gimi9 Pandas Profiling

Dataset statistics

Number of variables	12
Number of observations	500
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	50.9 KiB
Average record size in memory	104.3 B

Variable types

Numeric	8
Categorical	3
Text	1

Dataset

Description	샘플 데이터
Author	KT
URL	https://bigdata.seoul.go.kr/data/selectSampleData.do?sample_data_seq=330

Alerts

`DEST_WDAYS(도착_요일)` has constant value ""	Constant
`DEPRT_YM(출발_년월)` is highly overall correlated with `DEST_YM(도착_년월)`	High correlation
`DEST_YM(도착_년월)` is highly overall correlated with `DEPRT_YM(출발_년월)`	High correlation
`DEPRT_WDAYS(출발_요일)` is highly imbalanced (87.0%)	Imbalance

Reproduction

Analysis started	2024-03-13 13:10:34.994298
Analysis finished	2024-03-13 13:10:43.708020
Duration	8.71 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

DEPRT_YM(출발_년월)
Real number (ℝ)

HIGH CORRELATION

Distinct	24
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	202062.72

Minimum	202002
Maximum	202201
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	202002
5-th percentile	202003
Q1	202007
median	202101
Q3	202108
95-th percentile	202201
Maximum	202201
Range	199
Interquartile range (IQR)	101

Descriptive statistics

Standard deviation	59.351519
Coefficient of variation (CV)	0.0002937282
Kurtosis	-0.74753896
Mean	202062.72
Median Absolute Deviation (MAD)	89
Skewness	0.50762529
Sum	1.0103136 × 10⁸
Variance	3522.6028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
202201	29	5.8%
202012	28	5.6%
202003	27	5.4%
202110	26	5.2%
202009	24	4.8%
202007	24	4.8%
202011	23	4.6%
202108	23	4.6%
202102	22	4.4%
202005	22	4.4%
Other values (14)	252	50.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
202002	22	4.4%
202003	27	5.4%
202004	20	4.0%
202005	22	4.4%
202006	19	3.8%
202007	24	4.8%
202008	19	3.8%
202009	24	4.8%
202010	20	4.0%
202011	23	4.6%

Value	Count	Frequency (%)
202201	29	5.8%
202112	20	4.0%
202111	16	3.2%
202110	26	5.2%
202109	21	4.2%
202108	23	4.6%
202107	12	2.4%
202106	13	2.6%
202105	20	4.0%
202104	14	2.8%

DEPRT_WDAYS(출발_요일)
Categorical

IMBALANCE

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

화요일	491
월요일	9

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
화요일	491	98.2%
월요일	9	1.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
화요일	491	98.2%
월요일	9	1.8%

DEPRT_HOUR(출발_시)
Real number (ℝ)

Distinct	24
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.67

Minimum	0
Maximum	23
Zeros	4
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	9
median	14
Q3	18
95-th percentile	22
Maximum	23
Range	23
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	5.2505463
Coefficient of variation (CV)	0.38409263
Kurtosis	-0.71509212
Mean	13.67
Median Absolute Deviation (MAD)	4
Skewness	-0.22015485
Sum	6835
Variance	27.568236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
18	36	7.2%
14	33	6.6%
15	32	6.4%
12	32	6.4%
20	30	6.0%
8	29	5.8%
17	29	5.8%
16	29	5.8%
13	29	5.8%
9	28	5.6%
Other values (14)	193	38.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	0.8%
1	3	0.6%
2	2	0.4%
3	3	0.6%
4	3	0.6%
5	14	2.8%
6	15	3.0%
7	25	5.0%
8	29	5.8%
9	28	5.6%

Value	Count	Frequency (%)
23	11	2.2%
22	17	3.4%
21	22	4.4%
20	30	6.0%
19	25	5.0%
18	36	7.2%
17	29	5.8%
16	29	5.8%
15	32	6.4%
14	33	6.6%

DEST_YM(도착_년월)
Real number (ℝ)

HIGH CORRELATION

Distinct	24
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	202062.72

Minimum	202002
Maximum	202201
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	202002
5-th percentile	202003
Q1	202007
median	202101
Q3	202108
95-th percentile	202201
Maximum	202201
Range	199
Interquartile range (IQR)	101

Descriptive statistics

Standard deviation	59.351519
Coefficient of variation (CV)	0.0002937282
Kurtosis	-0.74753896
Mean	202062.72
Median Absolute Deviation (MAD)	89
Skewness	0.50762529
Sum	1.0103136 × 10⁸
Variance	3522.6028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
202201	29	5.8%
202012	28	5.6%
202003	27	5.4%
202110	26	5.2%
202009	24	4.8%
202007	24	4.8%
202011	23	4.6%
202108	23	4.6%
202102	22	4.4%
202005	22	4.4%
Other values (14)	252	50.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
202002	22	4.4%
202003	27	5.4%
202004	20	4.0%
202005	22	4.4%
202006	19	3.8%
202007	24	4.8%
202008	19	3.8%
202009	24	4.8%
202010	20	4.0%
202011	23	4.6%

Value	Count	Frequency (%)
202201	29	5.8%
202112	20	4.0%
202111	16	3.2%
202110	26	5.2%
202109	21	4.2%
202108	23	4.6%
202107	12	2.4%
202106	13	2.6%
202105	20	4.0%
202104	14	2.8%

DEST_WDAYS(도착_요일)
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

화요일	500

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
화요일	500	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
화요일	500	100.0%

DEST_HOUR(도착_시)
Real number (ℝ)

Distinct	24
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.686

Minimum	0
Maximum	23
Zeros	4
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	11
median	15
Q3	19
95-th percentile	22
Maximum	23
Range	23
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	5.1959021
Coefficient of variation (CV)	0.35379968
Kurtosis	-0.21467233
Mean	14.686
Median Absolute Deviation (MAD)	4
Skewness	-0.57717342
Sum	7343
Variance	26.997399
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
19	41	8.2%
17	38	7.6%
18	38	7.6%
12	32	6.4%
21	32	6.4%
16	32	6.4%
15	32	6.4%
22	30	6.0%
14	29	5.8%
13	29	5.8%
Other values (14)	167	33.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	0.8%
1	7	1.4%
2	2	0.4%
3	3	0.6%
4	1	0.2%
5	7	1.4%
6	11	2.2%
7	10	2.0%
8	23	4.6%
9	21	4.2%

Value	Count	Frequency (%)
23	7	1.4%
22	30	6.0%
21	32	6.4%
20	28	5.6%
19	41	8.2%
18	38	7.6%
17	38	7.6%
16	32	6.4%
15	32	6.4%
14	29	5.8%

DEPRTP_EMD_CD(출발지_행정동코드)
Real number (ℝ)

Distinct	332
Distinct (%)	66.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1520122.2

Minimum	1101053
Maximum	3531032
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	1101053
5-th percentile	1103065.9
Q1	1110059.8
median	1120064
Q3	1124080.2
95-th percentile	3119390
Maximum	3531032
Range	2429979
Interquartile range (IQR)	14020.5

Descriptive statistics

Standard deviation	795717.59
Coefficient of variation (CV)	0.52345633
Kurtosis	0.31085678
Mean	1520122.2
Median Absolute Deviation (MAD)	7993.5
Skewness	1.49648
Sum	7.6006111 × 10⁸
Variance	6.3316649 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1123064	9	1.8%
1123059	8	1.6%
1119054	7	1.4%
1123078	6	1.2%
1123075	5	1.0%
1122066	5	1.0%
1124080	5	1.0%
1116054	5	1.0%
1118051	5	1.0%
1114066	5	1.0%
Other values (322)	440	88.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1101053	2	0.4%
1101054	1	0.2%
1101060	2	0.4%
1101061	2	0.4%
1101064	3	0.6%
1101072	1	0.2%
1102052	1	0.2%
1102054	1	0.2%
1102055	3	0.6%
1102057	1	0.2%

Value	Count	Frequency (%)
3531032	1	0.2%
3501261	1	0.2%
3436013	1	0.2%
3401261	1	0.2%
3401260	1	0.2%
3304412	1	0.2%
3201011	1	0.2%
3126056	1	0.2%
3126052	1	0.2%
3126034	1	0.2%

DESTNTN_EMD_CD(도착지_행정동코드)
Real number (ℝ)

Distinct	323
Distinct (%)	64.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1429539.9

Minimum	1101053
Maximum	3901061
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	1101053
5-th percentile	1102067.9
Q1	1109070.8
median	1119054.5
Q3	1124061
95-th percentile	3116101.1
Maximum	3901061
Range	2800008
Interquartile range (IQR)	14990.25

Descriptive statistics

Standard deviation	718882.84
Coefficient of variation (CV)	0.50287709
Kurtosis	1.8521024
Mean	1429539.9
Median Absolute Deviation (MAD)	6980.5
Skewness	1.9179829
Sum	7.1476994 × 10⁸
Variance	5.1679254 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1122053	8	1.6%
1106091	5	1.0%
1123059	5	1.0%
1123064	5	1.0%
1124077	5	1.0%
1123072	4	0.8%
1104067	4	0.8%
1123078	4	0.8%
1114066	4	0.8%
1106081	4	0.8%
Other values (313)	452	90.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1101053	1	0.2%
1101054	1	0.2%
1101056	1	0.2%
1101060	1	0.2%
1101061	3	0.6%
1101063	1	0.2%
1101064	1	0.2%
1101067	1	0.2%
1101073	1	0.2%
1102052	2	0.4%

Value	Count	Frequency (%)
3901061	1	0.2%
3901031	1	0.2%
3401211	1	0.2%
3201038	1	0.2%
3128037	1	0.2%
3126052	1	0.2%
3125052	1	0.2%
3124052	1	0.2%
3123061	1	0.2%
3123056	1	0.2%

AGE_GR(연령대)
Real number (ℝ)

Distinct	9
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.34

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	10
Q1	30
median	40
Q3	50
95-th percentile	70
Maximum	80
Range	80
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	16.745304
Coefficient of variation (CV)	0.43675806
Kurtosis	-0.61027294
Mean	38.34
Median Absolute Deviation (MAD)	10
Skewness	0.28200233
Sum	19170
Variance	280.40521
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
30	110	22.0%
40	96	19.2%
20	91	18.2%
50	76	15.2%
60	70	14.0%
10	30	6.0%
70	17	3.4%
80	9	1.8%
0	1	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.2%
10	30	6.0%
20	91	18.2%
30	110	22.0%
40	96	19.2%
50	76	15.2%
60	70	14.0%
70	17	3.4%
80	9	1.8%

Value	Count	Frequency (%)
80	9	1.8%
70	17	3.4%
60	70	14.0%
50	76	15.2%
40	96	19.2%
30	110	22.0%
20	91	18.2%
10	30	6.0%
0	1	0.2%

FLOW_TYPE(이동유형)
Categorical

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

WH	103
EH	86
HW	81
HE	77
EE	68
Other values (4)	85

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	WE
2nd row	WH
3rd row	HW
4th row	EE
5th row	WE

Common Values

Value	Count	Frequency (%)
WH	103	20.6%
EH	86	17.2%
HW	81	16.2%
HE	77	15.4%
EE	68	13.6%
WE	35	7.0%
EW	28	5.6%
WW	11	2.2%
HH	11	2.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
wh	103	20.6%
eh	86	17.2%
hw	81	16.2%
he	77	15.4%
ee	68	13.6%
we	35	7.0%
ew	28	5.6%
ww	11	2.2%
hh	11	2.2%

AVG_TRVL_TIME(평균소요시간)
Real number (ℝ)

Distinct	155
Distinct (%)	31.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.746

Minimum	2
Maximum	475
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.5 KiB

Quantile statistics

Minimum	2
5-th percentile	9.95
Q1	26.75
median	47
Q3	77
95-th percentile	192.25
Maximum	475
Range	473
Interquartile range (IQR)	50.25

Descriptive statistics

Standard deviation	68.772879
Coefficient of variation (CV)	1.046039
Kurtosis	12.26077
Mean	65.746
Median Absolute Deviation (MAD)	23.5
Skewness	3.1217245
Sum	32873
Variance	4729.7089
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24	11	2.2%
44	11	2.2%
12	10	2.0%
20	10	2.0%
56	10	2.0%
54	9	1.8%
28	9	1.8%
42	9	1.8%
13	8	1.6%
46	8	1.6%
Other values (145)	405	81.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.2%
3	2	0.4%
4	4	0.8%
5	3	0.6%
6	4	0.8%
7	5	1.0%
8	4	0.8%
9	2	0.4%
10	5	1.0%
11	5	1.0%

Value	Count	Frequency (%)
475	1	0.2%
466	1	0.2%
445	1	0.2%
432	1	0.2%
417	1	0.2%
402	1	0.2%
373	1	0.2%
360	1	0.2%
340	1	0.2%
326	1	0.2%

SUM_LIFE_FLPOP(인원합계)
Text

Distinct	216
Distinct (%)	43.2%
Missing	0
Missing (%)	0.0%
Memory size	4.0 KiB

Length

Max length	6
Median length	4
Mean length	3.26
Min length	1

Characters and Unicode

Total characters	1630
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	154 ?
Unique (%)	30.8%

Sample

1st row	10.56
2nd row	*
3rd row	4.26
4th row	*
5th row	12.32

Value	Count	Frequency (%)
	130	26.0%
3.29	10	2.0%
3.3	10	2.0%
3.27	10	2.0%
3.28	8	1.6%
3.18	7	1.4%
3.31	7	1.4%
3.01	6	1.2%
4.08	6	1.2%
3.26	5	1.0%
Other values (206)	301	60.2%

Most occurring characters

Value	Count	Frequency (%)
.	370	22.7%
3	246	15.1%
1	136	8.3%
*	130	8.0%
4	127	7.8%
6	125	7.7%
2	112	6.9%
5	98	6.0%
8	87	5.3%
9	68	4.2%
Other values (2)	131	8.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1130	69.3%
Other Punctuation	500	30.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	246	21.8%
1	136	12.0%
4	127	11.2%
6	125	11.1%
2	112	9.9%
5	98	8.7%
8	87	7.7%
9	68	6.0%
7	66	5.8%
0	65	5.8%

Other Punctuation

Value	Count	Frequency (%)
.	370	74.0%
*	130	26.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1630	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	370	22.7%
3	246	15.1%
1	136	8.3%
*	130	8.0%
4	127	7.8%
6	125	7.7%
2	112	6.9%
5	98	6.0%
8	87	5.3%
9	68	4.2%
Other values (2)	131	8.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1630	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	370	22.7%
3	246	15.1%
1	136	8.3%
*	130	8.0%
4	127	7.8%
6	125	7.7%
2	112	6.9%
5	98	6.0%
8	87	5.3%
9	68	4.2%
Other values (2)	131	8.0%

Heatmap
Table

	DEPRT_YM(출발_년월)	DEPRT_WDAYS(출발_요일)	DEPRT_HOUR(출발_시)	DEST_YM(도착_년월)	DEST_HOUR(도착_시)	DEPRTP_EMD_CD(출발지_행정동코드)	DESTNTN_EMD_CD(도착지_행정동코드)	AGE_GR(연령대)	FLOW_TYPE(이동유형)	AVG_TRVL_TIME(평균소요시간)
DEPRT_YM(출발_년월)	1.000	0.000	0.056	1.000	0.138	0.157	0.130	0.000	0.080	0.000
DEPRT_WDAYS(출발_요일)	0.000	1.000	0.343	0.000	0.122	0.264	0.000	0.000	0.000	0.000
DEPRT_HOUR(출발_시)	0.056	0.343	1.000	0.056	0.000	0.281	0.000	0.064	0.000	0.000
DEST_YM(도착_년월)	1.000	0.000	0.056	1.000	0.138	0.157	0.130	0.000	0.080	0.000
DEST_HOUR(도착_시)	0.138	0.122	0.000	0.138	1.000	0.173	0.000	0.126	0.000	0.117
DEPRTP_EMD_CD(출발지_행정동코드)	0.157	0.264	0.281	0.157	0.173	1.000	0.039	0.000	0.000	0.000
DESTNTN_EMD_CD(도착지_행정동코드)	0.130	0.000	0.000	0.130	0.000	0.039	1.000	0.000	0.140	0.286
AGE_GR(연령대)	0.000	0.000	0.064	0.000	0.126	0.000	0.000	1.000	0.000	0.000
FLOW_TYPE(이동유형)	0.080	0.000	0.000	0.080	0.000	0.000	0.140	0.000	1.000	0.000
AVG_TRVL_TIME(평균소요시간)	0.000	0.000	0.000	0.000	0.117	0.000	0.286	0.000	0.000	1.000

Heatmap
Table

	DEPRT_WDAYS(출발_요일)	FLOW_TYPE(이동유형)
DEPRT_WDAYS(출발_요일)	1.000	0.000
FLOW_TYPE(이동유형)	0.000	1.000

Heatmap
Table

	DEPRT_YM(출발_년월)	DEPRT_HOUR(출발_시)	DEST_YM(도착_년월)	DEST_HOUR(도착_시)	DEPRTP_EMD_CD(출발지_행정동코드)	DESTNTN_EMD_CD(도착지_행정동코드)	AGE_GR(연령대)	AVG_TRVL_TIME(평균소요시간)	DEPRT_WDAYS(출발_요일)	FLOW_TYPE(이동유형)
DEPRT_YM(출발_년월)	1.000	0.078	1.000	-0.068	0.031	-0.042	-0.064	-0.027	0.000	0.046
DEPRT_HOUR(출발_시)	0.078	1.000	0.078	-0.020	-0.090	0.031	0.032	0.004	0.261	0.000
DEST_YM(도착_년월)	1.000	0.078	1.000	-0.068	0.031	-0.042	-0.064	-0.027	0.000	0.046
DEST_HOUR(도착_시)	-0.068	-0.020	-0.068	1.000	-0.059	0.004	-0.005	-0.017	0.092	0.000
DEPRTP_EMD_CD(출발지_행정동코드)	0.031	-0.090	0.031	-0.059	1.000	-0.042	-0.011	-0.046	0.190	0.000
DESTNTN_EMD_CD(도착지_행정동코드)	-0.042	0.031	-0.042	0.004	-0.042	1.000	0.028	-0.040	0.000	0.080
AGE_GR(연령대)	-0.064	0.032	-0.064	-0.005	-0.011	0.028	1.000	0.023	0.000	0.000
AVG_TRVL_TIME(평균소요시간)	-0.027	0.004	-0.027	-0.017	-0.046	-0.040	0.023	1.000	0.000	0.000
DEPRT_WDAYS(출발_요일)	0.000	0.261	0.000	0.092	0.190	0.000	0.000	0.000	1.000	0.000
FLOW_TYPE(이동유형)	0.046	0.000	0.046	0.000	0.000	0.080	0.000	0.000	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

	DEPRT_YM(출발_년월)	DEPRT_WDAYS(출발_요일)	DEPRT_HOUR(출발_시)	DEST_YM(도착_년월)	DEST_WDAYS(도착_요일)	DEST_HOUR(도착_시)	DEPRTP_EMD_CD(출발지_행정동코드)	DESTNTN_EMD_CD(도착지_행정동코드)	AGE_GR(연령대)	FLOW_TYPE(이동유형)	AVG_TRVL_TIME(평균소요시간)	SUM_LIFE_FLPOP(인원합계)
0	202107	화요일	20	202107	화요일	12	1123059	1123072	20	WE	22	10.56
1	202104	화요일	15	202104	화요일	17	1108076	1102060	60	WH	149	*
2	202010	화요일	9	202010	화요일	14	1102052	1114073	40	HW	199	4.26
3	202008	화요일	11	202008	화요일	1	3125014	1104068	30	EE	65	*
4	202004	화요일	11	202004	화요일	13	1105067	1107073	70	WE	71	12.32
5	202007	화요일	15	202007	화요일	5	1103069	1113069	20	EE	110	3.55
6	202003	화요일	20	202003	화요일	21	1116071	1119076	70	HE	82	3.17
7	202005	화요일	19	202005	화요일	1	3110153	1124081	30	WE	73	3.15
8	202112	화요일	5	202112	화요일	14	1121065	1119073	80	EE	16	3.51
9	202002	화요일	6	202002	화요일	7	1123067	1105055	60	EE	52	3.29

	DEPRT_YM(출발_년월)	DEPRT_WDAYS(출발_요일)	DEPRT_HOUR(출발_시)	DEST_YM(도착_년월)	DEST_WDAYS(도착_요일)	DEST_HOUR(도착_시)	DEPRTP_EMD_CD(출발지_행정동코드)	DESTNTN_EMD_CD(도착지_행정동코드)	AGE_GR(연령대)	FLOW_TYPE(이동유형)	AVG_TRVL_TIME(평균소요시간)	SUM_LIFE_FLPOP(인원합계)
490	202108	화요일	11	202108	화요일	18	3119257	1123059	60	EH	16	3.18
491	202009	화요일	16	202009	화요일	16	1106071	1125054	50	HW	23	3.36
492	202011	화요일	8	202011	화요일	16	1105056	1125067	60	WE	45	4.72
493	202112	화요일	16	202112	화요일	18	1121058	1121057	60	HE	225	3.11
494	202104	화요일	11	202104	화요일	22	1119065	1125055	20	WH	78	5.73
495	202004	월요일	9	202004	화요일	22	3111056	1105063	60	EH	60	3.3
496	202111	화요일	16	202111	화요일	9	1117054	3105051	60	EH	12	9.41
497	202007	화요일	13	202007	화요일	13	3126056	3123056	50	WE	36	9.48
498	202011	화요일	19	202011	화요일	23	1112056	1111076	20	HW	86	3.85
499	202009	화요일	5	202009	화요일	13	1114066	1101061	30	WH	57	3.57

Overview

Variables

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