Dataset statistics
| Number of variables | 16 |
|---|---|
| Number of observations | 482 |
| Missing cells | 3346 |
| Missing cells (%) | 43.4% |
| Duplicate rows | 2 |
| Duplicate rows (%) | 0.4% |
| Total size in memory | 67.0 KiB |
| Average record size in memory | 142.3 B |
Variable types
| Categorical | 2 |
|---|---|
| Text | 1 |
| Numeric | 13 |
Dataset
| Description | 시군별 기능성 양잠에 대한 재배농가, 뽕밭면적, 누에사육량, 누에생산량, 뽕잎생산량, 오디생산량에 대한 총괄적인 통계 정보 |
|---|---|
| Author | 농림축산식품부 |
| URL | https://data.mafra.go.kr/opendata/data/indexOpenDataDetail.do?data_id=20181023000000001005 |
| Dataset has 2 (0.4%) duplicate rows | Duplicates |
재배농가수(호)_누에 is highly overall correlated with 재배농가수(호)_오디 and 5 other fields | High correlation |
재배농가수(호)_오디 is highly overall correlated with 재배농가수(호)_누에 and 2 other fields | High correlation |
뽕밭면적(ha)_누에사육용 is highly overall correlated with 재배농가수(호)_누에 and 5 other fields | High correlation |
뽕밭면적(ha)_오디생산용 is highly overall correlated with 재배농가수(호)_오디 and 3 other fields | High correlation |
누에 사육량(상자) is highly overall correlated with 재배농가수(호)_누에 and 4 other fields | High correlation |
생산량(kg)_누에고치 is highly overall correlated with 재배농가수(호)_누에 and 5 other fields | High correlation |
생산량(kg)_건조누에 is highly overall correlated with 재배농가수(호)_누에 and 3 other fields | High correlation |
생산량(kg)_생누에 is highly overall correlated with 재배농가수(호)_누에 and 3 other fields | High correlation |
생산량(kg)_동중하초 is highly overall correlated with 생산량(kg)_누에고치 | High correlation |
생산량(kg)_수번데기 is highly overall correlated with 생산량(kg)_누에고치 and 1 other fields | High correlation |
생산량(kg)_잠분 is highly overall correlated with 생산량(kg)_생누에 and 1 other fields | High correlation |
생산량(kg)_뽕잎 is highly overall correlated with 뽕밭면적(ha)_오디생산용 and 3 other fields | High correlation |
생산량(kg)_오디 is highly overall correlated with 재배농가수(호)_오디 and 2 other fields | High correlation |
재배농가수(호)_누에 has 147 (30.5%) missing values | Missing |
재배농가수(호)_오디 has 91 (18.9%) missing values | Missing |
뽕밭면적(ha)_누에사육용 has 162 (33.6%) missing values | Missing |
뽕밭면적(ha)_오디생산용 has 99 (20.5%) missing values | Missing |
누에 사육량(상자) has 154 (32.0%) missing values | Missing |
생산량(kg)_누에고치 has 404 (83.8%) missing values | Missing |
생산량(kg)_건조누에 has 187 (38.8%) missing values | Missing |
생산량(kg)_생누에 has 336 (69.7%) missing values | Missing |
생산량(kg)_동중하초 has 397 (82.4%) missing values | Missing |
생산량(kg)_수번데기 has 433 (89.8%) missing values | Missing |
생산량(kg)_잠분 has 427 (88.6%) missing values | Missing |
생산량(kg)_뽕잎 has 345 (71.6%) missing values | Missing |
생산량(kg)_오디 has 164 (34.0%) missing values | Missing |
재배농가수(호)_누에 has 6 (1.2%) zeros | Zeros |
뽕밭면적(ha)_누에사육용 has 12 (2.5%) zeros | Zeros |
생산량(kg)_건조누에 has 47 (9.8%) zeros | Zeros |
생산량(kg)_잠분 has 5 (1.0%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-11 03:42:39.159429 |
|---|---|
| Analysis finished | 2023-12-11 03:43:05.171398 |
| Duration | 26.01 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
연도
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.9 KiB |
| 2014 | |
|---|---|
| 2013 | |
| 2012 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2014 |
|---|---|
| 2nd row | 2014 |
| 3rd row | 2014 |
| 4th row | 2014 |
| 5th row | 2014 |
Common Values
| Value | Count | Frequency (%) |
| 2014 | 228 | |
| 2013 | 127 | |
| 2012 | 127 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2014 | 228 | |
| 2013 | 127 | |
| 2012 | 127 |
시도
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.9 KiB |
| 경상북도 | |
|---|---|
| 전라남도 | |
| 충청남도 | |
| 전라북도 | |
| 경상남도 | |
| Other values (9) |
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 3.8609959 |
| Min length | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 충청남도 |
|---|---|
| 2nd row | 충청남도 |
| 3rd row | 충청남도 |
| 4th row | 충청남도 |
| 5th row | 충청남도 |
Common Values
| Value | Count | Frequency (%) |
| 경상북도 | 80 | |
| 전라남도 | 76 | |
| 충청남도 | 58 | |
| 전라북도 | 56 | |
| 경상남도 | 56 | |
| 강원도 | 44 | |
| 충청북도 | 44 | |
| 경기도 | 33 | |
| 경기도 | 11 | 2.3% |
| 제주도 | 8 | 1.7% |
| Other values (4) | 16 | 3.3% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 경상북도 | 80 | |
| 전라남도 | 76 | |
| 충청남도 | 58 | |
| 전라북도 | 56 | |
| 경상남도 | 56 | |
| 강원도 | 44 | |
| 충청북도 | 44 | |
| 경기도 | 44 | |
| 제주도 | 8 | 1.7% |
| 광주광역시 | 8 | 1.7% |
| Other values (3) | 8 | 1.7% |
시군
Text
| Distinct | 218 |
|---|---|
| Distinct (%) | 45.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.9 KiB |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 2.6618257 |
| Min length | 2 |
Characters and Unicode
| Total characters | 1283 |
|---|---|
| Distinct characters | 102 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 58 ? |
|---|---|
| Unique (%) | 12.0% |
Sample
| 1st row | 부여군 |
|---|---|
| 2nd row | 서천군 |
| 3rd row | 청양군 |
| 4th row | 홍성군 |
| 5th row | 예산군 |
| Value | Count | Frequency (%) |
| 고성 | 5 | 1.0% |
| 단양군 | 4 | 0.8% |
| 공주시 | 4 | 0.8% |
| 괴산군 | 4 | 0.8% |
| 증평군 | 4 | 0.8% |
| 영동군 | 4 | 0.8% |
| 보은군 | 4 | 0.8% |
| 충주시 | 4 | 0.8% |
| 광산구 | 4 | 0.8% |
| 남양주 | 4 | 0.8% |
| Other values (208) | 441 |
Most occurring characters
| Value | Count | Frequency (%) |
| 군 | 194 | 15.1% |
| 시 | 121 | 9.4% |
| 주 | 70 | 5.5% |
| 천 | 58 | 4.5% |
| 성 | 48 | 3.7% |
| 산 | 44 | 3.4% |
| 양 | 38 | 3.0% |
| 영 | 32 | 2.5% |
| 안 | 28 | 2.2% |
| 진 | 28 | 2.2% |
| Other values (92) | 622 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 1283 |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 군 | 194 | 15.1% |
| 시 | 121 | 9.4% |
| 주 | 70 | 5.5% |
| 천 | 58 | 4.5% |
| 성 | 48 | 3.7% |
| 산 | 44 | 3.4% |
| 양 | 38 | 3.0% |
| 영 | 32 | 2.5% |
| 안 | 28 | 2.2% |
| 진 | 28 | 2.2% |
| Other values (92) | 622 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 1283 |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 군 | 194 | 15.1% |
| 시 | 121 | 9.4% |
| 주 | 70 | 5.5% |
| 천 | 58 | 4.5% |
| 성 | 48 | 3.7% |
| 산 | 44 | 3.4% |
| 양 | 38 | 3.0% |
| 영 | 32 | 2.5% |
| 안 | 28 | 2.2% |
| 진 | 28 | 2.2% |
| Other values (92) | 622 |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 1283 |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 군 | 194 | 15.1% |
| 시 | 121 | 9.4% |
| 주 | 70 | 5.5% |
| 천 | 58 | 4.5% |
| 성 | 48 | 3.7% |
| 산 | 44 | 3.4% |
| 양 | 38 | 3.0% |
| 영 | 32 | 2.5% |
| 안 | 28 | 2.2% |
| 진 | 28 | 2.2% |
| Other values (92) | 622 |
재배농가수(호)_누에
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 45 |
|---|---|
| Distinct (%) | 13.4% |
| Missing | 147 |
| Missing (%) | 30.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.262687 |
| Minimum | 0 |
|---|---|
| Maximum | 202 |
| Zeros | 6 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 14 |
| 95-th percentile | 39.3 |
| Maximum | 202 |
| Range | 202 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 23.778852 |
|---|---|
| Coefficient of variation (CV) | 1.9391225 |
| Kurtosis | 29.756415 |
| Mean | 12.262687 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 4.9559407 |
| Sum | 4108 |
| Variance | 565.43378 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 1 | 76 | |
| 2 | 49 | 10.2% |
| 3 | 29 | 6.0% |
| 4 | 14 | 2.9% |
| 5 | 14 | 2.9% |
| 6 | 12 | 2.5% |
| 15 | 9 | 1.9% |
| 8 | 8 | 1.7% |
| 9 | 8 | 1.7% |
| 10 | 7 | 1.5% |
| Other values (35) | 109 | |
| (Missing) | 147 |
| Value | Count | Frequency (%) |
| 0 | 6 | 1.2% |
| 1 | 76 | |
| 2 | 49 | |
| 3 | 29 | 6.0% |
| 4 | 14 | 2.9% |
| 5 | 14 | 2.9% |
| 6 | 12 | 2.5% |
| 7 | 7 | 1.5% |
| 8 | 8 | 1.7% |
| 9 | 8 | 1.7% |
| Value | Count | Frequency (%) |
| 202 | 1 | 0.2% |
| 170 | 2 | 0.4% |
| 168 | 1 | 0.2% |
| 103 | 3 | |
| 102 | 1 | 0.2% |
| 82 | 1 | 0.2% |
| 73 | 1 | 0.2% |
| 44 | 2 | 0.4% |
| 40 | 5 | |
| 39 | 1 | 0.2% |
재배농가수(호)_오디
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 94 |
|---|---|
| Distinct (%) | 24.0% |
| Missing | 91 |
| Missing (%) | 18.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.212276 |
| Minimum | 0 |
|---|---|
| Maximum | 1006 |
| Zeros | 4 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 10 |
| Q3 | 45.5 |
| 95-th percentile | 195.5 |
| Maximum | 1006 |
| Range | 1006 |
| Interquartile range (IQR) | 43.5 |
Descriptive statistics
| Standard deviation | 150.88212 |
|---|---|
| Coefficient of variation (CV) | 2.6372333 |
| Kurtosis | 22.266933 |
| Mean | 57.212276 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 4.6017673 |
| Sum | 22370 |
| Variance | 22765.414 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 58 | 12.0% |
| 2 | 37 | 7.7% |
| 3 | 21 | 4.4% |
| 5 | 19 | 3.9% |
| 4 | 19 | 3.9% |
| 15 | 14 | 2.9% |
| 6 | 11 | 2.3% |
| 10 | 10 | 2.1% |
| 8 | 9 | 1.9% |
| 14 | 7 | 1.5% |
| Other values (84) | 186 | |
| (Missing) | 91 |
| Value | Count | Frequency (%) |
| 0 | 4 | 0.8% |
| 1 | 58 | |
| 2 | 37 | |
| 3 | 21 | 4.4% |
| 4 | 19 | 3.9% |
| 5 | 19 | 3.9% |
| 6 | 11 | 2.3% |
| 7 | 6 | 1.2% |
| 8 | 9 | 1.9% |
| 9 | 6 | 1.2% |
| Value | Count | Frequency (%) |
| 1006 | 4 | |
| 833 | 1 | 0.2% |
| 793 | 1 | 0.2% |
| 744 | 1 | 0.2% |
| 717 | 1 | 0.2% |
| 683 | 4 | |
| 490 | 1 | 0.2% |
| 449 | 1 | 0.2% |
| 448 | 2 | |
| 215 | 1 | 0.2% |
뽕밭면적(ha)_누에사육용
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 95 |
|---|---|
| Distinct (%) | 29.7% |
| Missing | 162 |
| Missing (%) | 33.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.164375 |
| Minimum | 0 |
|---|---|
| Maximum | 118 |
| Zeros | 12 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 6.2 |
| 95-th percentile | 36.8 |
| Maximum | 118 |
| Range | 118 |
| Interquartile range (IQR) | 5.2 |
Descriptive statistics
| Standard deviation | 15.638797 |
|---|---|
| Coefficient of variation (CV) | 2.1828558 |
| Kurtosis | 27.629824 |
| Mean | 7.164375 |
| Median Absolute Deviation (MAD) | 1.6 |
| Skewness | 4.7761495 |
| Sum | 2292.6 |
| Variance | 244.57198 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.0 | 37 | 7.7% |
| 2.0 | 19 | 3.9% |
| 0.0 | 12 | 2.5% |
| 3.0 | 11 | 2.3% |
| 0.4 | 10 | 2.1% |
| 5.0 | 10 | 2.1% |
| 0.5 | 9 | 1.9% |
| 0.1 | 9 | 1.9% |
| 0.2 | 8 | 1.7% |
| 1.5 | 7 | 1.5% |
| Other values (85) | 188 | |
| (Missing) | 162 |
| Value | Count | Frequency (%) |
| 0.0 | 12 | |
| 0.1 | 9 | |
| 0.15 | 2 | 0.4% |
| 0.2 | 8 | |
| 0.23 | 2 | 0.4% |
| 0.27 | 2 | 0.4% |
| 0.3 | 2 | 0.4% |
| 0.4 | 10 | |
| 0.49 | 2 | 0.4% |
| 0.5 | 9 |
| Value | Count | Frequency (%) |
| 118.0 | 3 | |
| 105.0 | 1 | 0.2% |
| 57.0 | 1 | 0.2% |
| 48.0 | 2 | |
| 46.0 | 1 | 0.2% |
| 45.0 | 2 | |
| 44.0 | 1 | 0.2% |
| 40.0 | 2 | |
| 38.0 | 2 | |
| 36.8 | 2 |
뽕밭면적(ha)_오디생산용
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 123 |
|---|---|
| Distinct (%) | 32.1% |
| Missing | 99 |
| Missing (%) | 20.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.414256 |
| Minimum | 0.1 |
|---|---|
| Maximum | 360 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.4 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.3 |
| Q1 | 1.2 |
| median | 4 |
| Q3 | 13.35 |
| 95-th percentile | 84.2 |
| Maximum | 360 |
| Range | 359.9 |
| Interquartile range (IQR) | 12.15 |
Descriptive statistics
| Standard deviation | 47.769313 |
|---|---|
| Coefficient of variation (CV) | 2.5941485 |
| Kurtosis | 29.226005 |
| Mean | 18.414256 |
| Median Absolute Deviation (MAD) | 3.3 |
| Skewness | 5.0669986 |
| Sum | 7052.66 |
| Variance | 2281.9073 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.0 | 26 | 5.4% |
| 2.0 | 19 | 3.9% |
| 4.0 | 14 | 2.9% |
| 0.3 | 11 | 2.3% |
| 5.0 | 10 | 2.1% |
| 0.7 | 9 | 1.9% |
| 0.8 | 8 | 1.7% |
| 12.0 | 8 | 1.7% |
| 0.5 | 7 | 1.5% |
| 10.0 | 7 | 1.5% |
| Other values (113) | 264 | |
| (Missing) | 99 | 20.5% |
| Value | Count | Frequency (%) |
| 0.1 | 5 | |
| 0.15 | 2 | 0.4% |
| 0.19 | 2 | 0.4% |
| 0.2 | 5 | |
| 0.3 | 11 | |
| 0.33 | 2 | 0.4% |
| 0.4 | 3 | 0.6% |
| 0.45 | 2 | 0.4% |
| 0.5 | 7 | |
| 0.59 | 2 | 0.4% |
| Value | Count | Frequency (%) |
| 360.0 | 4 | |
| 219.0 | 1 | 0.2% |
| 209.0 | 1 | 0.2% |
| 208.2 | 1 | 0.2% |
| 191.0 | 2 | |
| 186.0 | 1 | 0.2% |
| 178.0 | 2 | |
| 129.0 | 1 | 0.2% |
| 123.5 | 2 | |
| 103.2 | 1 | 0.2% |
누에 사육량(상자)
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 132 |
|---|---|
| Distinct (%) | 40.2% |
| Missing | 154 |
| Missing (%) | 32.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 191.91768 |
| Minimum | 0 |
|---|---|
| Maximum | 2626 |
| Zeros | 2 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 20 |
| median | 50 |
| Q3 | 148.5 |
| 95-th percentile | 928.6 |
| Maximum | 2626 |
| Range | 2626 |
| Interquartile range (IQR) | 128.5 |
Descriptive statistics
| Standard deviation | 417.7539 |
|---|---|
| Coefficient of variation (CV) | 2.1767348 |
| Kurtosis | 17.202107 |
| Mean | 191.91768 |
| Median Absolute Deviation (MAD) | 44.5 |
| Skewness | 3.9774 |
| Sum | 62949 |
| Variance | 174518.32 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20 | 15 | 3.1% |
| 40 | 12 | 2.5% |
| 50 | 11 | 2.3% |
| 5 | 10 | 2.1% |
| 1 | 9 | 1.9% |
| 2 | 8 | 1.7% |
| 4 | 7 | 1.5% |
| 23 | 7 | 1.5% |
| 43 | 7 | 1.5% |
| 22 | 6 | 1.2% |
| Other values (122) | 236 | |
| (Missing) | 154 |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.4% |
| 1 | 9 | |
| 2 | 8 | |
| 3 | 5 | |
| 4 | 7 | |
| 5 | 10 | |
| 6 | 1 | 0.2% |
| 7 | 3 | 0.6% |
| 8 | 3 | 0.6% |
| 9 | 4 | 0.8% |
| Value | Count | Frequency (%) |
| 2626 | 1 | 0.2% |
| 2500 | 3 | |
| 2395 | 1 | 0.2% |
| 2225 | 1 | 0.2% |
| 2116 | 2 | |
| 1297 | 2 | |
| 1200 | 3 | |
| 1050 | 1 | 0.2% |
| 1000 | 1 | 0.2% |
| 981 | 1 | 0.2% |
생산량(kg)_누에고치
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 41 |
|---|---|
| Distinct (%) | 52.6% |
| Missing | 404 |
| Missing (%) | 83.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 550.55897 |
| Minimum | 0 |
|---|---|
| Maximum | 5400 |
| Zeros | 4 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6.8 |
| Q1 | 90 |
| median | 204 |
| Q3 | 660 |
| 95-th percentile | 1567.25 |
| Maximum | 5400 |
| Range | 5400 |
| Interquartile range (IQR) | 570 |
Descriptive statistics
| Standard deviation | 944.86716 |
|---|---|
| Coefficient of variation (CV) | 1.7161961 |
| Kurtosis | 17.118045 |
| Mean | 550.55897 |
| Median Absolute Deviation (MAD) | 169 |
| Skewness | 3.8494364 |
| Sum | 42943.6 |
| Variance | 892773.96 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=41)
| Value | Count | Frequency (%) |
| 100.0 | 4 | 0.8% |
| 600.0 | 4 | 0.8% |
| 161.0 | 4 | 0.8% |
| 50.0 | 4 | 0.8% |
| 0.0 | 4 | 0.8% |
| 450.0 | 3 | 0.6% |
| 40.0 | 3 | 0.6% |
| 1000.0 | 3 | 0.6% |
| 200.0 | 3 | 0.6% |
| 90.0 | 3 | 0.6% |
| Other values (31) | 43 | 8.9% |
| (Missing) | 404 |
| Value | Count | Frequency (%) |
| 0.0 | 4 | |
| 8.0 | 2 | |
| 12.0 | 1 | 0.2% |
| 30.0 | 2 | |
| 40.0 | 3 | |
| 50.0 | 4 | |
| 70.0 | 1 | 0.2% |
| 80.0 | 2 | |
| 90.0 | 3 | |
| 100.0 | 4 |
| Value | Count | Frequency (%) |
| 5400.0 | 2 | |
| 3000.0 | 1 | 0.2% |
| 1750.0 | 1 | 0.2% |
| 1535.0 | 1 | 0.2% |
| 1400.0 | 1 | 0.2% |
| 1354.0 | 2 | |
| 1200.0 | 1 | 0.2% |
| 1051.0 | 1 | 0.2% |
| 1000.0 | 3 | |
| 935.0 | 2 |
생산량(kg)_건조누에
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 155 |
|---|---|
| Distinct (%) | 52.5% |
| Missing | 187 |
| Missing (%) | 38.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 841.68305 |
| Minimum | 0 |
|---|---|
| Maximum | 14348 |
| Zeros | 47 |
| Zeros (%) | 9.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 40 |
| median | 215 |
| Q3 | 650 |
| 95-th percentile | 4447.5 |
| Maximum | 14348 |
| Range | 14348 |
| Interquartile range (IQR) | 610 |
Descriptive statistics
| Standard deviation | 2131.14 |
|---|---|
| Coefficient of variation (CV) | 2.5319982 |
| Kurtosis | 22.133891 |
| Mean | 841.68305 |
| Median Absolute Deviation (MAD) | 205 |
| Skewness | 4.5461576 |
| Sum | 248296.5 |
| Variance | 4541757.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 47 | 9.8% |
| 700.0 | 11 | 2.3% |
| 300.0 | 9 | 1.9% |
| 100.0 | 7 | 1.5% |
| 200.0 | 7 | 1.5% |
| 50.0 | 6 | 1.2% |
| 120.0 | 5 | 1.0% |
| 70.0 | 4 | 0.8% |
| 420.0 | 4 | 0.8% |
| 400.0 | 4 | 0.8% |
| Other values (145) | 191 | |
| (Missing) | 187 |
| Value | Count | Frequency (%) |
| 0.0 | 47 | |
| 5.0 | 1 | 0.2% |
| 6.0 | 1 | 0.2% |
| 8.0 | 3 | 0.6% |
| 9.0 | 1 | 0.2% |
| 10.0 | 1 | 0.2% |
| 13.0 | 1 | 0.2% |
| 14.0 | 2 | 0.4% |
| 15.0 | 3 | 0.6% |
| 16.0 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 14348.0 | 1 | |
| 14109.0 | 1 | |
| 13024.0 | 1 | |
| 13015.0 | 1 | |
| 12002.0 | 1 | |
| 11708.0 | 1 | |
| 9587.0 | 1 | |
| 6732.0 | 1 | |
| 6553.0 | 1 | |
| 6199.0 | 2 |
생산량(kg)_생누에
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 102 |
|---|---|
| Distinct (%) | 69.9% |
| Missing | 336 |
| Missing (%) | 69.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3725.5685 |
| Minimum | 0 |
|---|---|
| Maximum | 79087 |
| Zeros | 3 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.5 |
| Q1 | 142.5 |
| median | 400 |
| Q3 | 1650 |
| 95-th percentile | 16650 |
| Maximum | 79087 |
| Range | 79087 |
| Interquartile range (IQR) | 1507.5 |
Descriptive statistics
| Standard deviation | 11272.458 |
|---|---|
| Coefficient of variation (CV) | 3.0257016 |
| Kurtosis | 27.798172 |
| Mean | 3725.5685 |
| Median Absolute Deviation (MAD) | 334 |
| Skewness | 5.0687785 |
| Sum | 543933 |
| Variance | 1.2706832 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 150 | 7 | 1.5% |
| 200 | 6 | 1.2% |
| 500 | 6 | 1.2% |
| 300 | 4 | 0.8% |
| 10 | 4 | 0.8% |
| 80 | 4 | 0.8% |
| 0 | 3 | 0.6% |
| 800 | 3 | 0.6% |
| 400 | 3 | 0.6% |
| 1000 | 3 | 0.6% |
| Other values (92) | 103 | 21.4% |
| (Missing) | 336 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 8 | 1 | 0.2% |
| 10 | 4 | |
| 12 | 1 | 0.2% |
| 15 | 1 | 0.2% |
| 25 | 1 | 0.2% |
| 28 | 1 | 0.2% |
| 29 | 1 | 0.2% |
| 35 | 1 | 0.2% |
| 38 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 79087 | 1 | |
| 69483 | 1 | |
| 67517 | 1 | |
| 33000 | 1 | |
| 30780 | 1 | |
| 29000 | 1 | |
| 18400 | 1 | |
| 17500 | 1 | |
| 14100 | 1 | |
| 13800 | 1 |
생산량(kg)_동중하초
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 56 |
|---|---|
| Distinct (%) | 65.9% |
| Missing | 397 |
| Missing (%) | 82.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2326.7882 |
| Minimum | 0 |
|---|---|
| Maximum | 69483 |
| Zeros | 3 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 20 |
| median | 200 |
| Q3 | 800 |
| 95-th percentile | 8968 |
| Maximum | 69483 |
| Range | 69483 |
| Interquartile range (IQR) | 780 |
Descriptive statistics
| Standard deviation | 8538.61 |
|---|---|
| Coefficient of variation (CV) | 3.6696979 |
| Kurtosis | 47.610975 |
| Mean | 2326.7882 |
| Median Absolute Deviation (MAD) | 190 |
| Skewness | 6.4934165 |
| Sum | 197777 |
| Variance | 72907860 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20 | 9 | 1.9% |
| 500 | 5 | 1.0% |
| 5 | 3 | 0.6% |
| 15 | 3 | 0.6% |
| 200 | 3 | 0.6% |
| 0 | 3 | 0.6% |
| 50 | 3 | 0.6% |
| 300 | 3 | 0.6% |
| 40 | 2 | 0.4% |
| 150 | 2 | 0.4% |
| Other values (46) | 49 | 10.2% |
| (Missing) | 397 |
| Value | Count | Frequency (%) |
| 0 | 3 | 0.6% |
| 1 | 1 | 0.2% |
| 5 | 3 | 0.6% |
| 6 | 1 | 0.2% |
| 9 | 1 | 0.2% |
| 10 | 1 | 0.2% |
| 15 | 3 | 0.6% |
| 20 | 9 | |
| 30 | 1 | 0.2% |
| 32 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 69483 | 1 | |
| 30780 | 1 | |
| 18400 | 1 | |
| 14100 | 1 | |
| 9560 | 1 | |
| 6600 | 1 | |
| 6000 | 1 | |
| 5100 | 1 | |
| 4500 | 1 | |
| 3615 | 1 |
생산량(kg)_수번데기
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 32 |
|---|---|
| Distinct (%) | 65.3% |
| Missing | 433 |
| Missing (%) | 89.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 318.44898 |
| Minimum | 0 |
|---|---|
| Maximum | 1500 |
| Zeros | 4 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 20 |
| median | 180 |
| Q3 | 440 |
| 95-th percentile | 1260 |
| Maximum | 1500 |
| Range | 1500 |
| Interquartile range (IQR) | 420 |
Descriptive statistics
| Standard deviation | 402.38487 |
|---|---|
| Coefficient of variation (CV) | 1.2635772 |
| Kurtosis | 2.5925323 |
| Mean | 318.44898 |
| Median Absolute Deviation (MAD) | 160 |
| Skewness | 1.7578891 |
| Sum | 15604 |
| Variance | 161913.59 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=32)
| Value | Count | Frequency (%) |
| 20 | 5 | 1.0% |
| 0 | 4 | 0.8% |
| 300 | 3 | 0.6% |
| 440 | 3 | 0.6% |
| 1500 | 3 | 0.6% |
| 190 | 2 | 0.4% |
| 15 | 2 | 0.4% |
| 100 | 2 | 0.4% |
| 80 | 2 | 0.4% |
| 64 | 1 | 0.2% |
| Other values (22) | 22 | 4.6% |
| (Missing) | 433 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 1 | 1 | 0.2% |
| 5 | 1 | 0.2% |
| 15 | 2 | 0.4% |
| 20 | 5 | |
| 30 | 1 | 0.2% |
| 50 | 1 | 0.2% |
| 64 | 1 | 0.2% |
| 80 | 2 | 0.4% |
| 100 | 2 | 0.4% |
| Value | Count | Frequency (%) |
| 1500 | 3 | |
| 900 | 1 | 0.2% |
| 859 | 1 | 0.2% |
| 843 | 1 | 0.2% |
| 825 | 1 | 0.2% |
| 795 | 1 | 0.2% |
| 700 | 1 | 0.2% |
| 680 | 1 | 0.2% |
| 440 | 3 | |
| 304 | 1 | 0.2% |
생산량(kg)_잠분
Real number (ℝ)
HIGH CORRELATION MISSING ZEROS
| Distinct | 38 |
|---|---|
| Distinct (%) | 69.1% |
| Missing | 427 |
| Missing (%) | 88.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 651.47273 |
| Minimum | 0 |
|---|---|
| Maximum | 4500 |
| Zeros | 5 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 60 |
| median | 300 |
| Q3 | 930 |
| 95-th percentile | 2489.5 |
| Maximum | 4500 |
| Range | 4500 |
| Interquartile range (IQR) | 870 |
Descriptive statistics
| Standard deviation | 896.9375 |
|---|---|
| Coefficient of variation (CV) | 1.3767844 |
| Kurtosis | 6.0399986 |
| Mean | 651.47273 |
| Median Absolute Deviation (MAD) | 287 |
| Skewness | 2.2518185 |
| Sum | 35831 |
| Variance | 804496.88 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) |
| 600 | 5 | 1.0% |
| 0 | 5 | 1.0% |
| 1000 | 3 | 0.6% |
| 100 | 3 | 0.6% |
| 1700 | 3 | 0.6% |
| 13 | 2 | 0.4% |
| 400 | 2 | 0.4% |
| 70 | 2 | 0.4% |
| 4500 | 1 | 0.2% |
| 1400 | 1 | 0.2% |
| Other values (28) | 28 | 5.8% |
| (Missing) | 427 |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 6 | 1 | 0.2% |
| 13 | 2 | 0.4% |
| 15 | 1 | 0.2% |
| 16 | 1 | 0.2% |
| 20 | 1 | 0.2% |
| 40 | 1 | 0.2% |
| 45 | 1 | 0.2% |
| 50 | 1 | 0.2% |
| 70 | 2 | 0.4% |
| Value | Count | Frequency (%) |
| 4500 | 1 | 0.2% |
| 3120 | 1 | 0.2% |
| 2500 | 1 | 0.2% |
| 2485 | 1 | 0.2% |
| 1700 | 3 | |
| 1600 | 1 | 0.2% |
| 1500 | 1 | 0.2% |
| 1400 | 1 | 0.2% |
| 1124 | 1 | 0.2% |
| 1000 | 3 |
생산량(kg)_뽕잎
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 70 |
|---|---|
| Distinct (%) | 51.1% |
| Missing | 345 |
| Missing (%) | 71.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6577.8394 |
| Minimum | 0 |
|---|---|
| Maximum | 150000 |
| Zeros | 3 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 14.6 |
| Q1 | 300 |
| median | 1124 |
| Q3 | 2700 |
| 95-th percentile | 40000 |
| Maximum | 150000 |
| Range | 150000 |
| Interquartile range (IQR) | 2400 |
Descriptive statistics
| Standard deviation | 17199.964 |
|---|---|
| Coefficient of variation (CV) | 2.6148349 |
| Kurtosis | 36.532397 |
| Mean | 6577.8394 |
| Median Absolute Deviation (MAD) | 976 |
| Skewness | 5.2400856 |
| Sum | 901164 |
| Variance | 2.9583877 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1000 | 11 | 2.3% |
| 200 | 7 | 1.5% |
| 2000 | 6 | 1.2% |
| 300 | 6 | 1.2% |
| 400 | 5 | 1.0% |
| 100 | 5 | 1.0% |
| 20000 | 4 | 0.8% |
| 1500 | 4 | 0.8% |
| 500 | 4 | 0.8% |
| 1200 | 3 | 0.6% |
| Other values (60) | 82 | 17.0% |
| (Missing) | 345 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 2 | 1 | 0.2% |
| 7 | 1 | 0.2% |
| 10 | 1 | 0.2% |
| 13 | 1 | 0.2% |
| 15 | 2 | |
| 30 | 3 | |
| 40 | 1 | 0.2% |
| 45 | 1 | 0.2% |
| 50 | 2 |
| Value | Count | Frequency (%) |
| 150000 | 1 | |
| 56600 | 1 | |
| 56000 | 2 | |
| 50000 | 1 | |
| 43000 | 1 | |
| 40000 | 2 | |
| 36580 | 1 | |
| 34466 | 1 | |
| 22973 | 1 | |
| 22476 | 1 |
생산량(kg)_오디
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 196 |
|---|---|
| Distinct (%) | 61.6% |
| Missing | 164 |
| Missing (%) | 34.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66624.77 |
| Minimum | 0 |
|---|---|
| Maximum | 2000000 |
| Zeros | 1 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 200 |
| Q1 | 2012.5 |
| median | 8450 |
| Q3 | 32972.25 |
| 95-th percentile | 346705.2 |
| Maximum | 2000000 |
| Range | 2000000 |
| Interquartile range (IQR) | 30959.75 |
Descriptive statistics
| Standard deviation | 215912.94 |
|---|---|
| Coefficient of variation (CV) | 3.2407308 |
| Kurtosis | 37.67325 |
| Mean | 66624.77 |
| Median Absolute Deviation (MAD) | 7582.5 |
| Skewness | 5.7128006 |
| Sum | 21186677 |
| Variance | 4.6618399 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3000 | 10 | 2.1% |
| 1000 | 8 | 1.7% |
| 1500 | 7 | 1.5% |
| 50000 | 6 | 1.2% |
| 300 | 6 | 1.2% |
| 4000 | 6 | 1.2% |
| 2000 | 6 | 1.2% |
| 20000 | 5 | 1.0% |
| 200 | 5 | 1.0% |
| 2500 | 5 | 1.0% |
| Other values (186) | 254 | |
| (Missing) | 164 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.2% |
| 10 | 3 | |
| 50 | 2 | 0.4% |
| 55 | 1 | 0.2% |
| 70 | 2 | 0.4% |
| 100 | 2 | 0.4% |
| 150 | 1 | 0.2% |
| 200 | 5 | |
| 220 | 1 | 0.2% |
| 250 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 2000000 | 1 | |
| 1680000 | 1 | |
| 1340000 | 1 | |
| 1184000 | 1 | |
| 1041000 | 1 | |
| 968000 | 1 | |
| 915200 | 1 | |
| 679030 | 1 | |
| 587500 | 1 | |
| 578890 | 1 |
| 연도 | 시도 | 재배농가수(호)_누에 | 재배농가수(호)_오디 | 뽕밭면적(ha)_누에사육용 | 뽕밭면적(ha)_오디생산용 | 누에 사육량(상자) | 생산량(kg)_누에고치 | 생산량(kg)_건조누에 | 생산량(kg)_생누에 | 생산량(kg)_동중하초 | 생산량(kg)_수번데기 | 생산량(kg)_잠분 | 생산량(kg)_뽕잎 | 생산량(kg)_오디 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 연도 | 1.000 | 0.000 | 0.000 | 0.107 | 0.000 | 0.000 | 0.000 | 0.136 | 0.000 | 0.234 | 0.000 | 0.515 | 0.241 | 0.000 | 0.000 |
| 시도 | 0.000 | 1.000 | 0.000 | 0.330 | 0.302 | 0.350 | 0.298 | 0.000 | 0.247 | 0.000 | 0.000 | 0.000 | 0.000 | 0.423 | 0.251 |
| 재배농가수(호)_누에 | 0.000 | 0.000 | 1.000 | 0.291 | 0.813 | 0.384 | 0.844 | 0.668 | 0.904 | 0.751 | 0.861 | 0.701 | 0.507 | 0.575 | 0.000 |
| 재배농가수(호)_오디 | 0.107 | 0.330 | 0.291 | 1.000 | 0.484 | 0.988 | 0.238 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.676 | 0.845 |
| 뽕밭면적(ha)_누에사육용 | 0.000 | 0.302 | 0.813 | 0.484 | 1.000 | 0.547 | 0.934 | 0.529 | 0.797 | 0.783 | 0.709 | 0.533 | 0.778 | 0.497 | 0.283 |
| 뽕밭면적(ha)_오디생산용 | 0.000 | 0.350 | 0.384 | 0.988 | 0.547 | 1.000 | 0.323 | 0.329 | 0.000 | 0.373 | 0.000 | 0.000 | 0.000 | 0.651 | 0.884 |
| 누에 사육량(상자) | 0.000 | 0.298 | 0.844 | 0.238 | 0.934 | 0.323 | 1.000 | 0.615 | 0.808 | 0.877 | 0.688 | 0.369 | 0.664 | 0.485 | 0.222 |
| 생산량(kg)_누에고치 | 0.136 | 0.000 | 0.668 | 0.000 | 0.529 | 0.329 | 0.615 | 1.000 | 0.726 | 0.205 | 0.000 | 0.770 | 0.206 | 0.000 | 0.000 |
| 생산량(kg)_건조누에 | 0.000 | 0.247 | 0.904 | 0.000 | 0.797 | 0.000 | 0.808 | 0.726 | 1.000 | 0.503 | 0.758 | 0.665 | 0.539 | 0.352 | 0.000 |
| 생산량(kg)_생누에 | 0.234 | 0.000 | 0.751 | 0.000 | 0.783 | 0.373 | 0.877 | 0.205 | 0.503 | 1.000 | 0.000 | 0.393 | 0.740 | 0.714 | 0.376 |
| 생산량(kg)_동중하초 | 0.000 | 0.000 | 0.861 | 0.000 | 0.709 | 0.000 | 0.688 | 0.000 | 0.758 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| 생산량(kg)_수번데기 | 0.515 | 0.000 | 0.701 | 0.000 | 0.533 | 0.000 | 0.369 | 0.770 | 0.665 | 0.393 | 0.000 | 1.000 | 0.247 | 0.555 | 0.000 |
| 생산량(kg)_잠분 | 0.241 | 0.000 | 0.507 | 0.000 | 0.778 | 0.000 | 0.664 | 0.206 | 0.539 | 0.740 | 0.000 | 0.247 | 1.000 | 0.604 | 0.000 |
| 생산량(kg)_뽕잎 | 0.000 | 0.423 | 0.575 | 0.676 | 0.497 | 0.651 | 0.485 | 0.000 | 0.352 | 0.714 | 0.000 | 0.555 | 0.604 | 1.000 | 0.545 |
| 생산량(kg)_오디 | 0.000 | 0.251 | 0.000 | 0.845 | 0.283 | 0.884 | 0.222 | 0.000 | 0.000 | 0.376 | 0.000 | 0.000 | 0.000 | 0.545 | 1.000 |
| 연도 | 시도 | |
|---|---|---|
| 연도 | 1.000 | 0.000 |
| 시도 | 0.000 | 1.000 |
| 재배농가수(호)_누에 | 재배농가수(호)_오디 | 뽕밭면적(ha)_누에사육용 | 뽕밭면적(ha)_오디생산용 | 누에 사육량(상자) | 생산량(kg)_누에고치 | 생산량(kg)_건조누에 | 생산량(kg)_생누에 | 생산량(kg)_동중하초 | 생산량(kg)_수번데기 | 생산량(kg)_잠분 | 생산량(kg)_뽕잎 | 생산량(kg)_오디 | 연도 | 시도 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 재배농가수(호)_누에 | 1.000 | 0.533 | 0.846 | 0.465 | 0.778 | 0.563 | 0.711 | 0.541 | 0.486 | 0.250 | 0.416 | 0.430 | 0.375 | 0.000 | 0.000 |
| 재배농가수(호)_오디 | 0.533 | 1.000 | 0.484 | 0.882 | 0.389 | 0.147 | 0.286 | 0.211 | 0.196 | 0.006 | 0.010 | 0.413 | 0.683 | 0.067 | 0.150 |
| 뽕밭면적(ha)_누에사육용 | 0.846 | 0.484 | 1.000 | 0.509 | 0.841 | 0.510 | 0.703 | 0.552 | 0.422 | 0.348 | 0.440 | 0.457 | 0.354 | 0.000 | 0.144 |
| 뽕밭면적(ha)_오디생산용 | 0.465 | 0.882 | 0.509 | 1.000 | 0.350 | 0.220 | 0.281 | 0.217 | 0.228 | 0.020 | 0.173 | 0.520 | 0.757 | 0.000 | 0.160 |
| 누에 사육량(상자) | 0.778 | 0.389 | 0.841 | 0.350 | 1.000 | 0.583 | 0.792 | 0.631 | 0.437 | 0.336 | 0.464 | 0.310 | 0.245 | 0.000 | 0.141 |
| 생산량(kg)_누에고치 | 0.563 | 0.147 | 0.510 | 0.220 | 0.583 | 1.000 | 0.521 | 0.388 | 0.549 | 0.561 | 0.379 | 0.233 | 0.132 | 0.047 | 0.000 |
| 생산량(kg)_건조누에 | 0.711 | 0.286 | 0.703 | 0.281 | 0.792 | 0.521 | 1.000 | 0.295 | 0.370 | 0.422 | 0.433 | 0.384 | 0.226 | 0.000 | 0.112 |
| 생산량(kg)_생누에 | 0.541 | 0.211 | 0.552 | 0.217 | 0.631 | 0.388 | 0.295 | 1.000 | 0.253 | 0.447 | 0.776 | 0.448 | 0.297 | 0.158 | 0.000 |
| 생산량(kg)_동중하초 | 0.486 | 0.196 | 0.422 | 0.228 | 0.437 | 0.549 | 0.370 | 0.253 | 1.000 | 0.496 | 0.487 | 0.335 | 0.145 | 0.000 | 0.000 |
| 생산량(kg)_수번데기 | 0.250 | 0.006 | 0.348 | 0.020 | 0.336 | 0.561 | 0.422 | 0.447 | 0.496 | 1.000 | 0.447 | 0.514 | 0.175 | 0.235 | 0.000 |
| 생산량(kg)_잠분 | 0.416 | 0.010 | 0.440 | 0.173 | 0.464 | 0.379 | 0.433 | 0.776 | 0.487 | 0.447 | 1.000 | 0.630 | 0.405 | 0.153 | 0.000 |
| 생산량(kg)_뽕잎 | 0.430 | 0.413 | 0.457 | 0.520 | 0.310 | 0.233 | 0.384 | 0.448 | 0.335 | 0.514 | 0.630 | 1.000 | 0.545 | 0.000 | 0.236 |
| 생산량(kg)_오디 | 0.375 | 0.683 | 0.354 | 0.757 | 0.245 | 0.132 | 0.226 | 0.297 | 0.145 | 0.175 | 0.405 | 0.545 | 1.000 | 0.000 | 0.107 |
| 연도 | 0.000 | 0.067 | 0.000 | 0.000 | 0.000 | 0.047 | 0.000 | 0.158 | 0.000 | 0.235 | 0.153 | 0.000 | 0.000 | 1.000 | 0.000 |
| 시도 | 0.000 | 0.150 | 0.144 | 0.160 | 0.141 | 0.000 | 0.112 | 0.000 | 0.000 | 0.000 | 0.000 | 0.236 | 0.107 | 0.000 | 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 | 시도 | 시군 | 재배농가수(호)_누에 | 재배농가수(호)_오디 | 뽕밭면적(ha)_누에사육용 | 뽕밭면적(ha)_오디생산용 | 누에 사육량(상자) | 생산량(kg)_누에고치 | 생산량(kg)_건조누에 | 생산량(kg)_생누에 | 생산량(kg)_동중하초 | 생산량(kg)_수번데기 | 생산량(kg)_잠분 | 생산량(kg)_뽕잎 | 생산량(kg)_오디 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2014 | 충청남도 | 부여군 | 13 | 17 | 2.7 | 7.9 | 128 | <NA> | 300.0 | 340 | <NA> | <NA> | <NA> | <NA> | <NA> |
| 1 | 2014 | 충청남도 | 서천군 | 2 | 3 | 1.5 | 0.19 | 18 | <NA> | <NA> | 100 | 500 | <NA> | <NA> | <NA> | 10 |
| 2 | 2014 | 충청남도 | 청양군 | 2 | 8 | 0.9 | 0.5 | 110 | 200.0 | 400.0 | <NA> | 1000 | 15 | <NA> | 100 | 300 |
| 3 | 2014 | 충청남도 | 홍성군 | 31 | 21 | 6.4 | 1.0 | 169 | <NA> | 15.0 | 1352 | 150 | 15 | <NA> | 13 | <NA> |
| 4 | 2014 | 충청남도 | 예산군 | 2 | 5 | 0.49 | 2.12 | 20 | <NA> | 50.0 | <NA> | 500 | <NA> | <NA> | <NA> | <NA> |
| 5 | 2014 | 충청남도 | 태안군 | <NA> | 15 | <NA> | 2.5 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 6 | 2014 | 전라북도 | 전주시 | 1 | 1 | 0.4 | 1.6 | 60 | <NA> | 600.0 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 7 | 2014 | 전라북도 | 군산시 | 1 | 2 | 0.1 | 0.8 | 2 | <NA> | <NA> | 120 | <NA> | <NA> | <NA> | <NA> | <NA> |
| 8 | 2014 | 전라북도 | 익산시 | 15 | 2 | 1.9 | 0.3 | 50 | <NA> | <NA> | 140 | 710 | <NA> | <NA> | <NA> | <NA> |
| 9 | 2014 | 전라북도 | 정읍시 | 12 | 683 | 5.9 | 178.0 | 94 | 450.0 | <NA> | 290 | 1700 | <NA> | <NA> | <NA> | <NA> |
| 연도 | 시도 | 시군 | 재배농가수(호)_누에 | 재배농가수(호)_오디 | 뽕밭면적(ha)_누에사육용 | 뽕밭면적(ha)_오디생산용 | 누에 사육량(상자) | 생산량(kg)_누에고치 | 생산량(kg)_건조누에 | 생산량(kg)_생누에 | 생산량(kg)_동중하초 | 생산량(kg)_수번데기 | 생산량(kg)_잠분 | 생산량(kg)_뽕잎 | 생산량(kg)_오디 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 472 | 2012 | 충청북도 | 청주시 | <NA> | 3 | <NA> | 1.0 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 473 | 2012 | 충청북도 | 충주시 | 20 | 46 | 5.0 | 15.0 | 230 | <NA> | 1380.0 | <NA> | <NA> | <NA> | <NA> | 2300 | 8600 |
| 474 | 2012 | 충청북도 | 제천시 | 2 | 4 | 1.0 | 1.0 | 1 | <NA> | 8.0 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 475 | 2012 | 충청북도 | 청원군 | 4 | 35 | 8.0 | 18.0 | 80 | <NA> | 155.0 | <NA> | <NA> | <NA> | <NA> | <NA> | 3500 |
| 476 | 2012 | 충청북도 | 보은군 | 33 | 9 | 14.0 | 4.0 | 341 | 1535.0 | 1786.0 | <NA> | <NA> | <NA> | <NA> | 1000 | 700 |
| 477 | 2012 | 충청북도 | 옥천군 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 478 | 2012 | 충청북도 | 영동군 | 6 | 3 | 2.0 | 2.0 | 20 | <NA> | 100.0 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
| 479 | 2012 | 충청북도 | 증평군 | 3 | 11 | 1.0 | 8.0 | 9 | <NA> | 30.0 | <NA> | <NA> | <NA> | <NA> | <NA> | 1700 |
| 480 | 2012 | 충청북도 | 진천군 | <NA> | 1 | <NA> | 1.0 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 4000 |
| 481 | 2012 | 충청북도 | 괴산군 | 1 | 17 | 1.0 | 4.0 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 4200 |
Most frequently occurring
| 연도 | 시도 | 시군 | 재배농가수(호)_누에 | 재배농가수(호)_오디 | 뽕밭면적(ha)_누에사육용 | 뽕밭면적(ha)_오디생산용 | 누에 사육량(상자) | 생산량(kg)_누에고치 | 생산량(kg)_건조누에 | 생산량(kg)_생누에 | 생산량(kg)_동중하초 | 생산량(kg)_수번데기 | 생산량(kg)_잠분 | 생산량(kg)_뽕잎 | 생산량(kg)_오디 | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2014 | 경상남도 | 창원 | 1 | <NA> | 0.5 | <NA> | 3 | <NA> | 14.0 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 2 |
| 1 | 2014 | 경상남도 | 합천 | 6 | <NA> | 1.35 | <NA> | 17 | <NA> | 170.0 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 2 |