Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 79 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 9.8 KiB |
| Average record size in memory | 126.7 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 1 |
Dataset
| Description | 2007년 ~ 2015년 경상북도 영주시 관내 관측지점별, 월별 강수량 현황 |
|---|---|
| Author | 경상북도 영주시 |
| URL | https://www.data.go.kr/data/15014587/fileData.do |
관측년도 is highly overall correlated with 2월강수량 and 3 other fields | High correlation |
2월강수량 is highly overall correlated with 관측년도 and 3 other fields | High correlation |
3월강수량 is highly overall correlated with 6월강수량 and 2 other fields | High correlation |
5월강수량 is highly overall correlated with 관측년도 and 3 other fields | High correlation |
6월강수량 is highly overall correlated with 3월강수량 | High correlation |
7월강수량 is highly overall correlated with 관측년도 and 2 other fields | High correlation |
8월강수량 is highly overall correlated with 9월강수량 and 1 other fields | High correlation |
9월강수량 is highly overall correlated with 3월강수량 and 2 other fields | High correlation |
10월강수량 is highly overall correlated with 관측년도 and 3 other fields | High correlation |
11월강수량 is highly overall correlated with 3월강수량 and 2 other fields | High correlation |
12월강수량 is highly overall correlated with 2월강수량 | High correlation |
1월강수량 has 11 (13.9%) zeros | Zeros |
2월강수량 has 2 (2.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-12 23:17:06.016140 |
|---|---|
| Analysis finished | 2023-12-12 23:17:22.534100 |
| Duration | 16.52 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
관측년도
Real number (ℝ)
HIGH CORRELATION
| Distinct | 9 |
|---|---|
| Distinct (%) | 11.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2011.8861 |
| Minimum | 2007 |
|---|---|
| Maximum | 2015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 843.0 B |
Quantile statistics
| Minimum | 2007 |
|---|---|
| 5-th percentile | 2009 |
| Q1 | 2010 |
| median | 2012 |
| Q3 | 2014 |
| 95-th percentile | 2015 |
| Maximum | 2015 |
| Range | 8 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.1121586 |
|---|---|
| Coefficient of variation (CV) | 0.0010498401 |
| Kurtosis | -1.0471789 |
| Mean | 2011.8861 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.097652147 |
| Sum | 158939 |
| Variance | 4.4612139 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 2009 | 11 | |
| 2010 | 11 | |
| 2011 | 11 | |
| 2012 | 11 | |
| 2013 | 11 | |
| 2014 | 11 | |
| 2015 | 11 | |
| 2007 | 1 | 1.3% |
| 2008 | 1 | 1.3% |
| Value | Count | Frequency (%) |
| 2007 | 1 | 1.3% |
| 2008 | 1 | 1.3% |
| 2009 | 11 | |
| 2010 | 11 | |
| 2011 | 11 | |
| 2012 | 11 | |
| 2013 | 11 | |
| 2014 | 11 | |
| 2015 | 11 |
| Value | Count | Frequency (%) |
| 2015 | 11 | |
| 2014 | 11 | |
| 2013 | 11 | |
| 2012 | 11 | |
| 2011 | 11 | |
| 2010 | 11 | |
| 2009 | 11 | |
| 2008 | 1 | 1.3% |
| 2007 | 1 | 1.3% |
관측지
Categorical
| Distinct | 13 |
|---|---|
| Distinct (%) | 16.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 764.0 B |
| 풍기읍 | |
|---|---|
| 이산면 | |
| 평은면 | |
| 문수면 | |
| 장수면 | |
| Other values (8) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.9240506 |
| Min length | 2 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 1.3% |
Sample
| 1st row | 영주시 |
|---|---|
| 2nd row | 영주시 |
| 3rd row | 풍기읍 |
| 4th row | 이산면 |
| 5th row | 평은면 |
Common Values
| Value | Count | Frequency (%) |
| 풍기읍 | 7 | |
| 이산면 | 7 | |
| 평은면 | 7 | |
| 문수면 | 7 | |
| 장수면 | 7 | |
| 안정면 | 7 | |
| 봉현면 | 7 | |
| 순흥면 | 7 | |
| 단산면 | 7 | |
| 부석면 | 7 | |
| Other values (3) | 9 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 풍기읍 | 7 | |
| 이산면 | 7 | |
| 평은면 | 7 | |
| 문수면 | 7 | |
| 장수면 | 7 | |
| 안정면 | 7 | |
| 봉현면 | 7 | |
| 순흥면 | 7 | |
| 단산면 | 7 | |
| 부석면 | 7 | |
| Other values (3) | 9 |
1월강수량
Real number (ℝ)
ZEROS
| Distinct | 36 |
|---|---|
| Distinct (%) | 45.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.449367 |
| Minimum | 0 |
|---|---|
| Maximum | 39.5 |
| Zeros | 11 |
| Zeros (%) | 13.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 843.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 5 |
| Q3 | 17.25 |
| 95-th percentile | 33.14 |
| Maximum | 39.5 |
| Range | 39.5 |
| Interquartile range (IQR) | 14.25 |
Descriptive statistics
| Standard deviation | 10.707604 |
|---|---|
| Coefficient of variation (CV) | 1.0247132 |
| Kurtosis | 0.1651557 |
| Mean | 10.449367 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.1042959 |
| Sum | 825.5 |
| Variance | 114.65279 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=36)
| Value | Count | Frequency (%) |
| 0.0 | 11 | 13.9% |
| 4.0 | 7 | 8.9% |
| 3.0 | 7 | 8.9% |
| 18.5 | 3 | 3.8% |
| 4.5 | 3 | 3.8% |
| 15.5 | 3 | 3.8% |
| 2.5 | 3 | 3.8% |
| 3.5 | 3 | 3.8% |
| 5.5 | 3 | 3.8% |
| 5.0 | 2 | 2.5% |
| Other values (26) | 34 |
| Value | Count | Frequency (%) |
| 0.0 | 11 | |
| 1.0 | 1 | 1.3% |
| 1.5 | 1 | 1.3% |
| 2.0 | 2 | 2.5% |
| 2.5 | 3 | 3.8% |
| 3.0 | 7 | |
| 3.5 | 3 | 3.8% |
| 4.0 | 7 | |
| 4.5 | 3 | 3.8% |
| 4.9 | 1 | 1.3% |
| Value | Count | Frequency (%) |
| 39.5 | 1 | |
| 37.5 | 1 | |
| 33.5 | 2 | |
| 33.1 | 1 | |
| 33.0 | 1 | |
| 29.5 | 2 | |
| 28.5 | 1 | |
| 27.5 | 1 | |
| 24.5 | 1 | |
| 22.0 | 2 |
2월강수량
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 48 |
|---|---|
| Distinct (%) | 60.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.302532 |
| Minimum | 0 |
|---|---|
| Maximum | 92 |
| Zeros | 2 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 843.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.5 |
| Q1 | 2.25 |
| median | 16.5 |
| Q3 | 51.5 |
| 95-th percentile | 84.15 |
| Maximum | 92 |
| Range | 92 |
| Interquartile range (IQR) | 49.25 |
Descriptive statistics
| Standard deviation | 29.069197 |
|---|---|
| Coefficient of variation (CV) | 0.99203704 |
| Kurtosis | -0.97702549 |
| Mean | 29.302532 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0.59746883 |
| Sum | 2314.9 |
| Variance | 845.0182 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 0.5 | 7 | 8.9% |
| 4.0 | 6 | 7.6% |
| 1.0 | 5 | 6.3% |
| 1.5 | 4 | 5.1% |
| 16.5 | 3 | 3.8% |
| 50.5 | 3 | 3.8% |
| 55.5 | 2 | 2.5% |
| 44.5 | 2 | 2.5% |
| 51.5 | 2 | 2.5% |
| 54.0 | 2 | 2.5% |
| Other values (38) | 43 |
| Value | Count | Frequency (%) |
| 0.0 | 2 | 2.5% |
| 0.5 | 7 | |
| 1.0 | 5 | |
| 1.5 | 4 | |
| 2.0 | 2 | 2.5% |
| 2.5 | 1 | 1.3% |
| 3.5 | 1 | 1.3% |
| 4.0 | 6 | |
| 4.3 | 1 | 1.3% |
| 4.5 | 1 | 1.3% |
| Value | Count | Frequency (%) |
| 92.0 | 1 | |
| 91.0 | 1 | |
| 87.0 | 1 | |
| 85.5 | 1 | |
| 84.0 | 1 | |
| 82.5 | 1 | |
| 80.0 | 1 | |
| 73.0 | 1 | |
| 72.0 | 1 | |
| 71.0 | 1 |
3월강수량
Real number (ℝ)
HIGH CORRELATION
| Distinct | 56 |
|---|---|
| Distinct (%) | 70.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.575949 |
| Minimum | 14 |
|---|---|
| Maximum | 277 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 843.0 B |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 21.95 |
| Q1 | 32.5 |
| median | 39 |
| Q3 | 67.5 |
| 95-th percentile | 95.75 |
| Maximum | 277 |
| Range | 263 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 35.446428 |
|---|---|
| Coefficient of variation (CV) | 0.68726662 |
| Kurtosis | 20.537532 |
| Mean | 51.575949 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 3.6623029 |
| Sum | 4074.5 |
| Variance | 1256.4493 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 34.0 | 4 | 5.1% |
| 32.5 | 3 | 3.8% |
| 36.5 | 3 | 3.8% |
| 35.0 | 3 | 3.8% |
| 70.0 | 2 | 2.5% |
| 33.0 | 2 | 2.5% |
| 71.5 | 2 | 2.5% |
| 74.5 | 2 | 2.5% |
| 65.0 | 2 | 2.5% |
| 22.5 | 2 | 2.5% |
| Other values (46) | 54 |
| Value | Count | Frequency (%) |
| 14.0 | 1 | |
| 18.0 | 1 | |
| 21.5 | 2 | |
| 22.0 | 1 | |
| 22.5 | 2 | |
| 23.0 | 1 | |
| 23.5 | 1 | |
| 25.0 | 1 | |
| 26.0 | 1 | |
| 28.0 | 2 |
| Value | Count | Frequency (%) |
| 277.0 | 1 | |
| 146.0 | 1 | |
| 98.5 | 1 | |
| 98.0 | 1 | |
| 95.5 | 1 | |
| 87.5 | 1 | |
| 86.5 | 1 | |
| 84.5 | 1 | |
| 84.0 | 1 | |
| 83.5 | 1 |
4월강수량
Real number (ℝ)
| Distinct | 67 |
|---|---|
| Distinct (%) | 84.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 74.670886 |
| Minimum | 14.5 |
|---|---|
| Maximum | 142.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 843.0 B |
Quantile statistics
| Minimum | 14.5 |
|---|---|
| 5-th percentile | 43.95 |
| Q1 | 57.25 |
| median | 67.5 |
| Q3 | 91.25 |
| 95-th percentile | 126.5 |
| Maximum | 142.5 |
| Range | 128 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 25.779445 |
|---|---|
| Coefficient of variation (CV) | 0.34524091 |
| Kurtosis | 0.36434443 |
| Mean | 74.670886 |
| Median Absolute Deviation (MAD) | 14.5 |
| Skewness | 0.52572757 |
| Sum | 5899 |
| Variance | 664.57978 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 56.5 | 2 | 2.5% |
| 82.5 | 2 | 2.5% |
| 57.5 | 2 | 2.5% |
| 84.5 | 2 | 2.5% |
| 73.5 | 2 | 2.5% |
| 55.0 | 2 | 2.5% |
| 64.5 | 2 | 2.5% |
| 54.5 | 2 | 2.5% |
| 63.0 | 2 | 2.5% |
| 60.0 | 2 | 2.5% |
| Other values (57) | 59 |
| Value | Count | Frequency (%) |
| 14.5 | 1 | |
| 20.0 | 1 | |
| 27.2 | 1 | |
| 43.5 | 1 | |
| 44.0 | 1 | |
| 44.5 | 1 | |
| 48.0 | 2 | |
| 48.5 | 1 | |
| 51.5 | 1 | |
| 53.0 | 1 |
| Value | Count | Frequency (%) |
| 142.5 | 1 | |
| 136.0 | 1 | |
| 132.5 | 1 | |
| 131.0 | 1 | |
| 126.0 | 1 | |
| 125.5 | 1 | |
| 110.5 | 1 | |
| 109.0 | 1 | |
| 104.5 | 1 | |
| 101.5 | 1 |
5월강수량
Real number (ℝ)
HIGH CORRELATION
| Distinct | 64 |
|---|---|
| Distinct (%) | 81.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 101.11519 |
| Minimum | 23 |
|---|---|
| Maximum | 217 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 843.0 B |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 28 |
| Q1 | 41.5 |
| median | 120.5 |
| Q3 | 139.5 |
| 95-th percentile | 198 |
| Maximum | 217 |
| Range | 194 |
| Interquartile range (IQR) | 98 |
Descriptive statistics
| Standard deviation | 58.353659 |
|---|---|
| Coefficient of variation (CV) | 0.57710082 |
| Kurtosis | -1.3559922 |
| Mean | 101.11519 |
| Median Absolute Deviation (MAD) | 66.5 |
| Skewness | 0.13568204 |
| Sum | 7988.1 |
| Variance | 3405.1495 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 126.5 | 4 | 5.1% |
| 45.5 | 3 | 3.8% |
| 45.0 | 2 | 2.5% |
| 198.0 | 2 | 2.5% |
| 40.0 | 2 | 2.5% |
| 54.0 | 2 | 2.5% |
| 136.0 | 2 | 2.5% |
| 139.5 | 2 | 2.5% |
| 41.5 | 2 | 2.5% |
| 43.0 | 2 | 2.5% |
| Other values (54) | 56 |
| Value | Count | Frequency (%) |
| 23.0 | 1 | |
| 25.5 | 1 | |
| 26.5 | 1 | |
| 28.0 | 2 | |
| 28.5 | 1 | |
| 29.5 | 1 | |
| 31.0 | 1 | |
| 32.0 | 1 | |
| 33.0 | 1 | |
| 36.0 | 1 |
| Value | Count | Frequency (%) |
| 217.0 | 1 | |
| 205.0 | 1 | |
| 201.0 | 1 | |
| 198.0 | 2 | |
| 195.0 | 1 | |
| 191.5 | 1 | |
| 187.0 | 1 | |
| 177.0 | 1 | |
| 172.0 | 1 | |
| 169.5 | 1 |
6월강수량
Real number (ℝ)
HIGH CORRELATION
| Distinct | 69 |
|---|---|
| Distinct (%) | 87.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 135.77848 |
| Minimum | 19 |
|---|---|
| Maximum | 406.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 843.0 B |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 32.45 |
| Q1 | 57.5 |
| median | 104.5 |
| Q3 | 170.5 |
| 95-th percentile | 378.5 |
| Maximum | 406.5 |
| Range | 387.5 |
| Interquartile range (IQR) | 113 |
Descriptive statistics
| Standard deviation | 105.09632 |
|---|---|
| Coefficient of variation (CV) | 0.77402778 |
| Kurtosis | 1.0086477 |
| Mean | 135.77848 |
| Median Absolute Deviation (MAD) | 50.5 |
| Skewness | 1.4156322 |
| Sum | 10726.5 |
| Variance | 11045.236 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100.5 | 3 | 3.8% |
| 118.0 | 2 | 2.5% |
| 116.5 | 2 | 2.5% |
| 100.0 | 2 | 2.5% |
| 52.0 | 2 | 2.5% |
| 93.0 | 2 | 2.5% |
| 39.5 | 2 | 2.5% |
| 54.0 | 2 | 2.5% |
| 356.0 | 2 | 2.5% |
| 145.5 | 1 | 1.3% |
| Other values (59) | 59 |
| Value | Count | Frequency (%) |
| 19.0 | 1 | |
| 21.5 | 1 | |
| 24.0 | 1 | |
| 32.0 | 1 | |
| 32.5 | 1 | |
| 33.0 | 1 | |
| 35.0 | 1 | |
| 39.5 | 2 | |
| 41.0 | 1 | |
| 43.5 | 1 |
| Value | Count | Frequency (%) |
| 406.5 | 1 | |
| 386.5 | 1 | |
| 384.0 | 1 | |
| 383.0 | 1 | |
| 378.0 | 1 | |
| 367.0 | 1 | |
| 362.5 | 1 | |
| 358.5 | 1 | |
| 356.0 | 2 | |
| 331.5 | 1 |
7월강수량
Real number (ℝ)
HIGH CORRELATION
| Distinct | 76 |
|---|---|
| Distinct (%) | 96.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 195.03418 |
| Minimum | 42.5 |
|---|---|
| Maximum | 421.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 843.0 B |
Quantile statistics
| Minimum | 42.5 |
|---|---|
| 5-th percentile | 49.9 |
| Q1 | 86.25 |
| median | 145.5 |
| Q3 | 334.75 |
| 95-th percentile | 402.35 |
| Maximum | 421.5 |
| Range | 379 |
| Interquartile range (IQR) | 248.5 |
Descriptive statistics
| Standard deviation | 126.68644 |
|---|---|
| Coefficient of variation (CV) | 0.64956022 |
| Kurtosis | -1.2208619 |
| Mean | 195.03418 |
| Median Absolute Deviation (MAD) | 66.5 |
| Skewness | 0.59342748 |
| Sum | 15407.7 |
| Variance | 16049.455 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 127.5 | 2 | 2.5% |
| 42.5 | 2 | 2.5% |
| 142.0 | 2 | 2.5% |
| 145.5 | 1 | 1.3% |
| 203.5 | 1 | 1.3% |
| 208.5 | 1 | 1.3% |
| 169.0 | 1 | 1.3% |
| 169.5 | 1 | 1.3% |
| 138.5 | 1 | 1.3% |
| 146.0 | 1 | 1.3% |
| Other values (66) | 66 |
| Value | Count | Frequency (%) |
| 42.5 | 2 | |
| 43.5 | 1 | |
| 49.0 | 1 | |
| 50.0 | 1 | |
| 52.5 | 1 | |
| 54.5 | 1 | |
| 62.5 | 1 | |
| 63.0 | 1 | |
| 66.0 | 1 | |
| 67.5 | 1 |
| Value | Count | Frequency (%) |
| 421.5 | 1 | |
| 417.0 | 1 | |
| 411.5 | 1 | |
| 410.0 | 1 | |
| 401.5 | 1 | |
| 398.0 | 1 | |
| 391.5 | 1 | |
| 391.0 | 1 | |
| 386.5 | 1 | |
| 382.0 | 1 |
8월강수량
Real number (ℝ)
HIGH CORRELATION
| Distinct | 76 |
|---|---|
| Distinct (%) | 96.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 206.89241 |
| Minimum | 13.5 |
|---|---|
| Maximum | 412.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 843.0 B |
Quantile statistics
| Minimum | 13.5 |
|---|---|
| 5-th percentile | 36.8 |
| Q1 | 115.5 |
| median | 215 |
| Q3 | 309.5 |
| 95-th percentile | 361.4 |
| Maximum | 412.5 |
| Range | 399 |
| Interquartile range (IQR) | 194 |
Descriptive statistics
| Standard deviation | 111.73881 |
|---|---|
| Coefficient of variation (CV) | 0.54008175 |
| Kurtosis | -1.2947188 |
| Mean | 206.89241 |
| Median Absolute Deviation (MAD) | 97.5 |
| Skewness | 0.014505551 |
| Sum | 16344.5 |
| Variance | 12485.562 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 317.0 | 2 | 2.5% |
| 327.5 | 2 | 2.5% |
| 309.5 | 2 | 2.5% |
| 383.0 | 1 | 1.3% |
| 88.0 | 1 | 1.3% |
| 346.0 | 1 | 1.3% |
| 91.0 | 1 | 1.3% |
| 82.5 | 1 | 1.3% |
| 405.0 | 1 | 1.3% |
| 87.0 | 1 | 1.3% |
| Other values (66) | 66 |
| Value | Count | Frequency (%) |
| 13.5 | 1 | |
| 30.5 | 1 | |
| 34.0 | 1 | |
| 35.0 | 1 | |
| 37.0 | 1 | |
| 43.0 | 1 | |
| 44.5 | 1 | |
| 50.5 | 1 | |
| 67.5 | 1 | |
| 74.0 | 1 |
| Value | Count | Frequency (%) |
| 412.5 | 1 | |
| 405.0 | 1 | |
| 383.5 | 1 | |
| 383.0 | 1 | |
| 359.0 | 1 | |
| 357.0 | 1 | |
| 354.0 | 1 | |
| 353.0 | 1 | |
| 349.0 | 1 | |
| 346.0 | 1 |
9월강수량
Real number (ℝ)
HIGH CORRELATION
| Distinct | 69 |
|---|---|
| Distinct (%) | 87.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 129.77089 |
| Minimum | 8 |
|---|---|
| Maximum | 344.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 843.0 B |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 14.9 |
| Q1 | 72 |
| median | 143 |
| Q3 | 162.75 |
| 95-th percentile | 253.8 |
| Maximum | 344.5 |
| Range | 336.5 |
| Interquartile range (IQR) | 90.75 |
Descriptive statistics
| Standard deviation | 71.248383 |
|---|---|
| Coefficient of variation (CV) | 0.54903211 |
| Kurtosis | 0.15446844 |
| Mean | 129.77089 |
| Median Absolute Deviation (MAD) | 38.5 |
| Skewness | 0.30946796 |
| Sum | 10251.9 |
| Variance | 5076.3321 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 161.5 | 3 | 3.8% |
| 71.0 | 2 | 2.5% |
| 154.0 | 2 | 2.5% |
| 27.5 | 2 | 2.5% |
| 160.0 | 2 | 2.5% |
| 143.0 | 2 | 2.5% |
| 161.0 | 2 | 2.5% |
| 106.5 | 2 | 2.5% |
| 137.0 | 2 | 2.5% |
| 185.0 | 1 | 1.3% |
| Other values (59) | 59 |
| Value | Count | Frequency (%) |
| 8.0 | 1 | |
| 9.0 | 1 | |
| 13.8 | 1 | |
| 14.0 | 1 | |
| 15.0 | 1 | |
| 20.0 | 1 | |
| 27.5 | 2 | |
| 28.5 | 1 | |
| 29.5 | 1 | |
| 30.0 | 1 |
| Value | Count | Frequency (%) |
| 344.5 | 1 | |
| 271.5 | 1 | |
| 269.0 | 1 | |
| 265.5 | 1 | |
| 252.5 | 1 | |
| 249.0 | 1 | |
| 248.5 | 1 | |
| 247.0 | 1 | |
| 209.5 | 1 | |
| 209.0 | 1 |
10월강수량
Real number (ℝ)
HIGH CORRELATION
| Distinct | 61 |
|---|---|
| Distinct (%) | 77.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.918987 |
| Minimum | 1 |
|---|---|
| Maximum | 166.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 843.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 27.25 |
| median | 39.5 |
| Q3 | 51.75 |
| 95-th percentile | 153.2 |
| Maximum | 166.5 |
| Range | 165.5 |
| Interquartile range (IQR) | 24.5 |
Descriptive statistics
| Standard deviation | 44.157983 |
|---|---|
| Coefficient of variation (CV) | 0.85051703 |
| Kurtosis | 1.6698671 |
| Mean | 51.918987 |
| Median Absolute Deviation (MAD) | 12.5 |
| Skewness | 1.6805087 |
| Sum | 4101.6 |
| Variance | 1949.9275 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 53.0 | 3 | 3.8% |
| 37.0 | 3 | 3.8% |
| 61.5 | 3 | 3.8% |
| 23.5 | 2 | 2.5% |
| 150.5 | 2 | 2.5% |
| 47.0 | 2 | 2.5% |
| 34.0 | 2 | 2.5% |
| 31.0 | 2 | 2.5% |
| 36.0 | 2 | 2.5% |
| 152.5 | 2 | 2.5% |
| Other values (51) | 56 |
| Value | Count | Frequency (%) |
| 1.0 | 1 | |
| 8.5 | 1 | |
| 9.0 | 1 | |
| 10.0 | 2 | |
| 11.5 | 1 | |
| 12.5 | 1 | |
| 13.0 | 2 | |
| 13.5 | 1 | |
| 14.5 | 1 | |
| 15.0 | 1 |
| Value | Count | Frequency (%) |
| 166.5 | 1 | |
| 165.0 | 2 | |
| 159.5 | 1 | |
| 152.5 | 2 | |
| 150.5 | 2 | |
| 149.5 | 1 | |
| 147.0 | 1 | |
| 144.0 | 1 | |
| 68.5 | 1 | |
| 62.0 | 1 |
11월강수량
Real number (ℝ)
HIGH CORRELATION
| Distinct | 55 |
|---|---|
| Distinct (%) | 69.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.873418 |
| Minimum | 0.3 |
|---|---|
| Maximum | 92 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 843.0 B |
Quantile statistics
| Minimum | 0.3 |
|---|---|
| 5-th percentile | 4.5 |
| Q1 | 31.25 |
| median | 44.5 |
| Q3 | 56.5 |
| 95-th percentile | 81 |
| Maximum | 92 |
| Range | 91.7 |
| Interquartile range (IQR) | 25.25 |
Descriptive statistics
| Standard deviation | 23.235642 |
|---|---|
| Coefficient of variation (CV) | 0.52960638 |
| Kurtosis | -0.44605608 |
| Mean | 43.873418 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.106689 |
| Sum | 3466 |
| Variance | 539.89505 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 43.0 | 3 | 3.8% |
| 4.5 | 3 | 3.8% |
| 39.0 | 3 | 3.8% |
| 41.0 | 3 | 3.8% |
| 5.5 | 3 | 3.8% |
| 47.0 | 2 | 2.5% |
| 44.5 | 2 | 2.5% |
| 30.0 | 2 | 2.5% |
| 73.5 | 2 | 2.5% |
| 58.0 | 2 | 2.5% |
| Other values (45) | 54 |
| Value | Count | Frequency (%) |
| 0.3 | 1 | 1.3% |
| 4.0 | 1 | 1.3% |
| 4.5 | 3 | |
| 5.0 | 1 | 1.3% |
| 5.5 | 3 | |
| 6.5 | 1 | 1.3% |
| 8.0 | 1 | 1.3% |
| 9.5 | 1 | 1.3% |
| 10.0 | 1 | 1.3% |
| 10.7 | 1 | 1.3% |
| Value | Count | Frequency (%) |
| 92.0 | 1 | |
| 89.0 | 2 | |
| 81.0 | 2 | |
| 79.0 | 1 | |
| 77.5 | 1 | |
| 75.5 | 1 | |
| 73.5 | 2 | |
| 73.0 | 2 | |
| 72.5 | 1 | |
| 71.0 | 1 |
12월강수량
Real number (ℝ)
HIGH CORRELATION
| Distinct | 52 |
|---|---|
| Distinct (%) | 65.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.906329 |
| Minimum | 0.8 |
|---|---|
| Maximum | 58 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 843.0 B |
Quantile statistics
| Minimum | 0.8 |
|---|---|
| 5-th percentile | 1.95 |
| Q1 | 4.75 |
| median | 13.5 |
| Q3 | 30.75 |
| 95-th percentile | 44.05 |
| Maximum | 58 |
| Range | 57.2 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 14.749353 |
|---|---|
| Coefficient of variation (CV) | 0.82369497 |
| Kurtosis | -0.35424053 |
| Mean | 17.906329 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.77054671 |
| Sum | 1414.6 |
| Variance | 217.54342 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.0 | 7 | 8.9% |
| 11.5 | 4 | 5.1% |
| 12.5 | 3 | 3.8% |
| 4.0 | 3 | 3.8% |
| 2.5 | 3 | 3.8% |
| 6.0 | 2 | 2.5% |
| 13.5 | 2 | 2.5% |
| 18.0 | 2 | 2.5% |
| 19.0 | 2 | 2.5% |
| 22.0 | 2 | 2.5% |
| Other values (42) | 49 |
| Value | Count | Frequency (%) |
| 0.8 | 1 | 1.3% |
| 1.0 | 1 | 1.3% |
| 1.5 | 2 | 2.5% |
| 2.0 | 7 | |
| 2.5 | 3 | |
| 3.0 | 1 | 1.3% |
| 3.5 | 1 | 1.3% |
| 4.0 | 3 | |
| 4.5 | 1 | 1.3% |
| 5.0 | 1 | 1.3% |
| Value | Count | Frequency (%) |
| 58.0 | 1 | |
| 52.0 | 1 | |
| 50.5 | 1 | |
| 49.0 | 1 | |
| 43.5 | 1 | |
| 41.5 | 1 | |
| 39.0 | 2 | |
| 38.0 | 1 | |
| 37.0 | 1 | |
| 36.0 | 1 |
| 관측년도 | 관측지 | 1월강수량 | 2월강수량 | 3월강수량 | 4월강수량 | 5월강수량 | 6월강수량 | 7월강수량 | 8월강수량 | 9월강수량 | 10월강수량 | 11월강수량 | 12월강수량 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 관측년도 | 1.000 | 0.108 | 0.759 | 0.853 | 0.703 | 0.726 | 0.869 | 0.852 | 0.915 | 0.853 | 0.949 | 0.863 | 0.856 | 0.847 |
| 관측지 | 0.108 | 1.000 | 0.000 | 0.000 | 0.417 | 0.539 | 0.222 | 0.000 | 0.297 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| 1월강수량 | 0.759 | 0.000 | 1.000 | 0.637 | 0.393 | 0.013 | 0.674 | 0.625 | 0.552 | 0.614 | 0.612 | 0.475 | 0.632 | 0.583 |
| 2월강수량 | 0.853 | 0.000 | 0.637 | 1.000 | 0.763 | 0.575 | 0.723 | 0.763 | 0.673 | 0.688 | 0.753 | 0.704 | 0.550 | 0.621 |
| 3월강수량 | 0.703 | 0.417 | 0.393 | 0.763 | 1.000 | 0.570 | 0.000 | 0.547 | 0.457 | 0.610 | 0.682 | 0.441 | 0.590 | 0.406 |
| 4월강수량 | 0.726 | 0.539 | 0.013 | 0.575 | 0.570 | 1.000 | 0.558 | 0.553 | 0.464 | 0.668 | 0.262 | 0.219 | 0.491 | 0.563 |
| 5월강수량 | 0.869 | 0.222 | 0.674 | 0.723 | 0.000 | 0.558 | 1.000 | 0.749 | 0.640 | 0.827 | 0.668 | 0.582 | 0.732 | 0.737 |
| 6월강수량 | 0.852 | 0.000 | 0.625 | 0.763 | 0.547 | 0.553 | 0.749 | 1.000 | 0.579 | 0.671 | 0.597 | 0.689 | 0.609 | 0.602 |
| 7월강수량 | 0.915 | 0.297 | 0.552 | 0.673 | 0.457 | 0.464 | 0.640 | 0.579 | 1.000 | 0.655 | 0.805 | 0.611 | 0.632 | 0.619 |
| 8월강수량 | 0.853 | 0.000 | 0.614 | 0.688 | 0.610 | 0.668 | 0.827 | 0.671 | 0.655 | 1.000 | 0.740 | 0.723 | 0.863 | 0.850 |
| 9월강수량 | 0.949 | 0.000 | 0.612 | 0.753 | 0.682 | 0.262 | 0.668 | 0.597 | 0.805 | 0.740 | 1.000 | 0.718 | 0.680 | 0.685 |
| 10월강수량 | 0.863 | 0.000 | 0.475 | 0.704 | 0.441 | 0.219 | 0.582 | 0.689 | 0.611 | 0.723 | 0.718 | 1.000 | 0.777 | 0.718 |
| 11월강수량 | 0.856 | 0.000 | 0.632 | 0.550 | 0.590 | 0.491 | 0.732 | 0.609 | 0.632 | 0.863 | 0.680 | 0.777 | 1.000 | 0.759 |
| 12월강수량 | 0.847 | 0.000 | 0.583 | 0.621 | 0.406 | 0.563 | 0.737 | 0.602 | 0.619 | 0.850 | 0.685 | 0.718 | 0.759 | 1.000 |
| 관측년도 | 1월강수량 | 2월강수량 | 3월강수량 | 4월강수량 | 5월강수량 | 6월강수량 | 7월강수량 | 8월강수량 | 9월강수량 | 10월강수량 | 11월강수량 | 12월강수량 | 관측지 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 관측년도 | 1.000 | 0.196 | -0.516 | -0.098 | -0.151 | -0.543 | 0.099 | -0.599 | -0.193 | -0.135 | 0.865 | 0.350 | -0.041 | 0.000 |
| 1월강수량 | 0.196 | 1.000 | 0.171 | 0.360 | -0.250 | -0.025 | -0.188 | -0.333 | -0.360 | 0.239 | -0.085 | -0.211 | -0.102 | 0.000 |
| 2월강수량 | -0.516 | 0.171 | 1.000 | -0.016 | 0.128 | 0.805 | 0.194 | 0.228 | -0.029 | 0.378 | -0.547 | -0.311 | -0.569 | 0.000 |
| 3월강수량 | -0.098 | 0.360 | -0.016 | 1.000 | 0.160 | -0.268 | -0.690 | -0.483 | 0.471 | 0.598 | 0.015 | -0.697 | -0.183 | 0.206 |
| 4월강수량 | -0.151 | -0.250 | 0.128 | 0.160 | 1.000 | 0.307 | -0.107 | 0.264 | 0.383 | 0.407 | -0.051 | 0.066 | 0.167 | 0.254 |
| 5월강수량 | -0.543 | -0.025 | 0.805 | -0.268 | 0.307 | 1.000 | 0.402 | 0.586 | -0.143 | 0.215 | -0.581 | 0.011 | -0.220 | 0.079 |
| 6월강수량 | 0.099 | -0.188 | 0.194 | -0.690 | -0.107 | 0.402 | 1.000 | 0.477 | -0.430 | -0.374 | 0.029 | 0.480 | -0.061 | 0.000 |
| 7월강수량 | -0.599 | -0.333 | 0.228 | -0.483 | 0.264 | 0.586 | 0.477 | 1.000 | -0.243 | -0.292 | -0.612 | 0.383 | 0.421 | 0.125 |
| 8월강수량 | -0.193 | -0.360 | -0.029 | 0.471 | 0.383 | -0.143 | -0.430 | -0.243 | 1.000 | 0.596 | 0.151 | -0.528 | -0.209 | 0.000 |
| 9월강수량 | -0.135 | 0.239 | 0.378 | 0.598 | 0.407 | 0.215 | -0.374 | -0.292 | 0.596 | 1.000 | -0.008 | -0.651 | -0.369 | 0.000 |
| 10월강수량 | 0.865 | -0.085 | -0.547 | 0.015 | -0.051 | -0.581 | 0.029 | -0.612 | 0.151 | -0.008 | 1.000 | 0.148 | -0.108 | 0.000 |
| 11월강수량 | 0.350 | -0.211 | -0.311 | -0.697 | 0.066 | 0.011 | 0.480 | 0.383 | -0.528 | -0.651 | 0.148 | 1.000 | 0.471 | 0.000 |
| 12월강수량 | -0.041 | -0.102 | -0.569 | -0.183 | 0.167 | -0.220 | -0.061 | 0.421 | -0.209 | -0.369 | -0.108 | 0.471 | 1.000 | 0.000 |
| 관측지 | 0.000 | 0.000 | 0.000 | 0.206 | 0.254 | 0.079 | 0.000 | 0.125 | 0.000 | 0.000 | 0.000 | 0.000 | 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.
| 관측년도 | 관측지 | 1월강수량 | 2월강수량 | 3월강수량 | 4월강수량 | 5월강수량 | 6월강수량 | 7월강수량 | 8월강수량 | 9월강수량 | 10월강수량 | 11월강수량 | 12월강수량 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2007 | 영주시 | 4.9 | 40.6 | 146.0 | 14.5 | 133.5 | 118.0 | 341.5 | 13.5 | 13.8 | 1.0 | 0.3 | 0.8 |
| 1 | 2008 | 영주시 | 33.1 | 4.3 | 65.0 | 27.2 | 62.1 | 168.0 | 312.2 | 257.5 | 80.6 | 30.1 | 10.7 | 12.3 |
| 2 | 2009 | 풍기읍 | 5.5 | 22.0 | 37.5 | 73.0 | 117.0 | 97.0 | 410.0 | 145.0 | 71.0 | 13.0 | 45.0 | 39.0 |
| 3 | 2009 | 이산면 | 4.0 | 25.0 | 39.0 | 53.5 | 131.5 | 122.5 | 377.0 | 149.5 | 76.5 | 14.5 | 48.5 | 34.0 |
| 4 | 2009 | 평은면 | 3.5 | 16.5 | 32.5 | 51.5 | 139.0 | 105.0 | 325.5 | 129.5 | 79.5 | 9.0 | 51.0 | 37.0 |
| 5 | 2009 | 문수면 | 3.0 | 19.5 | 31.0 | 48.0 | 123.5 | 120.5 | 358.0 | 143.0 | 70.5 | 11.5 | 50.0 | 33.5 |
| 6 | 2009 | 장수면 | 4.5 | 16.5 | 29.0 | 43.5 | 120.5 | 93.0 | 376.0 | 133.0 | 67.5 | 12.5 | 47.5 | 29.5 |
| 7 | 2009 | 안정면 | 3.5 | 16.5 | 28.0 | 58.0 | 114.0 | 100.5 | 382.0 | 139.0 | 73.0 | 15.0 | 41.0 | 34.0 |
| 8 | 2009 | 봉현면 | 3.0 | 14.5 | 28.0 | 60.0 | 96.0 | 93.5 | 353.0 | 134.5 | 64.0 | 10.0 | 41.0 | 36.0 |
| 9 | 2009 | 순흥면 | 4.0 | 16.0 | 34.5 | 74.0 | 126.5 | 93.0 | 398.0 | 144.0 | 65.5 | 13.0 | 40.5 | 39.0 |
| 관측년도 | 관측지 | 1월강수량 | 2월강수량 | 3월강수량 | 4월강수량 | 5월강수량 | 6월강수량 | 7월강수량 | 8월강수량 | 9월강수량 | 10월강수량 | 11월강수량 | 12월강수량 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 69 | 2015 | 풍기읍 | 8.0 | 4.0 | 35.0 | 66.0 | 54.0 | 100.0 | 127.5 | 43.0 | 30.0 | 61.5 | 89.0 | 16.5 |
| 70 | 2015 | 이산면 | 14.0 | 1.5 | 36.5 | 54.5 | 28.5 | 90.5 | 67.5 | 74.0 | 28.5 | 49.0 | 70.0 | 18.0 |
| 71 | 2015 | 평은면 | 18.5 | 1.0 | 34.0 | 57.5 | 31.0 | 129.5 | 80.5 | 99.0 | 14.0 | 40.0 | 73.0 | 22.0 |
| 72 | 2015 | 문수면 | 18.5 | 1.0 | 34.0 | 55.0 | 26.5 | 115.0 | 73.5 | 74.5 | 9.0 | 44.0 | 73.0 | 19.5 |
| 73 | 2015 | 장수면 | 16.5 | 1.5 | 33.5 | 53.0 | 28.0 | 87.5 | 81.0 | 35.0 | 15.0 | 53.0 | 81.0 | 24.0 |
| 74 | 2015 | 안정면 | 8.0 | 0.5 | 32.5 | 66.5 | 45.5 | 100.5 | 82.5 | 34.0 | 20.0 | 61.5 | 75.5 | 28.5 |
| 75 | 2015 | 봉현면 | 7.5 | 1.0 | 32.5 | 63.5 | 45.0 | 95.5 | 128.5 | 44.5 | 27.5 | 60.0 | 92.0 | 19.0 |
| 76 | 2015 | 순흥면 | 12.0 | 2.0 | 36.5 | 66.0 | 23.0 | 116.5 | 128.0 | 50.5 | 29.5 | 62.0 | 89.0 | 21.5 |
| 77 | 2015 | 단산면 | 10.5 | 1.0 | 34.0 | 60.0 | 40.0 | 111.5 | 119.0 | 30.5 | 27.5 | 61.5 | 77.5 | 20.0 |
| 78 | 2015 | 부석면 | 14.0 | 1.0 | 35.0 | 63.0 | 41.5 | 83.0 | 142.0 | 37.0 | 32.0 | 68.5 | 81.0 | 22.0 |