gimi9 Pandas Profiling

Dataset statistics

Number of variables	15
Number of observations	500
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	64.6 KiB
Average record size in memory	132.3 B

Variable types

Numeric	10
Categorical	4
Text	1

Dataset

Description	샘플 데이터
Author	KT
URL	https://bigdata.seoul.go.kr/data/selectSampleData.do?sample_data_seq=329

Alerts

`출발_년월일(DEPRT_YMD)` is highly overall correlated with `도착_년월일(DEST_YMD)` and 1 other fields	High correlation
`도착_년월일(DEST_YMD)` is highly overall correlated with `출발_년월일(DEPRT_YMD)` and 1 other fields	High correlation
`기준년월(YYYYMM)` is highly overall correlated with `출발_년월일(DEPRT_YMD)` and 1 other fields	High correlation
`출발_시(DEPRT_HOUR)` has 8 (1.6%) zeros	Zeros

Reproduction

Analysis started	2024-03-13 13:09:02.726410
Analysis finished	2024-03-13 13:09:20.499449
Duration	17.77 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

출발_년월일(DEPRT_YMD)
Real number (ℝ)

HIGH CORRELATION

Distinct	342
Distinct (%)	68.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20204760

Minimum	20200201
Maximum	20210830
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	20200201
5-th percentile	20200306
Q1	20200619
median	20201112
Q3	20210407
95-th percentile	20210804
Maximum	20210830
Range	10629
Interquartile range (IQR)	9788.5

Descriptive statistics

Standard deviation	4815.3012
Coefficient of variation (CV)	0.00023832509
Kurtosis	-1.874204
Mean	20204760
Median Absolute Deviation (MAD)	785
Skewness	0.34559874
Sum	1.010238 × 10¹⁰
Variance	23187126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20210512	4	0.8%
20201129	3	0.6%
20201031	3	0.6%
20210204	3	0.6%
20200225	3	0.6%
20210824	3	0.6%
20200716	3	0.6%
20200425	3	0.6%
20200807	3	0.6%
20210712	3	0.6%
Other values (332)	469	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20200201	2	0.4%
20200203	1	0.2%
20200205	1	0.2%
20200206	1	0.2%
20200207	2	0.4%
20200208	1	0.2%
20200209	1	0.2%
20200210	2	0.4%
20200211	1	0.2%
20200214	1	0.2%

Value	Count	Frequency (%)
20210830	2	0.4%
20210829	1	0.2%
20210827	1	0.2%
20210826	1	0.2%
20210825	1	0.2%
20210824	3	0.6%
20210820	1	0.2%
20210819	2	0.4%
20210818	1	0.2%
20210815	1	0.2%

출발_시(DEPRT_HOUR)
Real number (ℝ)

ZEROS

Distinct	24
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.584

Minimum	0
Maximum	23
Zeros	8
Zeros (%)	1.6%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	10
median	14
Q3	17
95-th percentile	21
Maximum	23
Range	23
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	5.0535156
Coefficient of variation (CV)	0.3720197
Kurtosis	-0.22696521
Mean	13.584
Median Absolute Deviation (MAD)	4
Skewness	-0.43591197
Sum	6792
Variance	25.53802
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
15	40	8.0%
13	38	7.6%
10	37	7.4%
17	36	7.2%
14	34	6.8%
16	34	6.8%
20	31	6.2%
12	31	6.2%
18	30	6.0%
9	27	5.4%
Other values (14)	162	32.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	1.6%
1	5	1.0%
2	2	0.4%
3	1	0.2%
4	7	1.4%
5	9	1.8%
6	10	2.0%
7	14	2.8%
8	23	4.6%
9	27	5.4%

Value	Count	Frequency (%)
23	2	0.4%
22	15	3.0%
21	20	4.0%
20	31	6.2%
19	24	4.8%
18	30	6.0%
17	36	7.2%
16	34	6.8%
15	40	8.0%
14	34	6.8%

출발_20분_단위(DEPRT_MINUTE)
Categorical

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

0	170
20	167
40	163

Length

Max length	2
Median length	2
Mean length	1.66
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	40
4th row	0
5th row	20

Common Values

Value	Count	Frequency (%)
0	170	34.0%
20	167	33.4%
40	163	32.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	170	34.0%
20	167	33.4%
40	163	32.6%

도착_년월일(DEST_YMD)
Real number (ℝ)

HIGH CORRELATION

Distinct	342
Distinct (%)	68.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20204760

Minimum	20200201
Maximum	20210830
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	20200201
5-th percentile	20200306
Q1	20200619
median	20201112
Q3	20210407
95-th percentile	20210804
Maximum	20210830
Range	10629
Interquartile range (IQR)	9788.5

Descriptive statistics

Standard deviation	4815.3012
Coefficient of variation (CV)	0.00023832509
Kurtosis	-1.874204
Mean	20204760
Median Absolute Deviation (MAD)	785
Skewness	0.34559874
Sum	1.010238 × 10¹⁰
Variance	23187126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20210512	4	0.8%
20201129	3	0.6%
20201031	3	0.6%
20210204	3	0.6%
20200225	3	0.6%
20210824	3	0.6%
20200716	3	0.6%
20200425	3	0.6%
20200807	3	0.6%
20210712	3	0.6%
Other values (332)	469	93.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20200201	2	0.4%
20200203	1	0.2%
20200205	1	0.2%
20200206	1	0.2%
20200207	2	0.4%
20200208	1	0.2%
20200209	1	0.2%
20200210	2	0.4%
20200211	1	0.2%
20200214	1	0.2%

Value	Count	Frequency (%)
20210830	2	0.4%
20210829	1	0.2%
20210827	1	0.2%
20210826	1	0.2%
20210825	1	0.2%
20210824	3	0.6%
20210820	1	0.2%
20210819	2	0.4%
20210818	1	0.2%
20210815	1	0.2%

도착_시(DEST_HOUR)
Real number (ℝ)

Distinct	24
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.596

Minimum	0
Maximum	23
Zeros	2
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	12
median	15
Q3	18
95-th percentile	22
Maximum	23
Range	23
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.9121321
Coefficient of variation (CV)	0.33653961
Kurtosis	-0.16602346
Mean	14.596
Median Absolute Deviation (MAD)	3
Skewness	-0.47016276
Sum	7298
Variance	24.129042
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
13	45	9.0%
17	45	9.0%
15	40	8.0%
14	37	7.4%
18	35	7.0%
16	34	6.8%
20	28	5.6%
19	28	5.6%
11	27	5.4%
12	27	5.4%
Other values (14)	154	30.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.4%
1	2	0.4%
2	3	0.6%
3	4	0.8%
4	6	1.2%
5	7	1.4%
6	12	2.4%
7	12	2.4%
8	13	2.6%
9	15	3.0%

Value	Count	Frequency (%)
23	17	3.4%
22	17	3.4%
21	24	4.8%
20	28	5.6%
19	28	5.6%
18	35	7.0%
17	45	9.0%
16	34	6.8%
15	40	8.0%
14	37	7.4%

도착_20분_단위(DEST_MINUTE)
Categorical

Distinct	3
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

20	172
0	170
40	158

Length

Max length	2
Median length	2
Mean length	1.66
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	40
2nd row	20
3rd row	20
4th row	20
5th row	0

Common Values

Value	Count	Frequency (%)
20	172	34.4%
0	170	34.0%
40	158	31.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20	172	34.4%
0	170	34.0%
40	158	31.6%

출발지(DEPRTR)
Real number (ℝ)

Distinct	437
Distinct (%)	87.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	146143.22

Minimum	110003
Maximum	390179
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	110003
5-th percentile	110162.9
Q1	110608.5
median	111187
Q3	111725.5
95-th percentile	312242.25
Maximum	390179
Range	280176
Interquartile range (IQR)	1117

Descriptive statistics

Standard deviation	76740.512
Coefficient of variation (CV)	0.52510485
Kurtosis	1.3022587
Mean	146143.22
Median Absolute Deviation (MAD)	541
Skewness	1.7808321
Sum	73071608
Variance	5.8891061 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110858	5	1.0%
111250	3	0.6%
111734	3	0.6%
310937	3	0.6%
311475	3	0.6%
110314	3	0.6%
111728	3	0.6%
111793	3	0.6%
110956	2	0.4%
313010	2	0.4%
Other values (427)	470	94.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
110003	1	0.2%
110028	2	0.4%
110031	1	0.2%
110033	2	0.4%
110034	1	0.2%
110042	1	0.2%
110054	1	0.2%
110060	2	0.4%
110062	1	0.2%
110064	1	0.2%

Value	Count	Frequency (%)
390179	1	0.2%
380566	1	0.2%
370820	1	0.2%
360038	1	0.2%
350156	1	0.2%
341175	1	0.2%
341004	1	0.2%
340899	1	0.2%
340331	1	0.2%
320500	1	0.2%

도착지(DESTNTN)
Real number (ℝ)

Distinct	428
Distinct (%)	85.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	144932.46

Minimum	110001
Maximum	380748
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	110001
5-th percentile	110090.95
Q1	110566.5
median	111074
Q3	111706.5
95-th percentile	311482.1
Maximum	380748
Range	270747
Interquartile range (IQR)	1140

Descriptive statistics

Standard deviation	75371.915
Coefficient of variation (CV)	0.52004855
Kurtosis	1.3557878
Mean	144932.46
Median Absolute Deviation (MAD)	547.5
Skewness	1.8056043
Sum	72466229
Variance	5.6809255 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110858	6	1.2%
111539	5	1.0%
111191	3	0.6%
110826	3	0.6%
111250	3	0.6%
110859	3	0.6%
110265	3	0.6%
111698	3	0.6%
110990	3	0.6%
110041	2	0.4%
Other values (418)	466	93.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
110001	1	0.2%
110004	1	0.2%
110013	1	0.2%
110014	2	0.4%
110016	1	0.2%
110023	1	0.2%
110034	1	0.2%
110041	2	0.4%
110042	1	0.2%
110044	1	0.2%

Value	Count	Frequency (%)
380748	1	0.2%
370837	1	0.2%
360571	1	0.2%
360093	1	0.2%
330135	1	0.2%
320578	1	0.2%
313146	1	0.2%
313084	1	0.2%
312798	1	0.2%
312707	1	0.2%

성별(GENDER)
Categorical

Distinct	2
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

M	280
F	220

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
M	280	56.0%
F	220	44.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
m	280	56.0%
f	220	44.0%

연령대(AGE_GR)
Real number (ℝ)

Distinct	16
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.68

Minimum	0
Maximum	80
Zeros	1
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	15
Q1	25
median	35
Q3	55
95-th percentile	70
Maximum	80
Range	80
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	16.584562
Coefficient of variation (CV)	0.41795771
Kurtosis	-0.79250018
Mean	39.68
Median Absolute Deviation (MAD)	15
Skewness	0.29454958
Sum	19840
Variance	275.0477
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
25	76	15.2%
30	58	11.6%
55	57	11.4%
35	48	9.6%
50	46	9.2%
20	43	8.6%
45	33	6.6%
40	32	6.4%
60	32	6.4%
15	18	3.6%
Other values (6)	57	11.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.2%
10	11	2.2%
15	18	3.6%
20	43	8.6%
25	76	15.2%
30	58	11.6%
35	48	9.6%
40	32	6.4%
45	33	6.6%
50	46	9.2%

Value	Count	Frequency (%)
80	4	0.8%
75	11	2.2%
70	13	2.6%
65	17	3.4%
60	32	6.4%
55	57	11.4%
50	46	9.2%
45	33	6.6%
40	32	6.4%
35	48	9.6%

이동유형(FLOW_TYPE)
Categorical

Distinct	9
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

EH	152
HE	116
EE	89
WH	45
HW	39
Other values (4)	59

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	HE
2nd row	WH
3rd row	EH
4th row	HE
5th row	EH

Common Values

Value	Count	Frequency (%)
EH	152	30.4%
HE	116	23.2%
EE	89	17.8%
WH	45	9.0%
HW	39	7.8%
WE	20	4.0%
EW	17	3.4%
HH	16	3.2%
WW	6	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
eh	152	30.4%
he	116	23.2%
ee	89	17.8%
wh	45	9.0%
hw	39	7.8%
we	20	4.0%
ew	17	3.4%
hh	16	3.2%
ww	6	1.2%

소요시간(TRVL_TIME)
Real number (ℝ)

Distinct	146
Distinct (%)	29.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.312

Minimum	1
Maximum	367
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	1
5-th percentile	5
Q1	16
median	36
Q3	69.25
95-th percentile	170.25
Maximum	367
Range	366
Interquartile range (IQR)	53.25

Descriptive statistics

Standard deviation	58.53049
Coefficient of variation (CV)	1.0776714
Kurtosis	7.7834929
Mean	54.312
Median Absolute Deviation (MAD)	23
Skewness	2.4774823
Sum	27156
Variance	3425.8183
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	14	2.8%
19	13	2.6%
5	13	2.6%
13	12	2.4%
17	12	2.4%
11	12	2.4%
20	11	2.2%
21	10	2.0%
9	10	2.0%
12	10	2.0%
Other values (136)	383	76.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	0.6%
2	1	0.2%
3	7	1.4%
4	5	1.0%
5	13	2.6%
6	4	0.8%
7	8	1.6%
8	8	1.6%
9	10	2.0%
10	6	1.2%

Value	Count	Frequency (%)
367	1	0.2%
366	1	0.2%
351	1	0.2%
332	1	0.2%
330	1	0.2%
296	2	0.4%
272	1	0.2%
264	1	0.2%
262	1	0.2%
256	1	0.2%

이동거리(DIST)
Real number (ℝ)

Distinct	451
Distinct (%)	90.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18512.572

Minimum	88
Maximum	479798
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	88
5-th percentile	330.7
Q1	1116
median	3630.5
Q3	14942.5
95-th percentile	65187.4
Maximum	479798
Range	479710
Interquartile range (IQR)	13826.5

Descriptive statistics

Standard deviation	50942.373
Coefficient of variation (CV)	2.7517717
Kurtosis	43.079384
Mean	18512.572
Median Absolute Deviation (MAD)	3163.5
Skewness	6.057407
Sum	9256286
Variance	2.5951253 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
345	6	1.2%
239	5	1.0%
284	5	1.0%
177	4	0.8%
377	4	0.8%
142	4	0.8%
494	3	0.6%
1508	3	0.6%
417	3	0.6%
238	2	0.4%
Other values (441)	461	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
88	1	0.2%
142	4	0.8%
177	4	0.8%
222	2	0.4%
238	2	0.4%
239	5	1.0%
266	1	0.2%
284	5	1.0%
287	1	0.2%
333	1	0.2%

Value	Count	Frequency (%)
479798	1	0.2%
470217	1	0.2%
446643	1	0.2%
322093	1	0.2%
309307	1	0.2%
286058	1	0.2%
285071	1	0.2%
253825	1	0.2%
189463	1	0.2%
188936	1	0.2%

인원(LIFE_FLPOP)
Text

Distinct	103
Distinct (%)	20.6%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

Length

Max length	5
Median length	4
Mean length	2.718
Min length	1

Characters and Unicode

Total characters	1359
Distinct characters	12
Distinct categories	2 ?
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	53 ?
Unique (%)	10.6%

Sample

1st row	3.53
2nd row	3.28
3rd row	3.27
4th row	*
5th row	3.04

Value	Count	Frequency (%)
	204	40.8%
3.3	16	3.2%
3.29	15	3.0%
3.01	14	2.8%
3.28	13	2.6%
3.27	10	2.0%
3.04	10	2.0%
3.31	10	2.0%
3.13	9	1.8%
3.02	8	1.6%
Other values (93)	191	38.2%

Most occurring characters

Value	Count	Frequency (%)
.	296	21.8%
3	287	21.1%
*	204	15.0%
4	108	7.9%
2	77	5.7%
1	77	5.7%
5	74	5.4%
0	65	4.8%
8	47	3.5%
6	46	3.4%
Other values (2)	78	5.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	859	63.2%
Other Punctuation	500	36.8%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	287	33.4%
4	108	12.6%
2	77	9.0%
1	77	9.0%
5	74	8.6%
0	65	7.6%
8	47	5.5%
6	46	5.4%
9	41	4.8%
7	37	4.3%

Other Punctuation

Value	Count	Frequency (%)
.	296	59.2%
*	204	40.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	1359	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	296	21.8%
3	287	21.1%
*	204	15.0%
4	108	7.9%
2	77	5.7%
1	77	5.7%
5	74	5.4%
0	65	4.8%
8	47	3.5%
6	46	3.4%
Other values (2)	78	5.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1359	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	296	21.8%
3	287	21.1%
*	204	15.0%
4	108	7.9%
2	77	5.7%
1	77	5.7%
5	74	5.4%
0	65	4.8%
8	47	3.5%
6	46	3.4%
Other values (2)	78	5.7%

기준년월(YYYYMM)
Real number (ℝ)

HIGH CORRELATION

Distinct	19
Distinct (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	202047.44

Minimum	202002
Maximum	202108
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	202002
5-th percentile	202003
Q1	202006
median	202011
Q3	202104
95-th percentile	202108
Maximum	202108
Range	106
Interquartile range (IQR)	98

Descriptive statistics

Standard deviation	48.150801
Coefficient of variation (CV)	0.00023831433
Kurtosis	-1.8741818
Mean	202047.44
Median Absolute Deviation (MAD)	8
Skewness	0.34560452
Sum	1.0102372 × 10⁸
Variance	2318.4996
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
202105	36	7.2%
202005	33	6.6%
202008	30	6.0%
202108	29	5.8%
202010	29	5.8%
202011	28	5.6%
202004	28	5.6%
202103	27	5.4%
202003	26	5.2%
202102	26	5.2%
Other values (9)	208	41.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
202002	21	4.2%
202003	26	5.2%
202004	28	5.6%
202005	33	6.6%
202006	23	4.6%
202007	26	5.2%
202008	30	6.0%
202009	23	4.6%
202010	29	5.8%
202011	28	5.6%

Value	Count	Frequency (%)
202108	29	5.8%
202107	26	5.2%
202106	17	3.4%
202105	36	7.2%
202104	24	4.8%
202103	27	5.4%
202102	26	5.2%
202101	22	4.4%
202012	26	5.2%
202011	28	5.6%

Heatmap
Table

	출발_년월일(DEPRT_YMD)	출발_시(DEPRT_HOUR)	출발_20분_단위(DEPRT_MINUTE)	도착_년월일(DEST_YMD)	도착_시(DEST_HOUR)	도착_20분_단위(DEST_MINUTE)	출발지(DEPRTR)	도착지(DESTNTN)	성별(GENDER)	연령대(AGE_GR)	이동유형(FLOW_TYPE)	소요시간(TRVL_TIME)	이동거리(DIST)	기준년월(YYYYMM)
출발_년월일(DEPRT_YMD)	1.000	0.000	0.000	1.000	0.000	0.048	0.000	0.000	0.036	0.000	0.000	0.099	0.075	1.000
출발_시(DEPRT_HOUR)	0.000	1.000	0.175	0.000	0.000	0.083	0.000	0.226	0.000	0.000	0.000	0.000	0.000	0.000
출발_20분_단위(DEPRT_MINUTE)	0.000	0.175	1.000	0.000	0.070	0.126	0.114	0.000	0.000	0.000	0.064	0.064	0.000	0.000
도착_년월일(DEST_YMD)	1.000	0.000	0.000	1.000	0.000	0.048	0.000	0.000	0.036	0.000	0.000	0.099	0.075	1.000
도착_시(DEST_HOUR)	0.000	0.000	0.070	0.000	1.000	0.000	0.000	0.000	0.150	0.000	0.000	0.148	0.133	0.000
도착_20분_단위(DEST_MINUTE)	0.048	0.083	0.126	0.048	0.000	1.000	0.084	0.049	0.000	0.032	0.223	0.108	0.000	0.048
출발지(DEPRTR)	0.000	0.000	0.114	0.000	0.000	0.084	1.000	0.000	0.000	0.000	0.095	0.000	0.000	0.000
도착지(DESTNTN)	0.000	0.226	0.000	0.000	0.000	0.049	0.000	1.000	0.000	0.000	0.000	0.354	0.000	0.000
성별(GENDER)	0.036	0.000	0.000	0.036	0.150	0.000	0.000	0.000	1.000	0.000	0.000	0.093	0.000	0.000
연령대(AGE_GR)	0.000	0.000	0.000	0.000	0.000	0.032	0.000	0.000	0.000	1.000	0.098	0.113	0.000	0.000
이동유형(FLOW_TYPE)	0.000	0.000	0.064	0.000	0.000	0.223	0.095	0.000	0.000	0.098	1.000	0.102	0.147	0.000
소요시간(TRVL_TIME)	0.099	0.000	0.064	0.099	0.148	0.108	0.000	0.354	0.093	0.113	0.102	1.000	0.000	0.090
이동거리(DIST)	0.075	0.000	0.000	0.075	0.133	0.000	0.000	0.000	0.000	0.000	0.147	0.000	1.000	0.080
기준년월(YYYYMM)	1.000	0.000	0.000	1.000	0.000	0.048	0.000	0.000	0.000	0.000	0.000	0.090	0.080	1.000

Heatmap
Table

	이동유형(FLOW_TYPE)	성별(GENDER)	도착_20분_단위(DEST_MINUTE)	출발_20분_단위(DEPRT_MINUTE)
이동유형(FLOW_TYPE)	1.000	0.000	0.099	0.027
성별(GENDER)	0.000	1.000	0.000	0.000
도착_20분_단위(DEST_MINUTE)	0.099	0.000	1.000	0.038
출발_20분_단위(DEPRT_MINUTE)	0.027	0.000	0.038	1.000

Heatmap
Table

	출발_년월일(DEPRT_YMD)	출발_시(DEPRT_HOUR)	도착_년월일(DEST_YMD)	도착_시(DEST_HOUR)	출발지(DEPRTR)	도착지(DESTNTN)	연령대(AGE_GR)	소요시간(TRVL_TIME)	이동거리(DIST)	기준년월(YYYYMM)	출발_20분_단위(DEPRT_MINUTE)	도착_20분_단위(DEST_MINUTE)	성별(GENDER)	이동유형(FLOW_TYPE)
출발_년월일(DEPRT_YMD)	1.000	0.036	1.000	-0.003	-0.044	-0.026	-0.028	-0.019	-0.060	0.999	0.000	0.076	0.030	0.000
출발_시(DEPRT_HOUR)	0.036	1.000	0.036	-0.053	0.017	-0.041	-0.005	0.017	-0.034	0.034	0.105	0.049	0.000	0.000
도착_년월일(DEST_YMD)	1.000	0.036	1.000	-0.003	-0.044	-0.026	-0.028	-0.019	-0.060	0.999	0.000	0.076	0.030	0.000
도착_시(DEST_HOUR)	-0.003	-0.053	-0.003	1.000	0.048	0.061	0.016	-0.028	-0.008	-0.005	0.041	0.000	0.114	0.000
출발지(DEPRTR)	-0.044	0.017	-0.044	0.048	1.000	-0.076	0.039	0.010	0.022	-0.048	0.046	0.035	0.000	0.047
도착지(DESTNTN)	-0.026	-0.041	-0.026	0.061	-0.076	1.000	0.011	0.028	0.018	-0.024	0.000	0.037	0.000	0.000
연령대(AGE_GR)	-0.028	-0.005	-0.028	0.016	0.039	0.011	1.000	-0.074	-0.017	-0.028	0.000	0.018	0.000	0.044
소요시간(TRVL_TIME)	-0.019	0.017	-0.019	-0.028	0.010	0.028	-0.074	1.000	-0.050	-0.016	0.037	0.063	0.071	0.046
이동거리(DIST)	-0.060	-0.034	-0.060	-0.008	0.022	0.018	-0.017	-0.050	1.000	-0.063	0.000	0.000	0.000	0.077
기준년월(YYYYMM)	0.999	0.034	0.999	-0.005	-0.048	-0.024	-0.028	-0.016	-0.063	1.000	0.000	0.076	0.030	0.000
출발_20분_단위(DEPRT_MINUTE)	0.000	0.105	0.000	0.041	0.046	0.000	0.000	0.037	0.000	0.000	1.000	0.038	0.000	0.027
도착_20분_단위(DEST_MINUTE)	0.076	0.049	0.076	0.000	0.035	0.037	0.018	0.063	0.000	0.076	0.038	1.000	0.000	0.099
성별(GENDER)	0.030	0.000	0.030	0.114	0.000	0.000	0.000	0.071	0.000	0.030	0.000	0.000	1.000	0.000
이동유형(FLOW_TYPE)	0.000	0.000	0.000	0.000	0.047	0.000	0.044	0.046	0.077	0.000	0.027	0.099	0.000	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

	출발_년월일(DEPRT_YMD)	출발_시(DEPRT_HOUR)	출발_20분_단위(DEPRT_MINUTE)	도착_년월일(DEST_YMD)	도착_시(DEST_HOUR)	도착_20분_단위(DEST_MINUTE)	출발지(DEPRTR)	도착지(DESTNTN)	성별(GENDER)	연령대(AGE_GR)	이동유형(FLOW_TYPE)	소요시간(TRVL_TIME)	이동거리(DIST)	인원(LIFE_FLPOP)	기준년월(YYYYMM)
0	20200505	0	0	20200505	23	40	111743	111494	M	75	HE	84	567	3.53	202005
1	20200317	22	0	20200317	20	20	310193	111025	M	20	WH	6	21976	3.28	202003
2	20201103	10	40	20201103	22	20	110727	111292	M	15	EH	7	716	3.27	202011
3	20210323	19	0	20210323	21	20	110962	110752	F	45	HE	145	5664	*	202103
4	20210407	19	20	20210407	14	0	230169	110772	F	25	EH	330	1938	3.04	202104
5	20210704	0	0	20210704	18	40	111477	110398	F	55	EH	52	3790	*	202107
6	20210720	11	20	20210720	16	20	111797	111382	M	35	HE	11	239	6.06	202107
7	20201021	10	0	20201021	19	40	111256	110240	F	55	EH	5	45521	3.13	202010
8	20200318	20	20	20200318	8	40	111250	110323	M	50	EH	9	31322	3.17	202003
9	20200609	17	40	20200609	17	40	111790	110264	F	35	HE	11	2702	3.27	202006

	출발_년월일(DEPRT_YMD)	출발_시(DEPRT_HOUR)	출발_20분_단위(DEPRT_MINUTE)	도착_년월일(DEST_YMD)	도착_시(DEST_HOUR)	도착_20분_단위(DEST_MINUTE)	출발지(DEPRTR)	도착지(DESTNTN)	성별(GENDER)	연령대(AGE_GR)	이동유형(FLOW_TYPE)	소요시간(TRVL_TIME)	이동거리(DIST)	인원(LIFE_FLPOP)	기준년월(YYYYMM)
490	20200729	13	20	20200729	19	20	110787	111695	F	60	EE	18	909	3.19	202007
491	20200408	13	0	20200408	15	20	370820	111250	F	60	EH	33	5088	3.29	202004
492	20210106	17	40	20210106	14	0	110858	311135	F	55	WH	2	1430	*	202101
493	20200926	22	20	20200926	13	40	111252	111177	M	45	EH	74	582	3.3	202009
494	20210208	15	20	20210208	14	0	111725	311226	M	20	HE	54	23610	3.14	202102
495	20201204	16	20	20201204	5	40	110399	110546	M	25	EH	272	2499	*	202012
496	20210415	17	40	20210415	6	0	110504	310343	M	40	EH	95	345	3.83	202104
497	20210726	17	40	20210726	12	0	310389	110850	F	35	EH	86	8584	*	202107
498	20200220	15	20	20200220	22	0	310364	320578	F	60	HE	23	2759	*	202002
499	20210830	13	0	20210830	20	0	310922	111283	M	60	HW	16	13068	3.01	202108

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample