gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.3 MiB
Average record size in memory	132.0 B

Variable types

Categorical	1
Text	2
Numeric	11

Dataset

Description	여객목적통행 OD
Author	경기도교통정보센터
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=J3ZYX5A3T7GYE9TVLQW132783051&infSeq=1

Alerts

`가정기반 통근` is highly overall correlated with `가정기반 기타` and 3 other fields	High correlation
`가정기반 통학` is highly overall correlated with `총목적`	High correlation
`가정기반 학원` is highly overall correlated with `가정기반 쇼핑`	High correlation
`가정기반 쇼핑` is highly overall correlated with `가정기반 학원` and 2 other fields	High correlation
`가정기반 기타` is highly overall correlated with `가정기반 통근` and 2 other fields	High correlation
`비가정기반 업무` is highly overall correlated with `가정기반 통근` and 2 other fields	High correlation
`비가정기반 기타` is highly overall correlated with `가정기반 통근` and 4 other fields	High correlation
`총목적` is highly overall correlated with `가정기반 통근` and 5 other fields	High correlation
`가정기반 통근` has 2869 (28.7%) zeros	Zeros
`가정기반 통학` has 7481 (74.8%) zeros	Zeros
`가정기반 학원` has 9023 (90.2%) zeros	Zeros
`가정기반 쇼핑` has 8553 (85.5%) zeros	Zeros
`가정기반 기타` has 3694 (36.9%) zeros	Zeros
`비가정기반 업무` has 6383 (63.8%) zeros	Zeros
`비가정기반 쇼핑` has 8985 (89.8%) zeros	Zeros
`비가정기반 기타` has 6700 (67.0%) zeros	Zeros
`총목적` has 1614 (16.1%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 21:27:00.267891
Analysis finished	2023-12-10 21:27:14.821948
Duration	14.55 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

년도
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

2021	5019
2020	4981

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2020
2nd row	2020
3rd row	2021
4th row	2020
5th row	2021

Common Values

Value	Count	Frequency (%)
2021	5019	50.2%
2020	4981	49.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2021	5019	50.2%
2020	4981	49.8%

기점지역
Text

Distinct	77
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	12
Median length	11
Mean length	8.8761
Min length	7

Characters and Unicode

Total characters	88761
Distinct characters	86
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	서울특별시 서대문구
2nd row	경기도 성남시 분당구
3rd row	경기도 안양시 동안구
4th row	경기도 수원시 팔달구
5th row	경기도 안산시 상록구

Value	Count	Frequency (%)
경기도	5417	24.3%
서울특별시	3402	15.3%
인천광역시	1181	5.3%
수원시	535	2.4%
성남시	406	1.8%
용인시	405	1.8%
고양시	399	1.8%
안산시	272	1.2%
안양시	265	1.2%
중구	207	0.9%
Other values (75)	9793	44.0%

Most occurring characters

Value	Count	Frequency (%)
	12282	13.8%
시	9842	11.1%
구	6940	7.8%
기	5555	6.3%
도	5546	6.2%
경	5417	6.1%
서	4068	4.6%
울	3402	3.8%
특	3402	3.8%
별	3402	3.8%
Other values (76)	28905	32.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	76479	86.2%
Space Separator	12282	13.8%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
시	9842	12.9%
구	6940	9.1%
기	5555	7.3%
도	5546	7.3%
경	5417	7.1%
서	4068	5.3%
울	3402	4.4%
특	3402	4.4%
별	3402	4.4%
천	2132	2.8%
Other values (75)	26773	35.0%

Space Separator

Value	Count	Frequency (%)
	12282	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	76479	86.2%
Common	12282	13.8%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
시	9842	12.9%
구	6940	9.1%
기	5555	7.3%
도	5546	7.3%
경	5417	7.1%
서	4068	5.3%
울	3402	4.4%
특	3402	4.4%
별	3402	4.4%
천	2132	2.8%
Other values (75)	26773	35.0%

Common

Value	Count	Frequency (%)
	12282	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	76479	86.2%
ASCII	12282	13.8%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	12282	100.0%

Hangul

Value	Count	Frequency (%)
시	9842	12.9%
구	6940	9.1%
기	5555	7.3%
도	5546	7.3%
경	5417	7.1%
서	4068	5.3%
울	3402	4.4%
특	3402	4.4%
별	3402	4.4%
천	2132	2.8%
Other values (75)	26773	35.0%

기점지역코드
Real number (ℝ)

Distinct	77
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2338006.8

Minimum	1101000
Maximum	3138000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1101000
5-th percentile	1104000
Q1	1119000
median	3101400
Q3	3114000
95-th percentile	3127000
Maximum	3138000
Range	2037000
Interquartile range (IQR)	1995000

Descriptive statistics

Standard deviation	914748.72
Coefficient of variation (CV)	0.39125153
Kurtosis	-1.6250209
Mean	2338006.8
Median Absolute Deviation (MAD)	25600
Skewness	-0.48688056
Sum	2.3380068 × 10¹⁰
Variance	8.3676522 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1101000	146	1.5%
1103000	144	1.4%
1119000	143	1.4%
1116000	143	1.4%
3125000	142	1.4%
1121000	142	1.4%
1104000	140	1.4%
3110100	139	1.4%
1108000	139	1.4%
3107000	139	1.4%
Other values (67)	8583	85.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1101000	146	1.5%
1102000	135	1.4%
1103000	144	1.4%
1104000	140	1.4%
1105000	134	1.3%
1106000	137	1.4%
1107000	129	1.3%
1108000	139	1.4%
1109000	137	1.4%
1110000	129	1.3%

Value	Count	Frequency (%)
3138000	122	1.2%
3137000	97	1.0%
3135000	78	0.8%
3128000	115	1.1%
3127000	108	1.1%
3126000	117	1.2%
3125000	142	1.4%
3124000	137	1.4%
3123000	134	1.3%
3122000	124	1.2%

종점지역
Text

Distinct	77
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	12
Median length	11
Mean length	8.8694
Min length	7

Characters and Unicode

Total characters	88694
Distinct characters	86
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	경기도 광주시
2nd row	경기도 광주시
3rd row	서울특별시 관악구
4th row	경기도 수원시 팔달구
5th row	경기도 수원시 영통구

Value	Count	Frequency (%)
경기도	5359	24.1%
서울특별시	3401	15.3%
인천광역시	1240	5.6%
수원시	537	2.4%
고양시	400	1.8%
성남시	393	1.8%
용인시	392	1.8%
중구	269	1.2%
안양시	267	1.2%
안산시	260	1.2%
Other values (75)	9731	43.7%

Most occurring characters

Value	Count	Frequency (%)
	12249	13.8%
시	9865	11.1%
구	6965	7.9%
기	5493	6.2%
도	5491	6.2%
경	5359	6.0%
서	4076	4.6%
특	3401	3.8%
별	3401	3.8%
울	3401	3.8%
Other values (76)	28993	32.7%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	76445	86.2%
Space Separator	12249	13.8%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
시	9865	12.9%
구	6965	9.1%
기	5493	7.2%
도	5491	7.2%
경	5359	7.0%
서	4076	5.3%
특	3401	4.4%
별	3401	4.4%
울	3401	4.4%
천	2181	2.9%
Other values (75)	26812	35.1%

Space Separator

Value	Count	Frequency (%)
	12249	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	76445	86.2%
Common	12249	13.8%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
시	9865	12.9%
구	6965	9.1%
기	5493	7.2%
도	5491	7.2%
경	5359	7.0%
서	4076	5.3%
특	3401	4.4%
별	3401	4.4%
울	3401	4.4%
천	2181	2.9%
Other values (75)	26812	35.1%

Common

Value	Count	Frequency (%)
	12249	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	76445	86.2%
ASCII	12249	13.8%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	12249	100.0%

Hangul

Value	Count	Frequency (%)
시	9865	12.9%
구	6965	9.1%
기	5493	7.2%
도	5491	7.2%
경	5359	7.0%
서	4076	5.3%
특	3401	4.4%
별	3401	4.4%
울	3401	4.4%
천	2181	2.9%
Other values (75)	26812	35.1%

종점지역코드
Real number (ℝ)

Distinct	77
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2333395.9

Minimum	1101000
Maximum	3138000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1101000
5-th percentile	1104000
Q1	1119000
median	3101300
Q3	3113000
95-th percentile	3127000
Maximum	3138000
Range	2037000
Interquartile range (IQR)	1994000

Descriptive statistics

Standard deviation	912689.23
Coefficient of variation (CV)	0.39114204
Kurtosis	-1.6260043
Mean	2333395.9
Median Absolute Deviation (MAD)	26700
Skewness	-0.47840687
Sum	2.3333959 × 10¹⁰
Variance	8.3300162 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1119000	143	1.4%
3113000	143	1.4%
1114000	143	1.4%
1108000	143	1.4%
1111000	142	1.4%
1122000	141	1.4%
2303000	141	1.4%
1105000	140	1.4%
1106000	140	1.4%
1101000	140	1.4%
Other values (67)	8584	85.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1101000	140	1.4%
1102000	135	1.4%
1103000	135	1.4%
1104000	136	1.4%
1105000	140	1.4%
1106000	140	1.4%
1107000	124	1.2%
1108000	143	1.4%
1109000	135	1.4%
1110000	132	1.3%

Value	Count	Frequency (%)
3138000	97	1.0%
3137000	104	1.0%
3135000	71	0.7%
3128000	118	1.2%
3127000	114	1.1%
3126000	124	1.2%
3125000	133	1.3%
3124000	132	1.3%
3123000	131	1.3%
3122000	129	1.3%

가정기반 통근
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3591
Distinct (%)	35.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4110.2654

Minimum	0
Maximum	885595
Zeros	2869
Zeros (%)	28.7%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	323
Q3	1671.5
95-th percentile	13638.1
Maximum	885595
Range	885595
Interquartile range (IQR)	1671.5

Descriptive statistics

Standard deviation	23880.665
Coefficient of variation (CV)	5.8100056
Kurtosis	340.42152
Mean	4110.2654
Median Absolute Deviation (MAD)	323
Skewness	15.569093
Sum	41102654
Variance	5.7028616 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2869	28.7%
1	51	0.5%
2	35	0.4%
3	30	0.3%
4	28	0.3%
5	26	0.3%
8	22	0.2%
12	18	0.2%
6	18	0.2%
10	18	0.2%
Other values (3581)	6885	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2869	28.7%
1	51	0.5%
2	35	0.4%
3	30	0.3%
4	28	0.3%
5	26	0.3%
6	18	0.2%
7	17	0.2%
8	22	0.2%
9	13	0.1%

Value	Count	Frequency (%)
885595	1	< 0.1%
565677	1	< 0.1%
495545	1	< 0.1%
435650	1	< 0.1%
432373	1	< 0.1%
408525	1	< 0.1%
391735	1	< 0.1%
382970	1	< 0.1%
366484	1	< 0.1%
364082	1	< 0.1%

가정기반 통학
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1083
Distinct (%)	10.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	593.9374

Minimum	0
Maximum	126980
Zeros	7481
Zeros (%)	74.8%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	826.2
Maximum	126980
Range	126980
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	4879.3452
Coefficient of variation (CV)	8.2152516
Kurtosis	175.48063
Mean	593.9374
Median Absolute Deviation (MAD)	0
Skewness	12.107064
Sum	5939374
Variance	23808010
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7481	74.8%
1	41	0.4%
2	38	0.4%
4	29	0.3%
3	26	0.3%
6	25	0.2%
8	22	0.2%
5	21	0.2%
10	20	0.2%
7	17	0.2%
Other values (1073)	2280	22.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7481	74.8%
1	41	0.4%
2	38	0.4%
3	26	0.3%
4	29	0.3%
5	21	0.2%
6	25	0.2%
7	17	0.2%
8	22	0.2%
9	15	0.1%

Value	Count	Frequency (%)
126980	1	< 0.1%
104184	1	< 0.1%
84404	1	< 0.1%
81899	1	< 0.1%
81064	1	< 0.1%
79392	1	< 0.1%
77098	1	< 0.1%
72780	1	< 0.1%
68824	1	< 0.1%
68121	1	< 0.1%

가정기반 학원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	662
Distinct (%)	6.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	239.5502

Minimum	0
Maximum	46367
Zeros	9023
Zeros (%)	90.2%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	316.1
Maximum	46367
Range	46367
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2126.0187
Coefficient of variation (CV)	8.8750445
Kurtosis	201.88884
Mean	239.5502
Median Absolute Deviation (MAD)	0
Skewness	13.142858
Sum	2395502
Variance	4519955.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9023	90.2%
4	17	0.2%
6	14	0.1%
3	13	0.1%
1	11	0.1%
11	11	0.1%
5	9	0.1%
2	8	0.1%
15	6	0.1%
37	6	0.1%
Other values (652)	882	8.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9023	90.2%
1	11	0.1%
2	8	0.1%
3	13	0.1%
4	17	0.2%
5	9	0.1%
6	14	0.1%
7	5	0.1%
8	4	< 0.1%
10	2	< 0.1%

Value	Count	Frequency (%)
46367	1	< 0.1%
45581	1	< 0.1%
45181	1	< 0.1%
43461	1	< 0.1%
42277	1	< 0.1%
40929	1	< 0.1%
37518	1	< 0.1%
35367	1	< 0.1%
34039	1	< 0.1%
32607	1	< 0.1%

가정기반 쇼핑
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	911
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	352.657

Minimum	0
Maximum	54853
Zeros	8553
Zeros (%)	85.5%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	686.15
Maximum	54853
Range	54853
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2683.2674
Coefficient of variation (CV)	7.6087172
Kurtosis	150.56317
Mean	352.657
Median Absolute Deviation (MAD)	0
Skewness	11.445352
Sum	3526570
Variance	7199923.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8553	85.5%
1	23	0.2%
5	18	0.2%
6	16	0.2%
3	14	0.1%
8	13	0.1%
4	12	0.1%
2	11	0.1%
11	11	0.1%
7	10	0.1%
Other values (901)	1319	13.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8553	85.5%
1	23	0.2%
2	11	0.1%
3	14	0.1%
4	12	0.1%
5	18	0.2%
6	16	0.2%
7	10	0.1%
8	13	0.1%
9	5	0.1%

Value	Count	Frequency (%)
54853	1	< 0.1%
54127	1	< 0.1%
49009	1	< 0.1%
45730	1	< 0.1%
44972	1	< 0.1%
44273	1	< 0.1%
43238	1	< 0.1%
42722	1	< 0.1%
40841	1	< 0.1%
36350	1	< 0.1%

가정기반 기타
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2775
Distinct (%)	27.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3156.2492

Minimum	0
Maximum	669873
Zeros	3694
Zeros (%)	36.9%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	121.5
Q3	802
95-th percentile	8120.05
Maximum	669873
Range	669873
Interquartile range (IQR)	802

Descriptive statistics

Standard deviation	20884.479
Coefficient of variation (CV)	6.6168663
Kurtosis	259.3385
Mean	3156.2492
Median Absolute Deviation (MAD)	121.5
Skewness	14.05818
Sum	31562492
Variance	4.3616146 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3694	36.9%
1	81	0.8%
2	56	0.6%
5	46	0.5%
3	44	0.4%
4	40	0.4%
6	26	0.3%
14	22	0.2%
136	21	0.2%
56	20	0.2%
Other values (2765)	5950	59.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3694	36.9%
1	81	0.8%
2	56	0.6%
3	44	0.4%
4	40	0.4%
5	46	0.5%
6	26	0.3%
7	16	0.2%
8	19	0.2%
9	12	0.1%

Value	Count	Frequency (%)
669873	1	< 0.1%
486385	1	< 0.1%
438277	1	< 0.1%
391138	1	< 0.1%
371954	1	< 0.1%
349018	1	< 0.1%
336221	1	< 0.1%
328293	1	< 0.1%
327452	1	< 0.1%
304921	1	< 0.1%

비가정기반 업무
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1539
Distinct (%)	15.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	548.7566

Minimum	0
Maximum	110008
Zeros	6383
Zeros (%)	63.8%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	113.25
95-th percentile	1768.2
Maximum	110008
Range	110008
Interquartile range (IQR)	113.25

Descriptive statistics

Standard deviation	3431.4235
Coefficient of variation (CV)	6.2530884
Kurtosis	349.56173
Mean	548.7566
Median Absolute Deviation (MAD)	0
Skewness	16.035264
Sum	5487566
Variance	11774668
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6383	63.8%
2	98	1.0%
3	71	0.7%
4	60	0.6%
5	42	0.4%
1	41	0.4%
7	33	0.3%
6	28	0.3%
8	28	0.3%
11	21	0.2%
Other values (1529)	3195	31.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6383	63.8%
1	41	0.4%
2	98	1.0%
3	71	0.7%
4	60	0.6%
5	42	0.4%
6	28	0.3%
7	33	0.3%
8	28	0.3%
9	17	0.2%

Value	Count	Frequency (%)
110008	1	< 0.1%
96060	1	< 0.1%
92358	1	< 0.1%
81146	1	< 0.1%
75304	1	< 0.1%
71409	1	< 0.1%
61828	1	< 0.1%
61056	1	< 0.1%
60042	1	< 0.1%
54313	1	< 0.1%

비가정기반 쇼핑
Real number (ℝ)

ZEROS

Distinct	685
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	272.8426

Minimum	0
Maximum	92774
Zeros	8985
Zeros (%)	89.8%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	389
Maximum	92774
Range	92774
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2927.3699
Coefficient of variation (CV)	10.729153
Kurtosis	313.20206
Mean	272.8426
Median Absolute Deviation (MAD)	0
Skewness	16.371309
Sum	2728426
Variance	8569494.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8985	89.8%
2	50	0.5%
3	29	0.3%
4	20	0.2%
5	12	0.1%
10	11	0.1%
7	9	0.1%
13	9	0.1%
6	9	0.1%
1	8	0.1%
Other values (675)	858	8.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8985	89.8%
1	8	0.1%
2	50	0.5%
3	29	0.3%
4	20	0.2%
5	12	0.1%
6	9	0.1%
7	9	0.1%
8	5	0.1%
9	3	< 0.1%

Value	Count	Frequency (%)
92774	1	< 0.1%
63999	1	< 0.1%
63890	1	< 0.1%
62800	1	< 0.1%
61669	1	< 0.1%
52660	1	< 0.1%
50638	1	< 0.1%
50536	1	< 0.1%
49011	1	< 0.1%
48373	1	< 0.1%

비가정기반 기타
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1165
Distinct (%)	11.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	457.2792

Minimum	0
Maximum	81575
Zeros	6700
Zeros (%)	67.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	18
95-th percentile	974.1
Maximum	81575
Range	81575
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	3371.023
Coefficient of variation (CV)	7.3719142
Kurtosis	181.07626
Mean	457.2792
Median Absolute Deviation (MAD)	0
Skewness	12.31249
Sum	4572792
Variance	11363796
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6700	67.0%
2	132	1.3%
1	112	1.1%
3	77	0.8%
4	68	0.7%
5	67	0.7%
6	56	0.6%
7	49	0.5%
8	43	0.4%
10	28	0.3%
Other values (1155)	2668	26.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6700	67.0%
1	112	1.1%
2	132	1.3%
3	77	0.8%
4	68	0.7%
5	67	0.7%
6	56	0.6%
7	49	0.5%
8	43	0.4%
9	24	0.2%

Value	Count	Frequency (%)
81575	1	< 0.1%
73836	1	< 0.1%
65701	1	< 0.1%
61382	1	< 0.1%
58656	1	< 0.1%
58535	1	< 0.1%
57423	1	< 0.1%
52444	1	< 0.1%
51915	1	< 0.1%
51223	1	< 0.1%

총목적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	4439
Distinct (%)	44.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9731.5399

Minimum	0
Maximum	1931005
Zeros	1614
Zeros (%)	16.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	65
median	705
Q3	3020.75
95-th percentile	26549.45
Maximum	1931005
Range	1931005
Interquartile range (IQR)	2955.75

Descriptive statistics

Standard deviation	60067.137
Coefficient of variation (CV)	6.1724185
Kurtosis	243.97837
Mean	9731.5399
Median Absolute Deviation (MAD)	705
Skewness	13.50207
Sum	97315399
Variance	3.6080609 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1614	16.1%
2	107	1.1%
4	60	0.6%
1	51	0.5%
3	48	0.5%
5	37	0.4%
6	35	0.4%
7	27	0.3%
8	26	0.3%
9	21	0.2%
Other values (4429)	7974	79.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1614	16.1%
1	51	0.5%
2	107	1.1%
3	48	0.5%
4	60	0.6%
5	37	0.4%
6	35	0.4%
7	27	0.3%
8	26	0.3%
9	21	0.2%

Value	Count	Frequency (%)
1931005	1	< 0.1%
1365294	1	< 0.1%
1159910	1	< 0.1%
1102416	1	< 0.1%
1037851	1	< 0.1%
1005276	1	< 0.1%
963994	1	< 0.1%
917258	1	< 0.1%
874770	1	< 0.1%
844884	1	< 0.1%

Phik (φk)
Auto

Heatmap
Table

	년도	기점지역	기점지역코드	종점지역	종점지역코드	가정기반 통근	가정기반 통학	가정기반 학원	가정기반 쇼핑	가정기반 기타	비가정기반 업무	비가정기반 쇼핑	비가정기반 기타	총목적
년도	1.000	0.000	0.000	0.000	0.000	0.086	0.013	0.016	0.000	0.064	0.003	0.096	0.067	0.058
기점지역	0.000	1.000	1.000	0.000	0.000	0.000	0.056	0.000	0.000	0.000	0.000	0.000	0.000	0.000
기점지역코드	0.000	1.000	1.000	0.000	0.068	0.000	0.000	0.000	0.022	0.000	0.000	0.000	0.000	0.000
종점지역	0.000	0.000	0.000	1.000	1.000	0.000	0.057	0.000	0.000	0.000	0.000	0.000	0.000	0.000
종점지역코드	0.000	0.000	0.068	1.000	1.000	0.000	0.000	0.000	0.021	0.000	0.000	0.000	0.000	0.000
가정기반 통근	0.086	0.000	0.000	0.000	0.000	1.000	0.811	0.737	0.757	0.951	0.831	0.431	0.863	0.949
가정기반 통학	0.013	0.056	0.000	0.057	0.000	0.811	1.000	0.805	0.793	0.919	0.813	0.702	0.790	0.924
가정기반 학원	0.016	0.000	0.000	0.000	0.000	0.737	0.805	1.000	0.870	0.767	0.891	0.672	0.907	0.788
가정기반 쇼핑	0.000	0.000	0.022	0.000	0.021	0.757	0.793	0.870	1.000	0.797	0.869	0.627	0.893	0.827
가정기반 기타	0.064	0.000	0.000	0.000	0.000	0.951	0.919	0.767	0.797	1.000	0.841	0.554	0.889	0.996
비가정기반 업무	0.003	0.000	0.000	0.000	0.000	0.831	0.813	0.891	0.869	0.841	1.000	0.613	0.922	0.858
비가정기반 쇼핑	0.096	0.000	0.000	0.000	0.000	0.431	0.702	0.672	0.627	0.554	0.613	1.000	0.655	0.567
비가정기반 기타	0.067	0.000	0.000	0.000	0.000	0.863	0.790	0.907	0.893	0.889	0.922	0.655	1.000	0.892
총목적	0.058	0.000	0.000	0.000	0.000	0.949	0.924	0.788	0.827	0.996	0.858	0.567	0.892	1.000

Heatmap
Table

	기점지역코드	종점지역코드	가정기반 통근	가정기반 통학	가정기반 학원	가정기반 쇼핑	가정기반 기타	비가정기반 업무	비가정기반 쇼핑	비가정기반 기타	총목적	년도
기점지역코드	1.000	-0.015	-0.166	-0.076	-0.057	-0.062	-0.155	-0.103	-0.075	-0.068	-0.177	0.000
종점지역코드	-0.015	1.000	-0.193	-0.188	-0.145	-0.165	-0.134	-0.121	-0.097	-0.183	-0.187	0.000
가정기반 통근	-0.166	-0.193	1.000	0.481	0.419	0.479	0.776	0.523	0.223	0.547	0.936	0.065
가정기반 통학	-0.076	-0.188	0.481	1.000	0.418	0.426	0.461	0.347	0.130	0.445	0.506	0.013
가정기반 학원	-0.057	-0.145	0.419	0.418	1.000	0.525	0.397	0.413	0.197	0.472	0.426	0.012
가정기반 쇼핑	-0.062	-0.165	0.479	0.426	0.525	1.000	0.457	0.473	0.308	0.507	0.501	0.000
가정기반 기타	-0.155	-0.134	0.776	0.461	0.397	0.457	1.000	0.469	0.179	0.512	0.845	0.064
비가정기반 업무	-0.103	-0.121	0.523	0.347	0.413	0.473	0.469	1.000	0.308	0.505	0.615	0.002
비가정기반 쇼핑	-0.075	-0.097	0.223	0.130	0.197	0.308	0.179	0.308	1.000	0.269	0.282	0.072
비가정기반 기타	-0.068	-0.183	0.547	0.445	0.472	0.507	0.512	0.505	0.269	1.000	0.598	0.051
총목적	-0.177	-0.187	0.936	0.506	0.426	0.501	0.845	0.615	0.282	0.598	1.000	0.058
년도	0.000	0.000	0.065	0.013	0.012	0.000	0.064	0.002	0.072	0.051	0.058	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

	년도	기점지역	기점지역코드	종점지역	종점지역코드	가정기반 통근	가정기반 통학	가정기반 학원	가정기반 쇼핑	가정기반 기타	비가정기반 업무	비가정기반 쇼핑	비가정기반 기타	총목적
6221	2020	서울특별시 서대문구	1113000	경기도 광주시	3125000	507	0	0	0	507	0	0	0	1014
8443	2020	경기도 성남시 분당구	3102300	경기도 광주시	3125000	28738	0	0	12	24228	934	0	44	53957
3547	2021	경기도 안양시 동안구	3104200	서울특별시 관악구	1121000	2678	0	0	0	348	172	221	7	3426
7668	2020	경기도 수원시 팔달구	3101300	경기도 수원시 팔달구	3101300	92699	17538	4986	7180	76843	10430	0	18213	227888
2883	2021	경기도 안산시 상록구	3109100	경기도 수원시 영통구	3101400	1977	0	0	0	0	3	10	8	1998
8735	2020	경기도 성남시 중원구	3102200	경기도 성남시 수정구	3102100	38655	2430	1793	2135	30673	3168	0	1823	80676
793	2021	경기도 고양시 덕양구	3110100	경기도 수원시 장안구	3101100	0	0	0	0	0	0	0	0	0
360	2021	경기도 연천군	3135000	경기도 시흥시	3115000	0	0	0	0	0	0	0	0	0
1599	2021	서울특별시 강남구	1123000	경기도 용인시 처인구	3119100	338	0	0	0	1883	1003	0	436	3660
8519	2020	경기도 평택시	3107000	서울특별시 서초구	1122000	379	5	39	11	143	33	0	22	632

	년도	기점지역	기점지역코드	종점지역	종점지역코드	가정기반 통근	가정기반 통학	가정기반 학원	가정기반 쇼핑	가정기반 기타	비가정기반 업무	비가정기반 쇼핑	비가정기반 기타	총목적
1781	2021	서울특별시 강남구	1123000	경기도 수원시 장안구	3101100	0	0	0	0	0	275	0	48	323
431	2021	서울특별시 금천구	1118000	서울특별시 구로구	1117000	9344	364	0	425	6123	2426	3430	793	22905
6713	2020	서울특별시 송파구	1124000	서울특별시 동대문구	1106000	4909	804	0	0	4251	444	0	12	10420
6572	2020	서울특별시 서대문구	1113000	인천광역시 남구	2303000	1082	27	0	0	1076	0	0	267	2451
10323	2020	경기도 군포시	3116000	경기도 고양시 일산서구	3110400	395	0	0	0	236	0	0	0	630
8628	2020	경기도 성남시 수정구	3102100	서울특별시 종로구	1101000	726	0	0	0	190	0	0	3	919
6367	2020	서울특별시 강서구	1116000	경기도 수원시 영통구	3101400	74	91	0	0	0	0	0	13	177
8850	2020	경기도 안산시 단원구	3109200	경기도 안산시 단원구	3109200	364082	34793	19988	16059	271368	81146	0	34677	822113
3474	2021	서울특별시 강동구	1125000	서울특별시 강북구	1109000	0	0	0	0	1304	0	0	38	1342
4610	2021	서울특별시 노원구	1111000	인천광역시 옹진군	2332000	0	0	0	0	0	0	0	0	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample