Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 8811 |
| Missing cells | 5 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 972.4 KiB |
| Average record size in memory | 113.0 B |
Variable types
| Categorical | 3 |
|---|---|
| Text | 2 |
| Numeric | 8 |
Dataset
| Description | 유기질비료 자자체(읍면동)/비종별 공급현황 자료로 사업년도,시도,시군구,읍면동,비료종류,신청물량(톤),신청금액(백만),선정물량(톤),선정금액(백만),포기물량(톤),포기금액(백만),실지원물량(톤),실지원금액(백만) 등을 제공합니다. |
|---|---|
| URL | https://www.data.go.kr/data/15090527/fileData.do |
사업년도 has constant value "" | Constant |
신청물량(톤) is highly overall correlated with 신청금액(백만) and 4 other fields | High correlation |
신청금액(백만) is highly overall correlated with 신청물량(톤) and 4 other fields | High correlation |
선정물량(톤) is highly overall correlated with 신청물량(톤) and 4 other fields | High correlation |
선정금액(백만) is highly overall correlated with 신청물량(톤) and 4 other fields | High correlation |
포기물량(톤) is highly overall correlated with 포기금액(백만) | High correlation |
포기금액(백만) is highly overall correlated with 포기물량(톤) | High correlation |
실지원물량(톤) is highly overall correlated with 신청물량(톤) and 4 other fields | High correlation |
실지원금액(백만) is highly overall correlated with 신청물량(톤) and 4 other fields | High correlation |
포기물량(톤) is highly skewed (γ1 = 26.81726337) | Skewed |
포기금액(백만) is highly skewed (γ1 = 27.67283787) | Skewed |
선정물량(톤) has 118 (1.3%) zeros | Zeros |
선정금액(백만) has 118 (1.3%) zeros | Zeros |
포기물량(톤) has 7002 (79.5%) zeros | Zeros |
포기금액(백만) has 7002 (79.5%) zeros | Zeros |
실지원물량(톤) has 142 (1.6%) zeros | Zeros |
실지원금액(백만) has 142 (1.6%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-12 20:57:18.571714 |
|---|---|
| Analysis finished | 2023-12-12 20:57:28.184441 |
| Duration | 9.61 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
사업년도
Categorical
CONSTANT
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 69.0 KiB |
| 2020 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2020 |
|---|---|
| 2nd row | 2020 |
| 3rd row | 2020 |
| 4th row | 2020 |
| 5th row | 2020 |
Common Values
| Value | Count | Frequency (%) |
| 2020 | 8811 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2020 | 8811 |
시도
Categorical
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 69.0 KiB |
| 경상북도 | |
|---|---|
| 경기도 | |
| 경상남도 | |
| 전라남도 | |
| 전라북도 | |
| Other values (12) |
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 3.9642492 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 서울특별시 |
|---|---|
| 2nd row | 서울특별시 |
| 3rd row | 서울특별시 |
| 4th row | 서울특별시 |
| 5th row | 서울특별시 |
Common Values
| Value | Count | Frequency (%) |
| 경상북도 | 1327 | |
| 경기도 | 1276 | |
| 경상남도 | 1071 | |
| 전라남도 | 1040 | |
| 전라북도 | 818 | |
| 충청남도 | 781 | |
| 강원도 | 674 | |
| 충청북도 | 595 | |
| 인천광역시 | 178 | 2.0% |
| 광주광역시 | 171 | 1.9% |
| Other values (7) | 880 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 경상북도 | 1327 | |
| 경기도 | 1276 | |
| 경상남도 | 1071 | |
| 전라남도 | 1040 | |
| 전라북도 | 818 | |
| 충청남도 | 781 | |
| 강원도 | 674 | |
| 충청북도 | 595 | |
| 인천광역시 | 178 | 2.0% |
| 광주광역시 | 171 | 1.9% |
| Other values (7) | 880 |
시군구
Text
| Distinct | 193 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 69.0 KiB |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 2.9807059 |
| Min length | 2 |
Characters and Unicode
| Total characters | 26263 |
|---|---|
| Distinct characters | 128 |
| 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 | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 강남구 |
|---|---|
| 2nd row | 강남구 |
| 3rd row | 강남구 |
| 4th row | 강남구 |
| 5th row | 강남구 |
| Value | Count | Frequency (%) |
| 창원시 | 153 | 1.7% |
| 청주시 | 128 | 1.5% |
| 북구 | 119 | 1.4% |
| 상주시 | 110 | 1.2% |
| 충주시 | 103 | 1.2% |
| 익산시 | 100 | 1.1% |
| 김천시 | 99 | 1.1% |
| 안동시 | 95 | 1.1% |
| 천안시 | 94 | 1.1% |
| 용인시 | 93 | 1.1% |
| Other values (183) | 7717 |
Most occurring characters
| Value | Count | Frequency (%) |
| 시 | 4698 | |
| 군 | 3422 | 13.0% |
| 주 | 1380 | 5.3% |
| 천 | 1004 | 3.8% |
| 구 | 983 | 3.7% |
| 산 | 773 | 2.9% |
| 성 | 754 | 2.9% |
| 양 | 653 | 2.5% |
| 안 | 562 | 2.1% |
| 영 | 459 | 1.7% |
| Other values (118) | 11575 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 26263 |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 시 | 4698 | |
| 군 | 3422 | 13.0% |
| 주 | 1380 | 5.3% |
| 천 | 1004 | 3.8% |
| 구 | 983 | 3.7% |
| 산 | 773 | 2.9% |
| 성 | 754 | 2.9% |
| 양 | 653 | 2.5% |
| 안 | 562 | 2.1% |
| 영 | 459 | 1.7% |
| Other values (118) | 11575 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 26263 |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 시 | 4698 | |
| 군 | 3422 | 13.0% |
| 주 | 1380 | 5.3% |
| 천 | 1004 | 3.8% |
| 구 | 983 | 3.7% |
| 산 | 773 | 2.9% |
| 성 | 754 | 2.9% |
| 양 | 653 | 2.5% |
| 안 | 562 | 2.1% |
| 영 | 459 | 1.7% |
| Other values (118) | 11575 |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 26263 |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 시 | 4698 | |
| 군 | 3422 | 13.0% |
| 주 | 1380 | 5.3% |
| 천 | 1004 | 3.8% |
| 구 | 983 | 3.7% |
| 산 | 773 | 2.9% |
| 성 | 754 | 2.9% |
| 양 | 653 | 2.5% |
| 안 | 562 | 2.1% |
| 영 | 459 | 1.7% |
| Other values (118) | 11575 |
읍면동
Text
| Distinct | 2151 |
|---|---|
| Distinct (%) | 24.4% |
| Missing | 5 |
| Missing (%) | 0.1% |
| Memory size | 69.0 KiB |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 3.1263911 |
| Min length | 2 |
Characters and Unicode
| Total characters | 27531 |
|---|---|
| Distinct characters | 316 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 2 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 141 ? |
|---|---|
| Unique (%) | 1.6% |
Sample
| 1st row | 개포1동 |
|---|---|
| 2nd row | 개포1동 |
| 3rd row | 세곡동 |
| 4th row | 세곡동 |
| 5th row | 세곡동 |
| Value | Count | Frequency (%) |
| 남면 | 48 | 0.5% |
| 중앙동 | 38 | 0.4% |
| 서면 | 35 | 0.4% |
| 북면 | 35 | 0.4% |
| 금성면 | 20 | 0.2% |
| 성산면 | 18 | 0.2% |
| 대산면 | 17 | 0.2% |
| 봉산면 | 17 | 0.2% |
| 옥산면 | 17 | 0.2% |
| 산내면 | 16 | 0.2% |
| Other values (2141) | 8545 |
Most occurring characters
| Value | Count | Frequency (%) |
| 면 | 4827 | 17.5% |
| 동 | 3396 | 12.3% |
| 읍 | 1020 | 3.7% |
| 산 | 796 | 2.9% |
| 성 | 448 | 1.6% |
| 천 | 437 | 1.6% |
| 남 | 435 | 1.6% |
| 1 | 393 | 1.4% |
| 서 | 325 | 1.2% |
| 양 | 318 | 1.2% |
| Other values (306) | 15136 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 26655 | |
| Decimal Number | 852 | 3.1% |
| Other Punctuation | 24 | 0.1% |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 면 | 4827 | 18.1% |
| 동 | 3396 | 12.7% |
| 읍 | 1020 | 3.8% |
| 산 | 796 | 3.0% |
| 성 | 448 | 1.7% |
| 천 | 437 | 1.6% |
| 남 | 435 | 1.6% |
| 서 | 325 | 1.2% |
| 양 | 318 | 1.2% |
| 대 | 308 | 1.2% |
| Other values (295) | 14345 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 393 | |
| 2 | 278 | |
| 3 | 113 | 13.3% |
| 4 | 33 | 3.9% |
| 6 | 15 | 1.8% |
| 5 | 14 | 1.6% |
| 7 | 4 | 0.5% |
| 8 | 1 | 0.1% |
| 9 | 1 | 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 23 | |
| , | 1 | 4.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 26655 | |
| Common | 876 | 3.2% |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 면 | 4827 | 18.1% |
| 동 | 3396 | 12.7% |
| 읍 | 1020 | 3.8% |
| 산 | 796 | 3.0% |
| 성 | 448 | 1.7% |
| 천 | 437 | 1.6% |
| 남 | 435 | 1.6% |
| 서 | 325 | 1.2% |
| 양 | 318 | 1.2% |
| 대 | 308 | 1.2% |
| Other values (295) | 14345 |
Common
| Value | Count | Frequency (%) |
| 1 | 393 | |
| 2 | 278 | |
| 3 | 113 | 12.9% |
| 4 | 33 | 3.8% |
| . | 23 | 2.6% |
| 6 | 15 | 1.7% |
| 5 | 14 | 1.6% |
| 7 | 4 | 0.5% |
| , | 1 | 0.1% |
| 8 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 26655 | |
| ASCII | 876 | 3.2% |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 면 | 4827 | 18.1% |
| 동 | 3396 | 12.7% |
| 읍 | 1020 | 3.8% |
| 산 | 796 | 3.0% |
| 성 | 448 | 1.7% |
| 천 | 437 | 1.6% |
| 남 | 435 | 1.6% |
| 서 | 325 | 1.2% |
| 양 | 318 | 1.2% |
| 대 | 308 | 1.2% |
| Other values (295) | 14345 |
ASCII
| Value | Count | Frequency (%) |
| 1 | 393 | |
| 2 | 278 | |
| 3 | 113 | 12.9% |
| 4 | 33 | 3.8% |
| . | 23 | 2.6% |
| 6 | 15 | 1.7% |
| 5 | 14 | 1.6% |
| 7 | 4 | 0.5% |
| , | 1 | 0.1% |
| 8 | 1 | 0.1% |
비료종류
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 69.0 KiB |
| 가축분퇴비 | |
|---|---|
| 혼합유박 | |
| 혼합유기질 | |
| 퇴비 | |
| 유기질복합비료 |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 4.5028941 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 혼합유기질 |
|---|---|
| 2nd row | 가축분퇴비 |
| 3rd row | 혼합유박 |
| 4th row | 혼합유기질 |
| 5th row | 가축분퇴비 |
Common Values
| Value | Count | Frequency (%) |
| 가축분퇴비 | 2361 | |
| 혼합유박 | 2152 | |
| 혼합유기질 | 1872 | |
| 퇴비 | 1416 | |
| 유기질복합비료 | 1010 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 가축분퇴비 | 2361 | |
| 혼합유박 | 2152 | |
| 혼합유기질 | 1872 | |
| 퇴비 | 1416 | |
| 유기질복합비료 | 1010 |
신청물량(톤)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 5737 |
|---|---|
| Distinct (%) | 65.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 497.41622 |
| Minimum | 0.015 |
|---|---|
| Maximum | 26866.42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0.015 |
|---|---|
| 5-th percentile | 0.6 |
| Q1 | 8.17 |
| median | 62.4 |
| Q3 | 364.9575 |
| 95-th percentile | 2313.26 |
| Maximum | 26866.42 |
| Range | 26866.405 |
| Interquartile range (IQR) | 356.7875 |
Descriptive statistics
| Standard deviation | 1338.7704 |
|---|---|
| Coefficient of variation (CV) | 2.691449 |
| Kurtosis | 91.488907 |
| Mean | 497.41622 |
| Median Absolute Deviation (MAD) | 60.92 |
| Skewness | 7.6320113 |
| Sum | 4382734.3 |
| Variance | 1792306.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.0 | 131 | 1.5% |
| 2.0 | 130 | 1.5% |
| 0.6 | 82 | 0.9% |
| 0.4 | 82 | 0.9% |
| 0.2 | 78 | 0.9% |
| 4.0 | 77 | 0.9% |
| 6.0 | 66 | 0.7% |
| 3.0 | 58 | 0.7% |
| 5.0 | 43 | 0.5% |
| 0.1 | 42 | 0.5% |
| Other values (5727) | 8022 |
| Value | Count | Frequency (%) |
| 0.015 | 1 | < 0.1% |
| 0.02 | 7 | 0.1% |
| 0.04 | 13 | 0.1% |
| 0.045 | 2 | < 0.1% |
| 0.06 | 18 | |
| 0.075 | 13 | 0.1% |
| 0.08 | 11 | 0.1% |
| 0.09 | 1 | < 0.1% |
| 0.1 | 42 | |
| 0.12 | 9 | 0.1% |
| Value | Count | Frequency (%) |
| 26866.42 | 1 | |
| 25730.78 | 1 | |
| 23929.44 | 1 | |
| 21426.78 | 1 | |
| 19441.92 | 1 | |
| 19428.62 | 1 | |
| 18392.46 | 1 | |
| 17899.58 | 1 | |
| 17417.94 | 1 | |
| 16666.6 | 1 |
신청금액(백만)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 6163 |
|---|---|
| Distinct (%) | 69.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.395815 |
| Minimum | 0.000825 |
|---|---|
| Maximum | 1343.321 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0.000825 |
|---|---|
| 5-th percentile | 0.0319 |
| Q1 | 0.44 |
| median | 3.3187 |
| Q3 | 19.5294 |
| 95-th percentile | 116.98479 |
| Maximum | 1343.321 |
| Range | 1343.3202 |
| Interquartile range (IQR) | 19.0894 |
Descriptive statistics
| Standard deviation | 67.520995 |
|---|---|
| Coefficient of variation (CV) | 2.658745 |
| Kurtosis | 90.670031 |
| Mean | 25.395815 |
| Median Absolute Deviation (MAD) | 3.2417 |
| Skewness | 7.5910597 |
| Sum | 223762.52 |
| Variance | 4559.0848 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.055 | 96 | 1.1% |
| 0.11 | 74 | 0.8% |
| 0.022 | 73 | 0.8% |
| 0.011 | 72 | 0.8% |
| 0.033 | 68 | 0.8% |
| 0.1 | 60 | 0.7% |
| 0.0055 | 42 | 0.5% |
| 0.2 | 41 | 0.5% |
| 0.22 | 40 | 0.5% |
| 0.165 | 37 | 0.4% |
| Other values (6153) | 8208 |
| Value | Count | Frequency (%) |
| 0.000825 | 1 | < 0.1% |
| 0.0011 | 7 | 0.1% |
| 0.0022 | 13 | 0.1% |
| 0.002475 | 2 | < 0.1% |
| 0.003 | 2 | < 0.1% |
| 0.0033 | 16 | 0.2% |
| 0.004125 | 13 | 0.1% |
| 0.0044 | 11 | 0.1% |
| 0.00495 | 1 | < 0.1% |
| 0.0055 | 42 |
| Value | Count | Frequency (%) |
| 1343.321 | 1 | |
| 1317.9102 | 1 | |
| 1196.472 | 1 | |
| 1071.389 | 1 | |
| 972.096 | 1 | |
| 972.051 | 1 | |
| 919.623 | 1 | |
| 894.979 | 1 | |
| 870.897 | 1 | |
| 833.49 | 1 |
선정물량(톤)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 5886 |
|---|---|
| Distinct (%) | 66.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 298.86256 |
| Minimum | 0 |
|---|---|
| Maximum | 11893.7 |
| Zeros | 118 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.24 |
| Q1 | 4.82 |
| median | 39.92 |
| Q3 | 230.4 |
| 95-th percentile | 1502.98 |
| Maximum | 11893.7 |
| Range | 11893.7 |
| Interquartile range (IQR) | 225.58 |
Descriptive statistics
| Standard deviation | 698.10184 |
|---|---|
| Coefficient of variation (CV) | 2.3358624 |
| Kurtosis | 49.791368 |
| Mean | 298.86256 |
| Median Absolute Deviation (MAD) | 39.14 |
| Skewness | 5.4951712 |
| Sum | 2633278.1 |
| Variance | 487346.17 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 118 | 1.3% |
| 0.2 | 67 | 0.8% |
| 1.0 | 62 | 0.7% |
| 2.0 | 51 | 0.6% |
| 0.6 | 43 | 0.5% |
| 0.1 | 42 | 0.5% |
| 0.4 | 41 | 0.5% |
| 4.0 | 27 | 0.3% |
| 0.3 | 26 | 0.3% |
| 0.06 | 24 | 0.3% |
| Other values (5876) | 8310 |
| Value | Count | Frequency (%) |
| 0.0 | 118 | |
| 0.015 | 1 | < 0.1% |
| 0.02 | 13 | 0.1% |
| 0.03 | 2 | < 0.1% |
| 0.035 | 1 | < 0.1% |
| 0.04 | 23 | 0.3% |
| 0.045 | 4 | < 0.1% |
| 0.06 | 24 | 0.3% |
| 0.07 | 1 | < 0.1% |
| 0.075 | 7 | 0.1% |
| Value | Count | Frequency (%) |
| 11893.7 | 1 | |
| 11577.5 | 1 | |
| 11138.5 | 1 | |
| 10422.86 | 1 | |
| 8835.12 | 1 | |
| 7854.16 | 1 | |
| 7634.2 | 1 | |
| 7359.36 | 1 | |
| 6678.58 | 1 | |
| 6592.46 | 1 |
선정금액(백만)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6501 |
|---|---|
| Distinct (%) | 73.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.267714 |
| Minimum | 0 |
|---|---|
| Maximum | 608.8997 |
| Zeros | 118 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0132 |
| Q1 | 0.2574 |
| median | 2.1061 |
| Q3 | 12.3145 |
| 95-th percentile | 76.1167 |
| Maximum | 608.8997 |
| Range | 608.8997 |
| Interquartile range (IQR) | 12.0571 |
Descriptive statistics
| Standard deviation | 35.258291 |
|---|---|
| Coefficient of variation (CV) | 2.3093367 |
| Kurtosis | 49.511485 |
| Mean | 15.267714 |
| Median Absolute Deviation (MAD) | 2.0651 |
| Skewness | 5.4761992 |
| Sum | 134523.82 |
| Variance | 1243.1471 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 118 | 1.3% |
| 0.011 | 61 | 0.7% |
| 0.055 | 42 | 0.5% |
| 0.0055 | 41 | 0.5% |
| 0.022 | 36 | 0.4% |
| 0.1 | 34 | 0.4% |
| 0.033 | 34 | 0.4% |
| 0.0044 | 24 | 0.3% |
| 0.0165 | 24 | 0.3% |
| 0.0022 | 23 | 0.3% |
| Other values (6491) | 8374 |
| Value | Count | Frequency (%) |
| 0.0 | 118 | |
| 0.000825 | 1 | < 0.1% |
| 0.0011 | 13 | 0.1% |
| 0.00165 | 2 | < 0.1% |
| 0.001925 | 1 | < 0.1% |
| 0.0022 | 23 | 0.3% |
| 0.002475 | 4 | < 0.1% |
| 0.003 | 2 | < 0.1% |
| 0.0033 | 22 | 0.2% |
| 0.00385 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 608.8997 | 1 | |
| 578.875 | 1 | |
| 556.925 | 1 | |
| 521.1616 | 1 | |
| 441.756 | 1 | |
| 395.2895 | 1 | |
| 382.9396 | 1 | |
| 367.968 | 1 | |
| 367.3219 | 1 | |
| 340.237 | 1 |
포기물량(톤)
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 747 |
|---|---|
| Distinct (%) | 8.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1603384 |
| Minimum | 0 |
|---|---|
| Maximum | 1413.32 |
| Zeros | 7002 |
| Zeros (%) | 79.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 8.465 |
| Maximum | 1413.32 |
| Range | 1413.32 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 30.353259 |
|---|---|
| Coefficient of variation (CV) | 9.6044331 |
| Kurtosis | 937.08608 |
| Mean | 3.1603384 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 26.817263 |
| Sum | 27845.742 |
| Variance | 921.32034 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 7002 | |
| 1.0 | 58 | 0.7% |
| 2.0 | 47 | 0.5% |
| 0.2 | 43 | 0.5% |
| 0.4 | 35 | 0.4% |
| 0.1 | 32 | 0.4% |
| 0.6 | 26 | 0.3% |
| 0.06 | 22 | 0.2% |
| 3.0 | 21 | 0.2% |
| 1.2 | 20 | 0.2% |
| Other values (737) | 1505 | 17.1% |
| Value | Count | Frequency (%) |
| 0.0 | 7002 | |
| 0.02 | 19 | 0.2% |
| 0.026 | 1 | < 0.1% |
| 0.04 | 18 | 0.2% |
| 0.05 | 1 | < 0.1% |
| 0.052 | 1 | < 0.1% |
| 0.06 | 22 | 0.2% |
| 0.08 | 16 | 0.2% |
| 0.1 | 32 | 0.4% |
| 0.12 | 10 | 0.1% |
| Value | Count | Frequency (%) |
| 1413.32 | 1 | |
| 1076.44 | 1 | |
| 913.32 | 1 | |
| 804.86 | 1 | |
| 709.68 | 1 | |
| 611.98 | 1 | |
| 485.78 | 1 | |
| 463.68 | 1 | |
| 454.82 | 1 | |
| 400.12 | 1 |
포기금액(백만)
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 941 |
|---|---|
| Distinct (%) | 10.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.16432504 |
| Minimum | 0 |
|---|---|
| Maximum | 77.7326 |
| Zeros | 7002 |
| Zeros (%) | 79.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.4474 |
| Maximum | 77.7326 |
| Range | 77.7326 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.5869462 |
|---|---|
| Coefficient of variation (CV) | 9.6573608 |
| Kurtosis | 1013.7978 |
| Mean | 0.16432504 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 27.672838 |
| Sum | 1447.8679 |
| Variance | 2.5183982 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 7002 | |
| 0.055 | 40 | 0.5% |
| 0.011 | 38 | 0.4% |
| 0.0055 | 31 | 0.4% |
| 0.11 | 28 | 0.3% |
| 0.022 | 25 | 0.3% |
| 0.1 | 24 | 0.3% |
| 0.05 | 19 | 0.2% |
| 0.0033 | 19 | 0.2% |
| 0.0011 | 16 | 0.2% |
| Other values (931) | 1569 | 17.8% |
| Value | Count | Frequency (%) |
| 0.0 | 7002 | |
| 0.001 | 3 | < 0.1% |
| 0.0011 | 16 | 0.2% |
| 0.00143 | 1 | < 0.1% |
| 0.002 | 2 | < 0.1% |
| 0.0022 | 16 | 0.2% |
| 0.00275 | 1 | < 0.1% |
| 0.00286 | 1 | < 0.1% |
| 0.003 | 3 | < 0.1% |
| 0.0033 | 19 | 0.2% |
| Value | Count | Frequency (%) |
| 77.7326 | 1 | |
| 53.822 | 1 | |
| 45.666 | 1 | |
| 40.7134 | 1 | |
| 39.0324 | 1 | |
| 33.6589 | 1 | |
| 24.9274 | 1 | |
| 24.289 | 1 | |
| 22.7559 | 1 | |
| 20.006 | 1 |
실지원물량(톤)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 5896 |
|---|---|
| Distinct (%) | 66.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 295.70223 |
| Minimum | -17.9 |
|---|---|
| Maximum | 11575.9 |
| Zeros | 142 |
| Zeros (%) | 1.6% |
| Negative | 20 |
| Negative (%) | 0.2% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | -17.9 |
|---|---|
| 5-th percentile | 0.2 |
| Q1 | 4.69 |
| median | 38.68 |
| Q3 | 228.81 |
| 95-th percentile | 1486.02 |
| Maximum | 11575.9 |
| Range | 11593.8 |
| Interquartile range (IQR) | 224.12 |
Descriptive statistics
| Standard deviation | 690.39903 |
|---|---|
| Coefficient of variation (CV) | 2.3347779 |
| Kurtosis | 50.00985 |
| Mean | 295.70223 |
| Median Absolute Deviation (MAD) | 37.96 |
| Skewness | 5.5034688 |
| Sum | 2605432.3 |
| Variance | 476650.82 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 142 | 1.6% |
| 0.2 | 65 | 0.7% |
| 1.0 | 65 | 0.7% |
| 2.0 | 49 | 0.6% |
| 0.6 | 44 | 0.5% |
| 0.1 | 42 | 0.5% |
| 0.4 | 40 | 0.5% |
| 0.3 | 26 | 0.3% |
| 0.08 | 26 | 0.3% |
| 4.0 | 26 | 0.3% |
| Other values (5886) | 8286 |
| Value | Count | Frequency (%) |
| -17.9 | 1 | |
| -10.68 | 1 | |
| -5.4 | 1 | |
| -5.12 | 1 | |
| -2.0 | 1 | |
| -1.835 | 1 | |
| -1.0 | 2 | |
| -0.64 | 1 | |
| -0.38 | 1 | |
| -0.35 | 1 |
| Value | Count | Frequency (%) |
| 11575.9 | 1 | |
| 11430.02 | 1 | |
| 11138.5 | 1 | |
| 10422.86 | 1 | |
| 8835.12 | 1 | |
| 7854.16 | 1 | |
| 7634.2 | 1 | |
| 7359.36 | 1 | |
| 6592.46 | 1 | |
| 6464.44 | 1 |
실지원금액(백만)
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6492 |
|---|---|
| Distinct (%) | 73.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.103389 |
| Minimum | -0.9845 |
|---|---|
| Maximum | 583.9723 |
| Zeros | 142 |
| Zeros (%) | 1.6% |
| Negative | 20 |
| Negative (%) | 0.2% |
| Memory size | 77.6 KiB |
Quantile statistics
| Minimum | -0.9845 |
|---|---|
| 5-th percentile | 0.011 |
| Q1 | 0.2502625 |
| median | 2.068 |
| Q3 | 12.1849 |
| 95-th percentile | 75.580363 |
| Maximum | 583.9723 |
| Range | 584.9568 |
| Interquartile range (IQR) | 11.934638 |
Descriptive statistics
| Standard deviation | 34.852772 |
|---|---|
| Coefficient of variation (CV) | 2.3076127 |
| Kurtosis | 49.598242 |
| Mean | 15.103389 |
| Median Absolute Deviation (MAD) | 2.0284 |
| Skewness | 5.478967 |
| Sum | 133075.96 |
| Variance | 1214.7157 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0 | 142 | 1.6% |
| 0.011 | 59 | 0.7% |
| 0.055 | 45 | 0.5% |
| 0.0055 | 41 | 0.5% |
| 0.022 | 35 | 0.4% |
| 0.033 | 34 | 0.4% |
| 0.1 | 31 | 0.4% |
| 0.0044 | 26 | 0.3% |
| 0.0165 | 24 | 0.3% |
| 0.0022 | 21 | 0.2% |
| Other values (6482) | 8353 |
| Value | Count | Frequency (%) |
| -0.9845 | 1 | |
| -0.534 | 1 | |
| -0.297 | 1 | |
| -0.256 | 1 | |
| -0.11 | 1 | |
| -0.100925 | 1 | |
| -0.089 | 1 | |
| -0.055 | 1 | |
| -0.05 | 1 | |
| -0.0352 | 1 |
| Value | Count | Frequency (%) |
| 583.9723 | 1 | |
| 578.795 | 1 | |
| 556.925 | 1 | |
| 521.1616 | 1 | |
| 441.756 | 1 | |
| 395.2895 | 1 | |
| 382.9396 | 1 | |
| 367.968 | 1 | |
| 355.5442 | 1 | |
| 340.061 | 1 |
| 시도 | 비료종류 | 신청물량(톤) | 신청금액(백만) | 선정물량(톤) | 선정금액(백만) | 포기물량(톤) | 포기금액(백만) | 실지원물량(톤) | 실지원금액(백만) | |
|---|---|---|---|---|---|---|---|---|---|---|
| 시도 | 1.000 | 0.100 | 0.082 | 0.082 | 0.093 | 0.097 | 0.148 | 0.139 | 0.083 | 0.091 |
| 비료종류 | 0.100 | 1.000 | 0.354 | 0.356 | 0.465 | 0.460 | 0.039 | 0.032 | 0.365 | 0.480 |
| 신청물량(톤) | 0.082 | 0.354 | 1.000 | 1.000 | 0.927 | 0.931 | 0.430 | 0.475 | 0.824 | 0.930 |
| 신청금액(백만) | 0.082 | 0.356 | 1.000 | 1.000 | 0.928 | 0.927 | 0.429 | 0.474 | 0.824 | 0.929 |
| 선정물량(톤) | 0.093 | 0.465 | 0.927 | 0.928 | 1.000 | 0.999 | 0.388 | 0.419 | 0.984 | 0.998 |
| 선정금액(백만) | 0.097 | 0.460 | 0.931 | 0.927 | 0.999 | 1.000 | 0.393 | 0.424 | 0.971 | 0.998 |
| 포기물량(톤) | 0.148 | 0.039 | 0.430 | 0.429 | 0.388 | 0.393 | 1.000 | 0.982 | 0.434 | 0.347 |
| 포기금액(백만) | 0.139 | 0.032 | 0.475 | 0.474 | 0.419 | 0.424 | 0.982 | 1.000 | 0.338 | 0.381 |
| 실지원물량(톤) | 0.083 | 0.365 | 0.824 | 0.824 | 0.984 | 0.971 | 0.434 | 0.338 | 1.000 | 0.990 |
| 실지원금액(백만) | 0.091 | 0.480 | 0.930 | 0.929 | 0.998 | 0.998 | 0.347 | 0.381 | 0.990 | 1.000 |
| 시도 | 비료종류 | |
|---|---|---|
| 시도 | 1.000 | 0.051 |
| 비료종류 | 0.051 | 1.000 |
| 신청물량(톤) | 신청금액(백만) | 선정물량(톤) | 선정금액(백만) | 포기물량(톤) | 포기금액(백만) | 실지원물량(톤) | 실지원금액(백만) | 시도 | 비료종류 | |
|---|---|---|---|---|---|---|---|---|---|---|
| 신청물량(톤) | 1.000 | 1.000 | 0.968 | 0.968 | 0.323 | 0.323 | 0.966 | 0.966 | 0.032 | 0.154 |
| 신청금액(백만) | 1.000 | 1.000 | 0.967 | 0.968 | 0.325 | 0.324 | 0.966 | 0.966 | 0.032 | 0.155 |
| 선정물량(톤) | 0.968 | 0.967 | 1.000 | 1.000 | 0.325 | 0.324 | 0.999 | 0.998 | 0.036 | 0.211 |
| 선정금액(백만) | 0.968 | 0.968 | 1.000 | 1.000 | 0.326 | 0.325 | 0.998 | 0.999 | 0.038 | 0.208 |
| 포기물량(톤) | 0.323 | 0.325 | 0.325 | 0.326 | 1.000 | 1.000 | 0.307 | 0.308 | 0.059 | 0.023 |
| 포기금액(백만) | 0.323 | 0.324 | 0.324 | 0.325 | 1.000 | 1.000 | 0.306 | 0.307 | 0.059 | 0.020 |
| 실지원물량(톤) | 0.966 | 0.966 | 0.999 | 0.998 | 0.307 | 0.306 | 1.000 | 1.000 | 0.033 | 0.220 |
| 실지원금액(백만) | 0.966 | 0.966 | 0.998 | 0.999 | 0.308 | 0.307 | 1.000 | 1.000 | 0.035 | 0.219 |
| 시도 | 0.032 | 0.032 | 0.036 | 0.038 | 0.059 | 0.059 | 0.033 | 0.035 | 1.000 | 0.051 |
| 비료종류 | 0.154 | 0.155 | 0.211 | 0.208 | 0.023 | 0.020 | 0.220 | 0.219 | 0.051 | 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.
| 사업년도 | 시도 | 시군구 | 읍면동 | 비료종류 | 신청물량(톤) | 신청금액(백만) | 선정물량(톤) | 선정금액(백만) | 포기물량(톤) | 포기금액(백만) | 실지원물량(톤) | 실지원금액(백만) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2020 | 서울특별시 | 강남구 | 개포1동 | 혼합유기질 | 3.54 | 0.1947 | 2.8 | 0.154 | 0.0 | 0.0 | 2.8 | 0.154 |
| 1 | 2020 | 서울특별시 | 강남구 | 개포1동 | 가축분퇴비 | 3.6 | 0.198 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 2 | 2020 | 서울특별시 | 강남구 | 세곡동 | 혼합유박 | 63.94 | 3.5167 | 28.78 | 1.5829 | 0.0 | 0.0 | 28.78 | 1.5829 |
| 3 | 2020 | 서울특별시 | 강남구 | 세곡동 | 혼합유기질 | 207.78 | 11.4279 | 98.8 | 5.434 | 0.0 | 0.0 | 98.8 | 5.434 |
| 4 | 2020 | 서울특별시 | 강남구 | 세곡동 | 가축분퇴비 | 48.0 | 2.63 | 35.18 | 1.9281 | 0.0 | 0.0 | 35.18 | 1.9281 |
| 5 | 2020 | 서울특별시 | 강남구 | 세곡동 | 퇴비 | 59.76 | 3.2868 | 38.02 | 2.0911 | 0.0 | 0.0 | 38.02 | 2.0911 |
| 6 | 2020 | 서울특별시 | 강남구 | 수서동 | 혼합유박 | 0.4 | 0.022 | 0.4 | 0.022 | 0.0 | 0.0 | 0.4 | 0.022 |
| 7 | 2020 | 서울특별시 | 강남구 | 수서동 | 혼합유기질 | 4.0 | 0.22 | 3.9 | 0.2145 | 0.0 | 0.0 | 3.9 | 0.2145 |
| 8 | 2020 | 서울특별시 | 강남구 | 수서동 | 가축분퇴비 | 1.8 | 0.099 | 1.42 | 0.0781 | 0.0 | 0.0 | 1.42 | 0.0781 |
| 9 | 2020 | 서울특별시 | 강남구 | 수서동 | 퇴비 | 7.8 | 0.429 | 5.58 | 0.3069 | 0.0 | 0.0 | 5.58 | 0.3069 |
| 사업년도 | 시도 | 시군구 | 읍면동 | 비료종류 | 신청물량(톤) | 신청금액(백만) | 선정물량(톤) | 선정금액(백만) | 포기물량(톤) | 포기금액(백만) | 실지원물량(톤) | 실지원금액(백만) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8801 | 2020 | 세종특별자치시 | 세종시 | 전동면 | 유기질복합비료 | 0.2 | 0.011 | 0.2 | 0.011 | 0.0 | 0.0 | 0.2 | 0.011 |
| 8802 | 2020 | 세종특별자치시 | 세종시 | 전동면 | 가축분퇴비 | 756.9 | 38.3829 | 712.52 | 36.1399 | 8.92 | 0.446 | 703.6 | 35.6939 |
| 8803 | 2020 | 세종특별자치시 | 세종시 | 전동면 | 퇴비 | 14.0 | 0.73 | 14.0 | 0.73 | 0.0 | 0.0 | 14.0 | 0.73 |
| 8804 | 2020 | 세종특별자치시 | 세종시 | 전의면 | 혼합유박 | 72.94 | 4.0117 | 72.62 | 3.9941 | 0.0 | 0.0 | 72.62 | 3.9941 |
| 8805 | 2020 | 세종특별자치시 | 세종시 | 전의면 | 혼합유기질 | 152.4 | 8.382 | 150.96 | 8.3028 | 0.0 | 0.0 | 150.96 | 8.3028 |
| 8806 | 2020 | 세종특별자치시 | 세종시 | 전의면 | 가축분퇴비 | 530.74 | 26.726 | 530.74 | 26.726 | 0.0 | 0.0 | 530.74 | 26.726 |
| 8807 | 2020 | 세종특별자치시 | 세종시 | 조치원읍 | 혼합유박 | 50.7 | 2.7885 | 47.06 | 2.5883 | 3.94 | 0.2167 | 43.12 | 2.3716 |
| 8808 | 2020 | 세종특별자치시 | 세종시 | 조치원읍 | 혼합유기질 | 72.62 | 3.9941 | 65.84 | 3.6212 | 2.4 | 0.132 | 63.44 | 3.4892 |
| 8809 | 2020 | 세종특별자치시 | 세종시 | 조치원읍 | 가축분퇴비 | 392.4 | 20.3941 | 361.56 | 18.7821 | 9.7 | 0.5335 | 351.86 | 18.2486 |
| 8810 | 2020 | 세종특별자치시 | 세종시 | 조치원읍 | 퇴비 | 1.0 | 0.05 | 1.0 | 0.05 | 0.0 | 0.0 | 1.0 | 0.05 |