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 | 주택도시보증공사에서 발급된 각 보증상품별 단위당 VaR의 월말 기준 값 각 보증상품별로 예상되는 최대손실 정도를 나타내는 수치 제공- 데이터 기간 : 24.02.29. 기준 |
|---|---|
| Author | 주택도시보증공사 |
| URL | https://www.data.go.kr/data/3047681/fileData.do |
1등급 is highly overall correlated with 2등급 and 14 other fields | High correlation |
2등급 is highly overall correlated with 1등급 and 14 other fields | High correlation |
3등급 is highly overall correlated with 1등급 and 14 other fields | High correlation |
4등급 is highly overall correlated with 1등급 and 14 other fields | High correlation |
5등급 is highly overall correlated with 1등급 and 14 other fields | High correlation |
6등급 is highly overall correlated with 1등급 and 13 other fields | High correlation |
7등급 is highly overall correlated with 1등급 and 14 other fields | High correlation |
8등급 is highly overall correlated with 1등급 and 13 other fields | High correlation |
9등급 is highly overall correlated with 1등급 and 14 other fields | High correlation |
10등급 is highly overall correlated with 1등급 and 13 other fields | High correlation |
11등급 is highly overall correlated with 1등급 and 14 other fields | High correlation |
12등급 is highly overall correlated with 1등급 and 14 other fields | High correlation |
13등급 is highly overall correlated with 1등급 and 13 other fields | High correlation |
14등급 is highly overall correlated with 1등급 and 14 other fields | High correlation |
15등급 is highly overall correlated with 1등급 and 10 other fields | High correlation |
무등급 is highly overall correlated with 1등급 and 14 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 08:18:28.408309 |
|---|---|
| Analysis finished | 2024-04-06 08:19:20.537488 |
| Duration | 52.13 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 | 1.9605024 |
| Minimum | 0.00048311 |
|---|---|
| Maximum | 9.5056232 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00048311 |
|---|---|
| 5-th percentile | 0.002313155 |
| Q1 | 0.031111425 |
| median | 0.11406461 |
| Q3 | 2.3996303 |
| 95-th percentile | 8.1724299 |
| Maximum | 9.5056232 |
| Range | 9.5051401 |
| Interquartile range (IQR) | 2.3685189 |
Descriptive statistics
| Standard deviation | 3.4082519 |
|---|---|
| Coefficient of variation (CV) | 1.7384585 |
| Kurtosis | 1.2109576 |
| Mean | 1.9605024 |
| Median Absolute Deviation (MAD) | 0.10409011 |
| Skewness | 1.5760451 |
| Sum | 21.565526 |
| Variance | 11.616181 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0.10664556 | 1 | 4.0% |
| 0.19197856 | 1 | 4.0% |
| 0.00048311 | 1 | 4.0% |
| 0.0099745 | 1 | 4.0% |
| 0.11406461 | 1 | 4.0% |
| 6.83923653 | 1 | 4.0% |
| 0.0041432 | 1 | 4.0% |
| 0.05224835 | 1 | 4.0% |
| 0.13384645 | 1 | 4.0% |
| 4.60728205 | 1 | 4.0% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 0.00048311 | 1 | |
| 0.0041432 | 1 | |
| 0.0099745 | 1 | |
| 0.05224835 | 1 | |
| 0.10664556 | 1 | |
| 0.11406461 | 1 | |
| 0.13384645 | 1 | |
| 0.19197856 | 1 | |
| 4.60728205 | 1 | |
| 6.83923653 | 1 |
| Value | Count | Frequency (%) |
| 9.50562323 | 1 | |
| 6.83923653 | 1 | |
| 4.60728205 | 1 | |
| 0.19197856 | 1 | |
| 0.13384645 | 1 | |
| 0.11406461 | 1 | |
| 0.10664556 | 1 | |
| 0.05224835 | 1 | |
| 0.0099745 | 1 | |
| 0.0041432 | 1 |
2등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 12 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 13 |
| Missing (%) | 52.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3402221 |
| Minimum | 0.00019723 |
|---|---|
| Maximum | 6.7926082 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00019723 |
|---|---|
| 5-th percentile | 0.0019493485 |
| Q1 | 0.00849963 |
| median | 0.10696186 |
| Q3 | 1.0310565 |
| 95-th percentile | 6.1131651 |
| Maximum | 6.7926082 |
| Range | 6.792411 |
| Interquartile range (IQR) | 1.0225569 |
Descriptive statistics
| Standard deviation | 2.4059764 |
|---|---|
| Coefficient of variation (CV) | 1.7952073 |
| Kurtosis | 1.7385344 |
| Mean | 1.3402221 |
| Median Absolute Deviation (MAD) | 0.1051718 |
| Skewness | 1.7435927 |
| Sum | 16.082665 |
| Variance | 5.7887224 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0.435386 | 1 | 4.0% |
| 0.00019723 | 1 | 4.0% |
| 0.00814428 | 1 | 4.0% |
| 0.11462745 | 1 | 4.0% |
| 0.00861808 | 1 | 4.0% |
| 6.79260825 | 1 | 4.0% |
| 0.0033829 | 1 | 4.0% |
| 0.09929627 | 1 | 4.0% |
| 0.23071577 | 1 | 4.0% |
| 2.8180681 | 1 | 4.0% |
| Other values (2) | 2 | 8.0% |
| (Missing) | 13 |
| Value | Count | Frequency (%) |
| 0.00019723 | 1 | |
| 0.0033829 | 1 | |
| 0.00814428 | 1 | |
| 0.00861808 | 1 | |
| 0.01436347 | 1 | |
| 0.09929627 | 1 | |
| 0.11462745 | 1 | |
| 0.23071577 | 1 | |
| 0.435386 | 1 | |
| 2.8180681 | 1 |
| Value | Count | Frequency (%) |
| 6.79260825 | 1 | |
| 5.55725704 | 1 | |
| 2.8180681 | 1 | |
| 0.435386 | 1 | |
| 0.23071577 | 1 | |
| 0.11462745 | 1 | |
| 0.09929627 | 1 | |
| 0.01436347 | 1 | |
| 0.00861808 | 1 | |
| 0.00814428 | 1 |
3등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 13 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12 |
| Missing (%) | 48.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2715598 |
| Minimum | 0.00150277 |
|---|---|
| Maximum | 32.046105 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00150277 |
|---|---|
| 5-th percentile | 0.00374386 |
| Q1 | 0.0096663 |
| median | 0.0681927 |
| Q3 | 0.60324289 |
| 95-th percentile | 17.359991 |
| Maximum | 32.046105 |
| Range | 32.044603 |
| Interquartile range (IQR) | 0.59357659 |
Descriptive statistics
| Standard deviation | 8.8879648 |
|---|---|
| Coefficient of variation (CV) | 2.7167362 |
| Kurtosis | 11.249031 |
| Mean | 3.2715598 |
| Median Absolute Deviation (MAD) | 0.06668993 |
| Skewness | 3.3086814 |
| Sum | 42.530277 |
| Variance | 78.995919 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 0.03554447 | 1 | 4.0% |
| 0.00523792 | 1 | 4.0% |
| 0.00150277 | 1 | 4.0% |
| 0.00924492 | 1 | 4.0% |
| 1.48453492 | 1 | 4.0% |
| 0.00997338 | 1 | 4.0% |
| 0.47521508 | 1 | 4.0% |
| 32.04610543 | 1 | 4.0% |
| 0.0096663 | 1 | 4.0% |
| 0.0681927 | 1 | 4.0% |
| Other values (3) | 3 | 12.0% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0.00150277 | 1 | |
| 0.00523792 | 1 | |
| 0.00924492 | 1 | |
| 0.0096663 | 1 | |
| 0.00997338 | 1 | |
| 0.03554447 | 1 | |
| 0.0681927 | 1 | |
| 0.21256847 | 1 | |
| 0.47521508 | 1 | |
| 0.60324289 | 1 |
| Value | Count | Frequency (%) |
| 32.04610543 | 1 | |
| 7.56924823 | 1 | |
| 1.48453492 | 1 | |
| 0.60324289 | 1 | |
| 0.47521508 | 1 | |
| 0.21256847 | 1 | |
| 0.0681927 | 1 | |
| 0.03554447 | 1 | |
| 0.00997338 | 1 | |
| 0.0096663 | 1 |
4등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 56.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.603969 |
| Minimum | 0.0003067 |
|---|---|
| Maximum | 147.53015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.0003067 |
|---|---|
| 5-th percentile | 0.00693765 |
| Q1 | 0.02086272 |
| median | 0.28869149 |
| Q3 | 4.8099169 |
| 95-th percentile | 80.458586 |
| Maximum | 147.53015 |
| Range | 147.52984 |
| Interquartile range (IQR) | 4.7890541 |
Descriptive statistics
| Standard deviation | 43.978123 |
|---|---|
| Coefficient of variation (CV) | 2.8183933 |
| Kurtosis | 10.701508 |
| Mean | 15.603969 |
| Median Absolute Deviation (MAD) | 0.28838479 |
| Skewness | 3.2573654 |
| Sum | 171.64366 |
| Variance | 1934.0753 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0.72536475 | 1 | 4.0% |
| 0.01963232 | 1 | 4.0% |
| 0.0003067 | 1 | 4.0% |
| 0.0135686 | 1 | 4.0% |
| 0.037001 | 1 | 4.0% |
| 147.530149 | 1 | 4.0% |
| 0.02209312 | 1 | 4.0% |
| 0.28869149 | 1 | 4.0% |
| 1.07922183 | 1 | 4.0% |
| 8.5406119 | 1 | 4.0% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 0.0003067 | 1 | |
| 0.0135686 | 1 | |
| 0.01963232 | 1 | |
| 0.02209312 | 1 | |
| 0.037001 | 1 | |
| 0.28869149 | 1 | |
| 0.72536475 | 1 | |
| 1.07922183 | 1 | |
| 8.5406119 | 1 | |
| 13.38702294 | 1 |
| Value | Count | Frequency (%) |
| 147.530149 | 1 | |
| 13.38702294 | 1 | |
| 8.5406119 | 1 | |
| 1.07922183 | 1 | |
| 0.72536475 | 1 | |
| 0.28869149 | 1 | |
| 0.037001 | 1 | |
| 0.02209312 | 1 | |
| 0.01963232 | 1 | |
| 0.0135686 | 1 |
5등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 56.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.580985 |
| Minimum | 0.00216156 |
|---|---|
| Maximum | 13.418164 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00216156 |
|---|---|
| 5-th percentile | 0.00247112 |
| Q1 | 0.038645905 |
| median | 0.14167608 |
| Q3 | 0.6218599 |
| 95-th percentile | 7.8021865 |
| Maximum | 13.418164 |
| Range | 13.416003 |
| Interquartile range (IQR) | 0.583214 |
Descriptive statistics
| Standard deviation | 3.9773282 |
|---|---|
| Coefficient of variation (CV) | 2.515728 |
| Kurtosis | 10.244908 |
| Mean | 1.580985 |
| Median Absolute Deviation (MAD) | 0.1388954 |
| Skewness | 3.1723892 |
| Sum | 17.390835 |
| Variance | 15.81914 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0.57264794 | 1 | 4.0% |
| 0.21251411 | 1 | 4.0% |
| 0.00216156 | 1 | 4.0% |
| 0.0669436 | 1 | 4.0% |
| 2.18620872 | 1 | 4.0% |
| 0.14167608 | 1 | 4.0% |
| 0.67107187 | 1 | 4.0% |
| 0.00278068 | 1 | 4.0% |
| 0.10631775 | 1 | 4.0% |
| 0.01034821 | 1 | 4.0% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 0.00216156 | 1 | |
| 0.00278068 | 1 | |
| 0.01034821 | 1 | |
| 0.0669436 | 1 | |
| 0.10631775 | 1 | |
| 0.14167608 | 1 | |
| 0.21251411 | 1 | |
| 0.57264794 | 1 | |
| 0.67107187 | 1 | |
| 2.18620872 | 1 |
| Value | Count | Frequency (%) |
| 13.41816434 | 1 | |
| 2.18620872 | 1 | |
| 0.67107187 | 1 | |
| 0.57264794 | 1 | |
| 0.21251411 | 1 | |
| 0.14167608 | 1 | |
| 0.10631775 | 1 | |
| 0.0669436 | 1 | |
| 0.01034821 | 1 | |
| 0.00278068 | 1 |
6등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 13 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12 |
| Missing (%) | 48.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0170954 |
| Minimum | 0.0013262 |
|---|---|
| Maximum | 8.051145 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.0013262 |
|---|---|
| 5-th percentile | 0.002072792 |
| Q1 | 0.01903705 |
| median | 0.0998451 |
| Q3 | 2.3423528 |
| 95-th percentile | 7.4990894 |
| Maximum | 8.051145 |
| Range | 8.0498188 |
| Interquartile range (IQR) | 2.3233157 |
Descriptive statistics
| Standard deviation | 3.1257118 |
|---|---|
| Coefficient of variation (CV) | 1.5496103 |
| Kurtosis | -0.062934429 |
| Mean | 2.0170954 |
| Median Absolute Deviation (MAD) | 0.0985189 |
| Skewness | 1.3080445 |
| Sum | 26.222241 |
| Variance | 9.7700745 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 8.05114497 | 1 | 4.0% |
| 6.85138195 | 1 | 4.0% |
| 2.34235278 | 1 | 4.0% |
| 0.02897551 | 1 | 4.0% |
| 0.0013262 | 1 | 4.0% |
| 0.01903705 | 1 | 4.0% |
| 0.0684563 | 1 | 4.0% |
| 1.40308996 | 1 | 4.0% |
| 0.2195956 | 1 | 4.0% |
| 0.00341223 | 1 | 4.0% |
| Other values (3) | 3 | 12.0% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0.0013262 | 1 | |
| 0.00257052 | 1 | |
| 0.00341223 | 1 | |
| 0.01903705 | 1 | |
| 0.02897551 | 1 | |
| 0.0684563 | 1 | |
| 0.0998451 | 1 | |
| 0.2195956 | 1 | |
| 1.40308996 | 1 | |
| 2.34235278 | 1 |
| Value | Count | Frequency (%) |
| 8.05114497 | 1 | |
| 7.13105235 | 1 | |
| 6.85138195 | 1 | |
| 2.34235278 | 1 | |
| 1.40308996 | 1 | |
| 0.2195956 | 1 | |
| 0.0998451 | 1 | |
| 0.0684563 | 1 | |
| 0.02897551 | 1 | |
| 0.01903705 | 1 |
7등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 15 |
| Missing (%) | 60.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7036803 |
| Minimum | 0.0009037 |
|---|---|
| Maximum | 12.476484 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.0009037 |
|---|---|
| 5-th percentile | 0.003008089 |
| Q1 | 0.02339087 |
| median | 0.10804694 |
| Q3 | 0.93952314 |
| 95-th percentile | 8.0740762 |
| Maximum | 12.476484 |
| Range | 12.47558 |
| Interquartile range (IQR) | 0.91613227 |
Descriptive statistics
| Standard deviation | 3.8779006 |
|---|---|
| Coefficient of variation (CV) | 2.2761903 |
| Kurtosis | 8.7059557 |
| Mean | 1.7036803 |
| Median Absolute Deviation (MAD) | 0.10480503 |
| Skewness | 2.9101012 |
| Sum | 17.036803 |
| Variance | 15.038113 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.47877744 | 1 | 4.0% |
| 2.69335567 | 1 | 4.0% |
| 0.01052998 | 1 | 4.0% |
| 0.0009037 | 1 | 4.0% |
| 0.1119496 | 1 | 4.0% |
| 1.09310504 | 1 | 4.0% |
| 0.00558012 | 1 | 4.0% |
| 0.10414428 | 1 | 4.0% |
| 0.06197354 | 1 | 4.0% |
| 12.47648399 | 1 | 4.0% |
| (Missing) | 15 |
| Value | Count | Frequency (%) |
| 0.0009037 | 1 | |
| 0.00558012 | 1 | |
| 0.01052998 | 1 | |
| 0.06197354 | 1 | |
| 0.10414428 | 1 | |
| 0.1119496 | 1 | |
| 0.47877744 | 1 | |
| 1.09310504 | 1 | |
| 2.69335567 | 1 | |
| 12.47648399 | 1 |
| Value | Count | Frequency (%) |
| 12.47648399 | 1 | |
| 2.69335567 | 1 | |
| 1.09310504 | 1 | |
| 0.47877744 | 1 | |
| 0.1119496 | 1 | |
| 0.10414428 | 1 | |
| 0.06197354 | 1 | |
| 0.01052998 | 1 | |
| 0.00558012 | 1 | |
| 0.0009037 | 1 |
8등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 18 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 7 |
