Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 25 |
| Missing cells | 217 |
| Missing cells (%) | 51.1% |
| 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 : 23.11.30. 기준 |
|---|---|
| Author | 주택도시보증공사 |
| URL | https://www.data.go.kr/data/15126173/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 12 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 14 other fields | High correlation |
9등급 is highly overall correlated with 1등급 and 13 other fields | High correlation |
10등급 is highly overall correlated with 1등급 and 14 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 12 other fields | High correlation |
13등급 is highly overall correlated with 1등급 and 14 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 11 other fields | High correlation |
무등급 is highly overall correlated with 1등급 and 13 other fields | High correlation |
1등급 has 14 (56.0%) missing values | Missing |
2등급 has 12 (48.0%) missing values | Missing |
3등급 has 14 (56.0%) missing values | Missing |
4등급 has 14 (56.0%) missing values | Missing |
5등급 has 12 (48.0%) missing values | Missing |
6등급 has 10 (40.0%) missing values | Missing |
7등급 has 7 (28.0%) missing values | Missing |
8등급 has 13 (52.0%) missing values | Missing |
9등급 has 14 (56.0%) missing values | Missing |
10등급 has 15 (60.0%) missing values | Missing |
11등급 has 16 (64.0%) missing values | Missing |
12등급 has 14 (56.0%) missing values | Missing |
13등급 has 15 (60.0%) missing values | Missing |
14등급 has 18 (72.0%) missing values | Missing |
15등급 has 14 (56.0%) missing values | Missing |
무등급 has 15 (60.0%) missing values | Missing |
상품명 has unique values | Unique |
15등급 has 1 (4.0%) zeros | Zeros |
Reproduction
| Analysis started | 2024-01-14 13:29:54.146471 |
|---|---|
| Analysis finished | 2024-01-14 13:30:31.108878 |
| Duration | 36.96 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 | 10.619859 |
| Minimum | 0.00028914 |
|---|---|
| Maximum | 94.679065 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00028914 |
|---|---|
| 5-th percentile | 0.001582395 |
| Q1 | 0.014630785 |
| median | 0.17215263 |
| Q3 | 4.660063 |
| 95-th percentile | 53.35361 |
| Maximum | 94.679065 |
| Range | 94.678776 |
| Interquartile range (IQR) | 4.6454322 |
Descriptive statistics
| Standard deviation | 28.183367 |
|---|---|
| Coefficient of variation (CV) | 2.6538362 |
| Kurtosis | 10.369086 |
| Mean | 10.619859 |
| Median Absolute Deviation (MAD) | 0.17186349 |
| Skewness | 3.1931557 |
| Sum | 116.81845 |
| Variance | 794.30215 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0.5617727 | 1 | 4.0% |
| 0.00287565 | 1 | 4.0% |
| 0.00028914 | 1 | 4.0% |
| 0.01142225 | 1 | 4.0% |
| 0.02475462 | 1 | 4.0% |
| 94.67906549 | 1 | 4.0% |
| 0.01783932 | 1 | 4.0% |
| 0.17215263 | 1 | 4.0% |
| 0.72074874 | 1 | 4.0% |
| 8.59937732 | 1 | 4.0% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 0.00028914 | 1 | |
| 0.00287565 | 1 | |
| 0.01142225 | 1 | |
| 0.01783932 | 1 | |
| 0.02475462 | 1 | |
| 0.17215263 | 1 | |
| 0.5617727 | 1 | |
| 0.72074874 | 1 | |
| 8.59937732 | 1 | |
| 12.02815382 | 1 |
| Value | Count | Frequency (%) |
| 94.67906549 | 1 | |
| 12.02815382 | 1 | |
| 8.59937732 | 1 | |
| 0.72074874 | 1 | |
| 0.5617727 | 1 | |
| 0.17215263 | 1 | |
| 0.02475462 | 1 | |
| 0.01783932 | 1 | |
| 0.01142225 | 1 | |
| 0.00287565 | 1 |
2등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 13 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12 |
| Missing (%) | 48.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9629175 |
| Minimum | 0.00136609 |
|---|---|
| Maximum | 27.739944 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00136609 |
|---|---|
| 5-th percentile | 0.003192052 |
| Q1 | 0.00871538 |
| median | 0.1795311 |
| Q3 | 0.56226283 |
| 95-th percentile | 15.924374 |
| Maximum | 27.739944 |
| Range | 27.738578 |
| Interquartile range (IQR) | 0.55354745 |
Descriptive statistics
| Standard deviation | 7.7590087 |
|---|---|
| Coefficient of variation (CV) | 2.6187056 |
| Kurtosis | 10.460493 |
| Mean | 2.9629175 |
| Median Absolute Deviation (MAD) | 0.17113536 |
| Skewness | 3.1858043 |
| Sum | 38.517928 |
| Variance | 60.202215 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 0.1795311 | 1 | 4.0% |
| 0.00440936 | 1 | 4.0% |
| 0.00136609 | 1 | 4.0% |
| 0.00871538 | 1 | 4.0% |
| 1.33317366 | 1 | 4.0% |
| 0.00839574 | 1 | 4.0% |
| 0.32944921 | 1 | 4.0% |
| 27.73994395 | 1 | 4.0% |
| 0.00999707 | 1 | 4.0% |
| 0.07415992 | 1 | 4.0% |
| Other values (3) | 3 | 12.0% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0.00136609 | 1 | |
| 0.00440936 | 1 | |
| 0.00839574 | 1 | |
| 0.00871538 | 1 | |
| 0.00999707 | 1 | |
| 0.07415992 | 1 | |
| 0.1795311 | 1 | |
| 0.21919711 | 1 | |
| 0.32944921 | 1 | |
| 0.56226283 | 1 |
| Value | Count | Frequency (%) |
| 27.73994395 | 1 | |
| 8.04732659 | 1 | |
| 1.33317366 | 1 | |
| 0.56226283 | 1 | |
| 0.32944921 | 1 | |
| 0.21919711 | 1 | |
| 0.1795311 | 1 | |
| 0.07415992 | 1 | |
| 0.00999707 | 1 | |
| 0.00871538 | 1 |
3등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 56.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5609532 |
| Minimum | 0.00018594 |
|---|---|
| Maximum | 7.7249535 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00018594 |
|---|---|
| 5-th percentile | 0.00137448 |
| Q1 | 0.009204205 |
| median | 0.13170004 |
| Q3 | 1.6028953 |
| 95-th percentile | 6.7583395 |
| Maximum | 7.7249535 |
| Range | 7.7247675 |
| Interquartile range (IQR) | 1.5936911 |
Descriptive statistics
| Standard deviation | 2.736086 |
|---|---|
| Coefficient of variation (CV) | 1.7528303 |
| Kurtosis | 1.7378002 |
| Mean | 1.5609532 |
| Median Absolute Deviation (MAD) | 0.12913702 |
| Skewness | 1.7107184 |
| Sum | 17.170485 |
| Variance | 7.4861663 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0.32986278 | 1 | 4.0% |
| 0.00018594 | 1 | 4.0% |
| 0.01028397 | 1 | 4.0% |
| 0.13170004 | 1 | 4.0% |
| 0.00812444 | 1 | 4.0% |
| 7.72495347 | 1 | 4.0% |
| 0.00256302 | 1 | 4.0% |
| 0.10206404 | 1 | 4.0% |
| 0.19309387 | 1 | 4.0% |
| 2.87592791 | 1 | 4.0% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 0.00018594 | 1 | |
| 0.00256302 | 1 | |
| 0.00812444 | 1 | |
| 0.01028397 | 1 | |
| 0.10206404 | 1 | |
| 0.13170004 | 1 | |
| 0.19309387 | 1 | |
| 0.32986278 | 1 | |
| 2.87592791 | 1 | |
| 5.79172547 | 1 |
| Value | Count | Frequency (%) |
| 7.72495347 | 1 | |
| 5.79172547 | 1 | |
| 2.87592791 | 1 | |
| 0.32986278 | 1 | |
| 0.19309387 | 1 | |
| 0.13170004 | 1 | |
| 0.10206404 | 1 | |
| 0.01028397 | 1 | |
| 0.00812444 | 1 | |
| 0.00256302 | 1 |
4등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 56.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9978564 |
| Minimum | 0.00045543 |
|---|---|
| Maximum | 10.937309 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00045543 |
|---|---|
| 5-th percentile | 0.001622835 |
| Q1 | 0.02439963 |
| median | 0.08977576 |
| Q3 | 2.6419486 |
| 95-th percentile | 8.1903774 |
| Maximum | 10.937309 |
| Range | 10.936853 |
| Interquartile range (IQR) | 2.617549 |
Descriptive statistics
| Standard deviation | 3.6275721 |
|---|---|
| Coefficient of variation (CV) | 1.8157322 |
| Kurtosis | 2.9640674 |
| Mean | 1.9978564 |
| Median Absolute Deviation (MAD) | 0.08137908 |
| Skewness | 1.862104 |
| Sum | 21.97642 |
| Variance | 13.159279 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0.08977576 | 1 | 4.0% |
| 0.04040258 | 1 | 4.0% |
| 0.00045543 | 1 | 4.0% |
| 0.00839668 | 1 | 4.0% |
| 0.0992593 | 1 | 4.0% |
| 5.11766007 | 1 | 4.0% |
| 0.00279024 | 1 | 4.0% |
| 0.07068787 | 1 | 4.0% |
| 0.16623719 | 1 | 4.0% |
| 5.44344633 | 1 | 4.0% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 0.00045543 | 1 | |
| 0.00279024 | 1 | |
| 0.00839668 | 1 | |
| 0.04040258 | 1 | |
| 0.07068787 | 1 | |
| 0.08977576 | 1 | |
| 0.0992593 | 1 | |
| 0.16623719 | 1 | |
| 5.11766007 | 1 | |
| 5.44344633 | 1 |
| Value | Count | Frequency (%) |
| 10.93730851 | 1 | |
| 5.44344633 | 1 | |
| 5.11766007 | 1 | |
| 0.16623719 | 1 | |
| 0.0992593 | 1 | |
| 0.08977576 | 1 | |
| 0.07068787 | 1 | |
| 0.04040258 | 1 | |
| 0.00839668 | 1 | |
| 0.00279024 | 1 |
5등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 13 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12 |
| Missing (%) | 48.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0199084 |
| Minimum | 0.00037181 |
|---|---|
| Maximum | 19.830395 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00037181 |
|---|---|
| 5-th percentile | 0.003685334 |
| Q1 | 0.01323948 |
| median | 0.20510408 |
| Q3 | 0.98945838 |
| 95-th percentile | 16.884791 |
| Maximum | 19.830395 |
| Range | 19.830024 |
| Interquartile range (IQR) | 0.9762189 |
Descriptive statistics
| Standard deviation | 6.4777305 |
|---|---|
| Coefficient of variation (CV) | 2.145009 |
| Kurtosis | 3.9479346 |
| Mean | 3.0199084 |
| Median Absolute Deviation (MAD) | 0.19920973 |
| Skewness | 2.250481 |
| Sum | 39.258809 |
| Variance | 41.960993 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 0.82447777 | 1 | 4.0% |
| 0.98945838 | 1 | 4.0% |
| 0.00589435 | 1 | 4.0% |
| 0.00037181 | 1 | 4.0% |
| 0.01028173 | 1 | 4.0% |
| 0.20510408 | 1 | 4.0% |
| 19.83039532 | 1 | 4.0% |
| 0.01323948 | 1 | 4.0% |
| 0.07703052 | 1 | 4.0% |
| 0.2553086 | 1 | 4.0% |
| Other values (3) | 3 | 12.0% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0.00037181 | 1 | |
| 0.00589435 | 1 | |
| 0.01028173 | 1 | |
| 0.01323948 | 1 | |
| 0.02030668 | 1 | |
| 0.07703052 | 1 | |
| 0.20510408 | 1 | |
| 0.2553086 | 1 | |
| 0.82447777 | 1 | |
| 0.98945838 | 1 |
| Value | Count | Frequency (%) |
| 19.83039532 | 1 | |
| 14.9210552 | 1 | |
| 2.10588511 | 1 | |
| 0.98945838 | 1 | |
| 0.82447777 | 1 | |
| 0.2553086 | 1 | |
| 0.20510408 | 1 | |
| 0.07703052 | 1 | |
| 0.02030668 | 1 | |
| 0.01323948 | 1 |
6등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 15 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 10 |
| Missing (%) | 40.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.624455 |
| Minimum | 0.00295845 |
|---|---|
| Maximum | 269.31694 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00295845 |
|---|---|
| 5-th percentile | 0.010168583 |
| Q1 | 0.04371564 |
| median | 0.30283015 |
| Q3 | 1.4874689 |
| 95-th percentile | 119.90972 |
| Maximum | 269.31694 |
| Range | 269.31398 |
| Interquartile range (IQR) | 1.4437533 |
Descriptive statistics
| Standard deviation | 69.632269 |
|---|---|
| Coefficient of variation (CV) | 2.9474656 |
| Kurtosis | 13.284918 |
| Mean | 23.624455 |
| Median Absolute Deviation (MAD) | 0.28957151 |
| Skewness | 3.5918968 |
| Sum | 354.36683 |
| Variance | 4848.6529 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 0.80747731 | 1 | 4.0% |
| 0.30283015 | 1 | 4.0% |
| 0.01325864 | 1 | 4.0% |
| 0.05966392 | 1 | 4.0% |
| 0.03168928 | 1 | 4.0% |
| 0.00295845 | 1 | 4.0% |
| 0.03776148 | 1 | 4.0% |
| 0.42468872 | 1 | 4.0% |
| 0.11932784 | 1 | 4.0% |
| 269.3169393 | 1 | 4.0% |
| Other values (5) | 5 | |
| (Missing) | 10 |
| Value | Count | Frequency (%) |
| 0.00295845 | 1 | |
| 0.01325864 | 1 | |
| 0.03168928 | 1 | |
| 0.03776148 | 1 | |
| 0.0496698 | 1 | |
| 0.05966392 | 1 | |
| 0.11932784 | 1 | |
| 0.30283015 | 1 | |
| 0.42468872 | 1 | |
| 0.80747731 | 1 |
| Value | Count | Frequency (%) |
| 269.3169393 | 1 | |
| 55.8780611 | 1 | |
| 24.34756327 | 1 | |
| 2.08570057 | 1 | |
| 0.88923729 | 1 | |
| 0.80747731 | 1 | |
| 0.42468872 | 1 | |
| 0.30283015 | 1 | |
| 0.11932784 | 1 | |
| 0.05966392 | 1 |
7등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 18 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 7 |
| Missing (%) | 28.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.0306277 |
| Minimum | 0.00289234 |
|---|---|
| Maximum | 41.881311 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00289234 |
|---|---|
| 5-th percentile | 0.003038064 |
| Q1 | 0.10945934 |
| median | 0.26524746 |
| Q3 | 1.5430634 |
| 95-th percentile | 34.255703 |
| Maximum | 41.881311 |
| Range | 41.878418 |
| Interquartile range (IQR) | 1.4336041 |
Descriptive statistics
| Standard deviation | 11.980739 |
|---|---|
| Coefficient of variation (CV) | 2.3815595 |
| Kurtosis | 6.3761418 |
| Mean | 5.0306277 |
| Median Absolute Deviation (MAD) | 0.255602 |
| Skewness | 2.7039495 |
| Sum | 90.551298 |
| Variance | 143.5381 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 1.58823112 | 1 | 4.0% |
| 0.24340704 | 1 | 4.0% |
| 32.91000799 | 1 | 4.0% |
| 5.16406014 | 1 | 4.0% |
| 0.28708787 | 1 | 4.0% |
| 0.11989912 | 1 | 4.0% |
| 0.0223965 | 1 | 4.0% |
| 41.88131079 | 1 | 4.0% |
| 5.10603794 | 1 | 4.0% |
| 0.96364061 | 1 | 4.0% |
| Other values (8) | 8 | |
| (Missing) | 7 |
| Value | Count | Frequency (%) |
| 0.00289234 | 1 | |
| 0.00306378 | 1 | |
| 0.01622714 | 1 | |
| 0.0223965 | 1 | |
| 0.10597941 | 1 | |
| 0.11989912 | 1 | |
| 0.14604424 | 1 | |
| 0.16175586 | 1 | |
| 0.24340704 | 1 | |
| 0.28708787 | 1 |
| Value | Count | Frequency (%) |
| 41.88131079 | 1 | |
| 32.91000799 | 1 | |
| 5.16406014 | 1 | |
| 5.10603794 | 1 | |
| 1.58823112 | 1 | |
| 1.40756022 | 1 | |
| 0.96364061 | 1 | |
| 0.42169579 | 1 | |
| 0.28708787 | 1 | |
| 0.24340704 | 1 |
8등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 12 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 13 |
| Missing (%) | 52.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5368648 |
| Minimum | 0.00102234 |
|---|---|
| Maximum | 13.703917 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00102234 |
|---|---|
| 5-th percentile | 0.0034742565 |
| Q1 | 0.01923321 |
| median | 0.08136098 |
| Q3 | 0.77380806 |
| 95-th percentile | 7.4137807 |
| Maximum | 13.703917 |
| Range | 13.702895 |
| Interquartile range (IQR) | 0.75457485 |
Descriptive statistics
| Standard deviation | 3.8909869 |
|---|---|
| Coefficient of variation (CV) | 2.5317691 |
| Kurtosis | 11.058627 |
| Mean | 1.5368648 |
| Median Absolute Deviation (MAD) | 0.078109625 |
| Skewness | 3.2883845 |
| Sum | 18.442378 |
| Variance | 15.139779 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0.40304171 | 1 | 4.0% |
| 2.26730539 | 1 | 4.0% |
| 0.6449225 | 1 | 4.0% |
| 0.00992682 | 1 | 4.0% |
| 0.02233534 | 1 | 4.0% |
| 0.00102234 | 1 | 4.0% |
| 0.09424072 | 1 | 4.0% |
| 1.16046473 | 1 | 4.0% |
| 0.00548037 | 1 | 4.0% |
| 0.06123957 | 1 | 4.0% |
| Other values (2) | 2 | 8.0% |
| (Missing) | 13 |
| Value | Count | Frequency (%) |
| 0.00102234 | 1 | |
| 0.00548037 | 1 | |
| 0.00992682 | 1 | |
| 0.02233534 | 1 | |
| 0.06123957 | 1 | |
| 0.06848124 | 1 | |
| 0.09424072 | 1 | |
| 0.40304171 | 1 | |
| 0.6449225 | 1 | |
| 1.16046473 | 1 |
| Value | Count | Frequency (%) |
| 13.70391712 | 1 | |
| 2.26730539 | 1 | |
| 1.16046473 | 1 | |
| 0.6449225 | 1 | |
| 0.40304171 | 1 | |
| 0.09424072 | 1 | |
| 0.06848124 | 1 | |
| 0.06123957 | 1 | |
| 0.02233534 | 1 | |
| 0.00992682 | 1 |
9등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 56.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0487821 |
| Minimum | 0.00208375 |
|---|---|
| Maximum | 7.704997 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00208375 |
|---|---|
| 5-th percentile | 0.0024781 |
| Q1 | 0.0332898 |
| median | 0.08194737 |
| Q3 | 3.5690054 |
| 95-th percentile | 6.9948261 |
| Maximum | 7.704997 |
| Range | 7.7029132 |
| Interquartile range (IQR) | 3.5357156 |
Descriptive statistics
| Standard deviation | 2.9287188 |
|---|---|
| Coefficient of variation (CV) | 1.4294926 |
| Kurtosis | -0.27972942 |
| Mean | 2.0487821 |
| Median Absolute Deviation (MAD) | 0.07986362 |
| Skewness | 1.1795883 |
| Sum | 22.536603 |
| Variance | 8.5773937 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 6.28465521 | 1 | 4.0% |
| 5.32393074 | 1 | 4.0% |
| 1.81408009 | 1 | 4.0% |
| 0.08194737 | 1 | 4.0% |
| 0.00208375 | 1 | 4.0% |
| 0.0179466 | 1 | 4.0% |
| 0.0576275 | 1 | 4.0% |
| 1.1978293 | 1 | 4.0% |
| 0.00287245 | 1 | 4.0% |
| 0.048633 | 1 | 4.0% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 0.00208375 | 1 | |
| 0.00287245 | 1 | |
| 0.0179466 | 1 | |
| 0.048633 | 1 | |
| 0.0576275 | 1 | |
| 0.08194737 | 1 | |
| 1.1978293 | 1 | |
| 1.81408009 | 1 | |
| 5.32393074 | 1 | |
| 6.28465521 | 1 |
| Value | Count | Frequency (%) |
| 7.70499698 | 1 | |
| 6.28465521 | 1 | |
| 5.32393074 | 1 | |
| 1.81408009 | 1 | |
| 1.1978293 | 1 | |
| 0.08194737 | 1 | |
| 0.0576275 | 1 | |
| 0.048633 | 1 | |
| 0.0179466 | 1 | |
| 0.00287245 | 1 |
10등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 15 |
| Missing (%) | 60.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3278712 |
| Minimum | 0.00178301 |
|---|---|
| Maximum | 10.682115 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00178301 |
|---|---|
| 5-th percentile | 0.0020340245 |
| Q1 | 0.017654287 |
| median | 0.10200174 |
| Q3 | 0.31264594 |
| 95-th percentile | 6.6683298 |
| Maximum | 10.682115 |
| Range | 10.680332 |
| Interquartile range (IQR) | 0.29499165 |
Descriptive statistics
| Standard deviation | 3.3296026 |
|---|---|
| Coefficient of variation (CV) | 2.5074742 |
| Kurtosis | 9.2907486 |
| Mean | 1.3278712 |
| Median Absolute Deviation (MAD) | 0.099939825 |
| Skewness | 3.0234796 |
| Sum | 13.278712 |
| Variance | 11.086254 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.23373154 | 1 | 4.0% |
| 0.00178301 | 1 | 4.0% |
| 0.0704426 | 1 | 4.0% |
| 1.76259201 | 1 | 4.0% |
| 0.13356088 | 1 | 4.0% |
| 0.33895074 | 1 | 4.0% |
| 0.00234082 | 1 | 4.0% |
| 0.04448331 | 1 | 4.0% |
| 0.00871128 | 1 | 4.0% |
| 10.68211533 | 1 | 4.0% |
| (Missing) | 15 |
| Value | Count | Frequency (%) |
| 0.00178301 | 1 | |
| 0.00234082 | 1 | |
| 0.00871128 | 1 | |
| 0.04448331 | 1 | |
| 0.0704426 | 1 | |
| 0.13356088 | 1 | |
| 0.23373154 | 1 | |
| 0.33895074 | 1 | |
| 1.76259201 | 1 | |
| 10.68211533 | 1 |
| Value | Count | Frequency (%) |
| 10.68211533 | 1 | |
| 1.76259201 | 1 | |
| 0.33895074 | 1 | |
| 0.23373154 | 1 | |
| 0.13356088 | 1 | |
| 0.0704426 | 1 | |
| 0.04448331 | 1 | |
| 0.00871128 | 1 | |
| 0.00234082 | 1 | |
| 0.00178301 | 1 |
11등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 9 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 16 |
| Missing (%) | 64.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3103092 |
| Minimum | 0.00062236 |
|---|---|
| Maximum | 10.590579 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00062236 |
|---|---|
| 5-th percentile | 0.001517264 |
| Q1 | 0.02117195 |
| median | 0.23556255 |
| Q3 | 3.9080563 |
| 95-th percentile | 8.3419066 |
| Maximum | 10.590579 |
| Range | 10.589957 |
| Interquartile range (IQR) | 3.8868844 |
Descriptive statistics
| Standard deviation | 3.6246932 |
|---|---|
| Coefficient of variation (CV) | 1.5689213 |
| Kurtosis | 3.0130831 |
| Mean | 2.3103092 |
| Median Absolute Deviation (MAD) | 0.23494019 |
| Skewness | 1.7943235 |
| Sum | 20.792782 |
| Variance | 13.138401 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0.23556255 | 1 | 4.0% |
| 0.00062236 | 1 | 4.0% |
| 0.08605525 | 1 | 4.0% |
| 3.9080563 | 1 | 4.0% |
| 0.97897752 | 1 | 4.0% |
| 4.96889761 | 1 | 4.0% |
| 0.00285962 | 1 | 4.0% |
| 0.02117195 | 1 | 4.0% |
| 10.59057919 | 1 | 4.0% |
| (Missing) | 16 |
| Value | Count | Frequency (%) |
| 0.00062236 | 1 | |
| 0.00285962 | 1 | |
| 0.02117195 | 1 | |
| 0.08605525 | 1 | |
| 0.23556255 | 1 | |
| 0.97897752 | 1 | |
| 3.9080563 | 1 | |
| 4.96889761 | 1 | |
| 10.59057919 | 1 |
| Value | Count | Frequency (%) |
| 10.59057919 | 1 | |
| 4.96889761 | 1 | |
| 3.9080563 | 1 | |
| 0.97897752 | 1 | |
| 0.23556255 | 1 | |
| 0.08605525 | 1 | |
| 0.02117195 | 1 | |
| 0.00285962 | 1 | |
| 0.00062236 | 1 |
12등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 56.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9424502 |
| Minimum | 0.00174543 |
|---|---|
| Maximum | 22.371674 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00174543 |
|---|---|
| 5-th percentile | 0.00220224 |
| Q1 | 0.12832333 |
| median | 0.7143451 |
| Q3 | 8.5609399 |
| 95-th percentile | 17.363342 |
| Maximum | 22.371674 |
| Range | 22.369929 |
| Interquartile range (IQR) | 8.4326165 |
Descriptive statistics
| Standard deviation | 7.3661169 |
|---|---|
| Coefficient of variation (CV) | 1.4903776 |
| Kurtosis | 2.039632 |
| Mean | 4.9424502 |
| Median Absolute Deviation (MAD) | 0.71168605 |
| Skewness | 1.5918117 |
| Sum | 54.366952 |
| Variance | 54.259678 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 12.3550098 | 1 | 4.0% |
| 10.71609113 | 1 | 4.0% |
| 1.29401855 | 1 | 4.0% |
| 0.24897355 | 1 | 4.0% |
| 0.00265905 | 1 | 4.0% |
| 0.7143451 | 1 | 4.0% |
| 6.40578857 | 1 | 4.0% |
| 0.00174543 | 1 | 4.0% |
| 0.21836529 | 1 | 4.0% |
| 0.03828138 | 1 | 4.0% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 0.00174543 | 1 | |
| 0.00265905 | 1 | |
| 0.03828138 | 1 | |
| 0.21836529 | 1 | |
| 0.24897355 | 1 | |
| 0.7143451 | 1 | |
| 1.29401855 | 1 | |
| 6.40578857 | 1 | |
| 10.71609113 | 1 | |
| 12.3550098 | 1 |
| Value | Count | Frequency (%) |
| 22.37167415 | 1 | |
| 12.3550098 | 1 | |
| 10.71609113 | 1 | |
| 6.40578857 | 1 | |
| 1.29401855 | 1 | |
| 0.7143451 | 1 | |
| 0.24897355 | 1 | |
| 0.21836529 | 1 | |
| 0.03828138 | 1 | |
| 0.00265905 | 1 |
13등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 15 |
| Missing (%) | 60.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4792265 |
| Minimum | 0.00212879 |
|---|---|
| Maximum | 30.454145 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00212879 |
|---|---|
| 5-th percentile | 0.0026302385 |
| Q1 | 0.057126018 |
| median | 0.1855255 |
| Q3 | 0.36989977 |
| 95-th percentile | 18.169708 |
| Maximum | 30.454145 |
| Range | 30.452016 |
| Interquartile range (IQR) | 0.31277376 |
Descriptive statistics
| Standard deviation | 9.5258706 |
|---|---|
| Coefficient of variation (CV) | 2.7379277 |
| Kurtosis | 9.7211628 |
| Mean | 3.4792265 |
| Median Absolute Deviation (MAD) | 0.1639532 |
| Skewness | 3.1060392 |
| Sum | 34.792265 |
| Variance | 90.742211 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.24659988 | 1 | 4.0% |
| 0.24292676 | 1 | 4.0% |
| 0.00324312 | 1 | 4.0% |
| 0.03990148 | 1 | 4.0% |
| 0.12812425 | 1 | 4.0% |
| 3.15539708 | 1 | 4.0% |
| 0.41099974 | 1 | 4.0% |
| 0.00212879 | 1 | 4.0% |
| 0.10879963 | 1 | 4.0% |
| 30.45414476 | 1 | 4.0% |
| (Missing) | 15 |
| Value | Count | Frequency (%) |
| 0.00212879 | 1 | |
| 0.00324312 | 1 | |
| 0.03990148 | 1 | |
| 0.10879963 | 1 | |
| 0.12812425 | 1 | |
| 0.24292676 | 1 | |
| 0.24659988 | 1 | |
| 0.41099974 | 1 | |
| 3.15539708 | 1 | |
| 30.45414476 | 1 |
| Value | Count | Frequency (%) |
| 30.45414476 | 1 | |
| 3.15539708 | 1 | |
| 0.41099974 | 1 | |
| 0.24659988 | 1 | |
| 0.24292676 | 1 | |
| 0.12812425 | 1 | |
| 0.10879963 | 1 | |
| 0.03990148 | 1 | |
| 0.00324312 | 1 | |
| 0.00212879 | 1 |
14등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 7 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 18 |
| Missing (%) | 72.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9111491 |
| Minimum | 0.00112888 |
|---|---|
| Maximum | 32.16288 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00112888 |
|---|---|
| 5-th percentile | 0.001568278 |
| Q1 | 0.06024448 |
| median | 0.3121914 |
| Q3 | 0.89067714 |
| 95-th percentile | 22.823095 |
| Maximum | 32.16288 |
| Range | 32.161751 |
| Interquartile range (IQR) | 0.83043266 |
Descriptive statistics
| Standard deviation | 12.023256 |
|---|---|
| Coefficient of variation (CV) | 2.4481554 |
| Kurtosis | 6.9761867 |
| Mean | 4.9111491 |
| Median Absolute Deviation (MAD) | 0.31106252 |
| Skewness | 2.6398964 |
| Sum | 34.378044 |
| Variance | 144.55869 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0.00112888 | 1 | 4.0% |
| 0.3121914 | 1 | 4.0% |
| 1.03026369 | 1 | 4.0% |
| 0.75109059 | 1 | 4.0% |
| 0.00259354 | 1 | 4.0% |
| 0.11789542 | 1 | 4.0% |
| 32.16288032 | 1 | 4.0% |
| (Missing) | 18 |
| Value | Count | Frequency (%) |
| 0.00112888 | 1 | |
| 0.00259354 | 1 | |
| 0.11789542 | 1 | |
| 0.3121914 | 1 | |
| 0.75109059 | 1 | |
| 1.03026369 | 1 | |
| 32.16288032 | 1 |
| Value | Count | Frequency (%) |
| 32.16288032 | 1 | |
| 1.03026369 | 1 | |
| 0.75109059 | 1 | |
| 0.3121914 | 1 | |
| 0.11789542 | 1 | |
| 0.00259354 | 1 | |
| 0.00112888 | 1 |
15등급
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 11 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 56.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.4051873 |
| Minimum | 0 |
|---|---|
| Maximum | 61.454058 |
| Zeros | 1 |
| Zeros (%) | 4.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.034961895 |
| Q1 | 0.3052332 |
| median | 1.8011314 |
| Q3 | 4.3269287 |
| 95-th percentile | 39.003677 |
| Maximum | 61.454058 |
| Range | 61.454058 |
| Interquartile range (IQR) | 4.0216955 |
Descriptive statistics
| Standard deviation | 18.235519 |
|---|---|
| Coefficient of variation (CV) | 2.1695553 |
| Kurtosis | 9.0139618 |
| Mean | 8.4051873 |
| Median Absolute Deviation (MAD) | 1.6140885 |
| Skewness | 2.9522198 |
| Sum | 92.45706 |
| Variance | 332.53415 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0.0 | 1 | 4.0% |
| 2.7 | 1 | 4.0% |
| 3.04780001 | 1 | 4.0% |
| 0.18704287 | 1 | 4.0% |
| 16.55329485 | 1 | 4.0% |
| 0.06992379 | 1 | 4.0% |
| 0.61432809 | 1 | 4.0% |
| 1.80113139 | 1 | 4.0% |
| 0.42342352 | 1 | 4.0% |
| 5.60605734 | 1 | 4.0% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 0.0 | 1 | |
| 0.06992379 | 1 | |
| 0.18704287 | 1 | |
| 0.42342352 | 1 | |
| 0.61432809 | 1 | |
| 1.80113139 | 1 | |
| 2.7 | 1 | |
| 3.04780001 | 1 | |
| 5.60605734 | 1 | |
| 16.55329485 | 1 |
| Value | Count | Frequency (%) |
| 61.4540583 | 1 | |
| 16.55329485 | 1 | |
| 5.60605734 | 1 | |
| 3.04780001 | 1 | |
| 2.7 | 1 | |
| 1.80113139 | 1 | |
| 0.61432809 | 1 | |
| 0.42342352 | 1 | |
| 0.18704287 | 1 | |
| 0.06992379 | 1 |
무등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 15 |
| Missing (%) | 60.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.043368 |
| Minimum | 0.01923984 |
|---|---|
| Maximum | 463.70353 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.01923984 |
|---|---|
| 5-th percentile | 0.04532121 |
| Q1 | 6.6844989 |
| median | 23.194207 |
| Q3 | 61.470894 |
| 95-th percentile | 289.0526 |
| Maximum | 463.70353 |
| Range | 463.68429 |
| Interquartile range (IQR) | 54.786395 |
Descriptive statistics
| Standard deviation | 140.54783 |
|---|---|
| Coefficient of variation (CV) | 1.9783385 |
| Kurtosis | 9.0094259 |
| Mean | 71.043368 |
| Median Absolute Deviation (MAD) | 20.926859 |
| Skewness | 2.9554352 |
| Sum | 710.43368 |
| Variance | 19753.693 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 4.45749725 | 1 | 4.0% |
| 69.52581308 | 1 | 4.0% |
| 75.59034038 | 1 | 4.0% |
| 13.3655037 | 1 | 4.0% |
| 0.07719844 | 1 | 4.0% |
| 26.35083547 | 1 | 4.0% |
| 463.7035316 | 1 | 4.0% |
| 0.01923984 | 1 | 4.0% |
| 20.03757898 | 1 | 4.0% |
| 37.30613759 | 1 | 4.0% |
| (Missing) | 15 |
| Value | Count | Frequency (%) |
| 0.01923984 | 1 | |
| 0.07719844 | 1 | |
| 4.45749725 | 1 | |
| 13.3655037 | 1 | |
| 20.03757898 | 1 | |
| 26.35083547 | 1 | |
| 37.30613759 | 1 | |
| 69.52581308 | 1 | |
| 75.59034038 | 1 | |
| 463.7035316 | 1 |
| Value | Count | Frequency (%) |
| 463.7035316 | 1 | |
| 75.59034038 | 1 | |
| 69.52581308 | 1 | |
| 37.30613759 | 1 | |
| 26.35083547 | 1 | |
| 20.03757898 | 1 | |
| 13.3655037 | 1 | |
| 4.45749725 | 1 | |
| 0.07719844 | 1 | |
| 0.01923984 | 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 | 0.975 | 1.000 | 1.000 | 1.000 | 0.396 | 1.000 | 0.888 | 1.000 | 1.000 | 0.876 | 1.000 | 1.000 | 1.000 |
| 2등급 | 1.000 | 1.000 | 1.000 | 1.000 | 0.975 | 1.000 | 1.000 | 1.000 | 0.396 | 1.000 | 0.888 | 1.000 | 1.000 | 0.888 | 1.000 | 1.000 | 1.000 |
| 3등급 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.990 | 0.396 | 1.000 | 0.896 | 0.949 | 1.000 | 0.876 | 1.000 | 0.888 | 1.000 |
| 4등급 | 1.000 | 0.975 | 0.975 | 1.000 | 1.000 | 1.000 | 0.977 | 0.820 | 1.000 | 1.000 | 0.888 | 0.681 | 1.000 | 0.888 | 1.000 | 0.896 | 0.263 |
| 5등급 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.991 | 1.000 | 1.000 | 0.888 | 0.940 | 1.000 | 0.888 | 1.000 | 0.903 | 0.504 |
| 6등급 | 1.000 | 1.000 | 1.000 | 1.000 | 0.977 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.903 | 1.000 | 1.000 | 0.896 | 1.000 | 1.000 | 1.000 |
| 7등급 | 1.000 | 1.000 | 1.000 | 0.990 | 0.820 | 0.991 | 1.000 | 1.000 | 0.911 | 1.000 | 0.903 | 0.956 | 1.000 | 0.896 | 1.000 | 0.908 | 0.504 |
| 8등급 | 1.000 | 0.396 | 0.396 | 0.396 | 1.000 | 1.000 | 1.000 | 0.911 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.888 | 0.000 | 0.888 | NaN |
| 9등급 | 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 | NaN |
| 10등급 | 1.000 | 0.888 | 0.888 | 0.896 | 0.888 | 0.888 | 0.903 | 0.903 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 |
| 11등급 | 1.000 | 1.000 | 1.000 | 0.949 | 0.681 | 0.940 | 1.000 | 0.956 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 12등급 | 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 | NaN |
| 13등급 | 1.000 | 0.876 | 0.888 | 0.876 | 0.888 | 0.888 | 0.896 | 0.896 | 0.888 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 |
| 14등급 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 |
| 15등급 | 1.000 | 1.000 | 1.000 | 0.888 | 0.896 | 0.903 | 1.000 | 0.908 | 0.888 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 |
| 무등급 | 1.000 | 1.000 | 1.000 | 1.000 | 0.263 | 0.504 | 1.000 | 0.504 | NaN | NaN | 0.000 | 1.000 | NaN | 0.000 | 0.000 | 0.000 | 1.000 |
| 1등급 | 2등급 | 3등급 | 4등급 | 5등급 | 6등급 | 7등급 | 8등급 | 9등급 | 10등급 | 11등급 | 12등급 | 13등급 | 14등급 | 15등급 | 무등급 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1등급 | 1.000 | 0.945 | 0.964 | 0.915 | 0.976 | 0.991 | 0.909 | 0.619 | 0.821 | 0.595 | 0.786 | 0.571 | 0.607 | 0.679 | 0.548 | 0.886 |
| 2등급 | 0.945 | 1.000 | 0.939 | 0.939 | 0.952 | 0.936 | 0.936 | 0.810 | 0.810 | 0.762 | 0.786 | 0.667 | 0.690 | 0.786 | 0.810 | 0.886 |
| 3등급 | 0.964 | 0.939 | 1.000 | 0.927 | 0.988 | 0.927 | 0.891 | 0.833 | 0.964 | 0.700 | 0.810 | 0.810 | 0.714 | 0.750 | 0.548 | 0.943 |
| 4등급 | 0.915 | 0.939 | 0.927 | 1.000 | 0.845 | 0.927 | 0.873 | 0.667 | 0.833 | 0.786 | 0.786 | 0.617 | 0.786 | 0.821 | 0.700 | 0.821 |
| 5등급 | 0.976 | 0.952 | 0.988 | 0.845 | 1.000 | 0.864 | 0.934 | 0.833 | 0.905 | 0.667 | 0.786 | 0.783 | 0.667 | 0.679 | 0.418 | 0.405 |
| 6등급 | 0.991 | 0.936 | 0.927 | 0.927 | 0.864 | 1.000 | 0.839 | 0.664 | 0.700 | 0.588 | 0.786 | 0.467 | 0.700 | 0.679 | 0.550 | 0.929 |
| 7등급 | 0.909 | 0.936 | 0.891 | 0.873 | 0.934 | 0.839 | 1.000 | 0.930 | 0.952 | 0.806 | 0.800 | 0.927 | 0.867 | 0.857 | 0.503 | 0.619 |
| 8등급 | 0.619 | 0.810 | 0.833 | 0.667 | 0.833 | 0.664 | 0.930 | 1.000 | 0.879 | 0.833 | 1.000 | 0.900 | 0.881 | 1.000 | 0.667 | 0.900 |
| 9등급 | 0.821 | 0.810 | 0.964 | 0.833 | 0.905 | 0.700 | 0.952 | 0.879 | 1.000 | 1.000 | 0.943 | 0.964 | 0.952 | 1.000 | 0.393 | 0.900 |
| 10등급 | 0.595 | 0.762 | 0.700 | 0.786 | 0.667 | 0.588 | 0.806 | 0.833 | 1.000 | 1.000 | 0.964 | 0.952 | 0.976 | 1.000 | 0.771 | 0.700 |
| 11등급 | 0.786 | 0.786 | 0.810 | 0.786 | 0.786 | 0.786 | 0.800 | 1.000 | 0.943 | 0.964 | 1.000 | 0.943 | 0.886 | 0.943 | 0.900 | 0.886 |
| 12등급 | 0.571 | 0.667 | 0.810 | 0.617 | 0.783 | 0.467 | 0.927 | 0.900 | 0.964 | 0.952 | 0.943 | 1.000 | 0.952 | 0.943 | 0.381 | 0.900 |
| 13등급 | 0.607 | 0.690 | 0.714 | 0.786 | 0.667 | 0.700 | 0.867 | 0.881 | 0.952 | 0.976 | 0.886 | 0.952 | 1.000 | 0.964 | 0.943 | 0.829 |
| 14등급 | 0.679 | 0.786 | 0.750 | 0.821 | 0.679 | 0.679 | 0.857 | 1.000 | 1.000 | 1.000 | 0.943 | 0.943 | 0.964 | 1.000 | 0.900 | 0.700 |
| 15등급 | 0.548 | 0.810 | 0.548 | 0.700 | 0.418 | 0.550 | 0.503 | 0.667 | 0.393 | 0.771 | 0.900 | 0.381 | 0.943 | 0.900 | 1.000 | 0.786 |
| 무등급 | 0.886 | 0.886 | 0.943 | 0.821 | 0.405 | 0.929 | 0.619 | 0.900 | 0.900 | 0.700 | 0.886 | 0.900 | 0.829 | 0.700 | 0.786 | 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 | 0.561773 | 0.179531 | 0.329863 | 0.089776 | 0.824478 | 0.807477 | 5.106038 | 0.403042 | 6.284655 | <NA> | <NA> | 12.35501 | <NA> | <NA> | 0.0 | <NA> |
| 1 | 기금건설자금대출보증(주택,준주택) | <NA> | <NA> | <NA> | 0.040403 | 0.989458 | 0.30283 | 0.963641 | 2.267305 | 5.323931 | <NA> | <NA> | 10.716091 | 0.2466 | <NA> | 2.7 | 4.457497 |
| 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> | <NA> | <NA> | 0.421696 | 0.644922 | 1.81408 | <NA> | 0.235563 | 1.294019 | <NA> | <NA> | <NA> | <NA> |
| 4 | 리모델링사업비보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 69.525813 |
| 5 | 리츠회사채보증 | <NA> | <NA> | <NA> | <NA> | <NA> | 0.013259 | 0.016227 | 0.009927 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 6 | 모기지보증 | <NA> | <NA> | <NA> | <NA> | <NA> | 0.059664 | 0.146044 | 0.022335 | 0.081947 | 0.233732 | <NA> | 0.248974 | 0.242927 | <NA> | <NA> | <NA> |
| 7 | 수요자중심형도시재생지원자금보증 | <NA> | <NA> | <NA> | <NA> | 0.005894 | <NA> | 0.105979 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 3.0478 | 75.59034 |
| 8 | 수요자중심형도시재생지원자금특례보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 13.365504 |
| 9 | 오피스텔분양보증 | 0.002876 | 0.004409 | <NA> | <NA> | <NA> | 0.031689 | 0.002892 | <NA> | <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) | 0.024755 | 0.329449 | 0.1317 | 0.099259 | 0.205104 | 0.424689 | 1.40756 | 1.160465 | 1.197829 | 1.762592 | 3.908056 | 6.405789 | 3.155397 | 1.030264 | 16.553295 | 26.350835 |
| 16 | 임대주택매입자금보증 | <NA> | <NA> | 0.008124 | <NA> | <NA> | 0.119328 | 1.588231 | <NA> | <NA> | 0.133561 | 0.978978 | <NA> | <NA> | <NA> | <NA> | <NA> |
| 17 | 조합사업비대출보증 | 94.679065 | 27.739944 | 7.724953 | 5.11766 | 19.830395 | 269.316939 | 41.881311 | <NA> | <NA> | 0.338951 | 4.968898 | <NA> | 0.411 | 0.751091 | <NA> | 463.703532 |
| 18 | 조합주택시공보증 | 0.017839 | 0.009997 | 0.002563 | 0.00279 | 0.013239 | 0.04967 | 0.022396 | 0.00548 | 0.002872 | 0.002341 | 0.00286 | 0.001745 | 0.002129 | 0.002594 | 0.069924 | 0.01924 |
| 19 | 주상복합주택분양보증 | 0.172153 | 0.07416 | 0.102064 | 0.070688 | 0.077031 | 0.889237 | 0.119899 | 0.06124 | 0.048633 | 0.044483 | <NA> | 0.218365 | <NA> | <NA> | 0.614328 | <NA> |
| 20 | 주택분양보증 | 0.720749 | 0.219197 | 0.193094 | 0.166237 | 0.255309 | 2.085701 | 0.287088 | 0.068481 | <NA> | 0.008711 | <NA> | 0.038281 | 0.1088 | 0.117895 | 1.801131 | <NA> |
| 21 | 주택임대보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 0.423424 | <NA> |
| 22 | 하도급대금지급보증 | 8.599377 | 0.562263 | 2.875928 | 5.443446 | 2.105885 | 24.347563 | 5.16406 | <NA> | <NA> | <NA> | 0.021172 | <NA> | <NA> | <NA> | 5.606057 | 20.037579 |
| 23 | 하자보수보증 | 12.028154 | 8.047327 | 5.791725 | 10.937309 | 14.921055 | 55.878061 | 32.910008 | 13.703917 | 7.704997 | 10.682115 | 10.590579 | 22.371674 | 30.454145 | 32.16288 | 61.454058 | 37.306138 |
| 24 | 후분양대출보증 | <NA> | <NA> | <NA> | <NA> | 0.020307 | <NA> | 0.243407 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |