Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 24 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.9 KiB |
| Average record size in memory | 122.5 B |
Variable types
| Categorical | 1 |
|---|---|
| Numeric | 12 |
Dataset
| Description | 대구교통공사 사업소별(청사, 월배기지, 안심기지, 문양기지, 칠곡기지, 범물기지, 123호선 역사별, 경산관리소, 사월관리소)에서 이용한 상수도 월별 사용 현황입니다. |
|---|---|
| URL | https://www.data.go.kr/data/15006421/fileData.do |
구분월 is highly overall correlated with 1호선 역사(세제곱미터) | High correlation |
월배기지(세제곱미터) is highly overall correlated with 안심기지(세제곱미터) and 3 other fields | High correlation |
안심기지(세제곱미터) is highly overall correlated with 월배기지(세제곱미터) and 1 other fields | High correlation |
문양기지(세제곱미터) is highly overall correlated with 2호선 역사(세제곱미터) and 2 other fields | High correlation |
1호선 역사(세제곱미터) is highly overall correlated with 구분월 and 3 other fields | High correlation |
2호선 역사(세제곱미터) is highly overall correlated with 월배기지(세제곱미터) and 4 other fields | High correlation |
3호선 역사(세제곱미터) is highly overall correlated with 1호선 역사(세제곱미터) and 1 other fields | High correlation |
경산관리소(세제곱미터) is highly overall correlated with 문양기지(세제곱미터) | High correlation |
사월관리소(세제곱미터) is highly overall correlated with 월배기지(세제곱미터) and 2 other fields | High correlation |
연도 is highly overall correlated with 문양기지(세제곱미터) | High correlation |
월배기지(세제곱미터) has unique values | Unique |
안심기지(세제곱미터) has unique values | Unique |
문양기지(세제곱미터) has unique values | Unique |
1호선 역사(세제곱미터) has unique values | Unique |
2호선 역사(세제곱미터) has unique values | Unique |
3호선 역사(세제곱미터) has unique values | Unique |
종합청사(세제곱미터) has 1 (4.2%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-12 18:30:06.460212 |
|---|---|
| Analysis finished | 2023-12-12 18:30:23.147850 |
| Duration | 16.69 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
연도
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 324.0 B |
| 2021 | |
|---|---|
| 2022 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2021 |
|---|---|
| 2nd row | 2021 |
| 3rd row | 2021 |
| 4th row | 2021 |
| 5th row | 2021 |
Common Values
| Value | Count | Frequency (%) |
| 2021 | 12 | |
| 2022 | 12 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2021 | 12 | |
| 2022 | 12 |
구분월
Real number (ℝ)
HIGH CORRELATION
| Distinct | 12 |
|---|---|
| Distinct (%) | 50.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.15 |
| Q1 | 3.75 |
| median | 6.5 |
| Q3 | 9.25 |
| 95-th percentile | 11.85 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 5.5 |
Descriptive statistics
| Standard deviation | 3.5262987 |
|---|---|
| Coefficient of variation (CV) | 0.54250749 |
| Kurtosis | -1.2156934 |
| Mean | 6.5 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0 |
| Sum | 156 |
| Variance | 12.434783 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 2 | 2 | |
| 3 | 2 | |
| 4 | 2 | |
| 5 | 2 | |
| 6 | 2 | |
| 7 | 2 | |
| 8 | 2 | |
| 9 | 2 | |
| 10 | 2 | |
| Other values (2) | 4 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 2 | 2 | |
| 3 | 2 | |
| 4 | 2 | |
| 5 | 2 | |
| 6 | 2 | |
| 7 | 2 | |
| 8 | 2 | |
| 9 | 2 | |
| 10 | 2 |
| Value | Count | Frequency (%) |
| 12 | 2 | |
| 11 | 2 | |
| 10 | 2 | |
| 9 | 2 | |
| 8 | 2 | |
| 7 | 2 | |
| 6 | 2 | |
| 5 | 2 | |
| 4 | 2 | |
| 3 | 2 |
종합청사(세제곱미터)
Real number (ℝ)
ZEROS
| Distinct | 23 |
|---|---|
| Distinct (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1039.25 |
| Minimum | 0 |
|---|---|
| Maximum | 2617 |
| Zeros | 1 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 785.85 |
| Q1 | 933.5 |
| median | 1022.5 |
| Q3 | 1088 |
| 95-th percentile | 1274.1 |
| Maximum | 2617 |
| Range | 2617 |
| Interquartile range (IQR) | 154.5 |
Descriptive statistics
| Standard deviation | 412.08233 |
|---|---|
| Coefficient of variation (CV) | 0.39651896 |
| Kurtosis | 11.009651 |
| Mean | 1039.25 |
| Median Absolute Deviation (MAD) | 90.5 |
| Skewness | 1.8890464 |
| Sum | 24942 |
| Variance | 169811.85 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 1021 | 2 | 8.3% |
| 905 | 1 | 4.2% |
| 943 | 1 | 4.2% |
| 872 | 1 | 4.2% |
| 860 | 1 | 4.2% |
| 0 | 1 | 4.2% |
| 2617 | 1 | 4.2% |
| 1124 | 1 | 4.2% |
| 946 | 1 | 4.2% |
| 974 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 777 | 1 | |
| 836 | 1 | |
| 860 | 1 | |
| 872 | 1 | |
| 905 | 1 | |
| 943 | 1 | |
| 946 | 1 | |
| 974 | 1 | |
| 998 | 1 |
| Value | Count | Frequency (%) |
| 2617 | 1 | |
| 1287 | 1 | |
| 1201 | 1 | |
| 1168 | 1 | |
| 1141 | 1 | |
| 1124 | 1 | |
| 1076 | 1 | |
| 1048 | 1 | |
| 1044 | 1 | |
| 1032 | 1 |
월배기지(세제곱미터)
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1609.3333 |
| Minimum | 1129 |
|---|---|
| Maximum | 2426 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 1129 |
|---|---|
| 5-th percentile | 1142.1 |
| Q1 | 1362.25 |
| median | 1653 |
| Q3 | 1810.25 |
| 95-th percentile | 2072.35 |
| Maximum | 2426 |
| Range | 1297 |
| Interquartile range (IQR) | 448 |
Descriptive statistics
| Standard deviation | 332.74088 |
|---|---|
| Coefficient of variation (CV) | 0.20675697 |
| Kurtosis | -0.087784209 |
| Mean | 1609.3333 |
| Median Absolute Deviation (MAD) | 264.5 |
| Skewness | 0.48662327 |
| Sum | 38624 |
| Variance | 110716.49 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 1750 | 1 | 4.2% |
| 1366 | 1 | 4.2% |
| 2077 | 1 | 4.2% |
| 1829 | 1 | 4.2% |
| 1804 | 1 | 4.2% |
| 2046 | 1 | 4.2% |
| 1733 | 1 | 4.2% |
| 1701 | 1 | 4.2% |
| 1417 | 1 | 4.2% |
| 1283 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 1129 | 1 | |
| 1140 | 1 | |
| 1154 | 1 | |
| 1283 | 1 | |
| 1337 | 1 | |
| 1351 | 1 | |
| 1366 | 1 | |
| 1367 | 1 | |
| 1405 | 1 | |
| 1417 | 1 |
| Value | Count | Frequency (%) |
| 2426 | 1 | |
| 2077 | 1 | |
| 2046 | 1 | |
| 1934 | 1 | |
| 1865 | 1 | |
| 1829 | 1 | |
| 1804 | 1 | |
| 1754 | 1 | |
| 1750 | 1 | |
| 1733 | 1 |
안심기지(세제곱미터)
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1111.4583 |
| Minimum | 659 |
|---|---|
| Maximum | 1465 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 659 |
|---|---|
| 5-th percentile | 910.45 |
| Q1 | 1011.75 |
| median | 1105.5 |
| Q3 | 1214 |
| 95-th percentile | 1309.95 |
| Maximum | 1465 |
| Range | 806 |
| Interquartile range (IQR) | 202.25 |
Descriptive statistics
| Standard deviation | 168.68313 |
|---|---|
| Coefficient of variation (CV) | 0.15176739 |
| Kurtosis | 1.158827 |
| Mean | 1111.4583 |
| Median Absolute Deviation (MAD) | 103.5 |
| Skewness | -0.40948179 |
| Sum | 26675 |
| Variance | 28453.998 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 1172 | 1 | 4.2% |
| 659 | 1 | 4.2% |
| 969 | 1 | 4.2% |
| 1070 | 1 | 4.2% |
| 1141 | 1 | 4.2% |
| 1256 | 1 | 4.2% |
| 1278 | 1 | 4.2% |
| 1314 | 1 | 4.2% |
| 1182 | 1 | 4.2% |
| 1036 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 659 | 1 | |
| 901 | 1 | |
| 964 | 1 | |
| 969 | 1 | |
| 986 | 1 | |
| 993 | 1 | |
| 1018 | 1 | |
| 1031 | 1 | |
| 1033 | 1 | |
| 1036 | 1 |
| Value | Count | Frequency (%) |
| 1465 | 1 | |
| 1314 | 1 | |
| 1287 | 1 | |
| 1282 | 1 | |
| 1278 | 1 | |
| 1256 | 1 | |
| 1200 | 1 | |
| 1196 | 1 | |
| 1182 | 1 | |
| 1174 | 1 |
문양기지(세제곱미터)
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2073.1667 |
| Minimum | 1061 |
|---|---|
| Maximum | 3166 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 1061 |
|---|---|
| 5-th percentile | 1149.55 |
| Q1 | 1429.25 |
| median | 2052 |
| Q3 | 2706 |
| 95-th percentile | 3146.1 |
| Maximum | 3166 |
| Range | 2105 |
| Interquartile range (IQR) | 1276.75 |
Descriptive statistics
| Standard deviation | 706.45906 |
|---|---|
| Coefficient of variation (CV) | 0.34076327 |
| Kurtosis | -1.3196149 |
| Mean | 2073.1667 |
| Median Absolute Deviation (MAD) | 673 |
| Skewness | 0.15454009 |
| Sum | 49756 |
| Variance | 499084.41 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 1061 | 1 | 4.2% |
| 2002 | 1 | 4.2% |
| 2687 | 1 | 4.2% |
| 3156 | 1 | 4.2% |
| 3166 | 1 | 4.2% |
| 3090 | 1 | 4.2% |
| 2937 | 1 | 4.2% |
| 2948 | 1 | 4.2% |
| 2763 | 1 | 4.2% |
| 2573 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 1061 | 1 | |
| 1141 | 1 | |
| 1198 | 1 | |
| 1229 | 1 | |
| 1249 | 1 | |
| 1304 | 1 | |
| 1471 | 1 | |
| 1679 | 1 | |
| 1737 | 1 | |
| 1819 | 1 |
| Value | Count | Frequency (%) |
| 3166 | 1 | |
| 3156 | 1 | |
| 3090 | 1 | |
| 2948 | 1 | |
| 2937 | 1 | |
| 2763 | 1 | |
| 2687 | 1 | |
| 2573 | 1 | |
| 2240 | 1 | |
| 2206 | 1 |
칠곡기지(세제곱미터)
Real number (ℝ)
| Distinct | 23 |
|---|---|
| Distinct (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 734.70833 |
| Minimum | 477 |
|---|---|
| Maximum | 1499 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 477 |
|---|---|
| 5-th percentile | 514.45 |
| Q1 | 570.75 |
| median | 673.5 |
| Q3 | 750.75 |
| 95-th percentile | 1227.95 |
| Maximum | 1499 |
| Range | 1022 |
| Interquartile range (IQR) | 180 |
Descriptive statistics
| Standard deviation | 244.00044 |
|---|---|
| Coefficient of variation (CV) | 0.33210518 |
| Kurtosis | 3.6439224 |
| Mean | 734.70833 |
| Median Absolute Deviation (MAD) | 91 |
| Skewness | 1.8745979 |
| Sum | 17633 |
| Variance | 59536.216 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 745 | 2 | 8.3% |
| 1086 | 1 | 4.2% |
| 517 | 1 | 4.2% |
| 800 | 1 | 4.2% |
| 728 | 1 | 4.2% |
| 659 | 1 | 4.2% |
| 514 | 1 | 4.2% |
| 715 | 1 | 4.2% |
| 753 | 1 | 4.2% |
| 626 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 477 | 1 | |
| 514 | 1 | |
| 517 | 1 | |
| 548 | 1 | |
| 552 | 1 | |
| 570 | 1 | |
| 571 | 1 | |
| 605 | 1 | |
| 620 | 1 | |
| 626 | 1 |
| Value | Count | Frequency (%) |
| 1499 | 1 | |
| 1253 | 1 | |
| 1086 | 1 | |
| 953 | 1 | |
| 800 | 1 | |
| 753 | 1 | |
| 750 | 1 | |
| 745 | 2 | |
| 728 | 1 | |
| 715 | 1 |
범물기지(세제곱미터)
Real number (ℝ)
| Distinct | 23 |
|---|---|
| Distinct (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81.333333 |
| Minimum | 35 |
|---|---|
| Maximum | 151 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 35 |
|---|---|
| 5-th percentile | 40.75 |
| Q1 | 65.75 |
| median | 77.5 |
| Q3 | 99.5 |
| 95-th percentile | 114.7 |
| Maximum | 151 |
| Range | 116 |
| Interquartile range (IQR) | 33.75 |
Descriptive statistics
| Standard deviation | 25.950901 |
|---|---|
| Coefficient of variation (CV) | 0.31906846 |
| Kurtosis | 1.0757928 |
| Mean | 81.333333 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 0.5667176 |
| Sum | 1952 |
| Variance | 673.44928 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 65 | 2 | 8.3% |
| 35 | 1 | 4.2% |
| 72 | 1 | 4.2% |
| 81 | 1 | 4.2% |
| 66 | 1 | 4.2% |
| 75 | 1 | 4.2% |
| 77 | 1 | 4.2% |
| 82 | 1 | 4.2% |
| 115 | 1 | 4.2% |
| 40 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 35 | 1 | |
| 40 | 1 | |
| 45 | 1 | |
| 64 | 1 | |
| 65 | 2 | |
| 66 | 1 | |
| 71 | 1 | |
| 72 | 1 | |
| 74 | 1 | |
| 75 | 1 |
| Value | Count | Frequency (%) |
| 151 | 1 | |
| 115 | 1 | |
| 113 | 1 | |
| 105 | 1 | |
| 102 | 1 | |
| 101 | 1 | |
| 99 | 1 | |
| 97 | 1 | |
| 82 | 1 | |
| 81 | 1 |
1호선 역사(세제곱미터)
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13672.708 |
| Minimum | 9723 |
|---|---|
| Maximum | 20010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 9723 |
|---|---|
| 5-th percentile | 9976.4 |
| Q1 | 11813 |
| median | 13866 |
| Q3 | 14405.25 |
| 95-th percentile | 19712.25 |
| Maximum | 20010 |
| Range | 10287 |
| Interquartile range (IQR) | 2592.25 |
Descriptive statistics
| Standard deviation | 2822.545 |
|---|---|
| Coefficient of variation (CV) | 0.20643642 |
| Kurtosis | 0.59891017 |
| Mean | 13672.708 |
| Median Absolute Deviation (MAD) | 1741.5 |
| Skewness | 0.86783461 |
| Sum | 328145 |
| Variance | 7966760.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 14398 | 1 | 4.2% |
| 12052 | 1 | 4.2% |
| 14239 | 1 | 4.2% |
| 13935 | 1 | 4.2% |
| 20010 | 1 | 4.2% |
| 19899 | 1 | 4.2% |
| 13797 | 1 | 4.2% |
| 13255 | 1 | 4.2% |
| 14427 | 1 | 4.2% |
| 10587 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 9723 | 1 | |
| 9938 | 1 | |
| 10194 | 1 | |
| 10587 | 1 | |
| 10994 | 1 | |
| 11741 | 1 | |
| 11837 | 1 | |
| 12052 | 1 | |
| 12197 | 1 | |
| 13255 | 1 |
| Value | Count | Frequency (%) |
| 20010 | 1 | |
| 19899 | 1 | |
| 18654 | 1 | |
| 16151 | 1 | |
| 14652 | 1 | |
| 14427 | 1 | |
| 14398 | 1 | |
| 14239 | 1 | |
| 14088 | 1 | |
| 14018 | 1 |
2호선 역사(세제곱미터)
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5889.75 |
| Minimum | 3829 |
|---|---|
| Maximum | 9633 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 3829 |
|---|---|
| 5-th percentile | 4235.8 |
| Q1 | 4686 |
| median | 5212.5 |
| Q3 | 7024.75 |
| 95-th percentile | 8640.95 |
| Maximum | 9633 |
| Range | 5804 |
| Interquartile range (IQR) | 2338.75 |
Descriptive statistics
| Standard deviation | 1618.8386 |
|---|---|
| Coefficient of variation (CV) | 0.27485694 |
| Kurtosis | -0.42178742 |
| Mean | 5889.75 |
| Median Absolute Deviation (MAD) | 965.5 |
| Skewness | 0.7613908 |
| Sum | 141354 |
| Variance | 2620638.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 7004 | 1 | 4.2% |
| 4835 | 1 | 4.2% |
| 5529 | 1 | 4.2% |
| 5315 | 1 | 4.2% |
| 8708 | 1 | 4.2% |
| 9633 | 1 | 4.2% |
| 7378 | 1 | 4.2% |
| 8261 | 1 | 4.2% |
| 6357 | 1 | 4.2% |
| 5110 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 3829 | 1 | |
| 4231 | 1 | |
| 4263 | 1 | |
| 4272 | 1 | |
| 4355 | 1 | |
| 4641 | 1 | |
| 4701 | 1 | |
| 4774 | 1 | |
| 4835 | 1 | |
| 4903 | 1 |
| Value | Count | Frequency (%) |
| 9633 | 1 | |
| 8708 | 1 | |
| 8261 | 1 | |
| 7733 | 1 | |
| 7378 | 1 | |
| 7087 | 1 | |
| 7004 | 1 | |
| 6842 | 1 | |
| 6596 | 1 | |
| 6357 | 1 |
3호선 역사(세제곱미터)
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5292.6667 |
| Minimum | 4281 |
|---|---|
| Maximum | 6093 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 4281 |
|---|---|
| 5-th percentile | 4423.65 |
| Q1 | 4902.75 |
| median | 5428.5 |
| Q3 | 5696.25 |
| 95-th percentile | 6021.25 |
| Maximum | 6093 |
| Range | 1812 |
| Interquartile range (IQR) | 793.5 |
Descriptive statistics
| Standard deviation | 539.84576 |
|---|---|
| Coefficient of variation (CV) | 0.10199882 |
| Kurtosis | -1.0216402 |
| Mean | 5292.6667 |
| Median Absolute Deviation (MAD) | 395 |
| Skewness | -0.36663873 |
| Sum | 127024 |
| Variance | 291433.45 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 5915 | 1 | 4.2% |
| 4955 | 1 | 4.2% |
| 5857 | 1 | 4.2% |
| 5565 | 1 | 4.2% |
| 5475 | 1 | 4.2% |
| 5769 | 1 | 4.2% |
| 6040 | 1 | 4.2% |
| 6093 | 1 | 4.2% |
| 5790 | 1 | 4.2% |
| 4746 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 4281 | 1 | |
| 4413 | 1 | |
| 4484 | 1 | |
| 4619 | 1 | |
| 4742 | 1 | |
| 4746 | 1 | |
| 4955 | 1 | |
| 4961 | 1 | |
| 5083 | 1 | |
| 5199 | 1 |
| Value | Count | Frequency (%) |
| 6093 | 1 | |
| 6040 | 1 | |
| 5915 | 1 | |
| 5857 | 1 | |
| 5790 | 1 | |
| 5769 | 1 | |
| 5672 | 1 | |
| 5654 | 1 | |
| 5597 | 1 | |
| 5565 | 1 |
경산관리소(세제곱미터)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 15 |
|---|---|
| Distinct (%) | 62.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.25 |
| Minimum | 53 |
|---|---|
| Maximum | 89 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 53 |
|---|---|
| 5-th percentile | 62.3 |
| Q1 | 66.5 |
| median | 70 |
| Q3 | 74.25 |
| 95-th percentile | 88.4 |
| Maximum | 89 |
| Range | 36 |
| Interquartile range (IQR) | 7.75 |
Descriptive statistics
| Standard deviation | 8.5579864 |
|---|---|
| Coefficient of variation (CV) | 0.12011209 |
| Kurtosis | 0.66079517 |
| Mean | 71.25 |
| Median Absolute Deviation (MAD) | 4.5 |
| Skewness | 0.58361582 |
| Sum | 1710 |
| Variance | 73.23913 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 71 | 4 | |
| 70 | 3 | |
| 67 | 2 | 8.3% |
| 64 | 2 | 8.3% |
| 65 | 2 | 8.3% |
| 89 | 2 | 8.3% |
| 53 | 1 | 4.2% |
| 68 | 1 | 4.2% |
| 69 | 1 | 4.2% |
| 62 | 1 | 4.2% |
| Other values (5) | 5 |
| Value | Count | Frequency (%) |
| 53 | 1 | 4.2% |
| 62 | 1 | 4.2% |
| 64 | 2 | |
| 65 | 2 | |
| 67 | 2 | |
| 68 | 1 | 4.2% |
| 69 | 1 | 4.2% |
| 70 | 3 | |
| 71 | 4 | |
| 74 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 89 | 2 | |
| 85 | 1 | 4.2% |
| 84 | 1 | 4.2% |
| 76 | 1 | 4.2% |
| 75 | 1 | 4.2% |
| 74 | 1 | 4.2% |
| 71 | 4 | |
| 70 | 3 | |
| 69 | 1 | 4.2% |
| 68 | 1 | 4.2% |
사월관리소(세제곱미터)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 19 |
|---|---|
| Distinct (%) | 79.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 88.083333 |
| Minimum | 54 |
|---|---|
| Maximum | 129 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 54 |
|---|---|
| 5-th percentile | 68.15 |
| Q1 | 78.25 |
| median | 84 |
| Q3 | 101.25 |
| 95-th percentile | 122.35 |
| Maximum | 129 |
| Range | 75 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 18.607891 |
|---|---|
| Coefficient of variation (CV) | 0.21125326 |
| Kurtosis | -0.029724107 |
| Mean | 88.083333 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 0.59233256 |
| Sum | 2114 |
| Variance | 346.25362 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 80 | 4 | |
| 69 | 2 | 8.3% |
| 85 | 2 | 8.3% |
| 111 | 1 | 4.2% |
| 113 | 1 | 4.2% |
| 92 | 1 | 4.2% |
| 129 | 1 | 4.2% |
| 89 | 1 | 4.2% |
| 54 | 1 | 4.2% |
| 71 | 1 | 4.2% |
| Other values (9) | 9 |
| Value | Count | Frequency (%) |
| 54 | 1 | 4.2% |
| 68 | 1 | 4.2% |
| 69 | 2 | |
| 71 | 1 | 4.2% |
| 73 | 1 | 4.2% |
| 80 | 4 | |
| 82 | 1 | 4.2% |
| 83 | 1 | 4.2% |
| 85 | 2 | |
| 88 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 129 | 1 | |
| 124 | 1 | |
| 113 | 1 | |
| 111 | 1 | |
| 106 | 1 | |
| 102 | 1 | |
| 101 | 1 | |
| 92 | 1 | |
| 89 | 1 | |
| 88 | 1 |
| 연도 | 구분월 | 종합청사(세제곱미터) | 월배기지(세제곱미터) | 안심기지(세제곱미터) | 문양기지(세제곱미터) | 칠곡기지(세제곱미터) | 범물기지(세제곱미터) | 1호선 역사(세제곱미터) | 2호선 역사(세제곱미터) | 3호선 역사(세제곱미터) | 경산관리소(세제곱미터) | 사월관리소(세제곱미터) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.000 | 0.310 | 0.331 | 0.334 | 0.872 | 0.000 | 0.000 | 0.000 | 0.430 | 0.563 | 0.536 | 0.000 |
| 구분월 | 0.000 | 1.000 | 0.791 | 0.323 | 0.668 | 0.000 | 0.393 | 0.536 | 0.734 | 0.560 | 0.446 | 0.258 | 0.628 |
| 종합청사(세제곱미터) | 0.310 | 0.791 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.514 | 0.564 | 0.687 | 0.000 | 0.000 | 0.427 |
| 월배기지(세제곱미터) | 0.331 | 0.323 | 0.000 | 1.000 | 0.650 | 0.866 | 0.000 | 0.419 | 0.784 | 0.650 | 0.813 | 0.558 | 0.000 |
| 안심기지(세제곱미터) | 0.334 | 0.668 | 0.000 | 0.650 | 1.000 | 0.718 | 0.000 | 0.863 | 0.601 | 0.707 | 0.000 | 0.626 | 0.000 |
| 문양기지(세제곱미터) | 0.872 | 0.000 | 0.000 | 0.866 | 0.718 | 1.000 | 0.000 | 0.000 | 0.667 | 0.737 | 0.465 | 0.629 | 0.361 |
| 칠곡기지(세제곱미터) | 0.000 | 0.393 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.129 | 0.000 | 0.550 | 0.778 | 0.000 |
| 범물기지(세제곱미터) | 0.000 | 0.536 | 0.514 | 0.419 | 0.863 | 0.000 | 0.000 | 1.000 | 0.329 | 0.571 | 0.000 | 0.375 | 0.398 |
| 1호선 역사(세제곱미터) | 0.000 | 0.734 | 0.564 | 0.784 | 0.601 | 0.667 | 0.129 | 0.329 | 1.000 | 0.597 | 0.736 | 0.389 | 0.561 |
| 2호선 역사(세제곱미터) | 0.430 | 0.560 | 0.687 | 0.650 | 0.707 | 0.737 | 0.000 | 0.571 | 0.597 | 1.000 | 0.000 | 0.246 | 0.509 |
| 3호선 역사(세제곱미터) | 0.563 | 0.446 | 0.000 | 0.813 | 0.000 | 0.465 | 0.550 | 0.000 | 0.736 | 0.000 | 1.000 | 0.262 | 0.378 |
| 경산관리소(세제곱미터) | 0.536 | 0.258 | 0.000 | 0.558 | 0.626 | 0.629 | 0.778 | 0.375 | 0.389 | 0.246 | 0.262 | 1.000 | 0.483 |
| 사월관리소(세제곱미터) | 0.000 | 0.628 | 0.427 | 0.000 | 0.000 | 0.361 | 0.000 | 0.398 | 0.561 | 0.509 | 0.378 | 0.483 | 1.000 |
| 구분월 | 종합청사(세제곱미터) | 월배기지(세제곱미터) | 안심기지(세제곱미터) | 문양기지(세제곱미터) | 칠곡기지(세제곱미터) | 범물기지(세제곱미터) | 1호선 역사(세제곱미터) | 2호선 역사(세제곱미터) | 3호선 역사(세제곱미터) | 경산관리소(세제곱미터) | 사월관리소(세제곱미터) | 연도 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 구분월 | 1.000 | 0.174 | 0.378 | 0.139 | 0.474 | -0.084 | 0.062 | 0.527 | 0.253 | 0.333 | 0.018 | 0.119 | 0.000 |
| 종합청사(세제곱미터) | 0.174 | 1.000 | 0.092 | 0.345 | -0.112 | -0.398 | 0.046 | 0.215 | 0.166 | 0.205 | -0.395 | 0.357 | 0.342 |
| 월배기지(세제곱미터) | 0.378 | 0.092 | 1.000 | 0.550 | 0.355 | 0.114 | -0.141 | 0.589 | 0.580 | 0.432 | -0.144 | 0.551 | 0.318 |
| 안심기지(세제곱미터) | 0.139 | 0.345 | 0.550 | 1.000 | 0.166 | 0.052 | 0.149 | 0.356 | 0.448 | 0.462 | -0.330 | 0.537 | 0.287 |
| 문양기지(세제곱미터) | 0.474 | -0.112 | 0.355 | 0.166 | 1.000 | -0.317 | 0.119 | 0.367 | 0.543 | 0.386 | 0.505 | 0.088 | 0.752 |
| 칠곡기지(세제곱미터) | -0.084 | -0.398 | 0.114 | 0.052 | -0.317 | 1.000 | -0.041 | -0.061 | -0.069 | 0.047 | -0.282 | 0.127 | 0.000 |
| 범물기지(세제곱미터) | 0.062 | 0.046 | -0.141 | 0.149 | 0.119 | -0.041 | 1.000 | 0.007 | -0.096 | -0.008 | -0.026 | -0.010 | 0.000 |
| 1호선 역사(세제곱미터) | 0.527 | 0.215 | 0.589 | 0.356 | 0.367 | -0.061 | 0.007 | 1.000 | 0.667 | 0.627 | -0.036 | 0.250 | 0.000 |
| 2호선 역사(세제곱미터) | 0.253 | 0.166 | 0.580 | 0.448 | 0.543 | -0.069 | -0.096 | 0.667 | 1.000 | 0.696 | -0.003 | 0.526 | 0.340 |
| 3호선 역사(세제곱미터) | 0.333 | 0.205 | 0.432 | 0.462 | 0.386 | 0.047 | -0.008 | 0.627 | 0.696 | 1.000 | 0.049 | 0.411 | 0.236 |
| 경산관리소(세제곱미터) | 0.018 | -0.395 | -0.144 | -0.330 | 0.505 | -0.282 | -0.026 | -0.036 | -0.003 | 0.049 | 1.000 | -0.431 | 0.328 |
| 사월관리소(세제곱미터) | 0.119 | 0.357 | 0.551 | 0.537 | 0.088 | 0.127 | -0.010 | 0.250 | 0.526 | 0.411 | -0.431 | 1.000 | 0.000 |
| 연도 | 0.000 | 0.342 | 0.318 | 0.287 | 0.752 | 0.000 | 0.000 | 0.000 | 0.340 | 0.236 | 0.328 | 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.
| 연도 | 구분월 | 종합청사(세제곱미터) | 월배기지(세제곱미터) | 안심기지(세제곱미터) | 문양기지(세제곱미터) | 칠곡기지(세제곱미터) | 범물기지(세제곱미터) | 1호선 역사(세제곱미터) | 2호선 역사(세제곱미터) | 3호선 역사(세제곱미터) | 경산관리소(세제곱미터) | 사월관리소(세제곱미터) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2021 | 1 | 905 | 1750 | 1172 | 1061 | 1086 | 35 | 14398 | 7004 | 5915 | 53 | 88 |
| 1 | 2021 | 2 | 943 | 1405 | 1031 | 1229 | 1253 | 74 | 10994 | 4997 | 4619 | 68 | 102 |
| 2 | 2021 | 3 | 998 | 1337 | 986 | 1141 | 1499 | 65 | 9938 | 4272 | 4413 | 67 | 82 |
| 3 | 2021 | 4 | 836 | 1427 | 1282 | 1249 | 953 | 105 | 9723 | 3829 | 4484 | 70 | 73 |
| 4 | 2021 | 5 | 1048 | 1140 | 1033 | 1198 | 686 | 97 | 11837 | 4231 | 5083 | 64 | 85 |
| 5 | 2021 | 6 | 1141 | 1724 | 1196 | 1471 | 750 | 101 | 14652 | 4774 | 5654 | 69 | 80 |
| 6 | 2021 | 7 | 1168 | 1754 | 1068 | 1304 | 745 | 79 | 13384 | 7087 | 5519 | 67 | 124 |
| 7 | 2021 | 8 | 1076 | 1865 | 1287 | 1821 | 661 | 71 | 12197 | 4641 | 5382 | 70 | 106 |
| 8 | 2021 | 9 | 1287 | 2426 | 1465 | 1679 | 552 | 45 | 16151 | 6596 | 5213 | 62 | 101 |
| 9 | 2021 | 10 | 1201 | 1934 | 1174 | 2240 | 605 | 113 | 18654 | 6842 | 4961 | 64 | 83 |
| 연도 | 구분월 | 종합청사(세제곱미터) | 월배기지(세제곱미터) | 안심기지(세제곱미터) | 문양기지(세제곱미터) | 칠곡기지(세제곱미터) | 범물기지(세제곱미터) | 1호선 역사(세제곱미터) | 2호선 역사(세제곱미터) | 3호선 역사(세제곱미터) | 경산관리소(세제곱미터) | 사월관리소(세제곱미터) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 2022 | 3 | 1024 | 1351 | 901 | 2102 | 477 | 64 | 11741 | 4263 | 4742 | 85 | 69 |
| 15 | 2022 | 4 | 777 | 1367 | 964 | 2206 | 570 | 151 | 10194 | 4355 | 4281 | 71 | 71 |
| 16 | 2022 | 5 | 974 | 1283 | 1036 | 2573 | 626 | 40 | 10587 | 5110 | 4746 | 74 | 54 |
| 17 | 2022 | 6 | 946 | 1417 | 1182 | 2763 | 753 | 115 | 14427 | 6357 | 5790 | 89 | 80 |
| 18 | 2022 | 7 | 1124 | 1701 | 1314 | 2948 | 715 | 82 | 13255 | 8261 | 6093 | 65 | 89 |
| 19 | 2022 | 8 | 2617 | 1733 | 1278 | 2937 | 514 | 77 | 13797 | 7378 | 6040 | 71 | 129 |
| 20 | 2022 | 9 | 0 | 2046 | 1256 | 3090 | 659 | 75 | 19899 | 9633 | 5769 | 76 | 85 |
| 21 | 2022 | 10 | 1021 | 1804 | 1141 | 3166 | 728 | 66 | 20010 | 8708 | 5475 | 71 | 92 |
| 22 | 2022 | 11 | 860 | 1829 | 1070 | 3156 | 745 | 81 | 13935 | 5315 | 5565 | 70 | 113 |
| 23 | 2022 | 12 | 872 | 2077 | 969 | 2687 | 800 | 65 | 14239 | 5529 | 5857 | 84 | 80 |