| Missing (%) | 28.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.0092903 |
| Minimum | 0.00280686 |
|---|---|
| Maximum | 49.531106 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00280686 |
|---|---|
| 5-th percentile | 0.003341493 |
| Q1 | 0.051510267 |
| median | 0.30654505 |
| Q3 | 1.5306281 |
| 95-th percentile | 32.499007 |
| Maximum | 49.531106 |
| Range | 49.528299 |
| Interquartile range (IQR) | 1.4791179 |
Descriptive statistics
| Standard deviation | 13.047509 |
|---|---|
| Coefficient of variation (CV) | 2.6046621 |
| Kurtosis | 8.8111794 |
| Mean | 5.0092903 |
| Median Absolute Deviation (MAD) | 0.30342369 |
| Skewness | 3.0233077 |
| Sum | 90.167226 |
| Variance | 170.23748 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 1.51044973 | 1 | 4.0% |
| 0.3227457 | 1 | 4.0% |
| 29.49334253 | 1 | 4.0% |
| 2.3921148 | 1 | 4.0% |
| 0.29034439 | 1 | 4.0% |
| 0.03120744 | 1 | 4.0% |
| 0.0190035 | 1 | 4.0% |
| 49.53110561 | 1 | 4.0% |
| 3.32624745 | 1 | 4.0% |
| 0.61638688 | 1 | 4.0% |
| Other values (8) | 8 | |
| (Missing) | 7 |
| Value | Count | Frequency (%) |
| 0.00280686 | 1 | |
| 0.00343584 | 1 | |
| 0.0190035 | 1 | |
| 0.02581965 | 1 | |
| 0.03120744 | 1 | |
| 0.11241875 | 1 | |
| 0.12810084 | 1 | |
| 0.13555318 | 1 | |
| 0.29034439 | 1 | |
| 0.3227457 | 1 |
| Value | Count | Frequency (%) |
| 49.53110561 | 1 | |
| 29.49334253 | 1 | |
| 3.32624745 | 1 | |
| 2.3921148 | 1 | |
| 1.53735425 | 1 | |
| 1.51044973 | 1 | |
| 0.6887881 | 1 | |
| 0.61638688 | 1 | |
| 0.3227457 | 1 | |
| 0.29034439 | 1 |
9등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 15 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 10 |
| Missing (%) | 40.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.885011 |
| Minimum | 0.00265538 |
|---|---|
| Maximum | 262.78647 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00265538 |
|---|---|
| 5-th percentile | 0.010641582 |
| Q1 | 0.044143645 |
| median | 0.14389403 |
| Q3 | 1.2257809 |
| 95-th percentile | 108.01023 |
| Maximum | 262.78647 |
| Range | 262.78381 |
| Interquartile range (IQR) | 1.1816373 |
Descriptive statistics
| Standard deviation | 67.616062 |
|---|---|
| Coefficient of variation (CV) | 3.089606 |
| Kurtosis | 13.951079 |
| Mean | 21.885011 |
| Median Absolute Deviation (MAD) | 0.14123865 |
| Skewness | 3.6972361 |
| Sum | 328.27517 |
| Variance | 4571.9318 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 1.11907905 | 1 | 4.0% |
| 0.14389403 | 1 | 4.0% |
| 0.01406424 | 1 | 4.0% |
| 0.0791114 | 1 | 4.0% |
| 0.00265538 | 1 | 4.0% |
| 0.02990484 | 1 | 4.0% |
| 0.43733936 | 1 | 4.0% |
| 0.14240052 | 1 | 4.0% |
| 262.7864678 | 1 | 4.0% |
| 0.05838245 | 1 | 4.0% |
| Other values (5) | 5 | |
| (Missing) | 10 |
| Value | Count | Frequency (%) |
| 0.00265538 | 1 | |
| 0.01406424 | 1 | |
| 0.02637046 | 1 | |
| 0.02990484 | 1 | |
| 0.05838245 | 1 | |
| 0.0791114 | 1 | |
| 0.14240052 | 1 | |
| 0.14389403 | 1 | |
| 0.43733936 | 1 | |
| 0.57599456 | 1 |
| Value | Count | Frequency (%) |
| 262.7864678 | 1 | |
| 41.67756198 | 1 | |
| 19.84946305 | 1 | |
| 1.33248274 | 1 | |
| 1.11907905 | 1 | |
| 0.57599456 | 1 | |
| 0.43733936 | 1 | |
| 0.14389403 | 1 | |
| 0.14240052 | 1 | |
| 0.0791114 | 1 |
10등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 13 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12 |
| Missing (%) | 48.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6362474 |
| Minimum | 0.00039439 |
|---|---|
| Maximum | 26.691099 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00039439 |
|---|---|
| 5-th percentile | 0.00390925 |
| Q1 | 0.01420524 |
| median | 0.18802016 |
| Q3 | 1.4104654 |
| 95-th percentile | 19.670304 |
| Maximum | 26.691099 |
| Range | 26.690705 |
| Interquartile range (IQR) | 1.3962601 |
Descriptive statistics
| Standard deviation | 8.0318983 |
|---|---|
| Coefficient of variation (CV) | 2.2088427 |
| Kurtosis | 6.0275912 |
| Mean | 3.6362474 |
| Median Absolute Deviation (MAD) | 0.18176767 |
| Skewness | 2.5337561 |
| Sum | 47.271216 |
| Variance | 64.51139 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 1.10999299 | 1 | 4.0% |
| 1.41046537 | 1 | 4.0% |
| 0.00625249 | 1 | 4.0% |
| 0.00039439 | 1 | 4.0% |
| 0.01221378 | 1 | 4.0% |
| 0.18802016 | 1 | 4.0% |
| 26.69109909 | 1 | 4.0% |
| 0.01420524 | 1 | 4.0% |
| 0.18682722 | 1 | 4.0% |
| 0.28584287 | 1 | 4.0% |
| Other values (3) | 3 | 12.0% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0.00039439 | 1 | |
| 0.00625249 | 1 | |
| 0.01221378 | 1 | |
| 0.01420524 | 1 | |
| 0.02154052 | 1 | |
| 0.18682722 | 1 | |
| 0.18802016 | 1 | |
| 0.28584287 | 1 | |
| 1.10999299 | 1 | |
| 1.41046537 | 1 |
| Value | Count | Frequency (%) |
| 26.69109909 | 1 | |
| 14.9897747 | 1 | |
| 2.35458682 | 1 | |
| 1.41046537 | 1 | |
| 1.10999299 | 1 | |
| 0.28584287 | 1 | |
| 0.18802016 | 1 | |
| 0.18682722 | 1 | |
| 0.02154052 | 1 | |
| 0.01420524 | 1 |
11등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 6 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 19 |
| Missing (%) | 76.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.5260666 |
| Minimum | 0.00119748 |
|---|---|
| Maximum | 30.264349 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00119748 |
|---|---|
| 5-th percentile | 0.04898987 |
| Q1 | 0.23698915 |
| median | 0.6315419 |
| Q3 | 1.2996086 |
| 95-th percentile | 23.057112 |
| Maximum | 30.264349 |
| Range | 30.263152 |
| Interquartile range (IQR) | 1.0626194 |
Descriptive statistics
| Standard deviation | 12.130436 |
|---|---|
| Coefficient of variation (CV) | 2.1951302 |
| Kurtosis | 5.9610282 |
| Mean | 5.5260666 |
| Median Absolute Deviation (MAD) | 0.53475964 |
| Skewness | 2.4393893 |
| Sum | 33.156399 |
| Variance | 147.14747 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0.00119748 | 1 | 4.0% |
| 0.37085549 | 1 | 4.0% |
| 1.43540202 | 1 | 4.0% |
| 0.89222832 | 1 | 4.0% |
| 0.19236704 | 1 | 4.0% |
| 30.26434913 | 1 | 4.0% |
| (Missing) | 19 |
| Value | Count | Frequency (%) |
| 0.00119748 | 1 | |
| 0.19236704 | 1 | |
| 0.37085549 | 1 | |
| 0.89222832 | 1 | |
| 1.43540202 | 1 | |
| 30.26434913 | 1 |
| Value | Count | Frequency (%) |
| 30.26434913 | 1 | |
| 1.43540202 | 1 | |
| 0.89222832 | 1 | |
| 0.37085549 | 1 | |
| 0.19236704 | 1 | |
| 0.00119748 | 1 |
12등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 56.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1049628 |
| Minimum | 0.00344016 |
|---|---|
| Maximum | 30.973084 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00344016 |
|---|---|
| 5-th percentile | 0.010570915 |
| Q1 | 0.11248305 |
| median | 0.19326528 |
| Q3 | 2.237944 |
| 95-th percentile | 19.880619 |
| Maximum | 30.973084 |
| Range | 30.969644 |
| Interquartile range (IQR) | 2.1254609 |
Descriptive statistics
| Standard deviation | 9.3205717 |
|---|---|
| Coefficient of variation (CV) | 2.2705618 |
| Kurtosis | 8.5521621 |
| Mean | 4.1049628 |
| Median Absolute Deviation (MAD) | 0.15093935 |
| Skewness | 2.8686683 |
| Sum | 45.154591 |
| Variance | 86.873058 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0.32545911 | 1 | 4.0% |
| 0.29293854 | 1 | 4.0% |
| 0.19326528 | 1 | 4.0% |
| 0.00344016 | 1 | 4.0% |
| 0.04232593 | 1 | 4.0% |
| 0.18264018 | 1 | 4.0% |
| 4.15042887 | 1 | 4.0% |
| 8.78815402 | 1 | 4.0% |
| 0.01770167 | 1 | 4.0% |
| 0.18515302 | 1 | 4.0% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 0.00344016 | 1 | |
| 0.01770167 | 1 | |
| 0.04232593 | 1 | |
| 0.18264018 | 1 | |
| 0.18515302 | 1 | |
| 0.19326528 | 1 | |
| 0.29293854 | 1 | |
| 0.32545911 | 1 | |
| 4.15042887 | 1 | |
| 8.78815402 | 1 |
| Value | Count | Frequency (%) |
| 30.9730841 | 1 | |
| 8.78815402 | 1 | |
| 4.15042887 | 1 | |
| 0.32545911 | 1 | |
| 0.29293854 | 1 | |
| 0.19326528 | 1 | |
| 0.18515302 | 1 | |
| 0.18264018 | 1 | |
| 0.04232593 | 1 | |
| 0.01770167 | 1 |
13등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 15 |
| Missing (%) | 60.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.702222 |
| Minimum | 0.00207341 |
|---|---|
| Maximum | 20.720617 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00207341 |
|---|---|
| 5-th percentile | 0.0022283315 |
| Q1 | 0.062014418 |
| median | 0.48146512 |
| Q3 | 11.610078 |
| 95-th percentile | 18.000829 |
| Maximum | 20.720617 |
| Range | 20.718543 |
| Interquartile range (IQR) | 11.548063 |
Descriptive statistics
| Standard deviation | 7.7824215 |
|---|---|
| Coefficient of variation (CV) | 1.3648051 |
| Kurtosis | -0.42580806 |
| Mean | 5.702222 |
| Median Absolute Deviation (MAD) | 0.47921958 |
| Skewness | 1.0277861 |
| Sum | 57.02222 |
| Variance | 60.566084 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 14.67664422 | 1 | 4.0% |
| 12.96994004 | 1 | 4.0% |
| 0.2641012 | 1 | 4.0% |
| 0.00241768 | 1 | 4.0% |
| 0.69882904 | 1 | 4.0% |
| 7.53049039 | 1 | 4.0% |
| 0.00207341 | 1 | 4.0% |
| 0.11163312 | 1 | 4.0% |
| 0.04547485 | 1 | 4.0% |
| 20.72061651 | 1 | 4.0% |
| (Missing) | 15 |
| Value | Count | Frequency (%) |
| 0.00207341 | 1 | |
| 0.00241768 | 1 | |
| 0.04547485 | 1 | |
| 0.11163312 | 1 | |
| 0.2641012 | 1 | |
| 0.69882904 | 1 | |
| 7.53049039 | 1 | |
| 12.96994004 | 1 | |
| 14.67664422 | 1 | |
| 20.72061651 | 1 |
| Value | Count | Frequency (%) |
| 20.72061651 | 1 | |
| 14.67664422 | 1 | |
| 12.96994004 | 1 | |
| 7.53049039 | 1 | |
| 0.69882904 | 1 | |
| 0.2641012 | 1 | |
| 0.11163312 | 1 | |
| 0.04547485 | 1 | |
| 0.00241768 | 1 | |
| 0.00207341 | 1 |
14등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 15 |
| Missing (%) | 60.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2698545 |
| Minimum | 0.00066017 |
|---|---|
| Maximum | 9.7375844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00066017 |
|---|---|
| 5-th percentile | 0.002656055 |
| Q1 | 0.017694392 |
| median | 0.26098338 |
| Q3 | 4.1038794 |
| 95-th percentile | 8.1594089 |
| Maximum | 9.7375844 |
| Range | 9.7369243 |
| Interquartile range (IQR) | 4.086185 |
Descriptive statistics
| Standard deviation | 3.4905604 |
|---|---|
| Coefficient of variation (CV) | 1.5377903 |
| Kurtosis | 0.89877438 |
| Mean | 2.2698545 |
| Median Absolute Deviation (MAD) | 0.25810555 |
| Skewness | 1.4284055 |
| Sum | 22.698545 |
| Variance | 12.184012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.4197408 | 1 | 4.0% |
| 0.00066017 | 1 | 4.0% |
| 0.10222595 | 1 | 4.0% |
| 5.12568573 | 1 | 4.0% |
| 1.03846032 | 1 | 4.0% |
| 6.23052759 | 1 | 4.0% |
| 0.00509547 | 1 | 4.0% |
| 0.0161064 | 1 | 4.0% |
| 0.02245837 | 1 | 4.0% |
| 9.73758443 | 1 | 4.0% |
| (Missing) | 15 |
| Value | Count | Frequency (%) |
| 0.00066017 | 1 | |
| 0.00509547 | 1 | |
| 0.0161064 | 1 | |
| 0.02245837 | 1 | |
| 0.10222595 | 1 | |
| 0.4197408 | 1 | |
| 1.03846032 | 1 | |
| 5.12568573 | 1 | |
| 6.23052759 | 1 | |
| 9.73758443 | 1 |
| Value | Count | Frequency (%) |
| 9.73758443 | 1 | |
| 6.23052759 | 1 | |
| 5.12568573 | 1 | |
| 1.03846032 | 1 | |
| 0.4197408 | 1 | |
| 0.10222595 | 1 | |
| 0.02245837 | 1 | |
| 0.0161064 | 1 | |
| 0.00509547 | 1 | |
| 0.00066017 | 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 | 8.3987521 |
| Minimum | 0 |
|---|---|
| Maximum | 63.778165 |
| Zeros | 1 |
| Zeros (%) | 4.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.04661586 |
| Q1 | 0.65465007 |
| median | 2.3784812 |
| Q3 | 5.0071001 |
| 95-th percentile | 38.866128 |
| Maximum | 63.778165 |
| Range | 63.778165 |
| Interquartile range (IQR) | 4.35245 |
Descriptive statistics
| Standard deviation | 17.652508 |
|---|---|
| Coefficient of variation (CV) | 2.1018013 |
| Kurtosis | 9.517994 |
| Mean | 8.3987521 |
| Median Absolute Deviation (MAD) | 1.9550577 |
| Skewness | 3.0258684 |
| Sum | 109.18378 |
| Variance | 311.61104 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 0.0 | 1 | 4.0% |
| 2.7 | 1 | 4.0% |
| 1.35 | 1 | 4.0% |
| 5.00710008 | 1 | 4.0% |
| 0.65465007 | 1 | 4.0% |
| 22.25810245 | 1 | 4.0% |
| 3.0 | 1 | 4.0% |
| 0.0776931 | 1 | 4.0% |
| 1.01583354 | 1 | 4.0% |
| 2.37848124 | 1 | 4.0% |
| Other values (3) | 3 | 12.0% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0.0 | 1 | |
| 0.0776931 | 1 | |
| 0.42342352 | 1 | |
| 0.65465007 | 1 | |
| 1.01583354 | 1 | |
| 1.35 | 1 | |
| 2.37848124 | 1 | |
| 2.7 | 1 | |
| 3.0 | 1 | |
| 5.00710008 | 1 |
| Value | Count | Frequency (%) |
| 63.77816547 | 1 | |
| 22.25810245 | 1 | |
| 6.54032817 | 1 | |
| 5.00710008 | 1 | |
| 3.0 | 1 | |
| 2.7 | 1 | |
| 2.37848124 | 1 | |
| 1.35 | 1 | |
| 1.01583354 | 1 | |
| 0.65465007 | 1 |
무등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 14 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 11 |
| Missing (%) | 44.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.601036 |
| Minimum | 0.00444164 |
|---|---|
| Maximum | 532.45244 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00444164 |
|---|---|
| 5-th percentile | 0.036218294 |
| Q1 | 0.193629 |
| median | 11.623477 |
| Q3 | 39.527398 |
| 95-th percentile | 242.70611 |
| Maximum | 532.45244 |
| Range | 532.448 |
| Interquartile range (IQR) | 39.333769 |
Descriptive statistics
| Standard deviation | 139.48446 |
|---|---|
| Coefficient of variation (CV) | 2.3802388 |
| Kurtosis | 12.48528 |
| Mean | 58.601036 |
| Median Absolute Deviation (MAD) | 11.55096 |
| Skewness | 3.4705287 |
| Sum | 820.4145 |
| Variance | 19455.914 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 7.94266076 | 1 | 4.0% |
| 86.68885187 | 1 | 4.0% |
| 0.19407952 | 1 | 4.0% |
| 79.15042217 | 1 | 4.0% |
| 15.30429239 | 1 | 4.0% |
| 0.00444164 | 1 | 4.0% |
| 0.09170482 | 1 | 4.0% |
| 36.82554587 | 1 | 4.0% |
| 532.4524438 | 1 | 4.0% |
| 0.0533288 | 1 | 4.0% |
| Other values (4) | 4 | 16.0% |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 0.00444164 | 1 | |
| 0.0533288 | 1 | |
| 0.09170482 | 1 | |
| 0.19347883 | 1 | |
| 0.19407952 | 1 | |
| 0.33384599 | 1 | |
| 7.94266076 | 1 | |
| 15.30429239 | 1 | |
| 20.75139217 | 1 | |
| 36.82554587 | 1 |
| Value | Count | Frequency (%) |
| 532.4524438 | 1 | |
| 86.68885187 | 1 | |
| 79.15042217 | 1 | |
| 40.42801584 | 1 | |
| 36.82554587 | 1 | |
| 20.75139217 | 1 | |
| 15.30429239 | 1 | |
| 7.94266076 | 1 | |
| 0.33384599 | 1 | |
| 0.19407952 | 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 | 1.000 | 1.000 | 0.888 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.949 | 0.960 | 1.000 |
| 2등급 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.896 | 0.531 | 0.396 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.723 | 0.956 | 1.000 |
| 3등급 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.888 | 0.552 | 0.396 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.531 | 1.000 |
| 4등급 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | NaN | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | NaN | 1.000 | 0.000 | 0.455 |
| 5등급 | 1.000 | 0.888 | 0.896 | 0.888 | 0.000 | 1.000 | 1.000 | 1.000 | 0.908 | 0.903 | 0.888 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 |
| 6등급 | 1.000 | 0.000 | 0.531 | 0.552 | 0.000 | 1.000 | 1.000 | 0.501 | 0.000 | 0.000 | 0.000 | 1.000 | 0.878 | 1.000 | 0.949 | 0.729 | 0.000 |
| 7등급 | 1.000 | 1.000 | 0.396 | 0.396 | NaN | 1.000 | 0.501 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.888 | 1.000 | 1.000 | 0.888 | NaN |
| 8등급 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.908 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.579 | 0.911 |
| 9등급 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.903 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.567 | 1.000 |
| 10등급 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.888 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.567 | 0.908 |
| 11등급 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 |
| 12등급 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.878 | 0.888 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 13등급 | 1.000 | 1.000 | 1.000 | 1.000 | NaN | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | NaN |
| 14등급 | 1.000 | 0.949 | 0.723 | 1.000 | 1.000 | 1.000 | 0.949 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.940 | 1.000 |
| 15등급 | 1.000 | 0.960 | 0.956 | 0.531 | 0.000 | 1.000 | 0.729 | 0.888 | 0.579 | 0.567 | 0.567 | 1.000 | 1.000 | 1.000 | 0.940 | 1.000 | 0.000 |
| 무등급 | 1.000 | 1.000 | 1.000 | 1.000 | 0.455 | 0.000 | 0.000 | NaN | 0.911 | 1.000 | 0.908 | 0.000 | 1.000 | NaN | 1.000 | 0.000 | 1.000 |
| 1등급 | 2등급 | 3등급 | 4등급 | 5등급 | 6등급 | 7등급 | 8등급 | 9등급 | 10등급 | 11등급 | 12등급 | 13등급 | 14등급 | 15등급 | 무등급 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1등급 | 1.000 | 0.952 | 0.964 | 0.939 | 0.810 | 0.612 | 0.817 | 0.864 | 0.864 | 0.955 | 0.714 | 0.867 | 0.733 | 0.810 | 0.794 | 0.915 |
| 2등급 | 0.952 | 1.000 | 0.915 | 0.964 | 0.750 | 0.700 | 0.786 | 0.888 | 0.937 | 0.991 | 0.600 | 0.905 | 0.810 | 0.733 | 0.550 | 0.950 |
| 3등급 | 0.964 | 0.915 | 1.000 | 0.909 | 0.857 | 0.612 | 0.786 | 0.891 | 0.903 | 0.903 | 0.771 | 0.950 | 0.690 | 0.857 | 0.833 | 0.983 |
| 4등급 | 0.939 | 0.964 | 0.909 | 1.000 | 0.667 | 0.533 | 0.571 | 0.873 | 1.000 | 0.976 | 0.600 | 0.857 | 0.571 | 0.714 | 0.533 | 0.883 |
| 5등급 | 0.810 | 0.750 | 0.857 | 0.667 | 1.000 | 0.915 | 0.964 | 0.873 | 0.648 | 0.714 | 1.000 | 0.952 | 0.905 | 0.967 | 0.857 | 0.850 |
| 6등급 | 0.612 | 0.700 | 0.612 | 0.533 | 0.915 | 1.000 | 0.867 | 0.762 | 0.527 | 0.697 | 1.000 | 0.818 | 0.915 | 0.881 | 0.261 | 0.758 |
| 7등급 | 0.817 | 0.786 | 0.786 | 0.571 | 0.964 | 0.867 | 1.000 | 0.915 | 0.612 | 0.800 | 1.000 | 0.905 | 0.933 | 1.000 | 0.643 | 0.881 |
| 8등급 | 0.864 | 0.888 | 0.891 | 0.873 | 0.873 | 0.762 | 0.915 | 1.000 | 0.793 | 0.885 | 0.771 | 0.964 | 0.891 | 0.842 | 0.476 | 0.783 |
| 9등급 | 0.864 | 0.937 | 0.903 | 1.000 | 0.648 | 0.527 | 0.612 | 0.793 | 1.000 | 0.895 | 0.600 | 0.842 | 0.527 | 0.683 | 0.564 | 0.864 |
| 10등급 | 0.955 | 0.991 | 0.903 | 0.976 | 0.714 | 0.697 | 0.800 | 0.885 | 0.895 | 1.000 | 0.600 | 0.850 | 0.783 | 0.714 | 0.391 | 0.609 |
| 11등급 | 0.714 | 0.600 | 0.771 | 0.600 | 1.000 | 1.000 | 1.000 | 0.771 | 0.600 | 0.600 | 1.000 | 0.886 | 1.000 | 0.943 | 0.900 | 0.771 |
| 12등급 | 0.867 | 0.905 | 0.950 | 0.857 | 0.952 | 0.818 | 0.905 | 0.964 | 0.842 | 0.850 | 0.886 | 1.000 | 0.883 | 0.964 | 0.717 | 0.967 |
| 13등급 | 0.733 | 0.810 | 0.690 | 0.571 | 0.905 | 0.915 | 0.933 | 0.891 | 0.527 | 0.783 | 1.000 | 0.883 | 1.000 | 0.943 | 0.367 | 0.817 |
| 14등급 | 0.810 | 0.733 | 0.857 | 0.714 | 0.967 | 0.881 | 1.000 | 0.842 | 0.683 | 0.714 | 0.943 | 0.964 | 0.943 | 1.000 | 0.750 | 0.905 |
| 15등급 | 0.794 | 0.550 | 0.833 | 0.533 | 0.857 | 0.261 | 0.643 | 0.476 | 0.564 | 0.391 | 0.900 | 0.717 | 0.367 | 0.750 | 1.000 | 0.855 |
| 무등급 | 0.915 | 0.950 | 0.983 | 0.883 | 0.850 | 0.758 | 0.881 | 0.783 | 0.864 | 0.609 | 0.771 | 0.967 | 0.817 | 0.905 | 0.855 | 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 | 0.106646 | 0.435386 | 0.035544 | 0.725365 | <NA> | 8.051145 | 0.478777 | 3.326247 | 1.119079 | 1.109993 | <NA> | 0.325459 | 14.676644 | <NA> | 0.0 | <NA> |
| 1 | 기금건설자금대출보증(주택,준주택) | 0.191979 | <NA> | <NA> | <NA> | <NA> | 6.851382 | 2.693356 | 0.616387 | 0.143894 | 1.410465 | <NA> | 0.292939 | 12.96994 | <NA> | 2.7 | 7.942661 |
| 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> | 0.572648 | 2.342353 | <NA> | 0.688788 | <NA> | <NA> | <NA> | <NA> | <NA> | 0.419741 | <NA> | <NA> |
| 4 | 리모델링사업비보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 86.688852 |
| 5 | 리츠회사채보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 0.01053 | 0.02582 | 0.014064 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 6 | 모기지보증 | <NA> | <NA> | <NA> | <NA> | 0.212514 | 0.028976 | <NA> | 0.135553 | 0.079111 | <NA> | <NA> | 0.193265 | 0.264101 | <NA> | 1.35 | 0.19408 |
| 7 | 수요자중심형도시재생지원자금보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 0.112419 | <NA> | 0.006252 | <NA> | <NA> | <NA> | <NA> | 5.0071 | 79.150422 |
| 8 | 수요자중심형도시재생지원자금특례보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 15.304292 |
| 9 | 오피스텔분양보증 | <NA> | <NA> | 0.005238 | 0.019632 | <NA> | <NA> | <NA> | 0.003436 | <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) | 0.114065 | 0.114627 | 0.475215 | 0.037001 | 2.186209 | 1.40309 | 1.093105 | 1.537354 | 0.437339 | 0.18802 | 1.435402 | 4.150429 | 7.53049 | 5.125686 | 22.258102 | 36.825546 |
| 16 | 임대주택매입자금보증 | <NA> | 0.008618 | <NA> | <NA> | 0.141676 | <NA> | <NA> | 1.51045 | 0.142401 | <NA> | <NA> | <NA> | <NA> | 1.03846 | <NA> | <NA> |
| 17 | 조합사업비대출보증 | 6.839237 | 6.792608 | 32.046105 | 147.530149 | 0.671072 | 0.219596 | <NA> | 49.531106 | 262.786468 | 26.691099 | 0.892228 | 8.788154 | <NA> | 6.230528 | 3.0 | 532.452444 |
| 18 | 조합주택시공보증 | 0.004143 | 0.003383 | 0.009666 | 0.022093 | 0.002781 | 0.003412 | 0.00558 | 0.019003 | 0.058382 | 0.014205 | <NA> | 0.017702 | 0.002073 | 0.005095 | 0.077693 | 0.053329 |
| 19 | 주상복합주택분양보증 | 0.052248 | 0.099296 | 0.068193 | 0.288691 | 0.106318 | 0.099845 | 0.104144 | 0.031207 | 0.575995 | 0.186827 | <NA> | <NA> | 0.111633 | <NA> | 1.015834 | 0.193479 |
| 20 | 주택분양보증 | 0.133846 | 0.230716 | 0.212568 | 1.079222 | 0.010348 | 0.002571 | 0.061974 | 0.290344 | 1.332483 | 0.285843 | 0.192367 | 0.185153 | 0.045475 | 0.016106 | 2.378481 | 0.333846 |
| 21 | 주택임대보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 0.423424 | <NA> |
| 22 | 하도급대금지급보증 | 4.607282 | 2.818068 | 0.603243 | 8.540612 | <NA> | <NA> | <NA> | 2.392115 | 19.849463 | 2.354587 | <NA> | <NA> | <NA> | 0.022458 | 6.540328 | 20.751392 |
| 23 | 하자보수보증 | 9.505623 | 5.557257 | 7.569248 | 13.387023 | 13.418164 | 7.131052 | 12.476484 | 29.493343 | 41.677562 | 14.989775 | 30.264349 | 30.973084 | 20.720617 | 9.737584 | 63.778165 | 40.428016 |
| 24 | 후분양대출보증 | <NA> | 0.014363 | <NA> | <NA> | <NA> | <NA> | <NA> | 0.322746 | 0.02637 | 0.021541 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |