Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 23 |
| Missing cells | 4 |
| Missing cells (%) | 1.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.2 KiB |
| Average record size in memory | 95.7 B |
Variable types
| Numeric | 10 |
|---|
Dataset
| Description | 사료의 품질 및 안전관리를 위한 일반성분, 유해성분 등 검정 정보(유해물질, 동물약품, 농약, 일반성분, 광물질, 보조제, 미생물, 기타성분) |
|---|---|
| Author | 국립농산물품질관리원 |
| URL | https://data.mafra.go.kr/opendata/data/indexOpenDataDetail.do?data_id=20220609000000002100 |
연도 is highly overall correlated with 합계 and 8 other fields | High correlation |
합계 is highly overall correlated with 연도 and 6 other fields | High correlation |
유해물질 is highly overall correlated with 연도 and 8 other fields | High correlation |
동물약품 is highly overall correlated with 연도 and 7 other fields | High correlation |
농약 is highly overall correlated with 연도 and 8 other fields | High correlation |
일반성분 is highly overall correlated with 연도 and 6 other fields | High correlation |
광물질 is highly overall correlated with 연도 and 8 other fields | High correlation |
보조제 is highly overall correlated with 연도 and 8 other fields | High correlation |
미생물 is highly overall correlated with 연도 and 7 other fields | High correlation |
기타성분 is highly overall correlated with 연도 and 6 other fields | High correlation |
동물약품 has 1 (4.3%) missing values | Missing |
일반성분 has 1 (4.3%) missing values | Missing |
보조제 has 1 (4.3%) missing values | Missing |
기타성분 has 1 (4.3%) missing values | Missing |
연도 has unique values | Unique |
합계 has unique values | Unique |
유해물질 has unique values | Unique |
농약 has unique values | Unique |
광물질 has unique values | Unique |
Reproduction
| Analysis started | 2024-03-23 07:28:22.069608 |
|---|---|
| Analysis finished | 2024-03-23 07:28:49.415218 |
| Duration | 27.35 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
연도
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2011 |
| Minimum | 2000 |
|---|---|
| Maximum | 2022 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 2000 |
|---|---|
| 5-th percentile | 2001.1 |
| Q1 | 2005.5 |
| median | 2011 |
| Q3 | 2016.5 |
| 95-th percentile | 2020.9 |
| Maximum | 2022 |
| Range | 22 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 6.78233 |
|---|---|
| Coefficient of variation (CV) | 0.0033726156 |
| Kurtosis | -1.2 |
| Mean | 2011 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0 |
| Sum | 46253 |
| Variance | 46 |
| Monotonicity | Strictly decreasing |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 2022 | 1 | 4.3% |
| 2021 | 1 | 4.3% |
| 2000 | 1 | 4.3% |
| 2001 | 1 | 4.3% |
| 2002 | 1 | 4.3% |
| 2003 | 1 | 4.3% |
| 2004 | 1 | 4.3% |
| 2005 | 1 | 4.3% |
| 2006 | 1 | 4.3% |
| 2007 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 2000 | 1 | |
| 2001 | 1 | |
| 2002 | 1 | |
| 2003 | 1 | |
| 2004 | 1 | |
| 2005 | 1 | |
| 2006 | 1 | |
| 2007 | 1 | |
| 2008 | 1 | |
| 2009 | 1 |
| Value | Count | Frequency (%) |
| 2022 | 1 | |
| 2021 | 1 | |
| 2020 | 1 | |
| 2019 | 1 | |
| 2018 | 1 | |
| 2017 | 1 | |
| 2016 | 1 | |
| 2015 | 1 | |
| 2014 | 1 | |
| 2013 | 1 |
합계
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23687.913 |
| Minimum | 8068 |
|---|---|
| Maximum | 51870 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 8068 |
|---|---|
| 5-th percentile | 16131.6 |
| Q1 | 18069 |
| median | 18942 |
| Q3 | 27090 |
| 95-th percentile | 42141.4 |
| Maximum | 51870 |
| Range | 43802 |
| Interquartile range (IQR) | 9021 |
Descriptive statistics
| Standard deviation | 10068.453 |
|---|---|
| Coefficient of variation (CV) | 0.42504603 |
| Kurtosis | 1.7866563 |
| Mean | 23687.913 |
| Median Absolute Deviation (MAD) | 2499 |
| Skewness | 1.3720709 |
| Sum | 544822 |
| Variance | 1.0137375 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 16097 | 1 | 4.3% |
| 35636 | 1 | 4.3% |
| 8068 | 1 | 4.3% |
| 16443 | 1 | 4.3% |
| 18859 | 1 | 4.3% |
| 18942 | 1 | 4.3% |
| 17459 | 1 | 4.3% |
| 18120 | 1 | 4.3% |
| 18018 | 1 | 4.3% |
| 17259 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 8068 | 1 | |
| 16097 | 1 | |
| 16443 | 1 | |
| 17259 | 1 | |
| 17459 | 1 | |
| 18018 | 1 | |
| 18120 | 1 | |
| 18273 | 1 | |
| 18594 | 1 | |
| 18789 | 1 |
| Value | Count | Frequency (%) |
| 51870 | 1 | |
| 42547 | 1 | |
| 38491 | 1 | |
| 35636 | 1 | |
| 29608 | 1 | |
| 28652 | 1 | |
| 25528 | 1 | |
| 24831 | 1 | |
| 23192 | 1 | |
| 20354 | 1 |
유해물질
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7716.3043 |
| Minimum | 5981 |
|---|---|
| Maximum | 11971 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 5981 |
|---|---|
| 5-th percentile | 6077.3 |
| Q1 | 6616.5 |
| median | 7031 |
| Q3 | 8696.5 |
| 95-th percentile | 11216.4 |
| Maximum | 11971 |
| Range | 5990 |
| Interquartile range (IQR) | 2080 |
Descriptive statistics
| Standard deviation | 1677.6076 |
|---|---|
| Coefficient of variation (CV) | 0.21741076 |
| Kurtosis | 0.90866805 |
| Mean | 7716.3043 |
| Median Absolute Deviation (MAD) | 852 |
| Skewness | 1.2693342 |
| Sum | 177475 |
| Variance | 2814367.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 7925 | 1 | 4.3% |
| 11971 | 1 | 4.3% |
| 5981 | 1 | 4.3% |
| 6170 | 1 | 4.3% |
| 6936 | 1 | 4.3% |
| 6833 | 1 | 4.3% |
| 6179 | 1 | 4.3% |
| 6067 | 1 | 4.3% |
| 7580 | 1 | 4.3% |
| 6467 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 5981 | 1 | |
| 6067 | 1 | |
| 6170 | 1 | |
| 6179 | 1 | |
| 6467 | 1 | |
| 6543 | 1 | |
| 6690 | 1 | |
| 6704 | 1 | |
| 6773 | 1 | |
| 6833 | 1 |
| Value | Count | Frequency (%) |
| 11971 | 1 | |
| 11385 | 1 | |
| 9699 | 1 | |
| 9450 | 1 | |
| 9264 | 1 | |
| 9051 | 1 | |
| 8342 | 1 | |
| 7925 | 1 | |
| 7580 | 1 | |
| 7356 | 1 |
동물약품
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1531 |
| Minimum | 47 |
|---|---|
| Maximum | 7615 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 47 |
|---|---|
| 5-th percentile | 74.8 |
| Q1 | 165.75 |
| median | 311 |
| Q3 | 2270 |
| 95-th percentile | 5755.75 |
| Maximum | 7615 |
| Range | 7568 |
| Interquartile range (IQR) | 2104.25 |
Descriptive statistics
| Standard deviation | 2077.2909 |
|---|---|
| Coefficient of variation (CV) | 1.3568197 |
| Kurtosis | 2.6828305 |
| Mean | 1531 |
| Median Absolute Deviation (MAD) | 250.5 |
| Skewness | 1.7457254 |
| Sum | 33682 |
| Variance | 4315137.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 1221 | 1 | 4.3% |
| 183 | 1 | 4.3% |
| 47 | 1 | 4.3% |
| 90 | 1 | 4.3% |
| 160 | 1 | 4.3% |
| 133 | 1 | 4.3% |
| 281 | 1 | 4.3% |
| 315 | 1 | 4.3% |
| 256 | 1 | 4.3% |
| 93 | 1 | 4.3% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 47 | 1 | |
| 74 | 1 | |
| 90 | 1 | |
| 93 | 1 | |
| 133 | 1 | |
| 160 | 1 | |
| 183 | 1 | |
| 202 | 1 | |
| 256 | 1 | |
| 281 | 1 |
| Value | Count | Frequency (%) |
| 7615 | 1 | |
| 5856 | 1 | |
| 3851 | 1 | |
| 3527 | 1 | |
| 2835 | 1 | |
| 2432 | 1 | |
| 1784 | 1 | |
| 1758 | 1 | |
| 1221 | 1 | |
| 662 | 1 |
농약
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7639.2174 |
| Minimum | 223 |
|---|---|
| Maximum | 28245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 223 |
|---|---|
| 5-th percentile | 242.2 |
| Q1 | 2481 |
| median | 4884 |
| Q3 | 9530.5 |
| 95-th percentile | 23659.1 |
| Maximum | 28245 |
| Range | 28022 |
| Interquartile range (IQR) | 7049.5 |
Descriptive statistics
| Standard deviation | 7846.5951 |
|---|---|
| Coefficient of variation (CV) | 1.0271465 |
| Kurtosis | 1.2692697 |
| Mean | 7639.2174 |
| Median Absolute Deviation (MAD) | 3767 |
| Skewness | 1.374806 |
| Sum | 175702 |
| Variance | 61569054 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 4884 | 1 | 4.3% |
| 17279 | 1 | 4.3% |
| 383 | 1 | 4.3% |
| 235 | 1 | 4.3% |
| 307 | 1 | 4.3% |
| 223 | 1 | 4.3% |
| 324 | 1 | 4.3% |
| 2315 | 1 | 4.3% |
| 2647 | 1 | 4.3% |
| 3247 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 223 | 1 | |
| 235 | 1 | |
| 307 | 1 | |
| 324 | 1 | |
| 383 | 1 | |
| 2315 | 1 | |
| 2647 | 1 | |
| 2835 | 1 | |
| 3247 | 1 | |
| 4462 | 1 |
| Value | Count | Frequency (%) |
| 28245 | 1 | |
| 24124 | 1 | |
| 19475 | 1 | |
| 17279 | 1 | |
| 11867 | 1 | |
| 10410 | 1 | |
| 8651 | 1 | |
| 8643 | 1 | |
| 8327 | 1 | |
| 6519 | 1 |
일반성분
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4488.3636 |
| Minimum | 1232 |
|---|---|
| Maximum | 7344 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 1232 |
|---|---|
| 5-th percentile | 2362.25 |
| Q1 | 3825.75 |
| median | 4377.5 |
| Q3 | 5173.75 |
| 95-th percentile | 6907.25 |
| Maximum | 7344 |
| Range | 6112 |
| Interquartile range (IQR) | 1348 |
Descriptive statistics
| Standard deviation | 1540.6298 |
|---|---|
| Coefficient of variation (CV) | 0.34324978 |
| Kurtosis | -0.10350984 |
| Mean | 4488.3636 |
| Median Absolute Deviation (MAD) | 742 |
| Skewness | -0.011044395 |
| Sum | 98744 |
| Variance | 2373540.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 1232 | 1 | 4.3% |
| 4139 | 1 | 4.3% |
| 6429 | 1 | 4.3% |
| 7344 | 1 | 4.3% |
| 6920 | 1 | 4.3% |
| 6665 | 1 | 4.3% |
| 5256 | 1 | 4.3% |
| 3987 | 1 | 4.3% |
| 4007 | 1 | 4.3% |
| 3772 | 1 | 4.3% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 1232 | 1 | |
| 2359 | 1 | |
| 2424 | 1 | |
| 3111 | 1 | |
| 3114 | 1 | |
| 3772 | 1 | |
| 3987 | 1 | |
| 4007 | 1 | |
| 4139 | 1 | |
| 4150 | 1 |
| Value | Count | Frequency (%) |
| 7344 | 1 | |
| 6920 | 1 | |
| 6665 | 1 | |
| 6429 | 1 | |
| 5791 | 1 | |
| 5256 | 1 | |
| 4927 | 1 | |
| 4885 | 1 | |
| 4793 | 1 | |
| 4684 | 1 |
광물질
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1274.8261 |
| Minimum | 247 |
|---|---|
| Maximum | 2921 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 247 |
|---|---|
| 5-th percentile | 344.5 |
| Q1 | 715 |
| median | 1134 |
| Q3 | 1747 |
| 95-th percentile | 2339.3 |
| Maximum | 2921 |
| Range | 2674 |
| Interquartile range (IQR) | 1032 |
Descriptive statistics
| Standard deviation | 711.7309 |
|---|---|
| Coefficient of variation (CV) | 0.55829647 |
| Kurtosis | -0.25188249 |
| Mean | 1274.8261 |
| Median Absolute Deviation (MAD) | 520 |
| Skewness | 0.55077639 |
| Sum | 29321 |
| Variance | 506560.88 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 247 | 1 | 4.3% |
| 349 | 1 | 4.3% |
| 1696 | 1 | 4.3% |
| 1999 | 1 | 4.3% |
| 2324 | 1 | 4.3% |
| 2921 | 1 | 4.3% |
| 2341 | 1 | 4.3% |
| 1969 | 1 | 4.3% |
| 1798 | 1 | 4.3% |
| 1549 | 1 | 4.3% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 247 | 1 | |
| 344 | 1 | |
| 349 | 1 | |
| 565 | 1 | |
| 614 | 1 | |
| 619 | 1 | |
| 811 | 1 | |
| 920 | 1 | |
| 1013 | 1 | |
| 1072 | 1 |
| Value | Count | Frequency (%) |
| 2921 | 1 | |
| 2341 | 1 | |
| 2324 | 1 | |
| 1999 | 1 | |
| 1969 | 1 | |
| 1798 | 1 | |
| 1696 | 1 | |
| 1549 | 1 | |
| 1385 | 1 | |
| 1283 | 1 |
보조제
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 841.86364 |
| Minimum | 292 |
|---|---|
| Maximum | 1790 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 292 |
|---|---|
| 5-th percentile | 299.5 |
| Q1 | 462 |
| median | 890.5 |
| Q3 | 1161.25 |
| 95-th percentile | 1363.65 |
| Maximum | 1790 |
| Range | 1498 |
| Interquartile range (IQR) | 699.25 |
Descriptive statistics
| Standard deviation | 432.13846 |
|---|---|
| Coefficient of variation (CV) | 0.5133117 |
| Kurtosis | -0.83743602 |
| Mean | 841.86364 |
| Median Absolute Deviation (MAD) | 386.5 |
| Skewness | 0.32475817 |
| Sum | 18521 |
| Variance | 186743.65 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 458 | 1 | 4.3% |
| 742 | 1 | 4.3% |
| 1182 | 1 | 4.3% |
| 1365 | 1 | 4.3% |
| 1273 | 1 | 4.3% |
| 1338 | 1 | 4.3% |
| 1790 | 1 | 4.3% |
| 1092 | 1 | 4.3% |
| 1099 | 1 | 4.3% |
| 902 | 1 | 4.3% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 292 | 1 | |
| 298 | 1 | |
| 328 | 1 | |
| 356 | 1 | |
| 368 | 1 | |
| 458 | 1 | |
| 474 | 1 | |
| 500 | 1 | |
| 533 | 1 | |
| 742 | 1 |
| Value | Count | Frequency (%) |
| 1790 | 1 | |
| 1365 | 1 | |
| 1338 | 1 | |
| 1273 | 1 | |
| 1272 | 1 | |
| 1182 | 1 | |
| 1099 | 1 | |
| 1092 | 1 | |
| 1064 | 1 | |
| 916 | 1 |
미생물
Real number (ℝ)
HIGH CORRELATION
| Distinct | 22 |
|---|---|
| Distinct (%) | 95.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 136.65217 |
| Minimum | 8 |
|---|---|
| Maximum | 418 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 14.1 |
| Q1 | 29.5 |
| median | 74 |
| Q3 | 254 |
| 95-th percentile | 352.4 |
| Maximum | 418 |
| Range | 410 |
| Interquartile range (IQR) | 224.5 |
Descriptive statistics
| Standard deviation | 134.51381 |
|---|---|
| Coefficient of variation (CV) | 0.98435176 |
| Kurtosis | -0.92462954 |
| Mean | 136.65217 |
| Median Absolute Deviation (MAD) | 59 |
| Skewness | 0.78392177 |
| Sum | 3143 |
| Variance | 18093.964 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 30 | 2 | 8.7% |
| 53 | 1 | 4.3% |
| 49 | 1 | 4.3% |
| 8 | 1 | 4.3% |
| 24 | 1 | 4.3% |
| 15 | 1 | 4.3% |
| 17 | 1 | 4.3% |
| 14 | 1 | 4.3% |
| 29 | 1 | 4.3% |
| 76 | 1 | 4.3% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 8 | 1 | |
| 14 | 1 | |
| 15 | 1 | |
| 17 | 1 | |
| 24 | 1 | |
| 29 | 1 | |
| 30 | 2 | |
| 44 | 1 | |
| 49 | 1 | |
| 53 | 1 |
| Value | Count | Frequency (%) |
| 418 | 1 | |
| 354 | 1 | |
| 338 | 1 | |
| 324 | 1 | |
| 273 | 1 | |
| 272 | 1 | |
| 236 | 1 | |
| 199 | 1 | |
| 191 | 1 | |
| 76 | 1 |
기타성분
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 365.54545 |
| Minimum | 52 |
|---|---|
| Maximum | 648 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 52 |
|---|---|
| 5-th percentile | 77.95 |
| Q1 | 257.5 |
| median | 395 |
| Q3 | 474.75 |
| 95-th percentile | 593.25 |
| Maximum | 648 |
| Range | 596 |
| Interquartile range (IQR) | 217.25 |
Descriptive statistics
| Standard deviation | 173.19813 |
|---|---|
| Coefficient of variation (CV) | 0.47380738 |
| Kurtosis | -0.70044932 |
| Mean | 365.54545 |
| Median Absolute Deviation (MAD) | 112.5 |
| Skewness | -0.41412442 |
| Sum | 8042 |
| Variance | 29997.593 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 77 | 1 | 4.3% |
| 318 | 1 | 4.3% |
| 357 | 1 | 4.3% |
| 478 | 1 | 4.3% |
| 595 | 1 | 4.3% |
| 465 | 1 | 4.3% |
| 413 | 1 | 4.3% |
| 523 | 1 | 4.3% |
| 560 | 1 | 4.3% |
| 548 | 1 | 4.3% |
| Other values (12) | 12 |
| Value | Count | Frequency (%) |
| 52 | 1 | |
| 77 | 1 | |
| 96 | 1 | |
| 111 | 1 | |
| 215 | 1 | |
| 244 | 1 | |
| 298 | 1 | |
| 318 | 1 | |
| 357 | 1 | |
| 376 | 1 |
| Value | Count | Frequency (%) |
| 648 | 1 | |
| 595 | 1 | |
| 560 | 1 | |
| 548 | 1 | |
| 523 | 1 | |
| 478 | 1 | |
| 465 | 1 | |
| 458 | 1 | |
| 420 | 1 | |
| 413 | 1 |
| 연도 | 합계 | 유해물질 | 동물약품 | 농약 | 일반성분 | 광물질 | 보조제 | 미생물 | 기타성분 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.758 | 0.349 | 0.687 | 0.673 | 0.748 | 0.789 | 0.836 | 0.422 | 0.731 |
| 합계 | 0.758 | 1.000 | 0.882 | 0.923 | 0.895 | 0.580 | 0.000 | 0.000 | 0.777 | 0.632 |
| 유해물질 | 0.349 | 0.882 | 1.000 | 0.799 | 0.614 | 0.407 | 0.409 | 0.358 | 0.781 | 0.118 |
| 동물약품 | 0.687 | 0.923 | 0.799 | 1.000 | 0.955 | 0.303 | 0.000 | 0.000 | 0.943 | 0.560 |
| 농약 | 0.673 | 0.895 | 0.614 | 0.955 | 1.000 | 0.000 | 0.812 | 0.000 | 0.935 | 0.773 |
| 일반성분 | 0.748 | 0.580 | 0.407 | 0.303 | 0.000 | 1.000 | 0.669 | 0.564 | 0.614 | 0.475 |
| 광물질 | 0.789 | 0.000 | 0.409 | 0.000 | 0.812 | 0.669 | 1.000 | 0.638 | 0.000 | 0.724 |
| 보조제 | 0.836 | 0.000 | 0.358 | 0.000 | 0.000 | 0.564 | 0.638 | 1.000 | 0.000 | 0.000 |
| 미생물 | 0.422 | 0.777 | 0.781 | 0.943 | 0.935 | 0.614 | 0.000 | 0.000 | 1.000 | 0.710 |
| 기타성분 | 0.731 | 0.632 | 0.118 | 0.560 | 0.773 | 0.475 | 0.724 | 0.000 | 0.710 | 1.000 |
| 연도 | 합계 | 유해물질 | 동물약품 | 농약 | 일반성분 | 광물질 | 보조제 | 미생물 | 기타성분 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.677 | 0.794 | 0.839 | 0.887 | -0.683 | -0.933 | -0.868 | 0.745 | -0.726 |
| 합계 | 0.677 | 1.000 | 0.785 | 0.694 | 0.820 | -0.252 | -0.570 | -0.687 | 0.640 | -0.436 |
| 유해물질 | 0.794 | 0.785 | 1.000 | 0.735 | 0.769 | -0.589 | -0.738 | -0.791 | 0.675 | -0.625 |
| 동물약품 | 0.839 | 0.694 | 0.735 | 1.000 | 0.799 | -0.486 | -0.735 | -0.778 | 0.720 | -0.562 |
| 농약 | 0.887 | 0.820 | 0.769 | 0.799 | 1.000 | -0.639 | -0.849 | -0.888 | 0.795 | -0.626 |
| 일반성분 | -0.683 | -0.252 | -0.589 | -0.486 | -0.639 | 1.000 | 0.738 | 0.632 | -0.579 | 0.546 |
| 광물질 | -0.933 | -0.570 | -0.738 | -0.735 | -0.849 | 0.738 | 1.000 | 0.851 | -0.715 | 0.832 |
| 보조제 | -0.868 | -0.687 | -0.791 | -0.778 | -0.888 | 0.632 | 0.851 | 1.000 | -0.769 | 0.652 |
| 미생물 | 0.745 | 0.640 | 0.675 | 0.720 | 0.795 | -0.579 | -0.715 | -0.769 | 1.000 | -0.365 |
| 기타성분 | -0.726 | -0.436 | -0.625 | -0.562 | -0.626 | 0.546 | 0.832 | 0.652 | -0.365 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| 연도 | 합계 | 유해물질 | 동물약품 | 농약 | 일반성분 | 광물질 | 보조제 | 미생물 | 기타성분 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2022 | 16097 | 7925 | 1221 | 4884 | 1232 | 247 | 458 | 53 | 77 |
| 1 | 2021 | 35636 | 11971 | 2835 | 17279 | 2359 | 349 | 474 | 273 | 96 |
| 2 | 2020 | 42547 | 9264 | 5856 | 24124 | 2424 | 344 | 292 | 191 | 52 |
| 3 | 2019 | 51870 | 11385 | 7615 | 28245 | 3111 | 619 | 356 | 324 | 215 |
| 4 | 2018 | 38491 | 9699 | 3527 | 19475 | 4200 | 565 | 368 | 354 | 111 |
| 5 | 2017 | 29608 | 9051 | 2432 | 11867 | 4684 | 614 | 298 | 418 | 244 |
| 6 | 2016 | 28652 | 9450 | 3851 | 8643 | 4885 | 920 | 328 | 199 | 376 |
| 7 | 2015 | 25528 | 8342 | 1784 | 10410 | 3114 | 811 | 533 | 236 | 298 |
| 8 | 2014 | 24831 | 6690 | 1758 | 8651 | 4927 | 1385 | 500 | 272 | 648 |
| 9 | 2013 | 18594 | 6543 | 662 | 2835 | 5791 | 1013 | 1272 | 75 | 403 |
| 연도 | 합계 | 유해물질 | 동물약품 | 농약 | 일반성분 | 광물질 | 보조제 | 미생물 | 기타성분 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 13 | 2009 | 19192 | 7356 | 202 | 4462 | 4555 | 1269 | 879 | 49 | 420 |
| 14 | 2008 | 18273 | 6773 | 93 | 4713 | 3772 | 1134 | 902 | 338 | 548 |
| 15 | 2007 | 17259 | 6467 | 256 | 3247 | 4007 | 1549 | 1099 | 74 | 560 |
| 16 | 2006 | 18018 | 7580 | 315 | 2647 | 3987 | 1798 | 1092 | 76 | 523 |
| 17 | 2005 | 18120 | 6067 | 281 | 2315 | 5256 | 1969 | 1790 | 29 | 413 |
| 18 | 2004 | 17459 | 6179 | 133 | 324 | 6665 | 2341 | 1338 | 14 | 465 |
| 19 | 2003 | 18942 | 6833 | 160 | 223 | 6920 | 2921 | 1273 | 17 | 595 |
| 20 | 2002 | 18859 | 6936 | 90 | 307 | 7344 | 2324 | 1365 | 15 | 478 |
| 21 | 2001 | 16443 | 6170 | 47 | 235 | 6429 | 1999 | 1182 | 24 | 357 |
| 22 | 2000 | 8068 | 5981 | <NA> | 383 | <NA> | 1696 | <NA> | 8 | <NA> |