gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	238
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	32.9 KiB
Average record size in memory	141.6 B

Variable types

Categorical	5
Text	1
Numeric	10

Dataset

Description	한국도로공사 고속도로 졸음쉼터 교통량(일별)관련 정보를 제공한다.(구분, 노선, 방향, 명칭, 차종, 합계)
URL	https://www.data.go.kr/data/15101926/fileData.do

Alerts

`총합계` is highly overall correlated with `1종` and 5 other fields	High correlation
`1종` is highly overall correlated with `총합계` and 3 other fields	High correlation
`3종` is highly overall correlated with `총합계` and 4 other fields	High correlation
`4종` is highly overall correlated with `총합계` and 6 other fields	High correlation
`5종` is highly overall correlated with `총합계` and 5 other fields	High correlation
`6종` is highly overall correlated with `총합계` and 4 other fields	High correlation
`7종` is highly overall correlated with `10종`	High correlation
`10종` is highly overall correlated with `4종` and 4 other fields	High correlation
`노선` is highly overall correlated with `방향`	High correlation
`방향` is highly overall correlated with `노선`	High correlation
`8종` is highly overall correlated with `총합계` and 6 other fields	High correlation
`8종` is highly imbalanced (81.4%)	Imbalance
`9종` is highly imbalanced (85.5%)	Imbalance
`11종` is highly imbalanced (68.6%)	Imbalance
`2종` has 88 (37.0%) zeros	Zeros
`6종` has 12 (5.0%) zeros	Zeros
`7종` has 36 (15.1%) zeros	Zeros
`10종` has 45 (18.9%) zeros	Zeros
`12종` has 117 (49.2%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 20:13:56.857779
Analysis finished	2023-12-12 20:14:09.203153
Duration	12.35 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

노선
Categorical

HIGH CORRELATION

Distinct	24
Distinct (%)	10.1%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

경부선	30
통영대전·중부선	29
서해안선	22
호남선	19
영동선	16
Other values (19)	122

Length

Max length	12
Median length	10
Mean length	4.8655462
Min length	3

Unique

Unique	1 ?
Unique (%)	0.4%

Sample

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

Common Values

Value	Count	Frequency (%)
경부선	30	12.6%
통영대전·중부선	29	12.2%
서해안선	22	9.2%
호남선	19	8.0%
영동선	16	6.7%
중앙선	16	6.7%
남해선	15	6.3%
중부내륙선	15	6.3%
당진영덕선	11	4.6%
평택제천선	9	3.8%
Other values (14)	56	23.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경부선	30	12.6%
통영대전·중부선	29	12.2%
서해안선	22	9.2%
호남선	19	8.0%
영동선	16	6.7%
중앙선	16	6.7%
남해선	15	6.3%
중부내륙선	15	6.3%
당진영덕선	11	4.6%
평택제천선	9	3.8%
Other values (14)	56	23.5%

방향
Categorical

HIGH CORRELATION

Distinct	42
Distinct (%)	17.6%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

서울	31
부산	29
하남	16
통영	15
순천	15
Other values (37)	132

Length

Max length	5
Median length	2
Mean length	2.0882353
Min length	2

Unique

Unique	11 ?
Unique (%)	4.6%

Sample

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

Common Values

Value	Count	Frequency (%)
서울	31	13.0%
부산	29	12.2%
하남	16	6.7%
통영	15	6.3%
순천	15	6.3%
천안	12	5.0%
목포	11	4.6%
창원	10	4.2%
춘천	8	3.4%
인천	8	3.4%
Other values (32)	83	34.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
서울	31	13.0%
부산	29	12.2%
하남	16	6.7%
통영	15	6.3%
순천	15	6.3%
천안	12	5.0%
목포	11	4.6%
창원	10	4.2%
강릉	8	3.4%
춘천	8	3.4%
Other values (32)	83	34.9%

명칭
Text

Distinct	151
Distinct (%)	63.4%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

Length

Max length	6
Median length	2
Mean length	2.1764706
Min length	2

Characters and Unicode

Total characters	518
Distinct characters	135
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	74 ?
Unique (%)	31.1%

Sample

1st row	오산
2nd row	남사
3rd row	청성
4th row	추풍령
5th row	추풍령

Value	Count	Frequency (%)
오산	3	1.3%
금성	3	1.3%
삽교	3	1.3%
일광	3	1.3%
전주	3	1.3%
주암	3	1.3%
상번천	3	1.3%
상주	3	1.3%
안평	3	1.3%
양산	3	1.3%
Other values (141)	208	87.4%

Most occurring characters

Value	Count	Frequency (%)
산	27	5.2%
주	17	3.3%
서	17	3.3%
성	16	3.1%
양	15	2.9%
대	14	2.7%
천	14	2.7%
금	12	2.3%
상	11	2.1%
진	11	2.1%
Other values (125)	364	70.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	518	100.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
산	27	5.2%
주	17	3.3%
서	17	3.3%
성	16	3.1%
양	15	2.9%
대	14	2.7%
천	14	2.7%
금	12	2.3%
상	11	2.1%
진	11	2.1%
Other values (125)	364	70.3%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	518	100.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
산	27	5.2%
주	17	3.3%
서	17	3.3%
성	16	3.1%
양	15	2.9%
대	14	2.7%
천	14	2.7%
금	12	2.3%
상	11	2.1%
진	11	2.1%
Other values (125)	364	70.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	518	100.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
산	27	5.2%
주	17	3.3%
서	17	3.3%
성	16	3.1%
양	15	2.9%
대	14	2.7%
천	14	2.7%
금	12	2.3%
상	11	2.1%
진	11	2.1%
Other values (125)	364	70.3%

총합계
Real number (ℝ)

HIGH CORRELATION

Distinct	201
Distinct (%)	84.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	471.53361

Minimum	37
Maximum	2708
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	37
5-th percentile	159.85
Q1	260
median	374
Q3	601.75
95-th percentile	993.45
Maximum	2708
Range	2671
Interquartile range (IQR)	341.75

Descriptive statistics

Standard deviation	333.59251
Coefficient of variation (CV)	0.70746284
Kurtosis	12.169895
Mean	471.53361
Median Absolute Deviation (MAD)	141
Skewness	2.8124691
Sum	112225
Variance	111283.96
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
334	4	1.7%
330	3	1.3%
374	3	1.3%
298	3	1.3%
457	3	1.3%
250	3	1.3%
202	3	1.3%
333	2	0.8%
582	2	0.8%
251	2	0.8%
Other values (191)	210	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
37	1	0.4%
62	1	0.4%
114	1	0.4%
118	1	0.4%
120	1	0.4%
136	1	0.4%
140	1	0.4%
142	1	0.4%
145	1	0.4%
151	1	0.4%

Value	Count	Frequency (%)
2708	1	0.4%
1928	1	0.4%
1906	1	0.4%
1851	1	0.4%
1730	1	0.4%
1643	1	0.4%
1159	1	0.4%
1085	1	0.4%
1080	1	0.4%
1068	1	0.4%

1종
Real number (ℝ)

HIGH CORRELATION

Distinct	196
Distinct (%)	82.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	326.97059

Minimum	16
Maximum	1766
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	16
5-th percentile	106.95
Q1	183.25
median	254.5
Q3	415.75
95-th percentile	708.6
Maximum	1766
Range	1750
Interquartile range (IQR)	232.5

Descriptive statistics

Standard deviation	235.28624
Coefficient of variation (CV)	0.71959451
Kurtosis	10.296213
Mean	326.97059
Median Absolute Deviation (MAD)	96.5
Skewness	2.6559191
Sum	77819
Variance	55359.615
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
177	4	1.7%
136	4	1.7%
235	3	1.3%
240	3	1.3%
229	3	1.3%
405	3	1.3%
212	2	0.8%
252	2	0.8%
225	2	0.8%
193	2	0.8%
Other values (186)	210	88.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16	1	0.4%
35	1	0.4%
58	1	0.4%
69	1	0.4%
84	1	0.4%
87	1	0.4%
93	1	0.4%
95	1	0.4%
98	1	0.4%
99	1	0.4%

Value	Count	Frequency (%)
1766	1	0.4%
1383	2	0.8%
1342	1	0.4%
1218	1	0.4%
1161	1	0.4%
834	1	0.4%
819	1	0.4%
791	1	0.4%
726	1	0.4%
715	1	0.4%

2종
Real number (ℝ)

ZEROS

Distinct	10
Distinct (%)	4.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5

Minimum	0
Maximum	26
Zeros	88
Zeros (%)	37.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	5
Maximum	26
Range	26
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.3398042
Coefficient of variation (CV)	1.5598694
Kurtosis	54.359284
Mean	1.5
Median Absolute Deviation (MAD)	1
Skewness	5.9205068
Sum	357
Variance	5.4746835
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	88	37.0%
1	62	26.1%
2	41	17.2%
3	24	10.1%
5	9	3.8%
4	9	3.8%
6	2	0.8%
26	1	0.4%
7	1	0.4%
15	1	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	88	37.0%
1	62	26.1%
2	41	17.2%
3	24	10.1%
4	9	3.8%
5	9	3.8%
6	2	0.8%
7	1	0.4%
15	1	0.4%
26	1	0.4%

Value	Count	Frequency (%)
26	1	0.4%
15	1	0.4%
7	1	0.4%
6	2	0.8%
5	9	3.8%
4	9	3.8%
3	24	10.1%
2	41	17.2%
1	62	26.1%
0	88	37.0%

3종
Real number (ℝ)

HIGH CORRELATION

Distinct	108
Distinct (%)	45.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	74.663866

Minimum	9
Maximum	514
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	9
5-th percentile	20.85
Q1	38
median	55
Q3	95.75
95-th percentile	168.4
Maximum	514
Range	505
Interquartile range (IQR)	57.75

Descriptive statistics

Standard deviation	61.998745
Coefficient of variation (CV)	0.83037148
Kurtosis	14.46024
Mean	74.663866
Median Absolute Deviation (MAD)	22.5
Skewness	3.0747547
Sum	17770
Variance	3843.8443
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26	8	3.4%
35	7	2.9%
43	6	2.5%
62	6	2.5%
49	6	2.5%
17	5	2.1%
53	5	2.1%
55	5	2.1%
40	5	2.1%
39	5	2.1%
Other values (98)	180	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9	1	0.4%
17	5	2.1%
18	2	0.8%
19	2	0.8%
20	2	0.8%
21	1	0.4%
22	3	1.3%
24	2	0.8%
25	2	0.8%
26	8	3.4%

Value	Count	Frequency (%)
514	1	0.4%
369	1	0.4%
354	1	0.4%
334	1	0.4%
260	1	0.4%
241	1	0.4%
220	1	0.4%
210	1	0.4%
193	1	0.4%
188	1	0.4%

4종
Real number (ℝ)

HIGH CORRELATION

Distinct	70
Distinct (%)	29.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.97479

Minimum	1
Maximum	144
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	1
5-th percentile	5.85
Q1	12
median	19
Q3	36.75
95-th percentile	65.15
Maximum	144
Range	143
Interquartile range (IQR)	24.75

Descriptive statistics

Standard deviation	21.963899
Coefficient of variation (CV)	0.814238
Kurtosis	5.1818587
Mean	26.97479
Median Absolute Deviation (MAD)	10
Skewness	1.899062
Sum	6420
Variance	482.41286
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	11	4.6%
20	10	4.2%
9	10	4.2%
11	10	4.2%
17	9	3.8%
14	9	3.8%
13	9	3.8%
12	8	3.4%
16	8	3.4%
8	8	3.4%
Other values (60)	146	61.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	0.4%
2	3	1.3%
3	3	1.3%
4	3	1.3%
5	2	0.8%
6	6	2.5%
7	3	1.3%
8	8	3.4%
9	10	4.2%
10	7	2.9%

Value	Count	Frequency (%)
144	1	0.4%
120	1	0.4%
117	1	0.4%
102	1	0.4%
87	1	0.4%
81	1	0.4%
78	1	0.4%
77	1	0.4%
76	1	0.4%
72	1	0.4%

5종
Real number (ℝ)

HIGH CORRELATION

Distinct	56
Distinct (%)	23.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.298319

Minimum	0
Maximum	163
Zeros	1
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	9
median	17
Q3	27
95-th percentile	55
Maximum	163
Range	163
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	19.922192
Coefficient of variation (CV)	0.93538801
Kurtosis	15.191968
Mean	21.298319
Median Absolute Deviation (MAD)	9
Skewness	3.0450959
Sum	5069
Variance	396.89375
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	14	5.9%
18	11	4.6%
11	11	4.6%
9	11	4.6%
12	10	4.2%
3	9	3.8%
10	9	3.8%
7	8	3.4%
19	8	3.4%
14	7	2.9%
Other values (46)	140	58.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.4%
1	3	1.3%
2	3	1.3%
3	9	3.8%
4	6	2.5%
5	6	2.5%
6	14	5.9%
7	8	3.4%
8	7	2.9%
9	11	4.6%

Value	Count	Frequency (%)
163	1	0.4%
137	1	0.4%
91	1	0.4%
83	1	0.4%
76	1	0.4%
67	1	0.4%
66	1	0.4%
63	2	0.8%
60	1	0.4%
55	3	1.3%

6종
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	11.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.3319328

Minimum	0
Maximum	80
Zeros	12
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0.85
Q1	3
median	5.5
Q3	10
95-th percentile	17
Maximum	80
Range	80
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	8.3222992
Coefficient of variation (CV)	1.1350758
Kurtosis	30.674508
Mean	7.3319328
Median Absolute Deviation (MAD)	3.5
Skewness	4.5533237
Sum	1745
Variance	69.260664
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
3	27	11.3%
2	24	10.1%
5	21	8.8%
6	20	8.4%
1	18	7.6%
4	17	7.1%
8	16	6.7%
9	13	5.5%
10	13	5.5%
0	12	5.0%
Other values (17)	57	23.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	5.0%
1	18	7.6%
2	24	10.1%
3	27	11.3%
4	17	7.1%
5	21	8.8%
6	20	8.4%
7	9	3.8%
8	16	6.7%
9	13	5.5%

Value	Count	Frequency (%)
80	1	0.4%
51	1	0.4%
48	1	0.4%
47	1	0.4%
30	1	0.4%
25	1	0.4%
20	2	0.8%
19	2	0.8%
18	1	0.4%
17	2	0.8%

7종
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.0168067

Minimum	0
Maximum	40
Zeros	36
Zeros (%)	15.1%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	8
95-th percentile	20.15
Maximum	40
Range	40
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	7.1334278
Coefficient of variation (CV)	1.1855837
Kurtosis	6.1855749
Mean	6.0168067
Median Absolute Deviation (MAD)	3
Skewness	2.2800102
Sum	1432
Variance	50.885792
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	36	15.1%
1	30	12.6%
2	24	10.1%
3	24	10.1%
4	19	8.0%
8	15	6.3%
5	14	5.9%
7	13	5.5%
6	12	5.0%
10	7	2.9%
Other values (21)	44	18.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36	15.1%
1	30	12.6%
2	24	10.1%
3	24	10.1%
4	19	8.0%
5	14	5.9%
6	12	5.0%
7	13	5.5%
8	15	6.3%
9	5	2.1%

Value	Count	Frequency (%)
40	1	0.4%
37	1	0.4%
36	1	0.4%
34	1	0.4%
32	1	0.4%
31	1	0.4%
29	1	0.4%
26	1	0.4%
23	1	0.4%
22	1	0.4%

8종
Categorical

HIGH CORRELATION IMBALANCE

Distinct	5
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

0	223
1	9
2	4
5	1
6	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	2 ?
Unique (%)	0.8%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	223	93.7%
1	9	3.8%
2	4	1.7%
5	1	0.4%
6	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	223	93.7%
1	9	3.8%
2	4	1.7%
5	1	0.4%
6	1	0.4%

9종
Categorical

IMBALANCE

Distinct	3
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

0	230
1	7
2	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	1 ?
Unique (%)	0.4%

Sample

1st row	0
2nd row	0
3rd row	2
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	230	96.6%
1	7	2.9%
2	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	230	96.6%
1	7	2.9%
2	1	0.4%

10종
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	10.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9579832

Minimum	0
Maximum	48
Zeros	45
Zeros (%)	18.9%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	7
95-th percentile	15.3
Maximum	48
Range	48
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	6.2795562
Coefficient of variation (CV)	1.2665546
Kurtosis	12.339027
Mean	4.9579832
Median Absolute Deviation (MAD)	3
Skewness	2.8163906
Sum	1180
Variance	39.432826
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	45	18.9%
1	40	16.8%
2	31	13.0%
3	17	7.1%
5	16	6.7%
6	13	5.5%
4	12	5.0%
8	11	4.6%
9	7	2.9%
10	7	2.9%
Other values (15)	39	16.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	45	18.9%
1	40	16.8%
2	31	13.0%
3	17	7.1%
4	12	5.0%
5	16	6.7%
6	13	5.5%
7	6	2.5%
8	11	4.6%
9	7	2.9%

Value	Count	Frequency (%)
48	1	0.4%
37	1	0.4%
28	1	0.4%
26	1	0.4%
25	1	0.4%
22	1	0.4%
19	3	1.3%
18	1	0.4%
17	2	0.8%
15	1	0.4%

11종
Categorical

IMBALANCE

Distinct	4
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Memory size	2.0 KiB

0	210
1	22
2	5
3	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	1 ?
Unique (%)	0.4%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	210	88.2%
1	22	9.2%
2	5	2.1%
3	1	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	210	88.2%
1	22	9.2%
2	5	2.1%
3	1	0.4%

12종
Real number (ℝ)

ZEROS

Distinct	14
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5168067

Minimum	0
Maximum	22
Zeros	117
Zeros (%)	49.2%
Negative	0
Negative (%)	0.0%
Memory size	2.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	6.15
Maximum	22
Range	22
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.839915
Coefficient of variation (CV)	1.8722985
Kurtosis	17.580013
Mean	1.5168067
Median Absolute Deviation (MAD)	1
Skewness	3.6930646
Sum	361
Variance	8.0651172
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	117	49.2%
1	52	21.8%
2	29	12.2%
3	10	4.2%
5	9	3.8%
4	8	3.4%
7	3	1.3%
10	2	0.8%
9	2	0.8%
13	2	0.8%
Other values (4)	4	1.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	117	49.2%
1	52	21.8%
2	29	12.2%
3	10	4.2%
4	8	3.4%
5	9	3.8%
6	1	0.4%
7	3	1.3%
9	2	0.8%
10	2	0.8%

Value	Count	Frequency (%)
22	1	0.4%
16	1	0.4%
15	1	0.4%
13	2	0.8%
10	2	0.8%
9	2	0.8%
7	3	1.3%
6	1	0.4%
5	9	3.8%
4	8	3.4%

Heatmap
Table

	노선	방향	총합계	1종	2종	3종	4종	5종	6종	7종	8종	9종	10종	11종	12종
노선	1.000	0.993	0.562	0.613	0.150	0.628	0.341	0.347	0.000	0.000	0.302	0.000	0.382	0.455	0.000
방향	0.993	1.000	0.403	0.435	0.262	0.560	0.258	0.000	0.000	0.000	0.516	0.000	0.000	0.546	0.000
총합계	0.562	0.403	1.000	0.975	0.492	0.972	0.839	0.905	0.812	0.613	0.828	0.000	0.908	0.196	0.509
1종	0.613	0.435	0.975	1.000	0.531	0.961	0.731	0.875	0.721	0.540	0.683	0.000	0.797	0.071	0.168
2종	0.150	0.262	0.492	0.531	1.000	0.615	0.652	0.301	0.056	0.674	0.000	0.000	0.163	0.007	0.200
3종	0.628	0.560	0.972	0.961	0.615	1.000	0.790	0.883	0.765	0.588	0.690	0.000	0.826	0.000	0.382
4종	0.341	0.258	0.839	0.731	0.652	0.790	1.000	0.802	0.759	0.773	0.913	0.000	0.776	0.120	0.579
5종	0.347	0.000	0.905	0.875	0.301	0.883	0.802	1.000	0.849	0.652	0.777	0.000	0.913	0.423	0.614
6종	0.000	0.000	0.812	0.721	0.056	0.765	0.759	0.849	1.000	0.577	0.751	0.000	0.779	0.350	0.563
7종	0.000	0.000	0.613	0.540	0.674	0.588	0.773	0.652	0.577	1.000	0.718	0.000	0.721	0.249	0.699
8종	0.302	0.516	0.828	0.683	0.000	0.690	0.913	0.777	0.751	0.718	1.000	0.074	0.829	0.192	0.575
9종	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.074	1.000	0.000	0.174	0.287
10종	0.382	0.000	0.908	0.797	0.163	0.826	0.776	0.913	0.779	0.721	0.829	0.000	1.000	0.377	0.798
11종	0.455	0.546	0.196	0.071	0.007	0.000	0.120	0.423	0.350	0.249	0.192	0.174	0.377	1.000	0.000
12종	0.000	0.000	0.509	0.168	0.200	0.382	0.579	0.614	0.563	0.699	0.575	0.287	0.798	0.000	1.000

Heatmap
Table

	11종	방향	9종	8종	노선
11종	1.000	0.279	0.165	0.157	0.219
방향	0.279	1.000	0.000	0.245	0.827
9종	0.165	0.000	1.000	0.054	0.000
8종	0.157	0.245	0.054	1.000	0.143
노선	0.219	0.827	0.000	0.143	1.000

Heatmap
Table

	총합계	1종	2종	3종	4종	5종	6종	7종	10종	12종	노선	방향	8종	9종	11종
총합계	1.000	0.971	0.465	0.920	0.730	0.618	0.508	0.390	0.439	0.290	0.224	0.150	0.698	0.000	0.088
1종	0.971	1.000	0.442	0.845	0.605	0.471	0.406	0.282	0.326	0.196	0.254	0.165	0.506	0.000	0.030
2종	0.465	0.442	1.000	0.441	0.342	0.291	0.269	0.286	0.197	0.210	0.066	0.111	0.000	0.000	0.000
3종	0.920	0.845	0.441	1.000	0.756	0.640	0.483	0.432	0.442	0.297	0.253	0.227	0.513	0.000	0.000
4종	0.730	0.605	0.342	0.756	1.000	0.759	0.570	0.425	0.507	0.392	0.126	0.080	0.606	0.000	0.070
5종	0.618	0.471	0.291	0.640	0.759	1.000	0.687	0.477	0.610	0.466	0.123	0.000	0.622	0.000	0.197
6종	0.508	0.406	0.269	0.483	0.570	0.687	1.000	0.344	0.503	0.353	0.000	0.000	0.608	0.000	0.250
7종	0.390	0.282	0.286	0.432	0.425	0.477	0.344	1.000	0.507	0.378	0.120	0.000	0.368	0.000	0.135
10종	0.439	0.326	0.197	0.442	0.507	0.610	0.503	0.507	1.000	0.454	0.138	0.000	0.698	0.000	0.174
12종	0.290	0.196	0.210	0.297	0.392	0.466	0.353	0.378	0.454	1.000	0.000	0.000	0.375	0.129	0.000
노선	0.224	0.254	0.066	0.253	0.126	0.123	0.000	0.120	0.138	0.000	1.000	0.827	0.143	0.000	0.219
방향	0.150	0.165	0.111	0.227	0.080	0.000	0.000	0.000	0.000	0.000	0.827	1.000	0.245	0.000	0.279
8종	0.698	0.506	0.000	0.513	0.606	0.622	0.608	0.368	0.698	0.375	0.143	0.245	1.000	0.054	0.157
9종	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.129	0.000	0.000	0.054	1.000	0.165
11종	0.088	0.030	0.000	0.000	0.070	0.197	0.250	0.135	0.174	0.000	0.219	0.279	0.157	0.165	1.000

Count
Matrix

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.

First rows
Last rows

	노선	방향	명칭	총합계	1종	2종	3종	4종	5종	6종	7종	8종	9종	10종	11종	12종
0	경부선	부산	오산	990	791	3	134	30	21	4	6	0	0	1	0	0
1	경부선	부산	남사	749	596	1	90	20	24	15	2	0	0	1	0	0
2	경부선	서울	청성	264	160	1	44	17	18	3	7	0	2	6	1	5
3	경부선	부산	추풍령	253	142	0	36	17	32	4	7	0	0	13	0	2
4	경부선	서울	추풍령	160	69	0	18	18	26	5	14	0	0	4	1	5
5	경부선	부산	대신	205	113	1	36	30	10	8	1	2	1	0	0	3
6	경부선	서울	대신	443	259	0	62	52	35	10	10	2	0	3	0	10
7	경부선	서울	석적	406	264	1	74	30	19	9	6	1	0	2	0	0
8	경부선	부산	북안	244	136	0	49	11	21	10	7	0	0	10	0	0
9	경부선	서울	북안	250	132	0	48	26	17	10	11	0	0	6	0	0

	노선	방향	명칭	총합계	1종	2종	3종	4종	5종	6종	7종	9종	10종	11종	12종
228	수도권제1순환선	외측	청계	683	416	0	134	55	50	2	13	1	12	0	0
229	호남선의지선	논산	논산	480	303	2	77	54	20	9	9	0	5	1	0
230	호남선의지선	회덕	논산	521	343	0	79	46	31	15	0	0	5	0	2
231	호남선의지선	논산	서대전	497	374	0	79	22	12	2	6	0	2	0	0
232	호남선의지선	논산	북대전	625	449	1	72	47	26	14	4	0	11	0	1
233	고창담양선	고창	장성물류	242	177	0	35	6	7	9	6	0	2	0	0
234	고창담양선	담양	장성물류	298	229	0	39	13	12	3	2	0	0	0	0
235	고창담양선	고창	태령	287	191	0	48	23	11	5	1	1	6	1	0
236	대전남부순환선	산내	산내	281	193	1	60	11	7	3	3	0	3	0	0
237	부산외곽순환선	기장	일광	827	614	1	135	34	14	11	13	0	3	0	2

Overview

Variables

Common Values

Length

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Most occurring scripts

Most frequent character per script

Hangul

Most occurring blocks

Most frequent character per block

Hangul

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample