Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 24 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.2 KiB |
| Average record size in memory | 95.5 B |
Variable types
| Numeric | 10 |
|---|
Dataset
| Description | 연차별 골재채취현황 등을 테이블로 서비스함. 허가사항인 바다골재, 하천골재, 산림골재, 육상골재 등 4개 골재원에 대한 연도별 허가실적 및 채취실적을 수치화함 |
|---|---|
| Author | 국토교통부 |
| URL | https://www.data.go.kr/data/15122690/fileData.do |
등록년도 is highly overall correlated with 하천허가실적 and 4 other fields | High correlation |
하천허가실적 is highly overall correlated with 등록년도 and 4 other fields | High correlation |
바다허가실적 is highly overall correlated with 바다채취실적 and 1 other fields | High correlation |
산림허가실적 is highly overall correlated with 등록년도 and 4 other fields | High correlation |
육상허가실적 is highly overall correlated with 등록년도 and 3 other fields | High correlation |
하천채취실적 is highly overall correlated with 등록년도 and 2 other fields | High correlation |
바다채취실적 is highly overall correlated with 바다허가실적 | High correlation |
육상채취실적 is highly overall correlated with 등록년도 and 4 other fields | High correlation |
등록년도 has unique values | Unique |
하천허가실적 has unique values | Unique |
바다허가실적 has unique values | Unique |
산림허가실적 has unique values | Unique |
육상허가실적 has unique values | Unique |
하천채취실적 has unique values | Unique |
바다채취실적 has unique values | Unique |
산림채취실적 has unique values | Unique |
육상채취실적 has unique values | Unique |
Reproduction
| Analysis started | 2023-12-12 20:43:16.958327 |
|---|---|
| Analysis finished | 2023-12-12 20:43:28.338146 |
| Duration | 11.38 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
등록년도
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2003.8333 |
| Minimum | 1992 |
|---|---|
| Maximum | 2019 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 1992 |
|---|---|
| 5-th percentile | 1993.15 |
| Q1 | 1997.75 |
| median | 2003.5 |
| Q3 | 2009.25 |
| 95-th percentile | 2017.25 |
| Maximum | 2019 |
| Range | 27 |
| Interquartile range (IQR) | 11.5 |
Descriptive statistics
| Standard deviation | 7.6764273 |
|---|---|
| Coefficient of variation (CV) | 0.0038308712 |
| Kurtosis | -0.724643 |
| Mean | 2003.8333 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.28706583 |
| Sum | 48092 |
| Variance | 58.927536 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 2018 | 1 | 4.2% |
| 2001 | 1 | 4.2% |
| 2011 | 1 | 4.2% |
| 2010 | 1 | 4.2% |
| 2009 | 1 | 4.2% |
| 2008 | 1 | 4.2% |
| 2007 | 1 | 4.2% |
| 2006 | 1 | 4.2% |
| 2005 | 1 | 4.2% |
| 2004 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 1992 | 1 | |
| 1993 | 1 | |
| 1994 | 1 | |
| 1995 | 1 | |
| 1996 | 1 | |
| 1997 | 1 | |
| 1998 | 1 | |
| 1999 | 1 | |
| 2000 | 1 | |
| 2001 | 1 |
| Value | Count | Frequency (%) |
| 2019 | 1 | |
| 2018 | 1 | |
| 2013 | 1 | |
| 2012 | 1 | |
| 2011 | 1 | |
| 2010 | 1 | |
| 2009 | 1 | |
| 2008 | 1 | |
| 2007 | 1 | |
| 2006 | 1 |
등록업체수
Real number (ℝ)
| Distinct | 22 |
|---|---|
| Distinct (%) | 91.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1553.875 |
| Minimum | 848 |
|---|---|
| Maximum | 2193 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 848 |
|---|---|
| 5-th percentile | 848 |
| Q1 | 1419.75 |
| median | 1549.5 |
| Q3 | 1884 |
| 95-th percentile | 2081.25 |
| Maximum | 2193 |
| Range | 1345 |
| Interquartile range (IQR) | 464.25 |
Descriptive statistics
| Standard deviation | 388.07208 |
|---|---|
| Coefficient of variation (CV) | 0.24974472 |
| Kurtosis | -0.39835605 |
| Mean | 1553.875 |
| Median Absolute Deviation (MAD) | 236 |
| Skewness | -0.28515035 |
| Sum | 37293 |
| Variance | 150599.94 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 848 | 3 | 12.5% |
| 2082 | 1 | 4.2% |
| 1562 | 1 | 4.2% |
| 1494 | 1 | 4.2% |
| 1496 | 1 | 4.2% |
| 1914 | 1 | 4.2% |
| 1957 | 1 | 4.2% |
| 2077 | 1 | 4.2% |
| 2193 | 1 | 4.2% |
| 2044 | 1 | 4.2% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 848 | 3 | |
| 1121 | 1 | 4.2% |
| 1274 | 1 | 4.2% |
| 1353 | 1 | 4.2% |
| 1442 | 1 | 4.2% |
| 1446 | 1 | 4.2% |
| 1463 | 1 | 4.2% |
| 1494 | 1 | 4.2% |
| 1496 | 1 | 4.2% |
| 1544 | 1 | 4.2% |
| Value | Count | Frequency (%) |
| 2193 | 1 | |
| 2082 | 1 | |
| 2077 | 1 | |
| 2044 | 1 | |
| 1957 | 1 | |
| 1914 | 1 | |
| 1874 | 1 | |
| 1718 | 1 | |
| 1574 | 1 | |
| 1566 | 1 |
하천허가실적
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25481.083 |
| Minimum | 51 |
|---|---|
| Maximum | 64261 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 51 |
|---|---|
| 5-th percentile | 149.6 |
| Q1 | 8814 |
| median | 24791 |
| Q3 | 40564.75 |
| 95-th percentile | 52289.6 |
| Maximum | 64261 |
| Range | 64210 |
| Interquartile range (IQR) | 31750.75 |
Descriptive statistics
| Standard deviation | 19755.009 |
|---|---|
| Coefficient of variation (CV) | 0.77528135 |
| Kurtosis | -1.0165903 |
| Mean | 25481.083 |
| Median Absolute Deviation (MAD) | 18059 |
| Skewness | 0.27468017 |
| Sum | 611546 |
| Variance | 3.9026037 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 2112 | 1 | 4.2% |
| 18693 | 1 | 4.2% |
| 1104 | 1 | 4.2% |
| 2568 | 1 | 4.2% |
| 10896 | 1 | 4.2% |
| 19200 | 1 | 4.2% |
| 11853 | 1 | 4.2% |
| 21589 | 1 | 4.2% |
| 26402 | 1 | 4.2% |
| 28079 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 51 | 1 | |
| 149 | 1 | |
| 153 | 1 | |
| 1104 | 1 | |
| 2112 | 1 | |
| 2568 | 1 | |
| 10896 | 1 | |
| 11853 | 1 | |
| 18693 | 1 | |
| 19200 | 1 |
| Value | Count | Frequency (%) |
| 64261 | 1 | |
| 52319 | 1 | |
| 52123 | 1 | |
| 52007 | 1 | |
| 47517 | 1 | |
| 47176 | 1 | |
| 38361 | 1 | |
| 34240 | 1 | |
| 31080 | 1 | |
| 28079 | 1 |
바다허가실적
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24468.667 |
| Minimum | 330 |
|---|---|
| Maximum | 36634 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 330 |
|---|---|
| 5-th percentile | 2484.6 |
| Q1 | 19868.5 |
| median | 26022 |
| Q3 | 32496.25 |
| 95-th percentile | 35657.6 |
| Maximum | 36634 |
| Range | 36304 |
| Interquartile range (IQR) | 12627.75 |
Descriptive statistics
| Standard deviation | 9946.7038 |
|---|---|
| Coefficient of variation (CV) | 0.4065078 |
| Kurtosis | 0.951262 |
| Mean | 24468.667 |
| Median Absolute Deviation (MAD) | 6479.5 |
| Skewness | -1.1450418 |
| Sum | 587248 |
| Variance | 98936916 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 330 | 1 | 4.2% |
| 30341 | 1 | 4.2% |
| 21834 | 1 | 4.2% |
| 25094 | 1 | 4.2% |
| 27315 | 1 | 4.2% |
| 29548 | 1 | 4.2% |
| 15965 | 1 | 4.2% |
| 11549 | 1 | 4.2% |
| 32491 | 1 | 4.2% |
| 19258 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 330 | 1 | |
| 885 | 1 | |
| 11549 | 1 | |
| 15546 | 1 | |
| 15965 | 1 | |
| 19258 | 1 | |
| 20072 | 1 | |
| 21834 | 1 | |
| 24011 | 1 | |
| 24827 | 1 |
| Value | Count | Frequency (%) |
| 36634 | 1 | |
| 36008 | 1 | |
| 33672 | 1 | |
| 33392 | 1 | |
| 33312 | 1 | |
| 32512 | 1 | |
| 32491 | 1 | |
| 30608 | 1 | |
| 30341 | 1 | |
| 29548 | 1 |
산림허가실적
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64095.375 |
| Minimum | 17853 |
|---|---|
| Maximum | 170396 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 17853 |
|---|---|
| 5-th percentile | 24812.55 |
| Q1 | 36856.75 |
| median | 54730.5 |
| Q3 | 84034.75 |
| 95-th percentile | 117638.1 |
| Maximum | 170396 |
| Range | 152543 |
| Interquartile range (IQR) | 47178 |
Descriptive statistics
| Standard deviation | 37034.599 |
|---|---|
| Coefficient of variation (CV) | 0.57780454 |
| Kurtosis | 1.4165238 |
| Mean | 64095.375 |
| Median Absolute Deviation (MAD) | 19194 |
| Skewness | 1.1933993 |
| Sum | 1538289 |
| Variance | 1.3715615 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 67589 | 1 | 4.2% |
| 48832 | 1 | 4.2% |
| 36211 | 1 | 4.2% |
| 26153 | 1 | 4.2% |
| 29738 | 1 | 4.2% |
| 37534 | 1 | 4.2% |
| 24576 | 1 | 4.2% |
| 47251 | 1 | 4.2% |
| 62644 | 1 | 4.2% |
| 96064 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 17853 | 1 | |
| 24576 | 1 | |
| 26153 | 1 | |
| 29738 | 1 | |
| 34862 | 1 | |
| 36211 | 1 | |
| 37072 | 1 | |
| 37534 | 1 | |
| 42564 | 1 | |
| 47251 | 1 |
| Value | Count | Frequency (%) |
| 170396 | 1 | |
| 118248 | 1 | |
| 114182 | 1 | |
| 107858 | 1 | |
| 96199 | 1 | |
| 96064 | 1 | |
| 80025 | 1 | |
| 67589 | 1 | |
| 66740 | 1 | |
| 66237 | 1 |
육상허가실적
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8241.875 |
| Minimum | 320 |
|---|---|
| Maximum | 15544 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 320 |
|---|---|
| 5-th percentile | 1140.2 |
| Q1 | 4466 |
| median | 8757.5 |
| Q3 | 11319.25 |
| 95-th percentile | 15244.55 |
| Maximum | 15544 |
| Range | 15224 |
| Interquartile range (IQR) | 6853.25 |
Descriptive statistics
| Standard deviation | 4583.6734 |
|---|---|
| Coefficient of variation (CV) | 0.5561445 |
| Kurtosis | -1.0486135 |
| Mean | 8241.875 |
| Median Absolute Deviation (MAD) | 4048.5 |
| Skewness | -0.09156681 |
| Sum | 197805 |
| Variance | 21010062 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 320 | 1 | 4.2% |
| 9254 | 1 | 4.2% |
| 4139 | 1 | 4.2% |
| 4843 | 1 | 4.2% |
| 4575 | 1 | 4.2% |
| 7724 | 1 | 4.2% |
| 7632 | 1 | 4.2% |
| 13298 | 1 | 4.2% |
| 14562 | 1 | 4.2% |
| 10860 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 320 | 1 | |
| 1043 | 1 | |
| 1691 | 1 | |
| 3348 | 1 | |
| 3650 | 1 | |
| 4139 | 1 | |
| 4575 | 1 | |
| 4843 | 1 | |
| 5700 | 1 | |
| 7632 | 1 |
| Value | Count | Frequency (%) |
| 15544 | 1 | |
| 15365 | 1 | |
| 14562 | 1 | |
| 13298 | 1 | |
| 13118 | 1 | |
| 11341 | 1 | |
| 11312 | 1 | |
| 11066 | 1 | |
| 10860 | 1 | |
| 9905 | 1 |
하천채취실적
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24239.25 |
| Minimum | 375 |
|---|---|
| Maximum | 59815 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 375 |
|---|---|
| 5-th percentile | 1751.2 |
| Q1 | 15026 |
| median | 20305.5 |
| Q3 | 32474 |
| 95-th percentile | 49149 |
| Maximum | 59815 |
| Range | 59440 |
| Interquartile range (IQR) | 17448 |
Descriptive statistics
| Standard deviation | 15753.979 |
|---|---|
| Coefficient of variation (CV) | 0.64993672 |
| Kurtosis | -0.18862687 |
| Mean | 24239.25 |
| Median Absolute Deviation (MAD) | 7675.5 |
| Skewness | 0.5585839 |
| Sum | 581742 |
| Variance | 2.4818784 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 59815 | 1 | 4.2% |
| 19781 | 1 | 4.2% |
| 12718 | 1 | 4.2% |
| 8337 | 1 | 4.2% |
| 15519 | 1 | 4.2% |
| 13547 | 1 | 4.2% |
| 18780 | 1 | 4.2% |
| 19189 | 1 | 4.2% |
| 17573 | 1 | 4.2% |
| 23797 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 375 | 1 | |
| 1714 | 1 | |
| 1962 | 1 | |
| 8337 | 1 | |
| 12718 | 1 | |
| 13547 | 1 | |
| 15519 | 1 | |
| 17573 | 1 | |
| 18780 | 1 | |
| 19189 | 1 |
| Value | Count | Frequency (%) |
| 59815 | 1 | |
| 49437 | 1 | |
| 47517 | 1 | |
| 44405 | 1 | |
| 43084 | 1 | |
| 35393 | 1 | |
| 31501 | 1 | |
| 28069 | 1 | |
| 26770 | 1 | |
| 23797 | 1 |
바다채취실적
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21839 |
| Minimum | 333 |
|---|---|
| Maximum | 33698 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 333 |
|---|---|
| 5-th percentile | 1996.75 |
| Q1 | 18987.5 |
| median | 23252.5 |
| Q3 | 27762.25 |
| 95-th percentile | 32750.85 |
| Maximum | 33698 |
| Range | 33365 |
| Interquartile range (IQR) | 8774.75 |
Descriptive statistics
| Standard deviation | 8744.6815 |
|---|---|
| Coefficient of variation (CV) | 0.40041584 |
| Kurtosis | 1.3724749 |
| Mean | 21839 |
| Median Absolute Deviation (MAD) | 4598.5 |
| Skewness | -1.136765 |
| Sum | 524136 |
| Variance | 76469455 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 333 | 1 | 4.2% |
| 31203 | 1 | 4.2% |
| 21694 | 1 | 4.2% |
| 26348 | 1 | 4.2% |
| 23419 | 1 | 4.2% |
| 23503 | 1 | 4.2% |
| 15483 | 1 | 4.2% |
| 19521 | 1 | 4.2% |
| 27319 | 1 | 4.2% |
| 10773 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 333 | 1 | |
| 448 | 1 | |
| 10773 | 1 | |
| 15483 | 1 | |
| 15546 | 1 | |
| 18122 | 1 | |
| 19276 | 1 | |
| 19521 | 1 | |
| 21339 | 1 | |
| 21694 | 1 |
| Value | Count | Frequency (%) |
| 33698 | 1 | |
| 33024 | 1 | |
| 31203 | 1 | |
| 30591 | 1 | |
| 29179 | 1 | |
| 29092 | 1 | |
| 27319 | 1 | |
| 26348 | 1 | |
| 24836 | 1 | |
| 24586 | 1 |
산림채취실적
Real number (ℝ)
UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49080.875 |
| Minimum | 11282 |
|---|---|
| Maximum | 64843 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 11282 |
|---|---|
| 5-th percentile | 35920.25 |
| Q1 | 45092 |
| median | 49849.5 |
| Q3 | 57651.25 |
| 95-th percentile | 64611.65 |
| Maximum | 64843 |
| Range | 53561 |
| Interquartile range (IQR) | 12559.25 |
Descriptive statistics
| Standard deviation | 11709.424 |
|---|---|
| Coefficient of variation (CV) | 0.23857407 |
| Kurtosis | 3.5618683 |
| Mean | 49080.875 |
| Median Absolute Deviation (MAD) | 6337 |
| Skewness | -1.3528652 |
| Sum | 1177941 |
| Variance | 1.3711061 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 51727 | 1 | 4.2% |
| 57418 | 1 | 4.2% |
| 46691 | 1 | 4.2% |
| 45208 | 1 | 4.2% |
| 48040 | 1 | 4.2% |
| 48172 | 1 | 4.2% |
| 48004 | 1 | 4.2% |
| 51440 | 1 | 4.2% |
| 51774 | 1 | 4.2% |
| 63652 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 11282 | 1 | |
| 35717 | 1 | |
| 37072 | 1 | |
| 37483 | 1 | |
| 39474 | 1 | |
| 44744 | 1 | |
| 45208 | 1 | |
| 46691 | 1 | |
| 48004 | 1 | |
| 48040 | 1 |
| Value | Count | Frequency (%) |
| 64843 | 1 | |
| 64781 | 1 | |
| 63652 | 1 | |
| 60252 | 1 | |
| 59688 | 1 | |
| 58351 | 1 | |
| 57418 | 1 | |
| 52429 | 1 | |
| 51774 | 1 | |
| 51727 | 1 |
육상채취실적
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6040.5833 |
| Minimum | 333 |
|---|---|
| Maximum | 10488 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 333 |
|---|---|
| 5-th percentile | 938.75 |
| Q1 | 4025.5 |
| median | 6461.5 |
| Q3 | 7799.25 |
| 95-th percentile | 9569.7 |
| Maximum | 10488 |
| Range | 10155 |
| Interquartile range (IQR) | 3773.75 |
Descriptive statistics
| Standard deviation | 2751.8496 |
|---|---|
| Coefficient of variation (CV) | 0.45556024 |
| Kurtosis | -0.31065897 |
| Mean | 6040.5833 |
| Median Absolute Deviation (MAD) | 2078.5 |
| Skewness | -0.46268722 |
| Sum | 144974 |
| Variance | 7572676.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 333 | 1 | 4.2% |
| 6443 | 1 | 4.2% |
| 3963 | 1 | 4.2% |
| 4730 | 1 | 4.2% |
| 5408 | 1 | 4.2% |
| 6480 | 1 | 4.2% |
| 5833 | 1 | 4.2% |
| 6822 | 1 | 4.2% |
| 9445 | 1 | 4.2% |
| 8593 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 333 | 1 | |
| 806 | 1 | |
| 1691 | 1 | |
| 3576 | 1 | |
| 3963 | 1 | |
| 4012 | 1 | |
| 4030 | 1 | |
| 4730 | 1 | |
| 5408 | 1 | |
| 5833 | 1 |
| Value | Count | Frequency (%) |
| 10488 | 1 | |
| 9585 | 1 | |
| 9483 | 1 | |
| 9445 | 1 | |
| 8593 | 1 | |
| 8487 | 1 | |
| 7570 | 1 | |
| 7195 | 1 | |
| 7078 | 1 | |
| 6822 | 1 |
| 등록년도 | 등록업체수 | 하천허가실적 | 바다허가실적 | 산림허가실적 | 육상허가실적 | 하천채취실적 | 바다채취실적 | 산림채취실적 | 육상채취실적 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 등록년도 | 1.000 | 0.796 | 0.846 | 0.554 | 0.683 | 0.818 | 0.948 | 0.537 | 0.789 | 0.875 |
| 등록업체수 | 0.796 | 1.000 | 0.801 | 0.518 | 0.526 | 0.266 | 0.701 | 0.573 | 0.682 | 0.384 |
| 하천허가실적 | 0.846 | 0.801 | 1.000 | 0.530 | 0.690 | 0.392 | 0.692 | 0.000 | 0.650 | 0.685 |
| 바다허가실적 | 0.554 | 0.518 | 0.530 | 1.000 | 0.000 | 0.436 | 0.000 | 0.901 | 0.000 | 0.684 |
| 산림허가실적 | 0.683 | 0.526 | 0.690 | 0.000 | 1.000 | 0.524 | 0.571 | 0.000 | 0.603 | 0.804 |
| 육상허가실적 | 0.818 | 0.266 | 0.392 | 0.436 | 0.524 | 1.000 | 0.100 | 0.491 | 0.850 | 0.547 |
| 하천채취실적 | 0.948 | 0.701 | 0.692 | 0.000 | 0.571 | 0.100 | 1.000 | 0.147 | 0.420 | 0.675 |
| 바다채취실적 | 0.537 | 0.573 | 0.000 | 0.901 | 0.000 | 0.491 | 0.147 | 1.000 | 0.475 | 0.698 |
| 산림채취실적 | 0.789 | 0.682 | 0.650 | 0.000 | 0.603 | 0.850 | 0.420 | 0.475 | 1.000 | 0.376 |
| 육상채취실적 | 0.875 | 0.384 | 0.685 | 0.684 | 0.804 | 0.547 | 0.675 | 0.698 | 0.376 | 1.000 |
| 등록년도 | 등록업체수 | 하천허가실적 | 바다허가실적 | 산림허가실적 | 육상허가실적 | 하천채취실적 | 바다채취실적 | 산림채취실적 | 육상채취실적 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 등록년도 | 1.000 | 0.466 | -0.949 | -0.221 | -0.615 | -0.575 | -0.751 | -0.178 | -0.027 | -0.503 |
| 등록업체수 | 0.466 | 1.000 | -0.344 | -0.049 | -0.076 | 0.062 | -0.210 | -0.018 | 0.489 | 0.098 |
| 하천허가실적 | -0.949 | -0.344 | 1.000 | 0.205 | 0.724 | 0.665 | 0.803 | 0.130 | 0.042 | 0.609 |
| 바다허가실적 | -0.221 | -0.049 | 0.205 | 1.000 | 0.330 | 0.442 | -0.032 | 0.903 | 0.460 | 0.579 |
| 산림허가실적 | -0.615 | -0.076 | 0.724 | 0.330 | 1.000 | 0.688 | 0.721 | 0.214 | 0.463 | 0.671 |
| 육상허가실적 | -0.575 | 0.062 | 0.665 | 0.442 | 0.688 | 1.000 | 0.348 | 0.405 | 0.357 | 0.939 |
| 하천채취실적 | -0.751 | -0.210 | 0.803 | -0.032 | 0.721 | 0.348 | 1.000 | -0.078 | 0.092 | 0.297 |
| 바다채취실적 | -0.178 | -0.018 | 0.130 | 0.903 | 0.214 | 0.405 | -0.078 | 1.000 | 0.430 | 0.490 |
| 산림채취실적 | -0.027 | 0.489 | 0.042 | 0.460 | 0.463 | 0.357 | 0.092 | 0.430 | 1.000 | 0.443 |
| 육상채취실적 | -0.503 | 0.098 | 0.609 | 0.579 | 0.671 | 0.939 | 0.297 | 0.490 | 0.443 | 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.
| 등록년도 | 등록업체수 | 하천허가실적 | 바다허가실적 | 산림허가실적 | 육상허가실적 | 하천채취실적 | 바다채취실적 | 산림채취실적 | 육상채취실적 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2018 | 2082 | 2112 | 330 | 67589 | 320 | 59815 | 333 | 51727 | 333 |
| 1 | 2019 | 1442 | 153 | 885 | 17853 | 1043 | 375 | 448 | 11282 | 806 |
| 2 | 2012 | 1463 | 149 | 24827 | 42564 | 3348 | 1962 | 21717 | 44744 | 3576 |
| 3 | 2013 | 1446 | 51 | 33672 | 34862 | 3650 | 1714 | 24836 | 52429 | 4030 |
| 4 | 1992 | 848 | 47517 | 15546 | 37072 | 1691 | 47517 | 15546 | 37072 | 1691 |
| 5 | 1993 | 848 | 52123 | 20072 | 52116 | 5700 | 44405 | 18122 | 39474 | 4012 |
| 6 | 1994 | 848 | 52007 | 24011 | 80025 | 11341 | 43084 | 21339 | 37483 | 7570 |
| 7 | 1995 | 1121 | 52319 | 30608 | 107858 | 15544 | 35393 | 23086 | 35717 | 10488 |
| 8 | 1996 | 1274 | 64261 | 33392 | 170396 | 15365 | 49437 | 30591 | 49416 | 9585 |
| 9 | 1997 | 1566 | 47176 | 32512 | 114182 | 13118 | 31501 | 29092 | 64843 | 8487 |
| 등록년도 | 등록업체수 | 하천허가실적 | 바다허가실적 | 산림허가실적 | 육상허가실적 | 하천채취실적 | 바다채취실적 | 산림채취실적 | 육상채취실적 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 2002 | 1562 | 26433 | 36008 | 66740 | 8410 | 20676 | 33024 | 58351 | 7195 |
| 15 | 2003 | 1718 | 23180 | 36634 | 57345 | 11066 | 19935 | 33698 | 64781 | 9483 |
| 16 | 2004 | 1874 | 28079 | 19258 | 96064 | 10860 | 23797 | 10773 | 63652 | 8593 |
| 17 | 2005 | 2044 | 26402 | 32491 | 62644 | 14562 | 17573 | 27319 | 51774 | 9445 |
| 18 | 2006 | 2193 | 21589 | 11549 | 47251 | 13298 | 19189 | 19521 | 51440 | 6822 |
| 19 | 2007 | 2077 | 11853 | 15965 | 24576 | 7632 | 18780 | 15483 | 48004 | 5833 |
| 20 | 2008 | 1957 | 19200 | 29548 | 37534 | 7724 | 13547 | 23503 | 48172 | 6480 |
| 21 | 2009 | 1914 | 10896 | 27315 | 29738 | 4575 | 15519 | 23419 | 48040 | 5408 |
| 22 | 2010 | 1496 | 2568 | 25094 | 26153 | 4843 | 8337 | 26348 | 45208 | 4730 |
| 23 | 2011 | 1494 | 1104 | 21834 | 36211 | 4139 | 12718 | 21694 | 46691 | 3963 |