Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 36 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.5 KiB |
| Average record size in memory | 127.7 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 12 |
Dataset
| Description | - 2019년(1월~12월)월별, 시간대별 음주운전 교통사고 현황(사고건수, 사망자수, 부상자수)에 대한 데이터 |
|---|---|
| Author | 도로교통공단 |
| URL | https://www.data.go.kr/data/15087979/fileData.do |
1 is highly overall correlated with 2 and 10 other fields | High correlation |
2 is highly overall correlated with 1 and 11 other fields | High correlation |
3 is highly overall correlated with 1 and 10 other fields | High correlation |
4 is highly overall correlated with 1 and 11 other fields | High correlation |
5 is highly overall correlated with 1 and 11 other fields | High correlation |
6 is highly overall correlated with 1 and 11 other fields | High correlation |
7 is highly overall correlated with 1 and 11 other fields | High correlation |
8 is highly overall correlated with 1 and 11 other fields | High correlation |
9 is highly overall correlated with 1 and 11 other fields | High correlation |
10 is highly overall correlated with 1 and 11 other fields | High correlation |
11 is highly overall correlated with 1 and 11 other fields | High correlation |
12 is highly overall correlated with 1 and 11 other fields | High correlation |
발생월 is highly overall correlated with 2 and 9 other fields | High correlation |
1 has 3 (8.3%) zeros | Zeros |
2 has 3 (8.3%) zeros | Zeros |
3 has 4 (11.1%) zeros | Zeros |
4 has 4 (11.1%) zeros | Zeros |
5 has 1 (2.8%) zeros | Zeros |
6 has 4 (11.1%) zeros | Zeros |
7 has 3 (8.3%) zeros | Zeros |
8 has 3 (8.3%) zeros | Zeros |
9 has 2 (5.6%) zeros | Zeros |
10 has 1 (2.8%) zeros | Zeros |
11 has 1 (2.8%) zeros | Zeros |
12 has 3 (8.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-12 18:18:23.892579 |
|---|---|
| Analysis finished | 2023-12-12 18:18:38.193623 |
| Duration | 14.3 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
발생시간대
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 420.0 B |
| 00시-02시 | |
|---|---|
| 02시-04시 | |
| 04시-06시 | |
| 06시-08시 | |
| 08시-10시 | |
| Other values (7) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 00시-02시 |
|---|---|
| 2nd row | 00시-02시 |
| 3rd row | 00시-02시 |
| 4th row | 02시-04시 |
| 5th row | 02시-04시 |
Common Values
| Value | Count | Frequency (%) |
| 00시-02시 | 3 | |
| 02시-04시 | 3 | |
| 04시-06시 | 3 | |
| 06시-08시 | 3 | |
| 08시-10시 | 3 | |
| 10시-12시 | 3 | |
| 12시-14시 | 3 | |
| 14시-16시 | 3 | |
| 16시-18시 | 3 | |
| 18시-20시 | 3 | |
| Other values (2) | 6 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 00시-02시 | 3 | |
| 02시-04시 | 3 | |
| 04시-06시 | 3 | |
| 06시-08시 | 3 | |
| 08시-10시 | 3 | |
| 10시-12시 | 3 | |
| 12시-14시 | 3 | |
| 14시-16시 | 3 | |
| 16시-18시 | 3 | |
| 18시-20시 | 3 | |
| Other values (2) | 6 |
발생월
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 420.0 B |
| 사고건수 | |
|---|---|
| 사망자수 | |
| 부상자수 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 사고건수 |
|---|---|
| 2nd row | 사망자수 |
| 3rd row | 부상자수 |
| 4th row | 사고건수 |
| 5th row | 사망자수 |
Common Values
| Value | Count | Frequency (%) |
| 사고건수 | 12 | |
| 사망자수 | 12 | |
| 부상자수 | 12 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 사고건수 | 12 | |
| 사망자수 | 12 | |
| 부상자수 | 12 |
1
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 28 |
|---|---|
| Distinct (%) | 77.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 80.166667 |
| Minimum | 0 |
|---|---|
| Maximum | 376 |
| Zeros | 3 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.75 |
| median | 53.5 |
| Q3 | 109.5 |
| 95-th percentile | 253.25 |
| Maximum | 376 |
| Range | 376 |
| Interquartile range (IQR) | 106.75 |
Descriptive statistics
| Standard deviation | 93.544031 |
|---|---|
| Coefficient of variation (CV) | 1.1668694 |
| Kurtosis | 2.4055754 |
| Mean | 80.166667 |
| Median Absolute Deviation (MAD) | 52 |
| Skewness | 1.5820304 |
| Sum | 2886 |
| Variance | 8750.4857 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 1 | 5 | 13.9% |
| 0 | 3 | 8.3% |
| 3 | 2 | 5.6% |
| 33 | 2 | 5.6% |
| 174 | 1 | 2.8% |
| 54 | 1 | 2.8% |
| 376 | 1 | 2.8% |
| 230 | 1 | 2.8% |
| 229 | 1 | 2.8% |
| 2 | 1 | 2.8% |
| Other values (18) | 18 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 1 | 5 | |
| 2 | 1 | 2.8% |
| 3 | 2 | 5.6% |
| 7 | 1 | 2.8% |
| 23 | 1 | 2.8% |
| 33 | 2 | 5.6% |
| 35 | 1 | 2.8% |
| 45 | 1 | 2.8% |
| 53 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 376 | 1 | |
| 323 | 1 | |
| 230 | 1 | |
| 229 | 1 | |
| 182 | 1 | |
| 174 | 1 | |
| 144 | 1 | |
| 126 | 1 | |
| 117 | 1 | |
| 107 | 1 |
2
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 30 |
|---|---|
| Distinct (%) | 83.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.138889 |
| Minimum | 0 |
|---|---|
| Maximum | 309 |
| Zeros | 3 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.75 |
| median | 50.5 |
| Q3 | 105 |
| 95-th percentile | 259.25 |
| Maximum | 309 |
| Range | 309 |
| Interquartile range (IQR) | 102.25 |
Descriptive statistics
| Standard deviation | 84.788865 |
|---|---|
| Coefficient of variation (CV) | 1.1284285 |
| Kurtosis | 1.2362354 |
| Mean | 75.138889 |
| Median Absolute Deviation (MAD) | 48.5 |
| Skewness | 1.3388202 |
| Sum | 2705 |
| Variance | 7189.1516 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 2 | 4 | 11.1% |
| 0 | 3 | 8.3% |
| 1 | 2 | 5.6% |
| 188 | 1 | 2.8% |
| 93 | 1 | 2.8% |
| 39 | 1 | 2.8% |
| 74 | 1 | 2.8% |
| 49 | 1 | 2.8% |
| 94 | 1 | 2.8% |
| 117 | 1 | 2.8% |
| Other values (20) | 20 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 1 | 2 | |
| 2 | 4 | |
| 3 | 1 | 2.8% |
| 5 | 1 | 2.8% |
| 6 | 1 | 2.8% |
| 21 | 1 | 2.8% |
| 29 | 1 | 2.8% |
| 30 | 1 | 2.8% |
| 34 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 309 | 1 | |
| 293 | 1 | |
| 248 | 1 | |
| 188 | 1 | |
| 167 | 1 | |
| 164 | 1 | |
| 163 | 1 | |
| 133 | 1 | |
| 117 | 1 | |
| 101 | 1 |
3
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 29 |
|---|---|
| Distinct (%) | 80.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.138889 |
| Minimum | 0 |
|---|---|
| Maximum | 421 |
| Zeros | 4 |
| Zeros (%) | 11.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4.75 |
| median | 54.5 |
| Q3 | 148 |
| 95-th percentile | 313.25 |
| Maximum | 421 |
| Range | 421 |
| Interquartile range (IQR) | 143.25 |
Descriptive statistics
| Standard deviation | 106.96626 |
|---|---|
| Coefficient of variation (CV) | 1.13626 |
| Kurtosis | 1.4018042 |
| Mean | 94.138889 |
| Median Absolute Deviation (MAD) | 53 |
| Skewness | 1.3295412 |
| Sum | 3389 |
| Variance | 11441.78 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 0 | 4 | 11.1% |
| 2 | 3 | 8.3% |
| 43 | 2 | 5.6% |
| 7 | 2 | 5.6% |
| 32 | 1 | 2.8% |
| 421 | 1 | 2.8% |
| 244 | 1 | 2.8% |
| 312 | 1 | 2.8% |
| 5 | 1 | 2.8% |
| 174 | 1 | 2.8% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 1 | 1 | 2.8% |
| 2 | 3 | |
| 4 | 1 | 2.8% |
| 5 | 1 | 2.8% |
| 7 | 2 | |
| 20 | 1 | 2.8% |
| 27 | 1 | 2.8% |
| 32 | 1 | 2.8% |
| 42 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 421 | 1 | |
| 317 | 1 | |
| 312 | 1 | |
| 244 | 1 | |
| 210 | 1 | |
| 199 | 1 | |
| 197 | 1 | |
| 174 | 1 | |
| 154 | 1 | |
| 146 | 1 |
4
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 27 |
|---|---|
| Distinct (%) | 75.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.44444 |
| Minimum | 0 |
|---|---|
| Maximum | 464 |
| Zeros | 4 |
| Zeros (%) | 11.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 67 |
| Q3 | 142 |
| 95-th percentile | 337.25 |
| Maximum | 464 |
| Range | 464 |
| Interquartile range (IQR) | 139 |
Descriptive statistics
| Standard deviation | 117.02099 |
|---|---|
| Coefficient of variation (CV) | 1.1535475 |
| Kurtosis | 1.8778725 |
| Mean | 101.44444 |
| Median Absolute Deviation (MAD) | 65 |
| Skewness | 1.4762728 |
| Sum | 3652 |
| Variance | 13693.911 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 0 | 4 | 11.1% |
| 3 | 3 | 8.3% |
| 1 | 3 | 8.3% |
| 5 | 2 | 5.6% |
| 60 | 2 | 5.6% |
| 222 | 1 | 2.8% |
| 35 | 1 | 2.8% |
| 464 | 1 | 2.8% |
| 274 | 1 | 2.8% |
| 323 | 1 | 2.8% |
| Other values (17) | 17 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 1 | 3 | |
| 3 | 3 | |
| 5 | 2 | |
| 35 | 1 | 2.8% |
| 37 | 1 | 2.8% |
| 48 | 1 | 2.8% |
| 60 | 2 | |
| 61 | 1 | 2.8% |
| 73 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 464 | 1 | |
| 380 | 1 | |
| 323 | 1 | |
| 274 | 1 | |
| 228 | 1 | |
| 222 | 1 | |
| 211 | 1 | |
| 179 | 1 | |
| 148 | 1 | |
| 140 | 1 |
5
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 29 |
|---|---|
| Distinct (%) | 80.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.722222 |
| Minimum | 0 |
|---|---|
| Maximum | 383 |
| Zeros | 1 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 79.5 |
| Q3 | 155.25 |
| 95-th percentile | 298.25 |
| Maximum | 383 |
| Range | 383 |
| Interquartile range (IQR) | 153.25 |
Descriptive statistics
| Standard deviation | 102.18795 |
|---|---|
| Coefficient of variation (CV) | 1.024726 |
| Kurtosis | 0.44374275 |
| Mean | 99.722222 |
| Median Absolute Deviation (MAD) | 77.5 |
| Skewness | 1.0165796 |
| Sum | 3590 |
| Variance | 10442.378 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 1 | 5 | 13.9% |
| 2 | 4 | 11.1% |
| 196 | 1 | 2.8% |
| 48 | 1 | 2.8% |
| 383 | 1 | 2.8% |
| 235 | 1 | 2.8% |
| 302 | 1 | 2.8% |
| 175 | 1 | 2.8% |
| 191 | 1 | 2.8% |
| 123 | 1 | 2.8% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 0 | 1 | 2.8% |
| 1 | 5 | |
| 2 | 4 | |
| 5 | 1 | 2.8% |
| 7 | 1 | 2.8% |
| 31 | 1 | 2.8% |
| 45 | 1 | 2.8% |
| 48 | 1 | 2.8% |
| 60 | 1 | 2.8% |
| 68 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 383 | 1 | |
| 302 | 1 | |
| 297 | 1 | |
| 259 | 1 | |
| 235 | 1 | |
| 196 | 1 | |
| 191 | 1 | |
| 175 | 1 | |
| 159 | 1 | |
| 154 | 1 |
6
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 29 |
|---|---|
| Distinct (%) | 80.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.777778 |
| Minimum | 0 |
|---|---|
| Maximum | 345 |
| Zeros | 4 |
| Zeros (%) | 11.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 4 |
| median | 75 |
| Q3 | 145.5 |
| 95-th percentile | 289.25 |
| Maximum | 345 |
| Range | 345 |
| Interquartile range (IQR) | 141.5 |
Descriptive statistics
| Standard deviation | 93.025069 |
|---|---|
| Coefficient of variation (CV) | 1.0135903 |
| Kurtosis | 0.57851002 |
| Mean | 91.777778 |
| Median Absolute Deviation (MAD) | 71 |
| Skewness | 1.0517378 |
| Sum | 3304 |
| Variance | 8653.6635 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 0 | 4 | 11.1% |
| 3 | 3 | 8.3% |
| 4 | 3 | 8.3% |
| 187 | 1 | 2.8% |
| 73 | 1 | 2.8% |
| 345 | 1 | 2.8% |
| 209 | 1 | 2.8% |
| 288 | 1 | 2.8% |
| 176 | 1 | 2.8% |
| 169 | 1 | 2.8% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 1 | 1 | 2.8% |
| 3 | 3 | |
| 4 | 3 | |
| 5 | 1 | 2.8% |
| 39 | 1 | 2.8% |
| 45 | 1 | 2.8% |
| 55 | 1 | 2.8% |
| 58 | 1 | 2.8% |
| 72 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 345 | 1 | |
| 293 | 1 | |
| 288 | 1 | |
| 209 | 1 | |
| 192 | 1 | |
| 187 | 1 | |
| 176 | 1 | |
| 169 | 1 | |
| 159 | 1 | |
| 141 | 1 |
7
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 29 |
|---|---|
| Distinct (%) | 80.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 78.333333 |
| Minimum | 0 |
|---|---|
| Maximum | 302 |
| Zeros | 3 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2.75 |
| median | 58 |
| Q3 | 117 |
| 95-th percentile | 226 |
| Maximum | 302 |
| Range | 302 |
| Interquartile range (IQR) | 114.25 |
Descriptive statistics
| Standard deviation | 80.634271 |
|---|---|
| Coefficient of variation (CV) | 1.0293737 |
| Kurtosis | 0.93496305 |
| Mean | 78.333333 |
| Median Absolute Deviation (MAD) | 55.5 |
| Skewness | 1.1302592 |
| Sum | 2820 |
| Variance | 6501.8857 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 2 | 4 | 11.1% |
| 0 | 3 | 8.3% |
| 1 | 2 | 5.6% |
| 3 | 2 | 5.6% |
| 170 | 1 | 2.8% |
| 55 | 1 | 2.8% |
| 302 | 1 | 2.8% |
| 171 | 1 | 2.8% |
| 207 | 1 | 2.8% |
| 129 | 1 | 2.8% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 1 | 2 | |
| 2 | 4 | |
| 3 | 2 | |
| 4 | 1 | 2.8% |
| 33 | 1 | 2.8% |
| 35 | 1 | 2.8% |
| 51 | 1 | 2.8% |
| 52 | 1 | 2.8% |
| 53 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 302 | 1 | |
| 283 | 1 | |
| 207 | 1 | |
| 179 | 1 | |
| 171 | 1 | |
| 170 | 1 | |
| 148 | 1 | |
| 135 | 1 | |
| 129 | 1 | |
| 113 | 1 |
8
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 28 |
|---|---|
| Distinct (%) | 77.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.555556 |
| Minimum | 0 |
|---|---|
| Maximum | 396 |
| Zeros | 3 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3.75 |
| median | 74.5 |
| Q3 | 143 |
| 95-th percentile | 253 |
| Maximum | 396 |
| Range | 396 |
| Interquartile range (IQR) | 139.25 |
Descriptive statistics
| Standard deviation | 97.176847 |
|---|---|
| Coefficient of variation (CV) | 1.0277222 |
| Kurtosis | 1.3520792 |
| Mean | 94.555556 |
| Median Absolute Deviation (MAD) | 70 |
| Skewness | 1.170727 |
| Sum | 3404 |
| Variance | 9443.3397 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 3 | 3 | 8.3% |
| 0 | 3 | 8.3% |
| 108 | 2 | 5.6% |
| 143 | 2 | 5.6% |
| 5 | 2 | 5.6% |
| 1 | 2 | 5.6% |
| 201 | 1 | 2.8% |
| 61 | 1 | 2.8% |
| 396 | 1 | 2.8% |
| 2 | 1 | 2.8% |
| Other values (18) | 18 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 1 | 2 | |
| 2 | 1 | 2.8% |
| 3 | 3 | |
| 4 | 1 | 2.8% |
| 5 | 2 | |
| 37 | 1 | 2.8% |
| 38 | 1 | 2.8% |
| 51 | 1 | 2.8% |
| 53 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 396 | 1 | |
| 304 | 1 | |
| 236 | 1 | |
| 234 | 1 | |
| 201 | 1 | |
| 185 | 1 | |
| 182 | 1 | |
| 170 | 1 | |
| 143 | 2 | |
| 141 | 1 |
9
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 28 |
|---|---|
| Distinct (%) | 77.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 107.63889 |
| Minimum | 0 |
|---|---|
| Maximum | 415 |
| Zeros | 2 |
| Zeros (%) | 5.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.75 |
| Q1 | 2 |
| median | 90 |
| Q3 | 161.25 |
| 95-th percentile | 353.75 |
| Maximum | 415 |
| Range | 415 |
| Interquartile range (IQR) | 159.25 |
Descriptive statistics
| Standard deviation | 114.25239 |
|---|---|
| Coefficient of variation (CV) | 1.0614416 |
| Kurtosis | 0.63120058 |
| Mean | 107.63889 |
| Median Absolute Deviation (MAD) | 87.5 |
| Skewness | 1.1136309 |
| Sum | 3875 |
| Variance | 13053.609 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 2 | 4 | 11.1% |
| 1 | 4 | 11.1% |
| 125 | 2 | 5.6% |
| 0 | 2 | 5.6% |
| 222 | 1 | 2.8% |
| 92 | 1 | 2.8% |
| 415 | 1 | 2.8% |
| 262 | 1 | 2.8% |
| 365 | 1 | 2.8% |
| 198 | 1 | 2.8% |
| Other values (18) | 18 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 1 | 4 | |
| 2 | 4 | |
| 3 | 1 | 2.8% |
| 4 | 1 | 2.8% |
| 34 | 1 | 2.8% |
| 44 | 1 | 2.8% |
| 49 | 1 | 2.8% |
| 58 | 1 | 2.8% |
| 64 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 415 | 1 | |
| 365 | 1 | |
| 350 | 1 | |
| 262 | 1 | |
| 241 | 1 | |
| 222 | 1 | |
| 214 | 1 | |
| 198 | 1 | |
| 171 | 1 | |
| 158 | 1 |
10
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 29 |
|---|---|
| Distinct (%) | 80.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 112.05556 |
| Minimum | 0 |
|---|---|
| Maximum | 495 |
| Zeros | 1 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4.75 |
| median | 81.5 |
| Q3 | 165.75 |
| 95-th percentile | 321 |
| Maximum | 495 |
| Range | 495 |
| Interquartile range (IQR) | 161 |
Descriptive statistics
| Standard deviation | 120.23998 |
|---|---|
| Coefficient of variation (CV) | 1.073039 |
| Kurtosis | 1.8129732 |
| Mean | 112.05556 |
| Median Absolute Deviation (MAD) | 79.5 |
| Skewness | 1.3411042 |
| Sum | 4034 |
| Variance | 14457.654 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 1 | 4 | 11.1% |
| 2 | 3 | 8.3% |
| 6 | 2 | 5.6% |
| 162 | 2 | 5.6% |
| 226 | 1 | 2.8% |
| 105 | 1 | 2.8% |
| 92 | 1 | 2.8% |
| 58 | 1 | 2.8% |
| 77 | 1 | 2.8% |
| 193 | 1 | 2.8% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 0 | 1 | 2.8% |
| 1 | 4 | |
| 2 | 3 | |
| 4 | 1 | 2.8% |
| 5 | 1 | 2.8% |
| 6 | 2 | |
| 50 | 1 | 2.8% |
| 51 | 1 | 2.8% |
| 57 | 1 | 2.8% |
| 58 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 495 | 1 | |
| 381 | 1 | |
| 301 | 1 | |
| 272 | 1 | |
| 267 | 1 | |
| 226 | 1 | |
| 211 | 1 | |
| 193 | 1 | |
| 168 | 1 | |
| 165 | 1 |
11
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 28 |
|---|---|
| Distinct (%) | 77.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 113.66667 |
| Minimum | 0 |
|---|---|
| Maximum | 467 |
| Zeros | 1 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 86 |
| Q3 | 167.75 |
| 95-th percentile | 350.75 |
| Maximum | 467 |
| Range | 467 |
| Interquartile range (IQR) | 165.75 |
Descriptive statistics
| Standard deviation | 123.21549 |
|---|---|
| Coefficient of variation (CV) | 1.0840072 |
| Kurtosis | 0.85702431 |
| Mean | 113.66667 |
| Median Absolute Deviation (MAD) | 84 |
| Skewness | 1.1906042 |
| Sum | 4092 |
| Variance | 15182.057 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 1 | 6 | 16.7% |
| 2 | 3 | 8.3% |
| 86 | 2 | 5.6% |
| 228 | 1 | 2.8% |
| 45 | 1 | 2.8% |
| 467 | 1 | 2.8% |
| 279 | 1 | 2.8% |
| 377 | 1 | 2.8% |
| 217 | 1 | 2.8% |
| 322 | 1 | 2.8% |
| Other values (18) | 18 |
| Value | Count | Frequency (%) |
| 0 | 1 | 2.8% |
| 1 | 6 | |
| 2 | 3 | |
| 7 | 1 | 2.8% |
| 8 | 1 | 2.8% |
| 29 | 1 | 2.8% |
| 45 | 1 | 2.8% |
| 54 | 1 | 2.8% |
| 57 | 1 | 2.8% |
| 69 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 467 | 1 | |
| 377 | 1 | |
| 342 | 1 | |
| 322 | 1 | |
| 279 | 1 | |
| 228 | 1 | |
| 217 | 1 | |
| 204 | 1 | |
| 179 | 1 | |
| 164 | 1 |
12
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 29 |
|---|---|
| Distinct (%) | 80.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 117.02778 |
| Minimum | 0 |
|---|---|
| Maximum | 558 |
| Zeros | 3 |
| Zeros (%) | 8.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 456.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 74.5 |
| Q3 | 161.75 |
| 95-th percentile | 365.75 |
| Maximum | 558 |
| Range | 558 |
| Interquartile range (IQR) | 158.75 |
Descriptive statistics
| Standard deviation | 138.88813 |
|---|---|
| Coefficient of variation (CV) | 1.1867963 |
| Kurtosis | 2.6012229 |
| Mean | 117.02778 |
| Median Absolute Deviation (MAD) | 71.5 |
| Skewness | 1.6271603 |
| Sum | 4213 |
| Variance | 19289.913 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 3 | 3 | 8.3% |
| 0 | 3 | 8.3% |
| 1 | 3 | 8.3% |
| 125 | 2 | 5.6% |
| 295 | 1 | 2.8% |
| 138 | 1 | 2.8% |
| 101 | 1 | 2.8% |
| 86 | 1 | 2.8% |
| 143 | 1 | 2.8% |
| 241 | 1 | 2.8% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 1 | 3 | |
| 2 | 1 | 2.8% |
| 3 | 3 | |
| 4 | 1 | 2.8% |
| 5 | 1 | 2.8% |
| 32 | 1 | 2.8% |
| 39 | 1 | 2.8% |
| 55 | 1 | 2.8% |
| 56 | 1 | 2.8% |
| Value | Count | Frequency (%) |
| 558 | 1 | |
| 491 | 1 | |
| 324 | 1 | |
| 317 | 1 | |
| 295 | 1 | |
| 241 | 1 | |
| 225 | 1 | |
| 187 | 1 | |
| 176 | 1 | |
| 157 | 1 |
| 발생시간대 | 발생월 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 발생시간대 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| 발생월 | 0.000 | 1.000 | 0.599 | 0.875 | 0.645 | 0.893 | 0.926 | 0.978 | 0.787 | 0.736 | 0.915 | 0.952 | 0.760 | 0.680 |
| 1 | 0.000 | 0.599 | 1.000 | 0.866 | 0.968 | 0.927 | 0.905 | 0.915 | 0.981 | 0.975 | 0.893 | 0.935 | 0.944 | 0.991 |
| 2 | 0.000 | 0.875 | 0.866 | 1.000 | 0.828 | 0.969 | 0.966 | 0.946 | 0.913 | 0.886 | 0.948 | 0.961 | 0.875 | 0.893 |
| 3 | 0.000 | 0.645 | 0.968 | 0.828 | 1.000 | 0.944 | 0.897 | 0.939 | 0.941 | 0.951 | 0.940 | 0.904 | 0.948 | 0.965 |
| 4 | 0.000 | 0.893 | 0.927 | 0.969 | 0.944 | 1.000 | 0.968 | 0.973 | 0.895 | 0.930 | 0.988 | 0.987 | 0.959 | 0.923 |
| 5 | 0.000 | 0.926 | 0.905 | 0.966 | 0.897 | 0.968 | 1.000 | 0.973 | 0.914 | 0.881 | 0.984 | 0.962 | 0.890 | 0.880 |
| 6 | 0.000 | 0.978 | 0.915 | 0.946 | 0.939 | 0.973 | 0.973 | 1.000 | 0.925 | 0.900 | 0.985 | 0.975 | 0.942 | 0.871 |
| 7 | 0.000 | 0.787 | 0.981 | 0.913 | 0.941 | 0.895 | 0.914 | 0.925 | 1.000 | 0.972 | 0.889 | 0.934 | 0.920 | 0.967 |
| 8 | 0.000 | 0.736 | 0.975 | 0.886 | 0.951 | 0.930 | 0.881 | 0.900 | 0.972 | 1.000 | 0.911 | 0.915 | 0.933 | 0.990 |
| 9 | 0.000 | 0.915 | 0.893 | 0.948 | 0.940 | 0.988 | 0.984 | 0.985 | 0.889 | 0.911 | 1.000 | 0.975 | 0.928 | 0.880 |
| 10 | 0.000 | 0.952 | 0.935 | 0.961 | 0.904 | 0.987 | 0.962 | 0.975 | 0.934 | 0.915 | 0.975 | 1.000 | 0.965 | 0.909 |
| 11 | 0.000 | 0.760 | 0.944 | 0.875 | 0.948 | 0.959 | 0.890 | 0.942 | 0.920 | 0.933 | 0.928 | 0.965 | 1.000 | 0.930 |
| 12 | 0.000 | 0.680 | 0.991 | 0.893 | 0.965 | 0.923 | 0.880 | 0.871 | 0.967 | 0.990 | 0.880 | 0.909 | 0.930 | 1.000 |
| 발생시간대 | 발생월 | |
|---|---|---|
| 발생시간대 | 1.000 | 0.000 |
| 발생월 | 0.000 | 1.000 |
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 발생시간대 | 발생월 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 1.000 | 0.961 | 0.971 | 0.964 | 0.978 | 0.978 | 0.971 | 0.976 | 0.957 | 0.973 | 0.951 | 0.974 | 0.000 | 0.425 |
| 2 | 0.961 | 1.000 | 0.977 | 0.965 | 0.964 | 0.982 | 0.976 | 0.967 | 0.979 | 0.950 | 0.962 | 0.975 | 0.000 | 0.538 |
| 3 | 0.971 | 0.977 | 1.000 | 0.980 | 0.970 | 0.979 | 0.976 | 0.979 | 0.963 | 0.965 | 0.952 | 0.980 | 0.000 | 0.474 |
| 4 | 0.964 | 0.965 | 0.980 | 1.000 | 0.967 | 0.976 | 0.963 | 0.978 | 0.963 | 0.969 | 0.959 | 0.976 | 0.000 | 0.563 |
| 5 | 0.978 | 0.964 | 0.970 | 0.967 | 1.000 | 0.973 | 0.960 | 0.985 | 0.946 | 0.966 | 0.951 | 0.957 | 0.000 | 0.615 |
| 6 | 0.978 | 0.982 | 0.979 | 0.976 | 0.973 | 1.000 | 0.980 | 0.984 | 0.978 | 0.962 | 0.970 | 0.980 | 0.000 | 0.741 |
| 7 | 0.971 | 0.976 | 0.976 | 0.963 | 0.960 | 0.980 | 1.000 | 0.965 | 0.965 | 0.952 | 0.957 | 0.976 | 0.000 | 0.647 |
| 8 | 0.976 | 0.967 | 0.979 | 0.978 | 0.985 | 0.984 | 0.965 | 1.000 | 0.961 | 0.974 | 0.960 | 0.964 | 0.000 | 0.581 |
| 9 | 0.957 | 0.979 | 0.963 | 0.963 | 0.946 | 0.978 | 0.965 | 0.961 | 1.000 | 0.951 | 0.964 | 0.972 | 0.000 | 0.596 |
| 10 | 0.973 | 0.950 | 0.965 | 0.969 | 0.966 | 0.962 | 0.952 | 0.974 | 0.951 | 1.000 | 0.957 | 0.965 | 0.000 | 0.669 |
| 11 | 0.951 | 0.962 | 0.952 | 0.959 | 0.951 | 0.970 | 0.957 | 0.960 | 0.964 | 0.957 | 1.000 | 0.960 | 0.000 | 0.559 |
| 12 | 0.974 | 0.975 | 0.980 | 0.976 | 0.957 | 0.980 | 0.976 | 0.964 | 0.972 | 0.965 | 0.960 | 1.000 | 0.000 | 0.514 |
| 발생시간대 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 |
| 발생월 | 0.425 | 0.538 | 0.474 | 0.563 | 0.615 | 0.741 | 0.647 | 0.581 | 0.596 | 0.669 | 0.559 | 0.514 | 0.000 | 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.
| 발생시간대 | 발생월 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 00시-02시 | 사고건수 | 174 | 188 | 199 | 222 | 196 | 187 | 170 | 201 | 222 | 226 | 228 | 295 |
| 1 | 00시-02시 | 사망자수 | 1 | 6 | 7 | 5 | 7 | 5 | 4 | 5 | 1 | 2 | 7 | 3 |
| 2 | 00시-02시 | 부상자수 | 323 | 293 | 317 | 380 | 297 | 293 | 283 | 304 | 350 | 381 | 342 | 491 |
| 3 | 02시-04시 | 사고건수 | 104 | 101 | 125 | 137 | 154 | 128 | 110 | 127 | 149 | 132 | 132 | 157 |
| 4 | 02시-04시 | 사망자수 | 3 | 1 | 4 | 5 | 5 | 3 | 2 | 5 | 1 | 6 | 0 | 3 |
| 5 | 02시-04시 | 부상자수 | 182 | 167 | 197 | 211 | 259 | 192 | 179 | 185 | 241 | 211 | 204 | 225 |
| 6 | 04시-06시 | 사고건수 | 86 | 81 | 93 | 76 | 105 | 95 | 86 | 98 | 107 | 115 | 104 | 125 |
| 7 | 04시-06시 | 사망자수 | 7 | 2 | 2 | 3 | 2 | 4 | 1 | 3 | 2 | 4 | 2 | 5 |
| 8 | 04시-06시 | 부상자수 | 117 | 133 | 146 | 98 | 159 | 159 | 135 | 141 | 158 | 165 | 149 | 187 |
| 9 | 06시-08시 | 사고건수 | 65 | 59 | 92 | 88 | 90 | 88 | 72 | 108 | 93 | 100 | 91 | 85 |
| 발생시간대 | 발생월 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 26 | 16시-18시 | 부상자수 | 89 | 94 | 109 | 111 | 120 | 116 | 111 | 143 | 171 | 193 | 164 | 143 |
| 27 | 18시-20시 | 사고건수 | 96 | 93 | 130 | 140 | 123 | 105 | 100 | 121 | 125 | 162 | 179 | 138 |
| 28 | 18시-20시 | 사망자수 | 0 | 2 | 2 | 3 | 1 | 3 | 0 | 3 | 3 | 2 | 2 | 1 |
| 29 | 18시-20시 | 부상자수 | 144 | 163 | 210 | 228 | 191 | 169 | 148 | 182 | 214 | 267 | 322 | 241 |
| 30 | 20시-22시 | 사고건수 | 126 | 117 | 174 | 179 | 175 | 176 | 129 | 143 | 198 | 168 | 217 | 176 |
| 31 | 20시-22시 | 사망자수 | 2 | 3 | 5 | 0 | 2 | 4 | 2 | 4 | 2 | 1 | 1 | 1 |
| 32 | 20시-22시 | 부상자수 | 229 | 248 | 312 | 323 | 302 | 288 | 207 | 236 | 365 | 301 | 377 | 317 |
| 33 | 22시-24시 | 사고건수 | 230 | 164 | 244 | 274 | 235 | 209 | 171 | 234 | 262 | 272 | 279 | 324 |
| 34 | 22시-24시 | 사망자수 | 3 | 2 | 7 | 3 | 1 | 3 | 3 | 2 | 2 | 6 | 1 | 4 |
| 35 | 22시-24시 | 부상자수 | 376 | 309 | 421 | 464 | 383 | 345 | 302 | 396 | 415 | 495 | 467 | 558 |