Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 127 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 16.9 KiB |
| Average record size in memory | 136.0 B |
Variable types
| Numeric | 15 |
|---|
Dataset
| Description | 파일 다운로드 |
|---|---|
| Author | 서울특별시 |
| URL | https://data.seoul.go.kr/dataList/OA-12051/F/1/datasetView.do |
년도 is highly overall correlated with 교통 and 9 other fields | High correlation |
교통 is highly overall correlated with 년도 and 10 other fields | High correlation |
도로 is highly overall correlated with 년도 and 9 other fields | High correlation |
청소 is highly overall correlated with 년도 and 11 other fields | High correlation |
주택건축 is highly overall correlated with 년도 and 11 other fields | High correlation |
치수방재 is highly overall correlated with 년도 and 10 other fields | High correlation |
가로정비 is highly overall correlated with 도로 and 7 other fields | High correlation |
보건 is highly overall correlated with 년도 and 11 other fields | High correlation |
공원녹지 is highly overall correlated with 년도 and 11 other fields | High correlation |
환경 is highly overall correlated with 년도 and 10 other fields | High correlation |
소방안전 is highly overall correlated with 년도 and 10 other fields | High correlation |
기타 불편사항 is highly overall correlated with 교통 and 8 other fields | High correlation |
총합계 is highly overall correlated with 년도 and 10 other fields | High correlation |
교통 has unique values | Unique |
총합계 has unique values | Unique |
보건 has 4 (3.1%) zeros | Zeros |
경제/산업 has 82 (64.6%) zeros | Zeros |
소방안전 has 20 (15.7%) zeros | Zeros |
Reproduction
| Analysis started | 2024-03-30 05:26:07.837091 |
|---|---|
| Analysis finished | 2024-03-30 05:27:40.805051 |
| Duration | 1 minute and 32.97 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
년도
Real number (ℝ)
HIGH CORRELATION
| Distinct | 12 |
|---|---|
| Distinct (%) | 9.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2017.3701 |
| Minimum | 2012 |
|---|---|
| Maximum | 2023 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 KiB |
Quantile statistics
| Minimum | 2012 |
|---|---|
| 5-th percentile | 2013 |
| Q1 | 2015 |
| median | 2017 |
| Q3 | 2020 |
| 95-th percentile | 2022 |
| Maximum | 2023 |
| Range | 11 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.0855607 |
|---|---|
| Coefficient of variation (CV) | 0.0015294966 |
| Kurtosis | -1.1654012 |
| Mean | 2017.3701 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.0085868694 |
| Sum | 256206 |
| Variance | 9.5206849 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 2013 | 12 | |
| 2014 | 12 | |
| 2015 | 12 | |
| 2016 | 12 | |
| 2017 | 12 | |
| 2018 | 12 | |
| 2019 | 12 | |
| 2020 | 12 | |
| 2021 | 12 | |
| 2022 | 12 | |
| Other values (2) | 7 |
| Value | Count | Frequency (%) |
| 2012 | 5 | |
| 2013 | 12 | |
| 2014 | 12 | |
| 2015 | 12 | |
| 2016 | 12 | |
| 2017 | 12 | |
| 2018 | 12 | |
| 2019 | 12 | |
| 2020 | 12 | |
| 2021 | 12 |
| Value | Count | Frequency (%) |
| 2023 | 2 | 1.6% |
| 2022 | 12 | |
| 2021 | 12 | |
| 2020 | 12 | |
| 2019 | 12 | |
| 2018 | 12 | |
| 2017 | 12 | |
| 2016 | 12 | |
| 2015 | 12 | |
| 2014 | 12 |
월
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 9.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5590551 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3.5 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6.5 |
Descriptive statistics
| Standard deviation | 3.5088404 |
|---|---|
| Coefficient of variation (CV) | 0.53496126 |
| Kurtosis | -1.2470051 |
| Mean | 6.5590551 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.039754797 |
| Sum | 833 |
| Variance | 12.311961 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 8 | 11 | |
| 9 | 11 | |
| 10 | 11 | |
| 11 | 11 | |
| 12 | 11 | |
| 1 | 11 | |
| 2 | 11 | |
| 3 | 10 | |
| 4 | 10 | |
| 5 | 10 | |
| Other values (2) | 20 |
| Value | Count | Frequency (%) |
| 1 | 11 | |
| 2 | 11 | |
| 3 | 10 | |
| 4 | 10 | |
| 5 | 10 | |
| 6 | 10 | |
| 7 | 10 | |
| 8 | 11 | |
| 9 | 11 | |
| 10 | 11 |
| Value | Count | Frequency (%) |
| 12 | 11 | |
| 11 | 11 | |
| 10 | 11 | |
| 9 | 11 | |
| 8 | 11 | |
| 7 | 10 | |
| 6 | 10 | |
| 5 | 10 | |
| 4 | 10 | |
| 3 | 10 |
교통
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 127 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25078.819 |
| Minimum | 46 |
|---|---|
| Maximum | 65631 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 KiB |
Quantile statistics
| Minimum | 46 |
|---|---|
| 5-th percentile | 292.4 |
| Q1 | 7005.5 |
| median | 23552 |
| Q3 | 41263.5 |
| 95-th percentile | 55849 |
| Maximum | 65631 |
| Range | 65585 |
| Interquartile range (IQR) | 34258 |
Descriptive statistics
| Standard deviation | 19125.295 |
|---|---|
| Coefficient of variation (CV) | 0.76260748 |
| Kurtosis | -1.2437558 |
| Mean | 25078.819 |
| Median Absolute Deviation (MAD) | 17487 |
| Skewness | 0.23039506 |
| Sum | 3185010 |
| Variance | 3.6577691 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 46 | 1 | 0.8% |
| 83 | 1 | 0.8% |
| 45510 | 1 | 0.8% |
| 45637 | 1 | 0.8% |
| 39210 | 1 | 0.8% |
| 33170 | 1 | 0.8% |
| 33380 | 1 | 0.8% |
| 35082 | 1 | 0.8% |
| 38404 | 1 | 0.8% |
| 39628 | 1 | 0.8% |
| Other values (117) | 117 |
| Value | Count | Frequency (%) |
| 46 | 1 | |
| 83 | 1 | |
| 87 | 1 | |
| 99 | 1 | |
| 149 | 1 | |
| 195 | 1 | |
| 251 | 1 | |
| 389 | 1 | |
| 579 | 1 | |
| 713 | 1 |
| Value | Count | Frequency (%) |
| 65631 | 1 | |
| 62497 | 1 | |
| 60088 | 1 | |
| 59581 | 1 | |
| 58486 | 1 | |
| 56818 | 1 | |
| 56449 | 1 | |
| 54449 | 1 | |
| 54307 | 1 | |
| 53254 | 1 |
도로
Real number (ℝ)
HIGH CORRELATION
| Distinct | 123 |
|---|---|
| Distinct (%) | 96.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1342.0551 |
| Minimum | 34 |
|---|---|
| Maximum | 5000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 KiB |
Quantile statistics
| Minimum | 34 |
|---|---|
| 5-th percentile | 295 |
| Q1 | 882.5 |
| median | 1259 |
| Q3 | 1763 |
| 95-th percentile | 2381.5 |
| Maximum | 5000 |
| Range | 4966 |
| Interquartile range (IQR) | 880.5 |
Descriptive statistics
| Standard deviation | 718.96131 |
|---|---|
| Coefficient of variation (CV) | 0.53571668 |
| Kurtosis | 4.6347121 |
| Mean | 1342.0551 |
| Median Absolute Deviation (MAD) | 452 |
| Skewness | 1.223831 |
| Sum | 170441 |
| Variance | 516905.37 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1726 | 2 | 1.6% |
| 1166 | 2 | 1.6% |
| 1318 | 2 | 1.6% |
| 2019 | 2 | 1.6% |
| 57 | 1 | 0.8% |
| 2350 | 1 | 0.8% |
| 2111 | 1 | 0.8% |
| 1831 | 1 | 0.8% |
| 1792 | 1 | 0.8% |
| 1388 | 1 | 0.8% |
| Other values (113) | 113 |
| Value | Count | Frequency (%) |
| 34 | 1 | |
| 57 | 1 | |
| 60 | 1 | |
| 86 | 1 | |
| 105 | 1 | |
| 187 | 1 | |
| 238 | 1 | |
| 428 | 1 | |
| 439 | 1 | |
| 447 | 1 |
| Value | Count | Frequency (%) |
| 5000 | 1 | |
| 3494 | 1 | |
| 2993 | 1 | |
| 2758 | 1 | |
| 2531 | 1 | |
| 2483 | 1 | |
| 2395 | 1 | |
| 2350 | 1 | |
| 2328 | 1 | |
| 2197 | 1 |
청소
Real number (ℝ)
HIGH CORRELATION
| Distinct | 126 |
|---|---|
| Distinct (%) | 99.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2650.685 |
| Minimum | 8 |
|---|---|
| Maximum | 8515 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 KiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 30.8 |
| Q1 | 1290 |
| median | 3024 |
| Q3 | 3713.5 |
| 95-th percentile | 5065.4 |
| Maximum | 8515 |
| Range | 8507 |
| Interquartile range (IQR) | 2423.5 |
Descriptive statistics
| Standard deviation | 1660.3999 |
|---|---|
| Coefficient of variation (CV) | 0.62640408 |
| Kurtosis | 0.084857104 |
| Mean | 2650.685 |
| Median Absolute Deviation (MAD) | 858 |
| Skewness | 0.031994373 |
| Sum | 336637 |
| Variance | 2756927.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 22 | 2 | 1.6% |
| 15 | 1 | 0.8% |
| 4389 | 1 | 0.8% |
| 4086 | 1 | 0.8% |
| 3761 | 1 | 0.8% |
| 3459 | 1 | 0.8% |
| 3417 | 1 | 0.8% |
| 3294 | 1 | 0.8% |
| 3321 | 1 | 0.8% |
| 3785 | 1 | 0.8% |
| Other values (116) | 116 |
| Value | Count | Frequency (%) |
| 8 | 1 | |
| 9 | 1 | |
| 15 | 1 | |
| 17 | 1 | |
| 22 | 2 | |
| 29 | 1 | |
| 35 | 1 | |
| 62 | 1 | |
| 66 | 1 | |
| 67 | 1 |
| Value | Count | Frequency (%) |
| 8515 | 1 | |
| 5966 | 1 | |
| 5938 | 1 | |
| 5664 | 1 | |
| 5259 | 1 | |
| 5254 | 1 | |
| 5144 | 1 | |
| 4882 | 1 | |
| 4793 | 1 | |
| 4731 | 1 |
주택건축
Real number (ℝ)
HIGH CORRELATION
| Distinct | 114 |
|---|---|
| Distinct (%) | 89.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 395.73228 |
| Minimum | 2 |
|---|---|
| Maximum | 3185 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 8.3 |
| Q1 | 119 |
| median | 352 |
| Q3 | 497 |
| 95-th percentile | 988.8 |
| Maximum | 3185 |
| Range | 3183 |
| Interquartile range (IQR) | 378 |
Descriptive statistics
| Standard deviation | 438.48133 |
|---|---|
| Coefficient of variation (CV) | 1.1080252 |
| Kurtosis | 16.985705 |
| Mean | 395.73228 |
| Median Absolute Deviation (MAD) | 178 |
| Skewness | 3.4797536 |
| Sum | 50258 |
| Variance | 192265.88 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 274 | 3 | 2.4% |
| 9 | 3 | 2.4% |
| 443 | 2 | 1.6% |
| 2 | 2 | 1.6% |
| 352 | 2 | 1.6% |
| 466 | 2 | 1.6% |
| 302 | 2 | 1.6% |
| 602 | 2 | 1.6% |
| 174 | 2 | 1.6% |
| 36 | 2 | 1.6% |
| Other values (104) | 105 |
| Value | Count | Frequency (%) |
| 2 | 2 | |
| 3 | 1 | 0.8% |
| 5 | 1 | 0.8% |
| 6 | 1 | 0.8% |
| 7 | 1 | 0.8% |
| 8 | 1 | 0.8% |
| 9 | 3 | |
| 11 | 1 | 0.8% |
| 13 | 1 | 0.8% |
| 15 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 3185 | 1 | |
| 2464 | 1 | |
| 1957 | 1 | |
| 1636 | 1 | |
| 1363 | 1 | |
| 1012 | 1 | |
| 999 | 1 | |
| 965 | 1 | |
| 759 | 1 | |
| 743 | 1 |
치수방재
Real number (ℝ)
HIGH CORRELATION
| Distinct | 113 |
|---|---|
| Distinct (%) | 89.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 230.93701 |
| Minimum | 0 |
|---|---|
| Maximum | 720 |
| Zeros | 1 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15.5 |
| Q1 | 102 |
| median | 212 |
| Q3 | 354 |
| 95-th percentile | 458.4 |
| Maximum | 720 |
| Range | 720 |
| Interquartile range (IQR) | 252 |
Descriptive statistics
| Standard deviation | 150.96508 |
|---|---|
| Coefficient of variation (CV) | 0.65370676 |
| Kurtosis | -0.31210289 |
| Mean | 230.93701 |
| Median Absolute Deviation (MAD) | 131 |
| Skewness | 0.40414335 |
| Sum | 29329 |
| Variance | 22790.456 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 127 | 2 | 1.6% |
| 156 | 2 | 1.6% |
| 154 | 2 | 1.6% |
| 207 | 2 | 1.6% |
| 325 | 2 | 1.6% |
| 304 | 2 | 1.6% |
| 201 | 2 | 1.6% |
| 181 | 2 | 1.6% |
| 165 | 2 | 1.6% |
| 384 | 2 | 1.6% |
| Other values (103) | 107 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 2 | 1 | |
| 7 | 1 | |
| 9 | 2 | |
| 11 | 1 | |
| 14 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 22 | 1 | |
| 28 | 1 |
| Value | Count | Frequency (%) |
| 720 | 1 | |
| 647 | 1 | |
| 510 | 1 | |
| 489 | 1 | |
| 477 | 1 | |
| 464 | 1 | |
| 462 | 1 | |
| 450 | 1 | |
| 445 | 1 | |
| 431 | 1 |
가로정비
Real number (ℝ)
HIGH CORRELATION
| Distinct | 125 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4368.8661 |
| Minimum | 11 |
|---|---|
| Maximum | 12906 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 75.3 |
| Q1 | 3163 |
| median | 4511 |
| Q3 | 5599 |
| 95-th percentile | 9091.3 |
| Maximum | 12906 |
| Range | 12895 |
| Interquartile range (IQR) | 2436 |
Descriptive statistics
| Standard deviation | 2535.2424 |
|---|---|
| Coefficient of variation (CV) | 0.58029757 |
| Kurtosis | 0.71686201 |
| Mean | 4368.8661 |
| Median Absolute Deviation (MAD) | 1166 |
| Skewness | 0.34676236 |
| Sum | 554846 |
| Variance | 6427454 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4281 | 2 | 1.6% |
| 516 | 2 | 1.6% |
| 11 | 1 | 0.8% |
| 5494 | 1 | 0.8% |
| 5488 | 1 | 0.8% |
| 5730 | 1 | 0.8% |
| 7263 | 1 | 0.8% |
| 5800 | 1 | 0.8% |
| 4761 | 1 | 0.8% |
| 6563 | 1 | 0.8% |
| Other values (115) | 115 |
| Value | Count | Frequency (%) |
| 11 | 1 | |
| 34 | 1 | |
| 50 | 1 | |
| 53 | 1 | |
| 59 | 1 | |
| 69 | 1 | |
| 72 | 1 | |
| 83 | 1 | |
| 97 | 1 | |
| 151 | 1 |
| Value | Count | Frequency (%) |
| 12906 | 1 | |
| 10761 | 1 | |
| 10396 | 1 | |
| 10196 | 1 | |
| 9806 | 1 | |
| 9564 | 1 | |
| 9169 | 1 | |
| 8910 | 1 | |
| 8494 | 1 | |
| 8001 | 1 |
보건
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 102 |
|---|---|
| Distinct (%) | 80.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.46457 |
| Minimum | 0 |
|---|---|
| Maximum | 726 |
| Zeros | 4 |
| Zeros (%) | 3.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 42 |
| median | 131 |
| Q3 | 300.5 |
| 95-th percentile | 548.8 |
| Maximum | 726 |
| Range | 726 |
| Interquartile range (IQR) | 258.5 |
Descriptive statistics
| Standard deviation | 186.33447 |
|---|---|
| Coefficient of variation (CV) | 0.92951327 |
| Kurtosis | 0.12713873 |
| Mean | 200.46457 |
| Median Absolute Deviation (MAD) | 111 |
| Skewness | 0.97461718 |
| Sum | 25459 |
| Variance | 34720.536 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4 | 3.1% |
| 66 | 4 | 3.1% |
| 32 | 3 | 2.4% |
| 258 | 3 | 2.4% |
| 1 | 2 | 1.6% |
| 128 | 2 | 1.6% |
| 4 | 2 | 1.6% |
| 126 | 2 | 1.6% |
| 118 | 2 | 1.6% |
| 346 | 2 | 1.6% |
| Other values (92) | 101 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 1 | 2 | |
| 2 | 2 | |
| 3 | 2 | |
| 4 | 2 | |
| 7 | 1 | 0.8% |
| 8 | 2 | |
| 9 | 1 | 0.8% |
| 11 | 1 | 0.8% |
| 13 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 726 | 1 | |
| 707 | 1 | |
| 694 | 1 | |
| 688 | 1 | |
| 583 | 1 | |
| 560 | 1 | |
| 550 | 1 | |
| 546 | 1 | |
| 545 | 1 | |
| 538 | 1 |
공원녹지
Real number (ℝ)
HIGH CORRELATION
| Distinct | 119 |
|---|---|
| Distinct (%) | 93.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 339.44094 |
| Minimum | 3 |
|---|---|
| Maximum | 970 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 24.4 |
| Q1 | 123 |
| median | 270 |
| Q3 | 512 |
| 95-th percentile | 878.1 |
| Maximum | 970 |
| Range | 967 |
| Interquartile range (IQR) | 389 |
Descriptive statistics
| Standard deviation | 268.05566 |
|---|---|
| Coefficient of variation (CV) | 0.78969748 |
| Kurtosis | -0.46448267 |
| Mean | 339.44094 |
| Median Absolute Deviation (MAD) | 168 |
| Skewness | 0.80514781 |
| Sum | 43109 |
| Variance | 71853.836 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 182 | 2 | 1.6% |
| 160 | 2 | 1.6% |
| 276 | 2 | 1.6% |
| 70 | 2 | 1.6% |
| 693 | 2 | 1.6% |
| 51 | 2 | 1.6% |
| 378 | 2 | 1.6% |
| 91 | 2 | 1.6% |
| 264 | 1 | 0.8% |
| 369 | 1 | 0.8% |
| Other values (109) | 109 |
| Value | Count | Frequency (%) |
| 3 | 1 | |
| 4 | 1 | |
| 6 | 1 | |
| 10 | 1 | |
| 14 | 1 | |
| 15 | 1 | |
| 22 | 1 | |
| 30 | 1 | |
| 35 | 1 | |
| 42 | 1 |
| Value | Count | Frequency (%) |
| 970 | 1 | |
| 964 | 1 | |
| 919 | 1 | |
| 902 | 1 | |
| 885 | 1 | |
| 884 | 1 | |
| 879 | 1 | |
| 876 | 1 | |
| 856 | 1 | |
| 848 | 1 |
환경
Real number (ℝ)
HIGH CORRELATION
| Distinct | 118 |
|---|---|
| Distinct (%) | 92.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1217.063 |
| Minimum | 1 |
|---|---|
| Maximum | 9985 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6.3 |
| Q1 | 226.5 |
| median | 974 |
| Q3 | 1549 |
| 95-th percentile | 3960.7 |
| Maximum | 9985 |
| Range | 9984 |
| Interquartile range (IQR) | 1322.5 |
Descriptive statistics
| Standard deviation | 1525.7288 |
|---|---|
| Coefficient of variation (CV) | 1.2536153 |
| Kurtosis | 12.784188 |
| Mean | 1217.063 |
| Median Absolute Deviation (MAD) | 667 |
| Skewness | 3.1528086 |
| Sum | 154567 |
| Variance | 2327848.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6 | 3 | 2.4% |
| 1044 | 2 | 1.6% |
| 1066 | 2 | 1.6% |
| 1549 | 2 | 1.6% |
| 34 | 2 | 1.6% |
| 50 | 2 | 1.6% |
| 641 | 2 | 1.6% |
| 4 | 2 | 1.6% |
| 4496 | 1 | 0.8% |
| 6539 | 1 | 0.8% |
| Other values (108) | 108 |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.8% |
| 2 | 1 | 0.8% |
| 4 | 2 | |
| 6 | 3 | |
| 7 | 1 | 0.8% |
| 13 | 1 | 0.8% |
| 15 | 1 | 0.8% |
| 17 | 1 | 0.8% |
| 19 | 1 | 0.8% |
| 20 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 9985 | 1 | |
| 8225 | 1 | |
| 6539 | 1 | |
| 6285 | 1 | |
| 5125 | 1 | |
| 4496 | 1 | |
| 4090 | 1 | |
| 3659 | 1 | |
| 2794 | 1 | |
| 2711 | 1 |
경제/산업
Real number (ℝ)
ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.56692913 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 82 |
| Zeros (%) | 64.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.0203528 |
|---|---|
| Coefficient of variation (CV) | 1.799789 |
| Kurtosis | 8.486654 |
| Mean | 0.56692913 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.6395869 |
| Sum | 72 |
| Variance | 1.0411199 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 82 | |
| 1 | 31 | 24.4% |
| 2 | 8 | 6.3% |
| 4 | 4 | 3.1% |
| 3 | 1 | 0.8% |
| 6 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 82 | |
| 1 | 31 | 24.4% |
| 2 | 8 | 6.3% |
| 3 | 1 | 0.8% |
| 4 | 4 | 3.1% |
| 6 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.8% |
| 4 | 4 | 3.1% |
| 3 | 1 | 0.8% |
| 2 | 8 | 6.3% |
| 1 | 31 | 24.4% |
| 0 | 82 |
소방안전
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 27 |
|---|---|
| Distinct (%) | 21.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.5511811 |
| Minimum | 0 |
|---|---|
| Maximum | 65 |
| Zeros | 20 |
| Zeros (%) | 15.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 6 |
| Q3 | 13.5 |
| 95-th percentile | 23 |
| Maximum | 65 |
| Range | 65 |
| Interquartile range (IQR) | 11.5 |
Descriptive statistics
| Standard deviation | 9.1605682 |
|---|---|
| Coefficient of variation (CV) | 1.0712635 |
| Kurtosis | 10.210697 |
| Mean | 8.5511811 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 2.2967149 |
| Sum | 1086 |
| Variance | 83.91601 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 0 | 20 | |
| 2 | 10 | 7.9% |
| 8 | 10 | 7.9% |
| 1 | 9 | 7.1% |
| 3 | 8 | 6.3% |
| 5 | 8 | 6.3% |
| 4 | 7 | 5.5% |
| 6 | 6 | 4.7% |
| 20 | 6 | 4.7% |
| 11 | 5 | 3.9% |
| Other values (17) | 38 |
| Value | Count | Frequency (%) |
| 0 | 20 | |
| 1 | 9 | |
| 2 | 10 | |
| 3 | 8 | 6.3% |
| 4 | 7 | 5.5% |
| 5 | 8 | 6.3% |
| 6 | 6 | 4.7% |
| 7 | 4 | 3.1% |
| 8 | 10 | |
| 10 | 3 | 2.4% |
| Value | Count | Frequency (%) |
| 65 | 1 | 0.8% |
| 30 | 1 | 0.8% |
| 27 | 1 | 0.8% |
| 26 | 1 | 0.8% |
| 25 | 1 | 0.8% |
| 23 | 4 | |
| 22 | 1 | 0.8% |
| 21 | 3 | |
| 20 | 6 | |
| 18 | 2 | 1.6% |
기타 불편사항
Real number (ℝ)
HIGH CORRELATION
| Distinct | 125 |
|---|---|
| Distinct (%) | 98.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2435.8268 |
| Minimum | 16 |
|---|---|
| Maximum | 7847 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 50.2 |
| Q1 | 456 |
| median | 2559 |
| Q3 | 3446 |
| 95-th percentile | 5853.1 |
| Maximum | 7847 |
| Range | 7831 |
| Interquartile range (IQR) | 2990 |
Descriptive statistics
| Standard deviation | 1871.1955 |
|---|---|
| Coefficient of variation (CV) | 0.76819728 |
| Kurtosis | -0.25762424 |
| Mean | 2435.8268 |
| Median Absolute Deviation (MAD) | 1210 |
| Skewness | 0.50485867 |
| Sum | 309350 |
| Variance | 3501372.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3442 | 2 | 1.6% |
| 3071 | 2 | 1.6% |
| 16 | 1 | 0.8% |
| 2759 | 1 | 0.8% |
| 2998 | 1 | 0.8% |
| 2870 | 1 | 0.8% |
| 2533 | 1 | 0.8% |
| 2385 | 1 | 0.8% |
| 2688 | 1 | 0.8% |
| 2782 | 1 | 0.8% |
| Other values (115) | 115 |
| Value | Count | Frequency (%) |
| 16 | 1 | |
| 24 | 1 | |
| 28 | 1 | |
| 30 | 1 | |
| 33 | 1 | |
| 43 | 1 | |
| 49 | 1 | |
| 53 | 1 | |
| 54 | 1 | |
| 66 | 1 |
| Value | Count | Frequency (%) |
| 7847 | 1 | |
| 7191 | 1 | |
| 6947 | 1 | |
| 6184 | 1 | |
| 6055 | 1 | |
| 5972 | 1 | |
| 5893 | 1 | |
| 5760 | 1 | |
| 5545 | 1 | |
| 5493 | 1 |
총합계
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 127 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40586.654 |
| Minimum | 230 |
|---|---|
| Maximum | 104091 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.2 KiB |
Quantile statistics
| Minimum | 230 |
|---|---|
| 5-th percentile | 1279.3 |
| Q1 | 17694 |
| median | 40897 |
| Q3 | 63281.5 |
| 95-th percentile | 76825.4 |
| Maximum | 104091 |
| Range | 103861 |
| Interquartile range (IQR) | 45587.5 |
Descriptive statistics
| Standard deviation | 26362.306 |
|---|---|
| Coefficient of variation (CV) | 0.64953141 |
| Kurtosis | -1.0071851 |
| Mean | 40586.654 |
| Median Absolute Deviation (MAD) | 22673 |
| Skewness | 0.012081085 |
| Sum | 5154505 |
| Variance | 6.9497118 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 230 | 1 | 0.8% |
| 427 | 1 | 0.8% |
| 69507 | 1 | 0.8% |
| 67111 | 1 | 0.8% |
| 57806 | 1 | 0.8% |
| 50517 | 1 | 0.8% |
| 49544 | 1 | 0.8% |
| 50606 | 1 | 0.8% |
| 54987 | 1 | 0.8% |
| 59699 | 1 | 0.8% |
| Other values (117) | 117 |
| Value | Count | Frequency (%) |
| 230 | 1 | |
| 315 | 1 | |
| 342 | 1 | |
| 396 | 1 | |
| 427 | 1 | |
| 682 | 1 | |
| 1168 | 1 | |
| 1539 | 1 | |
| 2246 | 1 | |
| 2338 | 1 |
| Value | Count | Frequency (%) |
| 104091 | 1 | |
| 99268 | 1 | |
| 94613 | 1 | |
| 83077 | 1 | |
| 81979 | 1 | |
| 79948 | 1 | |
| 78128 | 1 | |
| 73786 | 1 | |
| 73765 | 1 | |
| 73449 | 1 |
| 년도 | 월 | 교통 | 도로 | 청소 | 주택건축 | 치수방재 | 가로정비 | 보건 | 공원녹지 | 환경 | 경제/산업 | 소방안전 | 기타 불편사항 | 총합계 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 년도 | 1.000 | 0.000 | 0.966 | 0.508 | 0.699 | 0.612 | 0.615 | 0.787 | 0.651 | 0.714 | 0.564 | 0.341 | 0.591 | 0.868 | 0.782 |
| 월 | 0.000 | 1.000 | 0.000 | 0.401 | 0.172 | 0.195 | 0.383 | 0.461 | 0.524 | 0.402 | 0.259 | 0.180 | 0.000 | 0.000 | 0.000 |
| 교통 | 0.966 | 0.000 | 1.000 | 0.565 | 0.730 | 0.666 | 0.726 | 0.739 | 0.781 | 0.755 | 0.593 | 0.413 | 0.642 | 0.896 | 0.853 |
| 도로 | 0.508 | 0.401 | 0.565 | 1.000 | 0.356 | 0.377 | 0.627 | 0.350 | 0.665 | 0.696 | 0.219 | 0.114 | 0.323 | 0.337 | 0.582 |
| 청소 | 0.699 | 0.172 | 0.730 | 0.356 | 1.000 | 0.605 | 0.531 | 0.657 | 0.578 | 0.601 | 0.653 | 0.000 | 0.496 | 0.725 | 0.833 |
| 주택건축 | 0.612 | 0.195 | 0.666 | 0.377 | 0.605 | 1.000 | 0.379 | 0.356 | 0.525 | 0.393 | 0.979 | 0.000 | 0.464 | 0.770 | 0.710 |
| 치수방재 | 0.615 | 0.383 | 0.726 | 0.627 | 0.531 | 0.379 | 1.000 | 0.843 | 0.770 | 0.829 | 0.361 | 0.278 | 0.348 | 0.642 | 0.658 |
| 가로정비 | 0.787 | 0.461 | 0.739 | 0.350 | 0.657 | 0.356 | 0.843 | 1.000 | 0.620 | 0.720 | 0.309 | 0.000 | 0.109 | 0.708 | 0.612 |
| 보건 | 0.651 | 0.524 | 0.781 | 0.665 | 0.578 | 0.525 | 0.770 | 0.620 | 1.000 | 0.836 | 0.570 | 0.459 | 0.611 | 0.700 | 0.677 |
| 공원녹지 | 0.714 | 0.402 | 0.755 | 0.696 | 0.601 | 0.393 | 0.829 | 0.720 | 0.836 | 1.000 | 0.438 | 0.414 | 0.604 | 0.686 | 0.651 |
| 환경 | 0.564 | 0.259 | 0.593 | 0.219 | 0.653 | 0.979 | 0.361 | 0.309 | 0.570 | 0.438 | 1.000 | 0.000 | 0.554 | 0.612 | 0.664 |
| 경제/산업 | 0.341 | 0.180 | 0.413 | 0.114 | 0.000 | 0.000 | 0.278 | 0.000 | 0.459 | 0.414 | 0.000 | 1.000 | 0.270 | 0.288 | 0.346 |
| 소방안전 | 0.591 | 0.000 | 0.642 | 0.323 | 0.496 | 0.464 | 0.348 | 0.109 | 0.611 | 0.604 | 0.554 | 0.270 | 1.000 | 0.498 | 0.587 |
| 기타 불편사항 | 0.868 | 0.000 | 0.896 | 0.337 | 0.725 | 0.770 | 0.642 | 0.708 | 0.700 | 0.686 | 0.612 | 0.288 | 0.498 | 1.000 | 0.726 |
| 총합계 | 0.782 | 0.000 | 0.853 | 0.582 | 0.833 | 0.710 | 0.658 | 0.612 | 0.677 | 0.651 | 0.664 | 0.346 | 0.587 | 0.726 | 1.000 |
| 년도 | 월 | 교통 | 도로 | 청소 | 주택건축 | 치수방재 | 가로정비 | 보건 | 공원녹지 | 환경 | 경제/산업 | 소방안전 | 기타 불편사항 | 총합계 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 년도 | 1.000 | -0.104 | 0.981 | 0.578 | 0.547 | 0.792 | 0.578 | 0.338 | 0.729 | 0.784 | 0.755 | 0.472 | 0.685 | 0.470 | 0.952 |
| 월 | -0.104 | 1.000 | 0.022 | -0.068 | 0.064 | 0.041 | -0.008 | 0.071 | 0.146 | 0.013 | 0.110 | 0.114 | 0.007 | -0.005 | 0.042 |
| 교통 | 0.981 | 0.022 | 1.000 | 0.609 | 0.607 | 0.839 | 0.630 | 0.403 | 0.802 | 0.829 | 0.809 | 0.491 | 0.702 | 0.511 | 0.985 |
| 도로 | 0.578 | -0.068 | 0.609 | 1.000 | 0.532 | 0.523 | 0.790 | 0.543 | 0.704 | 0.808 | 0.494 | 0.206 | 0.551 | 0.233 | 0.649 |
| 청소 | 0.547 | 0.064 | 0.607 | 0.532 | 1.000 | 0.767 | 0.648 | 0.751 | 0.775 | 0.730 | 0.774 | 0.237 | 0.572 | 0.749 | 0.673 |
| 주택건축 | 0.792 | 0.041 | 0.839 | 0.523 | 0.767 | 1.000 | 0.580 | 0.519 | 0.792 | 0.749 | 0.933 | 0.376 | 0.670 | 0.741 | 0.877 |
| 치수방재 | 0.578 | -0.008 | 0.630 | 0.790 | 0.648 | 0.580 | 1.000 | 0.725 | 0.813 | 0.860 | 0.562 | 0.264 | 0.595 | 0.423 | 0.681 |
| 가로정비 | 0.338 | 0.071 | 0.403 | 0.543 | 0.751 | 0.519 | 0.725 | 1.000 | 0.681 | 0.638 | 0.519 | 0.084 | 0.371 | 0.516 | 0.486 |
| 보건 | 0.729 | 0.146 | 0.802 | 0.704 | 0.775 | 0.792 | 0.813 | 0.681 | 1.000 | 0.921 | 0.825 | 0.368 | 0.688 | 0.647 | 0.852 |
| 공원녹지 | 0.784 | 0.013 | 0.829 | 0.808 | 0.730 | 0.749 | 0.860 | 0.638 | 0.921 | 1.000 | 0.744 | 0.371 | 0.741 | 0.537 | 0.862 |
| 환경 | 0.755 | 0.110 | 0.809 | 0.494 | 0.774 | 0.933 | 0.562 | 0.519 | 0.825 | 0.744 | 1.000 | 0.327 | 0.672 | 0.764 | 0.856 |
| 경제/산업 | 0.472 | 0.114 | 0.491 | 0.206 | 0.237 | 0.376 | 0.264 | 0.084 | 0.368 | 0.371 | 0.327 | 1.000 | 0.317 | 0.221 | 0.452 |
| 소방안전 | 0.685 | 0.007 | 0.702 | 0.551 | 0.572 | 0.670 | 0.595 | 0.371 | 0.688 | 0.741 | 0.672 | 0.317 | 1.000 | 0.584 | 0.702 |
| 기타 불편사항 | 0.470 | -0.005 | 0.511 | 0.233 | 0.749 | 0.741 | 0.423 | 0.516 | 0.647 | 0.537 | 0.764 | 0.221 | 0.584 | 1.000 | 0.562 |
| 총합계 | 0.952 | 0.042 | 0.985 | 0.649 | 0.673 | 0.877 | 0.681 | 0.486 | 0.852 | 0.862 | 0.856 | 0.452 | 0.702 | 0.562 | 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.
| 년도 | 월 | 교통 | 도로 | 청소 | 주택건축 | 치수방재 | 가로정비 | 보건 | 공원녹지 | 환경 | 경제/산업 | 소방안전 | 기타 불편사항 | 총합계 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2012 | 8 | 46 | 57 | 15 | 3 | 7 | 11 | 0 | 10 | 6 | 0 | 0 | 16 | 230 |
| 1 | 2012 | 9 | 83 | 105 | 17 | 2 | 11 | 50 | 4 | 46 | 7 | 0 | 0 | 49 | 427 |
| 2 | 2012 | 10 | 87 | 86 | 8 | 8 | 9 | 83 | 0 | 22 | 4 | 0 | 0 | 33 | 396 |
| 3 | 2012 | 11 | 99 | 60 | 22 | 5 | 2 | 69 | 1 | 3 | 2 | 0 | 1 | 28 | 342 |
| 4 | 2012 | 12 | 149 | 34 | 9 | 2 | 0 | 34 | 2 | 4 | 1 | 0 | 0 | 24 | 315 |
| 5 | 2013 | 1 | 195 | 238 | 29 | 7 | 19 | 53 | 0 | 6 | 6 | 0 | 0 | 30 | 682 |
| 6 | 2013 | 2 | 251 | 619 | 22 | 9 | 22 | 59 | 3 | 15 | 4 | 0 | 0 | 66 | 1168 |
| 7 | 2013 | 3 | 389 | 710 | 35 | 15 | 56 | 72 | 3 | 51 | 15 | 0 | 0 | 98 | 1539 |
| 8 | 2013 | 4 | 579 | 1066 | 62 | 6 | 30 | 97 | 1 | 42 | 13 | 0 | 0 | 97 | 2246 |
| 9 | 2013 | 5 | 713 | 1214 | 67 | 13 | 56 | 151 | 0 | 64 | 21 | 0 | 1 | 103 | 2491 |
| 년도 | 월 | 교통 | 도로 | 청소 | 주택건축 | 치수방재 | 가로정비 | 보건 | 공원녹지 | 환경 | 경제/산업 | 소방안전 | 기타 불편사항 | 총합계 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 117 | 2022 | 5 | 59581 | 1588 | 3161 | 602 | 369 | 4749 | 545 | 879 | 1829 | 0 | 23 | 3071 | 83077 |
| 118 | 2022 | 6 | 56818 | 1665 | 3194 | 466 | 489 | 4281 | 560 | 856 | 1549 | 2 | 20 | 4120 | 78128 |
| 119 | 2022 | 7 | 56449 | 1853 | 3245 | 3185 | 394 | 3627 | 538 | 727 | 1252 | 1 | 15 | 6947 | 81979 |
| 120 | 2022 | 8 | 58486 | 2993 | 3212 | 426 | 647 | 5927 | 370 | 876 | 1371 | 2 | 21 | 2806 | 99268 |
| 121 | 2022 | 9 | 60088 | 2328 | 3454 | 466 | 384 | 4236 | 726 | 964 | 1593 | 1 | 12 | 2159 | 79948 |
| 122 | 2022 | 10 | 65631 | 5000 | 2941 | 483 | 333 | 4909 | 707 | 668 | 1923 | 0 | 0 | 166 | 94613 |
| 123 | 2022 | 11 | 62497 | 1550 | 2830 | 502 | 296 | 5210 | 346 | 500 | 1983 | 1 | 0 | 68 | 104091 |
| 124 | 2022 | 12 | 52332 | 1615 | 2096 | 352 | 165 | 3600 | 149 | 200 | 1781 | 2 | 0 | 54 | 73449 |
| 125 | 2023 | 1 | 54307 | 1452 | 2650 | 443 | 190 | 3773 | 108 | 214 | 579 | 0 | 0 | 43 | 70869 |
| 126 | 2023 | 2 | 54449 | 1403 | 2719 | 616 | 378 | 5304 | 142 | 356 | 779 | 1 | 0 | 53 | 71097 |