gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	288
Missing cells	232
Missing cells (%)	5.8%
Duplicate rows	1
Duplicate rows (%)	0.3%
Total size in memory	35.6 KiB
Average record size in memory	126.5 B

Variable types

Numeric	12
Categorical	2

Dataset

Description	대구도시철도 1호선의 월별 정기 및 임시 열차운행횟수, 비영업 열차운행횟수와 월별 정기 및 임시 주행운행 km, 비영업 주행운행 km를 제공하고 있습니다.
Author	대구교통공사
URL	https://www.data.go.kr/data/15060890/fileData.do

Alerts

Dataset has 1 (0.3%) duplicate rows	Duplicates
`호선` is highly overall correlated with `연도` and 12 other fields	High correlation
`영업일` is highly overall correlated with `월` and 1 other fields	High correlation
`연도` is highly overall correlated with `영업열차운행횟수-정기(회)` and 4 other fields	High correlation
`월` is highly overall correlated with `호선` and 1 other fields	High correlation
`영업열차운행횟수-정기(회)` is highly overall correlated with `연도` and 3 other fields	High correlation
`영업열차운행횟수-임시(회)` is highly overall correlated with `영업열차운행키로-임시(Km)` and 1 other fields	High correlation
`영업열차운행횟수-합계(회)` is highly overall correlated with `연도` and 3 other fields	High correlation
`비영업열차운행횟수-합계(회)` is highly overall correlated with `전체열차운행횟수-합계(회)` and 1 other fields	High correlation
`전체열차운행횟수-합계(회)` is highly overall correlated with `연도` and 4 other fields	High correlation
`영업열차운행키로-정기(Km)` is highly overall correlated with `영업열차운행키로-합계(Km)` and 2 other fields	High correlation
`영업열차운행키로-임시(Km)` is highly overall correlated with `영업열차운행횟수-임시(회)` and 1 other fields	High correlation
`영업열차운행키로-합계(Km)` is highly overall correlated with `영업열차운행키로-정기(Km)` and 2 other fields	High correlation
`비영업열차운행키로-합계(Km)` is highly overall correlated with `연도` and 2 other fields	High correlation
`전체열차운행키로-합계(Km)` is highly overall correlated with `영업열차운행키로-정기(Km)` and 3 other fields	High correlation
`호선` is highly imbalanced (79.9%)	Imbalance
`연도` has 9 (3.1%) missing values	Missing
`월` has 9 (3.1%) missing values	Missing
`영업열차운행횟수-정기(회)` has 9 (3.1%) missing values	Missing
`영업열차운행횟수-임시(회)` has 71 (24.7%) missing values	Missing
`영업열차운행횟수-합계(회)` has 9 (3.1%) missing values	Missing
`비영업열차운행횟수-합계(회)` has 9 (3.1%) missing values	Missing
`전체열차운행횟수-합계(회)` has 9 (3.1%) missing values	Missing
`영업열차운행키로-정기(Km)` has 9 (3.1%) missing values	Missing
`영업열차운행키로-임시(Km)` has 71 (24.7%) missing values	Missing
`영업열차운행키로-합계(Km)` has 9 (3.1%) missing values	Missing
`비영업열차운행키로-합계(Km)` has 9 (3.1%) missing values	Missing
`전체열차운행키로-합계(Km)` has 9 (3.1%) missing values	Missing
`영업열차운행횟수-임시(회)` has 120 (41.7%) zeros	Zeros
`영업열차운행키로-임시(Km)` has 120 (41.7%) zeros	Zeros

Reproduction

Analysis started	2024-04-20 05:10:20.676804
Analysis finished	2024-04-20 05:11:00.925523
Duration	40.25 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	24
Distinct (%)	8.6%
Missing	9
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	2012.129

Minimum	2001
Maximum	2024
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	2001
5-th percentile	2002
Q1	2006
median	2012
Q3	2018
95-th percentile	2023
Maximum	2024
Range	23
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	6.7246339
Coefficient of variation (CV)	0.003342049
Kurtosis	-1.1989652
Mean	2012.129
Median Absolute Deviation (MAD)	6
Skewness	0.0037777088
Sum	561384
Variance	45.220701
Monotonicity	Increasing

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
2001	12	4.2%
2002	12	4.2%
2023	12	4.2%
2022	12	4.2%
2021	12	4.2%
2020	12	4.2%
2019	12	4.2%
2018	12	4.2%
2017	12	4.2%
2016	12	4.2%
Other values (14)	159	55.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2001	12	4.2%
2002	12	4.2%
2003	12	4.2%
2004	12	4.2%
2005	12	4.2%
2006	12	4.2%
2007	12	4.2%
2008	12	4.2%
2009	12	4.2%
2010	12	4.2%

Value	Count	Frequency (%)
2024	3	1.0%
2023	12	4.2%
2022	12	4.2%
2021	12	4.2%
2020	12	4.2%
2019	12	4.2%
2018	12	4.2%
2017	12	4.2%
2016	12	4.2%
2015	12	4.2%

월
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	12
Distinct (%)	4.3%
Missing	9
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	6.4516129

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.471931
Coefficient of variation (CV)	0.53814931
Kurtosis	-1.2276739
Mean	6.4516129
Median Absolute Deviation (MAD)	3
Skewness	0.01611117
Sum	1800
Variance	12.054305
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	24	8.3%
2	24	8.3%
3	24	8.3%
4	23	8.0%
5	23	8.0%
6	23	8.0%
7	23	8.0%
8	23	8.0%
9	23	8.0%
10	23	8.0%
Other values (2)	46	16.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	24	8.3%
2	24	8.3%
3	24	8.3%
4	23	8.0%
5	23	8.0%
6	23	8.0%
7	23	8.0%
8	23	8.0%
9	23	8.0%
10	23	8.0%

Value	Count	Frequency (%)
12	23	8.0%
11	23	8.0%
10	23	8.0%
9	23	8.0%
8	23	8.0%
7	23	8.0%
6	23	8.0%
5	23	8.0%
4	23	8.0%
3	24	8.3%

호선
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	2.4 KiB

1	279
<NA>	9

Length

Max length	4
Median length	1
Mean length	1.09375
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	279	96.9%
<NA>	9	3.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	279	96.9%
na	9	3.1%

영업일
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	2.4 KiB

31	163
30	92
28	18
<NA>	9
29	6

Length

Max length	4
Median length	2
Mean length	2.0625
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	31
2nd row	28
3rd row	31
4th row	30
5th row	31

Common Values

Value	Count	Frequency (%)
31	163	56.6%
30	92	31.9%
28	18	6.2%
<NA>	9	3.1%
29	6	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
31	163	56.6%
30	92	31.9%
28	18	6.2%
na	9	3.1%
29	6	2.1%

영업열차운행횟수-정기(회)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	77
Distinct (%)	27.6%
Missing	9
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	9370.0036

Minimum	5700
Maximum	18724
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	5700
5-th percentile	8369.6
Q1	8872
median	8984
Q3	9528
95-th percentile	10162
Maximum	18724
Range	13024
Interquartile range (IQR)	656

Descriptive statistics

Standard deviation	1607.7741
Coefficient of variation (CV)	0.17158735
Kurtosis	23.975989
Mean	9370.0036
Median Absolute Deviation (MAD)	344
Skewness	4.5865894
Sum	2614231
Variance	2584937.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9552	22	7.6%
8952	19	6.6%
9528	15	5.2%
8904	14	4.9%
9240	14	4.9%
8920	12	4.2%
8688	11	3.8%
9264	10	3.5%
8936	8	2.8%
9504	8	2.8%
Other values (67)	146	50.7%
(Missing)	9	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5700	1	0.3%
5710	1	0.3%
7184	1	0.3%
8000	2	0.7%
8016	2	0.7%
8032	1	0.3%
8080	1	0.3%
8096	2	0.7%
8260	1	0.3%
8296	1	0.3%

Value	Count	Frequency (%)
18724	3	1.0%
18700	1	0.3%
18120	1	0.3%
18117	1	0.3%
18032	1	0.3%
14592	1	0.3%
11643	1	0.3%
10188	1	0.3%
10162	6	2.1%
10160	1	0.3%

영업열차운행횟수-임시(회)
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	27
Distinct (%)	12.4%
Missing	71
Missing (%)	24.7%
Infinite	0
Infinite (%)	0.0%
Mean	7.3364055

Minimum	0
Maximum	134
Zeros	120
Zeros (%)	41.7%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	28.4
Maximum	134
Range	134
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	20.101184
Coefficient of variation (CV)	2.7399227
Kurtosis	20.812477
Mean	7.3364055
Median Absolute Deviation (MAD)	0
Skewness	4.4261048
Sum	1592
Variance	404.0576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	120	41.7%
4	32	11.1%
8	17	5.9%
2	10	3.5%
10	4	1.4%
6	4	1.4%
88	3	1.0%
5	2	0.7%
13	2	0.7%
12	2	0.7%
Other values (17)	21	7.3%
(Missing)	71	24.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	120	41.7%
2	10	3.5%
3	1	0.3%
4	32	11.1%
5	2	0.7%
6	4	1.4%
7	1	0.3%
8	17	5.9%
10	4	1.4%
12	2	0.7%

Value	Count	Frequency (%)
134	1	0.3%
132	1	0.3%
114	1	0.3%
88	3	1.0%
83	1	0.3%
72	1	0.3%
56	2	0.7%
30	1	0.3%
28	2	0.7%
26	1	0.3%

영업열차운행횟수-합계(회)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	135
Distinct (%)	48.4%
Missing	9
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	9375.7097

Minimum	5700
Maximum	18724
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	5700
5-th percentile	8369.6
Q1	8872
median	8984
Q3	9536
95-th percentile	10162.8
Maximum	18724
Range	13024
Interquartile range (IQR)	664

Descriptive statistics

Standard deviation	1608.2615
Coefficient of variation (CV)	0.17153491
Kurtosis	23.907777
Mean	9375.7097
Median Absolute Deviation (MAD)	342
Skewness	4.5771174
Sum	2615823
Variance	2586505
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9552	17	5.9%
8920	9	3.1%
8952	9	3.1%
9528	8	2.8%
8904	8	2.8%
9240	8	2.8%
9504	7	2.4%
8592	6	2.1%
8692	6	2.1%
8656	6	2.1%
Other values (125)	195	67.7%
(Missing)	9	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5700	1	0.3%
5713	1	0.3%
7184	1	0.3%
8000	2	0.7%
8016	1	0.3%
8020	1	0.3%
8032	1	0.3%
8080	1	0.3%
8096	1	0.3%
8100	1	0.3%

Value	Count	Frequency (%)
18724	3	1.0%
18704	1	0.3%
18136	1	0.3%
18117	1	0.3%
18032	1	0.3%
14592	1	0.3%
11643	1	0.3%
10234	1	0.3%
10224	1	0.3%
10198	1	0.3%

비영업열차운행횟수-합계(회)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	157
Distinct (%)	56.3%
Missing	9
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	804.83871

Minimum	2
Maximum	1002
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	2
5-th percentile	187.1
Q1	822.5
median	856
Q3	888
95-th percentile	950.1
Maximum	1002
Range	1000
Interquartile range (IQR)	65.5

Descriptive statistics

Standard deviation	204.39669
Coefficient of variation (CV)	0.25395981
Kurtosis	9.1077006
Mean	804.83871
Median Absolute Deviation (MAD)	32
Skewness	-3.0981316
Sum	224550
Variance	41778.006
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
866	6	2.1%
862	6	2.1%
868	5	1.7%
886	5	1.7%
884	4	1.4%
894	4	1.4%
864	4	1.4%
836	4	1.4%
848	4	1.4%
898	4	1.4%
Other values (147)	233	80.9%
(Missing)	9	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	3	1.0%
3	1	0.3%
4	4	1.4%
8	4	1.4%
16	1	0.3%
143	1	0.3%
192	1	0.3%
363	1	0.3%
453	1	0.3%
486	1	0.3%

Value	Count	Frequency (%)
1002	1	0.3%
1001	1	0.3%
988	1	0.3%
982	1	0.3%
980	1	0.3%
979	1	0.3%
972	1	0.3%
970	1	0.3%
957	1	0.3%
954	2	0.7%

전체열차운행횟수-합계(회)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	243
Distinct (%)	87.1%
Missing	9
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	10180.559

Minimum	5843
Maximum	19256
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	5843
5-th percentile	9172.2
Q1	9678
median	9890
Q3	10411
95-th percentile	11068.5
Maximum	19256
Range	13413
Interquartile range (IQR)	733

Descriptive statistics

Standard deviation	1574.538
Coefficient of variation (CV)	0.15466125
Kurtosis	23.018808
Mean	10180.559
Median Absolute Deviation (MAD)	376
Skewness	4.3722003
Sum	2840376
Variance	2479169.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9812	4	1.4%
10474	3	1.0%
10438	3	1.0%
9770	3	1.0%
9502	3	1.0%
9768	3	1.0%
9485	2	0.7%
9832	2	0.7%
9804	2	0.7%
9807	2	0.7%
Other values (233)	252	87.5%
(Missing)	9	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5843	1	0.3%
6076	1	0.3%
7637	1	0.3%
8726	1	0.3%
8763	1	0.3%
8766	1	0.3%
8782	1	0.3%
8797	1	0.3%
8844	1	0.3%
8871	1	0.3%

Value	Count	Frequency (%)
19256	1	0.3%
19248	1	0.3%
19246	1	0.3%
19234	1	0.3%
18650	1	0.3%
18622	1	0.3%
18518	1	0.3%
15381	1	0.3%
12349	1	0.3%
11141	1	0.3%

영업열차운행키로-정기(Km)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	135
Distinct (%)	48.4%
Missing	9
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	240511.81

Minimum	147630
Maximum	262791.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	147630
5-th percentile	219781.8
Q1	237356
median	245210.8
Q3	250994.8
95-th percentile	254035.8
Maximum	262791.4
Range	115161.4
Interquartile range (IQR)	13638.8

Descriptive statistics

Standard deviation	16168.317
Coefficient of variation (CV)	0.067224626
Kurtosis	9.5208344
Mean	240511.81
Median Absolute Deviation (MAD)	6803.4
Skewness	-2.5759181
Sum	67102795
Variance	2.6141446 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
246442.0	18	6.2%
245820.4	12	4.2%
238392.0	10	3.5%
239013.6	10	3.5%
253127.0	10	3.5%
251763.8	9	3.1%
245665.2	8	2.8%
245198.8	7	2.4%
244756.4	6	2.1%
252672.6	5	1.7%
Other values (125)	184	63.9%
(Missing)	9	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
147630.0	1	0.3%
147889.0	1	0.3%
181221.6	1	0.3%
182078.7	1	0.3%
182106.0	1	0.3%
185726.8	1	0.3%
187957.8	1	0.3%
188176.2	3	1.0%
205461.2	1	0.3%
206337.6	1	0.3%

Value	Count	Frequency (%)
262791.4	1	0.3%
262241.0	3	1.0%
262163.3	1	0.3%
261567.6	1	0.3%
261558.5	1	0.3%
260894.2	2	0.7%
260220.8	1	0.3%
258015.6	1	0.3%
254346.4	2	0.7%
254035.8	2	0.7%

영업열차운행키로-임시(Km)
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	47
Distinct (%)	21.7%
Missing	71
Missing (%)	24.7%
Infinite	0
Infinite (%)	0.0%
Mean	187.62719

Minimum	0
Maximum	3748.8
Zeros	120
Zeros (%)	41.7%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	113.6
95-th percentile	777.44
Maximum	3748.8
Range	3748.8
Interquartile range (IQR)	113.6

Descriptive statistics

Standard deviation	532.36986
Coefficient of variation (CV)	2.8373812
Kurtosis	23.081169
Mean	187.62719
Median Absolute Deviation (MAD)	0
Skewness	4.6234885
Sum	40715.1
Variance	283417.67
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0.0	120	41.7%
103.6	15	5.2%
113.6	8	2.8%
207.2	7	2.4%
51.8	6	2.1%
203.2	5	1.7%
14.0	4	1.4%
170.4	3	1.0%
99.6	3	1.0%
227.2	3	1.0%
Other values (37)	43	14.9%
(Missing)	71	24.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	120	41.7%
8.8	1	0.3%
14.0	4	1.4%
32.4	1	0.3%
51.8	6	2.1%
56.8	3	1.0%
65.9	1	0.3%
77.7	1	0.3%
99.6	3	1.0%
103.6	15	5.2%

Value	Count	Frequency (%)
3748.8	1	0.3%
3470.6	1	0.3%
3237.6	1	0.3%
2279.2	1	0.3%
2191.2	2	0.7%
2130.1	1	0.3%
1792.8	1	0.3%
1422.1	1	0.3%
1394.4	1	0.3%
795.2	1	0.3%

영업열차운행키로-합계(Km)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	177
Distinct (%)	63.4%
Missing	9
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	240657.74

Minimum	147630
Maximum	263173.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	147630
5-th percentile	219781.8
Q1	237407.8
median	245324.4
Q3	251198.95
95-th percentile	254356.76
Maximum	263173.4
Range	115543.4
Interquartile range (IQR)	13791.15

Descriptive statistics

Standard deviation	16225.688
Coefficient of variation (CV)	0.067422256
Kurtosis	9.427434
Mean	240657.74
Median Absolute Deviation (MAD)	6805.1
Skewness	-2.5608495
Sum	67143510
Variance	2.6327295 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
246442.0	17	5.9%
238392.0	8	2.8%
245820.4	7	2.4%
245198.8	7	2.4%
244756.4	6	2.1%
253127.0	6	2.1%
251763.8	5	1.7%
239117.2	5	1.7%
245778.8	5	1.7%
237770.4	4	1.4%
Other values (167)	209	72.6%
(Missing)	9	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
147630.0	1	0.3%
147966.7	1	0.3%
181221.6	1	0.3%
182078.7	1	0.3%
182251.6	1	0.3%
185726.8	1	0.3%
187990.2	1	0.3%
188176.2	3	1.0%
205461.2	1	0.3%
206337.6	1	0.3%

Value	Count	Frequency (%)
263173.4	1	0.3%
262800.2	1	0.3%
262422.3	1	0.3%
262241.0	3	1.0%
261686.6	1	0.3%
261558.5	1	0.3%
260894.2	1	0.3%
260220.8	1	0.3%
258015.6	1	0.3%
255001.4	1	0.3%

비영업열차운행키로-합계(Km)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	254
Distinct (%)	91.0%
Missing	9
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	1799.553

Minimum	49.8
Maximum	28207.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	49.8
5-th percentile	248.03
Q1	925.6
median	1039
Q3	3018.6
95-th percentile	3420.53
Maximum	28207.1
Range	28157.3
Interquartile range (IQR)	2093

Descriptive statistics

Standard deviation	1938.0139
Coefficient of variation (CV)	1.0769418
Kurtosis	123.85279
Mean	1799.553
Median Absolute Deviation (MAD)	201.8
Skewness	9.2243891
Sum	502075.3
Variance	3755897.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
199.2	4	1.4%
99.6	4	1.4%
49.8	3	1.0%
933.8	3	1.0%
895.8	2	0.7%
1167.0	2	0.7%
3025.6	2	0.7%
911.8	2	0.7%
883.8	2	0.7%
989.6	2	0.7%
Other values (244)	253	87.8%
(Missing)	9	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
49.8	3	1.0%
74.7	1	0.3%
99.6	4	1.4%
199.2	4	1.4%
207.2	1	0.3%
217.7	1	0.3%
251.4	1	0.3%
437.7	1	0.3%
530.6	1	0.3%
542.5	1	0.3%

Value	Count	Frequency (%)
28207.1	1	0.3%
4270.3	1	0.3%
4132.4	1	0.3%
4100.5	1	0.3%
4031.6	1	0.3%
3799.5	1	0.3%
3749.0	1	0.3%
3626.3	1	0.3%
3614.6	1	0.3%
3611.5	1	0.3%

전체열차운행키로-합계(Km)
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	274
Distinct (%)	98.2%
Missing	9
Missing (%)	3.1%
Infinite	0
Infinite (%)	0.0%
Mean	249537.21

Minimum	147847.7
Maximum	2248258.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 KiB

Quantile statistics

Minimum	147847.7
5-th percentile	220758.64
Q1	238612.85
median	246833.4
Q3	253884.9
95-th percentile	257419.79
Maximum	2248258.6
Range	2100410.9
Interquartile range (IQR)	15272.05

Descriptive statistics

Standard deviation	121237.53
Coefficient of variation (CV)	0.48584952
Kurtosis	268.48575
Mean	249537.21
Median Absolute Deviation (MAD)	7514.7
Skewness	16.223955
Sum	69620881
Variance	1.4698539 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
247375.8	3	1.0%
224755.8	2	0.7%
246750.2	2	0.7%
246060.8	2	0.7%
255929.0	1	0.3%
248888.8	1	0.3%
255908.0	1	0.3%
256637.8	1	0.3%
256317.0	1	0.3%
245975.1	1	0.3%
Other values (264)	264	91.7%
(Missing)	9	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
147847.7	1	0.3%
148404.4	1	0.3%
181752.2	1	0.3%
182621.2	1	0.3%
182796.0	1	0.3%
186507.0	1	0.3%
188550.6	1	0.3%
188728.6	1	0.3%
188808.6	1	0.3%
188928.4	1	0.3%

Value	Count	Frequency (%)
2248258.6	1	0.3%
264179.9	1	0.3%
263833.2	1	0.3%
263726.0	1	0.3%
263373.1	1	0.3%
263192.8	1	0.3%
263186.8	1	0.3%
262683.8	1	0.3%
262550.1	1	0.3%
262460.8	1	0.3%

Heatmap
Table

	연도	월	영업일	영업열차운행횟수-정기(회)	영업열차운행횟수-임시(회)	영업열차운행횟수-합계(회)	비영업열차운행횟수-합계(회)	전체열차운행횟수-합계(회)	영업열차운행키로-정기(Km)	영업열차운행키로-임시(Km)	영업열차운행키로-합계(Km)	비영업열차운행키로-합계(Km)	전체열차운행키로-합계(Km)
연도	1.000	0.000	0.000	0.591	0.000	0.582	0.495	0.638	0.523	0.000	0.521	0.732	0.086
월	0.000	1.000	0.801	0.183	0.099	0.183	0.245	0.000	0.332	0.171	0.322	0.000	0.130
영업일	0.000	0.801	1.000	0.453	0.000	0.453	0.486	0.233	0.811	0.000	0.808	0.106	0.000
영업열차운행횟수-정기(회)	0.591	0.183	0.453	1.000	0.134	1.000	0.844	0.989	0.838	0.071	0.836	0.228	0.000
영업열차운행횟수-임시(회)	0.000	0.099	0.000	0.134	1.000	0.140	0.000	0.000	0.000	0.983	0.000	0.000	0.000
영업열차운행횟수-합계(회)	0.582	0.183	0.453	1.000	0.140	1.000	0.843	0.989	0.837	0.083	0.836	0.233	0.000
비영업열차운행횟수-합계(회)	0.495	0.245	0.486	0.844	0.000	0.843	1.000	0.844	0.810	0.000	0.810	0.402	0.000
전체열차운행횟수-합계(회)	0.638	0.000	0.233	0.989	0.000	0.989	0.844	1.000	0.829	0.000	0.829	0.543	0.000
영업열차운행키로-정기(Km)	0.523	0.332	0.811	0.838	0.000	0.837	0.810	0.829	1.000	0.000	1.000	0.482	0.000
영업열차운행키로-임시(Km)	0.000	0.171	0.000	0.071	0.983	0.083	0.000	0.000	0.000	1.000	0.000	0.000	0.000
영업열차운행키로-합계(Km)	0.521	0.322	0.808	0.836	0.000	0.836	0.810	0.829	1.000	0.000	1.000	0.478	0.000
비영업열차운행키로-합계(Km)	0.732	0.000	0.106	0.228	0.000	0.233	0.402	0.543	0.482	0.000	0.478	1.000	1.000
전체열차운행키로-합계(Km)	0.086	0.130	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	1.000

Heatmap
Table

	호선	영업일
호선	1.000	1.000
영업일	1.000	1.000

Heatmap
Table

	연도	월	영업열차운행횟수-정기(회)	영업열차운행횟수-임시(회)	영업열차운행횟수-합계(회)	비영업열차운행횟수-합계(회)	전체열차운행횟수-합계(회)	영업열차운행키로-정기(Km)	영업열차운행키로-임시(Km)	영업열차운행키로-합계(Km)	비영업열차운행키로-합계(Km)	전체열차운행키로-합계(Km)	호선	영업일
연도	1.000	-0.024	-0.732	0.050	-0.730	-0.133	-0.657	0.113	0.066	0.101	0.746	0.231	1.000	0.000
월	-0.024	1.000	0.079	0.167	0.082	0.134	0.088	0.112	0.184	0.112	0.122	0.124	1.000	0.618
영업열차운행횟수-정기(회)	-0.732	0.079	1.000	-0.038	0.998	0.363	0.950	0.348	-0.052	0.355	-0.473	0.215	1.000	0.325
영업열차운행횟수-임시(회)	0.050	0.167	-0.038	1.000	0.006	0.062	-0.021	0.027	0.995	0.080	0.067	0.056	1.000	0.000
영업열차운행횟수-합계(회)	-0.730	0.082	0.998	0.006	1.000	0.366	0.951	0.349	-0.008	0.359	-0.470	0.219	1.000	0.325
비영업열차운행횟수-합계(회)	-0.133	0.134	0.363	0.062	0.366	1.000	0.542	0.394	0.070	0.386	0.252	0.355	1.000	0.329
전체열차운행횟수-합계(회)	-0.657	0.088	0.950	-0.021	0.951	0.542	1.000	0.351	-0.033	0.354	-0.354	0.225	1.000	0.160
영업열차운행키로-정기(Km)	0.113	0.112	0.348	0.027	0.349	0.394	0.351	1.000	0.038	0.996	0.405	0.971	1.000	0.475
영업열차운행키로-임시(Km)	0.066	0.184	-0.052	0.995	-0.008	0.070	-0.033	0.038	1.000	0.090	0.085	0.071	1.000	0.000
영업열차운행키로-합계(Km)	0.101	0.112	0.355	0.080	0.359	0.386	0.354	0.996	0.090	1.000	0.393	0.971	1.000	0.471
비영업열차운행키로-합계(Km)	0.746	0.122	-0.473	0.067	-0.470	0.252	-0.354	0.405	0.085	0.393	1.000	0.528	1.000	0.099
전체열차운행키로-합계(Km)	0.231	0.124	0.215	0.056	0.219	0.355	0.225	0.971	0.071	0.971	0.528	1.000	1.000	0.000
호선	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
영업일	0.000	0.618	0.325	0.000	0.325	0.329	0.160	0.475	0.000	0.471	0.099	0.000	1.000	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.

First rows
Last rows

	연도	월	호선	영업일	영업열차운행횟수-정기(회)	영업열차운행횟수-임시(회)	영업열차운행횟수-합계(회)	비영업열차운행횟수-합계(회)	전체열차운행횟수-합계(회)	영업열차운행키로-정기(Km)	영업열차운행키로-임시(Km)	영업열차운행키로-합계(Km)	비영업열차운행키로-합계(Km)	전체열차운행키로-합계(Km)
0	2001	1	1	31	10084	0	10084	3	10087	250198.8	0.0	250198.8	74.7	250273.5
1	2001	2	1	28	9192	4	9196	4	9200	228074.4	99.6	228174.0	99.6	228273.6
2	2001	3	1	31	10162	72	10234	8	10242	252141.0	1792.8	253933.8	199.2	254133.0
3	2001	4	1	30	9804	0	9804	8	9812	243255.6	0.0	243255.6	199.2	243454.8
4	2001	5	1	31	10136	0	10136	8	10144	251493.6	0.0	251493.6	199.2	251692.8
5	2001	6	1	30	9830	56	9886	4	9890	243903.0	1394.4	245297.4	99.6	245397.0
6	2001	7	1	31	10136	0	10136	4	10140	251493.6	0.0	251493.6	99.6	251593.2
7	2001	8	1	31	10162	0	10162	8	10170	252141.0	0.0	252141.0	199.2	252340.2
8	2001	9	1	30	9830	88	9918	2	9920	243903.0	2191.2	246094.2	49.8	246144.0
9	2001	10	1	31	10110	0	10110	2	10112	250846.2	0.0	250846.2	49.8	250896.0

	연도	월	호선	영업일	영업열차운행횟수-정기(회)	영업열차운행횟수-임시(회)	영업열차운행횟수-합계(회)	비영업열차운행횟수-합계(회)	전체열차운행횟수-합계(회)	영업열차운행키로-정기(Km)	영업열차운행키로-임시(Km)	영업열차운행키로-합계(Km)	비영업열차운행키로-합계(Km)	전체열차운행키로-합계(Km)
278	2024	3	1	31	8904	0	8904	866	9770	251763.8	0.0	251763.8	3071.6	254835.4
279	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
280	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
281	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
282	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
283	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
284	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
285	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
286	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
287	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

Most frequently occurring

	연도	월	호선	영업일	영업열차운행횟수-정기(회)	영업열차운행횟수-임시(회)	영업열차운행횟수-합계(회)	비영업열차운행횟수-합계(회)	전체열차운행횟수-합계(회)	영업열차운행키로-정기(Km)	영업열차운행키로-임시(Km)	영업열차운행키로-합계(Km)	비영업열차운행키로-합계(Km)	전체열차운행키로-합계(Km)	# duplicates
0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	9

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring