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 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 8 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 7 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 (4.3%) 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 07:28:58.453981 |
|---|---|
| Analysis finished | 2024-03-23 07:29:24.726262 |
| Duration | 26.27 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 | 24214.739 |
| 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 | 16524.6 |
| Q1 | 18196.5 |
| median | 19192 |
| Q3 | 28433 |
| 95-th percentile | 42141.4 |
| Maximum | 51870 |
| Range | 43802 |
| Interquartile range (IQR) | 10236.5 |
Descriptive statistics
| Standard deviation | 9969.7327 |
|---|---|
| Coefficient of variation (CV) | 0.41172166 |
| Kurtosis | 1.6367567 |
| Mean | 24214.739 |
| Median Absolute Deviation (MAD) | 2749 |
| Skewness | 1.2660727 |
| Sum | 556939 |
| Variance | 99395570 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 28214 | 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 | |
| 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 | |
| 25528 | 1 | |
| 24831 | 1 | |
| 23192 | 1 |
유해물질
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 23 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7917.2174 |
| Minimum | 5981 |
|---|---|
| Maximum | 12546 |
| 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 | 9157.5 |
| 95-th percentile | 11912.4 |
| Maximum | 12546 |
| Range | 6565 |
| Interquartile range (IQR) | 2541 |
Descriptive statistics
| Standard deviation | 1957.1555 |
|---|---|
| Coefficient of variation (CV) | 0.24720244 |
| Kurtosis | 0.43607339 |
| Mean | 7917.2174 |
| Median Absolute Deviation (MAD) | 852 |
| Skewness | 1.2089331 |
| Sum | 182096 |
| Variance | 3830457.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 12546 | 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 (%) |
| 12546 | 1 | |
| 11971 | 1 | |
| 11385 | 1 | |
| 9699 | 1 | |
| 9450 | 1 | |
| 9264 | 1 | |
| 9051 | 1 | |
| 8342 | 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 | 1572.7273 |
| 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 | 2358.75 |
| 95-th percentile | 5755.75 |
| Maximum | 7615 |
| Range | 7568 |
| Interquartile range (IQR) | 2193 |
Descriptive statistics
| Standard deviation | 2079.9857 |
|---|---|
| Coefficient of variation (CV) | 1.3225342 |
| Kurtosis | 2.4855311 |
| Mean | 1572.7273 |
| Median Absolute Deviation (MAD) | 250.5 |
| Skewness | 1.6742191 |
| Sum | 34600 |
| Variance | 4326340.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 2139 | 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 | |
| 2139 | 1 | |
| 1784 | 1 | |
| 1758 | 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 | 7874.087 |
| 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 | 5587 |
| Q3 | 10348 |
| 95-th percentile | 23659.1 |
| Maximum | 28245 |
| Range | 28022 |
| Interquartile range (IQR) | 7867 |
Descriptive statistics
| Standard deviation | 7841.2217 |
|---|---|
| Coefficient of variation (CV) | 0.99582615 |
| Kurtosis | 1.0905262 |
| Mean | 7874.087 |
| Median Absolute Deviation (MAD) | 4699 |
| Skewness | 1.2832603 |
| Sum | 181104 |
| Variance | 61484758 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 10286 | 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 | |
| 10286 | 1 | |
| 8651 | 1 | |
| 8643 | 1 | |
| 8327 | 1 |
일반성분
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4528.7727 |
| Minimum | 2121 |
|---|---|
| Maximum | 7344 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 339.0 B |
Quantile statistics
| Minimum | 2121 |
|---|---|
| 5-th percentile | 2362.25 |
| Q1 | 3825.75 |
| median | 4377.5 |
| Q3 | 5173.75 |
| 95-th percentile | 6907.25 |
| Maximum | 7344 |
| Range | 5223 |
| Interquartile range (IQR) | 1348 |
Descriptive statistics
| Standard deviation | 1460.739 |
|---|---|
| Coefficient of variation (CV) | 0.32254633 |
| Kurtosis | -0.47019018 |
| Mean | 4528.7727 |
| Median Absolute Deviation (MAD) | 742 |
| Skewness | 0.25305888 |
| Sum | 99633 |
| Variance | 2133758.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 2121 | 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 (%) |
| 2121 | 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 | 1282.087 |
| 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 | 355.5 |
| Q1 | 715 |
| median | 1134 |
| Q3 | 1747 |
| 95-th percentile | 2339.3 |
| Maximum | 2921 |
| Range | 2577 |
| Interquartile range (IQR) | 1032 |
Descriptive statistics
| Standard deviation | 701.5477 |
|---|---|
| Coefficient of variation (CV) | 0.54719198 |
| Kurtosis | -0.23244198 |
| Mean | 1282.087 |
| Median Absolute Deviation (MAD) | 520 |
| Skewness | 0.60568683 |
| Sum | 29488 |
| Variance | 492169.17 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 414 | 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 (%) |
| 344 | 1 | |
| 349 | 1 | |
| 414 | 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 | 837.95455 |
| 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 | 397.5 |
| median | 890.5 |
| Q3 | 1161.25 |
| 95-th percentile | 1363.65 |
| Maximum | 1790 |
| Range | 1498 |
| Interquartile range (IQR) | 763.75 |
Descriptive statistics
| Standard deviation | 436.1466 |
|---|---|
| Coefficient of variation (CV) | 0.52048957 |
| Kurtosis | -0.87288161 |
| Mean | 837.95455 |
| Median Absolute Deviation (MAD) | 386.5 |
| Skewness | 0.31568368 |
| Sum | 18435 |
| Variance | 190223.85 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 372 | 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 | |
| 372 | 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 | 141.47826 |
| 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 | 75 |
| Q3 | 254 |
| 95-th percentile | 352.4 |
| Maximum | 418 |
| Range | 410 |
| Interquartile range (IQR) | 224.5 |
Descriptive statistics
| Standard deviation | 133.36241 |
|---|---|
| Coefficient of variation (CV) | 0.94263538 |
| Kurtosis | -0.97677458 |
| Mean | 141.47826 |
| Median Absolute Deviation (MAD) | 61 |
| Skewness | 0.69816027 |
| Sum | 3254 |
| Variance | 17785.534 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 30 | 2 | 8.7% |
| 164 | 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 | |
| 74 | 1 |
| Value | Count | Frequency (%) |
| 418 | 1 | |
| 354 | 1 | |
| 338 | 1 | |
| 324 | 1 | |
| 273 | 1 | |
| 272 | 1 | |
| 236 | 1 | |
| 199 | 1 | |
| 191 | 1 | |
| 164 | 1 |
기타성분
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 22 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 4.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 369.86364 |
| 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 | 96.75 |
| 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 | 166.72484 |
|---|---|
| Coefficient of variation (CV) | 0.4507738 |
| Kurtosis | -0.65660896 |
| Mean | 369.86364 |
| Median Absolute Deviation (MAD) | 112.5 |
| Skewness | -0.3601648 |
| Sum | 8137 |
| Variance | 27797.171 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 172 | 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 | |
| 96 | 1 | |
| 111 | 1 | |
| 172 | 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 | 0.726 | 0.438 | 0.650 | 0.665 | 0.681 | 0.577 | 0.797 | 0.364 | 0.635 |
| 합계 | 0.726 | 1.000 | 0.715 | 0.961 | 0.891 | 0.552 | 0.294 | 0.362 | 0.765 | 0.495 |
| 유해물질 | 0.438 | 0.715 | 1.000 | 0.782 | 0.895 | 0.600 | 0.433 | 0.000 | 0.914 | 0.697 |
| 동물약품 | 0.650 | 0.961 | 0.782 | 1.000 | 0.895 | 0.000 | 0.000 | 0.000 | 0.864 | 0.461 |
| 농약 | 0.665 | 0.891 | 0.895 | 0.895 | 1.000 | 0.461 | 0.523 | 0.000 | 0.809 | 0.738 |
| 일반성분 | 0.681 | 0.552 | 0.600 | 0.000 | 0.461 | 1.000 | 0.567 | 0.568 | 0.480 | 0.517 |
| 광물질 | 0.577 | 0.294 | 0.433 | 0.000 | 0.523 | 0.567 | 1.000 | 0.549 | 0.000 | 0.817 |
| 보조제 | 0.797 | 0.362 | 0.000 | 0.000 | 0.000 | 0.568 | 0.549 | 1.000 | 0.000 | 0.000 |
| 미생물 | 0.364 | 0.765 | 0.914 | 0.864 | 0.809 | 0.480 | 0.000 | 0.000 | 1.000 | 0.792 |
| 기타성분 | 0.635 | 0.495 | 0.697 | 0.461 | 0.738 | 0.517 | 0.817 | 0.000 | 0.792 | 1.000 |
| 연도 | 합계 | 유해물질 | 동물약품 | 농약 | 일반성분 | 광물질 | 보조제 | 미생물 | 기타성분 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.884 | 0.822 | 0.855 | 0.934 | -0.683 | -0.930 | -0.868 | 0.784 | -0.720 |
| 합계 | 0.884 | 1.000 | 0.868 | 0.797 | 0.877 | -0.466 | -0.791 | -0.840 | 0.690 | -0.661 |
| 유해물질 | 0.822 | 0.868 | 1.000 | 0.721 | 0.770 | -0.641 | -0.760 | -0.779 | 0.663 | -0.645 |
| 동물약품 | 0.855 | 0.797 | 0.721 | 1.000 | 0.816 | -0.508 | -0.765 | -0.783 | 0.721 | -0.596 |
| 농약 | 0.934 | 0.877 | 0.770 | 0.816 | 1.000 | -0.705 | -0.909 | -0.909 | 0.819 | -0.697 |
| 일반성분 | -0.683 | -0.466 | -0.641 | -0.508 | -0.705 | 1.000 | 0.735 | 0.632 | -0.613 | 0.534 |
| 광물질 | -0.930 | -0.791 | -0.760 | -0.765 | -0.909 | 0.735 | 1.000 | 0.855 | -0.761 | 0.832 |
| 보조제 | -0.868 | -0.840 | -0.779 | -0.783 | -0.909 | 0.632 | 0.855 | 1.000 | -0.804 | 0.652 |
| 미생물 | 0.784 | 0.690 | 0.663 | 0.721 | 0.819 | -0.613 | -0.761 | -0.804 | 1.000 | -0.430 |
| 기타성분 | -0.720 | -0.661 | -0.645 | -0.596 | -0.697 | 0.534 | 0.832 | 0.652 | -0.430 | 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 | 28214 | 12546 | 2139 | 10286 | 2121 | 414 | 372 | 164 | 172 |
| 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> |