Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 2691 |
| Missing cells | 3447 |
| Missing cells (%) | 6.7% |
| 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 아파트매매 거래현황의 연도별 거래주체별(면적) 데이터입니다.-(단위 : 천㎡)- 공표시기 : 익월 말일경 |
|---|---|
| Author | 한국부동산원 |
| URL | https://www.data.go.kr/data/15068505/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 216 (8.0%) missing values | Missing |
2007 has 261 (9.7%) missing values | Missing |
2008 has 234 (8.7%) missing values | Missing |
2009 has 234 (8.7%) missing values | Missing |
2010 has 180 (6.7%) missing values | Missing |
2011 has 207 (7.7%) missing values | Missing |
2012 has 189 (7.0%) missing values | Missing |
2013 has 189 (7.0%) missing values | Missing |
2014 has 135 (5.0%) missing values | Missing |
2015 has 162 (6.0%) missing values | Missing |
2016 has 162 (6.0%) missing values | Missing |
2017 has 189 (7.0%) missing values | Missing |
2018 has 180 (6.7%) missing values | Missing |
2019 has 189 (7.0%) missing values | Missing |
2020 has 189 (7.0%) 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 = 38.53686792) | Skewed |
2007 is highly skewed (γ1 = 39.74659386) | Skewed |
2008 is highly skewed (γ1 = 40.00058793) | Skewed |
2009 is highly skewed (γ1 = 39.53517424) | Skewed |
2010 is highly skewed (γ1 = 40.70756615) | Skewed |
2011 is highly skewed (γ1 = 40.30253794) | Skewed |
2012 is highly skewed (γ1 = 40.98230155) | Skewed |
2013 is highly skewed (γ1 = 41.40202768) | Skewed |
2014 is highly skewed (γ1 = 42.15985726) | Skewed |
2015 is highly skewed (γ1 = 41.59213347) | Skewed |
2016 is highly skewed (γ1 = 41.37947229) | Skewed |
2017 is highly skewed (γ1 = 41.53524559) | Skewed |
2018 is highly skewed (γ1 = 41.07447364) | Skewed |
2019 is highly skewed (γ1 = 42.24951739) | Skewed |
2020 is highly skewed (γ1 = 41.59359138) | Skewed |
2021 is highly skewed (γ1 = 42.2451458) | Skewed |
2022 is highly skewed (γ1 = 43.18453564) | Skewed |
2023 is highly skewed (γ1 = 42.79353831) | Skewed |
아파트매매 거래주체별 has unique values | Unique |
2006 has 1514 (56.3%) zeros | Zeros |
2007 has 1470 (54.6%) zeros | Zeros |
2008 has 1486 (55.2%) zeros | Zeros |
2009 has 1386 (51.5%) zeros | Zeros |
2010 has 1408 (52.3%) zeros | Zeros |
2011 has 1309 (48.6%) zeros | Zeros |
2012 has 1403 (52.1%) zeros | Zeros |
2013 has 1440 (53.5%) zeros | Zeros |
2014 has 1532 (56.9%) zeros | Zeros |
2015 has 1426 (53.0%) zeros | Zeros |
2016 has 1494 (55.5%) zeros | Zeros |
2017 has 1482 (55.1%) zeros | Zeros |
2018 has 1469 (54.6%) zeros | Zeros |
2019 has 1413 (52.5%) zeros | Zeros |
2020 has 1325 (49.2%) zeros | Zeros |
2021 has 1429 (53.1%) zeros | Zeros |
2022 has 1546 (57.5%) zeros | Zeros |
2023 has 1597 (59.3%) zeros | Zeros |
Reproduction
| Analysis started | 2024-03-23 04:20:57.386361 |
|---|---|
| Analysis finished | 2024-03-23 04:23:17.059400 |
| Duration | 2 minutes and 19.67 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
아파트매매 거래주체별
Text
UNIQUE
| Distinct | 2691 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 21.2 KiB |
Length
| Max length | 21 |
|---|---|
| Median length | 12 |
| Mean length | 12.354515 |
| Min length | 9 |
Characters and Unicode
| Total characters | 33246 |
|---|---|
| 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 | 477 | 8.9% |
| 경남 | 243 | 4.5% |
| 경북 | 234 | 4.3% |
| 서울 | 234 | 4.3% |
| 전남 | 207 | 3.8% |
| 충남 | 180 | 3.3% |
| 충북 | 180 | 3.3% |
| 강원 | 171 | 3.2% |
| 부산 | 153 | 2.8% |
| 전북 | 153 | 2.8% |
| Other values (2331) | 3150 |
Most occurring characters
| Value | Count | Frequency (%) |
| 인 | 3750 | 11.3% |
| 2691 | 8.1% | |
| / | 2691 | 8.1% |
| > | 2691 | 8.1% |
| 기 | 2298 | 6.9% |
| 개 | 1794 | 5.4% |
| 법 | 1794 | 5.4% |
| 타 | 1794 | 5.4% |
| 구 | 1269 | 3.8% |
| 시 | 1098 | 3.3% |
| Other values (143) | 11376 |
Most occurring categories
| Value | Count | Frequency (%) |
| Other Letter | 24795 | |
| Space Separator | 2691 | 8.1% |
| Other Punctuation | 2691 | 8.1% |
| Math Symbol | 2691 | 8.1% |
| Open Punctuation | 171 | 0.5% |
| Close Punctuation | 171 | 0.5% |
| Dash Punctuation | 36 | 0.1% |
Most frequent character per category
Other Letter
| Value | Count | Frequency (%) |
| 인 | 3750 | |
| 기 | 2298 | 9.3% |
| 개 | 1794 | 7.2% |
| 법 | 1794 | 7.2% |
| 타 | 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 (%) |
| 2691 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 2691 |
Math Symbol
| Value | Count | Frequency (%) |
| > | 2691 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 171 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 171 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 36 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Hangul | 24795 | |
| Common | 8451 | 25.4% |
