Dataset statistics
| Number of variables | 4 |
|---|---|
| Number of observations | 27 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.1 KiB |
| Average record size in memory | 40.9 B |
Variable types
| Numeric | 4 |
|---|
Dataset
| Description | 1997부터 2023년까지 국내 조선산업 수출액, 수입액, 무역수지에 대한 정보제공(2023년 12월 31일 기준 통계) |
|---|---|
| Author | 산업통상자원부 |
| URL | https://www.data.go.kr/data/15051113/fileData.do |
연도 is highly overall correlated with 무역수지(억불) and 2 other fields | High correlation |
무역수지(억불) is highly overall correlated with 연도 and 2 other fields | High correlation |
수출(억불) is highly overall correlated with 연도 and 2 other fields | High correlation |
수입(억불) is highly overall correlated with 연도 and 2 other fields | High correlation |
연도 has unique values | Unique |
수출(억불) has unique values | Unique |
Reproduction
| Analysis started | 2024-03-30 01:44:42.243903 |
|---|---|
| Analysis finished | 2024-03-30 01:44:46.651499 |
| Duration | 4.41 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
연도
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 27 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2010 |
| Minimum | 1997 |
|---|---|
| Maximum | 2023 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 1997 |
|---|---|
| 5-th percentile | 1998.3 |
| Q1 | 2003.5 |
| median | 2010 |
| Q3 | 2016.5 |
| 95-th percentile | 2021.7 |
| Maximum | 2023 |
| Range | 26 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 7.9372539 |
|---|---|
| Coefficient of variation (CV) | 0.0039488826 |
| Kurtosis | -1.2 |
| Mean | 2010 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0 |
| Sum | 54270 |
| Variance | 63 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 1997 | 1 | 3.7% |
| 1998 | 1 | 3.7% |
| 2023 | 1 | 3.7% |
| 2022 | 1 | 3.7% |
| 2021 | 1 | 3.7% |
| 2020 | 1 | 3.7% |
| 2019 | 1 | 3.7% |
| 2018 | 1 | 3.7% |
| 2017 | 1 | 3.7% |
| 2016 | 1 | 3.7% |
| Other values (17) | 17 |
| Value | Count | Frequency (%) |
| 1997 | 1 | |
| 1998 | 1 | |
| 1999 | 1 | |
| 2000 | 1 | |
| 2001 | 1 | |
| 2002 | 1 | |
| 2003 | 1 | |
| 2004 | 1 | |
| 2005 | 1 | |
| 2006 | 1 |
| Value | Count | Frequency (%) |
| 2023 | 1 | |
| 2022 | 1 | |
| 2021 | 1 | |
| 2020 | 1 | |
| 2019 | 1 | |
| 2018 | 1 | |
| 2017 | 1 | |
| 2016 | 1 | |
| 2015 | 1 | |
| 2014 | 1 |
무역수지(억불)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 26 |
|---|---|
| Distinct (%) | 96.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 230.83704 |
| Minimum | 54.8 |
|---|---|
| Maximum | 522.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 54.8 |
|---|---|
| 5-th percentile | 71.12 |
| Q1 | 122.05 |
| median | 193.4 |
| Q3 | 354.95 |
| 95-th percentile | 428.08 |
| Maximum | 522.3 |
| Range | 467.5 |
| Interquartile range (IQR) | 232.9 |
Descriptive statistics
| Standard deviation | 133.50784 |
|---|---|
| Coefficient of variation (CV) | 0.57836402 |
| Kurtosis | -0.93439076 |
| Mean | 230.83704 |
| Median Absolute Deviation (MAD) | 115.6 |
| Skewness | 0.48267892 |
| Sum | 6232.6 |
| Variance | 17824.342 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 193.4 | 2 | 7.4% |
| 54.8 | 1 | 3.7% |
| 522.3 | 1 | 3.7% |
| 150.1 | 1 | 3.7% |
| 163.1 | 1 | 3.7% |
| 177.8 | 1 | 3.7% |
| 186.4 | 1 | 3.7% |
| 397.1 | 1 | 3.7% |
| 310.1 | 1 | 3.7% |
| 357.1 | 1 | 3.7% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 54.8 | 1 | |
| 70.1 | 1 | |
| 73.5 | 1 | |
| 77.8 | 1 | |
| 90.0 | 1 | |
| 98.6 | 1 | |
| 103.4 | 1 | |
| 140.7 | 1 | |
| 150.1 | 1 | |
| 158.3 | 1 |
| Value | Count | Frequency (%) |
| 522.3 | 1 | |
| 439.0 | 1 | |
| 402.6 | 1 | |
| 397.1 | 1 | |
| 378.3 | 1 | |
| 359.2 | 1 | |
| 357.1 | 1 | |
| 352.8 | 1 | |
| 335.3 | 1 | |
| 310.1 | 1 |
수출(억불)
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 27 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 258.45185 |
| Minimum | 66.5 |
|---|---|
| Maximum | 565.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 66.5 |
|---|---|
| 5-th percentile | 77.97 |
| Q1 | 134.95 |
| median | 218.4 |
| Q3 | 398.2 |
| 95-th percentile | 479.16 |
| Maximum | 565.9 |
| Range | 499.4 |
| Interquartile range (IQR) | 263.25 |
Descriptive statistics
| Standard deviation | 146.55436 |
|---|---|
| Coefficient of variation (CV) | 0.56704707 |
| Kurtosis | -1.0248085 |
| Mean | 258.45185 |
| Median Absolute Deviation (MAD) | 124.3 |
| Skewness | 0.41843082 |
| Sum | 6978.2 |
| Variance | 21478.182 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=27)
| Value | Count | Frequency (%) |
| 66.5 | 1 | 3.7% |
| 81.4 | 1 | 3.7% |
| 218.4 | 1 | 3.7% |
| 181.8 | 1 | 3.7% |
| 229.9 | 1 | 3.7% |
| 197.5 | 1 | 3.7% |
| 201.6 | 1 | 3.7% |
| 212.8 | 1 | 3.7% |
| 421.8 | 1 | 3.7% |
| 342.7 | 1 | 3.7% |
| Other values (17) | 17 |
| Value | Count | Frequency (%) |
| 66.5 | 1 | |
| 76.5 | 1 | |
| 81.4 | 1 | |
| 84.2 | 1 | |
| 99.1 | 1 | |
| 108.7 | 1 | |
| 113.3 | 1 | |
| 156.6 | 1 | |
| 177.3 | 1 | |
| 181.8 | 1 |
| Value | Count | Frequency (%) |
| 565.9 | 1 | |
| 491.1 | 1 | |
| 451.3 | 1 | |
| 431.6 | 1 | |
| 421.8 | 1 | |
| 401.1 | 1 | |
| 398.9 | 1 | |
| 397.5 | 1 | |
| 371.7 | 1 | |
| 342.7 | 1 |
수입(억불)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 26 |
|---|---|
| Distinct (%) | 96.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.614815 |
| Minimum | 6.4 |
|---|---|
| Maximum | 53.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 375.0 B |
Quantile statistics
| Minimum | 6.4 |
|---|---|
| 5-th percentile | 6.85 |
| Q1 | 13.8 |
| median | 26.4 |
| Q3 | 38.1 |
| 95-th percentile | 51.08 |
| Maximum | 53.3 |
| Range | 46.9 |
| Interquartile range (IQR) | 24.3 |
Descriptive statistics
| Standard deviation | 14.84452 |
|---|---|
| Coefficient of variation (CV) | 0.53755638 |
| Kurtosis | -1.1744356 |
| Mean | 27.614815 |
| Median Absolute Deviation (MAD) | 13.3 |
| Skewness | 0.093171202 |
| Sum | 745.6 |
| Variance | 220.35977 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 6.4 | 2 | 7.4% |
| 11.7 | 1 | 3.7% |
| 44.7 | 1 | 3.7% |
| 25.0 | 1 | 3.7% |
| 31.7 | 1 | 3.7% |
| 36.5 | 1 | 3.7% |
| 34.4 | 1 | 3.7% |
| 23.8 | 1 | 3.7% |
| 26.4 | 1 | 3.7% |
| 24.7 | 1 | 3.7% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 6.4 | 2 | |
| 7.9 | 1 | |
| 9.1 | 1 | |
| 9.9 | 1 | |
| 10.1 | 1 | |
| 11.7 | 1 | |
| 15.9 | 1 | |
| 19.0 | 1 | |
| 20.1 | 1 | |
| 23.8 | 1 |
| Value | Count | Frequency (%) |
| 53.3 | 1 | |
| 52.1 | 1 | |
| 48.7 | 1 | |
| 44.7 | 1 | |
| 44.0 | 1 | |
| 43.6 | 1 | |
| 39.7 | 1 | |
| 36.5 | 1 | |
| 36.4 | 1 | |
| 34.4 | 1 |
| 연도 | 무역수지(억불) | 수출(억불) | 수입(억불) | |
|---|---|---|---|---|
| 연도 | 1.000 | 0.935 | 0.922 | 0.729 |
| 무역수지(억불) | 0.935 | 1.000 | 0.992 | 0.648 |
| 수출(억불) | 0.922 | 0.992 | 1.000 | 0.820 |
| 수입(억불) | 0.729 | 0.648 | 0.820 | 1.000 |
| 연도 | 무역수지(억불) | 수출(억불) | 수입(억불) | |
|---|---|---|---|---|
| 연도 | 1.000 | 0.509 | 0.523 | 0.580 |
| 무역수지(억불) | 0.509 | 1.000 | 0.997 | 0.869 |
| 수출(억불) | 0.523 | 0.997 | 1.000 | 0.892 |
| 수입(억불) | 0.580 | 0.869 | 0.892 | 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.
| 연도 | 무역수지(억불) | 수출(억불) | 수입(억불) | |
|---|---|---|---|---|
| 0 | 1997 | 54.8 | 66.5 | 11.7 |
| 1 | 1998 | 73.5 | 81.4 | 7.9 |
| 2 | 1999 | 70.1 | 76.5 | 6.4 |
| 3 | 2000 | 77.8 | 84.2 | 6.4 |
| 4 | 2001 | 90.0 | 99.1 | 9.1 |
| 5 | 2002 | 98.6 | 108.7 | 10.1 |
| 6 | 2003 | 103.4 | 113.3 | 9.9 |
| 7 | 2004 | 140.7 | 156.6 | 15.9 |
| 8 | 2005 | 158.3 | 177.3 | 19.0 |
| 9 | 2006 | 201.1 | 221.2 | 20.1 |
| 연도 | 무역수지(억불) | 수출(억불) | 수입(억불) | |
|---|---|---|---|---|
| 17 | 2014 | 359.2 | 398.9 | 39.7 |
| 18 | 2015 | 357.1 | 401.1 | 44.0 |
| 19 | 2016 | 310.1 | 342.7 | 32.6 |
| 20 | 2017 | 397.1 | 421.8 | 24.7 |
| 21 | 2018 | 186.4 | 212.8 | 26.4 |
| 22 | 2019 | 177.8 | 201.6 | 23.8 |
| 23 | 2020 | 163.1 | 197.5 | 34.4 |
| 24 | 2021 | 193.4 | 229.9 | 36.5 |
| 25 | 2022 | 150.1 | 181.8 | 31.7 |
| 26 | 2023 | 193.4 | 218.4 | 25.0 |