Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 25 |
| Missing cells | 205 |
| Missing cells (%) | 48.2% |
| 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 : 24.03.29. 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 14 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 14 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 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 13 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 15 (60.0%) missing values | Missing |
4등급 has 13 (52.0%) missing values | Missing |
5등급 has 14 (56.0%) missing values | Missing |
6등급 has 11 (44.0%) missing values | Missing |
7등급 has 15 (60.0%) missing values | Missing |
8등급 has 7 (28.0%) missing values | Missing |
9등급 has 8 (32.0%) missing values | Missing |
10등급 has 12 (48.0%) missing values | Missing |
11등급 has 18 (72.0%) missing values | Missing |
12등급 has 13 (52.0%) missing values | Missing |
13등급 has 14 (56.0%) 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 | 2024-05-04 07:31:07.401454 |
|---|---|
| Analysis finished | 2024-05-04 07:32:27.287186 |
| Duration | 1 minute and 19.89 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 | 1.2824551 |
| Minimum | 7.582 × 10-5 |
|---|---|
| Maximum | 7.3469095 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 7.582 × 10-5 |
|---|---|
| 5-th percentile | 0.002877745 |
| Q1 | 0.024633915 |
| median | 0.09915168 |
| Q3 | 1.2956837 |
| 95-th percentile | 5.6028941 |
| Maximum | 7.3469095 |
| Range | 7.3468337 |
| Interquartile range (IQR) | 1.2710498 |
Descriptive statistics
| Standard deviation | 2.3840719 |
|---|---|
| Coefficient of variation (CV) | 1.8589906 |
| Kurtosis | 3.8736815 |
| Mean | 1.2824551 |
| Median Absolute Deviation (MAD) | 0.08835666 |
| Skewness | 2.0466749 |
| Sum | 14.107006 |
| Variance | 5.683799 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0.03847281 | 1 | 4.0% |
| 0.13851408 | 1 | 4.0% |
| 7.582e-05 | 1 | 4.0% |
| 0.01079502 | 1 | 4.0% |
| 0.09915168 | 1 | 4.0% |
| 2.45285326 | 1 | 4.0% |
| 0.00567967 | 1 | 4.0% |
| 0.04381804 | 1 | 4.0% |
| 0.11185711 | 1 | 4.0% |
| 3.8588787 | 1 | 4.0% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 7.582e-05 | 1 | |
| 0.00567967 | 1 | |
| 0.01079502 | 1 | |
| 0.03847281 | 1 | |
| 0.04381804 | 1 | |
| 0.09915168 | 1 | |
| 0.11185711 | 1 | |
| 0.13851408 | 1 | |
| 2.45285326 | 1 | |
| 3.8588787 | 1 |
| Value | Count | Frequency (%) |
| 7.3469095 | 1 | |
| 3.8588787 | 1 | |
| 2.45285326 | 1 | |
| 0.13851408 | 1 | |
| 0.11185711 | 1 | |
| 0.09915168 | 1 | |
| 0.04381804 | 1 | |
| 0.03847281 | 1 | |
| 0.01079502 | 1 | |
| 0.00567967 | 1 |
2등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 12 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 13 |
| Missing (%) | 52.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0775456 |
| Minimum | 0.00018573 |
|---|---|
| Maximum | 5.0658555 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00018573 |
|---|---|
| 5-th percentile | 0.0014260185 |
| Q1 | 0.0075557475 |
| median | 0.086040165 |
| Q3 | 0.93274002 |
| 95-th percentile | 4.7009639 |
| Maximum | 5.0658555 |
| Range | 5.0656698 |
| Interquartile range (IQR) | 0.92518428 |
Descriptive statistics
| Standard deviation | 1.8835799 |
|---|---|
| Coefficient of variation (CV) | 1.7480279 |
| Kurtosis | 0.89129097 |
| Mean | 1.0775456 |
| Median Absolute Deviation (MAD) | 0.081881685 |
| Skewness | 1.5651278 |
| Sum | 12.930548 |
| Variance | 3.5478732 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0.3141344 | 1 | 4.0% |
| 0.00018573 | 1 | 4.0% |
| 0.00587616 | 1 | 4.0% |
| 0.10963073 | 1 | 4.0% |
| 0.00811561 | 1 | 4.0% |
| 5.06585551 | 1 | 4.0% |
| 0.0024408 | 1 | 4.0% |
| 0.0624496 | 1 | 4.0% |
| 0.15736004 | 1 | 4.0% |
| 2.78855689 | 1 | 4.0% |
| Other values (2) | 2 | 8.0% |
| (Missing) | 13 |
| Value | Count | Frequency (%) |
| 0.00018573 | 1 | |
| 0.0024408 | 1 | |
| 0.00587616 | 1 | |
| 0.00811561 | 1 | |
| 0.01352602 | 1 | |
| 0.0624496 | 1 | |
| 0.10963073 | 1 | |
| 0.15736004 | 1 | |
| 0.3141344 | 1 | |
| 2.78855689 | 1 |
| Value | Count | Frequency (%) |
| 5.06585551 | 1 | |
| 4.40241617 | 1 | |
| 2.78855689 | 1 | |
| 0.3141344 | 1 | |
| 0.15736004 | 1 | |
| 0.10963073 | 1 | |
| 0.0624496 | 1 | |
| 0.01352602 | 1 | |
| 0.00811561 | 1 | |
| 0.00587616 | 1 |
3등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 15 |
| Missing (%) | 60.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8483277 |
| Minimum | 0.00141518 |
|---|---|
| Maximum | 12.541789 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00141518 |
|---|---|
| 5-th percentile | 0.0028407935 |
| Q1 | 0.0096727425 |
| median | 0.07237559 |
| Q3 | 0.50905259 |
| 95-th percentile | 9.0511322 |
| Maximum | 12.541789 |
| Range | 12.540374 |
| Interquartile range (IQR) | 0.49937985 |
Descriptive statistics
| Standard deviation | 4.0349457 |
|---|---|
| Coefficient of variation (CV) | 2.183025 |
| Kurtosis | 6.5485672 |
| Mean | 1.8483277 |
| Median Absolute Deviation (MAD) | 0.069376395 |
| Skewness | 2.551739 |
| Sum | 18.483277 |
| Variance | 16.280787 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.02564562 | 1 | 4.0% |
| 0.00141518 | 1 | 4.0% |
| 0.00719586 | 1 | 4.0% |
| 0.45439348 | 1 | 4.0% |
| 12.54178905 | 1 | 4.0% |
| 0.00458321 | 1 | 4.0% |
| 0.01710339 | 1 | 4.0% |
| 0.11910556 | 1 | 4.0% |
| 0.5272723 | 1 | 4.0% |
| 4.78477385 | 1 | 4.0% |
| (Missing) | 15 |
| Value | Count | Frequency (%) |
| 0.00141518 | 1 | |
| 0.00458321 | 1 | |
| 0.00719586 | 1 | |
| 0.01710339 | 1 | |
| 0.02564562 | 1 | |
| 0.11910556 | 1 | |
| 0.45439348 | 1 | |
| 0.5272723 | 1 | |
| 4.78477385 | 1 | |
| 12.54178905 | 1 |
| Value | Count | Frequency (%) |
| 12.54178905 | 1 | |
| 4.78477385 | 1 | |
| 0.5272723 | 1 | |
| 0.45439348 | 1 | |
| 0.11910556 | 1 | |
| 0.02564562 | 1 | |
| 0.01710339 | 1 | |
| 0.00719586 | 1 | |
| 0.00458321 | 1 | |
| 0.00141518 | 1 |
4등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 12 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 13 |
| Missing (%) | 52.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.842213 |
| Minimum | 0.00028885 |
|---|---|
| Maximum | 121.32972 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00028885 |
|---|---|
| 5-th percentile | 0.0050876165 |
| Q1 | 0.01514275 |
| median | 0.13091169 |
| Q3 | 2.5320408 |
| 95-th percentile | 60.846856 |
| Maximum | 121.32972 |
| Range | 121.32943 |
| Interquartile range (IQR) | 2.5168981 |
Descriptive statistics
| Standard deviation | 34.677145 |
|---|---|
| Coefficient of variation (CV) | 2.9282657 |
| Kurtosis | 11.644215 |
| Mean | 11.842213 |
| Median Absolute Deviation (MAD) | 0.12626033 |
| Skewness | 3.3961192 |
| Sum | 142.10655 |
| Variance | 1202.5044 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0.58615928 | 1 | 4.0% |
| 0.01692705 | 1 | 4.0% |
| 0.00028885 | 1 | 4.0% |
| 0.00978985 | 1 | 4.0% |
| 0.02247981 | 1 | 4.0% |
| 121.3297225 | 1 | 4.0% |
| 0.0187059 | 1 | 4.0% |
| 0.23934357 | 1 | 4.0% |
| 0.80745772 | 1 | 4.0% |
| 7.70579008 | 1 | 4.0% |
| Other values (2) | 2 | 8.0% |
| (Missing) | 13 |
| Value | Count | Frequency (%) |
| 0.00028885 | 1 | |
| 0.00901388 | 1 | |
| 0.00978985 | 1 | |
| 0.01692705 | 1 | |
| 0.0187059 | 1 | |
| 0.02247981 | 1 | |
| 0.23934357 | 1 | |
| 0.58615928 | 1 | |
| 0.80745772 | 1 | |
| 7.70579008 | 1 |
| Value | Count | Frequency (%) |
| 121.3297225 | 1 | |
| 11.3608752 | 1 | |
| 7.70579008 | 1 | |
| 0.80745772 | 1 | |
| 0.58615928 | 1 | |
| 0.23934357 | 1 | |
| 0.02247981 | 1 | |
| 0.0187059 | 1 | |
| 0.01692705 | 1 | |
| 0.00978985 | 1 |
5등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 56.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1790303 |
| Minimum | 0.00200628 |
|---|---|
| Maximum | 9.3785068 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00200628 |
|---|---|
| 5-th percentile | 0.002020895 |
| Q1 | 0.030342715 |
| median | 0.13341576 |
| Q3 | 0.53260207 |
| 95-th percentile | 5.7394207 |
| Maximum | 9.3785068 |
| Range | 9.3765005 |
| Interquartile range (IQR) | 0.50225936 |
Descriptive statistics
| Standard deviation | 2.7874815 |
|---|---|
| Coefficient of variation (CV) | 2.3642153 |
| Kurtosis | 9.5962496 |
| Mean | 1.1790303 |
| Median Absolute Deviation (MAD) | 0.13138025 |
| Skewness | 3.0563872 |
| Sum | 12.969334 |
| Variance | 7.7700532 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 0.58102046 | 1 | 4.0% |
| 0.1667697 | 1 | 4.0% |
| 0.00203551 | 1 | 4.0% |
| 0.0603754 | 1 | 4.0% |
| 2.10033458 | 1 | 4.0% |
| 0.13341576 | 1 | 4.0% |
| 0.48418368 | 1 | 4.0% |
| 0.00200628 | 1 | 4.0% |
| 0.05095202 | 1 | 4.0% |
| 0.00973341 | 1 | 4.0% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 0.00200628 | 1 | |
| 0.00203551 | 1 | |
| 0.00973341 | 1 | |
| 0.05095202 | 1 | |
| 0.0603754 | 1 | |
| 0.13341576 | 1 | |
| 0.1667697 | 1 | |
| 0.48418368 | 1 | |
| 0.58102046 | 1 | |
| 2.10033458 | 1 |
| Value | Count | Frequency (%) |
| 9.3785068 | 1 | |
| 2.10033458 | 1 | |
| 0.58102046 | 1 | |
| 0.48418368 | 1 | |
| 0.1667697 | 1 | |
| 0.13341576 | 1 | |
| 0.0603754 | 1 | |
| 0.05095202 | 1 | |
| 0.00973341 | 1 | |
| 0.00203551 | 1 |
6등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 14 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 11 |
| Missing (%) | 44.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1826802 |
| Minimum | 0.00228969 |
|---|---|
| Maximum | 8.9560025 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00228969 |
|---|---|
| 5-th percentile | 0.0029350815 |
| Q1 | 0.025793268 |
| median | 0.20812385 |
| Q3 | 3.7904118 |
| 95-th percentile | 7.9234487 |
| Maximum | 8.9560025 |
| Range | 8.9537128 |
| Interquartile range (IQR) | 3.7646185 |
Descriptive statistics
| Standard deviation | 3.153335 |
|---|---|
| Coefficient of variation (CV) | 1.4447078 |
| Kurtosis | 0.16137107 |
| Mean | 2.1826802 |
| Median Absolute Deviation (MAD) | 0.2053377 |
| Skewness | 1.2652112 |
| Sum | 30.557523 |
| Variance | 9.9435216 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 6.02020031 | 1 | 4.0% |
| 4.46800668 | 1 | 4.0% |
| 1.75762722 | 1 | 4.0% |
| 0.05457222 | 1 | 4.0% |
| 0.00228969 | 1 | 4.0% |
| 0.01792709 | 1 | 4.0% |
| 0.0493918 | 1 | 4.0% |
| 1.4346994 | 1 | 4.0% |
| 7.36745817 | 1 | 4.0% |
| 0.0032826 | 1 | 4.0% |
| Other values (4) | 4 | 16.0% |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 0.00228969 | 1 | |
| 0.0032826 | 1 | |
| 0.00981732 | 1 | |
| 0.01792709 | 1 | |
| 0.0493918 | 1 | |
| 0.05457222 | 1 | |
| 0.09050879 | 1 | |
| 0.32573891 | 1 | |
| 1.4346994 | 1 | |
| 1.75762722 | 1 |
| Value | Count | Frequency (%) |
| 8.95600247 | 1 | |
| 7.36745817 | 1 | |
| 6.02020031 | 1 | |
| 4.46800668 | 1 | |
| 1.75762722 | 1 | |
| 1.4346994 | 1 | |
| 0.32573891 | 1 | |
| 0.09050879 | 1 | |
| 0.05457222 | 1 | |
| 0.0493918 | 1 |
7등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 15 |
| Missing (%) | 60.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3293737 |
| Minimum | 0.00085101 |
|---|---|
| Maximum | 9.6940675 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00085101 |
|---|---|
| 5-th percentile | 0.0022798095 |
| Q1 | 0.018808498 |
| median | 0.061962715 |
| Q3 | 0.93142016 |
| 95-th percentile | 6.206212 |
| Maximum | 9.6940675 |
| Range | 9.6932165 |
| Interquartile range (IQR) | 0.91261166 |
Descriptive statistics
| Standard deviation | 3.0088371 |
|---|---|
| Coefficient of variation (CV) | 2.2633493 |
| Kurtosis | 8.7458589 |
| Mean | 1.3293737 |
| Median Absolute Deviation (MAD) | 0.05952415 |
| Skewness | 2.9133416 |
| Sum | 13.293737 |
| Variance | 9.0531008 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.34544172 | 1 | 4.0% |
| 1.94327749 | 1 | 4.0% |
| 0.00991604 | 1 | 4.0% |
| 0.00085101 | 1 | 4.0% |
| 0.07269525 | 1 | 4.0% |
| 1.12674631 | 1 | 4.0% |
| 0.00402612 | 1 | 4.0% |
| 0.05123018 | 1 | 4.0% |
| 0.04548587 | 1 | 4.0% |
| 9.69406751 | 1 | 4.0% |
| (Missing) | 15 |
| Value | Count | Frequency (%) |
| 0.00085101 | 1 | |
| 0.00402612 | 1 | |
| 0.00991604 | 1 | |
| 0.04548587 | 1 | |
| 0.05123018 | 1 | |
| 0.07269525 | 1 | |
| 0.34544172 | 1 | |
| 1.12674631 | 1 | |
| 1.94327749 | 1 | |
| 9.69406751 | 1 |
| Value | Count | Frequency (%) |
| 9.69406751 | 1 | |
| 1.94327749 | 1 | |
| 1.12674631 | 1 | |
| 0.34544172 | 1 | |
| 0.07269525 | 1 | |
| 0.05123018 | 1 | |
| 0.04548587 | 1 | |
| 0.00991604 | 1 | |
| 0.00402612 | 1 | |
| 0.00085101 | 1 |
8등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 18 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 7 |
| Missing (%) | 28.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5873482 |
| Minimum | 0.00247898 |
|---|---|
| Maximum | 32.666345 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00247898 |
|---|---|
| 5-th percentile | 0.0026185075 |
| Q1 | 0.041342127 |
| median | 0.28624623 |
| Q3 | 1.5202598 |
| 95-th percentile | 24.52128 |
| Maximum | 32.666345 |
| Range | 32.663866 |
| Interquartile range (IQR) | 1.4789176 |
Descriptive statistics
| Standard deviation | 9.0132055 |
|---|---|
| Coefficient of variation (CV) | 2.5124981 |
| Kurtosis | 7.3263179 |
| Mean | 3.5873482 |
| Median Absolute Deviation (MAD) | 0.26758395 |
| Skewness | 2.8457413 |
| Sum | 64.572267 |
| Variance | 81.237874 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 1.4223846 | 1 | 4.0% |
| 0.36471396 | 1 | 4.0% |
| 23.08391566 | 1 | 4.0% |
| 2.22424662 | 1 | 4.0% |
| 0.20777849 | 1 | 4.0% |
| 0.0225164 | 1 | 4.0% |
| 0.01480815 | 1 | 4.0% |
| 32.66634477 | 1 | 4.0% |
| 1.55288481 | 1 | 4.0% |
| 0.5082607 | 1 | 4.0% |
| Other values (8) | 8 | |
| (Missing) | 7 |
| Value | Count | Frequency (%) |
| 0.00247898 | 1 | |
| 0.00264313 | 1 | |
| 0.01480815 | 1 | |
| 0.0225164 | 1 | |
| 0.02431425 | 1 | |
| 0.09242576 | 1 | |
| 0.10586434 | 1 | |
| 0.1276499 | 1 | |
| 0.20777849 | 1 | |
| 0.36471396 | 1 |
| Value | Count | Frequency (%) |
| 32.66634477 | 1 | |
| 23.08391566 | 1 | |
| 2.22424662 | 1 | |
| 1.60689209 | 1 | |
| 1.55288481 | 1 | |
| 1.4223846 | 1 | |
| 0.54214486 | 1 | |
| 0.5082607 | 1 | |
| 0.36471396 | 1 | |
| 0.20777849 | 1 |
9등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 17 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 8 |
| Missing (%) | 32.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.436667 |
| Minimum | 0.00261425 |
|---|---|
| Maximum | 174.98111 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00261425 |
|---|---|
| 5-th percentile | 0.011118242 |
| Q1 | 0.0313684 |
| median | 0.13409793 |
| Q3 | 0.86097252 |
| 95-th percentile | 59.43883 |
| Maximum | 174.98111 |
| Range | 174.9785 |
| Interquartile range (IQR) | 0.82960412 |
Descriptive statistics
| Standard deviation | 42.40808 |
|---|---|
| Coefficient of variation (CV) | 3.1561459 |
| Kurtosis | 15.532668 |
| Mean | 13.436667 |
| Median Absolute Deviation (MAD) | 0.13148368 |
| Skewness | 3.8911487 |
| Sum | 228.42333 |
| Variance | 1798.4452 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 0.10382069 | 1 | 4.0% |
| 30.553259 | 1 | 4.0% |
| 16.75107424 | 1 | 4.0% |
| 0.86097252 | 1 | 4.0% |
| 0.41857524 | 1 | 4.0% |
| 0.0313684 | 1 | 4.0% |
| 174.9811129 | 1 | 4.0% |
| 0.13409793 | 1 | 4.0% |
| 0.80742451 | 1 | 4.0% |
| 0.03236484 | 1 | 4.0% |
| Other values (7) | 7 | |
| (Missing) | 8 |
| Value | Count | Frequency (%) |
| 0.00261425 | 1 | |
| 0.01324424 | 1 | |
| 0.01358024 | 1 | |
| 0.0195783 | 1 | |
| 0.0313684 | 1 | |
| 0.03236484 | 1 | |
| 0.07449885 | 1 | |
| 0.10382069 | 1 | |
| 0.13409793 | 1 | |
| 0.41857524 | 1 |
| Value | Count | Frequency (%) |
| 174.9811129 | 1 | |
| 30.553259 | 1 | |
| 16.75107424 | 1 | |
| 3.17365149 | 1 | |
| 0.86097252 | 1 | |
| 0.80742451 | 1 | |
| 0.45209585 | 1 | |
| 0.41857524 | 1 | |
| 0.13409793 | 1 | |
| 0.10382069 | 1 |
10등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 13 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 12 |
| Missing (%) | 48.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6231188 |
| Minimum | 0.0003714 |
|---|---|
| Maximum | 18.55113 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.0003714 |
|---|---|
| 5-th percentile | 0.003681324 |
| Q1 | 0.01762468 |
| median | 0.17452853 |
| Q3 | 1.0600646 |
| 95-th percentile | 14.13767 |
| Maximum | 18.55113 |
| Range | 18.550759 |
| Interquartile range (IQR) | 1.0424399 |
Descriptive statistics
| Standard deviation | 5.6687761 |
|---|---|
| Coefficient of variation (CV) | 2.1610825 |
| Kurtosis | 5.4354579 |
| Mean | 2.6231188 |
| Median Absolute Deviation (MAD) | 0.16864059 |
| Skewness | 2.447534 |
| Sum | 34.100545 |
| Variance | 32.135023 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 0.80086881 | 1 | 4.0% |
| 1.06006457 | 1 | 4.0% |
| 0.00588794 | 1 | 4.0% |
| 0.0003714 | 1 | 4.0% |
| 0.01762468 | 1 | 4.0% |
| 0.17452853 | 1 | 4.0% |
| 18.55113027 | 1 | 4.0% |
| 0.00988308 | 1 | 4.0% |
| 0.13891641 | 1 | 4.0% |
| 0.19258609 | 1 | 4.0% |
| Other values (3) | 3 | 12.0% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0.0003714 | 1 | |
| 0.00588794 | 1 | |
| 0.00988308 | 1 | |
| 0.01762468 | 1 | |
| 0.02028462 | 1 | |
| 0.13891641 | 1 | |
| 0.17452853 | 1 | |
| 0.19258609 | 1 | |
| 0.80086881 | 1 | |
| 1.06006457 | 1 |
| Value | Count | Frequency (%) |
| 18.55113027 | 1 | |
| 11.19536359 | 1 | |
| 1.93303499 | 1 | |
| 1.06006457 | 1 | |
| 0.80086881 | 1 | |
| 0.19258609 | 1 | |
| 0.17452853 | 1 | |
| 0.13891641 | 1 | |
| 0.02028462 | 1 | |
| 0.01762468 | 1 |
11등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 7 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 18 |
| Missing (%) | 72.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7910762 |
| Minimum | 0.00112766 |
|---|---|
| Maximum | 23.519676 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00112766 |
|---|---|
| 5-th percentile | 0.037744331 |
| Q1 | 0.15412119 |
| median | 0.26757519 |
| Q3 | 1.2204561 |
| 95-th percentile | 17.002922 |
| Maximum | 23.519676 |
| Range | 23.518548 |
| Interquartile range (IQR) | 1.0663349 |
Descriptive statistics
| Standard deviation | 8.7209954 |
|---|---|
| Coefficient of variation (CV) | 2.300401 |
| Kurtosis | 6.8881005 |
| Mean | 3.7910762 |
| Median Absolute Deviation (MAD) | 0.26644753 |
| Skewness | 2.6191165 |
| Sum | 26.537533 |
| Variance | 76.05576 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0.00112766 | 1 | 4.0% |
| 0.26757519 | 1 | 4.0% |
| 1.79716233 | 1 | 4.0% |
| 0.64374984 | 1 | 4.0% |
| 0.18505915 | 1 | 4.0% |
| 23.51967574 | 1 | 4.0% |
| 0.12318323 | 1 | 4.0% |
| (Missing) | 18 |
| Value | Count | Frequency (%) |
| 0.00112766 | 1 | |
| 0.12318323 | 1 | |
| 0.18505915 | 1 | |
| 0.26757519 | 1 | |
| 0.64374984 | 1 | |
| 1.79716233 | 1 | |
| 23.51967574 | 1 |
| Value | Count | Frequency (%) |
| 23.51967574 | 1 | |
| 1.79716233 | 1 | |
| 0.64374984 | 1 | |
| 0.26757519 | 1 | |
| 0.18505915 | 1 | |
| 0.12318323 | 1 | |
| 0.00112766 | 1 |
12등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 12 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 13 |
| Missing (%) | 52.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.904795 |
| Minimum | 0.0027768 |
|---|---|
| Maximum | 22.631956 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.0027768 |
|---|---|
| 5-th percentile | 0.008274116 |
| Q1 | 0.045100788 |
| median | 0.16058554 |
| Q3 | 1.3527493 |
| 95-th percentile | 13.865522 |
| Maximum | 22.631956 |
| Range | 22.629179 |
| Interquartile range (IQR) | 1.3076485 |
Descriptive statistics
| Standard deviation | 6.5797162 |
|---|---|
| Coefficient of variation (CV) | 2.2651224 |
| Kurtosis | 8.7634101 |
| Mean | 2.904795 |
| Median Absolute Deviation (MAD) | 0.131735 |
| Skewness | 2.8872983 |
| Sum | 34.85754 |
| Variance | 43.292665 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0.23482134 | 1 | 4.0% |
| 0.21135749 | 1 | 4.0% |
| 0.30332853 | 1 | 4.0% |
| 0.0027768 | 1 | 4.0% |
| 0.03985852 | 1 | 4.0% |
| 0.1098136 | 1 | 4.0% |
| 4.50101161 | 1 | 4.0% |
| 6.69298539 | 1 | 4.0% |
| 0.01277192 | 1 | 4.0% |
| 0.04684821 | 1 | 4.0% |
| Other values (2) | 2 | 8.0% |
| (Missing) | 13 |
| Value | Count | Frequency (%) |
| 0.0027768 | 1 | |
| 0.01277192 | 1 | |
| 0.03985852 | 1 | |
| 0.04684821 | 1 | |
| 0.070011 | 1 | |
| 0.1098136 | 1 | |
| 0.21135749 | 1 | |
| 0.23482134 | 1 | |
| 0.30332853 | 1 | |
| 4.50101161 | 1 |
| Value | Count | Frequency (%) |
| 22.63195587 | 1 | |
| 6.69298539 | 1 | |
| 4.50101161 | 1 | |
| 0.30332853 | 1 | |
| 0.23482134 | 1 | |
| 0.21135749 | 1 | |
| 0.1098136 | 1 | |
| 0.070011 | 1 | |
| 0.04684821 | 1 | |
| 0.03985852 | 1 |
13등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 14 |
| Missing (%) | 56.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9975145 |
| Minimum | 0.00265617 |
|---|---|
| Maximum | 16.10964 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00265617 |
|---|---|
| 5-th percentile | 0.002824065 |
| Q1 | 0.056677325 |
| median | 0.1989624 |
| Q3 | 8.2091667 |
| 95-th percentile | 13.349478 |
| Maximum | 16.10964 |
| Range | 16.106984 |
| Interquartile range (IQR) | 8.1524894 |
Descriptive statistics
| Standard deviation | 5.7751774 |
|---|---|
| Coefficient of variation (CV) | 1.4446921 |
| Kurtosis | 0.10415147 |
| Mean | 3.9975145 |
| Median Absolute Deviation (MAD) | 0.19630623 |
| Skewness | 1.165761 |
| Sum | 43.972659 |
| Variance | 33.352674 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 10.58931568 | 1 | 4.0% |
| 9.35791479 | 1 | 4.0% |
| 0.1232318 | 1 | 4.0% |
| 0.1989624 | 1 | 4.0% |
| 0.00265617 | 1 | 4.0% |
| 0.41417296 | 1 | 4.0% |
| 7.06041863 | 1 | 4.0% |
| 0.00299196 | 1 | 4.0% |
| 0.08054418 | 1 | 4.0% |
| 0.03281047 | 1 | 4.0% |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 0.00265617 | 1 | |
| 0.00299196 | 1 | |
| 0.03281047 | 1 | |
| 0.08054418 | 1 | |
| 0.1232318 | 1 | |
| 0.1989624 | 1 | |
| 0.41417296 | 1 | |
| 7.06041863 | 1 | |
| 9.35791479 | 1 | |
| 10.58931568 | 1 |
| Value | Count | Frequency (%) |
| 16.10964019 | 1 | |
| 10.58931568 | 1 | |
| 9.35791479 | 1 | |
| 7.06041863 | 1 | |
| 0.41417296 | 1 | |
| 0.1989624 | 1 | |
| 0.1232318 | 1 | |
| 0.08054418 | 1 | |
| 0.03281047 | 1 | |
| 0.00299196 | 1 |
14등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 10 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 15 |
| Missing (%) | 60.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8215291 |
| Minimum | 0.00062168 |
|---|---|
| Maximum | 7.5619951 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00062168 |
|---|---|
| 5-th percentile | 0.001444847 |
| Q1 | 0.014002915 |
| median | 0.18830159 |
| Q3 | 3.6160099 |
| 95-th percentile | 6.3044999 |
| Maximum | 7.5619951 |
| Range | 7.5613734 |
| Interquartile range (IQR) | 3.602007 |
Descriptive statistics
| Standard deviation | 2.74866 |
|---|---|
| Coefficient of variation (CV) | 1.5089849 |
| Kurtosis | 0.51933552 |
| Mean | 1.8215291 |
| Median Absolute Deviation (MAD) | 0.18676528 |
| Skewness | 1.3415525 |
| Sum | 18.215291 |
| Variance | 7.5551318 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.30284633 | 1 | 4.0% |
| 0.00062168 | 1 | 4.0% |
| 0.07375685 | 1 | 4.0% |
| 4.76756128 | 1 | 4.0% |
| 0.97791384 | 1 | 4.0% |
| 4.49537523 | 1 | 4.0% |
| 0.00245094 | 1 | 4.0% |
| 0.0116209 | 1 | 4.0% |
| 0.02114896 | 1 | 4.0% |
| 7.5619951 | 1 | 4.0% |
| (Missing) | 15 |
| Value | Count | Frequency (%) |
| 0.00062168 | 1 | |
| 0.00245094 | 1 | |
| 0.0116209 | 1 | |
| 0.02114896 | 1 | |
| 0.07375685 | 1 | |
| 0.30284633 | 1 | |
| 0.97791384 | 1 | |
| 4.49537523 | 1 | |
| 4.76756128 | 1 | |
| 7.5619951 | 1 |
| Value | Count | Frequency (%) |
| 7.5619951 | 1 | |
| 4.76756128 | 1 | |
| 4.49537523 | 1 | |
| 0.97791384 | 1 | |
| 0.30284633 | 1 | |
| 0.07375685 | 1 | |
| 0.02114896 | 1 | |
| 0.0116209 | 1 | |
| 0.00245094 | 1 | |
| 0.00062168 | 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 | 8.4827782 |
| Minimum | 0 |
|---|---|
| Maximum | 63.907289 |
| 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 | 0.84169295 |
| median | 1.35 |
| Q3 | 3 |
| 95-th percentile | 41.779533 |
| Maximum | 63.907289 |
| Range | 63.907289 |
| Interquartile range (IQR) | 2.158307 |
Descriptive statistics
| Standard deviation | 18.138267 |
|---|---|
| Coefficient of variation (CV) | 2.138246 |
| Kurtosis | 8.2818688 |
| Mean | 8.4827782 |
| Median Absolute Deviation (MAD) | 1.2723069 |
| Skewness | 2.8499845 |
| Sum | 110.27612 |
| Variance | 328.99671 |
| 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% |
| 1.30620001 | 1 | 4.0% |
| 0.84169295 | 1 | 4.0% |
| 27.02769584 | 1 | 4.0% |
| 3.0 | 1 | 4.0% |
| 0.0776931 | 1 | 4.0% |
| 1.06535116 | 1 | 4.0% |
| 2.03644206 | 1 | 4.0% |
| Other values (3) | 3 | 12.0% |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 0.0 | 1 | |
| 0.0776931 | 1 | |
| 0.42342352 | 1 | |
| 0.84169295 | 1 | |
| 1.06535116 | 1 | |
| 1.30620001 | 1 | |
| 1.35 | 1 | |
| 2.03644206 | 1 | |
| 2.7 | 1 | |
| 3.0 | 1 |
| Value | Count | Frequency (%) |
| 63.90728943 | 1 | |
| 27.02769584 | 1 | |
| 6.54032817 | 1 | |
| 3.0 | 1 | |
| 2.7 | 1 | |
| 2.03644206 | 1 | |
| 1.35 | 1 | |
| 1.30620001 | 1 | |
| 1.06535116 | 1 | |
| 0.84169295 | 1 |
무등급
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 14 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 11 |
| Missing (%) | 44.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.887979 |
| Minimum | 0.00418269 |
|---|---|
| Maximum | 397.96479 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 357.0 B |
Quantile statistics
| Minimum | 0.00418269 |
|---|---|
| 5-th percentile | 0.037192745 |
| Q1 | 0.15038835 |
| median | 10.380801 |
| Q3 | 40.683938 |
| 95-th percentile | 194.52806 |
| Maximum | 397.96479 |
| Range | 397.96061 |
| Interquartile range (IQR) | 40.533549 |
Descriptive statistics
| Standard deviation | 104.493 |
|---|---|
| Coefficient of variation (CV) | 2.1373965 |
| Kurtosis | 11.443358 |
| Mean | 48.887979 |
| Median Absolute Deviation (MAD) | 10.351226 |
| Skewness | 3.2857142 |
| Sum | 684.43171 |
| Variance | 10918.787 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 5.73069298 | 1 | 4.0% |
| 84.98520219 | 1 | 4.0% |
| 0.18276388 | 1 | 4.0% |
| 76.03871436 | 1 | 4.0% |
| 15.03090822 | 1 | 4.0% |
| 0.00418269 | 1 | 4.0% |
| 0.06616576 | 1 | 4.0% |
| 37.86903194 | 1 | 4.0% |
| 397.9647879 | 1 | 4.0% |
| 0.05496739 | 1 | 4.0% |
| Other values (4) | 4 | 16.0% |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 0.00418269 | 1 | |
| 0.05496739 | 1 | |
| 0.06616576 | 1 | |
| 0.13959651 | 1 | |
| 0.18276388 | 1 | |
| 0.2681519 | 1 | |
| 5.73069298 | 1 | |
| 15.03090822 | 1 | |
| 24.47430506 | 1 | |
| 37.86903194 | 1 |
| Value | Count | Frequency (%) |
| 397.9647879 | 1 | |
| 84.98520219 | 1 | |
| 76.03871436 | 1 | |
| 41.62223957 | 1 | |
| 37.86903194 | 1 | |
| 24.47430506 | 1 | |
| 15.03090822 | 1 | |
| 5.73069298 | 1 | |
| 0.2681519 | 1 | |
| 0.18276388 | 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 | 0.896 | 0.804 | 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 | 0.742 | 1.000 | 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 | 1.000 | 1.000 | 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 | 1.000 | NaN | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | NaN | 1.000 | 0.000 | 1.000 |
| 5등급 | 1.000 | 0.896 | 0.896 | 0.888 | 0.000 | 1.000 | 1.000 | 1.000 | 0.908 | 0.908 | 0.896 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.903 |
| 6등급 | 1.000 | 0.804 | 0.742 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.804 | 1.000 | 1.000 | 0.993 | 0.987 | 0.804 | 1.000 |
| 7등급 | 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 | 1.000 |
| 8등급 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.908 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.579 | 0.978 |
| 9등급 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.908 | 1.000 | 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 | 0.896 | 0.804 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.949 | 0.963 | 0.742 |
| 11등급 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 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 | 1.000 |
| 13등급 | 1.000 | 1.000 | 1.000 | 1.000 | NaN | 1.000 | 0.993 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 14등급 | 1.000 | 0.949 | 0.723 | 1.000 | 1.000 | 1.000 | 0.987 | 1.000 | 1.000 | 1.000 | 0.949 | 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 | 0.804 | 1.000 | 0.579 | 0.567 | 0.963 | 1.000 | 1.000 | 1.000 | 0.940 | 1.000 | 0.000 |
| 무등급 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.903 | 1.000 | 1.000 | 0.978 | 1.000 | 0.742 | 1.000 | 1.000 | 1.000 | 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 | 0.891 | 0.939 | 0.903 | 0.767 | 0.727 | 0.783 | 0.855 | 0.855 | 0.918 | 0.714 | 0.794 | 0.683 | 0.690 | 0.842 | 0.879 |
| 2등급 | 0.891 | 1.000 | 0.952 | 0.945 | 0.700 | 0.867 | 0.786 | 0.881 | 0.991 | 1.000 | 0.679 | 0.867 | 0.833 | 0.667 | 0.550 | 0.950 |
| 3등급 | 0.939 | 0.952 | 1.000 | 0.915 | 0.810 | 0.842 | 0.833 | 0.976 | 0.964 | 0.952 | 0.771 | 0.900 | 0.786 | 0.786 | 0.783 | 0.983 |
| 4등급 | 0.903 | 0.945 | 0.915 | 1.000 | 0.548 | 0.758 | 0.571 | 0.755 | 0.964 | 0.945 | 0.750 | 0.717 | 0.619 | 0.619 | 0.533 | 0.883 |
| 5등급 | 0.767 | 0.700 | 0.810 | 0.548 | 1.000 | 0.903 | 0.952 | 0.836 | 0.591 | 0.717 | 1.000 | 0.915 | 0.950 | 0.976 | 0.867 | 0.830 |
| 6등급 | 0.727 | 0.867 | 0.842 | 0.758 | 0.903 | 1.000 | 0.933 | 0.852 | 0.758 | 0.864 | 0.943 | 0.874 | 0.891 | 0.933 | 0.518 | 0.900 |
| 7등급 | 0.783 | 0.786 | 0.833 | 0.571 | 0.952 | 0.933 | 1.000 | 0.903 | 0.697 | 0.850 | 1.000 | 0.933 | 0.950 | 1.000 | 0.643 | 0.881 |
| 8등급 | 0.855 | 0.881 | 0.976 | 0.755 | 0.836 | 0.852 | 0.903 | 1.000 | 0.875 | 0.890 | 0.750 | 0.918 | 0.827 | 0.806 | 0.748 | 0.839 |
| 9등급 | 0.855 | 0.991 | 0.964 | 0.964 | 0.591 | 0.758 | 0.697 | 0.875 | 1.000 | 0.900 | 0.600 | 0.776 | 0.636 | 0.667 | 0.627 | 0.918 |
| 10등급 | 0.918 | 1.000 | 0.952 | 0.945 | 0.717 | 0.864 | 0.850 | 0.890 | 0.900 | 1.000 | 0.679 | 0.855 | 0.867 | 0.690 | 0.600 | 0.618 |
| 11등급 | 0.714 | 0.679 | 0.771 | 0.750 | 1.000 | 0.943 | 1.000 | 0.750 | 0.600 | 0.679 | 1.000 | 0.943 | 1.000 | 1.000 | 0.900 | 0.771 |
| 12등급 | 0.794 | 0.867 | 0.900 | 0.717 | 0.915 | 0.874 | 0.933 | 0.918 | 0.776 | 0.855 | 0.943 | 1.000 | 0.855 | 0.964 | 0.697 | 0.903 |
| 13등급 | 0.683 | 0.833 | 0.786 | 0.619 | 0.950 | 0.891 | 0.950 | 0.827 | 0.636 | 0.867 | 1.000 | 0.855 | 1.000 | 0.964 | 0.367 | 0.833 |
| 14등급 | 0.690 | 0.667 | 0.786 | 0.619 | 0.976 | 0.933 | 1.000 | 0.806 | 0.667 | 0.690 | 1.000 | 0.964 | 0.964 | 1.000 | 0.821 | 0.857 |
| 15등급 | 0.842 | 0.550 | 0.783 | 0.533 | 0.867 | 0.518 | 0.643 | 0.748 | 0.627 | 0.600 | 0.900 | 0.697 | 0.367 | 0.821 | 1.000 | 0.727 |
| 무등급 | 0.879 | 0.950 | 0.983 | 0.883 | 0.830 | 0.900 | 0.881 | 0.839 | 0.918 | 0.618 | 0.771 | 0.903 | 0.833 | 0.857 | 0.727 | 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 | 0.038473 | 0.314134 | 0.025646 | 0.586159 | <NA> | 6.0202 | 0.345442 | 1.552885 | 0.807425 | 0.800869 | <NA> | 0.234821 | 10.589316 | <NA> | 0.0 | <NA> |
| 1 | 기금건설자금대출보증(주택,준주택) | 0.138514 | <NA> | <NA> | <NA> | 0.58102 | 4.468007 | 1.943277 | 0.508261 | 0.103821 | 1.060065 | <NA> | 0.211357 | 9.357915 | <NA> | 2.7 | 5.730693 |
| 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> | 1.757627 | <NA> | 0.542145 | <NA> | <NA> | <NA> | <NA> | 0.123232 | 0.302846 | <NA> | <NA> |
| 4 | 리모델링사업비보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 84.985202 |
| 5 | 리츠회사채보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 0.009916 | 0.024314 | 0.013244 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 6 | 모기지보증 | <NA> | <NA> | <NA> | <NA> | 0.16677 | 0.054572 | <NA> | 0.12765 | 0.074499 | <NA> | <NA> | 0.303329 | 0.198962 | <NA> | 1.35 | 0.182764 |
| 7 | 수요자중심형도시재생지원자금보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 0.105864 | <NA> | 0.005888 | <NA> | <NA> | <NA> | <NA> | 1.3062 | 76.038714 |
| 8 | 수요자중심형도시재생지원자금특례보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 15.030908 |
| 9 | 오피스텔분양보증 | <NA> | <NA> | <NA> | 0.016927 | <NA> | <NA> | <NA> | 0.002479 | 0.01358 | <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) | 0.099152 | 0.109631 | 0.454393 | 0.02248 | 2.100335 | 1.434699 | 1.126746 | 1.606892 | 0.452096 | 0.174529 | 1.797162 | 4.501012 | 7.060419 | 4.767561 | 27.027696 | 37.869032 |
| 16 | 임대주택매입자금보증 | <NA> | 0.008116 | <NA> | <NA> | 0.133416 | <NA> | <NA> | 1.422385 | 0.134098 | <NA> | <NA> | <NA> | <NA> | 0.977914 | <NA> | <NA> |
| 17 | 조합사업비대출보증 | 2.452853 | 5.065856 | 12.541789 | 121.329723 | 0.484184 | 7.367458 | <NA> | 32.666345 | 174.981113 | 18.55113 | 0.64375 | 6.692985 | <NA> | 4.495375 | 3.0 | 397.964788 |
| 18 | 조합주택시공보증 | 0.00568 | 0.002441 | 0.004583 | 0.018706 | 0.002006 | 0.003283 | 0.004026 | 0.014808 | 0.031368 | 0.009883 | <NA> | 0.012772 | 0.002992 | 0.002451 | 0.077693 | 0.054967 |
| 19 | 주상복합주택분양보증 | 0.043818 | 0.06245 | 0.017103 | 0.239344 | 0.050952 | 0.090509 | 0.05123 | 0.022516 | 0.418575 | 0.138916 | <NA> | 0.046848 | 0.080544 | <NA> | 1.065351 | 0.139597 |
| 20 | 주택분양보증 | 0.111857 | 0.15736 | 0.119106 | 0.807458 | 0.009733 | 0.009817 | 0.045486 | 0.207778 | 0.860973 | 0.192586 | 0.185059 | 0.070011 | 0.03281 | 0.011621 | 2.036442 | 0.268152 |
| 21 | 주택임대보증 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 0.423424 | <NA> |
| 22 | 하도급대금지급보증 | 3.858879 | 2.788557 | 0.527272 | 7.70579 | <NA> | 0.325739 | <NA> | 2.224247 | 16.751074 | 1.933035 | <NA> | <NA> | <NA> | 0.021149 | 6.540328 | 24.474305 |
| 23 | 하자보수보증 | 7.346909 | 4.402416 | 4.784774 | 11.360875 | 9.378507 | 8.956002 | 9.694068 | 23.083916 | 30.553259 | 11.195364 | 23.519676 | 22.631956 | 16.10964 | 7.561995 | 63.907289 | 41.62224 |
| 24 | 후분양대출보증 | <NA> | 0.013526 | <NA> | 0.009014 | <NA> | <NA> | <NA> | 0.364714 | <NA> | 0.020285 | 0.123183 | <NA> | <NA> | <NA> | <NA> | <NA> |