Dataset statistics
Number of variables | 9 |
---|---|
Number of observations | 23 |
Missing cells | 9 |
Missing cells (%) | 4.3% |
Duplicate rows | 0 |
Duplicate rows (%) | 0.0% |
Total size in memory | 1.9 KiB |
Average record size in memory | 86.7 B |
Variable types
Numeric | 3 |
---|---|
Categorical | 6 |
Dataset
Description | 연도별 컨테이너(석탄류, 크랑카, 광재 등) 수송실적입니다. |
---|---|
Author | 한국철도공사 |
URL | https://www.data.go.kr/data/15068393/fileData.do |
기타중량품(톤) is highly overall correlated with 연도 and 6 other fields | High correlation |
광재(톤) is highly overall correlated with 연도 and 6 other fields | High correlation |
석탄류(톤) is highly overall correlated with 연도 and 6 other fields | High correlation |
크링카(톤) is highly overall correlated with 연도 and 6 other fields | High correlation |
페로니켈(톤) is highly overall correlated with 연도 and 6 other fields | High correlation |
연도 is highly overall correlated with 중량(톤) and 5 other fields | High correlation |
일반(톤) is highly overall correlated with 중량(톤) and 5 other fields | High correlation |
중량(톤) is highly overall correlated with 연도 and 6 other fields | High correlation |
석탄류(톤) is highly imbalanced (56.3%) | Imbalance |
크링카(톤) is highly imbalanced (56.3%) | Imbalance |
광재(톤) is highly imbalanced (61.7%) | Imbalance |
기타중량품(톤) is highly imbalanced (56.3%) | Imbalance |
페로니켈(톤) is highly imbalanced (56.3%) | Imbalance |
JR컨테이너(톤) is highly imbalanced (74.2%) | Imbalance |
중량(톤) has 9 (39.1%) missing values | Missing |
연도 has unique values | Unique |
일반(톤) has unique values | Unique |
Reproduction
Analysis started | 2023-12-12 02:48:24.874246 |
---|---|
Analysis finished | 2023-12-12 02:48:26.937790 |
Duration | 2.06 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 |
일반(톤)
Real number (ℝ)
HIGH CORRELATION
  UNIQUE
 
Distinct | 23 |
---|---|
Distinct (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 9255274.9 |
Minimum | 5822301 |
---|---|
Maximum | 12443420 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 339.0 B |
Quantile statistics
Minimum | 5822301 |
---|---|
5-th percentile | 6406676.6 |
Q1 | 7922342.5 |
median | 8753001 |
Q3 | 10819512 |
95-th percentile | 12084244 |
Maximum | 12443420 |
Range | 6621119 |
Interquartile range (IQR) | 2897169.5 |
Descriptive statistics
Standard deviation | 1909447.9 |
---|---|
Coefficient of variation (CV) | 0.20630915 |
Kurtosis | -0.91592793 |
Mean | 9255274.9 |
Median Absolute Deviation (MAD) | 1194589 |
Skewness | 0.1467903 |
Sum | 2.1287132 × 108 |
Variance | 3.6459913 × 1012 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
5822301 | 1 | 4.3% |
6350040 | 1 | 4.3% |
8680582 | 1 | 4.3% |
7817933 | 1 | 4.3% |
8026752 | 1 | 4.3% |
9341755 | 1 | 4.3% |
10386279 | 1 | 4.3% |
11852929 | 1 | 4.3% |
12109946 | 1 | 4.3% |
11678460 | 1 | 4.3% |
Other values (13) | 13 |
Value | Count | Frequency (%) |
5822301 | 1 | |
6350040 | 1 | |
6916406 | 1 | |
7648361 | 1 | |
7773795 | 1 | |
7817933 | 1 | |
8026752 | 1 | |
8154003 | 1 | |
8511304 | 1 | |
8680582 | 1 |
Value | Count | Frequency (%) |
12443420 | 1 | |
12109946 | 1 | |
11852929 | 1 | |
11728968 | 1 | |
11678460 | 1 | |
11252745 | 1 | |
10386279 | 1 | |
10034028 | 1 | |
9947590 | 1 | |
9341755 | 1 |
중량(톤)
Real number (ℝ)
HIGH CORRELATION
  MISSING
 
Distinct | 14 |
---|---|
Distinct (%) | 100.0% |
Missing | 9 |
Missing (%) | 39.1% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 849965.86 |
Minimum | 245571 |
---|---|
Maximum | 1185355 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 339.0 B |
Quantile statistics
Minimum | 245571 |
---|---|
5-th percentile | 253270.25 |
Q1 | 770089.5 |
median | 950750 |
Q3 | 1099130.5 |
95-th percentile | 1155006.5 |
Maximum | 1185355 |
Range | 939784 |
Interquartile range (IQR) | 329041 |
Descriptive statistics
Standard deviation | 341735.46 |
---|---|
Coefficient of variation (CV) | 0.40205787 |
Kurtosis | -0.29887476 |
Mean | 849965.86 |
Median Absolute Deviation (MAD) | 163569 |
Skewness | -1.0877602 |
Sum | 11899522 |
Variance | 1.1678312 × 1011 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
956807 | 1 | 4.3% |
1069251 | 1 | 4.3% |
1126755 | 1 | 4.3% |
1185355 | 1 | 4.3% |
799617 | 1 | 4.3% |
934111 | 1 | 4.3% |
1099956 | 1 | 4.3% |
1138665 | 1 | 4.3% |
1096654 | 1 | 4.3% |
944693 | 1 | 4.3% |
Other values (4) | 4 | |
(Missing) | 9 |
Value | Count | Frequency (%) |
245571 | 1 | |
257416 | 1 | |
284424 | 1 | |
760247 | 1 | |
799617 | 1 | |
934111 | 1 | |
944693 | 1 | |
956807 | 1 | |
1069251 | 1 | |
1096654 | 1 |
Value | Count | Frequency (%) |
1185355 | 1 | |
1138665 | 1 | |
1126755 | 1 | |
1099956 | 1 | |
1096654 | 1 | |
1069251 | 1 | |
956807 | 1 | |
944693 | 1 | |
934111 | 1 | |
799617 | 1 |
석탄류(톤)
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 5 |
---|---|
Distinct (%) | 21.7% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 316.0 B |
<NA> | |
---|---|
83200 | 1 |
82050 | 1 |
60500 | 1 |
343568 | 1 |
Length
Max length | 6 |
---|---|
Median length | 4 |
Mean length | 4.2173913 |
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 | |
83200 | 1 | 4.3% |
82050 | 1 | 4.3% |
60500 | 1 | 4.3% |
343568 | 1 | 4.3% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
na | 19 | |
83200 | 1 | 4.3% |
82050 | 1 | 4.3% |
60500 | 1 | 4.3% |
343568 | 1 | 4.3% |
크링카(톤)
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 5 |
---|---|
Distinct (%) | 21.7% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 316.0 B |
<NA> | |
---|---|
24200 | 1 |
20450 | 1 |
34550 | 1 |
14550 | 1 |
Length
Max length | 5 |
---|---|
Median length | 4 |
Mean length | 4.173913 |
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 | |
24200 | 1 | 4.3% |
20450 | 1 | 4.3% |
34550 | 1 | 4.3% |
14550 | 1 | 4.3% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
na | 19 | |
24200 | 1 | 4.3% |
20450 | 1 | 4.3% |
34550 | 1 | 4.3% |
14550 | 1 | 4.3% |
광재(톤)
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 4 |
---|---|
Distinct (%) | 17.4% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 316.0 B |
<NA> | |
---|---|
25350 | 1 |
20450 | 1 |
1550 | 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 | |
25350 | 1 | 4.3% |
20450 | 1 | 4.3% |
1550 | 1 | 4.3% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
na | 20 | |
25350 | 1 | 4.3% |
20450 | 1 | 4.3% |
1550 | 1 | 4.3% |
기타중량품(톤)
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 5 |
---|---|
Distinct (%) | 21.7% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 316.0 B |
<NA> | |
---|---|
53300 | 1 |
58250 | 1 |
246500 | 1 |
27300 | 1 |
Length
Max length | 6 |
---|---|
Median length | 4 |
Mean length | 4.2173913 |
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 | |
53300 | 1 | 4.3% |
58250 | 1 | 4.3% |
246500 | 1 | 4.3% |
27300 | 1 | 4.3% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
na | 19 | |
53300 | 1 | 4.3% |
58250 | 1 | 4.3% |
246500 | 1 | 4.3% |
27300 | 1 | 4.3% |
페로니켈(톤)
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 5 |
---|---|
Distinct (%) | 21.7% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 316.0 B |
<NA> | |
---|---|
28892 | 1 |
46004 | 1 |
47058 | 1 |
48051 | 1 |
Length
Max length | 5 |
---|---|
Median length | 4 |
Mean length | 4.173913 |
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 | |
28892 | 1 | 4.3% |
46004 | 1 | 4.3% |
47058 | 1 | 4.3% |
48051 | 1 | 4.3% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
na | 19 | |
28892 | 1 | 4.3% |
46004 | 1 | 4.3% |
47058 | 1 | 4.3% |
48051 | 1 | 4.3% |
JR컨테이너(톤)
Categorical
IMBALANCE
 
Distinct | 2 |
---|---|
Distinct (%) | 8.7% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 316.0 B |
<NA> | |
---|---|
150 | 1 |
Length
Max length | 4 |
---|---|
Median length | 4 |
Mean length | 3.9565217 |
Min length | 3 |
Unique
Unique | 1 ? |
---|---|
Unique (%) | 4.3% |
Sample
1st row | <NA> |
---|---|
2nd row | <NA> |
3rd row | <NA> |
4th row | <NA> |
5th row | <NA> |
Common Values
Value | Count | Frequency (%) |
<NA> | 22 | |
150 | 1 | 4.3% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
na | 22 | |
150 | 1 | 4.3% |
연도 | 일반(톤) | 중량(톤) | 석탄류(톤) | 크링카(톤) | 광재(톤) | 기타중량품(톤) | 페로니켈(톤) | |
---|---|---|---|---|---|---|---|---|
연도 | 1.000 | 0.722 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
일반(톤) | 0.722 | 1.000 | 0.888 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
중량(톤) | 0.000 | 0.888 | 1.000 | 1.000 | 1.000 | NaN | 1.000 | 1.000 |
석탄류(톤) | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
크링카(톤) | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
광재(톤) | 1.000 | 1.000 | NaN | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
기타중량품(톤) | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
페로니켈(톤) | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
기타중량품(톤) | 광재(톤) | JR컨테이너(톤) | 석탄류(톤) | 크링카(톤) | 페로니켈(톤) | |
---|---|---|---|---|---|---|
기타중량품(톤) | 1.000 | 1.000 | NaN | 1.000 | 1.000 | 1.000 |
광재(톤) | 1.000 | 1.000 | NaN | 1.000 | 1.000 | 1.000 |
JR컨테이너(톤) | NaN | NaN | 1.000 | NaN | NaN | NaN |
석탄류(톤) | 1.000 | 1.000 | NaN | 1.000 | 1.000 | 1.000 |
크링카(톤) | 1.000 | 1.000 | NaN | 1.000 | 1.000 | 1.000 |
페로니켈(톤) | 1.000 | 1.000 | NaN | 1.000 | 1.000 | 1.000 |
연도 | 일반(톤) | 중량(톤) | 석탄류(톤) | 크링카(톤) | 광재(톤) | 기타중량품(톤) | 페로니켈(톤) | JR컨테이너(톤) | |
---|---|---|---|---|---|---|---|---|---|
연도 | 1.000 | 0.482 | -0.618 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | NaN |
일반(톤) | 0.482 | 1.000 | 0.960 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | NaN |
중량(톤) | -0.618 | 0.960 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | NaN |
석탄류(톤) | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | NaN |
크링카(톤) | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | NaN |
광재(톤) | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | NaN |
기타중량품(톤) | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | NaN |
페로니켈(톤) | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | NaN |
JR컨테이너(톤) | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.000 |
연도 | 일반(톤) | 중량(톤) | 석탄류(톤) | 크링카(톤) | 광재(톤) | 기타중량품(톤) | 페로니켈(톤) | JR컨테이너(톤) | |
---|---|---|---|---|---|---|---|---|---|
0 | 1996 | 5822301 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
1 | 1997 | 6350040 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
2 | 1998 | 6916406 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
3 | 1999 | 7648361 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
4 | 2000 | 8715518 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
5 | 2001 | 7773795 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
6 | 2002 | 8154003 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
7 | 2003 | 8753001 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
8 | 2004 | 8925206 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
9 | 2005 | 10034028 | 956807 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
연도 | 일반(톤) | 중량(톤) | 석탄류(톤) | 크링카(톤) | 광재(톤) | 기타중량품(톤) | 페로니켈(톤) | JR컨테이너(톤) | |
---|---|---|---|---|---|---|---|---|---|
13 | 2009 | 8511304 | 799617 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
14 | 2010 | 9947590 | 934111 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
15 | 2011 | 11678460 | 1099956 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
16 | 2012 | 12109946 | 1138665 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
17 | 2013 | 11852929 | 1096654 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
18 | 2014 | 10386279 | 944693 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
19 | 2015 | 9341755 | 284424 | 83200 | 24200 | 25350 | 53300 | 28892 | 150 |
20 | 2016 | 8026752 | 245571 | 82050 | 20450 | 20450 | 58250 | 46004 | <NA> |
21 | 2017 | 7817933 | 257416 | 60500 | 34550 | 1550 | 246500 | 47058 | <NA> |
22 | 2018 | 8680582 | 760247 | 343568 | 14550 | <NA> | 27300 | 48051 | <NA> |