 |
| Kurtosis | 7.1188173 |
| Mean | 1.0727901 × 1012 |
| Median Absolute Deviation (MAD) | 4.0005341 × 1010 |
| Skewness | 2.6464169 |
| Sum | 1.0727901 × 1013 |
| Variance | 5.9028057 × 1024 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 44148150000 | 1 | 4.0% |
| 10710099724 | 1 | 4.0% |
| 316000000000 | 1 | 4.0% |
| 3080987593 | 1 | 4.0% |
| 2600000000000 | 1 | 4.0% |
| 7600000000000 | 1 | 4.0% |
| 587400000 | 1 | 4.0% |
| 102000000000 | 1 | 4.0% |
| 39530920000 | 1 | 4.0% |
| 11842995707 | 1 | 4.0% |
| (Missing) | 15 |
| Value | Count | Frequency (%) |
| 587400000 | 1 | |
| 3080987593 | 1 | |
| 10710099724 | 1 | |
| 11842995707 | 1 | |
| 39530920000 | 1 | |
| 44148150000 | 1 | |
| 102000000000 | 1 | |
| 316000000000 | 1 | |
| 2600000000000 | 1 | |
| 7600000000000 | 1 |
| Value | Count | Frequency (%) |
| 7600000000000 | 1 | |
| 2600000000000 | 1 | |
| 316000000000 | 1 | |
| 102000000000 | 1 | |
| 44148150000 | 1 | |
| 39530920000 | 1 | |
| 11842995707 | 1 | |
| 10710099724 | 1 | |
| 3080987593 | 1 | |
| 587400000 | 1 |
14등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 15 |
| Missing (%) | 60.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.253996 × 1010 |
| Minimum | 56672630 |
|---|---|
| Maximum | 4.77 × 1011 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 56672630 |
|---|---|
| 5-th percentile | 73663127 |
| Q1 | 1.6749129 × 109 |
| median | 1.3502715 × 1010 |
| Q3 | 1.4655684 × 1011 |
| 95-th percentile | 3.546 × 1011 |
| Maximum | 4.77 × 1011 |
| Range | 4.7694333 × 1011 |
| Interquartile range (IQR) | 1.4488193 × 1011 |
Descriptive statistics
| Standard deviation | 1.5637825 × 1011 |
|---|---|
| Coefficient of variation (CV) | 1.6898457 |
| Kurtosis | 3.862881 |
| Mean | 9.253996 × 1010 |
| Median Absolute Deviation (MAD) | 1.2784515 × 1010 |
| Skewness | 1.9862691 |
| Sum | 9.253996 × 1011 |
| Variance | 2.4454157 × 1022 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1341971518 | 1 | 4.0% |
| 2673737119 | 1 | 4.0% |
| 187000000000 | 1 | 4.0% |
| 477000000000 | 1 | 4.0% |
| 205000000000 | 1 | 4.0% |
| 25227355746 | 1 | 4.0% |
| 23270763326 | 1 | 4.0% |
| 94429290 | 1 | 4.0% |
| 56672630 | 1 | 4.0% |
| 3734666664 | 1 | 4.0% |
| (Missing) | 15 |
| Value | Count | Frequency (%) |
| 56672630 | 1 | |
| 94429290 | 1 | |
| 1341971518 | 1 | |
| 2673737119 | 1 | |
| 3734666664 | 1 | |
| 23270763326 | 1 | |
| 25227355746 | 1 | |
| 187000000000 | 1 | |
| 205000000000 | 1 | |
| 477000000000 | 1 |
| Value | Count | Frequency (%) |
| 477000000000 | 1 | |
| 205000000000 | 1 | |
| 187000000000 | 1 | |
| 25227355746 | 1 | |
| 23270763326 | 1 | |
| 3734666664 | 1 | |
| 2673737119 | 1 | |
| 1341971518 | 1 | |
| 94429290 | 1 | |
| 56672630 | 1 |
15등급
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 13 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12 |
| Missing (%) | 48.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1523078 × 1011 |
| Minimum | 0 |
|---|---|
| Maximum | 1.06 × 1012 |
| Zeros | 1 |
| Zeros (%) | 4.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 47359350 |
| Q1 | 2.3441714 × 109 |
| median | 4.49656 × 1010 |
| Q3 | 2 × 1011 |
| 95-th percentile | 9.904 × 1011 |
| Maximum | 1.06 × 1012 |
| Range | 1.06 × 1012 |
| Interquartile range (IQR) | 1.9765583 × 1011 |
Descriptive statistics
| Standard deviation | 3.5954929 × 1011 |
|---|---|
| Coefficient of variation (CV) | 1.6705291 |
| Kurtosis | 2.7100717 |
| Mean | 2.1523078 × 1011 |
| Median Absolute Deviation (MAD) | 4.49656 × 1010 |
| Skewness | 1.9638109 |
| Sum | 2.7980002 × 1012 |
| Variance | 1.2927569 × 1023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 0 | 1 | 4.0% |
| 78932250 | 1 | 4.0% |
| 44965600000 | 1 | 4.0% |
| 4816127210 | 1 | 4.0% |
| 149000000000 | 1 | 4.0% |
| 944000000000 | 1 | 4.0% |
| 2344171427 | 1 | 4.0% |
| 200000000000 | 1 | 4.0% |
| 206000000000 | 1 | 4.0% |
| 1060000000000 | 1 | 4.0% |
| Other values (3) | 3 | 12.0% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 78932250 | 1 | |
| 82872000 | 1 | |
| 2344171427 | 1 | |
| 4816127210 | 1 | |
| 7712468016 | 1 | |
| 44965600000 | 1 | |
| 149000000000 | 1 | |
| 179000000000 | 1 | |
| 200000000000 | 1 |
| Value | Count | Frequency (%) |
| 1060000000000 | 1 | |
| 944000000000 | 1 | |
| 206000000000 | 1 | |
| 200000000000 | 1 | |
| 179000000000 | 1 | |
| 149000000000 | 1 | |
| 44965600000 | 1 | |
| 7712468016 | 1 | |
| 4816127210 | 1 | |
| 2344171427 | 1 |
무등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 14 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 11 |
| Missing (%) | 44.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6434611 × 1011 |
| Minimum | 1.5321902 × 109 |
|---|---|
| Maximum | 1.03 × 1012 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 1.5321902 × 109 |
|---|---|
| 5-th percentile | 3.1971461 × 109 |
| Q1 | 7.6946125 × 109 |
| median | 3.6962323 × 1010 |
| Q3 | 1.6375 × 1011 |
| 95-th percentile | 6.946 × 1011 |
| Maximum | 1.03 × 1012 |
| Range | 1.0284678 × 1012 |
| Interquartile range (IQR) | 1.5605539 × 1011 |
Descriptive statistics
| Standard deviation | 2.846022 × 1011 |
|---|---|
| Coefficient of variation (CV) | 1.7317246 |
| Kurtosis | 6.9895066 |
| Mean | 1.6434611 × 1011 |
| Median Absolute Deviation (MAD) | 3.4149398 × 1010 |
| Skewness | 2.5860655 |
| Sum | 2.3008455 × 1012 |
| Variance | 8.0998413 × 1022 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 4093660800 | 1 | 4.0% |
| 173000000000 | 1 | 4.0% |
| 10000000000 | 1 | 4.0% |
| 136000000000 | 1 | 4.0% |
| 22148831277 | 1 | 4.0% |
| 1532190200 | 1 | 4.0% |
| 6926150000 | 1 | 4.0% |
| 514000000000 | 1 | 4.0% |
| 1030000000000 | 1 | 4.0% |
| 133000000000 | 1 | 4.0% |
| Other values (4) | 4 | 16.0% |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 1532190200 | 1 | |
| 4093660800 | 1 | |
| 6220067500 | 1 | |
| 6926150000 | 1 | |
| 10000000000 | 1 | |
| 22148831277 | 1 | |
| 23257838191 | 1 | |
| 50666808607 | 1 | |
| 133000000000 | 1 | |
| 136000000000 | 1 |
| Value | Count | Frequency (%) |
| 1030000000000 | 1 | |
| 514000000000 | 1 | |
| 190000000000 | 1 | |
| 173000000000 | 1 | |
| 136000000000 | 1 | |
| 133000000000 | 1 | |
| 50666808607 | 1 | |
| 23257838191 | 1 | |
| 22148831277 | 1 | |
| 10000000000 | 1 |
| 상품명 | 1등급 | 2등급 | 3등급 | 4등급 | 5등급 | 6등급 | 7등급 | 8등급 | 9등급 | 10등급 | 11등급 | 12등급 | 13등급 | 14등급 | 15등급 | 무등급 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 상품명 | 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 |
| 1등급 | 1.000 | 1.000 | 1.000 | 0.956 | 1.000 | 0.465 | 0.987 | 0.681 | 0.742 | 0.531 | 1.000 | 1.000 | 0.000 | 0.465 | 0.858 | 0.971 | 0.841 |
| 2등급 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.504 | 1.000 | 0.951 | 1.000 | 0.908 | 1.000 | 1.000 | 0.000 | 0.858 | 0.465 | 1.000 | 0.695 |
| 3등급 | 1.000 | 0.956 | 1.000 | 1.000 | 1.000 | 0.504 | 0.960 | 0.962 | 1.000 | 1.000 | 0.960 | 0.913 | 0.647 | 0.876 | 0.465 | 0.974 | 0.983 |
| 4등급 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | 0.193 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.435 |
| 5등급 | 1.000 | 0.465 | 0.504 | 0.504 | 0.000 | 1.000 | 0.715 | 0.962 | 0.848 | 0.000 | 0.504 | 1.000 | 0.672 | 1.000 | 1.000 | 0.543 | 0.543 |
| 6등급 | 1.000 | 0.987 | 1.000 | 0.960 | 1.000 | 0.715 | 1.000 | 0.789 | 0.866 | 0.566 | 0.988 | 1.000 | 0.726 | 0.715 | 1.000 | 0.984 | 0.866 |
| 7등급 | 1.000 | 0.681 | 0.951 | 0.962 | 0.193 | 0.962 | 0.789 | 1.000 | 1.000 | 0.302 | 0.705 | 1.000 | 0.576 | 0.962 | 0.951 | 0.681 | 0.884 |
| 8등급 | 1.000 | 0.742 | 1.000 | 1.000 | 1.000 | 0.848 | 0.866 | 1.000 | 1.000 | 0.777 | 0.767 | 1.000 | 0.973 | 1.000 | 0.834 | 0.809 | 0.852 |
| 9등급 | 1.000 | 0.531 | 0.908 | 1.000 | 1.000 | 0.000 | 0.566 | 0.302 | 0.777 | 1.000 | 0.567 | 0.416 | 0.711 | 0.000 | 0.000 | 0.613 | 0.715 |
| 10등급 | 1.000 | 1.000 | 1.000 | 0.960 | 1.000 | 0.504 | 0.988 | 0.705 | 0.767 | 0.567 | 1.000 | 1.000 | 0.385 | 0.504 | 0.876 | 0.971 | 0.841 |
| 11등급 | 1.000 | 1.000 | 1.000 | 0.913 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.416 | 1.000 | 1.000 | 0.771 | 1.000 | 1.000 | 0.913 | 0.913 |
| 12등급 | 1.000 | 0.000 | 0.000 | 0.647 | 0.000 | 0.672 | 0.726 | 0.576 | 0.973 | 0.711 | 0.385 | 0.771 | 1.000 | 0.969 | 0.596 | 0.438 | 0.759 |
| 13등급 | 1.000 | 0.465 | 0.858 | 0.876 | 0.000 | 1.000 | 0.715 | 0.962 | 1.000 | 0.000 | 0.504 | 1.000 | 0.969 | 1.000 | 1.000 | 0.600 | 0.876 |
| 14등급 | 1.000 | 0.858 | 0.465 | 0.465 | 0.000 | 1.000 | 1.000 | 0.951 | 0.834 | 0.000 | 0.876 | 1.000 | 0.596 | 1.000 | 1.000 | 0.416 | 0.598 |
| 15등급 | 1.000 | 0.971 | 1.000 | 0.974 | 1.000 | 0.543 | 0.984 | 0.681 | 0.809 | 0.613 | 0.971 | 0.913 | 0.438 | 0.600 | 0.416 | 1.000 | 0.845 |
| 무등급 | 1.000 | 0.841 | 0.695 | 0.983 | 0.435 | 0.543 | 0.866 | 0.884 | 0.852 | 0.715 | 0.841 | 0.913 | 0.759 | 0.876 | 0.598 | 0.845 | 1.000 |
| 1등급 | 2등급 | 3등급 | 4등급 | 5등급 | 6등급 | 7등급 | 8등급 | 9등급 | 10등급 | 11등급 | 12등급 | 13등급 | 14등급 | 15등급 | 무등급 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1등급 | 1.000 | 0.770 | 0.879 | 0.661 | 0.214 | 0.588 | 0.800 | 0.691 | 0.845 | 0.936 | 0.429 | 0.750 | 0.467 | 0.095 | 0.879 | 0.648 |
| 2등급 | 0.770 | 1.000 | 0.539 | 0.479 | 0.133 | 0.533 | 0.548 | 0.252 | 0.657 | 0.745 | 0.429 | 0.571 | 0.429 | -0.200 | 0.633 | 0.383 |
| 3등급 | 0.879 | 0.539 | 1.000 | 0.745 | -0.024 | 0.430 | 0.738 | 0.827 | 0.915 | 0.903 | 0.371 | 0.850 | 0.095 | 0.310 | 0.700 | 0.817 |
| 4등급 | 0.661 | 0.479 | 0.745 | 1.000 | -0.357 | -0.233 | 0.214 | 0.545 | 0.903 | 0.721 | 0.200 | 0.381 | -0.286 | -0.048 | 0.317 | 0.633 |
| 5등급 | 0.214 | 0.133 | -0.024 | -0.357 | 1.000 | 0.697 | 0.643 | 0.545 | -0.212 | 0.262 | 0.657 | 0.357 | 0.810 | 0.767 | 0.238 | -0.150 |
| 6등급 | 0.588 | 0.533 | 0.430 | -0.233 | 0.697 | 1.000 | 0.800 | 0.420 | 0.164 | 0.539 | 0.771 | 0.709 | 0.879 | 0.238 | 0.636 | 0.115 |
| 7등급 | 0.800 | 0.548 | 0.738 | 0.214 | 0.643 | 0.800 | 1.000 | 0.721 | 0.527 | 0.817 | 0.600 | 0.833 | 0.550 | 0.429 | 0.833 | 0.786 |
| 8등급 | 0.691 | 0.252 | 0.827 | 0.545 | 0.545 | 0.420 | 0.721 | 1.000 | 0.597 | 0.813 | 0.714 | 0.954 | 0.444 | 0.588 | 0.585 | 0.545 |
| 9등급 | 0.845 | 0.657 | 0.915 | 0.903 | -0.212 | 0.164 | 0.527 | 0.597 | 1.000 | 0.881 | 0.257 | 0.794 | 0.079 | -0.083 | 0.600 | 0.836 |
| 10등급 | 0.936 | 0.745 | 0.903 | 0.721 | 0.262 | 0.539 | 0.817 | 0.813 | 0.881 | 1.000 | 0.371 | 0.850 | 0.417 | 0.286 | 0.818 | 0.482 |
| 11등급 | 0.429 | 0.429 | 0.371 | 0.200 | 0.657 | 0.771 | 0.600 | 0.714 | 0.257 | 0.371 | 1.000 | 0.771 | 0.700 | 0.257 | 0.400 | 0.029 |
| 12등급 | 0.750 | 0.571 | 0.850 | 0.381 | 0.357 | 0.709 | 0.833 | 0.954 | 0.794 | 0.850 | 0.771 | 1.000 | 0.467 | 0.214 | 0.733 | 0.667 |
| 13등급 | 0.467 | 0.429 | 0.095 | -0.286 | 0.810 | 0.879 | 0.550 | 0.444 | 0.079 | 0.417 | 0.700 | 0.467 | 1.000 | 0.486 | 0.133 | 0.333 |
| 14등급 | 0.095 | -0.200 | 0.310 | -0.048 | 0.767 | 0.238 | 0.429 | 0.588 | -0.083 | 0.286 | 0.257 | 0.214 | 0.486 | 1.000 | 0.036 | 0.286 |
| 15등급 | 0.879 | 0.633 | 0.700 | 0.317 | 0.238 | 0.636 | 0.833 | 0.585 | 0.600 | 0.818 | 0.400 | 0.733 | 0.133 | 0.036 | 1.000 | 0.191 |
| 무등급 | 0.648 | 0.383 | 0.817 | 0.633 | -0.150 | 0.115 | 0.786 | 0.545 | 0.836 | 0.482 | 0.029 | 0.667 | 0.333 | 0.286 | 0.191 | 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.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| 상품명 | 1등급 | 2등급 | 3등급 | 4등급 | 5등급 | 6등급 | 7등급 | 8등급 | 9등급 | 10등급 | 11등급 | 12등급 | 13등급 | 14등급 | 15등급 | 무등급 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | PF보증 | 49000000000 | 834000000000 | 35040000000 | 2720000000000 | <NA> | 11987000000 | 725000000 | 250000000000 | 552000000000 | 287000000000 | <NA> | 80000000000 | 44148150000 | <NA> | 0 | <NA> |
| 1 | 기금건설자금대출보증(주택,준주택) | 16650000000 | <NA> | <NA> | <NA> | <NA> | 10129542318 | 2913352200 | 14849740080 | 1937551500 | 17546152860 | <NA> | 23313600 | 10710099724 | <NA> | 78932250 | 4093660800 |
| 2 | 도시재생PF | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 3 | 도심주택 특약보증 | <NA> | <NA> | <NA> | <NA> | 3620043000 | 23169611065 | <NA> | 15604261000 | <NA> | <NA> | <NA> | <NA> | <NA> | 1341971518 | <NA> | <NA> |
| 4 | 리모델링사업비보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 173000000000 |
| 5 | 리츠회사채보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 100000000000 | 183000000000 | 390000000000 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 6 | 모기지보증 | <NA> | <NA> | <NA> | <NA> | 18868000000 | 19000000000 | <NA> | 250000000000 | 95922341000 | <NA> | <NA> | 4809720000 | 316000000000 | <NA> | 44965600000 | 10000000000 |
| 7 | 수요자중심형도시재생지원자금보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 1394393310 | <NA> | 472300000 | <NA> | <NA> | <NA> | <NA> | 4816127210 | 136000000000 |
| 8 | 수요자중심형도시재생지원자금특례보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 22148831277 |
| 9 | 오피스텔분양보증 | <NA> | <NA> | 160000000000 | 741000000000 | <NA> | <NA> | <NA> | 48757397530 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 상품명 | 1등급 | 2등급 | 3등급 | 4등급 | 5등급 | 6등급 | 7등급 | 8등급 | 9등급 | 10등급 | 11등급 | 12등급 | 13등급 | 14등급 | 15등급 | 무등급 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 15 | 임대보증금보증(사용검사후) | 1570000000000 | 1870000000000 | 4620000000000 | 1630000000000 | 643000000000 | 534000000000 | 2420000000000 | 7460000000000 | 4120000000000 | 1900000000000 | 168000000000 | 1180000000000 | 7600000000000 | 477000000000 | 944000000000 | 514000000000 |
| 16 | 임대주택매입자금보증 | <NA> | 19837000000 | <NA> | <NA> | 378000000000 | <NA> | <NA> | 1370000000000 | 697000000000 | <NA> | <NA> | <NA> | <NA> | 205000000000 | <NA> | <NA> |
| 17 | 조합사업비대출보증 | 223000000000 | 122000000000 | 1960000000000 | 12300000000000 | 4964600000 | 2350000000 | <NA> | 1310000000000 | 7370000000000 | 497000000000 | 10760000000 | 154000000000 | <NA> | 25227355746 | 2344171427 | 1030000000000 |
| 18 | 조합주택시공보증 | 222000000000 | 183000000000 | 1190000000000 | 6210000000000 | 18232850438 | 10901100000 | 48468254288 | 508000000000 | 4620000000000 | 620000000000 | <NA> | 310000000000 | 587400000 | 23270763326 | 200000000000 | 133000000000 |
| 19 | 주상복합주택분양보증 | 466000000000 | 864000000000 | 730000000000 | 6090000000000 | 32565847200 | 120000000000 | 76764729900 | 228000000000 | 2930000000000 | 668000000000 | <NA> | <NA> | 102000000000 | <NA> | 206000000000 | 6220067500 |
| 20 | 주택분양보증 | 4370000000000 | 9300000000000 | 12900000000000 | 126000000000000 | 10438600000 | 85937180000 | 766000000000 | 5610000000000 | 47300000000000 | 6420000000000 | 233000000000 | 1240000000000 | 39530920000 | 94429290 | 1060000000000 | 190000000000 |
| 21 | 주택임대보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 82872000 | <NA> |
| 22 | 하도급대금지급보증 | 206000000000 | 241000000000 | 61011122840 | 975000000000 | <NA> | <NA> | <NA> | 86791372948 | 707000000000 | 149000000000 | <NA> | <NA> | <NA> | 56672630 | 7712468016 | 50666808607 |
| 23 | 하자보수보증 | 317000000000 | 415000000000 | 878000000000 | 3140000000000 | 18136448997 | 13569378972 | 36548264357 | 322000000000 | 1330000000000 | 393000000000 | 23860526853 | 23762718312 | 11842995707 | 3734666664 | 179000000000 | 23257838191 |
| 24 | 후분양대출보증 | <NA> | 54000000000 | <NA> | <NA> | <NA> | <NA> | <NA> | 500000000000 | 130000000000 | 168000000000 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |