Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 48 |
| Missing cells | 168 |
| Missing cells (%) | 26.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 5.6 KiB |
| Average record size in memory | 118.8 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 12 |
Dataset
| Description | 전국에 흩어져 있는 송전탑에서 관측한 풍속정보 |
|---|---|
| Author | 한국전력공사 |
| URL | https://www.data.go.kr/data/3076395/fileData.do |
4월 is highly overall correlated with 5월 and 1 other fields | High correlation |
5월 is highly overall correlated with 4월 and 3 other fields | High correlation |
6월 is highly overall correlated with 7월 | High correlation |
7월 is highly overall correlated with 6월 | High correlation |
9월 is highly overall correlated with 5월 and 3 other fields | High correlation |
10월 is highly overall correlated with 9월 | High correlation |
11월 is highly overall correlated with 4월 and 3 other fields | High correlation |
12월 is highly overall correlated with 5월 and 2 other fields | High correlation |
1월 has 19 (39.6%) missing values | Missing |
2월 has 15 (31.2%) missing values | Missing |
3월 has 11 (22.9%) missing values | Missing |
4월 has 12 (25.0%) missing values | Missing |
5월 has 13 (27.1%) missing values | Missing |
6월 has 17 (35.4%) missing values | Missing |
7월 has 14 (29.2%) missing values | Missing |
8월 has 3 (6.2%) missing values | Missing |
9월 has 20 (41.7%) missing values | Missing |
10월 has 1 (2.1%) missing values | Missing |
11월 has 21 (43.8%) missing values | Missing |
12월 has 22 (45.8%) missing values | Missing |
지역 has unique values | Unique |
Reproduction
| Analysis started | 2023-12-12 11:22:54.291456 |
|---|---|
| Analysis finished | 2023-12-12 11:23:18.538503 |
| Duration | 24.25 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
지역
Text
UNIQUE
| Distinct | 48 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 516.0 B |
Length
| Max length | 4 |
|---|---|
| Median length | 2 |
| Mean length | 2.125 |
| Min length | 2 |
Characters and Unicode
| Total characters | 102 |
|---|---|
| Distinct characters | 61 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 48 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 강릉 |
|---|---|
| 2nd row | 거제 |
| 3rd row | 경주 |
| 4th row | 경주강동 |
| 5th row | 고양 |
| Value | Count | Frequency (%) |
| 강릉 | 1 | 2.1% |
| 거제 | 1 | 2.1% |
| 임실 | 1 | 2.1% |
| 양양 | 1 | 2.1% |
| 여수 | 1 | 2.1% |
| 영광 | 1 | 2.1% |
| 영덕 | 1 | 2.1% |
| 영도 | 1 | 2.1% |
| 완도 | 1 | 2.1% |
| 울산 | 1 | 2.1% |
| Other values (38) | 38 |
Most occurring characters
| Value | Count | Frequency (%) |
| 산 | 6 | 5.9% |
| 주 | 6 | 5.9% |
| 영 | 5 | 4.9% |
| 천 | 4 | 3.9% |
| 안 | 3 | 2.9% |
| 제 | 3 | 2.9% |
| 해 | 3 | 2.9% |
| 도 | 3 | 2.9% |
| 동 | 3 | 2.9% |
| 양 | 3 | 2.9% |
| Other values (51) | 63 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 102 |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 산 | 6 | 5.9% |
| 주 | 6 | 5.9% |
| 영 | 5 | 4.9% |
| 천 | 4 | 3.9% |
| 안 | 3 | 2.9% |
| 제 | 3 | 2.9% |
| 해 | 3 | 2.9% |
| 도 | 3 | 2.9% |
| 동 | 3 | 2.9% |
| 양 | 3 | 2.9% |
| Other values (51) | 63 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 102 |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 산 | 6 | 5.9% |
| 주 | 6 | 5.9% |
| 영 | 5 | 4.9% |
| 천 | 4 | 3.9% |
| 안 | 3 | 2.9% |
| 제 | 3 | 2.9% |
| 해 | 3 | 2.9% |
| 도 | 3 | 2.9% |
| 동 | 3 | 2.9% |
| 양 | 3 | 2.9% |
| Other values (51) | 63 |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 102 |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 산 | 6 | 5.9% |
| 주 | 6 | 5.9% |
| 영 | 5 | 4.9% |
| 천 | 4 | 3.9% |
| 안 | 3 | 2.9% |
| 제 | 3 | 2.9% |
| 해 | 3 | 2.9% |
| 도 | 3 | 2.9% |
| 동 | 3 | 2.9% |
| 양 | 3 | 2.9% |
| Other values (51) | 63 |
1월
Real number (ℝ)
MISSING
| Distinct | 27 |
|---|---|
| Distinct (%) | 93.1% |
| Missing | 19 |
| Missing (%) | 39.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.731034 |
| Minimum | 3.5 |
|---|---|
| Maximum | 63.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 564.0 B |
Quantile statistics
| Minimum | 3.5 |
|---|---|
| 5-th percentile | 8.86 |
| Q1 | 18 |
| median | 20.2 |
| Q3 | 27.4 |
| 95-th percentile | 50.76 |
| Maximum | 63.9 |
| Range | 60.4 |
| Interquartile range (IQR) | 9.4 |
Descriptive statistics
| Standard deviation | 12.719111 |
|---|---|
| Coefficient of variation (CV) | 0.53596952 |
| Kurtosis | 3.5909095 |
| Mean | 23.731034 |
| Median Absolute Deviation (MAD) | 4.1 |
| Skewness | 1.6657298 |
| Sum | 688.2 |
| Variance | 161.77579 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 18.0 | 2 | 4.2% |
| 16.0 | 2 | 4.2% |
| 16.9 | 1 | 2.1% |
| 24.5 | 1 | 2.1% |
| 27.4 | 1 | 2.1% |
| 19.4 | 1 | 2.1% |
| 27.5 | 1 | 2.1% |
| 18.4 | 1 | 2.1% |
| 28.8 | 1 | 2.1% |
| 19.6 | 1 | 2.1% |
| Other values (17) | 17 | |
| (Missing) | 19 |
| Value | Count | Frequency (%) |
| 3.5 | 1 | |
| 5.1 | 1 | |
| 14.5 | 1 | |
| 16.0 | 2 | |
| 16.9 | 1 | |
| 17.5 | 1 | |
| 18.0 | 2 | |
| 18.4 | 1 | |
| 19.1 | 1 | |
| 19.4 | 1 |
| Value | Count | Frequency (%) |
| 63.9 | 1 | |
| 55.2 | 1 | |
| 44.1 | 1 | |
| 37.5 | 1 | |
| 28.8 | 1 | |
| 27.6 | 1 | |
| 27.5 | 1 | |
| 27.4 | 1 | |
| 24.5 | 1 | |
| 24.3 | 1 |
2월
Real number (ℝ)
MISSING
| Distinct | 28 |
|---|---|
| Distinct (%) | 84.8% |
| Missing | 15 |
| Missing (%) | 31.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.351515 |
| Minimum | 11.9 |
|---|---|
| Maximum | 56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 564.0 B |
Quantile statistics
| Minimum | 11.9 |
|---|---|
| 5-th percentile | 13.46 |
| Q1 | 18.5 |
| median | 20.7 |
| Q3 | 25.2 |
| 95-th percentile | 29.8 |
| Maximum | 56 |
| Range | 44.1 |
| Interquartile range (IQR) | 6.7 |
Descriptive statistics
| Standard deviation | 7.6227505 |
|---|---|
| Coefficient of variation (CV) | 0.34103954 |
| Kurtosis | 11.443012 |
| Mean | 22.351515 |
| Median Absolute Deviation (MAD) | 3.5 |
| Skewness | 2.7098724 |
| Sum | 737.6 |
| Variance | 58.106326 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 18.8 | 2 | 4.2% |
| 24.8 | 2 | 4.2% |
| 18.5 | 2 | 4.2% |
| 26.3 | 2 | 4.2% |
| 29.8 | 2 | 4.2% |
| 27.1 | 1 | 2.1% |
| 18.0 | 1 | 2.1% |
| 56.0 | 1 | 2.1% |
| 20.7 | 1 | 2.1% |
| 21.8 | 1 | 2.1% |
| Other values (18) | 18 | |
| (Missing) | 15 |
| Value | Count | Frequency (%) |
| 11.9 | 1 | |
| 12.5 | 1 | |
| 14.1 | 1 | |
| 17.1 | 1 | |
| 17.2 | 1 | |
| 18.0 | 1 | |
| 18.2 | 1 | |
| 18.5 | 2 | |
| 18.6 | 1 | |
| 18.8 | 2 |
| Value | Count | Frequency (%) |
| 56.0 | 1 | |
| 29.8 | 2 | |
| 28.5 | 1 | |
| 27.1 | 1 | |
| 27.0 | 1 | |
| 26.3 | 2 | |
| 25.2 | 1 | |
| 24.9 | 1 | |
| 24.8 | 2 | |
| 22.7 | 1 |
3월
Real number (ℝ)
MISSING
| Distinct | 34 |
|---|---|
| Distinct (%) | 91.9% |
| Missing | 11 |
| Missing (%) | 22.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.175676 |
| Minimum | 7.9 |
|---|---|
| Maximum | 91.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 564.0 B |
Quantile statistics
| Minimum | 7.9 |
|---|---|
| 5-th percentile | 10.28 |
| Q1 | 19.6 |
| median | 24.2 |
| Q3 | 27.9 |
| 95-th percentile | 67.84 |
| Maximum | 91.3 |
| Range | 83.4 |
| Interquartile range (IQR) | 8.3 |
Descriptive statistics
| Standard deviation | 17.908043 |
|---|---|
| Coefficient of variation (CV) | 0.63558522 |
| Kurtosis | 5.3891151 |
| Mean | 28.175676 |
| Median Absolute Deviation (MAD) | 4.1 |
| Skewness | 2.2555026 |
| Sum | 1042.5 |
| Variance | 320.698 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 20.1 | 2 | 4.2% |
| 26.9 | 2 | 4.2% |
| 19.6 | 2 | 4.2% |
| 24.2 | 1 | 2.1% |
| 33.4 | 1 | 2.1% |
| 28.2 | 1 | 2.1% |
| 24.9 | 1 | 2.1% |
| 82.0 | 1 | 2.1% |
| 19.2 | 1 | 2.1% |
| 20.2 | 1 | 2.1% |
| Other values (24) | 24 | |
| (Missing) | 11 |
| Value | Count | Frequency (%) |
| 7.9 | 1 | |
| 8.6 | 1 | |
| 10.7 | 1 | |
| 11.0 | 1 | |
| 14.0 | 1 | |
| 18.1 | 1 | |
| 18.6 | 1 | |
| 19.2 | 1 | |
| 19.6 | 2 | |
| 20.1 | 2 |
| Value | Count | Frequency (%) |
| 91.3 | 1 | |
| 82.0 | 1 | |
| 64.3 | 1 | |
| 55.3 | 1 | |
| 39.7 | 1 | |
| 35.5 | 1 | |
| 33.4 | 1 | |
| 28.7 | 1 | |
| 28.2 | 1 | |
| 27.9 | 1 |
4월
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 34 |
|---|---|
| Distinct (%) | 94.4% |
| Missing | 12 |
| Missing (%) | 25.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.947222 |
| Minimum | 5 |
|---|---|
| Maximum | 75.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 564.0 B |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 16.325 |
| Q1 | 19.55 |
| median | 21.55 |
| Q3 | 24.725 |
| 95-th percentile | 28.2 |
| Maximum | 75.5 |
| Range | 70.5 |
| Interquartile range (IQR) | 5.175 |
Descriptive statistics
| Standard deviation | 10.054721 |
|---|---|
| Coefficient of variation (CV) | 0.43816725 |
| Kurtosis | 22.444123 |
| Mean | 22.947222 |
| Median Absolute Deviation (MAD) | 2.95 |
| Skewness | 4.1112926 |
| Sum | 826.1 |
| Variance | 101.09742 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 24.8 | 2 | 4.2% |
| 21.5 | 2 | 4.2% |
| 75.5 | 1 | 2.1% |
| 27.1 | 1 | 2.1% |
| 21.6 | 1 | 2.1% |
| 23.4 | 1 | 2.1% |
| 19.9 | 1 | 2.1% |
| 20.1 | 1 | 2.1% |
| 22.4 | 1 | 2.1% |
| 18.2 | 1 | 2.1% |
| Other values (24) | 24 | |
| (Missing) | 12 |
| Value | Count | Frequency (%) |
| 5.0 | 1 | |
| 12.8 | 1 | |
| 17.5 | 1 | |
| 17.9 | 1 | |
| 18.1 | 1 | |
| 18.2 | 1 | |
| 18.5 | 1 | |
| 18.7 | 1 | |
| 19.4 | 1 | |
| 19.6 | 1 |
| Value | Count | Frequency (%) |
| 75.5 | 1 | |
| 30.3 | 1 | |
| 27.5 | 1 | |
| 27.1 | 1 | |
| 27.0 | 1 | |
| 26.7 | 1 | |
| 24.9 | 1 | |
| 24.8 | 2 | |
| 24.7 | 1 | |
| 24.6 | 1 |
5월
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 34 |
|---|---|
| Distinct (%) | 97.1% |
| Missing | 13 |
| Missing (%) | 27.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.705714 |
| Minimum | 5.6 |
|---|---|
| Maximum | 81.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 564.0 B |
Quantile statistics
| Minimum | 5.6 |
|---|---|
| 5-th percentile | 6.82 |
| Q1 | 18.1 |
| median | 20.5 |
| Q3 | 23 |
| 95-th percentile | 43.61 |
| Maximum | 81.8 |
| Range | 76.2 |
| Interquartile range (IQR) | 4.9 |
Descriptive statistics
| Standard deviation | 13.720636 |
|---|---|
| Coefficient of variation (CV) | 0.60428118 |
| Kurtosis | 11.034 |
| Mean | 22.705714 |
| Median Absolute Deviation (MAD) | 2.5 |
| Skewness | 2.9644019 |
| Sum | 794.7 |
| Variance | 188.25585 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 17.4 | 2 | 4.2% |
| 6.4 | 1 | 2.1% |
| 23.5 | 1 | 2.1% |
| 24.5 | 1 | 2.1% |
| 20.5 | 1 | 2.1% |
| 21.0 | 1 | 2.1% |
| 18.0 | 1 | 2.1% |
| 60.2 | 1 | 2.1% |
| 26.0 | 1 | 2.1% |
| 27.0 | 1 | 2.1% |
| Other values (24) | 24 | |
| (Missing) | 13 |
| Value | Count | Frequency (%) |
| 5.6 | 1 | |
| 6.4 | 1 | |
| 7.0 | 1 | |
| 9.9 | 1 | |
| 16.3 | 1 | |
| 17.3 | 1 | |
| 17.4 | 2 | |
| 18.0 | 1 | |
| 18.2 | 1 | |
| 18.3 | 1 |
| Value | Count | Frequency (%) |
| 81.8 | 1 | |
| 60.2 | 1 | |
| 36.5 | 1 | |
| 28.6 | 1 | |
| 27.0 | 1 | |
| 26.0 | 1 | |
| 24.7 | 1 | |
| 24.5 | 1 | |
| 23.5 | 1 | |
| 22.5 | 1 |
6월
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 28 |
|---|---|
| Distinct (%) | 90.3% |
| Missing | 17 |
| Missing (%) | 35.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.041935 |
| Minimum | 8.5 |
|---|---|
| Maximum | 84.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 564.0 B |
Quantile statistics
| Minimum | 8.5 |
|---|---|
| 5-th percentile | 9.85 |
| Q1 | 12.2 |
| median | 15.2 |
| Q3 | 22.15 |
| 95-th percentile | 49.4 |
| Maximum | 84.3 |
| Range | 75.8 |
| Interquartile range (IQR) | 9.95 |
Descriptive statistics
| Standard deviation | 15.600273 |
|---|---|
| Coefficient of variation (CV) | 0.74138964 |
| Kurtosis | 8.9116498 |
| Mean | 21.041935 |
| Median Absolute Deviation (MAD) | 3.8 |
| Skewness | 2.7776529 |
| Sum | 652.3 |
| Variance | 243.36852 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 8.5 | 2 | 4.2% |
| 14.0 | 2 | 4.2% |
| 11.5 | 2 | 4.2% |
| 13.4 | 1 | 2.1% |
| 17.2 | 1 | 2.1% |
| 20.3 | 1 | 2.1% |
| 11.4 | 1 | 2.1% |
| 25.7 | 1 | 2.1% |
| 55.0 | 1 | 2.1% |
| 11.6 | 1 | 2.1% |
| Other values (18) | 18 | |
| (Missing) | 17 |
| Value | Count | Frequency (%) |
| 8.5 | 2 | |
| 11.2 | 1 | |
| 11.4 | 1 | |
| 11.5 | 2 | |
| 11.6 | 1 | |
| 11.8 | 1 | |
| 12.6 | 1 | |
| 12.8 | 1 | |
| 13.4 | 1 | |
| 14.0 | 2 |
| Value | Count | Frequency (%) |
| 84.3 | 1 | |
| 55.0 | 1 | |
| 43.8 | 1 | |
| 36.9 | 1 | |
| 25.7 | 1 | |
| 25.3 | 1 | |
| 25.2 | 1 | |
| 22.7 | 1 | |
| 21.6 | 1 | |
| 21.5 | 1 |
7월
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 29 |
|---|---|
| Distinct (%) | 85.3% |
| Missing | 14 |
| Missing (%) | 29.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.823529 |
| Minimum | 6.5 |
|---|---|
| Maximum | 55.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 564.0 B |
Quantile statistics
| Minimum | 6.5 |
|---|---|
| 5-th percentile | 7.415 |
| Q1 | 10.95 |
| median | 13.3 |
| Q3 | 21.075 |
| 95-th percentile | 39.92 |
| Maximum | 55.6 |
| Range | 49.1 |
| Interquartile range (IQR) | 10.125 |
Descriptive statistics
| Standard deviation | 11.021936 |
|---|---|
| Coefficient of variation (CV) | 0.61839243 |
| Kurtosis | 3.5756664 |
| Mean | 17.823529 |
| Median Absolute Deviation (MAD) | 3.8 |
| Skewness | 1.8683268 |
| Sum | 606 |
| Variance | 121.48307 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 12.5 | 3 | 6.2% |
| 10.9 | 2 | 4.2% |
| 11.8 | 2 | 4.2% |
| 13.3 | 2 | 4.2% |
| 12.4 | 1 | 2.1% |
| 7.8 | 1 | 2.1% |
| 18.0 | 1 | 2.1% |
| 15.9 | 1 | 2.1% |
| 15.0 | 1 | 2.1% |
| 55.6 | 1 | 2.1% |
| Other values (19) | 19 | |
| (Missing) | 14 |
| Value | Count | Frequency (%) |
| 6.5 | 1 | |
| 6.7 | 1 | |
| 7.8 | 1 | |
| 9.4 | 1 | |
| 9.6 | 1 | |
| 10.4 | 1 | |
| 10.8 | 1 | |
| 10.9 | 2 | |
| 11.1 | 1 | |
| 11.8 | 2 |
| Value | Count | Frequency (%) |
| 55.6 | 1 | |
| 42.0 | 1 | |
| 38.8 | 1 | |
| 36.9 | 1 | |
| 28.3 | 1 | |
| 23.1 | 1 | |
| 22.8 | 1 | |
| 21.5 | 1 | |
| 21.3 | 1 | |
| 20.4 | 1 |
8월
Real number (ℝ)
MISSING
| Distinct | 38 |
|---|---|
| Distinct (%) | 84.4% |
| Missing | 3 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.875556 |
| Minimum | 2.7 |
|---|---|
| Maximum | 365.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 564.0 B |
Quantile statistics
| Minimum | 2.7 |
|---|---|
| 5-th percentile | 7.38 |
| Q1 | 18.5 |
| median | 23.4 |
| Q3 | 25.7 |
| 95-th percentile | 31.48 |
| Maximum | 365.4 |
| Range | 362.7 |
| Interquartile range (IQR) | 7.2 |
Descriptive statistics
| Standard deviation | 56.003146 |
|---|---|
| Coefficient of variation (CV) | 1.7569308 |
| Kurtosis | 30.57014 |
| Mean | 31.875556 |
| Median Absolute Deviation (MAD) | 3.3 |
| Skewness | 5.3746591 |
| Sum | 1434.4 |
| Variance | 3136.3523 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) |
| 23.5 | 3 | 6.2% |
| 25.7 | 2 | 4.2% |
| 24.5 | 2 | 4.2% |
| 13.9 | 2 | 4.2% |
| 23.4 | 2 | 4.2% |
| 28.6 | 2 | 4.2% |
| 13.7 | 1 | 2.1% |
| 24.3 | 1 | 2.1% |
| 20.4 | 1 | 2.1% |
| 3.5 | 1 | 2.1% |
| Other values (28) | 28 | |
| (Missing) | 3 | 6.2% |
| Value | Count | Frequency (%) |
| 2.7 | 1 | |
| 3.5 | 1 | |
| 6.7 | 1 | |
| 10.1 | 1 | |
| 12.2 | 1 | |
| 12.9 | 1 | |
| 13.7 | 1 | |
| 13.9 | 2 | |
| 14.4 | 1 | |
| 14.7 | 1 |
| Value | Count | Frequency (%) |
| 365.4 | 1 | |
| 171.6 | 1 | |
| 31.7 | 1 | |
| 30.6 | 1 | |
| 29.2 | 1 | |
| 28.6 | 2 | |
| 28.1 | 1 | |
| 27.3 | 1 | |
| 26.7 | 1 | |
| 25.7 | 2 |
9월
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 27 |
|---|---|
| Distinct (%) | 96.4% |
| Missing | 20 |
| Missing (%) | 41.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.457143 |
| Minimum | 5.1 |
|---|---|
| Maximum | 392.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 564.0 B |
Quantile statistics
| Minimum | 5.1 |
|---|---|
| 5-th percentile | 11.8 |
| Q1 | 15.175 |
| median | 17.3 |
| Q3 | 21.05 |
| 95-th percentile | 91 |
| Maximum | 392.8 |
| Range | 387.7 |
| Interquartile range (IQR) | 5.875 |
Descriptive statistics
| Standard deviation | 73.285653 |
|---|---|
| Coefficient of variation (CV) | 2.1268639 |
| Kurtosis | 23.201497 |
| Mean | 34.457143 |
| Median Absolute Deviation (MAD) | 2.6 |
| Skewness | 4.7246403 |
| Sum | 964.8 |
| Variance | 5370.787 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 11.8 | 2 | 4.2% |
| 17.4 | 1 | 2.1% |
| 5.1 | 1 | 2.1% |
| 14.4 | 1 | 2.1% |
| 20.0 | 1 | 2.1% |
| 19.2 | 1 | 2.1% |
| 15.2 | 1 | 2.1% |
| 126.0 | 1 | 2.1% |
| 17.5 | 1 | 2.1% |
| 13.9 | 1 | 2.1% |
| Other values (17) | 17 | |
| (Missing) | 20 |
| Value | Count | Frequency (%) |
| 5.1 | 1 | |
| 11.8 | 2 | |
| 13.9 | 1 | |
| 14.4 | 1 | |
| 14.8 | 1 | |
| 15.1 | 1 | |
| 15.2 | 1 | |
| 15.5 | 1 | |
| 15.6 | 1 | |
| 16.7 | 1 |
| Value | Count | Frequency (%) |
| 392.8 | 1 | |
| 126.0 | 1 | |
| 26.0 | 1 | |
| 22.5 | 1 | |
| 22.4 | 1 | |
| 21.3 | 1 | |
| 21.2 | 1 | |
| 21.0 | 1 | |
| 20.0 | 1 | |
| 19.2 | 1 |
10월
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 43 |
|---|---|
| Distinct (%) | 91.5% |
| Missing | 1 |
| Missing (%) | 2.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.053191 |
| Minimum | 1.6 |
|---|---|
| Maximum | 511.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 564.0 B |
Quantile statistics
| Minimum | 1.6 |
|---|---|
| 5-th percentile | 1.83 |
| Q1 | 3.1 |
| median | 16.8 |
| Q3 | 27.6 |
| 95-th percentile | 65.14 |
| Maximum | 511.1 |
| Range | 509.5 |
| Interquartile range (IQR) | 24.5 |
Descriptive statistics
| Standard deviation | 93.022982 |
|---|---|
| Coefficient of variation (CV) | 2.5801594 |
| Kurtosis | 20.725238 |
| Mean | 36.053191 |
| Median Absolute Deviation (MAD) | 12.5 |
| Skewness | 4.5828342 |
| Sum | 1694.5 |
| Variance | 8653.2752 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 2.3 | 2 | 4.2% |
| 1.9 | 2 | 4.2% |
| 2.6 | 2 | 4.2% |
| 15.0 | 2 | 4.2% |
| 29.3 | 1 | 2.1% |
| 37.6 | 1 | 2.1% |
| 27.8 | 1 | 2.1% |
| 3.7 | 1 | 2.1% |
| 14.2 | 1 | 2.1% |
| 75.1 | 1 | 2.1% |
| Other values (33) | 33 |
| Value | Count | Frequency (%) |
| 1.6 | 1 | |
| 1.7 | 1 | |
| 1.8 | 1 | |
| 1.9 | 2 | |
| 2.2 | 1 | |
| 2.3 | 2 | |
| 2.6 | 2 | |
| 2.7 | 1 | |
| 2.8 | 1 | |
| 3.4 | 1 |
| Value | Count | Frequency (%) |
| 511.1 | 1 | |
| 418.5 | 1 | |
| 75.1 | 1 | |
| 41.9 | 1 | |
| 38.7 | 1 | |
| 37.6 | 1 | |
| 33.8 | 1 | |
| 30.3 | 1 | |
| 29.8 | 1 | |
| 29.3 | 1 |
11월
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 24 |
|---|---|
| Distinct (%) | 88.9% |
| Missing | 21 |
| Missing (%) | 43.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.122222 |
| Minimum | 6.5 |
|---|---|
| Maximum | 487.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 564.0 B |
Quantile statistics
| Minimum | 6.5 |
|---|---|
| 5-th percentile | 10.77 |
| Q1 | 14.15 |
| median | 18.3 |
| Q3 | 24.1 |
| 95-th percentile | 348.46 |
| Maximum | 487.9 |
| Range | 481.4 |
| Interquartile range (IQR) | 9.95 |
Descriptive statistics
| Standard deviation | 119.64356 |
|---|---|
| Coefficient of variation (CV) | 2.1318392 |
| Kurtosis | 9.5717065 |
| Mean | 56.122222 |
| Median Absolute Deviation (MAD) | 5.4 |
| Skewness | 3.2246887 |
| Sum | 1515.3 |
| Variance | 14314.58 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 12.9 | 2 | 4.2% |
| 24.1 | 2 | 4.2% |
| 15.0 | 2 | 4.2% |
| 12.1 | 1 | 2.1% |
| 22.8 | 1 | 2.1% |
| 14.2 | 1 | 2.1% |
| 16.0 | 1 | 2.1% |
| 27.4 | 1 | 2.1% |
| 13.5 | 1 | 2.1% |
| 14.1 | 1 | 2.1% |
| Other values (14) | 14 | |
| (Missing) | 21 |
| Value | Count | Frequency (%) |
| 6.5 | 1 | |
| 10.2 | 1 | |
| 12.1 | 1 | |
| 12.9 | 2 | |
| 13.5 | 1 | |
| 14.1 | 1 | |
| 14.2 | 1 | |
| 15.0 | 2 | |
| 16.0 | 1 | |
| 16.3 | 1 |
| Value | Count | Frequency (%) |
| 487.9 | 1 | |
| 431.5 | 1 | |
| 154.7 | 1 | |
| 33.6 | 1 | |
| 27.4 | 1 | |
| 27.1 | 1 | |
| 24.1 | 2 | |
| 23.8 | 1 | |
| 22.8 | 1 | |
| 22.5 | 1 |
12월
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 20 |
|---|---|
| Distinct (%) | 76.9% |
| Missing | 22 |
| Missing (%) | 45.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.173077 |
| Minimum | 3.5 |
|---|---|
| Maximum | 373.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 564.0 B |
Quantile statistics
| Minimum | 3.5 |
|---|---|
| 5-th percentile | 12.85 |
| Q1 | 15.4 |
| median | 20.2 |
| Q3 | 23.8 |
| 95-th percentile | 299.9 |
| Maximum | 373.6 |
| Range | 370.1 |
| Interquartile range (IQR) | 8.4 |
Descriptive statistics
| Standard deviation | 95.417611 |
|---|---|
| Coefficient of variation (CV) | 1.9017692 |
| Kurtosis | 8.729694 |
| Mean | 50.173077 |
| Median Absolute Deviation (MAD) | 4.8 |
| Skewness | 3.1034196 |
| Sum | 1304.5 |
| Variance | 9104.5204 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 15.4 | 4 | 8.3% |
| 20.2 | 3 | 6.2% |
| 21.1 | 2 | 4.2% |
| 19.6 | 1 | 2.1% |
| 131.6 | 1 | 2.1% |
| 18.3 | 1 | 2.1% |
| 26.1 | 1 | 2.1% |
| 21.3 | 1 | 2.1% |
| 20.4 | 1 | 2.1% |
| 356.0 | 1 | 2.1% |
| Other values (10) | 10 | |
| (Missing) | 22 |
| Value | Count | Frequency (%) |
| 3.5 | 1 | 2.1% |
| 12.7 | 1 | 2.1% |
| 13.3 | 1 | 2.1% |
| 14.9 | 1 | 2.1% |
| 15.4 | 4 | |
| 16.6 | 1 | 2.1% |
| 18.3 | 1 | 2.1% |
| 19.6 | 1 | 2.1% |
| 20.2 | 3 | |
| 20.4 | 1 | 2.1% |
| Value | Count | Frequency (%) |
| 373.6 | 1 | |
| 356.0 | 1 | |
| 131.6 | 1 | |
| 35.2 | 1 | |
| 30.4 | 1 | |
| 26.1 | 1 | |
| 24.3 | 1 | |
| 22.3 | 1 | |
| 21.3 | 1 | |
| 21.1 | 2 |
| 지역 | 1월 | 2월 | 3월 | 4월 | 5월 | 6월 | 7월 | 8월 | 9월 | 10월 | 11월 | 12월 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 지역 | 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 |
| 1월 | 1.000 | 1.000 | 0.821 | 0.819 | 0.811 | 0.872 | 0.795 | 0.608 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 2월 | 1.000 | 0.821 | 1.000 | 0.731 | 0.698 | 0.917 | 0.798 | 0.667 | 0.981 | 0.977 | 0.827 | 0.801 | 0.976 |
| 3월 | 1.000 | 0.819 | 0.731 | 1.000 | 0.908 | 0.625 | 0.821 | 0.695 | 0.798 | 0.945 | 0.883 | 0.956 | 0.977 |
| 4월 | 1.000 | 0.811 | 0.698 | 0.908 | 1.000 | 0.726 | 0.722 | 0.649 | 0.688 | 0.675 | 0.619 | 0.671 | 0.666 |
| 5월 | 1.000 | 0.872 | 0.917 | 0.625 | 0.726 | 1.000 | 0.920 | 0.761 | 1.000 | 1.000 | 0.884 | 1.000 | 1.000 |
| 6월 | 1.000 | 0.795 | 0.798 | 0.821 | 0.722 | 0.920 | 1.000 | 0.876 | 0.710 | 0.893 | 0.694 | 0.884 | 0.890 |
| 7월 | 1.000 | 0.608 | 0.667 | 0.695 | 0.649 | 0.761 | 0.876 | 1.000 | 0.741 | 0.732 | 0.744 | 0.759 | 0.710 |
| 8월 | 1.000 | 1.000 | 0.981 | 0.798 | 0.688 | 1.000 | 0.710 | 0.741 | 1.000 | 1.000 | 1.000 | 1.000 | 0.984 |
| 9월 | 1.000 | 1.000 | 0.977 | 0.945 | 0.675 | 1.000 | 0.893 | 0.732 | 1.000 | 1.000 | 1.000 | 1.000 | 0.984 |
| 10월 | 1.000 | 1.000 | 0.827 | 0.883 | 0.619 | 0.884 | 0.694 | 0.744 | 1.000 | 1.000 | 1.000 | 1.000 | 0.985 |
| 11월 | 1.000 | 1.000 | 0.801 | 0.956 | 0.671 | 1.000 | 0.884 | 0.759 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 12월 | 1.000 | 1.000 | 0.976 | 0.977 | 0.666 | 1.000 | 0.890 | 0.710 | 0.984 | 0.984 | 0.985 | 1.000 | 1.000 |
| 1월 | 2월 | 3월 | 4월 | 5월 | 6월 | 7월 | 8월 | 9월 | 10월 | 11월 | 12월 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1월 | 1.000 | 0.468 | 0.247 | 0.486 | 0.054 | 0.439 | -0.094 | -0.072 | 0.107 | 0.076 | 0.204 | 0.061 |
| 2월 | 0.468 | 1.000 | 0.390 | 0.468 | 0.279 | 0.343 | 0.125 | 0.038 | 0.190 | -0.160 | -0.144 | -0.187 |
| 3월 | 0.247 | 0.390 | 1.000 | 0.311 | 0.419 | 0.175 | 0.185 | -0.251 | 0.168 | -0.130 | -0.182 | 0.095 |
| 4월 | 0.486 | 0.468 | 0.311 | 1.000 | 0.701 | 0.225 | -0.033 | -0.146 | 0.230 | -0.122 | 0.528 | 0.231 |
| 5월 | 0.054 | 0.279 | 0.419 | 0.701 | 1.000 | 0.149 | 0.125 | 0.011 | 0.545 | 0.173 | 0.656 | 0.556 |
| 6월 | 0.439 | 0.343 | 0.175 | 0.225 | 0.149 | 1.000 | 0.620 | -0.173 | 0.040 | -0.078 | 0.079 | 0.085 |
| 7월 | -0.094 | 0.125 | 0.185 | -0.033 | 0.125 | 0.620 | 1.000 | 0.050 | 0.149 | 0.012 | -0.058 | -0.037 |
| 8월 | -0.072 | 0.038 | -0.251 | -0.146 | 0.011 | -0.173 | 0.050 | 1.000 | 0.229 | 0.147 | -0.044 | -0.033 |
| 9월 | 0.107 | 0.190 | 0.168 | 0.230 | 0.545 | 0.040 | 0.149 | 0.229 | 1.000 | 0.530 | 0.533 | 0.567 |
| 10월 | 0.076 | -0.160 | -0.130 | -0.122 | 0.173 | -0.078 | 0.012 | 0.147 | 0.530 | 1.000 | 0.423 | 0.284 |
| 11월 | 0.204 | -0.144 | -0.182 | 0.528 | 0.656 | 0.079 | -0.058 | -0.044 | 0.533 | 0.423 | 1.000 | 0.698 |
| 12월 | 0.061 | -0.187 | 0.095 | 0.231 | 0.556 | 0.085 | -0.037 | -0.033 | 0.567 | 0.284 | 0.698 | 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.
| 지역 | 1월 | 2월 | 3월 | 4월 | 5월 | 6월 | 7월 | 8월 | 9월 | 10월 | 11월 | 12월 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 강릉 | <NA> | <NA> | <NA> | <NA> | <NA> | 18.5 | 12.5 | 23.4 | <NA> | 2.3 | <NA> | <NA> |
| 1 | 거제 | 16.0 | 19.0 | 18.1 | <NA> | <NA> | <NA> | <NA> | 25.3 | <NA> | 1.6 | <NA> | <NA> |
| 2 | 경주 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 22.8 | <NA> | <NA> | 2.6 | 16.6 | 30.4 |
| 3 | 경주강동 | 3.5 | 17.1 | 19.6 | 19.6 | 20.4 | 20.5 | 23.1 | 24.3 | 26.0 | 27.2 | 33.6 | 35.2 |
| 4 | 고양 | 63.9 | 11.9 | 7.9 | 12.8 | 7.0 | 25.2 | <NA> | <NA> | <NA> | 511.1 | <NA> | <NA> |
| 5 | 고흥 | 16.9 | 22.7 | 20.1 | 18.7 | 18.3 | 25.3 | 42.0 | 23.5 | 17.0 | 18.1 | 10.2 | 14.9 |
| 6 | 광주 | 14.5 | 12.5 | 11.0 | 19.4 | 36.5 | 8.5 | 9.6 | 365.4 | 392.8 | 418.5 | 431.5 | 373.6 |
| 7 | 구좌 | 27.6 | 18.5 | 23.0 | 27.0 | 22.3 | 15.2 | <NA> | 28.6 | <NA> | 15.1 | <NA> | <NA> |
| 8 | 군산 | <NA> | <NA> | <NA> | 5.0 | 5.6 | <NA> | 10.4 | 13.7 | 11.8 | 15.0 | 12.1 | 16.6 |
| 9 | 금정산 | <NA> | 26.3 | 64.3 | 17.9 | <NA> | <NA> | 21.3 | 26.7 | 16.7 | 38.7 | 12.9 | 13.3 |
| 지역 | 1월 | 2월 | 3월 | 4월 | 5월 | 6월 | 7월 | 8월 | 9월 | 10월 | 11월 | 12월 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 38 | 진영 | 16.0 | 18.8 | 20.2 | 18.1 | 17.4 | 11.5 | 12.5 | 23.4 | 15.2 | 25.4 | 14.1 | 15.4 |
| 39 | 진주 | 19.6 | 18.5 | 21.6 | 17.5 | 17.3 | 11.4 | 15.9 | 24.8 | 19.2 | 20.6 | 13.5 | 20.2 |
| 40 | 창원 | <NA> | <NA> | 82.0 | 18.5 | 19.0 | <NA> | <NA> | 22.7 | <NA> | 2.2 | <NA> | <NA> |
| 41 | 초란도 | 28.8 | 25.2 | 24.9 | 26.7 | <NA> | <NA> | 10.9 | 23.5 | 20.0 | 30.3 | 27.4 | <NA> |
| 42 | 춘천 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 43 | 통영 | 18.4 | 18.2 | 28.2 | 24.8 | 20.7 | <NA> | <NA> | 23.5 | <NA> | 3.4 | <NA> | <NA> |
| 44 | 포항 | 27.5 | 29.8 | 33.4 | 30.3 | 28.6 | 20.3 | <NA> | 14.7 | <NA> | 6.6 | <NA> | <NA> |
| 45 | 하동 | 19.4 | 17.2 | 24.2 | 22.7 | 19.6 | 14.0 | 18.0 | 21.0 | 14.4 | 18.3 | 16.0 | 21.1 |
| 46 | 함백산 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 18.5 | <NA> | 2.6 | <NA> | <NA> |
| 47 | 해남 | 27.4 | 27.0 | 19.2 | 24.8 | 20.0 | 17.2 | 7.8 | 24.5 | 5.1 | 4.9 | 14.2 | 19.6 |