Dataset statistics
Number of variables | 8 |
---|---|
Number of observations | 23 |
Missing cells | 8 |
Missing cells (%) | 4.3% |
Duplicate rows | 0 |
Duplicate rows (%) | 0.0% |
Total size in memory | 1.7 KiB |
Average record size in memory | 77.7 B |
Variable types
Numeric | 4 |
---|---|
Categorical | 4 |
Dataset
Description | 연도별 유류(휘발유, 방카씨유 등) 수송실적 입니다. |
---|---|
Author | 한국철도공사 |
URL | https://www.data.go.kr/data/15068399/fileData.do |
유류기타(톤) is highly overall correlated with 연도 and 4 other fields | High correlation |
등유(톤) is highly overall correlated with 연도 and 4 other fields | High correlation |
JP8제트유(톤) is highly overall correlated with 연도 and 4 other fields | High correlation |
경유(톤) is highly overall correlated with 연도 and 4 other fields | High correlation |
연도 is highly overall correlated with 휘발유(톤) and 5 other fields | High correlation |
휘발유(톤) is highly overall correlated with 연도 and 1 other fields | High correlation |
방카씨유(톤) is highly overall correlated with 연도 and 5 other fields | High correlation |
경유(톤) is highly imbalanced (61.7%) | Imbalance |
등유(톤) is highly imbalanced (61.7%) | Imbalance |
JP8제트유(톤) is highly imbalanced (56.3%) | Imbalance |
유류기타(톤) is highly imbalanced (61.7%) | Imbalance |
휘발유(톤) has 3 (13.0%) missing values | Missing |
방카씨유(톤) has 1 (4.3%) missing values | Missing |
기타석유류(톤) has 4 (17.4%) missing values | Missing |
연도 has unique values | Unique |
Reproduction
Analysis started | 2023-12-12 09:56:46.905489 |
---|---|
Analysis finished | 2023-12-12 09:56:49.412681 |
Duration | 2.51 seconds |
Software version | ydata-profiling vv4.5.1 |
Download configuration | config.json |
연도
Real number (ℝ)
HIGH CORRELATION
  UNIQUE
 
Distinct | 23 |
---|---|
Distinct (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 2007 |
Minimum | 1996 |
---|---|
Maximum | 2018 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 339.0 B |
Quantile statistics
Minimum | 1996 |
---|---|
5-th percentile | 1997.1 |
Q1 | 2001.5 |
median | 2007 |
Q3 | 2012.5 |
95-th percentile | 2016.9 |
Maximum | 2018 |
Range | 22 |
Interquartile range (IQR) | 11 |
Descriptive statistics
Standard deviation | 6.78233 |
---|---|
Coefficient of variation (CV) | 0.0033793373 |
Kurtosis | -1.2 |
Mean | 2007 |
Median Absolute Deviation (MAD) | 6 |
Skewness | 0 |
Sum | 46161 |
Variance | 46 |
Monotonicity | Strictly increasing |
Value | Count | Frequency (%) |
1996 | 1 | 4.3% |
1997 | 1 | 4.3% |
2018 | 1 | 4.3% |
2017 | 1 | 4.3% |
2016 | 1 | 4.3% |
2015 | 1 | 4.3% |
2014 | 1 | 4.3% |
2013 | 1 | 4.3% |
2012 | 1 | 4.3% |
2011 | 1 | 4.3% |
Other values (13) | 13 |
Value | Count | Frequency (%) |
1996 | 1 | |
1997 | 1 | |
1998 | 1 | |
1999 | 1 | |
2000 | 1 | |
2001 | 1 | |
2002 | 1 | |
2003 | 1 | |
2004 | 1 | |
2005 | 1 |
Value | Count | Frequency (%) |
2018 | 1 | |
2017 | 1 | |
2016 | 1 | |
2015 | 1 | |
2014 | 1 | |
2013 | 1 | |
2012 | 1 | |
2011 | 1 | |
2010 | 1 | |
2009 | 1 |
휘발유(톤)
Real number (ℝ)
HIGH CORRELATION
  MISSING
 
Distinct | 20 |
---|---|
Distinct (%) | 100.0% |
Missing | 3 |
Missing (%) | 13.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 188807.7 |
Minimum | 45759 |
---|---|
Maximum | 1013668 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 339.0 B |
Quantile statistics
Minimum | 45759 |
---|---|
5-th percentile | 47158.35 |
Q1 | 55640 |
median | 80877.5 |
Q3 | 180647 |
95-th percentile | 882608.85 |
Maximum | 1013668 |
Range | 967909 |
Interquartile range (IQR) | 125007 |
Descriptive statistics
Standard deviation | 266560.49 |
---|---|
Coefficient of variation (CV) | 1.4118094 |
Kurtosis | 6.3189103 |
Mean | 188807.7 |
Median Absolute Deviation (MAD) | 34382 |
Skewness | 2.6548571 |
Sum | 3776154 |
Variance | 7.1054497 × 1010 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
47232 | 1 | 4.3% |
56680 | 1 | 4.3% |
52520 | 1 | 4.3% |
61080 | 1 | 4.3% |
63696 | 1 | 4.3% |
58080 | 1 | 4.3% |
58184 | 1 | 4.3% |
50040 | 1 | 4.3% |
48252 | 1 | 4.3% |
1013668 | 1 | 4.3% |
Other values (10) | 10 | |
(Missing) | 3 | 13.0% |
Value | Count | Frequency (%) |
45759 | 1 | |
47232 | 1 | |
48252 | 1 | |
50040 | 1 | |
52520 | 1 | |
56680 | 1 | |
58080 | 1 | |
58184 | 1 | |
61080 | 1 | |
63696 | 1 |
Value | Count | Frequency (%) |
1013668 | 1 | |
875711 | 1 | |
230935 | 1 | |
202898 | 1 | |
199790 | 1 | |
174266 | 1 | |
157580 | 1 | |
144083 | 1 | |
137641 | 1 | |
98059 | 1 |
방카씨유(톤)
Real number (ℝ)
HIGH CORRELATION
  MISSING
 
Distinct | 22 |
---|---|
Distinct (%) | 100.0% |
Missing | 1 |
Missing (%) | 4.3% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 1043530.5 |
Minimum | 208593 |
---|---|
Maximum | 2149866 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 339.0 B |
Quantile statistics
Minimum | 208593 |
---|---|
5-th percentile | 270259.05 |
Q1 | 349869.75 |
median | 1142674.5 |
Q3 | 1482707.2 |
95-th percentile | 1936289.3 |
Maximum | 2149866 |
Range | 1941273 |
Interquartile range (IQR) | 1132837.5 |
Descriptive statistics
Standard deviation | 611864.47 |
---|---|
Coefficient of variation (CV) | 0.58634074 |
Kurtosis | -1.2301925 |
Mean | 1043530.5 |
Median Absolute Deviation (MAD) | 457528.5 |
Skewness | 0.019953152 |
Sum | 22957672 |
Variance | 3.7437813 × 1011 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
2149866 | 1 | 4.3% |
1044421 | 1 | 4.3% |
208593 | 1 | 4.3% |
281907 | 1 | 4.3% |
317524 | 1 | 4.3% |
282703 | 1 | 4.3% |
269646 | 1 | 4.3% |
303264 | 1 | 4.3% |
446907 | 1 | 4.3% |
693944 | 1 | 4.3% |
Other values (12) | 12 |
Value | Count | Frequency (%) |
208593 | 1 | |
269646 | 1 | |
281907 | 1 | |
282703 | 1 | |
303264 | 1 | |
317524 | 1 | |
446907 | 1 | |
693944 | 1 | |
860830 | 1 | |
1044421 | 1 |
Value | Count | Frequency (%) |
2149866 | 1 | |
1944228 | 1 | |
1785454 | 1 | |
1601901 | 1 | |
1598505 | 1 | |
1496719 | 1 | |
1440672 | 1 | |
1375462 | 1 | |
1336867 | 1 | |
1232910 | 1 |
기타석유류(톤)
Real number (ℝ)
MISSING
 
Distinct | 19 |
---|---|
Distinct (%) | 100.0% |
Missing | 4 |
Missing (%) | 17.4% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 904885.16 |
Minimum | 554584 |
---|---|
Maximum | 1463963 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 339.0 B |
Quantile statistics
Minimum | 554584 |
---|---|
5-th percentile | 609961 |
Q1 | 792224.5 |
median | 907574 |
Q3 | 1021275.5 |
95-th percentile | 1154538.5 |
Maximum | 1463963 |
Range | 909379 |
Interquartile range (IQR) | 229051 |
Descriptive statistics
Standard deviation | 208154.63 |
---|---|
Coefficient of variation (CV) | 0.23003431 |
Kurtosis | 1.7753266 |
Mean | 904885.16 |
Median Absolute Deviation (MAD) | 126541 |
Skewness | 0.71761834 |
Sum | 17192818 |
Variance | 4.3328351 × 1010 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
892788 | 1 | 4.3% |
554584 | 1 | 4.3% |
702409 | 1 | 4.3% |
805802 | 1 | 4.3% |
843212 | 1 | 4.3% |
888670 | 1 | 4.3% |
907574 | 1 | 4.3% |
913466 | 1 | 4.3% |
919645 | 1 | 4.3% |
1463963 | 1 | 4.3% |
Other values (9) | 9 | |
(Missing) | 4 |
Value | Count | Frequency (%) |
554584 | 1 | |
616114 | 1 | |
661100 | 1 | |
702409 | 1 | |
778647 | 1 | |
805802 | 1 | |
843212 | 1 | |
888670 | 1 | |
892788 | 1 | |
907574 | 1 |
Value | Count | Frequency (%) |
1463963 | 1 | |
1120158 | 1 | |
1072677 | 1 | |
1070655 | 1 | |
1034115 | 1 | |
1008436 | 1 | |
938803 | 1 | |
919645 | 1 | |
913466 | 1 | |
907574 | 1 |
경유(톤)
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 4 |
---|---|
Distinct (%) | 17.4% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 316.0 B |
<NA> | |
---|---|
339814 | 1 |
216148 | 1 |
66002 | 1 |
Length
Max length | 6 |
---|---|
Median length | 4 |
Mean length | 4.2173913 |
Min length | 4 |
Unique
Unique | 3 ? |
---|---|
Unique (%) | 13.0% |
Sample
1st row | <NA> |
---|---|
2nd row | <NA> |
3rd row | <NA> |
4th row | <NA> |
5th row | <NA> |
Common Values
Value | Count | Frequency (%) |
<NA> | 20 | |
339814 | 1 | 4.3% |
216148 | 1 | 4.3% |
66002 | 1 | 4.3% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
na | 20 | |
339814 | 1 | 4.3% |
216148 | 1 | 4.3% |
66002 | 1 | 4.3% |
등유(톤)
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 4 |
---|---|
Distinct (%) | 17.4% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 316.0 B |
<NA> | |
---|---|
28974 | 1 |
20760 | 1 |
7334 | 1 |
Length
Max length | 5 |
---|---|
Median length | 4 |
Mean length | 4.0869565 |
Min length | 4 |
Unique
Unique | 3 ? |
---|---|
Unique (%) | 13.0% |
Sample
1st row | <NA> |
---|---|
2nd row | <NA> |
3rd row | <NA> |
4th row | <NA> |
5th row | <NA> |
Common Values
Value | Count | Frequency (%) |
<NA> | 20 | |
28974 | 1 | 4.3% |
20760 | 1 | 4.3% |
7334 | 1 | 4.3% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
na | 20 | |
28974 | 1 | 4.3% |
20760 | 1 | 4.3% |
7334 | 1 | 4.3% |
JP8제트유(톤)
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 5 |
---|---|
Distinct (%) | 21.7% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 316.0 B |
<NA> | |
---|---|
264887 | 1 |
208657 | 1 |
224641 | 1 |
190636 | 1 |
Length
Max length | 6 |
---|---|
Median length | 4 |
Mean length | 4.3478261 |
Min length | 4 |
Unique
Unique | 4 ? |
---|---|
Unique (%) | 17.4% |
Sample
1st row | <NA> |
---|---|
2nd row | <NA> |
3rd row | <NA> |
4th row | <NA> |
5th row | <NA> |
Common Values
Value | Count | Frequency (%) |
<NA> | 19 | |
264887 | 1 | 4.3% |
208657 | 1 | 4.3% |
224641 | 1 | 4.3% |
190636 | 1 | 4.3% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
na | 19 | |
264887 | 1 | 4.3% |
208657 | 1 | 4.3% |
224641 | 1 | 4.3% |
190636 | 1 | 4.3% |
유류기타(톤)
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 4 |
---|---|
Distinct (%) | 17.4% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 316.0 B |
<NA> | |
---|---|
7929 | 1 |
7880 | 1 |
1857 | 1 |
Length
Max length | 4 |
---|---|
Median length | 4 |
Mean length | 4 |
Min length | 4 |
Unique
Unique | 3 ? |
---|---|
Unique (%) | 13.0% |
Sample
1st row | <NA> |
---|---|
2nd row | <NA> |
3rd row | <NA> |
4th row | <NA> |
5th row | <NA> |
Common Values
Value | Count | Frequency (%) |
<NA> | 20 | |
7929 | 1 | 4.3% |
7880 | 1 | 4.3% |
1857 | 1 | 4.3% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
na | 20 | |
7929 | 1 | 4.3% |
7880 | 1 | 4.3% |
1857 | 1 | 4.3% |
연도 | 휘발유(톤) | 방카씨유(톤) | 기타석유류(톤) | 경유(톤) | 등유(톤) | JP8제트유(톤) | 유류기타(톤) | |
---|---|---|---|---|---|---|---|---|
연도 | 1.000 | 0.875 | 0.704 | 0.594 | 1.000 | 1.000 | 1.000 | 1.000 |
휘발유(톤) | 0.875 | 1.000 | 0.907 | 0.723 | NaN | NaN | NaN | NaN |
방카씨유(톤) | 0.704 | 0.907 | 1.000 | 0.615 | NaN | NaN | NaN | NaN |
기타석유류(톤) | 0.594 | 0.723 | 0.615 | 1.000 | NaN | NaN | NaN | NaN |
경유(톤) | 1.000 | NaN | NaN | NaN | 1.000 | 1.000 | 1.000 | 1.000 |
등유(톤) | 1.000 | NaN | NaN | NaN | 1.000 | 1.000 | 1.000 | 1.000 |
JP8제트유(톤) | 1.000 | NaN | NaN | NaN | 1.000 | 1.000 | 1.000 | 1.000 |
유류기타(톤) | 1.000 | NaN | NaN | NaN | 1.000 | 1.000 | 1.000 | 1.000 |
유류기타(톤) | 등유(톤) | JP8제트유(톤) | 경유(톤) | |
---|---|---|---|---|
유류기타(톤) | 1.000 | 1.000 | 1.000 | 1.000 |
등유(톤) | 1.000 | 1.000 | 1.000 | 1.000 |
JP8제트유(톤) | 1.000 | 1.000 | 1.000 | 1.000 |
경유(톤) | 1.000 | 1.000 | 1.000 | 1.000 |
연도 | 휘발유(톤) | 방카씨유(톤) | 기타석유류(톤) | 경유(톤) | 등유(톤) | JP8제트유(톤) | 유류기타(톤) | |
---|---|---|---|---|---|---|---|---|
연도 | 1.000 | -0.785 | -0.988 | -0.305 | 1.000 | 1.000 | 1.000 | 1.000 |
휘발유(톤) | -0.785 | 1.000 | 0.773 | 0.046 | NaN | NaN | NaN | NaN |
방카씨유(톤) | -0.988 | 0.773 | 1.000 | 0.302 | 1.000 | 1.000 | 1.000 | 1.000 |
기타석유류(톤) | -0.305 | 0.046 | 0.302 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 |
경유(톤) | 1.000 | NaN | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 |
등유(톤) | 1.000 | NaN | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 |
JP8제트유(톤) | 1.000 | NaN | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 |
유류기타(톤) | 1.000 | NaN | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 |
연도 | 휘발유(톤) | 방카씨유(톤) | 기타석유류(톤) | 경유(톤) | 등유(톤) | JP8제트유(톤) | 유류기타(톤) | |
---|---|---|---|---|---|---|---|---|
0 | 1996 | 1013668 | 2149866 | 1463963 | <NA> | <NA> | <NA> | <NA> |
1 | 1997 | 875711 | 1944228 | 892788 | <NA> | <NA> | <NA> | <NA> |
2 | 1998 | 199790 | 1601901 | 616114 | <NA> | <NA> | <NA> | <NA> |
3 | 1999 | 230935 | 1785454 | 661100 | <NA> | <NA> | <NA> | <NA> |
4 | 2000 | 202898 | 1598505 | 778647 | <NA> | <NA> | <NA> | <NA> |
5 | 2001 | 157580 | 1496719 | 938803 | <NA> | <NA> | <NA> | <NA> |
6 | 2002 | 174266 | 1440672 | 1034115 | <NA> | <NA> | <NA> | <NA> |
7 | 2003 | 144083 | 1375462 | 1120158 | <NA> | <NA> | <NA> | <NA> |
8 | 2004 | 137641 | 1336867 | 1072677 | <NA> | <NA> | <NA> | <NA> |
9 | 2005 | 98059 | 1232910 | 1070655 | <NA> | <NA> | <NA> | <NA> |
연도 | 휘발유(톤) | 방카씨유(톤) | 기타석유류(톤) | 경유(톤) | 등유(톤) | JP8제트유(톤) | 유류기타(톤) | |
---|---|---|---|---|---|---|---|---|
13 | 2009 | 50040 | 860830 | 907574 | <NA> | <NA> | <NA> | <NA> |
14 | 2010 | 58184 | 693944 | 888670 | <NA> | <NA> | <NA> | <NA> |
15 | 2011 | 58080 | 446907 | 843212 | <NA> | <NA> | <NA> | <NA> |
16 | 2012 | 63696 | 303264 | 805802 | <NA> | <NA> | <NA> | <NA> |
17 | 2013 | 61080 | 269646 | 702409 | <NA> | <NA> | <NA> | <NA> |
18 | 2014 | 52520 | 282703 | 554584 | <NA> | <NA> | <NA> | <NA> |
19 | 2015 | 56680 | 317524 | <NA> | 339814 | 28974 | 264887 | 7929 |
20 | 2016 | <NA> | 281907 | <NA> | 216148 | 20760 | 208657 | 7880 |
21 | 2017 | <NA> | 208593 | <NA> | 66002 | 7334 | 224641 | 1857 |
22 | 2018 | <NA> | <NA> | <NA> | <NA> | <NA> | 190636 | <NA> |