Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 2691 |
| Missing cells | 3285 |
| Missing cells (%) | 6.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 446.9 KiB |
| Average record size in memory | 170.0 B |
Variable types
| Text | 1 |
|---|---|
| Numeric | 18 |
Dataset
| Description | 한국부동산원(구.한국감정원)에서 제공하는 부동산거래현황 중 순수토지 거래현황의 연도별 거래주체별(필지수) 데이터입니다.- (단위 : 필지수)- 공표시기 : 익월 말일경 |
|---|---|
| Author | 한국부동산원 |
| URL | https://www.data.go.kr/data/15068332/fileData.do |
2006 is highly overall correlated with 2007 and 16 other fields | High correlation |
2007 is highly overall correlated with 2006 and 16 other fields | High correlation |
2008 is highly overall correlated with 2006 and 16 other fields | High correlation |
2009 is highly overall correlated with 2006 and 16 other fields | High correlation |
2010 is highly overall correlated with 2006 and 16 other fields | High correlation |
2011 is highly overall correlated with 2006 and 16 other fields | High correlation |
2012 is highly overall correlated with 2006 and 16 other fields | High correlation |
2013 is highly overall correlated with 2006 and 16 other fields | High correlation |
2014 is highly overall correlated with 2006 and 16 other fields | High correlation |
2015 is highly overall correlated with 2006 and 16 other fields | High correlation |
2016 is highly overall correlated with 2006 and 16 other fields | High correlation |
2017 is highly overall correlated with 2006 and 16 other fields | High correlation |
2018 is highly overall correlated with 2006 and 16 other fields | High correlation |
2019 is highly overall correlated with 2006 and 16 other fields | High correlation |
2020 is highly overall correlated with 2006 and 16 other fields | High correlation |
2021 is highly overall correlated with 2006 and 16 other fields | High correlation |
2022 is highly overall correlated with 2006 and 16 other fields | High correlation |
2023 is highly overall correlated with 2006 and 16 other fields | High correlation |
2006 has 198 (7.4%) missing values | Missing |
2007 has 243 (9.0%) missing values | Missing |
2008 has 225 (8.4%) missing values | Missing |
2009 has 225 (8.4%) missing values | Missing |
2010 has 171 (6.4%) missing values | Missing |
2011 has 198 (7.4%) missing values | Missing |
2012 has 180 (6.7%) missing values | Missing |
2013 has 180 (6.7%) missing values | Missing |
2014 has 117 (4.3%) missing values | Missing |
2015 has 153 (5.7%) missing values | Missing |
2016 has 153 (5.7%) missing values | Missing |
2017 has 180 (6.7%) missing values | Missing |
2018 has 171 (6.4%) missing values | Missing |
2019 has 180 (6.7%) missing values | Missing |
2020 has 180 (6.7%) missing values | Missing |
2021 has 180 (6.7%) missing values | Missing |
2022 has 180 (6.7%) missing values | Missing |
2023 has 171 (6.4%) missing values | Missing |
2006 is highly skewed (γ1 = 39.91790404) | Skewed |
2007 is highly skewed (γ1 = 40.23910196) | Skewed |
2008 is highly skewed (γ1 = 39.8282499) | Skewed |
2009 is highly skewed (γ1 = 40.60883744) | Skewed |
2010 is highly skewed (γ1 = 40.95963347) | Skewed |
2011 is highly skewed (γ1 = 40.70674735) | Skewed |
2012 is highly skewed (γ1 = 40.84410337) | Skewed |
2013 is highly skewed (γ1 = 41.04149715) | Skewed |
2014 is highly skewed (γ1 = 41.83786842) | Skewed |
2015 is highly skewed (γ1 = 41.24710793) | Skewed |
2016 is highly skewed (γ1 = 40.77173135) | Skewed |
2017 is highly skewed (γ1 = 40.32314775) | Skewed |
2018 is highly skewed (γ1 = 39.84428332) | Skewed |
2019 is highly skewed (γ1 = 39.46580734) | Skewed |
2020 is highly skewed (γ1 = 39.90861971) | Skewed |
2021 is highly skewed (γ1 = 40.3194829) | Skewed |
2022 is highly skewed (γ1 = 39.84284972) | Skewed |
2023 is highly skewed (γ1 = 40.08460109) | Skewed |
지역_거래주체 has unique values | Unique |
2006 has 105 (3.9%) zeros | Zeros |
2007 has 81 (3.0%) zeros | Zeros |
2008 has 73 (2.7%) zeros | Zeros |
2009 has 57 (2.1%) zeros | Zeros |
2010 has 67 (2.5%) zeros | Zeros |
2011 has 48 (1.8%) zeros | Zeros |
2012 has 48 (1.8%) zeros | Zeros |
2013 has 56 (2.1%) zeros | Zeros |
2014 has 50 (1.9%) zeros | Zeros |
2015 has 44 (1.6%) zeros | Zeros |
2016 has 52 (1.9%) zeros | Zeros |
2017 has 33 (1.2%) zeros | Zeros |
2018 has 49 (1.8%) zeros | Zeros |
2019 has 36 (1.3%) zeros | Zeros |
2020 has 36 (1.3%) zeros | Zeros |
2022 has 36 (1.3%) zeros | Zeros |
2023 has 43 (1.6%) zeros | Zeros |
Reproduction
| Analysis started | 2024-03-30 07:21:02.757016 |
|---|---|
| Analysis finished | 2024-03-30 07:23:19.482980 |
| Duration | 2 minutes and 16.73 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
지역_거래주체
Text
UNIQUE
| Distinct | 2691 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 21.2 KiB |
Length
| Max length | 23 |
|---|---|
| Median length | 13 |
| Mean length | 13.401338 |
| Min length | 9 |
Characters and Unicode
| Total characters | 36063 |
|---|---|
| Distinct characters | 153 |
| Distinct categories | 7 ? |
| 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 | 2691 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 전국_개인->개인 |
|---|---|
| 2nd row | 전국_개인->법인 |
| 3rd row | 전국_개인->기타 |
| 4th row | 전국_법인->개인 |
| 5th row | 전국_법인->법인 |
| Value | Count | Frequency (%) |
| 경기 | 468 | 8.4% |
| 경남 | 234 | 4.2% |
| 서울 | 225 | 4.1% |
| 경북 | 225 | 4.1% |
| 전남 | 198 | 3.6% |
| 충남 | 171 | 3.1% |
| 충북 | 171 | 3.1% |
| 강원 | 162 | 2.9% |
| 전북 | 144 | 2.6% |
| 부산 | 144 | 2.6% |
| Other values (2478) | 3402 |
Most occurring characters
| Value | Count | Frequency (%) |
| 인 | 3750 | 10.4% |
| 2853 | 7.9% | |
| _ | 2691 | 7.5% |
| - | 2691 | 7.5% |
| > | 2691 | 7.5% |
| 기 | 2298 | 6.4% |
| 개 | 1794 | 5.0% |
| 타 | 1794 | 5.0% |
| 법 | 1794 | 5.0% |
| 구 | 1269 | 3.5% |
| Other values (143) | 12438 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 24795 | |
| Space Separator | 2853 | 7.9% |
| Connector Punctuation | 2691 | 7.5% |
| Dash Punctuation | 2691 | 7.5% |
| Math Symbol | 2691 | 7.5% |
| Open Punctuation | 171 | 0.5% |
| Close Punctuation | 171 | 0.5% |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 인 | 3750 | |
| 기 | 2298 | 9.3% |
| 개 | 1794 | 7.2% |
| 타 | 1794 | 7.2% |
| 법 | 1794 | 7.2% |
| 구 | 1269 | 5.1% |
| 시 | 1098 | 4.4% |
| 경 | 981 | 4.0% |
| 군 | 837 | 3.4% |
| 남 | 801 | 3.2% |
| Other values (137) | 8379 |
Space Separator
| Value | Count | Frequency (%) |
| 2853 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 2691 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 2691 |
Math Symbol
| Value | Count | Frequency (%) |
| > | 2691 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 171 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 171 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 24795 | |
| Common | 11268 |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 인 | 3750 | |
| 기 | 2298 | 9.3% |
| 개 | 1794 | 7.2% |
| 타 | 1794 | 7.2% |
| 법 | 1794 | 7.2% |
| 구 | 1269 | 5.1% |
| 시 | 1098 | 4.4% |
| 경 | 981 | 4.0% |
| 군 | 837 | 3.4% |
| 남 | 801 | 3.2% |
| Other values (137) | 8379 |
Common
| Value | Count | Frequency (%) |
| 2853 | ||
| _ | 2691 | |
| - | 2691 | |
| > | 2691 | |
| ( | 171 | 1.5% |
| ) | 171 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 24795 | |
| ASCII | 11268 |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 인 | 3750 | |
| 기 | 2298 | 9.3% |
| 개 | 1794 | 7.2% |
| 타 | 1794 | 7.2% |
| 법 | 1794 | 7.2% |
| 구 | 1269 | 5.1% |
| 시 | 1098 | 4.4% |
| 경 | 981 | 4.0% |
| 군 | 837 | 3.4% |
| 남 | 801 | 3.2% |
| Other values (137) | 8379 |
ASCII
| Value | Count | Frequency (%) |
| 2853 | ||
| _ | 2691 | |
| - | 2691 | |
| > | 2691 | |
| ( | 171 | 1.5% |
| ) | 171 | 1.5% |
2006
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 788 |
|---|---|
| Distinct (%) | 31.6% |
| Missing | 198 |
| Missing (%) | 7.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1243.4352 |
| Minimum | 0 |
|---|---|
| Maximum | 708465 |
| Zeros | 105 |
| Zeros (%) | 3.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 10 |
| median | 50 |
| Q3 | 272 |
| 95-th percentile | 3962.6 |
| Maximum | 708465 |
| Range | 708465 |
| Interquartile range (IQR) | 262 |
Descriptive statistics
| Standard deviation | 15388.678 |
|---|---|
| Coefficient of variation (CV) | 12.375939 |
| Kurtosis | 1798.3189 |
| Mean | 1243.4352 |
| Median Absolute Deviation (MAD) | 47 |
| Skewness | 39.917904 |
| Sum | 3099884 |
| Variance | 2.3681141 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 105 | 3.9% |
| 1 | 102 | 3.8% |
| 2 | 68 | 2.5% |
| 5 | 60 | 2.2% |
| 3 | 59 | 2.2% |
| 4 | 57 | 2.1% |
| 6 | 53 | 2.0% |
| 7 | 44 | 1.6% |
| 11 | 36 | 1.3% |
| 9 | 34 | 1.3% |
| Other values (778) | 1875 | |
| (Missing) | 198 | 7.4% |
| Value | Count | Frequency (%) |
| 0 | 105 | |
| 1 | 102 | |
| 2 | 68 | |
| 3 | 59 | |
| 4 | 57 | |
| 5 | 60 | |
| 6 | 53 | |
| 7 | 44 | |
| 8 | 29 | 1.1% |
| 9 | 34 | 1.3% |
| Value | Count | Frequency (%) |
| 708465 | 1 | |
| 144419 | 1 | |
| 128646 | 1 | |
| 101885 | 1 | |
| 93600 | 1 | |
| 83467 | 1 | |
| 68448 | 1 | |
| 67001 | 1 | |
| 55772 | 1 | |
| 54045 | 1 |
2007
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 774 |
|---|---|
| Distinct (%) | 31.6% |
| Missing | 243 |
| Missing (%) | 9.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1170.0576 |
| Minimum | 0 |
|---|---|
| Maximum | 669176 |
| Zeros | 81 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 13 |
| median | 61 |
| Q3 | 263 |
| 95-th percentile | 3889.2 |
| Maximum | 669176 |
| Range | 669176 |
| Interquartile range (IQR) | 250 |
Descriptive statistics
| Standard deviation | 14565.563 |
|---|---|
| Coefficient of variation (CV) | 12.448586 |
| Kurtosis | 1814.5148 |
| Mean | 1170.0576 |
| Median Absolute Deviation (MAD) | 56 |
| Skewness | 40.239102 |
| Sum | 2864301 |
| Variance | 2.1215563 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 81 | 3.0% |
| 4 | 61 | 2.3% |
| 1 | 54 | 2.0% |
| 2 | 53 | 2.0% |
| 3 | 53 | 2.0% |
| 7 | 42 | 1.6% |
| 11 | 41 | 1.5% |
| 6 | 41 | 1.5% |
| 5 | 41 | 1.5% |
| 10 | 40 | 1.5% |
| Other values (764) | 1941 | |
| (Missing) | 243 | 9.0% |
| Value | Count | Frequency (%) |
| 0 | 81 | |
| 1 | 54 | |
| 2 | 53 | |
| 3 | 53 | |
| 4 | 61 | |
| 5 | 41 | |
| 6 | 41 | |
| 7 | 42 | |
| 8 | 31 | 1.2% |
| 9 | 34 |
| Value | Count | Frequency (%) |
| 669176 | 1 | |
| 119733 | 1 | |
| 103108 | 1 | |
| 102787 | 1 | |
| 86246 | 1 | |
| 82836 | 1 | |
| 75124 | 1 | |
| 56815 | 1 | |
| 55119 | 1 | |
| 50541 | 1 |
2008
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 780 |
|---|---|
| Distinct (%) | 31.6% |
| Missing | 225 |
| Missing (%) | 8.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1202.6942 |
| Minimum | 0 |
|---|---|
| Maximum | 671194 |
| Zeros | 73 |
| Zeros (%) | 2.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 15 |
| median | 64 |
| Q3 | 264.75 |
| 95-th percentile | 3908.5 |
| Maximum | 671194 |
| Range | 671194 |
| Interquartile range (IQR) | 249.75 |
Descriptive statistics
| Standard deviation | 14635.402 |
|---|---|
| Coefficient of variation (CV) | 12.168847 |
| Kurtosis | 1789.1144 |
| Mean | 1202.6942 |
| Median Absolute Deviation (MAD) | 58 |
| Skewness | 39.82825 |
| Sum | 2965844 |
| Variance | 2.14195 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 73 | 2.7% |
| 1 | 56 | 2.1% |
| 2 | 56 | 2.1% |
| 3 | 52 | 1.9% |
| 6 | 47 | 1.7% |
| 5 | 45 | 1.7% |
| 8 | 44 | 1.6% |
| 11 | 40 | 1.5% |
| 7 | 34 | 1.3% |
| 13 | 31 | 1.2% |
| Other values (770) | 1988 | |
| (Missing) | 225 | 8.4% |
| Value | Count | Frequency (%) |
| 0 | 73 | |
| 1 | 56 | |
| 2 | 56 | |
| 3 | 52 | |
| 4 | 31 | |
| 5 | 45 | |
| 6 | 47 | |
| 7 | 34 | |
| 8 | 44 | |
| 9 | 21 | 0.8% |
| Value | Count | Frequency (%) |
| 671194 | 1 | |
| 124258 | 1 | |
| 117172 | 1 | |
| 102941 | 1 | |
| 85959 | 1 | |
| 84296 | 1 | |
| 76120 | 1 | |
| 61090 | 1 | |
| 56721 | 1 | |
| 53693 | 1 |
2009
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 788 |
|---|---|
| Distinct (%) | 32.0% |
| Missing | 225 |
| Missing (%) | 8.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1208.1618 |
| Minimum | 0 |
|---|---|
| Maximum | 692334 |
| Zeros | 57 |
| Zeros (%) | 2.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 16 |
| median | 66 |
| Q3 | 281 |
| 95-th percentile | 4020 |
| Maximum | 692334 |
| Range | 692334 |
| Interquartile range (IQR) | 265 |
Descriptive statistics
| Standard deviation | 14978.773 |
|---|---|
| Coefficient of variation (CV) | 12.397986 |
| Kurtosis | 1844.6773 |
| Mean | 1208.1618 |
| Median Absolute Deviation (MAD) | 60 |
| Skewness | 40.608837 |
| Sum | 2979327 |
| Variance | 2.2436365 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 57 | 2.1% |
| 2 | 56 | 2.1% |
| 1 | 54 | 2.0% |
| 5 | 47 | 1.7% |
| 3 | 45 | 1.7% |
| 6 | 38 | 1.4% |
| 11 | 37 | 1.4% |
| 7 | 35 | 1.3% |
| 14 | 34 | 1.3% |
| 9 | 33 | 1.2% |
| Other values (778) | 2030 | |
| (Missing) | 225 | 8.4% |
| Value | Count | Frequency (%) |
| 0 | 57 | |
| 1 | 54 | |
| 2 | 56 | |
| 3 | 45 | |
| 4 | 33 | |
| 5 | 47 | |
| 6 | 38 | |
| 7 | 35 | |
| 8 | 29 | |
| 9 | 33 |
| Value | Count | Frequency (%) |
| 692334 | 1 | |
| 117750 | 1 | |
| 102312 | 1 | |
| 99165 | 1 | |
| 81951 | 1 | |
| 80856 | 1 | |
| 79388 | 1 | |
| 78702 | 1 | |
| 56101 | 1 | |
| 54180 | 1 |
2010
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 783 |
|---|---|
| Distinct (%) | 31.1% |
| Missing | 171 |
| Missing (%) | 6.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1104.0504 |
| Minimum | 0 |
|---|---|
| Maximum | 635364 |
| Zeros | 67 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 15 |
| median | 64.5 |
| Q3 | 262 |
| 95-th percentile | 3707.45 |
| Maximum | 635364 |
| Range | 635364 |
| Interquartile range (IQR) | 247 |
Descriptive statistics
| Standard deviation | 13608.088 |
|---|---|
| Coefficient of variation (CV) | 12.325604 |
| Kurtosis | 1879.4491 |
| Mean | 1104.0504 |
| Median Absolute Deviation (MAD) | 58.5 |
| Skewness | 40.959633 |
| Sum | 2782207 |
| Variance | 1.8518005 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 67 | 2.5% |
| 2 | 56 | 2.1% |
| 3 | 50 | 1.9% |
| 8 | 47 | 1.7% |
| 1 | 46 | 1.7% |
| 4 | 45 | 1.7% |
| 7 | 39 | 1.4% |
| 6 | 38 | 1.4% |
| 16 | 38 | 1.4% |
| 10 | 37 | 1.4% |
| Other values (773) | 2057 | |
| (Missing) | 171 | 6.4% |
| Value | Count | Frequency (%) |
| 0 | 67 | |
| 1 | 46 | |
| 2 | 56 | |
| 3 | 50 | |
| 4 | 45 | |
| 5 | 37 | |
| 6 | 38 | |
| 7 | 39 | |
| 8 | 47 | |
| 9 | 32 |
| Value | Count | Frequency (%) |
| 635364 | 1 | |
| 99985 | 1 | |
| 94962 | 1 | |
| 91873 | 1 | |
| 80625 | 1 | |
| 79508 | 1 | |
| 76251 | 1 | |
| 66239 | 1 | |
| 53987 | 1 | |
| 51105 | 1 |
2011
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 788 |
|---|---|
| Distinct (%) | 31.6% |
| Missing | 198 |
| Missing (%) | 7.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1170.8825 |
| Minimum | 0 |
|---|---|
| Maximum | 662416 |
| Zeros | 48 |
| Zeros (%) | 1.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 19 |
| median | 69 |
| Q3 | 285 |
| 95-th percentile | 3923 |
| Maximum | 662416 |
| Range | 662416 |
| Interquartile range (IQR) | 266 |
Descriptive statistics
| Standard deviation | 14268.177 |
|---|---|
| Coefficient of variation (CV) | 12.185832 |
| Kurtosis | 1857.031 |
| Mean | 1170.8825 |
| Median Absolute Deviation (MAD) | 62 |
| Skewness | 40.706747 |
| Sum | 2919010 |
| Variance | 2.0358089 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5 | 49 | 1.8% |
| 0 | 48 | 1.8% |
| 4 | 47 | 1.7% |
| 1 | 43 | 1.6% |
| 3 | 42 | 1.6% |
| 12 | 40 | 1.5% |
| 6 | 37 | 1.4% |
| 2 | 32 | 1.2% |
| 7 | 32 | 1.2% |
| 10 | 32 | 1.2% |
| Other values (778) | 2091 | |
| (Missing) | 198 | 7.4% |
| Value | Count | Frequency (%) |
| 0 | 48 | |
| 1 | 43 | |
| 2 | 32 | |
| 3 | 42 | |
| 4 | 47 | |
| 5 | 49 | |
| 6 | 37 | |
| 7 | 32 | |
| 8 | 26 | |
| 9 | 28 |
| Value | Count | Frequency (%) |
| 662416 | 1 | |
| 104794 | 1 | |
| 98706 | 1 | |
| 92058 | 1 | |
| 88713 | 1 | |
| 85130 | 1 | |
| 80957 | 1 | |
| 66855 | 1 | |
| 56580 | 1 | |
| 49876 | 1 |
2012
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 796 |
|---|---|
| Distinct (%) | 31.7% |
| Missing | 180 |
| Missing (%) | 6.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1102.2159 |
| Minimum | 0 |
|---|---|
| Maximum | 627437 |
| Zeros | 48 |
| Zeros (%) | 1.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 18 |
| median | 70 |
| Q3 | 267.5 |
| 95-th percentile | 3603.5 |
| Maximum | 627437 |
| Range | 627437 |
| Interquartile range (IQR) | 249.5 |
Descriptive statistics
| Standard deviation | 13468.229 |
|---|---|
| Coefficient of variation (CV) | 12.21923 |
| Kurtosis | 1869.4843 |
| Mean | 1102.2159 |
| Median Absolute Deviation (MAD) | 62 |
| Skewness | 40.844103 |
| Sum | 2767664 |
| Variance | 1.8139319 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 48 | 1.8% |
| 3 | 45 | 1.7% |
| 4 | 44 | 1.6% |
| 8 | 43 | 1.6% |
| 5 | 41 | 1.5% |
| 7 | 38 | 1.4% |
| 1 | 36 | 1.3% |
| 15 | 36 | 1.3% |
| 6 | 35 | 1.3% |
| 11 | 35 | 1.3% |
| Other values (786) | 2110 | |
| (Missing) | 180 | 6.7% |
| Value | Count | Frequency (%) |
| 0 | 48 | |
| 1 | 36 | |
| 2 | 34 | |
| 3 | 45 | |
| 4 | 44 | |
| 5 | 41 | |
| 6 | 35 | |
| 7 | 38 | |
| 8 | 43 | |
| 9 | 28 |
| Value | Count | Frequency (%) |
| 627437 | 1 | |
| 100607 | 1 | |
| 96315 | 1 | |
| 87105 | 1 | |
| 83826 | 1 | |
| 78964 | 1 | |
| 75086 | 1 | |
| 63776 | 1 | |
| 54648 | 1 | |
| 44761 | 1 |
2013
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 786 |
|---|---|
| Distinct (%) | 31.3% |
| Missing | 180 |
| Missing (%) | 6.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1103.8538 |
| Minimum | 0 |
|---|---|
| Maximum | 636087 |
| Zeros | 56 |
| Zeros (%) | 2.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 16 |
| median | 67 |
| Q3 | 271 |
| 95-th percentile | 3672.5 |
| Maximum | 636087 |
| Range | 636087 |
| Interquartile range (IQR) | 255 |
Descriptive statistics
| Standard deviation | 13629.395 |
|---|---|
| Coefficient of variation (CV) | 12.347101 |
| Kurtosis | 1882.9557 |
| Mean | 1103.8538 |
| Median Absolute Deviation (MAD) | 60 |
| Skewness | 41.041497 |
| Sum | 2771777 |
| Variance | 1.857604 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 56 | 2.1% |
| 2 | 49 | 1.8% |
| 5 | 43 | 1.6% |
| 4 | 42 | 1.6% |
| 3 | 42 | 1.6% |
| 6 | 40 | 1.5% |
| 9 | 39 | 1.4% |
| 1 | 37 | 1.4% |
| 14 | 37 | 1.4% |
| 13 | 36 | 1.3% |
| Other values (776) | 2090 | |
| (Missing) | 180 | 6.7% |
| Value | Count | Frequency (%) |
| 0 | 56 | |
| 1 | 37 | |
| 2 | 49 | |
| 3 | 42 | |
| 4 | 42 | |
| 5 | 43 | |
| 6 | 40 | |
| 7 | 35 | |
| 8 | 30 | |
| 9 | 39 |
| Value | Count | Frequency (%) |
| 636087 | 1 | |
| 101195 | 1 | |
| 96566 | 1 | |
| 84922 | 1 | |
| 84210 | 1 | |
| 81853 | 1 | |
| 77284 | 1 | |
| 60456 | 1 | |
| 55084 | 1 | |
| 43397 | 1 |
2014
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 810 |
|---|---|
| Distinct (%) | 31.5% |
| Missing | 117 |
| Missing (%) | 4.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1198.4965 |
| Minimum | 0 |
|---|---|
| Maximum | 717491 |
| Zeros | 50 |
| Zeros (%) | 1.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 17 |
| median | 70 |
| Q3 | 295 |
| 95-th percentile | 4041.55 |
| Maximum | 717491 |
| Range | 717491 |
| Interquartile range (IQR) | 278 |
Descriptive statistics
| Standard deviation | 15145.653 |
|---|---|
| Coefficient of variation (CV) | 12.63721 |
| Kurtosis | 1950.1727 |
| Mean | 1198.4965 |
| Median Absolute Deviation (MAD) | 64 |
| Skewness | 41.837868 |
| Sum | 3084930 |
| Variance | 2.2939079 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 51 | 1.9% |
| 0 | 50 | 1.9% |
| 1 | 50 | 1.9% |
| 5 | 47 | 1.7% |
| 6 | 45 | 1.7% |
| 4 | 44 | 1.6% |
| 3 | 40 | 1.5% |
| 9 | 36 | 1.3% |
| 7 | 34 | 1.3% |
| 10 | 32 | 1.2% |
| Other values (800) | 2145 | |
| (Missing) | 117 | 4.3% |
| Value | Count | Frequency (%) |
| 0 | 50 | |
| 1 | 50 | |
| 2 | 51 | |
| 3 | 40 | |
| 4 | 44 | |
| 5 | 47 | |
| 6 | 45 | |
| 7 | 34 | |
| 8 | 25 | |
| 9 | 36 |
| Value | Count | Frequency (%) |
| 717491 | 1 | |
| 113414 | 1 | |
| 112128 | 1 | |
| 92598 | 1 | |
| 91184 | 1 | |
| 84423 | 1 | |
| 84222 | 1 | |
| 67560 | 1 | |
| 58631 | 1 | |
| 47902 | 1 |
2015
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 853 |
|---|---|
| Distinct (%) | 33.6% |
| Missing | 153 |
| Missing (%) | 5.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1368.3239 |
| Minimum | 0 |
|---|---|
| Maximum | 802719 |
| Zeros | 44 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 20 |
| median | 76 |
| Q3 | 326 |
| 95-th percentile | 4521.9 |
| Maximum | 802719 |
| Range | 802719 |
| Interquartile range (IQR) | 306 |
Descriptive statistics
| Standard deviation | 17114.272 |
|---|---|
| Coefficient of variation (CV) | 12.507471 |
| Kurtosis | 1901.037 |
| Mean | 1368.3239 |
| Median Absolute Deviation (MAD) | 68 |
| Skewness | 41.247108 |
| Sum | 3472806 |
| Variance | 2.928983 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 46 | 1.7% |
| 3 | 44 | 1.6% |
| 0 | 44 | 1.6% |
| 2 | 42 | 1.6% |
| 4 | 39 | 1.4% |
| 9 | 38 | 1.4% |
| 8 | 37 | 1.4% |
| 6 | 31 | 1.2% |
| 7 | 30 | 1.1% |
| 5 | 30 | 1.1% |
| Other values (843) | 2157 | |
| (Missing) | 153 | 5.7% |
| Value | Count | Frequency (%) |
| 0 | 44 | |
| 1 | 46 | |
| 2 | 42 | |
| 3 | 44 | |
| 4 | 39 | |
| 5 | 30 | |
| 6 | 31 | |
| 7 | 30 | |
| 8 | 37 | |
| 9 | 38 |
| Value | Count | Frequency (%) |
| 802719 | 1 | |
| 138070 | 1 | |
| 124391 | 1 | |
| 111281 | 1 | |
| 103979 | 1 | |
| 102120 | 1 | |
| 91049 | 1 | |
| 75117 | 1 | |
| 58448 | 1 | |
| 53609 | 1 |
2016
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 846 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 153 |
| Missing (%) | 5.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1352.1056 |
| Minimum | 0 |
|---|---|
| Maximum | 775303 |
| Zeros | 52 |
| Zeros (%) | 1.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 21 |
| median | 77 |
| Q3 | 328 |
| 95-th percentile | 4259.2 |
| Maximum | 775303 |
| Range | 775303 |
| Interquartile range (IQR) | 307 |
Descriptive statistics
| Standard deviation | 16606.123 |
|---|---|
| Coefficient of variation (CV) | 12.281676 |
| Kurtosis | 1867.0232 |
| Mean | 1352.1056 |
| Median Absolute Deviation (MAD) | 70 |
| Skewness | 40.771731 |
| Sum | 3431644 |
| Variance | 2.7576332 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 62 | 2.3% |
| 0 | 52 | 1.9% |
| 7 | 37 | 1.4% |
| 3 | 37 | 1.4% |
| 9 | 35 | 1.3% |
| 8 | 35 | 1.3% |
| 4 | 34 | 1.3% |
| 1 | 34 | 1.3% |
| 6 | 34 | 1.3% |
| 5 | 31 | 1.2% |
| Other values (836) | 2147 | |
| (Missing) | 153 | 5.7% |
| Value | Count | Frequency (%) |
| 0 | 52 | |
| 1 | 34 | |
| 2 | 62 | |
| 3 | 37 | |
| 4 | 34 | |
| 5 | 31 | |
| 6 | 34 | |
| 7 | 37 | |
| 8 | 35 | |
| 9 | 35 |
| Value | Count | Frequency (%) |
| 775303 | 1 | |
| 151048 | 1 | |
| 125137 | 1 | |
| 107533 | 1 | |
| 96256 | 1 | |
| 92725 | 1 | |
| 87666 | 1 | |
| 73766 | 1 | |
| 56783 | 1 | |
| 55828 | 1 |
2017
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 887 |
|---|---|
| Distinct (%) | 35.3% |
| Missing | 180 |
| Missing (%) | 6.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1428.1183 |
| Minimum | 0 |
|---|---|
| Maximum | 799155 |
| Zeros | 33 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 23 |
| median | 91 |
| Q3 | 358.5 |
| 95-th percentile | 4572.5 |
| Maximum | 799155 |
| Range | 799155 |
| Interquartile range (IQR) | 335.5 |
Descriptive statistics
| Standard deviation | 17246.295 |
|---|---|
| Coefficient of variation (CV) | 12.076237 |
| Kurtosis | 1831.1969 |
| Mean | 1428.1183 |
| Median Absolute Deviation (MAD) | 82 |
| Skewness | 40.323148 |
| Sum | 3586005 |
| Variance | 2.974347 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8 | 42 | 1.6% |
| 1 | 36 | 1.3% |
| 9 | 33 | 1.2% |
| 0 | 33 | 1.2% |
| 10 | 33 | 1.2% |
| 7 | 32 | 1.2% |
| 5 | 31 | 1.2% |
| 4 | 31 | 1.2% |
| 6 | 29 | 1.1% |
| 3 | 29 | 1.1% |
| Other values (877) | 2182 | |
| (Missing) | 180 | 6.7% |
| Value | Count | Frequency (%) |
| 0 | 33 | |
| 1 | 36 | |
| 2 | 27 | |
| 3 | 29 | |
| 4 | 31 | |
| 5 | 31 | |
| 6 | 29 | |
| 7 | 32 | |
| 8 | 42 | |
| 9 | 33 |
| Value | Count | Frequency (%) |
| 799155 | 1 | |
| 158104 | 1 | |
| 136501 | 1 | |
| 105390 | 1 | |
| 97655 | 1 | |
| 95320 | 1 | |
| 89748 | 1 | |
| 78664 | 1 | |
| 64176 | 1 | |
| 60400 | 1 |
2018
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 860 |
|---|---|
| Distinct (%) | 34.1% |
| Missing | 171 |
| Missing (%) | 6.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1332.2246 |
| Minimum | 0 |
|---|---|
| Maximum | 736149 |
| Zeros | 49 |
| Zeros (%) | 1.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 22 |
| median | 84 |
| Q3 | 341.25 |
| 95-th percentile | 4365.1 |
| Maximum | 736149 |
| Range | 736149 |
| Interquartile range (IQR) | 319.25 |
Descriptive statistics
| Standard deviation | 15944.979 |
|---|---|
| Coefficient of variation (CV) | 11.968687 |
| Kurtosis | 1798.9139 |
| Mean | 1332.2246 |
| Median Absolute Deviation (MAD) | 75 |
| Skewness | 39.844283 |
| Sum | 3357206 |
| Variance | 2.5424237 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 49 | 1.8% |
| 1 | 39 | 1.4% |
| 13 | 36 | 1.3% |
| 9 | 36 | 1.3% |
| 2 | 33 | 1.2% |
| 4 | 32 | 1.2% |
| 10 | 31 | 1.2% |
| 3 | 30 | 1.1% |
| 6 | 29 | 1.1% |
| 7 | 29 | 1.1% |
| Other values (850) | 2176 | |
| (Missing) | 171 | 6.4% |
| Value | Count | Frequency (%) |
| 0 | 49 | |
| 1 | 39 | |
| 2 | 33 | |
| 3 | 30 | |
| 4 | 32 | |
| 5 | 28 | |
| 6 | 29 | |
| 7 | 29 | |
| 8 | 25 | |
| 9 | 36 |
| Value | Count | Frequency (%) |
| 736149 | 1 | |
| 148429 | 1 | |
| 138189 | 1 | |
| 97321 | 1 | |
| 96002 | 1 | |
| 92471 | 1 | |
| 75140 | 1 | |
| 72144 | 1 | |
| 65473 | 1 | |
| 56557 | 1 |
2019
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 836 |
|---|---|
| Distinct (%) | 33.3% |
| Missing | 180 |
| Missing (%) | 6.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1261.9255 |
| Minimum | 0 |
|---|---|
| Maximum | 680649 |
| Zeros | 36 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 22 |
| median | 85 |
| Q3 | 324.5 |
| 95-th percentile | 4105 |
| Maximum | 680649 |
| Range | 680649 |
| Interquartile range (IQR) | 302.5 |
Descriptive statistics
| Standard deviation | 14811.172 |
|---|---|
| Coefficient of variation (CV) | 11.736962 |
| Kurtosis | 1772.1316 |
| Mean | 1261.9255 |
| Median Absolute Deviation (MAD) | 77 |
| Skewness | 39.465807 |
| Sum | 3168695 |
| Variance | 2.1937081 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 45 | 1.7% |
| 5 | 39 | 1.4% |
| 1 | 38 | 1.4% |
| 6 | 37 | 1.4% |
| 3 | 37 | 1.4% |
| 0 | 36 | 1.3% |
| 7 | 35 | 1.3% |
| 8 | 35 | 1.3% |
| 4 | 32 | 1.2% |
| 12 | 27 | 1.0% |
| Other values (826) | 2150 | |
| (Missing) | 180 | 6.7% |
| Value | Count | Frequency (%) |
| 0 | 36 | |
| 1 | 38 | |
| 2 | 45 | |
| 3 | 37 | |
| 4 | 32 | |
| 5 | 39 | |
| 6 | 37 | |
| 7 | 35 | |
| 8 | 35 | |
| 9 | 26 |
| Value | Count | Frequency (%) |
| 680649 | 1 | |
| 133892 | 1 | |
| 130202 | 1 | |
| 96312 | 1 | |
| 93081 | 1 | |
| 83446 | 1 | |
| 71345 | 1 | |
| 64792 | 1 | |
| 62023 | 1 | |
| 61221 | 1 |
2020
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 870 |
|---|---|
| Distinct (%) | 34.6% |
| Missing | 180 |
| Missing (%) | 6.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1392.3684 |
| Minimum | 0 |
|---|---|
| Maximum | 765032 |
| Zeros | 36 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 24 |
| median | 89 |
| Q3 | 374.5 |
| 95-th percentile | 4438.5 |
| Maximum | 765032 |
| Range | 765032 |
| Interquartile range (IQR) | 350.5 |
Descriptive statistics
| Standard deviation | 16577.821 |
|---|---|
| Coefficient of variation (CV) | 11.906203 |
| Kurtosis | 1802.0125 |
| Mean | 1392.3684 |
| Median Absolute Deviation (MAD) | 80 |
| Skewness | 39.90862 |
| Sum | 3496237 |
| Variance | 2.7482414 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4 | 40 | 1.5% |
| 13 | 36 | 1.3% |
| 0 | 36 | 1.3% |
| 1 | 35 | 1.3% |
| 6 | 34 | 1.3% |
| 15 | 31 | 1.2% |
| 2 | 31 | 1.2% |
| 10 | 30 | 1.1% |
| 3 | 29 | 1.1% |
| 5 | 29 | 1.1% |
| Other values (860) | 2180 | |
| (Missing) | 180 | 6.7% |
| Value | Count | Frequency (%) |
| 0 | 36 | |
| 1 | 35 | |
| 2 | 31 | |
| 3 | 29 | |
| 4 | 40 | |
| 5 | 29 | |
| 6 | 34 | |
| 7 | 29 | |
| 8 | 19 | |
| 9 | 27 |
| Value | Count | Frequency (%) |
| 765032 | 1 | |
| 163849 | 1 | |
| 116534 | 1 | |
| 116258 | 1 | |
| 101711 | 1 | |
| 88431 | 1 | |
| 81082 | 1 | |
| 69443 | 1 | |
| 68836 | 1 | |
| 55424 | 1 |
2021
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED
| Distinct | 878 |
|---|---|
| Distinct (%) | 35.0% |
| Missing | 180 |
| Missing (%) | 6.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1534.0777 |
| Minimum | 0 |
|---|---|
| Maximum | 867506 |
| Zeros | 22 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 26.5 |
| median | 94 |
| Q3 | 367 |
| 95-th percentile | 4745 |
| Maximum | 867506 |
| Range | 867506 |
| Interquartile range (IQR) | 340.5 |
Descriptive statistics
| Standard deviation | 18731.352 |
|---|---|
| Coefficient of variation (CV) | 12.210172 |
| Kurtosis | 1828.6216 |
| Mean | 1534.0777 |
| Median Absolute Deviation (MAD) | 83 |
| Skewness | 40.319483 |
| Sum | 3852069 |
| Variance | 3.5086353 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11 | 41 | 1.5% |
| 3 | 32 | 1.2% |
| 6 | 32 | 1.2% |
| 12 | 32 | 1.2% |
| 4 | 30 | 1.1% |
| 7 | 29 | 1.1% |
| 8 | 29 | 1.1% |
| 10 | 28 | 1.0% |
| 5 | 28 | 1.0% |
| 2 | 26 | 1.0% |
| Other values (868) | 2204 | |
| (Missing) | 180 | 6.7% |
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 1 | 23 | |
| 2 | 26 | |
| 3 | 32 | |
| 4 | 30 | |
| 5 | 28 | |
| 6 | 32 | |
| 7 | 29 | |
| 8 | 29 | |
| 9 | 19 |
| Value | Count | Frequency (%) |
| 867506 | 1 | |
| 198020 | 1 | |
| 130878 | 1 | |
| 107769 | 1 | |
| 100383 | 1 | |
| 97998 | 1 | |
| 92212 | 1 | |
| 79975 | 1 | |
| 71134 | 1 | |
| 66336 | 1 |
2022
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 823 |
|---|---|
| Distinct (%) | 32.8% |
| Missing | 180 |
| Missing (%) | 6.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1198.6268 |
| Minimum | 0 |
|---|---|
| Maximum | 645159 |
| Zeros | 36 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 23 |
| median | 89 |
| Q3 | 305.5 |
| 95-th percentile | 3792.5 |
| Maximum | 645159 |
| Range | 645159 |
| Interquartile range (IQR) | 282.5 |
Descriptive statistics
| Standard deviation | 13984.398 |
|---|---|
| Coefficient of variation (CV) | 11.667016 |
| Kurtosis | 1799.2157 |
| Mean | 1198.6268 |
| Median Absolute Deviation (MAD) | 79 |
| Skewness | 39.84285 |
| Sum | 3009752 |
| Variance | 1.9556339 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 41 | 1.5% |
| 6 | 40 | 1.5% |
| 5 | 36 | 1.3% |
| 8 | 36 | 1.3% |
| 0 | 36 | 1.3% |
| 3 | 34 | 1.3% |
| 9 | 33 | 1.2% |
| 2 | 33 | 1.2% |
| 4 | 32 | 1.2% |
| 10 | 28 | 1.0% |
| Other values (813) | 2162 | |
| (Missing) | 180 | 6.7% |
| Value | Count | Frequency (%) |
| 0 | 36 | |
| 1 | 41 | |
| 2 | 33 | |
| 3 | 34 | |
| 4 | 32 | |
| 5 | 36 | |
| 6 | 40 | |
| 7 | 28 | |
| 8 | 36 | |
| 9 | 33 |
| Value | Count | Frequency (%) |
| 645159 | 1 | |
| 133435 | 1 | |
| 110512 | 1 | |
| 84253 | 1 | |
| 79034 | 1 | |
| 74553 | 1 | |
| 71830 | 1 | |
| 62867 | 1 | |
| 55871 | 1 | |
| 50053 | 1 |
2023
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 745 |
|---|---|
| Distinct (%) | 29.6% |
| Missing | 171 |
| Missing (%) | 6.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 871.77857 |
| Minimum | 0 |
|---|---|
| Maximum | 466409 |
| Zeros | 43 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 19 |
| median | 73.5 |
| Q3 | 232.25 |
| 95-th percentile | 2802.75 |
| Maximum | 466409 |
| Range | 466409 |
| Interquartile range (IQR) | 213.25 |
Descriptive statistics
| Standard deviation | 10069.129 |
|---|---|
| Coefficient of variation (CV) | 11.550099 |
| Kurtosis | 1820.541 |
| Mean | 871.77857 |
| Median Absolute Deviation (MAD) | 64.5 |
| Skewness | 40.084601 |
| Sum | 2196882 |
| Variance | 1.0138736 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 46 | 1.7% |
| 2 | 46 | 1.7% |
| 4 | 44 | 1.6% |
| 0 | 43 | 1.6% |
| 7 | 43 | 1.6% |
| 3 | 42 | 1.6% |
| 8 | 39 | 1.4% |
| 14 | 35 | 1.3% |
| 5 | 33 | 1.2% |
| 6 | 31 | 1.2% |
| Other values (735) | 2118 | |
| (Missing) | 171 | 6.4% |
| Value | Count | Frequency (%) |
| 0 | 43 | |
| 1 | 46 | |
| 2 | 46 | |
| 3 | 42 | |
| 4 | 44 | |
| 5 | 33 | |
| 6 | 31 | |
| 7 | 43 | |
| 8 | 39 | |
| 9 | 29 |
| Value | Count | Frequency (%) |
| 466409 | 1 | |
| 86778 | 1 | |
| 69461 | 1 | |
| 65756 | 1 | |
| 58723 | 1 | |
| 57276 | 1 | |
| 52317 | 1 | |
| 45815 | 1 | |
| 43631 | 1 | |
| 41182 | 1 |
| 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2006 | 1.000 | 0.884 | 0.884 | 0.853 | 0.853 | 0.853 | 0.853 | 0.884 | 0.884 | 0.884 | 0.884 | 0.884 | 0.977 | 0.812 | 0.963 | 0.963 | 0.963 | 0.812 |
| 2007 | 0.884 | 1.000 | 1.000 | 0.999 | 0.999 | 0.999 | 0.999 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.996 | 0.850 | 0.850 | 0.850 | 0.996 |
| 2008 | 0.884 | 1.000 | 1.000 | 0.999 | 0.999 | 0.999 | 0.999 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.996 | 0.850 | 0.850 | 0.850 | 0.996 |
| 2009 | 0.853 | 0.999 | 0.999 | 1.000 | 1.000 | 1.000 | 1.000 | 0.999 | 0.999 | 0.999 | 0.999 | 0.999 | 0.891 | 0.999 | 0.891 | 0.891 | 0.891 | 0.999 |
| 2010 | 0.853 | 0.999 | 0.999 | 1.000 | 1.000 | 1.000 | 1.000 | 0.999 | 0.999 | 0.999 | 0.999 | 0.999 | 0.891 | 0.999 | 0.891 | 0.891 | 0.891 | 0.999 |
| 2011 | 0.853 | 0.999 | 0.999 | 1.000 | 1.000 | 1.000 | 1.000 | 0.999 | 0.999 | 0.999 | 0.999 | 0.999 | 0.891 | 0.999 | 0.891 | 0.891 | 0.891 | 0.999 |
| 2012 | 0.853 | 0.999 | 0.999 | 1.000 | 1.000 | 1.000 | 1.000 | 0.999 | 0.999 | 0.999 | 0.999 | 0.999 | 0.891 | 0.999 | 0.891 | 0.891 | 0.891 | 0.999 |
| 2013 | 0.884 | 1.000 | 1.000 | 0.999 | 0.999 | 0.999 | 0.999 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.996 | 0.850 | 0.850 | 0.850 | 0.996 |
| 2014 | 0.884 | 1.000 | 1.000 | 0.999 | 0.999 | 0.999 | 0.999 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.996 | 0.850 | 0.850 | 0.850 | 0.996 |
| 2015 | 0.884 | 1.000 | 1.000 | 0.999 | 0.999 | 0.999 | 0.999 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.996 | 0.850 | 0.850 | 0.850 | 0.996 |
| 2016 | 0.884 | 1.000 | 1.000 | 0.999 | 0.999 | 0.999 | 0.999 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.996 | 0.850 | 0.850 | 0.850 | 0.996 |
| 2017 | 0.884 | 1.000 | 1.000 | 0.999 | 0.999 | 0.999 | 0.999 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.996 | 0.850 | 0.850 | 0.850 | 0.996 |
| 2018 | 0.977 | 1.000 | 1.000 | 0.891 | 0.891 | 0.891 | 0.891 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.850 | 0.998 | 0.998 | 0.998 | 0.850 |
| 2019 | 0.812 | 0.996 | 0.996 | 0.999 | 0.999 | 0.999 | 0.999 | 0.996 | 0.996 | 0.996 | 0.996 | 0.996 | 0.850 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 2020 | 0.963 | 0.850 | 0.850 | 0.891 | 0.891 | 0.891 | 0.891 | 0.850 | 0.850 | 0.850 | 0.850 | 0.850 | 0.998 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 2021 | 0.963 | 0.850 | 0.850 | 0.891 | 0.891 | 0.891 | 0.891 | 0.850 | 0.850 | 0.850 | 0.850 | 0.850 | 0.998 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 2022 | 0.963 | 0.850 | 0.850 | 0.891 | 0.891 | 0.891 | 0.891 | 0.850 | 0.850 | 0.850 | 0.850 | 0.850 | 0.998 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 2023 | 0.812 | 0.996 | 0.996 | 0.999 | 0.999 | 0.999 | 0.999 | 0.996 | 0.996 | 0.996 | 0.996 | 0.996 | 0.850 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
| 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2006 | 1.000 | 0.899 | 0.873 | 0.841 | 0.822 | 0.836 | 0.822 | 0.828 | 0.833 | 0.833 | 0.821 | 0.823 | 0.824 | 0.812 | 0.809 | 0.818 | 0.795 | 0.777 |
| 2007 | 0.899 | 1.000 | 0.902 | 0.861 | 0.838 | 0.846 | 0.834 | 0.844 | 0.836 | 0.838 | 0.826 | 0.822 | 0.818 | 0.805 | 0.805 | 0.807 | 0.790 | 0.774 |
| 2008 | 0.873 | 0.902 | 1.000 | 0.875 | 0.852 | 0.856 | 0.847 | 0.837 | 0.835 | 0.832 | 0.825 | 0.814 | 0.817 | 0.805 | 0.802 | 0.803 | 0.788 | 0.773 |
| 2009 | 0.841 | 0.861 | 0.875 | 1.000 | 0.875 | 0.858 | 0.848 | 0.841 | 0.836 | 0.832 | 0.838 | 0.824 | 0.828 | 0.811 | 0.809 | 0.810 | 0.808 | 0.796 |
| 2010 | 0.822 | 0.838 | 0.852 | 0.875 | 1.000 | 0.881 | 0.864 | 0.854 | 0.835 | 0.834 | 0.829 | 0.829 | 0.823 | 0.812 | 0.805 | 0.800 | 0.793 | 0.792 |
| 2011 | 0.836 | 0.846 | 0.856 | 0.858 | 0.881 | 1.000 | 0.891 | 0.868 | 0.860 | 0.852 | 0.844 | 0.840 | 0.827 | 0.814 | 0.806 | 0.811 | 0.801 | 0.803 |
| 2012 | 0.822 | 0.834 | 0.847 | 0.848 | 0.864 | 0.891 | 1.000 | 0.888 | 0.869 | 0.859 | 0.846 | 0.838 | 0.833 | 0.821 | 0.815 | 0.815 | 0.808 | 0.808 |
| 2013 | 0.828 | 0.844 | 0.837 | 0.841 | 0.854 | 0.868 | 0.888 | 1.000 | 0.888 | 0.870 | 0.865 | 0.848 | 0.843 | 0.826 | 0.816 | 0.818 | 0.816 | 0.815 |
| 2014 | 0.833 | 0.836 | 0.835 | 0.836 | 0.835 | 0.860 | 0.869 | 0.888 | 1.000 | 0.899 | 0.881 | 0.865 | 0.857 | 0.845 | 0.829 | 0.829 | 0.818 | 0.811 |
| 2015 | 0.833 | 0.838 | 0.832 | 0.832 | 0.834 | 0.852 | 0.859 | 0.870 | 0.899 | 1.000 | 0.908 | 0.888 | 0.879 | 0.858 | 0.846 | 0.839 | 0.834 | 0.819 |
| 2016 | 0.821 | 0.826 | 0.825 | 0.838 | 0.829 | 0.844 | 0.846 | 0.865 | 0.881 | 0.908 | 1.000 | 0.904 | 0.885 | 0.865 | 0.853 | 0.841 | 0.832 | 0.829 |
| 2017 | 0.823 | 0.822 | 0.814 | 0.824 | 0.829 | 0.840 | 0.838 | 0.848 | 0.865 | 0.888 | 0.904 | 1.000 | 0.901 | 0.875 | 0.861 | 0.848 | 0.827 | 0.837 |
| 2018 | 0.824 | 0.818 | 0.817 | 0.828 | 0.823 | 0.827 | 0.833 | 0.843 | 0.857 | 0.879 | 0.885 | 0.901 | 1.000 | 0.899 | 0.878 | 0.856 | 0.844 | 0.841 |
| 2019 | 0.812 | 0.805 | 0.805 | 0.811 | 0.812 | 0.814 | 0.821 | 0.826 | 0.845 | 0.858 | 0.865 | 0.875 | 0.899 | 1.000 | 0.893 | 0.869 | 0.849 | 0.845 |
| 2020 | 0.809 | 0.805 | 0.802 | 0.809 | 0.805 | 0.806 | 0.815 | 0.816 | 0.829 | 0.846 | 0.853 | 0.861 | 0.878 | 0.893 | 1.000 | 0.889 | 0.863 | 0.842 |
| 2021 | 0.818 | 0.807 | 0.803 | 0.810 | 0.800 | 0.811 | 0.815 | 0.818 | 0.829 | 0.839 | 0.841 | 0.848 | 0.856 | 0.869 | 0.889 | 1.000 | 0.891 | 0.849 |
| 2022 | 0.795 | 0.790 | 0.788 | 0.808 | 0.793 | 0.801 | 0.808 | 0.816 | 0.818 | 0.834 | 0.832 | 0.827 | 0.844 | 0.849 | 0.863 | 0.891 | 1.000 | 0.874 |
| 2023 | 0.777 | 0.774 | 0.773 | 0.796 | 0.792 | 0.803 | 0.808 | 0.815 | 0.811 | 0.819 | 0.829 | 0.837 | 0.841 | 0.845 | 0.842 | 0.849 | 0.874 | 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.
| 지역_거래주체 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 전국_개인->개인 | 708465 | 669176 | 671194 | 692334 | 635364 | 662416 | 627437 | 636087 | 717491 | 802719 | 775303 | 799155 | 736149 | 680649 | 765032 | 867506 | 645159 | 466409 |
| 1 | 전국_개인->법인 | 144419 | 102787 | 124258 | 102312 | 91873 | 88713 | 83826 | 84922 | 84222 | 102120 | 96256 | 97655 | 96002 | 93081 | 116534 | 130878 | 110512 | 69461 |
| 2 | 전국_개인->기타 | 16276 | 19105 | 23092 | 26220 | 26027 | 25267 | 27184 | 25251 | 28301 | 27330 | 29907 | 34753 | 36360 | 37416 | 42331 | 51811 | 50053 | 41182 |
| 3 | 전국_법인->개인 | 93600 | 82836 | 84296 | 80856 | 80625 | 92058 | 87105 | 84210 | 92598 | 111281 | 125137 | 136501 | 138189 | 130202 | 116258 | 97998 | 74553 | 57276 |
| 4 | 전국_법인->법인 | 19083 | 21816 | 21234 | 20486 | 21710 | 26015 | 22566 | 24723 | 29811 | 27976 | 29727 | 32667 | 30136 | 33178 | 40869 | 43573 | 35602 | 26844 |
| 5 | 전국_법인->기타 | 1822 | 2284 | 2708 | 4473 | 4393 | 4159 | 3948 | 3610 | 5451 | 5317 | 5749 | 6009 | 5560 | 5490 | 5095 | 6501 | 5702 | 4799 |
| 6 | 전국_기타->개인 | 21012 | 25250 | 26823 | 27718 | 28234 | 32549 | 29365 | 26797 | 25622 | 29501 | 29619 | 32397 | 26347 | 22262 | 21924 | 22838 | 23112 | 20929 |
| 7 | 전국_기타->법인 | 7564 | 9980 | 11987 | 10077 | 10775 | 9959 | 11515 | 9681 | 11188 | 10989 | 12334 | 13353 | 11241 | 11961 | 11934 | 14341 | 15081 | 9943 |
| 8 | 전국_기타->기타 | 2780 | 4068 | 4936 | 7839 | 6002 | 7753 | 8023 | 6940 | 6387 | 7453 | 7942 | 8217 | 8686 | 9497 | 10592 | 12638 | 14033 | 13249 |
| 9 | 서울_개인->개인 | 19170 | 13523 | 14231 | 12228 | 8788 | 8888 | 7444 | 7614 | 9320 | 10777 | 11910 | 11917 | 11083 | 10333 | 11549 | 10433 | 6819 | 4956 |
| 지역_거래주체 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2681 | 제주 제주시_기타->기타 | 25 | 52 | 87 | 120 | 174 | 118 | 119 | 115 | 80 | 94 | 128 | 155 | 207 | 319 | 299 | 235 | 346 | 304 |
| 2682 | 제주 서귀포시_개인->개인 | 4404 | 7035 | 5243 | 5373 | 5637 | 6262 | 6534 | 8421 | 11450 | 13540 | 11834 | 10191 | 8377 | 7353 | 6308 | 7475 | 6221 | 4422 |
| 2683 | 제주 서귀포시_개인->법인 | 465 | 1516 | 806 | 1147 | 780 | 809 | 1141 | 1164 | 1824 | 2425 | 1730 | 1121 | 855 | 612 | 566 | 762 | 879 | 699 |
| 2684 | 제주 서귀포시_개인->기타 | 42 | 73 | 104 | 105 | 108 | 110 | 110 | 216 | 237 | 139 | 88 | 116 | 101 | 131 | 127 | 91 | 149 | 191 |
| 2685 | 제주 서귀포시_법인->개인 | 489 | 1107 | 782 | 508 | 981 | 1234 | 2122 | 2050 | 2968 | 5999 | 5856 | 4478 | 3057 | 1423 | 696 | 644 | 492 | 330 |
| 2686 | 제주 서귀포시_법인->법인 | 118 | 552 | 267 | 679 | 173 | 146 | 134 | 434 | 513 | 930 | 1014 | 473 | 546 | 305 | 212 | 233 | 213 | 139 |
| 2687 | 제주 서귀포시_법인->기타 | 0 | 6 | 25 | 3 | 7 | 34 | 12 | 22 | 13 | 19 | 6 | 13 | 13 | 21 | 6 | 19 | 12 | 97 |
| 2688 | 제주 서귀포시_기타->개인 | 68 | 147 | 100 | 220 | 276 | 336 | 316 | 323 | 259 | 338 | 327 | 222 | 167 | 223 | 87 | 122 | 189 | 147 |
| 2689 | 제주 서귀포시_기타->법인 | 101 | 69 | 70 | 93 | 55 | 43 | 30 | 22 | 45 | 141 | 31 | 24 | 14 | 113 | 9 | 44 | 29 | 36 |
| 2690 | 제주 서귀포시_기타->기타 | 13 | 31 | 21 | 22 | 39 | 44 | 56 | 38 | 37 | 25 | 22 | 78 | 55 | 20 | 18 | 79 | 62 | 45 |