Most frequent character per script
Hangul
| Value | Count | Frequency (%) |
| 인 | 3750 | |
| 기 | 2298 | 9.3% |
| 개 | 1794 | 7.2% |
| 법 | 1794 | 7.2% |
| 타 | 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 (%) |
| 2691 | ||
| / | 2691 | |
| > | 2691 | |
| ( | 171 | 2.0% |
| ) | 171 | 2.0% |
| - | 36 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| Hangul | 24795 | |
| ASCII | 8451 | 25.4% |
Most frequent character per block
Hangul
| Value | Count | Frequency (%) |
| 인 | 3750 | |
| 기 | 2298 | 9.3% |
| 개 | 1794 | 7.2% |
| 법 | 1794 | 7.2% |
| 타 | 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 (%) |
| 2691 | ||
| / | 2691 | |
| > | 2691 | |
| ( | 171 | 2.0% |
| ) | 171 | 2.0% |
| - | 36 | 0.4% |
2006
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 235 |
|---|---|
| Distinct (%) | 9.5% |
| Missing | 216 |
| Missing (%) | 8.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.525657 |
| Minimum | 0 |
|---|---|
| Maximum | 45131 |
| Zeros | 1514 |
| Zeros (%) | 56.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 205 |
| Maximum | 45131 |
| Range | 45131 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1007.0756 |
|---|---|
| Coefficient of variation (CV) | 14.91397 |
| Kurtosis | 1654.9713 |
| Mean | 67.525657 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 38.536868 |
| Sum | 167126 |
| Variance | 1014201.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1514 | |
| 1 | 244 | 9.1% |
| 2 | 94 | 3.5% |
| 3 | 52 | 1.9% |
| 4 | 35 | 1.3% |
| 5 | 31 | 1.2% |
| 6 | 27 | 1.0% |
| 7 | 21 | 0.8% |
| 8 | 19 | 0.7% |
| 10 | 19 | 0.7% |
| Other values (225) | 419 | 15.6% |
| (Missing) | 216 | 8.0% |
| Value | Count | Frequency (%) |
| 0 | 1514 | |
| 1 | 244 | 9.1% |
| 2 | 94 | 3.5% |
| 3 | 52 | 1.9% |
| 4 | 35 | 1.3% |
| 5 | 31 | 1.2% |
| 6 | 27 | 1.0% |
| 7 | 21 | 0.8% |
| 8 | 19 | 0.7% |
| 9 | 15 | 0.6% |
| Value | Count | Frequency (%) |
| 45131 | 1 | |
| 16502 | 1 | |
| 10283 | 1 | |
| 5823 | 1 | |
| 3165 | 1 | |
| 2438 | 1 | |
| 1926 | 1 | |
| 1897 | 1 | |
| 1743 | 1 | |
| 1653 | 1 |
2007
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 231 |
|---|---|
| Distinct (%) | 9.5% |
| Missing | 261 |
| Missing (%) | 9.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.086831 |
| Minimum | 0 |
|---|---|
| Maximum | 29866 |
| Zeros | 1470 |
| Zeros (%) | 54.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 162.55 |
| Maximum | 29866 |
| Range | 29866 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 656.75361 |
|---|---|
| Coefficient of variation (CV) | 13.65766 |
| Kurtosis | 1762.3518 |
| Mean | 48.086831 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 39.746594 |
| Sum | 116851 |
| Variance | 431325.31 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1470 | |
| 1 | 207 | 7.7% |
| 2 | 99 | 3.7% |
| 3 | 68 | 2.5% |
| 4 | 57 | 2.1% |
| 5 | 28 | 1.0% |
| 7 | 22 | 0.8% |
| 10 | 19 | 0.7% |
| 8 | 19 | 0.7% |
| 6 | 17 | 0.6% |
| Other values (221) | 424 | 15.8% |
| (Missing) | 261 | 9.7% |
| Value | Count | Frequency (%) |
| 0 | 1470 | |
| 1 | 207 | 7.7% |
| 2 | 99 | 3.7% |
| 3 | 68 | 2.5% |
| 4 | 57 | 2.1% |
| 5 | 28 | 1.0% |
| 6 | 17 | 0.6% |
| 7 | 22 | 0.8% |
| 8 | 19 | 0.7% |
| 9 | 15 | 0.6% |
| Value | Count | Frequency (%) |
| 29866 | 1 | |
| 7717 | 1 | |
| 6108 | 1 | |
| 4315 | 1 | |
| 2734 | 1 | |
| 2690 | 1 | |
| 2037 | 1 | |
| 1485 | 1 | |
| 1411 | 1 | |
| 1312 | 1 |
2008
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 242 |
|---|---|
| Distinct (%) | 9.8% |
| Missing | 234 |
| Missing (%) | 8.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.408221 |
| Minimum | 0 |
|---|---|
| Maximum | 31822 |
| Zeros | 1486 |
| Zeros (%) | 55.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 186.4 |
| Maximum | 31822 |
| Range | 31822 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 695.22343 |
|---|---|
| Coefficient of variation (CV) | 13.265541 |
| Kurtosis | 1787.4236 |
| Mean | 52.408221 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 40.000588 |
| Sum | 128767 |
| Variance | 483335.61 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1486 | |
| 1 | 219 | 8.1% |
| 2 | 80 | 3.0% |
| 3 | 65 | 2.4% |
| 4 | 48 | 1.8% |
| 5 | 32 | 1.2% |
| 6 | 27 | 1.0% |
| 7 | 19 | 0.7% |
| 10 | 15 | 0.6% |
| 9 | 15 | 0.6% |
| Other values (232) | 451 | 16.8% |
| (Missing) | 234 | 8.7% |
| Value | Count | Frequency (%) |
| 0 | 1486 | |
| 1 | 219 | 8.1% |
| 2 | 80 | 3.0% |
| 3 | 65 | 2.4% |
| 4 | 48 | 1.8% |
| 5 | 32 | 1.2% |
| 6 | 27 | 1.0% |
| 7 | 19 | 0.7% |
| 8 | 12 | 0.4% |
| 9 | 15 | 0.6% |
| Value | Count | Frequency (%) |
| 31822 | 1 | |
| 7754 | 1 | |
| 6747 | 1 | |
| 4377 | 1 | |
| 3116 | 1 | |
| 2565 | 1 | |
| 2129 | 1 | |
| 1803 | 1 | |
| 1554 | 1 | |
| 1490 | 1 |
2009
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 255 |
|---|---|
| Distinct (%) | 10.4% |
| Missing | 234 |
| Missing (%) | 8.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61.773708 |
| Minimum | 0 |
|---|---|
| Maximum | 36829 |
| Zeros | 1386 |
| Zeros (%) | 51.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 4 |
| 95-th percentile | 216.4 |
| Maximum | 36829 |
| Range | 36829 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 808.84462 |
|---|---|
| Coefficient of variation (CV) | 13.093671 |
| Kurtosis | 1752.3546 |
| Mean | 61.773708 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 39.535174 |
| Sum | 151778 |
| Variance | 654229.61 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1386 | |
| 1 | 286 | 10.6% |
| 2 | 95 | 3.5% |
| 3 | 61 | 2.3% |
| 5 | 40 | 1.5% |
| 4 | 39 | 1.4% |
| 7 | 25 | 0.9% |
| 8 | 18 | 0.7% |
| 10 | 18 | 0.7% |
| 9 | 17 | 0.6% |
| Other values (245) | 472 | 17.5% |
| (Missing) | 234 | 8.7% |
| Value | Count | Frequency (%) |
| 0 | 1386 | |
| 1 | 286 | 10.6% |
| 2 | 95 | 3.5% |
| 3 | 61 | 2.3% |
| 4 | 39 | 1.4% |
| 5 | 40 | 1.5% |
| 6 | 15 | 0.6% |
| 7 | 25 | 0.9% |
| 8 | 18 | 0.7% |
| 9 | 17 | 0.6% |
| Value | Count | Frequency (%) |
| 36829 | 1 | |
| 9702 | 1 | |
| 7617 | 1 | |
| 5829 | 1 | |
| 3715 | 1 | |
| 2484 | 1 | |
| 2476 | 1 | |
| 1899 | 1 | |
| 1890 | 1 | |
| 1749 | 1 |
2010
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 247 |
|---|---|
| Distinct (%) | 9.8% |
| Missing | 180 |
| Missing (%) | 6.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.618479 |
| Minimum | 0 |
|---|---|
| Maximum | 33481 |
| Zeros | 1408 |
| Zeros (%) | 52.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 190 |
| Maximum | 33481 |
| Range | 33481 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 720.90568 |
|---|---|
| Coefficient of variation (CV) | 12.961622 |
| Kurtosis | 1851.1002 |
| Mean | 55.618479 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 40.707566 |
| Sum | 139658 |
| Variance | 519704.99 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1408 | |
| 1 | 310 | 11.5% |
| 2 | 108 | 4.0% |
| 3 | 65 | 2.4% |
| 4 | 39 | 1.4% |
| 5 | 30 | 1.1% |
| 7 | 25 | 0.9% |
| 8 | 22 | 0.8% |
| 6 | 20 | 0.7% |
| 10 | 14 | 0.5% |
| Other values (237) | 470 | 17.5% |
| (Missing) | 180 | 6.7% |
| Value | Count | Frequency (%) |
| 0 | 1408 | |
| 1 | 310 | 11.5% |
| 2 | 108 | 4.0% |
| 3 | 65 | 2.4% |
| 4 | 39 | 1.4% |
| 5 | 30 | 1.1% |
| 6 | 20 | 0.7% |
| 7 | 25 | 0.9% |
| 8 | 22 | 0.8% |
| 9 | 9 | 0.3% |
| Value | Count | Frequency (%) |
| 33481 | 1 | |
| 7667 | 1 | |
| 6481 | 1 | |
| 4255 | 1 | |
| 3441 | 1 | |
| 3294 | 1 | |
| 2272 | 1 | |
| 1991 | 1 | |
| 1880 | 1 | |
| 1798 | 1 |
2011
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 269 |
|---|---|
| Distinct (%) | 10.8% |
| Missing | 207 |
| Missing (%) | 7.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.006441 |
| Minimum | 0 |
|---|---|
| Maximum | 41515 |
| Zeros | 1309 |
| Zeros (%) | 48.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 4 |
| 95-th percentile | 243.7 |
| Maximum | 41515 |
| Range | 41515 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 901.33236 |
|---|---|
| Coefficient of variation (CV) | 13.061569 |
| Kurtosis | 1812.7689 |
| Mean | 69.006441 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 40.302538 |
| Sum | 171412 |
| Variance | 812400.02 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1309 | |
| 1 | 349 | 13.0% |
| 2 | 111 | 4.1% |
| 3 | 70 | 2.6% |
| 4 | 45 | 1.7% |
| 5 | 36 | 1.3% |
| 9 | 22 | 0.8% |
| 6 | 19 | 0.7% |
| 8 | 17 | 0.6% |
| 10 | 15 | 0.6% |
| Other values (259) | 491 | 18.2% |
| (Missing) | 207 | 7.7% |
| Value | Count | Frequency (%) |
| 0 | 1309 | |
| 1 | 349 | 13.0% |
| 2 | 111 | 4.1% |
| 3 | 70 | 2.6% |
| 4 | 45 | 1.7% |
| 5 | 36 | 1.3% |
| 6 | 19 | 0.7% |
| 7 | 15 | 0.6% |
| 8 | 17 | 0.6% |
| 9 | 22 | 0.8% |
| Value | Count | Frequency (%) |
| 41515 | 1 | |
| 9919 | 1 | |
| 9346 | 1 | |
| 4499 | 1 | |
| 3933 | 1 | |
| 3161 | 1 | |
| 3044 | 1 | |
| 2210 | 1 | |
| 2130 | 1 | |
| 1947 | 1 |
2012
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 240 |
|---|---|
| Distinct (%) | 9.6% |
| Missing | 189 |
| Missing (%) | 7.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.701839 |
| Minimum | 0 |
|---|---|
| Maximum | 30126 |
| Zeros | 1403 |
| Zeros (%) | 52.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 171 |
| Maximum | 30126 |
| Range | 30126 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 648.02752 |
|---|---|
| Coefficient of variation (CV) | 13.306018 |
| Kurtosis | 1865.9371 |
| Mean | 48.701839 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 40.982302 |
| Sum | 121852 |
| Variance | 419939.67 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1403 | |
| 1 | 338 | 12.6% |
| 2 | 100 | 3.7% |
| 3 | 46 | 1.7% |
| 4 | 40 | 1.5% |
| 5 | 35 | 1.3% |
| 6 | 26 | 1.0% |
| 8 | 24 | 0.9% |
| 9 | 21 | 0.8% |
| 10 | 14 | 0.5% |
| Other values (230) | 455 | 16.9% |
| (Missing) | 189 | 7.0% |
| Value | Count | Frequency (%) |
| 0 | 1403 | |
| 1 | 338 | 12.6% |
| 2 | 100 | 3.7% |
| 3 | 46 | 1.7% |
| 4 | 40 | 1.5% |
| 5 | 35 | 1.3% |
| 6 | 26 | 1.0% |
| 7 | 14 | 0.5% |
| 8 | 24 | 0.9% |
| 9 | 21 | 0.8% |
| Value | Count | Frequency (%) |
| 30126 | 1 | |
| 6973 | 1 | |
| 6186 | 1 | |
| 3153 | 1 | |
| 2600 | 1 | |
| 2323 | 1 | |
| 1992 | 1 | |
| 1973 | 1 | |
| 1874 | 1 | |
| 1684 | 1 |
2013
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 236 |
|---|---|
| Distinct (%) | 9.4% |
| Missing | 189 |
| Missing (%) | 7.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.807354 |
| Minimum | 0 |
|---|---|
| Maximum | 38675 |
| Zeros | 1440 |
| Zeros (%) | 53.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 202.85 |
| Maximum | 38675 |
| Range | 38675 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 829.32028 |
|---|---|
| Coefficient of variation (CV) | 14.102323 |
| Kurtosis | 1891.3338 |
| Mean | 58.807354 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 41.402028 |
| Sum | 147136 |
| Variance | 687772.13 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1440 | |
| 1 | 283 | 10.5% |
| 2 | 118 | 4.4% |
| 3 | 71 | 2.6% |
| 4 | 34 | 1.3% |
| 5 | 32 | 1.2% |
| 6 | 27 | 1.0% |
| 9 | 23 | 0.9% |
| 7 | 21 | 0.8% |
| 8 | 17 | 0.6% |
| Other values (226) | 436 | 16.2% |
| (Missing) | 189 | 7.0% |
| Value | Count | Frequency (%) |
| 0 | 1440 | |
| 1 | 283 | 10.5% |
| 2 | 118 | 4.4% |
| 3 | 71 | 2.6% |
| 4 | 34 | 1.3% |
| 5 | 32 | 1.2% |
| 6 | 27 | 1.0% |
| 7 | 21 | 0.8% |
| 8 | 17 | 0.6% |
| 9 | 23 | 0.9% |
| Value | Count | Frequency (%) |
| 38675 | 1 | |
| 10084 | 1 | |
| 5790 | 1 | |
| 4914 | 1 | |
| 3111 | 1 | |
| 2912 | 1 | |
| 2702 | 1 | |
| 2342 | 1 | |
| 1987 | 1 | |
| 1938 | 1 |
2014
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 258 |
|---|---|
| Distinct (%) | 10.1% |
| Missing | 135 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 69.504695 |
| Minimum | 0 |
|---|---|
| Maximum | 48380 |
| Zeros | 1532 |
| Zeros (%) | 56.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 234 |
| Maximum | 48380 |
| Range | 48380 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1024.0904 |
|---|---|
| Coefficient of variation (CV) | 14.734118 |
| Kurtosis | 1951.242 |
| Mean | 69.504695 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 42.159857 |
| Sum | 177654 |
| Variance | 1048761.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1532 | |
| 1 | 227 | 8.4% |
| 2 | 111 | 4.1% |
| 3 | 77 | 2.9% |
| 4 | 45 | 1.7% |
| 6 | 31 | 1.2% |
| 8 | 25 | 0.9% |
| 5 | 23 | 0.9% |
| 7 | 19 | 0.7% |
| 10 | 18 | 0.7% |
| Other values (248) | 448 | 16.6% |
| (Missing) | 135 | 5.0% |
| Value | Count | Frequency (%) |
| 0 | 1532 | |
| 1 | 227 | 8.4% |
| 2 | 111 | 4.1% |
| 3 | 77 | 2.9% |
| 4 | 45 | 1.7% |
| 5 | 23 | 0.9% |
| 6 | 31 | 1.2% |
| 7 | 19 | 0.7% |
| 8 | 25 | 0.9% |
| 9 | 18 | 0.7% |
| Value | Count | Frequency (%) |
| 48380 | 1 | |
| 13064 | 1 | |
| 6868 | 1 | |
| 5089 | 1 | |
| 4077 | 1 | |
| 3360 | 1 | |
| 3046 | 1 | |
| 2899 | 1 | |
| 2752 | 1 | |
| 2012 | 1 |
2015
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 252 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 162 |
| Missing (%) | 6.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77.491103 |
| Minimum | 0 |
|---|---|
| Maximum | 55522 |
| Zeros | 1426 |
| Zeros (%) | 53.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 266 |
| Maximum | 55522 |
| Range | 55522 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1187.0809 |
|---|---|
| Coefficient of variation (CV) | 15.318932 |
| Kurtosis | 1898.7722 |
| Mean | 77.491103 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 41.592133 |
| Sum | 195975 |
| Variance | 1409161.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1426 | |
| 1 | 308 | 11.4% |
| 2 | 110 | 4.1% |
| 3 | 72 | 2.7% |
| 4 | 54 | 2.0% |
| 5 | 46 | 1.7% |
| 7 | 32 | 1.2% |
| 6 | 23 | 0.9% |
| 8 | 17 | 0.6% |
| 11 | 15 | 0.6% |
| Other values (242) | 426 | 15.8% |
| (Missing) | 162 | 6.0% |
| Value | Count | Frequency (%) |
| 0 | 1426 | |
| 1 | 308 | 11.4% |
| 2 | 110 | 4.1% |
| 3 | 72 | 2.7% |
| 4 | 54 | 2.0% |
| 5 | 46 | 1.7% |
| 6 | 23 | 0.9% |
| 7 | 32 | 1.2% |
| 8 | 17 | 0.6% |
| 9 | 15 | 0.6% |
| Value | Count | Frequency (%) |
| 55522 | 1 | |
| 15958 | 1 | |
| 9846 | 1 | |
| 5207 | 1 | |
| 4126 | 1 | |
| 3692 | 1 | |
| 3514 | 1 | |
| 2844 | 1 | |
| 1897 | 1 | |
| 1834 | 1 |
2016
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 246 |
|---|---|
| Distinct (%) | 9.7% |
| Missing | 162 |
| Missing (%) | 6.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.303282 |
| Minimum | 0 |
|---|---|
| Maximum | 46881 |
| Zeros | 1494 |
| Zeros (%) | 55.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 214.2 |
| Maximum | 46881 |
| Range | 46881 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1004.8984 |
|---|---|
| Coefficient of variation (CV) | 15.388176 |
| Kurtosis | 1881.0206 |
| Mean | 65.303282 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 41.379472 |
| Sum | 165152 |
| Variance | 1009820.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1494 | |
| 1 | 266 | 9.9% |
| 2 | 104 | 3.9% |
| 3 | 75 | 2.8% |
| 4 | 42 | 1.6% |
| 5 | 42 | 1.6% |
| 6 | 34 | 1.3% |
| 9 | 20 | 0.7% |
| 7 | 18 | 0.7% |
| 8 | 16 | 0.6% |
| Other values (236) | 418 | 15.5% |
| (Missing) | 162 | 6.0% |
| Value | Count | Frequency (%) |
| 0 | 1494 | |
| 1 | 266 | 9.9% |
| 2 | 104 | 3.9% |
| 3 | 75 | 2.8% |
| 4 | 42 | 1.6% |
| 5 | 42 | 1.6% |
| 6 | 34 | 1.3% |
| 7 | 18 | 0.7% |
| 8 | 16 | 0.6% |
| 9 | 20 | 0.7% |
| Value | Count | Frequency (%) |
| 46881 | 1 | |
| 13690 | 1 | |
| 9084 | 1 | |
| 4441 | 1 | |
| 3225 | 1 | |
| 3127 | 1 | |
| 2587 | 1 | |
| 1750 | 1 | |
| 1582 | 1 | |
| 1568 | 1 |
2017
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 236 |
|---|---|
| Distinct (%) | 9.4% |
| Missing | 189 |
| Missing (%) | 7.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.82534 |
| Minimum | 0 |
|---|---|
| Maximum | 42887 |
| Zeros | 1482 |
| Zeros (%) | 55.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 185.9 |
| Maximum | 42887 |
| Range | 42887 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 920.74534 |
|---|---|
| Coefficient of variation (CV) | 15.652189 |
| Kurtosis | 1888.1078 |
| Mean | 58.82534 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 41.535246 |
| Sum | 147181 |
| Variance | 847771.98 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1482 | |
| 1 | 276 | 10.3% |
| 2 | 136 | 5.1% |
| 3 | 69 | 2.6% |
| 4 | 46 | 1.7% |
| 5 | 39 | 1.4% |
| 6 | 27 | 1.0% |
| 7 | 22 | 0.8% |
| 12 | 16 | 0.6% |
| 8 | 14 | 0.5% |
| Other values (226) | 375 | 13.9% |
| (Missing) | 189 | 7.0% |
| Value | Count | Frequency (%) |
| 0 | 1482 | |
| 1 | 276 | 10.3% |
| 2 | 136 | 5.1% |
| 3 | 69 | 2.6% |
| 4 | 46 | 1.7% |
| 5 | 39 | 1.4% |
| 6 | 27 | 1.0% |
| 7 | 22 | 0.8% |
| 8 | 14 | 0.5% |
| 9 | 14 | 0.5% |
| Value | Count | Frequency (%) |
| 42887 | 1 | |
| 12196 | 1 | |
| 8356 | 1 | |
| 2945 | 1 | |
| 2746 | 1 | |
| 2583 | 1 | |
| 2110 | 1 | |
| 1969 | 1 | |
| 1699 | 1 | |
| 1572 | 1 |
2018
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 215 |
|---|---|
| Distinct (%) | 8.6% |
| Missing | 180 |
| Missing (%) | 6.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.124253 |
| Minimum | 0 |
|---|---|
| Maximum | 40198 |
| Zeros | 1469 |
| Zeros (%) | 54.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 168.5 |
| Maximum | 40198 |
| Range | 40198 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 867.34602 |
|---|---|
| Coefficient of variation (CV) | 15.734381 |
| Kurtosis | 1849.933 |
| Mean | 55.124253 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 41.074474 |
| Sum | 138417 |
| Variance | 752289.12 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1469 | |
| 1 | 275 | 10.2% |
| 2 | 122 | 4.5% |
| 3 | 94 | 3.5% |
| 4 | 58 | 2.2% |
| 5 | 43 | 1.6% |
| 6 | 34 | 1.3% |
| 7 | 23 | 0.9% |
| 8 | 23 | 0.9% |
| 10 | 14 | 0.5% |
| Other values (205) | 356 | 13.2% |
| (Missing) | 180 | 6.7% |
| Value | Count | Frequency (%) |
| 0 | 1469 | |
| 1 | 275 | 10.2% |
| 2 | 122 | 4.5% |
| 3 | 94 | 3.5% |
| 4 | 58 | 2.2% |
| 5 | 43 | 1.6% |
| 6 | 34 | 1.3% |
| 7 | 23 | 0.9% |
| 8 | 23 | 0.9% |
| 9 | 10 | 0.4% |
| Value | Count | Frequency (%) |
| 40198 | 1 | |
| 12740 | 1 | |
| 7462 | 1 | |
| 2652 | 1 | |
| 2370 | 1 | |
| 2028 | 1 | |
| 1991 | 1 | |
| 1930 | 1 | |
| 1749 | 1 | |
| 1645 | 1 |
2019
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 227 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 189 |
| Missing (%) | 7.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.1247 |
| Minimum | 0 |
|---|---|
| Maximum | 37685 |
| Zeros | 1413 |
| Zeros (%) | 52.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 175.85 |
| Maximum | 37685 |
| Range | 37685 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 802.69206 |
|---|---|
| Coefficient of variation (CV) | 15.109583 |
| Kurtosis | 1944.8139 |
| Mean | 53.1247 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 42.249517 |
| Sum | 132918 |
| Variance | 644314.54 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1413 | |
| 1 | 258 | 9.6% |
| 2 | 122 | 4.5% |
| 3 | 91 | 3.4% |
| 4 | 53 | 2.0% |
| 5 | 52 | 1.9% |
| 6 | 34 | 1.3% |
| 8 | 25 | 0.9% |
| 7 | 24 | 0.9% |
| 11 | 17 | 0.6% |
| Other values (217) | 413 | 15.3% |
| (Missing) | 189 | 7.0% |
| Value | Count | Frequency (%) |
| 0 | 1413 | |
| 1 | 258 | 9.6% |
| 2 | 122 | 4.5% |
| 3 | 91 | 3.4% |
| 4 | 53 | 2.0% |
| 5 | 52 | 1.9% |
| 6 | 34 | 1.3% |
| 7 | 24 | 0.9% |
| 8 | 25 | 0.9% |
| 9 | 17 | 0.6% |
| Value | Count | Frequency (%) |
| 37685 | 1 | |
| 10315 | 1 | |
| 5273 | 1 | |
| 2570 | 1 | |
| 2457 | 1 | |
| 2300 | 1 | |
| 2212 | 1 | |
| 2127 | 1 | |
| 1807 | 1 | |
| 1645 | 1 |
2020
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 272 |
|---|---|
| Distinct (%) | 10.9% |
| Missing | 189 |
| Missing (%) | 7.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.741407 |
| Minimum | 0 |
|---|---|
| Maximum | 63300 |
| Zeros | 1325 |
| Zeros (%) | 49.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 6 |
| 95-th percentile | 275.95 |
| Maximum | 63300 |
| Range | 63300 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 1359.1151 |
|---|---|
| Coefficient of variation (CV) | 14.814631 |
| Kurtosis | 1889.9697 |
| Mean | 91.741407 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 41.593591 |
| Sum | 229537 |
| Variance | 1847193.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1325 | |
| 1 | 240 | 8.9% |
| 2 | 104 | 3.9% |
| 3 | 78 | 2.9% |
| 4 | 55 | 2.0% |
| 5 | 45 | 1.7% |
| 7 | 32 | 1.2% |
| 6 | 30 | 1.1% |
| 8 | 29 | 1.1% |
| 10 | 23 | 0.9% |
| Other values (262) | 541 | |
| (Missing) | 189 | 7.0% |
| Value | Count | Frequency (%) |
| 0 | 1325 | |
| 1 | 240 | 8.9% |
| 2 | 104 | 3.9% |
| 3 | 78 | 2.9% |
| 4 | 55 | 2.0% |
| 5 | 45 | 1.7% |
| 6 | 30 | 1.1% |
| 7 | 32 | 1.2% |
| 8 | 29 | 1.1% |
| 9 | 17 | 0.6% |
| Value | Count | Frequency (%) |
| 63300 | 1 | |
| 19737 | 1 | |
| 6788 | 1 | |
| 5833 | 1 | |
| 4163 | 1 | |
| 3864 | 1 | |
| 3768 | 1 | |
| 3678 | 1 | |
| 2623 | 1 | |
| 2614 | 1 |
2021
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 248 |
|---|---|
| Distinct (%) | 9.9% |
| Missing | 180 |
| Missing (%) | 6.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61.248108 |
| Minimum | 0 |
|---|---|
| Maximum | 41512 |
| Zeros | 1429 |
| Zeros (%) | 53.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 5 |
| 95-th percentile | 202.5 |
| Maximum | 41512 |
| Range | 41512 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 883.26865 |
|---|---|
| Coefficient of variation (CV) | 14.421158 |
| Kurtosis | 1946.3823 |
| Mean | 61.248108 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 42.245146 |
| Sum | 153794 |
| Variance | 780163.51 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1429 | |
| 1 | 268 | 10.0% |
| 2 | 77 | 2.9% |
| 3 | 62 | 2.3% |
| 4 | 42 | 1.6% |
| 5 | 42 | 1.6% |
| 6 | 32 | 1.2% |
| 7 | 31 | 1.2% |
| 8 | 22 | 0.8% |
| 9 | 17 | 0.6% |
| Other values (238) | 489 | 18.2% |
| (Missing) | 180 | 6.7% |
| Value | Count | Frequency (%) |
| 0 | 1429 | |
| 1 | 268 | 10.0% |
| 2 | 77 | 2.9% |
| 3 | 62 | 2.3% |
| 4 | 42 | 1.6% |
| 5 | 42 | 1.6% |
| 6 | 32 | 1.2% |
| 7 | 31 | 1.2% |
| 8 | 22 | 0.8% |
| 9 | 17 | 0.6% |
| Value | Count | Frequency (%) |
| 41512 | 1 | |
| 11698 | 1 | |
| 3736 | 1 | |
| 3367 | 1 | |
| 2911 | 1 | |
| 2852 | 1 | |
| 2586 | 1 | |
| 2371 | 1 | |
| 2357 | 1 | |
| 1882 | 1 |
2022
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 172 |
|---|---|
| Distinct (%) | 6.8% |
| Missing | 180 |
| Missing (%) | 6.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.026683 |
| Minimum | 0 |
|---|---|
| Maximum | 17235 |
| Zeros | 1546 |
| Zeros (%) | 57.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 3 |
| 95-th percentile | 82 |
| Maximum | 17235 |
| Range | 17235 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 362.47367 |
|---|---|
| Coefficient of variation (CV) | 13.927002 |
| Kurtosis | 2029.675 |
| Mean | 26.026683 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 43.184536 |
| Sum | 65353 |
| Variance | 131387.16 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1546 | |
| 1 | 208 | 7.7% |
| 2 | 124 | 4.6% |
| 3 | 68 | 2.5% |
| 4 | 48 | 1.8% |
| 5 | 33 | 1.2% |
| 6 | 28 | 1.0% |
| 8 | 24 | 0.9% |
| 7 | 19 | 0.7% |
| 9 | 16 | 0.6% |
| Other values (162) | 397 | 14.8% |
| (Missing) | 180 | 6.7% |
| Value | Count | Frequency (%) |
| 0 | 1546 | |
| 1 | 208 | 7.7% |
| 2 | 124 | 4.6% |
| 3 | 68 | 2.5% |
| 4 | 48 | 1.8% |
| 5 | 33 | 1.2% |
| 6 | 28 | 1.0% |
| 7 | 19 | 0.7% |
| 8 | 24 | 0.9% |
| 9 | 16 | 0.6% |
| Value | Count | Frequency (%) |
| 17235 | 1 | |
| 3366 | 1 | |
| 1977 | 1 | |
| 1767 | 1 | |
| 1349 | 1 | |
| 1220 | 1 | |
| 1215 | 1 | |
| 1035 | 1 | |
| 955 | 1 | |
| 858 | 1 |
2023
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED ZEROS
| Distinct | 202 |
|---|---|
| Distinct (%) | 8.0% |
| Missing | 171 |
| Missing (%) | 6.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.554762 |
| Minimum | 0 |
|---|---|
| Maximum | 27999 |
| Zeros | 1597 |
| Zeros (%) | 59.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 23.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 122.1 |
| Maximum | 27999 |
| Range | 27999 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 592.0156 |
|---|---|
| Coefficient of variation (CV) | 15.355188 |
| Kurtosis | 1987.7796 |
| Mean | 38.554762 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 42.793538 |
| Sum | 97158 |
| Variance | 350482.47 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1597 | |
| 1 | 269 | 10.0% |
| 2 | 104 | 3.9% |
| 3 | 62 | 2.3% |
| 5 | 36 | 1.3% |
| 6 | 35 | 1.3% |
| 4 | 34 | 1.3% |
| 7 | 18 | 0.7% |
| 8 | 17 | 0.6% |
| 10 | 12 | 0.4% |
| Other values (192) | 336 | 12.5% |
| (Missing) | 171 | 6.4% |
| Value | Count | Frequency (%) |
| 0 | 1597 | |
| 1 | 269 | 10.0% |
| 2 | 104 | 3.9% |
| 3 | 62 | 2.3% |
| 4 | 34 | 1.3% |
| 5 | 36 | 1.3% |
| 6 | 35 | 1.3% |
| 7 | 18 | 0.7% |
| 8 | 17 | 0.6% |
| 9 | 12 | 0.4% |
| Value | Count | Frequency (%) |
| 27999 | 1 | |
| 7583 | 1 | |
| 2549 | 1 | |
| 2076 | 1 | |
| 1919 | 1 | |
| 1876 | 1 | |
| 1670 | 1 | |
| 1609 | 1 | |
| 1526 | 1 | |
| 1435 | 1 |
| 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2006 | 1.000 | 1.000 | 1.000 | 0.907 | 0.927 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.869 | 1.000 |
| 2007 | 1.000 | 1.000 | 1.000 | 0.996 | 0.982 | 1.000 | 1.000 | 0.990 | 0.990 | 0.996 | 0.996 | 0.996 | 0.996 | 0.996 | 0.996 | 0.803 | 0.842 | 0.803 |
| 2008 | 1.000 | 1.000 | 1.000 | 0.996 | 0.982 | 1.000 | 1.000 | 0.990 | 0.990 | 0.996 | 0.996 | 0.996 | 0.996 | 0.996 | 0.996 | 0.803 | 0.842 | 0.803 |
| 2009 | 0.907 | 0.996 | 0.996 | 1.000 | 0.993 | 0.996 | 0.996 | 0.982 | 0.982 | 0.982 | 0.982 | 0.982 | 0.982 | 0.982 | 0.982 | 0.803 | 0.842 | 0.803 |
| 2010 | 0.927 | 0.982 | 0.982 | 0.993 | 1.000 | 0.982 | 0.982 | 0.982 | 0.982 | 0.964 | 0.964 | 0.964 | 0.964 | 0.964 | 0.964 | 0.763 | 0.790 | 0.763 |
| 2011 | 1.000 | 1.000 | 1.000 | 0.996 | 0.982 | 1.000 | 1.000 | 0.990 | 0.990 | 0.996 | 0.996 | 0.996 | 0.996 | 0.996 | 0.996 | 0.803 | 0.842 | 0.803 |
| 2012 | 1.000 | 1.000 | 1.000 | 0.996 | 0.982 | 1.000 | 1.000 | 0.990 | 0.990 | 0.996 | 0.996 | 0.996 | 0.996 | 0.996 | 0.996 | 0.803 | 0.842 | 0.803 |
| 2013 | 1.000 | 0.990 | 0.990 | 0.982 | 0.982 | 0.990 | 0.990 | 1.000 | 1.000 | 0.996 | 0.996 | 0.996 | 0.996 | 0.996 | 0.996 | 1.000 | 0.803 | 1.000 |
| 2014 | 1.000 | 0.990 | 0.990 | 0.982 | 0.982 | 0.990 | 0.990 | 1.000 | 1.000 | 0.996 | 0.996 | 0.996 | 0.996 | 0.996 | 0.996 | 1.000 | 0.803 | 1.000 |
| 2015 | 1.000 | 0.996 | 0.996 | 0.982 | 0.964 | 0.996 | 0.996 | 0.996 | 0.996 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.763 | 1.000 |
| 2016 | 1.000 | 0.996 | 0.996 | 0.982 | 0.964 | 0.996 | 0.996 | 0.996 | 0.996 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.763 | 1.000 |
| 2017 | 1.000 | 0.996 | 0.996 | 0.982 | 0.964 | 0.996 | 0.996 | 0.996 | 0.996 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.763 | 1.000 |
| 2018 | 1.000 | 0.996 | 0.996 | 0.982 | 0.964 | 0.996 | 0.996 | 0.996 | 0.996 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.763 | 1.000 |
| 2019 | 1.000 | 0.996 | 0.996 | 0.982 | 0.964 | 0.996 | 0.996 | 0.996 | 0.996 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.763 | 1.000 |
| 2020 | 1.000 | 0.996 | 0.996 | 0.982 | 0.964 | 0.996 | 0.996 | 0.996 | 0.996 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.763 | 1.000 |
| 2021 | 1.000 | 0.803 | 0.803 | 0.803 | 0.763 | 0.803 | 0.803 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.978 | 1.000 |
| 2022 | 0.869 | 0.842 | 0.842 | 0.842 | 0.790 | 0.842 | 0.842 | 0.803 | 0.803 | 0.763 | 0.763 | 0.763 | 0.763 | 0.763 | 0.763 | 0.978 | 1.000 | 0.978 |
| 2023 | 1.000 | 0.803 | 0.803 | 0.803 | 0.763 | 0.803 | 0.803 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.978 | 1.000 |
| 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2006 | 1.000 | 0.854 | 0.834 | 0.803 | 0.807 | 0.810 | 0.789 | 0.822 | 0.826 | 0.821 | 0.822 | 0.814 | 0.822 | 0.800 | 0.799 | 0.777 | 0.778 | 0.774 |
| 2007 | 0.854 | 1.000 | 0.863 | 0.812 | 0.816 | 0.790 | 0.782 | 0.804 | 0.804 | 0.806 | 0.798 | 0.802 | 0.803 | 0.795 | 0.790 | 0.768 | 0.778 | 0.760 |
| 2008 | 0.834 | 0.863 | 1.000 | 0.837 | 0.820 | 0.792 | 0.784 | 0.801 | 0.791 | 0.801 | 0.806 | 0.795 | 0.792 | 0.770 | 0.764 | 0.769 | 0.781 | 0.753 |
| 2009 | 0.803 | 0.812 | 0.837 | 1.000 | 0.843 | 0.816 | 0.799 | 0.808 | 0.787 | 0.818 | 0.809 | 0.796 | 0.792 | 0.773 | 0.770 | 0.770 | 0.759 | 0.758 |
| 2010 | 0.807 | 0.816 | 0.820 | 0.843 | 1.000 | 0.864 | 0.827 | 0.837 | 0.814 | 0.829 | 0.826 | 0.814 | 0.803 | 0.796 | 0.809 | 0.782 | 0.774 | 0.770 |
| 2011 | 0.810 | 0.790 | 0.792 | 0.816 | 0.864 | 1.000 | 0.863 | 0.845 | 0.809 | 0.837 | 0.821 | 0.810 | 0.816 | 0.798 | 0.816 | 0.787 | 0.777 | 0.769 |
| 2012 | 0.789 | 0.782 | 0.784 | 0.799 | 0.827 | 0.863 | 1.000 | 0.844 | 0.816 | 0.841 | 0.819 | 0.812 | 0.807 | 0.792 | 0.790 | 0.773 | 0.767 | 0.761 |
| 2013 | 0.822 | 0.804 | 0.801 | 0.808 | 0.837 | 0.845 | 0.844 | 1.000 | 0.854 | 0.854 | 0.849 | 0.842 | 0.827 | 0.823 | 0.828 | 0.786 | 0.771 | 0.773 |
| 2014 | 0.826 | 0.804 | 0.791 | 0.787 | 0.814 | 0.809 | 0.816 | 0.854 | 1.000 | 0.853 | 0.835 | 0.836 | 0.823 | 0.824 | 0.811 | 0.773 | 0.761 | 0.765 |
| 2015 | 0.821 | 0.806 | 0.801 | 0.818 | 0.829 | 0.837 | 0.841 | 0.854 | 0.853 | 1.000 | 0.872 | 0.864 | 0.853 | 0.837 | 0.838 | 0.814 | 0.792 | 0.787 |
| 2016 | 0.822 | 0.798 | 0.806 | 0.809 | 0.826 | 0.821 | 0.819 | 0.849 | 0.835 | 0.872 | 1.000 | 0.866 | 0.861 | 0.839 | 0.838 | 0.804 | 0.780 | 0.792 |
| 2017 | 0.814 | 0.802 | 0.795 | 0.796 | 0.814 | 0.810 | 0.812 | 0.842 | 0.836 | 0.864 | 0.866 | 1.000 | 0.864 | 0.847 | 0.843 | 0.813 | 0.795 | 0.796 |
| 2018 | 0.822 | 0.803 | 0.792 | 0.792 | 0.803 | 0.816 | 0.807 | 0.827 | 0.823 | 0.853 | 0.861 | 0.864 | 1.000 | 0.856 | 0.852 | 0.825 | 0.794 | 0.786 |
| 2019 | 0.800 | 0.795 | 0.770 | 0.773 | 0.796 | 0.798 | 0.792 | 0.823 | 0.824 | 0.837 | 0.839 | 0.847 | 0.856 | 1.000 | 0.866 | 0.800 | 0.788 | 0.775 |
| 2020 | 0.799 | 0.790 | 0.764 | 0.770 | 0.809 | 0.816 | 0.790 | 0.828 | 0.811 | 0.838 | 0.838 | 0.843 | 0.852 | 0.866 | 1.000 | 0.855 | 0.815 | 0.803 |
| 2021 | 0.777 | 0.768 | 0.769 | 0.770 | 0.782 | 0.787 | 0.773 | 0.786 | 0.773 | 0.814 | 0.804 | 0.813 | 0.825 | 0.800 | 0.855 | 1.000 | 0.867 | 0.826 |
| 2022 | 0.778 | 0.778 | 0.781 | 0.759 | 0.774 | 0.777 | 0.767 | 0.771 | 0.761 | 0.792 | 0.780 | 0.795 | 0.794 | 0.788 | 0.815 | 0.867 | 1.000 | 0.843 |
| 2023 | 0.774 | 0.760 | 0.753 | 0.758 | 0.770 | 0.769 | 0.761 | 0.773 | 0.765 | 0.787 | 0.792 | 0.796 | 0.786 | 0.775 | 0.803 | 0.826 | 0.843 | 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.
| 아파트매매 거래주체별 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 전국 /개인>개인 | 45131 | 29866 | 31822 | 36829 | 33481 | 41515 | 30126 | 38675 | 48380 | 55522 | 46881 | 42887 | 40198 | 37685 | 63300 | 41512 | 17235 | 27999 |
| 1 | 전국 /개인>법인 | 373 | 313 | 293 | 291 | 270 | 385 | 324 | 318 | 395 | 369 | 437 | 416 | 536 | 1109 | 2166 | 1264 | 500 | 181 |
| 2 | 전국 /개인>기타 | 55 | 51 | 56 | 108 | 106 | 124 | 98 | 97 | 52 | 126 | 116 | 98 | 109 | 129 | 235 | 194 | 143 | 103 |
| 3 | 전국 /법인>개인 | 5823 | 6108 | 6747 | 7617 | 7667 | 9346 | 6186 | 5790 | 5089 | 4126 | 3225 | 1969 | 1378 | 1807 | 3678 | 2586 | 1767 | 1609 |
| 4 | 전국 /법인>법인 | 620 | 790 | 1803 | 2484 | 2272 | 1827 | 1221 | 770 | 983 | 650 | 892 | 509 | 672 | 452 | 663 | 350 | 214 | 120 |
| 5 | 전국 /법인>기타 | 76 | 37 | 31 | 154 | 21 | 44 | 30 | 20 | 35 | 18 | 7 | 9 | 12 | 24 | 47 | 35 | 74 | 55 |
| 6 | 전국 /기타>개인 | 138 | 125 | 172 | 252 | 189 | 252 | 121 | 167 | 128 | 172 | 139 | 164 | 121 | 143 | 1095 | 1882 | 485 | 205 |
| 7 | 전국 /기타>법인 | 3 | 7 | 3 | 4 | 16 | 12 | 2 | 9 | 6 | 5 | 1 | 2 | 4 | 29 | 9 | 29 | 9 | 5 |
| 8 | 전국 /기타>기타 | 14 | 23 | 13 | 20 | 13 | 40 | 61 | 8 | 13 | 5 | 2 | 2 | 1 | 12 | 3 | 4 | 2 | 3 |
| 9 | 서울 /개인>개인 | 10283 | 4315 | 4377 | 5829 | 3441 | 4499 | 3153 | 4914 | 6868 | 9846 | 9084 | 8356 | 7462 | 5273 | 6788 | 3367 | 818 | 2549 |
| 아파트매매 거래주체별 | 2006 | 2007 | 2008 | 2009 | 2010 | 2011 | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 | 2020 | 2021 | 2022 | 2023 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2681 | 제주 제주시/기타>기타 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2682 | 제주 서귀포시/개인>개인 | 10 | 26 | 26 | 24 | 24 | 38 | 27 | 31 | 35 | 41 | 46 | 43 | 38 | 32 | 55 | 76 | 42 | 38 |
| 2683 | 제주 서귀포시/개인>법인 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 3 | 1 | 0 | 1 | 2 | 2 | 1 | 3 | 1 | 2 | 0 |
| 2684 | 제주 서귀포시/개인>기타 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 2 |
| 2685 | 제주 서귀포시/법인>개인 | 1 | 11 | 33 | 11 | 10 | 24 | 17 | 25 | 9 | 18 | 25 | 10 | 6 | 5 | 6 | 7 | 8 | 6 |
| 2686 | 제주 서귀포시/법인>법인 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 2 | 0 | 14 | 1 | 0 | 5 | 1 | 2 | 0 | 0 | 0 |
| 2687 | 제주 서귀포시/법인>기타 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2688 | 제주 서귀포시/기타>개인 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 4 | 6 | 0 | 0 |
| 2689 | 제주 서귀포시/기타>법인 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2690 | 제주 서귀포시/기타>기타 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |