Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 23 |
| Missing cells | 9 |
| Missing cells (%) | 3.9% |
| 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 7 other fields | High correlation |
유해물질 is highly overall correlated with 연도 and 7 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 3 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 6 other fields | High correlation |
기타성분 is highly overall correlated with 연도 and 6 other fields | High correlation |
동물약품 has 2 (8.7%) missing values | Missing |
농약 has 1 (4.3%) missing values | Missing |
일반성분 has 1 (4.3%) missing values | Missing |
광물질 has 1 (4.3%) missing values | Missing |
보조제 has 2 (8.7%) missing values | Missing |
기타성분 has 2 (8.7%) missing values | Missing |
연도 has unique values | Unique |
합계 has unique values | Unique |
유해물질 has unique values | Unique |
Reproduction
| Analysis started | 2024-03-23 07:29:34.304520 |
|---|---|
| Analysis finished | 2024-03-23 07:30:00.610656 |
| Duration | 26.31 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 | 22994.739 |
| Minimum | 154 |
|---|---|
| Maximum | 51870 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 154 |
|---|---|
| 5-th percentile | 8905.5 |
| Q1 | 18069 |
| median | 18942 |
| Q3 | 27090 |
| 95-th percentile | 42141.4 |
| Maximum | 51870 |
| Range | 51716 |
| Interquartile range (IQR) | 9021 |
Descriptive statistics
| Standard deviation | 11109.771 |
|---|---|
| Coefficient of variation (CV) | 0.48314405 |
| Kurtosis | 1.4697181 |
| Mean | 22994.739 |
| Median Absolute Deviation (MAD) | 2499 |
| Skewness | 0.76924633 |
| Sum | 528879 |
| Variance | 1.2342702 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 154 | 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 (%) |
| 154 | 1 | |
| 8068 | 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 | 7376.6087 |
| Minimum | 112 |
|---|---|
| Maximum | 11971 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 112 |
|---|---|
| 5-th percentile | 5989.6 |
| Q1 | 6505 |
| median | 6936 |
| Q3 | 8696.5 |
| 95-th percentile | 11216.4 |
| Maximum | 11971 |
| Range | 11859 |
| Interquartile range (IQR) | 2191.5 |
Descriptive statistics
| Standard deviation | 2306.5512 |
|---|---|
| Coefficient of variation (CV) | 0.3126845 |
| Kurtosis | 4.0792229 |
| Mean | 7376.6087 |
| Median Absolute Deviation (MAD) | 757 |
| Skewness | -0.80801672 |
| Sum | 169662 |
| Variance | 5320178.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 112 | 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 (%) |
| 112 | 1 | |
| 5981 | 1 | |
| 6067 | 1 | |
| 6170 | 1 | |
| 6179 | 1 | |
| 6467 | 1 | |
| 6543 | 1 | |
| 6690 | 1 | |
| 6704 | 1 | |
| 6773 | 1 |
| Value | Count | Frequency (%) |
| 11971 | 1 | |
| 11385 | 1 | |
| 9699 | 1 | |
| 9450 | 1 | |
| 9264 | 1 | |
| 9051 | 1 | |
| 8342 | 1 | |
| 7580 | 1 | |
| 7356 | 1 | |
| 7078 | 1 |
동물약품
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | 8.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1545.7619 |
| 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 |
| Q1 | 160 |
| median | 307 |
| Q3 | 2432 |
| 95-th percentile | 5856 |
| Maximum | 7615 |
| Range | 7568 |
| Interquartile range (IQR) | 2272 |
Descriptive statistics
| Standard deviation | 2127.407 |
|---|---|
| Coefficient of variation (CV) | 1.3762838 |
| Kurtosis | 2.4026219 |
| Mean | 1545.7619 |
| Median Absolute Deviation (MAD) | 233 |
| Skewness | 1.6918243 |
| Sum | 32461 |
| Variance | 4525860.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 5856 | 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% |
| 202 | 1 | 4.3% |
| Other values (11) | 11 | |
| (Missing) | 2 | 8.7% |
| 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 | |
| 662 | 1 | |
| 315 | 1 |
농약
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7764.4545 |
| 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 | 238.6 |
| Q1 | 2398 |
| median | 5150 |
| Q3 | 9970.25 |
| 95-th percentile | 23891.55 |
| Maximum | 28245 |
| Range | 28022 |
| Interquartile range (IQR) | 7572.25 |
Descriptive statistics
| Standard deviation | 8007.6836 |
|---|---|
| Coefficient of variation (CV) | 1.031326 |
| Kurtosis | 1.0412361 |
| Mean | 7764.4545 |
| Median Absolute Deviation (MAD) | 4134 |
| Skewness | 1.3114991 |
| Sum | 170818 |
| Variance | 64122996 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 17279 | 1 | 4.3% |
| 4462 | 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 (12) | 12 |
| 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 | 4433.6364 |
| Minimum | 28 |
|---|---|
| Maximum | 7344 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 28 |
|---|---|
| 5-th percentile | 2362.25 |
| Q1 | 3825.75 |
| median | 4377.5 |
| Q3 | 5173.75 |
| 95-th percentile | 6907.25 |
| Maximum | 7344 |
| Range | 7316 |
| Interquartile range (IQR) | 1348 |
Descriptive statistics
| Standard deviation | 1677.1488 |
|---|---|
| Coefficient of variation (CV) | 0.37827839 |
| Kurtosis | 1.1067372 |
| Mean | 4433.6364 |
| Median Absolute Deviation (MAD) | 742 |
| Skewness | -0.50273562 |
| Sum | 97540 |
| Variance | 2812828.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 28 | 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 (%) |
| 28 | 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 MISSING
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1321.5455 |
| Minimum | 344 |
|---|---|
| Maximum | 2921 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 344 |
|---|---|
| 5-th percentile | 359.8 |
| Q1 | 838.25 |
| median | 1201.5 |
| Q3 | 1772.5 |
| 95-th percentile | 2340.15 |
| Maximum | 2921 |
| Range | 2577 |
| Interquartile range (IQR) | 934.25 |
Descriptive statistics
| Standard deviation | 691.44064 |
|---|---|
| Coefficient of variation (CV) | 0.5232061 |
| Kurtosis | -0.19836529 |
| Mean | 1321.5455 |
| Median Absolute Deviation (MAD) | 538.5 |
| Skewness | 0.58076623 |
| Sum | 29074 |
| Variance | 478090.16 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 349 | 1 | 4.3% |
| 1269 | 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 (12) | 12 |
| Value | Count | Frequency (%) |
| 344 | 1 | |
| 349 | 1 | |
| 565 | 1 | |
| 614 | 1 | |
| 619 | 1 | |
| 811 | 1 | |
| 920 | 1 | |
| 1013 | 1 | |
| 1072 | 1 | |
| 1099 | 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 | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | 8.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 860.14286 |
| 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 | 298 |
| Q1 | 474 |
| median | 902 |
| Q3 | 1182 |
| 95-th percentile | 1365 |
| Maximum | 1790 |
| Range | 1498 |
| Interquartile range (IQR) | 708 |
Descriptive statistics
| Standard deviation | 434.00741 |
|---|---|
| Coefficient of variation (CV) | 0.50457596 |
| Kurtosis | -0.84484593 |
| Mean | 860.14286 |
| Median Absolute Deviation (MAD) | 371 |
| Skewness | 0.23671778 |
| Sum | 18063 |
| Variance | 188362.43 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 292 | 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% |
| 879 | 1 | 4.3% |
| Other values (11) | 11 | |
| (Missing) | 2 | 8.7% |
| Value | Count | Frequency (%) |
| 292 | 1 | |
| 298 | 1 | |
| 328 | 1 | |
| 356 | 1 | |
| 368 | 1 | |
| 474 | 1 | |
| 500 | 1 | |
| 533 | 1 | |
| 742 | 1 | |
| 879 | 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 | 21 |
|---|---|
| Distinct (%) | 91.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 134.95652 |
| 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 |
| Q1 | 26.5 |
| median | 74 |
| Q3 | 254 |
| 95-th percentile | 352.4 |
| Maximum | 418 |
| Range | 410 |
| Interquartile range (IQR) | 227.5 |
Descriptive statistics
| Standard deviation | 135.85536 |
|---|---|
| Coefficient of variation (CV) | 1.0066602 |
| Kurtosis | -0.9467726 |
| Mean | 134.95652 |
| Median Absolute Deviation (MAD) | 60 |
| Skewness | 0.77692758 |
| Sum | 3104 |
| Variance | 18456.68 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 14 | 2 | 8.7% |
| 30 | 2 | 8.7% |
| 49 | 1 | 4.3% |
| 8 | 1 | 4.3% |
| 24 | 1 | 4.3% |
| 15 | 1 | 4.3% |
| 17 | 1 | 4.3% |
| 29 | 1 | 4.3% |
| 76 | 1 | 4.3% |
| 74 | 1 | 4.3% |
| Other values (11) | 11 |
| Value | Count | Frequency (%) |
| 8 | 1 | |
| 14 | 2 | |
| 15 | 1 | |
| 17 | 1 | |
| 24 | 1 | |
| 29 | 1 | |
| 30 | 2 | |
| 44 | 1 | |
| 49 | 1 | |
| 74 | 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 | 21 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | 8.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 379.28571 |
| 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 | 96 |
| Q1 | 298 |
| median | 403 |
| Q3 | 478 |
| 95-th percentile | 595 |
| Maximum | 648 |
| Range | 596 |
| Interquartile range (IQR) | 180 |
Descriptive statistics
| Standard deviation | 164.73104 |
|---|---|
| Coefficient of variation (CV) | 0.43431912 |
| Kurtosis | -0.38185834 |
| Mean | 379.28571 |
| Median Absolute Deviation (MAD) | 105 |
| Skewness | -0.48805173 |
| Sum | 7965 |
| Variance | 27136.314 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 52 | 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% |
| 420 | 1 | 4.3% |
| Other values (11) | 11 | |
| (Missing) | 2 | 8.7% |
| Value | Count | Frequency (%) |
| 52 | 1 | |
| 96 | 1 | |
| 111 | 1 | |
| 215 | 1 | |
| 244 | 1 | |
| 298 | 1 | |
| 318 | 1 | |
| 357 | 1 | |
| 376 | 1 | |
| 387 | 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 | 0.815 | 0.529 | 0.760 | 0.737 | 0.724 | 0.412 | 0.822 | 0.397 | 0.689 |
| 합계 | 0.815 | 1.000 | 0.935 | 0.992 | 0.951 | 0.793 | 0.161 | 0.372 | 0.917 | 0.614 |
| 유해물질 | 0.529 | 0.935 | 1.000 | 0.833 | 0.594 | 0.630 | 0.302 | 0.000 | 0.715 | 0.468 |
| 동물약품 | 0.760 | 0.992 | 0.833 | 1.000 | 0.892 | 0.541 | 0.000 | 0.000 | 0.869 | 0.656 |
| 농약 | 0.737 | 0.951 | 0.594 | 0.892 | 1.000 | 0.497 | 0.631 | 0.066 | 0.926 | 0.812 |
| 일반성분 | 0.724 | 0.793 | 0.630 | 0.541 | 0.497 | 1.000 | 0.668 | 0.453 | 0.309 | 0.408 |
| 광물질 | 0.412 | 0.161 | 0.302 | 0.000 | 0.631 | 0.668 | 1.000 | 0.471 | 0.000 | 0.858 |
| 보조제 | 0.822 | 0.372 | 0.000 | 0.000 | 0.066 | 0.453 | 0.471 | 1.000 | 0.000 | 0.000 |
| 미생물 | 0.397 | 0.917 | 0.715 | 0.869 | 0.926 | 0.309 | 0.000 | 0.000 | 1.000 | 0.722 |
| 기타성분 | 0.689 | 0.614 | 0.468 | 0.656 | 0.812 | 0.408 | 0.858 | 0.000 | 0.722 | 1.000 |
| 연도 | 합계 | 유해물질 | 동물약품 | 농약 | 일반성분 | 광물질 | 보조제 | 미생물 | 기타성분 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.655 | 0.572 | 0.861 | 0.949 | -0.683 | -0.923 | -0.874 | 0.614 | -0.687 |
| 합계 | 0.655 | 1.000 | 0.888 | 0.766 | 0.864 | -0.252 | -0.776 | -0.819 | 0.708 | -0.626 |
| 유해물질 | 0.572 | 0.888 | 1.000 | 0.706 | 0.764 | -0.380 | -0.732 | -0.771 | 0.717 | -0.604 |
| 동물약품 | 0.861 | 0.766 | 0.706 | 1.000 | 0.797 | -0.488 | -0.749 | -0.753 | 0.709 | -0.553 |
| 농약 | 0.949 | 0.864 | 0.764 | 0.797 | 1.000 | -0.703 | -0.911 | -0.909 | 0.811 | -0.664 |
| 일반성분 | -0.683 | -0.252 | -0.380 | -0.488 | -0.703 | 1.000 | 0.699 | 0.630 | -0.437 | 0.481 |
| 광물질 | -0.923 | -0.776 | -0.732 | -0.749 | -0.911 | 0.699 | 1.000 | 0.855 | -0.779 | 0.808 |
| 보조제 | -0.874 | -0.819 | -0.771 | -0.753 | -0.909 | 0.630 | 0.855 | 1.000 | -0.802 | 0.622 |
| 미생물 | 0.614 | 0.708 | 0.717 | 0.709 | 0.811 | -0.437 | -0.779 | -0.802 | 1.000 | -0.416 |
| 기타성분 | -0.687 | -0.626 | -0.604 | -0.553 | -0.664 | 0.481 | 0.808 | 0.622 | -0.416 | 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 | 154 | 112 | <NA> | <NA> | 28 | <NA> | <NA> | 14 | <NA> |
| 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> |