Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 137 |
| Missing cells | 373 |
| Missing cells (%) | 18.2% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 18.1 KiB |
| Average record size in memory | 135.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 14 |
Dataset
| Description | 2011~2022년 10년치 월별 불법주정차 단속통계치가 들어있는 파일입니다 . 각 년의 월별을 기준으로 단속건수가 나와있으며, 단속주체로 종로구와 시청으로 나뉘어져 있습니다. |
|---|---|
| Author | 서울특별시 종로구 |
| URL | https://www.data.go.kr/data/15101868/fileData.do |
총합계 is highly overall correlated with 구청합계 and 1 other fields | High correlation |
구청합계 is highly overall correlated with 총합계 and 2 other fields | High correlation |
시청합계 is highly overall correlated with 종로구청 고정형 CCTV and 4 other fields | High correlation |
종로구청 고정형 CCTV is highly overall correlated with 구청합계 and 4 other fields | High correlation |
종로구청 주행형CCTV is highly overall correlated with 총합계 and 2 other fields | High correlation |
종로구청 PDA is highly overall correlated with 시청합계 and 5 other fields | High correlation |
종로구청 본관 상황실 외 is highly overall correlated with 종로구 소방서 and 1 other fields | High correlation |
종로구 소방서 is highly overall correlated with 종로구청 본관 상황실 외 | High correlation |
종로구청 시민신고 is highly overall correlated with 시청합계 and 3 other fields | High correlation |
시청 고정형 CCTV is highly overall correlated with 시청합계 and 6 other fields | High correlation |
시청 주행형 CCTV is highly overall correlated with 시청 고정형 CCTV | High correlation |
시청 버스 CCTV is highly overall correlated with 종로구청 본관 상황실 외 and 1 other fields | High correlation |
시청 PDA is highly overall correlated with 시청합계 and 2 other fields | High correlation |
종로구청 주행형CCTV has 31 (22.6%) missing values | Missing |
종로구청 본관 상황실 외 has 124 (90.5%) missing values | Missing |
종로구 소방서 has 68 (49.6%) missing values | Missing |
종로구 경찰서 has 26 (19.0%) missing values | Missing |
종로구청 시민신고 has 31 (22.6%) missing values | Missing |
시청 주행형 CCTV has 12 (8.8%) missing values | Missing |
시청 버스 CCTV has 81 (59.1%) missing values | Missing |
연월 has unique values | Unique |
총합계 has unique values | Unique |
종로구청 PDA has unique values | Unique |
Reproduction
| Analysis started | 2023-12-12 08:43:18.524148 |
|---|---|
| Analysis finished | 2023-12-12 08:43:41.648392 |
| Duration | 23.12 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
연월
Date
UNIQUE
| Distinct | 137 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.2 KiB |
| Minimum | 2011-01-01 00:00:00 |
|---|---|
| Maximum | 2022-05-01 00:00:00 |
Histogram with fixed size bins (bins=50)
총합계
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 137 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14558.409 |
| Minimum | 9022 |
|---|---|
| Maximum | 20217 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 9022 |
|---|---|
| 5-th percentile | 10668.6 |
| Q1 | 13221 |
| median | 14762 |
| Q3 | 15909 |
| 95-th percentile | 17583.2 |
| Maximum | 20217 |
| Range | 11195 |
| Interquartile range (IQR) | 2688 |
Descriptive statistics
| Standard deviation | 2134.2164 |
|---|---|
| Coefficient of variation (CV) | 0.14659682 |
| Kurtosis | 0.18981442 |
| Mean | 14558.409 |
| Median Absolute Deviation (MAD) | 1401 |
| Skewness | -0.17576286 |
| Sum | 1994502 |
| Variance | 4554879.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9745 | 1 | 0.7% |
| 14607 | 1 | 0.7% |
| 14112 | 1 | 0.7% |
| 12492 | 1 | 0.7% |
| 15207 | 1 | 0.7% |
| 16320 | 1 | 0.7% |
| 12772 | 1 | 0.7% |
| 13826 | 1 | 0.7% |
| 13221 | 1 | 0.7% |
| 13828 | 1 | 0.7% |
| Other values (127) | 127 |
| Value | Count | Frequency (%) |
| 9022 | 1 | |
| 9415 | 1 | |
| 9745 | 1 | |
| 9951 | 1 | |
| 10112 | 1 | |
| 10474 | 1 | |
| 10539 | 1 | |
| 10701 | 1 | |
| 10769 | 1 | |
| 11101 | 1 |
| Value | Count | Frequency (%) |
| 20217 | 1 | |
| 20149 | 1 | |
| 19266 | 1 | |
| 18520 | 1 | |
| 18204 | 1 | |
| 18118 | 1 | |
| 17760 | 1 | |
| 17539 | 1 | |
| 17506 | 1 | |
| 17328 | 1 |
구청합계
Real number (ℝ)
HIGH CORRELATION
| Distinct | 136 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11202.015 |
| Minimum | 5994 |
|---|---|
| Maximum | 16497 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 5994 |
|---|---|
| 5-th percentile | 7770 |
| Q1 | 9963 |
| median | 11466 |
| Q3 | 12477 |
| 95-th percentile | 14263.6 |
| Maximum | 16497 |
| Range | 10503 |
| Interquartile range (IQR) | 2514 |
Descriptive statistics
| Standard deviation | 2006.1952 |
|---|---|
| Coefficient of variation (CV) | 0.17909235 |
| Kurtosis | 0.25952903 |
| Mean | 11202.015 |
| Median Absolute Deviation (MAD) | 1105 |
| Skewness | -0.22937523 |
| Sum | 1534676 |
| Variance | 4024819 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12605 | 2 | 1.5% |
| 6466 | 1 | 0.7% |
| 12477 | 1 | 0.7% |
| 11226 | 1 | 0.7% |
| 9929 | 1 | 0.7% |
| 12304 | 1 | 0.7% |
| 12093 | 1 | 0.7% |
| 10698 | 1 | 0.7% |
| 12105 | 1 | 0.7% |
| 11467 | 1 | 0.7% |
| Other values (126) | 126 |
| Value | Count | Frequency (%) |
| 5994 | 1 | |
| 6357 | 1 | |
| 6466 | 1 | |
| 6669 | 1 | |
| 7155 | 1 | |
| 7714 | 1 | |
| 7758 | 1 | |
| 7773 | 1 | |
| 7864 | 1 | |
| 7927 | 1 |
| Value | Count | Frequency (%) |
| 16497 | 1 | |
| 16168 | 1 | |
| 15701 | 1 | |
| 15599 | 1 | |
| 14770 | 1 | |
| 14480 | 1 | |
| 14446 | 1 | |
| 14218 | 1 | |
| 14092 | 1 | |
| 13651 | 1 |
시청합계
Real number (ℝ)
HIGH CORRELATION
| Distinct | 136 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3356.3942 |
| Minimum | 1616 |
|---|---|
| Maximum | 5592 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 1616 |
|---|---|
| 5-th percentile | 2000.8 |
| Q1 | 2661 |
| median | 3190 |
| Q3 | 4182 |
| 95-th percentile | 4959.2 |
| Maximum | 5592 |
| Range | 3976 |
| Interquartile range (IQR) | 1521 |
Descriptive statistics
| Standard deviation | 959.37761 |
|---|---|
| Coefficient of variation (CV) | 0.2858358 |
| Kurtosis | -0.97169291 |
| Mean | 3356.3942 |
| Median Absolute Deviation (MAD) | 756 |
| Skewness | 0.22454131 |
| Sum | 459826 |
| Variance | 920405.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3580 | 2 | 1.5% |
| 3279 | 1 | 0.7% |
| 1754 | 1 | 0.7% |
| 2563 | 1 | 0.7% |
| 2903 | 1 | 0.7% |
| 4227 | 1 | 0.7% |
| 2074 | 1 | 0.7% |
| 1721 | 1 | 0.7% |
| 2130 | 1 | 0.7% |
| 2404 | 1 | 0.7% |
| Other values (126) | 126 |
| Value | Count | Frequency (%) |
| 1616 | 1 | |
| 1719 | 1 | |
| 1721 | 1 | |
| 1754 | 1 | |
| 1818 | 1 | |
| 1890 | 1 | |
| 1912 | 1 | |
| 2023 | 1 | |
| 2038 | 1 | |
| 2045 | 1 |
| Value | Count | Frequency (%) |
| 5592 | 1 | |
| 5221 | 1 | |
| 5146 | 1 | |
| 5059 | 1 | |
| 5042 | 1 | |
| 4985 | 1 | |
| 4976 | 1 | |
| 4955 | 1 | |
| 4860 | 1 | |
| 4837 | 1 |
종로구청 고정형 CCTV
Real number (ℝ)
HIGH CORRELATION
| Distinct | 136 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5340.854 |
| Minimum | 1160 |
|---|---|
| Maximum | 12453 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 1160 |
|---|---|
| 5-th percentile | 2666.2 |
| Q1 | 3782 |
| median | 4505 |
| Q3 | 6495 |
| 95-th percentile | 10249 |
| Maximum | 12453 |
| Range | 11293 |
| Interquartile range (IQR) | 2713 |
Descriptive statistics
| Standard deviation | 2357.5695 |
|---|---|
| Coefficient of variation (CV) | 0.44142182 |
| Kurtosis | 0.38446918 |
| Mean | 5340.854 |
| Median Absolute Deviation (MAD) | 1289 |
| Skewness | 0.9806481 |
| Sum | 731697 |
| Variance | 5558133.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4252 | 2 | 1.5% |
| 1898 | 1 | 0.7% |
| 6089 | 1 | 0.7% |
| 4505 | 1 | 0.7% |
| 6697 | 1 | 0.7% |
| 6323 | 1 | 0.7% |
| 4698 | 1 | 0.7% |
| 5794 | 1 | 0.7% |
| 6156 | 1 | 0.7% |
| 6554 | 1 | 0.7% |
| Other values (126) | 126 |
| Value | Count | Frequency (%) |
| 1160 | 1 | |
| 1898 | 1 | |
| 1915 | 1 | |
| 2119 | 1 | |
| 2172 | 1 | |
| 2346 | 1 | |
| 2551 | 1 | |
| 2695 | 1 | |
| 2718 | 1 | |
| 2737 | 1 |
| Value | Count | Frequency (%) |
| 12453 | 1 | |
| 11600 | 1 | |
| 11397 | 1 | |
| 11095 | 1 | |
| 10626 | 1 | |
| 10618 | 1 | |
| 10297 | 1 | |
| 10237 | 1 | |
| 10138 | 1 | |
| 9692 | 1 |
종로구청 주행형CCTV
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 105 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 31 |
| Missing (%) | 22.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 800.96226 |
| Minimum | 14 |
|---|---|
| Maximum | 2218 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 71 |
| Q1 | 352.25 |
| median | 751 |
| Q3 | 1157 |
| 95-th percentile | 1652.25 |
| Maximum | 2218 |
| Range | 2204 |
| Interquartile range (IQR) | 804.75 |
Descriptive statistics
| Standard deviation | 528.82308 |
|---|---|
| Coefficient of variation (CV) | 0.6602347 |
| Kurtosis | -0.45326881 |
| Mean | 800.96226 |
| Median Absolute Deviation (MAD) | 407 |
| Skewness | 0.49106837 |
| Sum | 84902 |
| Variance | 279653.85 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 208 | 2 | 1.5% |
| 1165 | 1 | 0.7% |
| 770 | 1 | 0.7% |
| 793 | 1 | 0.7% |
| 831 | 1 | 0.7% |
| 844 | 1 | 0.7% |
| 1467 | 1 | 0.7% |
| 1403 | 1 | 0.7% |
| 1371 | 1 | 0.7% |
| 1299 | 1 | 0.7% |
| Other values (95) | 95 | |
| (Missing) | 31 | 22.6% |
| Value | Count | Frequency (%) |
| 14 | 1 | |
| 25 | 1 | |
| 35 | 1 | |
| 38 | 1 | |
| 56 | 1 | |
| 69 | 1 | |
| 77 | 1 | |
| 89 | 1 | |
| 115 | 1 | |
| 127 | 1 |
| Value | Count | Frequency (%) |
| 2218 | 1 | |
| 2070 | 1 | |
| 2030 | 1 | |
| 1838 | 1 | |
| 1805 | 1 | |
| 1662 | 1 | |
| 1623 | 1 | |
| 1619 | 1 | |
| 1588 | 1 | |
| 1587 | 1 |
종로구청 PDA
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 137 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4982.9124 |
| Minimum | 1923 |
|---|---|
| Maximum | 9147 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 1923 |
|---|---|
| 5-th percentile | 2412.4 |
| Q1 | 3717 |
| median | 5058 |
| Q3 | 6084 |
| 95-th percentile | 7493.8 |
| Maximum | 9147 |
| Range | 7224 |
| Interquartile range (IQR) | 2367 |
Descriptive statistics
| Standard deviation | 1609.6406 |
|---|---|
| Coefficient of variation (CV) | 0.32303208 |
| Kurtosis | -0.56556358 |
| Mean | 4982.9124 |
| Median Absolute Deviation (MAD) | 1223 |
| Skewness | 0.081119789 |
| Sum | 682659 |
| Variance | 2590942.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4322 | 1 | 0.7% |
| 5126 | 1 | 0.7% |
| 5131 | 1 | 0.7% |
| 4530 | 1 | 0.7% |
| 4366 | 1 | 0.7% |
| 4663 | 1 | 0.7% |
| 4641 | 1 | 0.7% |
| 4990 | 1 | 0.7% |
| 4697 | 1 | 0.7% |
| 3965 | 1 | 0.7% |
| Other values (127) | 127 |
| Value | Count | Frequency (%) |
| 1923 | 1 | |
| 1950 | 1 | |
| 2093 | 1 | |
| 2125 | 1 | |
| 2225 | 1 | |
| 2288 | 1 | |
| 2314 | 1 | |
| 2437 | 1 | |
| 2474 | 1 | |
| 2571 | 1 |
| Value | Count | Frequency (%) |
| 9147 | 1 | |
| 8552 | 1 | |
| 8283 | 1 | |
| 8223 | 1 | |
| 8124 | 1 | |
| 7952 | 1 | |
| 7621 | 1 | |
| 7462 | 1 | |
| 7260 | 1 | |
| 7237 | 1 |
종로구청 본관 상황실 외
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 11 |
|---|---|
| Distinct (%) | 84.6% |
| Missing | 124 |
| Missing (%) | 90.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.461538 |
| Minimum | 1 |
|---|---|
| Maximum | 32 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2.8 |
| Q1 | 6 |
| median | 9 |
| Q3 | 14 |
| 95-th percentile | 29 |
| Maximum | 32 |
| Range | 31 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 8.996438 |
|---|---|
| Coefficient of variation (CV) | 0.78492412 |
| Kurtosis | 1.4626715 |
| Mean | 11.461538 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.3785246 |
| Sum | 149 |
| Variance | 80.935897 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 4 | 2 | 1.5% |
| 11 | 2 | 1.5% |
| 8 | 1 | 0.7% |
| 9 | 1 | 0.7% |
| 14 | 1 | 0.7% |
| 32 | 1 | 0.7% |
| 7 | 1 | 0.7% |
| 27 | 1 | 0.7% |
| 6 | 1 | 0.7% |
| 15 | 1 | 0.7% |
| (Missing) | 124 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 4 | 2 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 11 | 2 | |
| 14 | 1 | |
| 15 | 1 | |
| 27 | 1 |
| Value | Count | Frequency (%) |
| 32 | 1 | |
| 27 | 1 | |
| 15 | 1 | |
| 14 | 1 | |
| 11 | 2 | |
| 9 | 1 | |
| 8 | 1 | |
| 7 | 1 | |
| 6 | 1 | |
| 4 | 2 |
종로구 소방서
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 8 |
|---|---|
| Distinct (%) | 11.6% |
| Missing | 68 |
| Missing (%) | 49.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5652174 |
| Minimum | 1 |
|---|---|
| Maximum | 15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5.6 |
| Maximum | 15 |
| Range | 14 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.434303 |
|---|---|
| Coefficient of variation (CV) | 0.94896558 |
| Kurtosis | 10.838121 |
| Mean | 2.5652174 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.894811 |
| Sum | 177 |
| Variance | 5.9258312 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 1 | 31 | |
| 2 | 14 | 10.2% |
| 3 | 8 | 5.8% |
| 4 | 7 | 5.1% |
| 5 | 5 | 3.6% |
| 10 | 2 | 1.5% |
| 15 | 1 | 0.7% |
| 6 | 1 | 0.7% |
| (Missing) | 68 |
| Value | Count | Frequency (%) |
| 1 | 31 | |
| 2 | 14 | |
| 3 | 8 | 5.8% |
| 4 | 7 | 5.1% |
| 5 | 5 | 3.6% |
| 6 | 1 | 0.7% |
| 10 | 2 | 1.5% |
| 15 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 15 | 1 | 0.7% |
| 10 | 2 | 1.5% |
| 6 | 1 | 0.7% |
| 5 | 5 | 3.6% |
| 4 | 7 | 5.1% |
| 3 | 8 | 5.8% |
| 2 | 14 | |
| 1 | 31 |
종로구 경찰서
Real number (ℝ)
MISSING
| Distinct | 76 |
|---|---|
| Distinct (%) | 68.5% |
| Missing | 26 |
| Missing (%) | 19.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.513514 |
| Minimum | 1 |
|---|---|
| Maximum | 401 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.5 |
| Q1 | 8 |
| median | 35 |
| Q3 | 70.5 |
| 95-th percentile | 173.5 |
| Maximum | 401 |
| Range | 400 |
| Interquartile range (IQR) | 62.5 |
Descriptive statistics
| Standard deviation | 62.882844 |
|---|---|
| Coefficient of variation (CV) | 1.1750835 |
| Kurtosis | 8.2728686 |
| Mean | 53.513514 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | 2.3624567 |
| Sum | 5940 |
| Variance | 3954.2521 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 6 | 4.4% |
| 8 | 5 | 3.6% |
| 2 | 5 | 3.6% |
| 6 | 4 | 2.9% |
| 28 | 3 | 2.2% |
| 12 | 3 | 2.2% |
| 4 | 3 | 2.2% |
| 5 | 3 | 2.2% |
| 3 | 2 | 1.5% |
| 46 | 2 | 1.5% |
| Other values (66) | 75 | |
| (Missing) | 26 | 19.0% |
| Value | Count | Frequency (%) |
| 1 | 6 | |
| 2 | 5 | |
| 3 | 2 | 1.5% |
| 4 | 3 | |
| 5 | 3 | |
| 6 | 4 | |
| 7 | 1 | 0.7% |
| 8 | 5 | |
| 9 | 2 | 1.5% |
| 10 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 401 | 1 | |
| 250 | 1 | |
| 205 | 1 | |
| 189 | 1 | |
| 182 | 1 | |
| 176 | 1 | |
| 171 | 2 | |
| 167 | 1 | |
| 153 | 1 | |
| 135 | 1 |
종로구청 시민신고
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 86 |
|---|---|
| Distinct (%) | 81.1% |
| Missing | 31 |
| Missing (%) | 22.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 275.01887 |
| Minimum | 2 |
|---|---|
| Maximum | 1417 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 5.75 |
| Q1 | 38.25 |
| median | 181 |
| Q3 | 496 |
| 95-th percentile | 733 |
| Maximum | 1417 |
| Range | 1415 |
| Interquartile range (IQR) | 457.75 |
Descriptive statistics
| Standard deviation | 295.78741 |
|---|---|
| Coefficient of variation (CV) | 1.0755168 |
| Kurtosis | 2.2146468 |
| Mean | 275.01887 |
| Median Absolute Deviation (MAD) | 153 |
| Skewness | 1.3828911 |
| Sum | 29152 |
| Variance | 87490.19 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 44 | 4 | 2.9% |
| 48 | 3 | 2.2% |
| 35 | 3 | 2.2% |
| 29 | 3 | 2.2% |
| 2 | 3 | 2.2% |
| 4 | 2 | 1.5% |
| 668 | 2 | 1.5% |
| 733 | 2 | 1.5% |
| 616 | 2 | 1.5% |
| 83 | 2 | 1.5% |
| Other values (76) | 80 | |
| (Missing) | 31 | 22.6% |
| Value | Count | Frequency (%) |
| 2 | 3 | |
| 4 | 2 | |
| 5 | 1 | 0.7% |
| 8 | 1 | 0.7% |
| 9 | 1 | 0.7% |
| 10 | 1 | 0.7% |
| 12 | 1 | 0.7% |
| 15 | 1 | 0.7% |
| 16 | 1 | 0.7% |
| 17 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 1417 | 1 | |
| 1269 | 1 | |
| 1199 | 1 | |
| 851 | 1 | |
| 747 | 1 | |
| 733 | 2 | |
| 668 | 2 | |
| 645 | 1 | |
| 618 | 1 | |
| 616 | 2 |
시청 고정형 CCTV
Real number (ℝ)
HIGH CORRELATION
| Distinct | 133 |
|---|---|
| Distinct (%) | 97.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2391.7883 |
| Minimum | 868 |
|---|---|
| Maximum | 4201 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 868 |
|---|---|
| 5-th percentile | 1192.2 |
| Q1 | 1665 |
| median | 2216 |
| Q3 | 3186 |
| 95-th percentile | 3830.4 |
| Maximum | 4201 |
| Range | 3333 |
| Interquartile range (IQR) | 1521 |
Descriptive statistics
| Standard deviation | 882.87301 |
|---|---|
| Coefficient of variation (CV) | 0.36912673 |
| Kurtosis | -1.0499211 |
| Mean | 2391.7883 |
| Median Absolute Deviation (MAD) | 699 |
| Skewness | 0.33629807 |
| Sum | 327675 |
| Variance | 779464.76 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2447 | 2 | 1.5% |
| 1789 | 2 | 1.5% |
| 3406 | 2 | 1.5% |
| 2022 | 2 | 1.5% |
| 1025 | 1 | 0.7% |
| 1542 | 1 | 0.7% |
| 2314 | 1 | 0.7% |
| 2614 | 1 | 0.7% |
| 2056 | 1 | 0.7% |
| 2218 | 1 | 0.7% |
| Other values (123) | 123 |
| Value | Count | Frequency (%) |
| 868 | 1 | |
| 898 | 1 | |
| 1025 | 1 | |
| 1043 | 1 | |
| 1062 | 1 | |
| 1074 | 1 | |
| 1141 | 1 | |
| 1205 | 1 | |
| 1225 | 1 | |
| 1233 | 1 |
| Value | Count | Frequency (%) |
| 4201 | 1 | |
| 4188 | 1 | |
| 4123 | 1 | |
| 4051 | 1 | |
| 3969 | 1 | |
| 3931 | 1 | |
| 3856 | 1 | |
| 3824 | 1 | |
| 3797 | 1 | |
| 3753 | 1 |
시청 주행형 CCTV
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 112 |
|---|---|
| Distinct (%) | 89.6% |
| Missing | 12 |
| Missing (%) | 8.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 361.096 |
| Minimum | 1 |
|---|---|
| Maximum | 1102 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 106 |
| median | 287 |
| Q3 | 568 |
| 95-th percentile | 984 |
| Maximum | 1102 |
| Range | 1101 |
| Interquartile range (IQR) | 462 |
Descriptive statistics
| Standard deviation | 308.95353 |
|---|---|
| Coefficient of variation (CV) | 0.85559941 |
| Kurtosis | -0.38841437 |
| Mean | 361.096 |
| Median Absolute Deviation (MAD) | 196 |
| Skewness | 0.8237464 |
| Sum | 45137 |
| Variance | 95452.281 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 181 | 3 | 2.2% |
| 96 | 3 | 2.2% |
| 1 | 3 | 2.2% |
| 168 | 2 | 1.5% |
| 113 | 2 | 1.5% |
| 30 | 2 | 1.5% |
| 106 | 2 | 1.5% |
| 69 | 2 | 1.5% |
| 3 | 2 | 1.5% |
| 314 | 2 | 1.5% |
| Other values (102) | 102 | |
| (Missing) | 12 | 8.8% |
| Value | Count | Frequency (%) |
| 1 | 3 | |
| 3 | 2 | |
| 4 | 1 | 0.7% |
| 5 | 1 | 0.7% |
| 20 | 1 | 0.7% |
| 24 | 1 | 0.7% |
| 25 | 1 | 0.7% |
| 28 | 1 | 0.7% |
| 30 | 2 | |
| 36 | 1 | 0.7% |
| Value | Count | Frequency (%) |
| 1102 | 1 | |
| 1077 | 1 | |
| 1071 | 1 | |
| 1034 | 1 | |
| 1032 | 1 | |
| 999 | 1 | |
| 986 | 1 | |
| 976 | 1 | |
| 964 | 1 | |
| 961 | 1 |
시청 버스 CCTV
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 30 |
|---|---|
| Distinct (%) | 53.6% |
| Missing | 81 |
| Missing (%) | 59.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19 |
| Minimum | 1 |
|---|---|
| Maximum | 85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 12 |
| Q3 | 24 |
| 95-th percentile | 62.25 |
| Maximum | 85 |
| Range | 84 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 20.390729 |
|---|---|
| Coefficient of variation (CV) | 1.0731962 |
| Kurtosis | 2.4472353 |
| Mean | 19 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 1.7350879 |
| Sum | 1064 |
| Variance | 415.78182 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 2 | 5 | 3.6% |
| 3 | 4 | 2.9% |
| 11 | 4 | 2.9% |
| 24 | 3 | 2.2% |
| 5 | 3 | 2.2% |
| 8 | 3 | 2.2% |
| 7 | 3 | 2.2% |
| 18 | 3 | 2.2% |
| 13 | 3 | 2.2% |
| 1 | 2 | 1.5% |
| Other values (20) | 23 | 16.8% |
| (Missing) | 81 |
| Value | Count | Frequency (%) |
| 1 | 2 | 1.5% |
| 2 | 5 | |
| 3 | 4 | |
| 4 | 1 | 0.7% |
| 5 | 3 | |
| 6 | 2 | 1.5% |
| 7 | 3 | |
| 8 | 3 | |
| 10 | 1 | 0.7% |
| 11 | 4 |
| Value | Count | Frequency (%) |
| 85 | 1 | |
| 78 | 1 | |
| 72 | 1 | |
| 59 | 1 | |
| 55 | 1 | |
| 54 | 1 | |
| 53 | 1 | |
| 43 | 1 | |
| 41 | 1 | |
| 30 | 1 |
시청 PDA
Real number (ℝ)
HIGH CORRELATION
| Distinct | 128 |
|---|---|
| Distinct (%) | 93.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 627.37226 |
| Minimum | 140 |
|---|---|
| Maximum | 1446 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 140 |
|---|---|
| 5-th percentile | 205.8 |
| Q1 | 445 |
| median | 629 |
| Q3 | 814 |
| 95-th percentile | 1043.6 |
| Maximum | 1446 |
| Range | 1306 |
| Interquartile range (IQR) | 369 |
Descriptive statistics
| Standard deviation | 258.38164 |
|---|---|
| Coefficient of variation (CV) | 0.41184741 |
| Kurtosis | -0.082374669 |
| Mean | 627.37226 |
| Median Absolute Deviation (MAD) | 185 |
| Skewness | 0.26360224 |
| Sum | 85950 |
| Variance | 66761.074 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 894 | 2 | 1.5% |
| 541 | 2 | 1.5% |
| 668 | 2 | 1.5% |
| 445 | 2 | 1.5% |
| 452 | 2 | 1.5% |
| 486 | 2 | 1.5% |
| 710 | 2 | 1.5% |
| 951 | 2 | 1.5% |
| 538 | 2 | 1.5% |
| 709 | 1 | 0.7% |
| Other values (118) | 118 |
| Value | Count | Frequency (%) |
| 140 | 1 | |
| 149 | 1 | |
| 168 | 1 | |
| 183 | 1 | |
| 186 | 1 | |
| 189 | 1 | |
| 205 | 1 | |
| 206 | 1 | |
| 223 | 1 | |
| 234 | 1 |
| Value | Count | Frequency (%) |
| 1446 | 1 | |
| 1346 | 1 | |
| 1174 | 1 | |
| 1092 | 1 | |
| 1073 | 1 | |
| 1056 | 1 | |
| 1050 | 1 | |
| 1042 | 1 | |
| 1009 | 1 | |
| 996 | 1 |
| 총합계 | 구청합계 | 시청합계 | 종로구청 고정형 CCTV | 종로구청 주행형CCTV | 종로구청 PDA | 종로구청 본관 상황실 외 | 종로구 소방서 | 종로구 경찰서 | 종로구청 시민신고 | 시청 고정형 CCTV | 시청 주행형 CCTV | 시청 버스 CCTV | 시청 PDA | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 총합계 | 1.000 | 0.890 | 0.149 | 0.636 | 0.524 | 0.657 | 0.504 | 0.000 | 0.640 | 0.408 | 0.453 | 0.277 | 0.224 | 0.391 |
| 구청합계 | 0.890 | 1.000 | 0.000 | 0.824 | 0.579 | 0.617 | 0.649 | 0.000 | 0.460 | 0.356 | 0.278 | 0.000 | 0.115 | 0.290 |
| 시청합계 | 0.149 | 0.000 | 1.000 | 0.502 | 0.085 | 0.667 | 0.000 | 0.000 | 0.150 | 0.409 | 0.884 | 0.341 | 0.000 | 0.597 |
| 종로구청 고정형 CCTV | 0.636 | 0.824 | 0.502 | 1.000 | 0.227 | 0.723 | 0.369 | 0.124 | 0.426 | 0.641 | 0.613 | 0.521 | 0.596 | 0.362 |
| 종로구청 주행형CCTV | 0.524 | 0.579 | 0.085 | 0.227 | 1.000 | 0.432 | 0.568 | 0.000 | 0.000 | 0.317 | 0.272 | 0.341 | 0.000 | 0.357 |
| 종로구청 PDA | 0.657 | 0.617 | 0.667 | 0.723 | 0.432 | 1.000 | 0.000 | 0.199 | 0.000 | 0.747 | 0.717 | 0.226 | 0.000 | 0.496 |
| 종로구청 본관 상황실 외 | 0.504 | 0.649 | 0.000 | 0.369 | 0.568 | 0.000 | 1.000 | 1.000 | NaN | NaN | 0.671 | 0.000 | 0.619 | 0.547 |
| 종로구 소방서 | 0.000 | 0.000 | 0.000 | 0.124 | 0.000 | 0.199 | 1.000 | 1.000 | 0.000 | 0.000 | 0.323 | 0.000 | 0.848 | 0.000 |
| 종로구 경찰서 | 0.640 | 0.460 | 0.150 | 0.426 | 0.000 | 0.000 | NaN | 0.000 | 1.000 | 0.664 | 0.000 | 0.000 | 0.000 | 0.000 |
| 종로구청 시민신고 | 0.408 | 0.356 | 0.409 | 0.641 | 0.317 | 0.747 | NaN | 0.000 | 0.664 | 1.000 | 0.384 | 0.454 | NaN | 0.212 |
| 시청 고정형 CCTV | 0.453 | 0.278 | 0.884 | 0.613 | 0.272 | 0.717 | 0.671 | 0.323 | 0.000 | 0.384 | 1.000 | 0.494 | 0.000 | 0.433 |
| 시청 주행형 CCTV | 0.277 | 0.000 | 0.341 | 0.521 | 0.341 | 0.226 | 0.000 | 0.000 | 0.000 | 0.454 | 0.494 | 1.000 | 0.174 | 0.284 |
| 시청 버스 CCTV | 0.224 | 0.115 | 0.000 | 0.596 | 0.000 | 0.000 | 0.619 | 0.848 | 0.000 | NaN | 0.000 | 0.174 | 1.000 | 0.000 |
| 시청 PDA | 0.391 | 0.290 | 0.597 | 0.362 | 0.357 | 0.496 | 0.547 | 0.000 | 0.000 | 0.212 | 0.433 | 0.284 | 0.000 | 1.000 |
| 총합계 | 구청합계 | 시청합계 | 종로구청 고정형 CCTV | 종로구청 주행형CCTV | 종로구청 PDA | 종로구청 본관 상황실 외 | 종로구 소방서 | 종로구 경찰서 | 종로구청 시민신고 | 시청 고정형 CCTV | 시청 주행형 CCTV | 시청 버스 CCTV | 시청 PDA | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 총합계 | 1.000 | 0.865 | 0.364 | 0.292 | 0.595 | 0.421 | 0.455 | -0.248 | -0.092 | -0.047 | 0.212 | 0.076 | -0.165 | 0.344 |
| 구청합계 | 0.865 | 1.000 | -0.104 | 0.624 | 0.560 | 0.110 | 0.499 | -0.176 | 0.074 | 0.283 | -0.216 | 0.180 | -0.347 | 0.030 |
| 시청합계 | 0.364 | -0.104 | 1.000 | -0.633 | 0.147 | 0.685 | 0.410 | -0.106 | -0.351 | -0.606 | 0.916 | -0.291 | 0.496 | 0.676 |
| 종로구청 고정형 CCTV | 0.292 | 0.624 | -0.633 | 1.000 | 0.118 | -0.600 | 0.298 | 0.086 | 0.307 | 0.812 | -0.720 | 0.438 | -0.446 | -0.390 |
| 종로구청 주행형CCTV | 0.595 | 0.560 | 0.147 | 0.118 | 1.000 | 0.573 | 0.350 | -0.255 | -0.048 | -0.421 | 0.064 | -0.166 | -0.428 | 0.320 |
| 종로구청 PDA | 0.421 | 0.110 | 0.685 | -0.600 | 0.573 | 1.000 | 0.353 | -0.233 | -0.275 | -0.750 | 0.688 | -0.406 | -0.143 | 0.614 |
| 종로구청 본관 상황실 외 | 0.455 | 0.499 | 0.410 | 0.298 | 0.350 | 0.353 | 1.000 | -0.949 | -0.101 | NaN | 0.287 | -0.008 | -0.624 | 0.441 |
| 종로구 소방서 | -0.248 | -0.176 | -0.106 | 0.086 | -0.255 | -0.233 | -0.949 | 1.000 | -0.040 | 0.154 | -0.096 | 0.046 | 0.205 | -0.139 |
| 종로구 경찰서 | -0.092 | 0.074 | -0.351 | 0.307 | -0.048 | -0.275 | -0.101 | -0.040 | 1.000 | 0.350 | -0.285 | 0.051 | -0.484 | -0.191 |
| 종로구청 시민신고 | -0.047 | 0.283 | -0.606 | 0.812 | -0.421 | -0.750 | NaN | 0.154 | 0.350 | 1.000 | -0.703 | 0.457 | -0.173 | -0.428 |
| 시청 고정형 CCTV | 0.212 | -0.216 | 0.916 | -0.720 | 0.064 | 0.688 | 0.287 | -0.096 | -0.285 | -0.703 | 1.000 | -0.530 | 0.572 | 0.517 |
| 시청 주행형 CCTV | 0.076 | 0.180 | -0.291 | 0.438 | -0.166 | -0.406 | -0.008 | 0.046 | 0.051 | 0.457 | -0.530 | 1.000 | -0.022 | -0.334 |
| 시청 버스 CCTV | -0.165 | -0.347 | 0.496 | -0.446 | -0.428 | -0.143 | -0.624 | 0.205 | -0.484 | -0.173 | 0.572 | -0.022 | 1.000 | 0.064 |
| 시청 PDA | 0.344 | 0.030 | 0.676 | -0.390 | 0.320 | 0.614 | 0.441 | -0.139 | -0.191 | -0.428 | 0.517 | -0.334 | 0.064 | 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.
| 연월 | 총합계 | 구청합계 | 시청합계 | 종로구청 고정형 CCTV | 종로구청 주행형CCTV | 종로구청 PDA | 종로구청 본관 상황실 외 | 종로구 소방서 | 종로구 경찰서 | 종로구청 시민신고 | 시청 고정형 CCTV | 시청 주행형 CCTV | 시청 버스 CCTV | 시청 PDA | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2011-01 | 9745 | 6466 | 3279 | 1898 | 246 | 4322 | <NA> | <NA> | <NA> | <NA> | 2447 | 356 | 6 | 470 |
| 1 | 2011-02 | 9022 | 5994 | 3028 | 1160 | 148 | 4686 | <NA> | <NA> | <NA> | <NA> | 2238 | 334 | 11 | 445 |
| 2 | 2011-03 | 12540 | 8359 | 4181 | 1915 | 421 | 6023 | <NA> | <NA> | <NA> | <NA> | 3495 | 106 | 27 | 553 |
| 3 | 2011-04 | 13210 | 8255 | 4955 | 3037 | 159 | 5059 | <NA> | <NA> | <NA> | <NA> | 3969 | 170 | 78 | 738 |
| 4 | 2011-05 | 12356 | 7864 | 4492 | 2737 | 69 | 5058 | <NA> | <NA> | <NA> | <NA> | 3492 | 106 | 72 | 822 |
| 5 | 2011-06 | 12663 | 7947 | 4716 | 3002 | 127 | 4817 | <NA> | <NA> | 1 | <NA> | 3651 | 168 | 54 | 843 |
| 6 | 2011-07 | 10539 | 6357 | 4182 | 2119 | 25 | 4211 | <NA> | <NA> | 2 | <NA> | 3292 | 176 | 85 | 629 |
| 7 | 2011-08 | 13195 | 8563 | 4632 | 2956 | 260 | 5347 | <NA> | <NA> | <NA> | <NA> | 3753 | 217 | 55 | 607 |
| 8 | 2011-09 | 12070 | 7773 | 4297 | 2718 | 176 | 4879 | <NA> | <NA> | <NA> | <NA> | 3430 | 114 | 43 | 710 |
| 9 | 2011-10 | 15166 | 9574 | 5592 | 2346 | 199 | 7025 | <NA> | <NA> | 4 | <NA> | 4123 | 420 | 53 | 996 |
| 연월 | 총합계 | 구청합계 | 시청합계 | 종로구청 고정형 CCTV | 종로구청 주행형CCTV | 종로구청 PDA | 종로구청 본관 상황실 외 | 종로구 소방서 | 종로구 경찰서 | 종로구청 시민신고 | 시청 고정형 CCTV | 시청 주행형 CCTV | 시청 버스 CCTV | 시청 PDA | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 127 | 2021-08 | 14089 | 12177 | 1912 | 9192 | <NA> | 2314 | <NA> | <NA> | 3 | 668 | 1141 | 426 | <NA> | 345 |
| 128 | 2021-09 | 12338 | 10619 | 1719 | 7798 | <NA> | 2125 | <NA> | <NA> | 28 | 668 | 1043 | 390 | <NA> | 286 |
| 129 | 2021-10 | 15243 | 13098 | 2145 | 9105 | <NA> | 3213 | <NA> | 5 | 28 | 747 | 1074 | 731 | <NA> | 340 |
| 130 | 2021-11 | 16176 | 13283 | 2893 | 9625 | <NA> | 3189 | <NA> | 4 | 8 | 457 | 1414 | 1071 | <NA> | 408 |
| 131 | 2021-12 | 13736 | 10994 | 2742 | 7769 | <NA> | 2580 | <NA> | <NA> | <NA> | 645 | 1330 | 986 | <NA> | 426 |
| 132 | 2022-01 | 11272 | 8766 | 2506 | 6017 | <NA> | 2225 | <NA> | <NA> | 8 | 516 | 1253 | 937 | <NA> | 316 |
| 133 | 2022-02 | 9951 | 8133 | 1818 | 5782 | <NA> | 2093 | <NA> | <NA> | 1 | 257 | 898 | 686 | <NA> | 234 |
| 134 | 2022-03 | 12252 | 10229 | 2023 | 7008 | <NA> | 2664 | <NA> | 3 | 89 | 465 | 1025 | 830 | <NA> | 168 |
| 135 | 2022-04 | 12310 | 10420 | 1890 | 6495 | <NA> | 3237 | <NA> | <NA> | 90 | 598 | 1062 | 623 | <NA> | 205 |
| 136 | 2022-05 | 10112 | 8496 | 1616 | 5073 | <NA> | 2849 | <NA> | 4 | 23 | 547 | 868 | 599 | <NA> | 149 |