Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 24 |
| 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 | 95.5 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 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 7 other fields | High correlation |
동물약품 has 1 (4.2%) missing values | Missing |
일반성분 has 1 (4.2%) missing values | Missing |
보조제 has 1 (4.2%) missing values | Missing |
기타성분 has 1 (4.2%) 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 07:30:10.605422 |
|---|---|
| Analysis finished | 2024-03-23 07:30:35.842731 |
| Duration | 25.24 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
연도
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2011.5 |
| Minimum | 2000 |
|---|---|
| Maximum | 2023 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 2000 |
|---|---|
| 5-th percentile | 2001.15 |
| Q1 | 2005.75 |
| median | 2011.5 |
| Q3 | 2017.25 |
| 95-th percentile | 2021.85 |
| Maximum | 2023 |
| Range | 23 |
| Interquartile range (IQR) | 11.5 |
Descriptive statistics
| Standard deviation | 7.0710678 |
|---|---|
| Coefficient of variation (CV) | 0.0035153208 |
| Kurtosis | -1.2 |
| Mean | 2011.5 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0 |
| Sum | 48276 |
| Variance | 50 |
| Monotonicity | Strictly decreasing |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 2023 | 1 | 4.2% |
| 2010 | 1 | 4.2% |
| 2000 | 1 | 4.2% |
| 2001 | 1 | 4.2% |
| 2002 | 1 | 4.2% |
| 2003 | 1 | 4.2% |
| 2004 | 1 | 4.2% |
| 2005 | 1 | 4.2% |
| 2006 | 1 | 4.2% |
| 2007 | 1 | 4.2% |
| Other values (14) | 14 |
| 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 (%) |
| 2023 | 1 | |
| 2022 | 1 | |
| 2021 | 1 | |
| 2020 | 1 | |
| 2019 | 1 | |
| 2018 | 1 | |
| 2017 | 1 | |
| 2016 | 1 | |
| 2015 | 1 | |
| 2014 | 1 |
합계
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24344.25 |
| Minimum | 8068 |
|---|---|
| Maximum | 51870 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 8068 |
|---|---|
| 5-th percentile | 16565.4 |
| Q1 | 18234.75 |
| median | 19773 |
| Q3 | 28323.5 |
| 95-th percentile | 41938.6 |
| Maximum | 51870 |
| Range | 43802 |
| Interquartile range (IQR) | 10088.75 |
Descriptive statistics
| Standard deviation | 9771.2116 |
|---|---|
| Coefficient of variation (CV) | 0.40137657 |
| Kurtosis | 1.70393 |
| Mean | 24344.25 |
| Median Absolute Deviation (MAD) | 3374.5 |
| Skewness | 1.2394108 |
| Sum | 584262 |
| Variance | 95476577 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 27323 | 1 | 4.2% |
| 18789 | 1 | 4.2% |
| 8068 | 1 | 4.2% |
| 16443 | 1 | 4.2% |
| 18859 | 1 | 4.2% |
| 18942 | 1 | 4.2% |
| 17459 | 1 | 4.2% |
| 18120 | 1 | 4.2% |
| 18018 | 1 | 4.2% |
| 17259 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 8068 | 1 | |
| 16443 | 1 | |
| 17259 | 1 | |
| 17459 | 1 | |
| 18018 | 1 | |
| 18120 | 1 | |
| 18273 | 1 | |
| 18594 | 1 | |
| 18789 | 1 | |
| 18859 | 1 |
| Value | Count | Frequency (%) |
| 51870 | 1 | |
| 42547 | 1 | |
| 38491 | 1 | |
| 35636 | 1 | |
| 29608 | 1 | |
| 28652 | 1 | |
| 28214 | 1 | |
| 27323 | 1 | |
| 25528 | 1 | |
| 24831 | 1 |
유해물질
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8103.2917 |
| Minimum | 5981 |
|---|---|
| Maximum | 12546 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 5981 |
|---|---|
| 5-th percentile | 6082.45 |
| Q1 | 6653.25 |
| median | 7054.5 |
| Q3 | 9310.5 |
| 95-th percentile | 12321.2 |
| Maximum | 12546 |
| Range | 6565 |
| Interquartile range (IQR) | 2657.25 |
Descriptive statistics
| Standard deviation | 2120.114 |
|---|---|
| Coefficient of variation (CV) | 0.26163614 |
| Kurtosis | -0.15487323 |
| Mean | 8103.2917 |
| Median Absolute Deviation (MAD) | 880 |
| Skewness | 1.0613721 |
| Sum | 194479 |
| Variance | 4494883.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 12383 | 1 | 4.2% |
| 6704 | 1 | 4.2% |
| 5981 | 1 | 4.2% |
| 6170 | 1 | 4.2% |
| 6936 | 1 | 4.2% |
| 6833 | 1 | 4.2% |
| 6179 | 1 | 4.2% |
| 6067 | 1 | 4.2% |
| 7580 | 1 | 4.2% |
| 6467 | 1 | 4.2% |
| Other values (14) | 14 |
| 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 (%) |
| 12546 | 1 | |
| 12383 | 1 | |
| 11971 | 1 | |
| 11385 | 1 | |
| 9699 | 1 | |
| 9450 | 1 | |
| 9264 | 1 | |
| 9051 | 1 | |
| 8342 | 1 | |
| 7580 | 1 |
동물약품
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1513.7391 |
| Minimum | 47 |
|---|---|
| Maximum | 7615 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 47 |
|---|---|
| 5-th percentile | 75.6 |
| Q1 | 171.5 |
| median | 307 |
| Q3 | 2285.5 |
| 95-th percentile | 5655.5 |
| Maximum | 7615 |
| Range | 7568 |
| Interquartile range (IQR) | 2114 |
Descriptive statistics
| Standard deviation | 2051.7601 |
|---|---|
| Coefficient of variation (CV) | 1.3554251 |
| Kurtosis | 2.7252916 |
| Mean | 1513.7391 |
| Median Absolute Deviation (MAD) | 233 |
| Skewness | 1.7378744 |
| Sum | 34816 |
| Variance | 4209719.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 216 | 1 | 4.2% |
| 2139 | 1 | 4.2% |
| 47 | 1 | 4.2% |
| 90 | 1 | 4.2% |
| 160 | 1 | 4.2% |
| 133 | 1 | 4.2% |
| 281 | 1 | 4.2% |
| 315 | 1 | 4.2% |
| 256 | 1 | 4.2% |
| 93 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 47 | 1 | |
| 74 | 1 | |
| 90 | 1 | |
| 93 | 1 | |
| 133 | 1 | |
| 160 | 1 | |
| 183 | 1 | |
| 202 | 1 | |
| 216 | 1 | |
| 256 | 1 |
| Value | Count | Frequency (%) |
| 7615 | 1 | |
| 5856 | 1 | |
| 3851 | 1 | |
| 3527 | 1 | |
| 2835 | 1 | |
| 2432 | 1 | |
| 2139 | 1 | |
| 1784 | 1 | |
| 1758 | 1 | |
| 662 | 1 |
농약
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8000.7083 |
| Minimum | 223 |
|---|---|
| Maximum | 28245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 223 |
|---|---|
| 5-th percentile | 245.8 |
| Q1 | 2564 |
| median | 6053 |
| Q3 | 10535.75 |
| 95-th percentile | 23426.65 |
| Maximum | 28245 |
| Range | 28022 |
| Interquartile range (IQR) | 7971.75 |
Descriptive statistics
| Standard deviation | 7693.9131 |
|---|---|
| Coefficient of variation (CV) | 0.96165399 |
| Kurtosis | 1.1038946 |
| Mean | 8000.7083 |
| Median Absolute Deviation (MAD) | 4295 |
| Skewness | 1.24325 |
| Sum | 192017 |
| Variance | 59196299 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 10913 | 1 | 4.2% |
| 5587 | 1 | 4.2% |
| 383 | 1 | 4.2% |
| 235 | 1 | 4.2% |
| 307 | 1 | 4.2% |
| 223 | 1 | 4.2% |
| 324 | 1 | 4.2% |
| 2315 | 1 | 4.2% |
| 2647 | 1 | 4.2% |
| 3247 | 1 | 4.2% |
| Other values (14) | 14 |
| 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 | |
| 10913 | 1 | |
| 10410 | 1 | |
| 10286 | 1 | |
| 8651 | 1 | |
| 8643 | 1 |
일반성분
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4436.8696 |
| Minimum | 2121 |
|---|---|
| Maximum | 7344 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 2121 |
|---|---|
| 5-th percentile | 2364.6 |
| Q1 | 3443 |
| median | 4200 |
| Q3 | 5091.5 |
| 95-th percentile | 6894.5 |
| Maximum | 7344 |
| Range | 5223 |
| Interquartile range (IQR) | 1648.5 |
Descriptive statistics
| Standard deviation | 1493.6639 |
|---|---|
| Coefficient of variation (CV) | 0.33664814 |
| Kurtosis | -0.56769474 |
| Mean | 4436.8696 |
| Median Absolute Deviation (MAD) | 1056 |
| Skewness | 0.28629424 |
| Sum | 102048 |
| Variance | 2231031.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 2415 | 1 | 4.2% |
| 2121 | 1 | 4.2% |
| 6429 | 1 | 4.2% |
| 7344 | 1 | 4.2% |
| 6920 | 1 | 4.2% |
| 6665 | 1 | 4.2% |
| 5256 | 1 | 4.2% |
| 3987 | 1 | 4.2% |
| 4007 | 1 | 4.2% |
| 3772 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 2121 | 1 | |
| 2359 | 1 | |
| 2415 | 1 | |
| 2424 | 1 | |
| 3111 | 1 | |
| 3114 | 1 | |
| 3772 | 1 | |
| 3987 | 1 | |
| 4007 | 1 | |
| 4139 | 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 | 24 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1252.9167 |
| Minimum | 344 |
|---|---|
| Maximum | 2921 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 344 |
|---|---|
| 5-th percentile | 358.75 |
| Q1 | 617.75 |
| median | 1116.5 |
| Q3 | 1721.5 |
| 95-th percentile | 2338.45 |
| Maximum | 2921 |
| Range | 2577 |
| Interquartile range (IQR) | 1103.75 |
Descriptive statistics
| Standard deviation | 700.85109 |
|---|---|
| Coefficient of variation (CV) | 0.55937566 |
| Kurtosis | -0.1999341 |
| Mean | 1252.9167 |
| Median Absolute Deviation (MAD) | 518.5 |
| Skewness | 0.66780628 |
| Sum | 30070 |
| Variance | 491192.25 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 582 | 1 | 4.2% |
| 1072 | 1 | 4.2% |
| 1696 | 1 | 4.2% |
| 1999 | 1 | 4.2% |
| 2324 | 1 | 4.2% |
| 2921 | 1 | 4.2% |
| 2341 | 1 | 4.2% |
| 1969 | 1 | 4.2% |
| 1798 | 1 | 4.2% |
| 1549 | 1 | 4.2% |
| Other values (14) | 14 |
| Value | Count | Frequency (%) |
| 344 | 1 | |
| 349 | 1 | |
| 414 | 1 | |
| 565 | 1 | |
| 582 | 1 | |
| 614 | 1 | |
| 619 | 1 | |
| 811 | 1 | |
| 920 | 1 | |
| 1013 | 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 | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 826.43478 |
| Minimum | 292 |
|---|---|
| Maximum | 1790 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 292 |
|---|---|
| 5-th percentile | 301 |
| Q1 | 423 |
| median | 879 |
| Q3 | 1140.5 |
| 95-th percentile | 1362.3 |
| Maximum | 1790 |
| Range | 1498 |
| Interquartile range (IQR) | 717.5 |
Descriptive statistics
| Standard deviation | 429.68538 |
|---|---|
| Coefficient of variation (CV) | 0.51992655 |
| Kurtosis | -0.79497975 |
| Mean | 826.43478 |
| Median Absolute Deviation (MAD) | 393 |
| Skewness | 0.39020841 |
| Sum | 19008 |
| Variance | 184629.53 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 573 | 1 | 4.2% |
| 372 | 1 | 4.2% |
| 1182 | 1 | 4.2% |
| 1365 | 1 | 4.2% |
| 1273 | 1 | 4.2% |
| 1338 | 1 | 4.2% |
| 1790 | 1 | 4.2% |
| 1092 | 1 | 4.2% |
| 1099 | 1 | 4.2% |
| 902 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 292 | 1 | |
| 298 | 1 | |
| 328 | 1 | |
| 356 | 1 | |
| 368 | 1 | |
| 372 | 1 | |
| 474 | 1 | |
| 500 | 1 | |
| 533 | 1 | |
| 573 | 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 | 23 |
|---|---|
| Distinct (%) | 95.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 142.66667 |
| Minimum | 8 |
|---|---|
| Maximum | 418 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 14.15 |
| Q1 | 29.75 |
| median | 75.5 |
| Q3 | 245 |
| 95-th percentile | 351.6 |
| Maximum | 418 |
| Range | 410 |
| Interquartile range (IQR) | 215.25 |
Descriptive statistics
| Standard deviation | 130.56089 |
|---|---|
| Coefficient of variation (CV) | 0.9151464 |
| Kurtosis | -0.91285559 |
| Mean | 142.66667 |
| Median Absolute Deviation (MAD) | 64.5 |
| Skewness | 0.6796142 |
| Sum | 3424 |
| Variance | 17046.145 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 30 | 2 | 8.3% |
| 170 | 1 | 4.2% |
| 49 | 1 | 4.2% |
| 8 | 1 | 4.2% |
| 24 | 1 | 4.2% |
| 15 | 1 | 4.2% |
| 17 | 1 | 4.2% |
| 14 | 1 | 4.2% |
| 29 | 1 | 4.2% |
| 76 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 8 | 1 | |
| 14 | 1 | |
| 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 | |
| 170 | 1 |
기타성분
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 356.86957 |
| Minimum | 52 |
|---|---|
| Maximum | 648 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 348.0 B |
Quantile statistics
| Minimum | 52 |
|---|---|
| 5-th percentile | 73.5 |
| Q1 | 229.5 |
| median | 387 |
| Q3 | 471.5 |
| 95-th percentile | 591.5 |
| Maximum | 648 |
| Range | 596 |
| Interquartile range (IQR) | 242 |
Descriptive statistics
| Standard deviation | 174.40504 |
|---|---|
| Coefficient of variation (CV) | 0.48870808 |
| Kurtosis | -0.87185006 |
| Mean | 356.86957 |
| Median Absolute Deviation (MAD) | 136 |
| Skewness | -0.30428122 |
| Sum | 8208 |
| Variance | 30417.119 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 71 | 1 | 4.2% |
| 172 | 1 | 4.2% |
| 357 | 1 | 4.2% |
| 478 | 1 | 4.2% |
| 595 | 1 | 4.2% |
| 465 | 1 | 4.2% |
| 413 | 1 | 4.2% |
| 523 | 1 | 4.2% |
| 560 | 1 | 4.2% |
| 548 | 1 | 4.2% |
| Other values (13) | 13 |
| Value | Count | Frequency (%) |
| 52 | 1 | |
| 71 | 1 | |
| 96 | 1 | |
| 111 | 1 | |
| 172 | 1 | |
| 215 | 1 | |
| 244 | 1 | |
| 298 | 1 | |
| 318 | 1 | |
| 357 | 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 | 0.664 | 0.611 | 0.572 | 0.794 | 0.679 | 0.716 | 0.670 | 0.592 | 0.481 |
| 합계 | 0.664 | 1.000 | 0.723 | 0.953 | 0.892 | 0.437 | 0.309 | 0.000 | 0.784 | 0.265 |
| 유해물질 | 0.611 | 0.723 | 1.000 | 0.761 | 0.901 | 0.673 | 0.533 | 0.000 | 0.922 | 0.711 |
| 동물약품 | 0.572 | 0.953 | 0.761 | 1.000 | 0.876 | 0.000 | 0.000 | 0.000 | 0.848 | 0.307 |
| 농약 | 0.794 | 0.892 | 0.901 | 0.876 | 1.000 | 0.253 | 0.511 | 0.326 | 0.825 | 0.687 |
| 일반성분 | 0.679 | 0.437 | 0.673 | 0.000 | 0.253 | 1.000 | 0.739 | 0.652 | 0.554 | 0.675 |
| 광물질 | 0.716 | 0.309 | 0.533 | 0.000 | 0.511 | 0.739 | 1.000 | 0.598 | 0.000 | 0.849 |
| 보조제 | 0.670 | 0.000 | 0.000 | 0.000 | 0.326 | 0.652 | 0.598 | 1.000 | 0.000 | 0.279 |
| 미생물 | 0.592 | 0.784 | 0.922 | 0.848 | 0.825 | 0.554 | 0.000 | 0.000 | 1.000 | 0.748 |
| 기타성분 | 0.481 | 0.265 | 0.711 | 0.307 | 0.687 | 0.675 | 0.849 | 0.279 | 0.748 | 1.000 |
| 연도 | 합계 | 유해물질 | 동물약품 | 농약 | 일반성분 | 광물질 | 보조제 | 미생물 | 기타성분 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.874 | 0.843 | 0.758 | 0.924 | -0.719 | -0.929 | -0.840 | 0.759 | -0.752 |
| 합계 | 0.874 | 1.000 | 0.860 | 0.771 | 0.887 | -0.489 | -0.804 | -0.857 | 0.706 | -0.679 |
| 유해물질 | 0.843 | 0.860 | 1.000 | 0.633 | 0.777 | -0.685 | -0.779 | -0.758 | 0.644 | -0.681 |
| 동물약품 | 0.758 | 0.771 | 0.633 | 1.000 | 0.776 | -0.455 | -0.712 | -0.772 | 0.711 | -0.523 |
| 농약 | 0.924 | 0.887 | 0.777 | 0.776 | 1.000 | -0.709 | -0.910 | -0.906 | 0.821 | -0.722 |
| 일반성분 | -0.719 | -0.489 | -0.685 | -0.455 | -0.709 | 1.000 | 0.756 | 0.616 | -0.591 | 0.585 |
| 광물질 | -0.929 | -0.804 | -0.779 | -0.712 | -0.910 | 0.756 | 1.000 | 0.844 | -0.748 | 0.847 |
| 보조제 | -0.840 | -0.857 | -0.758 | -0.772 | -0.906 | 0.616 | 0.844 | 1.000 | -0.815 | 0.645 |
| 미생물 | 0.759 | 0.706 | 0.644 | 0.711 | 0.821 | -0.591 | -0.748 | -0.815 | 1.000 | -0.428 |
| 기타성분 | -0.752 | -0.679 | -0.681 | -0.523 | -0.722 | 0.585 | 0.847 | 0.645 | -0.428 | 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 | 2023 | 27323 | 12383 | 216 | 10913 | 2415 | 582 | 573 | 170 | 71 |
| 1 | 2022 | 28214 | 12546 | 2139 | 10286 | 2121 | 414 | 372 | 164 | 172 |
| 2 | 2021 | 35636 | 11971 | 2835 | 17279 | 2359 | 349 | 474 | 273 | 96 |
| 3 | 2020 | 42547 | 9264 | 5856 | 24124 | 2424 | 344 | 292 | 191 | 52 |
| 4 | 2019 | 51870 | 11385 | 7615 | 28245 | 3111 | 619 | 356 | 324 | 215 |
| 5 | 2018 | 38491 | 9699 | 3527 | 19475 | 4200 | 565 | 368 | 354 | 111 |
| 6 | 2017 | 29608 | 9051 | 2432 | 11867 | 4684 | 614 | 298 | 418 | 244 |
| 7 | 2016 | 28652 | 9450 | 3851 | 8643 | 4885 | 920 | 328 | 199 | 376 |
| 8 | 2015 | 25528 | 8342 | 1784 | 10410 | 3114 | 811 | 533 | 236 | 298 |
| 9 | 2014 | 24831 | 6690 | 1758 | 8651 | 4927 | 1385 | 500 | 272 | 648 |
| 연도 | 합계 | 유해물질 | 동물약품 | 농약 | 일반성분 | 광물질 | 보조제 | 미생물 | 기타성분 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 14 | 2009 | 19192 | 7356 | 202 | 4462 | 4555 | 1269 | 879 | 49 | 420 |
| 15 | 2008 | 18273 | 6773 | 93 | 4713 | 3772 | 1134 | 902 | 338 | 548 |
| 16 | 2007 | 17259 | 6467 | 256 | 3247 | 4007 | 1549 | 1099 | 74 | 560 |
| 17 | 2006 | 18018 | 7580 | 315 | 2647 | 3987 | 1798 | 1092 | 76 | 523 |
| 18 | 2005 | 18120 | 6067 | 281 | 2315 | 5256 | 1969 | 1790 | 29 | 413 |
| 19 | 2004 | 17459 | 6179 | 133 | 324 | 6665 | 2341 | 1338 | 14 | 465 |
| 20 | 2003 | 18942 | 6833 | 160 | 223 | 6920 | 2921 | 1273 | 17 | 595 |
| 21 | 2002 | 18859 | 6936 | 90 | 307 | 7344 | 2324 | 1365 | 15 | 478 |
| 22 | 2001 | 16443 | 6170 | 47 | 235 | 6429 | 1999 | 1182 | 24 | 357 |
| 23 | 2000 | 8068 | 5981 | <NA> | 383 | <NA> | 1696 | <NA> | 8 | <NA> |