gimi9 Pandas Profiling

Dataset statistics

Number of variables	102
Number of observations	1000
Missing cells	8930
Missing cells (%)	8.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	893.7 KiB
Average record size in memory	915.1 B

Variable types

Categorical	13
Numeric	89

Dataset

Description	샘플 데이터
Author	서울시
URL	https://bigdata.seoul.go.kr/data/selectSampleData.do?sample_data_seq=331

Alerts

`세대주여부` has constant value ""	Constant
`1인가구여부` has constant value ""	Constant
`동일세대_세대원_수` has constant value ""	Constant
`연체여부` is highly imbalanced (92.6%)	Imbalance
`차량보유` is highly imbalanced (56.9%)	Imbalance
`12개월내_이용금액_비중4` is highly imbalanced (96.8%)	Imbalance
`평균_문자대상자수` has 535 (53.5%) missing values	Missing
`평균_통화대상자수` has 535 (53.5%) missing values	Missing
`평균_통화량` has 535 (53.5%) missing values	Missing
`추정연소득` has 49 (4.9%) missing values	Missing
`추정연소득_백분위` has 49 (4.9%) missing values	Missing
`가맹점분류_이용비중1` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중2` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중3` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중4` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중5` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중6` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중7` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중8` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중9` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중10` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중11` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중12` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중13` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중14` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중15` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중16` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중17` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중18` has 127 (12.7%) missing values	Missing
`가맹점분류_이용비중19` has 127 (12.7%) missing values	Missing
`평일_이동_총횟수` has 533 (53.3%) missing values	Missing
`휴일_이동_총횟수` has 535 (53.5%) missing values	Missing
`평일_총이동거리` has 535 (53.5%) missing values	Missing
`평일_이동속도_평균` has 536 (53.6%) missing values	Missing
`휴일_총이동거리` has 533 (53.3%) missing values	Missing
`휴일_이동속도_평균` has 536 (53.6%) missing values	Missing
`택시이용_이동횟수` has 536 (53.6%) missing values	Missing
`네비게이션이용_이동횟수` has 534 (53.4%) missing values	Missing
`지하철_이동일수` has 536 (53.6%) missing values	Missing
`총자산평가금액` has 47 (4.7%) zeros	Zeros
`순자산평가금액` has 53 (5.3%) zeros	Zeros
`총대출약정금액` has 470 (47.0%) zeros	Zeros
`주택담보대출약정금액` has 819 (81.9%) zeros	Zeros
`신용대출약정금액` has 604 (60.4%) zeros	Zeros
`자동차대출약정금액` has 944 (94.4%) zeros	Zeros
`카드소비금액` has 109 (10.9%) zeros	Zeros
`신용카드소비금액` has 228 (22.8%) zeros	Zeros
`체크카드소비금액` has 519 (51.9%) zeros	Zeros
`일시불이용금액` has 113 (11.3%) zeros	Zeros
`할부이용금액` has 683 (68.3%) zeros	Zeros
`현금서비스이용금액` has 937 (93.7%) zeros	Zeros
`해외카드이용금액` has 884 (88.4%) zeros	Zeros
`신용카드기관수` has 148 (14.8%) zeros	Zeros
`체크카드기관수` has 170 (17.0%) zeros	Zeros
`가맹점합산이용금액` has 120 (12.0%) zeros	Zeros
`가맹점분류_이용비중1` has 152 (15.2%) zeros	Zeros
`가맹점분류_이용비중2` has 801 (80.1%) zeros	Zeros
`가맹점분류_이용비중3` has 669 (66.9%) zeros	Zeros
`가맹점분류_이용비중4` has 473 (47.3%) zeros	Zeros
`가맹점분류_이용비중5` has 131 (13.1%) zeros	Zeros
`가맹점분류_이용비중6` has 657 (65.7%) zeros	Zeros
`가맹점분류_이용비중7` has 475 (47.5%) zeros	Zeros
`가맹점분류_이용비중8` has 742 (74.2%) zeros	Zeros
`가맹점분류_이용비중9` has 844 (84.4%) zeros	Zeros
`가맹점분류_이용비중10` has 688 (68.8%) zeros	Zeros
`가맹점분류_이용비중11` has 559 (55.9%) zeros	Zeros
`가맹점분류_이용비중12` has 299 (29.9%) zeros	Zeros
`가맹점분류_이용비중13` has 645 (64.5%) zeros	Zeros
`가맹점분류_이용비중14` has 201 (20.1%) zeros	Zeros
`가맹점분류_이용비중15` has 736 (73.6%) zeros	Zeros
`가맹점분류_이용비중16` has 860 (86.0%) zeros	Zeros
`가맹점분류_이용비중17` has 592 (59.2%) zeros	Zeros
`가맹점분류_이용비중18` has 412 (41.2%) zeros	Zeros
`가맹점분류_이용비중19` has 472 (47.2%) zeros	Zeros
`배달앱_이용금액` has 860 (86.0%) zeros	Zeros
`제주도지역_이용금액` has 964 (96.4%) zeros	Zeros
`해외여행_이용금액` has 967 (96.7%) zeros	Zeros
`마케팅_슈퍼마켓_이용금액` has 505 (50.5%) zeros	Zeros
`마케팅_편의점_이용금액` has 528 (52.8%) zeros	Zeros
`마케팅_온라인쇼핑_이용금액` has 849 (84.9%) zeros	Zeros
`마케팅_소셜커머스_이용금액` has 841 (84.1%) zeros	Zeros
`온라인_카드사용_금액` has 241 (24.1%) zeros	Zeros
`온라인_카드사용_건수` has 236 (23.6%) zeros	Zeros
`오프라인_카드사용_금액` has 161 (16.1%) zeros	Zeros
`오프라인_카드사용_건수` has 158 (15.8%) zeros	Zeros
`주중_소비비중` has 90 (9.0%) zeros	Zeros
`3개월내_승인건수비중1` has 207 (20.7%) zeros	Zeros
`3개월내_승인건수비중2` has 148 (14.8%) zeros	Zeros
`3개월내_승인건수비중3` has 195 (19.5%) zeros	Zeros
`3개월내_승인건수비중4` has 192 (19.2%) zeros	Zeros
`3개월내_승인건수비중5` has 573 (57.3%) zeros	Zeros
`12개월내_월별_이용금액_최소값` has 208 (20.8%) zeros	Zeros
`12개월내_이용금액_비중1` has 314 (31.4%) zeros	Zeros
`12개월내_이용금액_비중2` has 649 (64.9%) zeros	Zeros
`12개월내_이용금액_비중3` has 392 (39.2%) zeros	Zeros
`12개월내_이용금액_비중5` has 973 (97.3%) zeros	Zeros
`12개월내_이용금액_비중6` has 163 (16.3%) zeros	Zeros
`12개월내_이용금액_비중7` has 946 (94.6%) zeros	Zeros
`12개월내_이용금액_비중8` has 495 (49.5%) zeros	Zeros
`12개월내_이용금액_비중9` has 893 (89.3%) zeros	Zeros
`12개월내_이용금액_비중10` has 943 (94.3%) zeros	Zeros
`12개월내_이용금액_비중11` has 501 (50.1%) zeros	Zeros
`12개월내_이용금액_비중12` has 550 (55.0%) zeros	Zeros
`3개월내_택시_이용건수` has 703 (70.3%) zeros	Zeros
`3개월내_대중교통_총이용건수` has 542 (54.2%) zeros	Zeros
`3개월내_대중교통_이용건수1` has 821 (82.1%) zeros	Zeros
`3개월내_대중교통_이용건수2` has 671 (67.1%) zeros	Zeros
`3개월내_탑승정류장수` has 542 (54.2%) zeros	Zeros
`택시이용_이동횟수` has 27 (2.7%) zeros	Zeros
`네비게이션이용_이동횟수` has 187 (18.7%) zeros	Zeros

Reproduction

Analysis started	2024-03-13 13:09:54.905908
Analysis finished	2024-03-13 13:09:56.561754
Duration	1.66 second
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

자치구명
Categorical

Distinct	25
Distinct (%)	2.5%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

강서구	72
송파구	66
강동구	59
구로구	55
은평구	52
Other values (20)	696

Length

Max length	4
Median length	3
Mean length	3.094
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	강동구
2nd row	도봉구
3rd row	동작구
4th row	동대문구
5th row	서초구

Common Values

Value	Count	Frequency (%)
강서구	72	7.2%
송파구	66	6.6%
강동구	59	5.9%
구로구	55	5.5%
은평구	52	5.2%
성북구	50	5.0%
노원구	46	4.6%
강남구	46	4.6%
서초구	44	4.4%
서대문구	44	4.4%
Other values (15)	466	46.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
강서구	72	7.2%
송파구	66	6.6%
강동구	59	5.9%
구로구	55	5.5%
은평구	52	5.2%
성북구	50	5.0%
노원구	46	4.6%
강남구	46	4.6%
서초구	44	4.4%
서대문구	44	4.4%
Other values (15)	466	46.6%

생년월일
Real number (ℝ)

Distinct	65
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1963.452

Minimum	1927
Maximum	1998
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	1927
5-th percentile	1941
Q1	1952
median	1965
Q3	1975
95-th percentile	1984
Maximum	1998
Range	71
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	14.027989
Coefficient of variation (CV)	0.0071445542
Kurtosis	-1.0067074
Mean	1963.452
Median Absolute Deviation (MAD)	12
Skewness	-0.12848608
Sum	1963452
Variance	196.78448
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1971	38	3.8%
1976	34	3.4%
1948	31	3.1%
1972	30	3.0%
1977	28	2.8%
1947	28	2.8%
1973	28	2.8%
1974	28	2.8%
1978	27	2.7%
1975	27	2.7%
Other values (55)	701	70.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1927	1	0.1%
1931	1	0.1%
1932	2	0.2%
1933	2	0.2%
1934	2	0.2%
1935	1	0.1%
1936	4	0.4%
1937	5	0.5%
1938	5	0.5%
1939	8	0.8%

Value	Count	Frequency (%)
1998	2	0.2%
1997	1	0.1%
1994	2	0.2%
1991	1	0.1%
1990	2	0.2%
1989	3	0.3%
1988	8	0.8%
1987	5	0.5%
1986	6	0.6%
1985	11	1.1%

성별
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

남	831
여	169

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
남	831	83.1%
여	169	16.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
남	831	83.1%
여	169	16.9%

동일세대_학령기인구수
Categorical

Distinct	5
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

0	321
2	276
1	260
3	119
4	24

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
0	321	32.1%
2	276	27.6%
1	260	26.0%
3	119	11.9%
4	24	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	321	32.1%
2	276	27.6%
1	260	26.0%
3	119	11.9%
4	24	2.4%

동일세대_미취학아동수
Categorical

Distinct	5
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

0	698
1	183
2	87
3	31
4	1

Length

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

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
0	698	69.8%
1	183	18.3%
2	87	8.7%
3	31	3.1%
4	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	698	69.8%
1	183	18.3%
2	87	8.7%
3	31	3.1%
4	1	0.1%

직업군
Real number (ℝ)

Distinct	7
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	575.51

Minimum	410
Maximum	910
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	410
5-th percentile	420
Q1	420
median	440
Q3	910
95-th percentile	910
Maximum	910
Range	500
Interquartile range (IQR)	490

Descriptive statistics

Standard deviation	212.25124
Coefficient of variation (CV)	0.36880548
Kurtosis	-1.1066134
Mean	575.51
Median Absolute Deviation (MAD)	20
Skewness	0.89700242
Sum	575510
Variance	45050.59
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
420	441	44.1%
910	282	28.2%
510	173	17.3%
440	65	6.5%
410	19	1.9%
430	15	1.5%
520	5	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
410	19	1.9%
420	441	44.1%
430	15	1.5%
440	65	6.5%
510	173	17.3%
520	5	0.5%
910	282	28.2%

Value	Count	Frequency (%)
910	282	28.2%
520	5	0.5%
510	173	17.3%
440	65	6.5%
430	15	1.5%
420	441	44.1%
410	19	1.9%

평균_문자대상자수
Real number (ℝ)

MISSING

Distinct	101
Distinct (%)	21.7%
Missing	535
Missing (%)	53.5%
Infinite	0
Infinite (%)	0.0%
Mean	52.221505

Minimum	0
Maximum	210
Zeros	6
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	24
median	41
Q3	71
95-th percentile	130
Maximum	210
Range	210
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	39.663188
Coefficient of variation (CV)	0.75951829
Kurtosis	2.7354542
Mean	52.221505
Median Absolute Deviation (MAD)	20
Skewness	1.5191023
Sum	24283
Variance	1573.1685
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21	19	1.9%
26	12	1.2%
100	11	1.1%
38	11	1.1%
29	10	1.0%
28	10	1.0%
54	9	0.9%
41	9	0.9%
35	8	0.8%
10	8	0.8%
Other values (91)	358	35.8%
(Missing)	535	53.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	0.6%
1	3	0.3%
2	1	0.1%
5	1	0.1%
6	5	0.5%
7	3	0.3%
8	6	0.6%
9	2	0.2%
10	8	0.8%
11	6	0.6%

Value	Count	Frequency (%)
210	5	0.5%
200	1	0.1%
180	1	0.1%
170	5	0.5%
150	6	0.6%
140	4	0.4%
130	8	0.8%
120	7	0.7%
110	5	0.5%
100	11	1.1%

평균_통화대상자수
Real number (ℝ)

MISSING

Distinct	54
Distinct (%)	11.6%
Missing	535
Missing (%)	53.5%
Infinite	0
Infinite (%)	0.0%
Mean	18.604301

Minimum	0
Maximum	86
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	9
median	14
Q3	23
95-th percentile	52.8
Maximum	86
Range	86
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	15.607883
Coefficient of variation (CV)	0.8389395
Kurtosis	5.9698858
Mean	18.604301
Median Absolute Deviation (MAD)	6
Skewness	2.2614693
Sum	8651
Variance	243.60602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	34	3.4%
12	28	2.8%
10	27	2.7%
23	24	2.4%
5	21	2.1%
11	20	2.0%
18	20	2.0%
15	20	2.0%
7	19	1.9%
14	19	1.9%
Other values (44)	233	23.3%
(Missing)	535	53.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	0.1%
1	3	0.3%
3	9	0.9%
4	12	1.2%
5	21	2.1%
6	15	1.5%
7	19	1.9%
8	18	1.8%
9	34	3.4%
10	27	2.7%

Value	Count	Frequency (%)
86	9	0.9%
67	1	0.1%
66	1	0.1%
61	2	0.2%
60	3	0.3%
59	2	0.2%
57	2	0.2%
55	1	0.1%
54	1	0.1%
53	2	0.2%

평균_통화량
Real number (ℝ)

MISSING

Distinct	135
Distinct (%)	29.0%
Missing	535
Missing (%)	53.5%
Infinite	0
Infinite (%)	0.0%
Mean	261.48602

Minimum	0
Maximum	2000
Zeros	3
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	12.2
Q1	65
median	160
Q3	340
95-th percentile	910
Maximum	2000
Range	2000
Interquartile range (IQR)	275

Descriptive statistics

Standard deviation	291.97191
Coefficient of variation (CV)	1.1165871
Kurtosis	5.3577348
Mean	261.48602
Median Absolute Deviation (MAD)	109
Skewness	2.1038777
Sum	121591
Variance	85247.595
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	27	2.7%
160	21	2.1%
240	12	1.2%
210	11	1.1%
120	10	1.0%
130	9	0.9%
110	9	0.9%
180	8	0.8%
200	8	0.8%
340	8	0.8%
Other values (125)	342	34.2%
(Missing)	535	53.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.3%
1	1	0.1%
2	5	0.5%
4	2	0.2%
8	5	0.5%
9	4	0.4%
10	2	0.2%
12	2	0.2%
13	3	0.3%
14	1	0.1%

Value	Count	Frequency (%)
2000	1	0.1%
1500	2	0.2%
1400	3	0.3%
1200	3	0.3%
1100	1	0.1%
1000	4	0.4%
990	3	0.3%
930	4	0.4%
910	4	0.4%
900	2	0.2%

세대주여부
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

세대주	1000

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
세대주	1000	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
세대주	1000	100.0%

1인가구여부
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

0	1000

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
0	1000	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1000	100.0%

주택보유여부
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

0	573
1	427

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
0	573	57.3%
1	427	42.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	573	57.3%
1	427	42.7%

대출여부
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

1	530
0	470

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1	530	53.0%
0	470	47.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	530	53.0%
0	470	47.0%

연체여부
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

0	991
1	9

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
0	991	99.1%
1	9	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	991	99.1%
1	9	0.9%

사업자여부
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

0	861
1	139

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
0	861	86.1%
1	139	13.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	861	86.1%
1	139	13.9%

동일세대_세대원_수
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

6	1000

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	6
2nd row	6
3rd row	6
4th row	6
5th row	6

Common Values

Value	Count	Frequency (%)
6	1000	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
6	1000	100.0%

추정연소득
Real number (ℝ)

MISSING

Distinct	185
Distinct (%)	19.5%
Missing	49
Missing (%)	4.9%
Infinite	0
Infinite (%)	0.0%
Mean	47099.695

Minimum	17000
Maximum	298230
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	17000
5-th percentile	21190
Q1	28000
median	39000
Q3	52925
95-th percentile	109055
Maximum	298230
Range	281230
Interquartile range (IQR)	24925

Descriptive statistics

Standard deviation	30985.635
Coefficient of variation (CV)	0.65787336
Kurtosis	17.139833
Mean	47099.695
Median Absolute Deviation (MAD)	12000
Skewness	3.2800505
Sum	44791810
Variance	9.6010955 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28000	34	3.4%
35000	30	3.0%
22000	28	2.8%
27000	28	2.8%
24000	26	2.6%
25000	26	2.6%
26000	25	2.5%
31000	25	2.5%
23000	24	2.4%
32000	23	2.3%
Other values (175)	682	68.2%
(Missing)	49	4.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17000	4	0.4%
18000	3	0.3%
19000	9	0.9%
19350	1	0.1%
20000	14	1.4%
20400	2	0.2%
20630	2	0.2%
21000	13	1.3%
21380	1	0.1%
21600	1	0.1%

Value	Count	Frequency (%)
298230	3	0.3%
225000	1	0.1%
222000	1	0.1%
185460	1	0.1%
173960	1	0.1%
173000	1	0.1%
167100	2	0.2%
163000	1	0.1%
161000	2	0.2%
159010	1	0.1%

추정연소득_백분위
Real number (ℝ)

MISSING

Distinct	50
Distinct (%)	5.3%
Missing	49
Missing (%)	4.9%
Infinite	0
Infinite (%)	0.0%
Mean	34.808623

Minimum	1
Maximum	94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	13
median	28
Q3	57
95-th percentile	82
Maximum	94
Range	93
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	25.97799
Coefficient of variation (CV)	0.74630905
Kurtosis	-1.0303919
Mean	34.808623
Median Absolute Deviation (MAD)	19
Skewness	0.47480811
Sum	33103
Variance	674.85597
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15	40	4.0%
57	37	3.7%
60	35	3.5%
36	34	3.4%
1	32	3.2%
78	30	3.0%
64	29	2.9%
68	29	2.9%
71	27	2.7%
47	27	2.7%
Other values (40)	631	63.1%
(Missing)	49	4.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	32	3.2%
2	23	2.3%
3	23	2.3%
4	24	2.4%
5	11	1.1%
6	24	2.4%
7	25	2.5%
8	9	0.9%
9	17	1.7%
10	23	2.3%

Value	Count	Frequency (%)
94	4	0.4%
92	3	0.3%
89	10	1.0%
85	16	1.6%
84	2	0.2%
82	15	1.5%
78	30	3.0%
74	25	2.5%
71	27	2.7%
68	29	2.9%

총자산평가금액
Real number (ℝ)

ZEROS

Distinct	621
Distinct (%)	62.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	646028.73

Minimum	0
Maximum	3242090
Zeros	47
Zeros (%)	4.7%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	82199.5
Q1	232295
median	464880
Q3	847120
95-th percentile	1971630
Maximum	3242090
Range	3242090
Interquartile range (IQR)	614825

Descriptive statistics

Standard deviation	609842.15
Coefficient of variation (CV)	0.94398611
Kurtosis	4.6314838
Mean	646028.73
Median Absolute Deviation (MAD)	289365
Skewness	1.9672038
Sum	6.4602873 × 10⁸
Variance	3.7190745 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	47	4.7%
3242090	10	1.0%
91250	6	0.6%
310000	6	0.6%
792580	5	0.5%
425000	5	0.5%
1321750	4	0.4%
705140	4	0.4%
542500	4	0.4%
1045500	4	0.4%
Other values (611)	905	90.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	47	4.7%
27790	2	0.2%
82000	1	0.1%
82210	1	0.1%
87620	1	0.1%
87910	1	0.1%
88950	1	0.1%
91250	6	0.6%
92220	1	0.1%
96190	1	0.1%

Value	Count	Frequency (%)
3242090	10	1.0%
3210760	1	0.1%
3126900	1	0.1%
3090660	2	0.2%
3032500	1	0.1%
2956000	1	0.1%
2910000	1	0.1%
2780750	3	0.3%
2675000	1	0.1%
2661660	1	0.1%

순자산평가금액
Real number (ℝ)

ZEROS

Distinct	640
Distinct (%)	64.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	609341.09

Minimum	0
Maximum	3172216
Zeros	53
Zeros (%)	5.3%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	206215
median	435300
Q3	811470
95-th percentile	1898100
Maximum	3172216
Range	3172216
Interquartile range (IQR)	605255

Descriptive statistics

Standard deviation	585954.63
Coefficient of variation (CV)	0.96162009
Kurtosis	4.5679518
Mean	609341.09
Median Absolute Deviation (MAD)	271370
Skewness	1.9641885
Sum	6.0934109 × 10⁸
Variance	3.4334283 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	53	5.3%
3172216	6	0.6%
156450	5	0.5%
91250	5	0.5%
570750	4	0.4%
105520	4	0.4%
11160	4	0.4%
89500	4	0.4%
1111210	4	0.4%
1202080	4	0.4%
Other values (630)	907	90.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	53	5.3%
3550	1	0.1%
11160	4	0.4%
24480	2	0.2%
25460	1	0.1%
34280	1	0.1%
37050	1	0.1%
56260	1	0.1%
66830	2	0.2%
70850	2	0.2%

Value	Count	Frequency (%)
3172216	6	0.6%
3159860	1	0.1%
3084250	1	0.1%
3072770	1	0.1%
2995640	1	0.1%
2956170	1	0.1%
2956050	1	0.1%
2910000	1	0.1%
2780000	1	0.1%
2633720	2	0.2%

차량보유
Categorical

IMBALANCE

Distinct	3
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

0	862
1	108
2	30

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
0	862	86.2%
1	108	10.8%
2	30	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	862	86.2%
1	108	10.8%
2	30	3.0%

총대출약정금액
Real number (ℝ)

ZEROS

Distinct	265
Distinct (%)	26.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88155.084

Minimum	0
Maximum	1740000
Zeros	470
Zeros (%)	47.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	8350
Q3	100000
95-th percentile	430690
Maximum	1740000
Range	1740000
Interquartile range (IQR)	100000

Descriptive statistics

Standard deviation	189225.28
Coefficient of variation (CV)	2.1465044
Kurtosis	28.696226
Mean	88155.084
Median Absolute Deviation (MAD)	8350
Skewness	4.5016188
Sum	88155084
Variance	3.5806205 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	470	47.0%
25000	14	1.4%
10000	14	1.4%
50000	14	1.4%
20000	13	1.3%
100000	11	1.1%
5000	10	1.0%
150000	9	0.9%
30000	8	0.8%
3000	8	0.8%
Other values (255)	429	42.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	470	47.0%
1000	2	0.2%
2179	2	0.2%
2800	1	0.1%
3000	8	0.8%
4000	1	0.1%
5000	10	1.0%
5982	1	0.1%
6500	1	0.1%
8000	4	0.4%

Value	Count	Frequency (%)
1740000	2	0.2%
1720000	1	0.1%
1543088	2	0.2%
1475000	1	0.1%
1221000	1	0.1%
1106300	1	0.1%
820000	2	0.2%
765333	2	0.2%
762000	1	0.1%
670000	1	0.1%

주택담보대출약정금액
Real number (ℝ)

ZEROS

Distinct	87
Distinct (%)	8.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51424.078

Minimum	0
Maximum	1698000
Zeros	819
Zeros (%)	81.9%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	350000
Maximum	1698000
Range	1698000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	174964.31
Coefficient of variation (CV)	3.402381
Kurtosis	48.321519
Mean	51424.078
Median Absolute Deviation (MAD)	0
Skewness	6.1751593
Sum	51424078
Variance	3.0612509 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	819	81.9%
100000	12	1.2%
40000	8	0.8%
200000	6	0.6%
430000	6	0.6%
362000	5	0.5%
350000	5	0.5%
1698000	5	0.5%
80000	4	0.4%
20000	4	0.4%
Other values (77)	126	12.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	819	81.9%
20000	4	0.4%
28000	1	0.1%
30000	1	0.1%
40000	8	0.8%
41000	1	0.1%
47535	2	0.2%
60000	3	0.3%
70000	3	0.3%
72000	1	0.1%

Value	Count	Frequency (%)
1698000	5	0.5%
1475000	2	0.2%
950000	1	0.1%
800000	1	0.1%
777000	1	0.1%
750000	1	0.1%
660000	2	0.2%
600000	2	0.2%
583000	1	0.1%
574538	1	0.1%

신용대출약정금액
Real number (ℝ)

ZEROS

Distinct	154
Distinct (%)	15.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19997.181

Minimum	0
Maximum	400000
Zeros	604
Zeros (%)	60.4%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	25000
95-th percentile	114070
Maximum	400000
Range	400000
Interquartile range (IQR)	25000

Descriptive statistics

Standard deviation	42181.741
Coefficient of variation (CV)	2.1093844
Kurtosis	18.853351
Mean	19997.181
Median Absolute Deviation (MAD)	0
Skewness	3.6771054
Sum	19997181
Variance	1.7792993 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	604	60.4%
5000	19	1.9%
30000	18	1.8%
20000	17	1.7%
25000	16	1.6%
40000	15	1.5%
50000	13	1.3%
10000	12	1.2%
28000	8	0.8%
3000	8	0.8%
Other values (144)	270	27.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	604	60.4%
1000	1	0.1%
1500	1	0.1%
2179	2	0.2%
2400	1	0.1%
3000	8	0.8%
3820	3	0.3%
4100	1	0.1%
5000	19	1.9%
6000	3	0.3%

Value	Count	Frequency (%)
400000	1	0.1%
372000	1	0.1%
330000	1	0.1%
250000	1	0.1%
224000	1	0.1%
220000	2	0.2%
208100	2	0.2%
199682	1	0.1%
191000	1	0.1%
188600	1	0.1%

자동차대출약정금액
Real number (ℝ)

ZEROS

Distinct	39
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1418.97

Minimum	0
Maximum	86830
Zeros	944
Zeros (%)	94.4%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	7530
Maximum	86830
Range	86830
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7028.5061
Coefficient of variation (CV)	4.953245
Kurtosis	56.507257
Mean	1418.97
Median Absolute Deviation (MAD)	0
Skewness	6.6968125
Sum	1418970
Variance	49399898
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	944	94.4%
10000	5	0.5%
30000	4	0.4%
20000	3	0.3%
16400	2	0.2%
52404	2	0.2%
16800	2	0.2%
33100	2	0.2%
25000	2	0.2%
34500	2	0.2%
Other values (29)	32	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	944	94.4%
4600	1	0.1%
5000	2	0.2%
5982	1	0.1%
6550	1	0.1%
7400	1	0.1%
10000	5	0.5%
13000	1	0.1%
13900	1	0.1%
16100	1	0.1%

Value	Count	Frequency (%)
86830	1	0.1%
85000	1	0.1%
52404	2	0.2%
51500	1	0.1%
45000	1	0.1%
41000	1	0.1%
39700	1	0.1%
34800	1	0.1%
34500	2	0.2%
33100	2	0.2%

카드소비금액
Real number (ℝ)

ZEROS

Distinct	752
Distinct (%)	75.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4258.116

Minimum	0
Maximum	66889
Zeros	109
Zeros (%)	10.9%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	495.5
median	2132
Q3	5384.75
95-th percentile	14535
Maximum	66889
Range	66889
Interquartile range (IQR)	4889.25

Descriptive statistics

Standard deviation	6640.835
Coefficient of variation (CV)	1.5595712
Kurtosis	29.503668
Mean	4258.116
Median Absolute Deviation (MAD)	1969.5
Skewness	4.3973002
Sum	4258116
Variance	44100689
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	109	10.9%
1846	4	0.4%
1831	4	0.4%
591	4	0.4%
1058	3	0.3%
248	3	0.3%
1406	3	0.3%
846	3	0.3%
122	3	0.3%
5	3	0.3%
Other values (742)	861	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	109	10.9%
3	3	0.3%
4	2	0.2%
5	3	0.3%
6	2	0.2%
10	1	0.1%
11	1	0.1%
12	1	0.1%
13	1	0.1%
15	1	0.1%

Value	Count	Frequency (%)
66889	1	0.1%
66542	1	0.1%
66525	1	0.1%
50732	1	0.1%
42226	1	0.1%
41177	1	0.1%
38096	1	0.1%
35031	1	0.1%
34896	1	0.1%
34787	1	0.1%

신용카드소비금액
Real number (ℝ)

ZEROS

Distinct	528
Distinct (%)	52.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3684.232

Minimum	0
Maximum	66525
Zeros	228
Zeros (%)	22.8%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	38.25
median	1564
Q3	4481.75
95-th percentile	13123.2
Maximum	66525
Range	66525
Interquartile range (IQR)	4443.5

Descriptive statistics

Standard deviation	6428.8936
Coefficient of variation (CV)	1.7449752
Kurtosis	33.970749
Mean	3684.232
Median Absolute Deviation (MAD)	1564
Skewness	4.750399
Sum	3684232
Variance	41330674
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	228	22.8%
1578	5	0.5%
591	5	0.5%
1831	5	0.5%
3232	4	0.4%
248	4	0.4%
1846	4	0.4%
1406	4	0.4%
76	3	0.3%
2084	3	0.3%
Other values (518)	735	73.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	228	22.8%
1	1	0.1%
3	2	0.2%
6	2	0.2%
7	1	0.1%
8	1	0.1%
10	1	0.1%
11	1	0.1%
12	1	0.1%
13	1	0.1%

Value	Count	Frequency (%)
66525	3	0.3%
49778	1	0.1%
41910	1	0.1%
38085	1	0.1%
35031	2	0.2%
34896	1	0.1%
34787	1	0.1%
33000	1	0.1%
29912	1	0.1%
28026	1	0.1%

체크카드소비금액
Real number (ℝ)

ZEROS

Distinct	297
Distinct (%)	29.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	573.884

Minimum	0
Maximum	20321
Zeros	519
Zeros (%)	51.9%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	450
95-th percentile	3069
Maximum	20321
Range	20321
Interquartile range (IQR)	450

Descriptive statistics

Standard deviation	1554.9472
Coefficient of variation (CV)	2.7095149
Kurtosis	80.311911
Mean	573.884
Median Absolute Deviation (MAD)	0
Skewness	7.3555556
Sum	573884
Variance	2417860.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	519	51.9%
3	6	0.6%
88	5	0.5%
37	5	0.5%
27	5	0.5%
14	5	0.5%
156	5	0.5%
4	5	0.5%
2707	5	0.5%
5	4	0.4%
Other values (287)	436	43.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	519	51.9%
1	2	0.2%
2	1	0.1%
3	6	0.6%
4	5	0.5%
5	4	0.4%
6	3	0.3%
7	4	0.4%
8	3	0.3%
9	1	0.1%

Value	Count	Frequency (%)
20321	3	0.3%
10356	1	0.1%
8316	2	0.2%
6976	1	0.1%
6876	1	0.1%
6146	2	0.2%
5410	2	0.2%
4837	1	0.1%
4491	2	0.2%
4406	1	0.1%

일시불이용금액
Real number (ℝ)

ZEROS

Distinct	617
Distinct (%)	61.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3388.343

Minimum	0
Maximum	75929
Zeros	113
Zeros (%)	11.3%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	468.5
median	1821
Q3	4399.25
95-th percentile	11275
Maximum	75929
Range	75929
Interquartile range (IQR)	3930.75

Descriptive statistics

Standard deviation	5319.9728
Coefficient of variation (CV)	1.5700809
Kurtosis	51.885448
Mean	3388.343
Median Absolute Deviation (MAD)	1684.5
Skewness	5.5439218
Sum	3388343
Variance	28302110
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	113	11.3%
48	5	0.5%
799	5	0.5%
306	5	0.5%
26	4	0.4%
2909	4	0.4%
2626	4	0.4%
496	4	0.4%
943	4	0.4%
2257	4	0.4%
Other values (607)	848	84.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	113	11.3%
1	1	0.1%
3	2	0.2%
4	2	0.2%
5	2	0.2%
8	1	0.1%
10	1	0.1%
12	1	0.1%
13	3	0.3%
14	1	0.1%

Value	Count	Frequency (%)
75929	1	0.1%
53386	1	0.1%
46759	1	0.1%
39627	1	0.1%
34795	1	0.1%
32212	1	0.1%
29717	1	0.1%
28045	1	0.1%
27692	2	0.2%
25929	1	0.1%

할부이용금액
Real number (ℝ)

ZEROS

Distinct	210
Distinct (%)	21.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	544.319

Minimum	0
Maximum	23806
Zeros	683
Zeros (%)	68.3%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	377
95-th percentile	2805
Maximum	23806
Range	23806
Interquartile range (IQR)	377

Descriptive statistics

Standard deviation	1556.6786
Coefficient of variation (CV)	2.8598645
Kurtosis	71.015337
Mean	544.319
Median Absolute Deviation (MAD)	0
Skewness	6.7919465
Sum	544319
Variance	2423248.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	683	68.3%
52	5	0.5%
1347	5	0.5%
162	4	0.4%
992	4	0.4%
200	4	0.4%
500	4	0.4%
2805	4	0.4%
4295	3	0.3%
816	3	0.3%
Other values (200)	281	28.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	683	68.3%
52	5	0.5%
55	2	0.2%
60	1	0.1%
62	2	0.2%
66	1	0.1%
78	3	0.3%
89	1	0.1%
101	1	0.1%
102	1	0.1%

Value	Count	Frequency (%)
23806	1	0.1%
15534	1	0.1%
13590	2	0.2%
8471	3	0.3%
7639	1	0.1%
7414	1	0.1%
7327	1	0.1%
6491	1	0.1%
5946	1	0.1%
5784	1	0.1%

현금서비스이용금액
Real number (ℝ)

ZEROS

Distinct	34
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	251.341

Minimum	0
Maximum	16400
Zeros	937
Zeros (%)	93.7%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	310
Maximum	16400
Range	16400
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1538.3902
Coefficient of variation (CV)	6.1207291
Kurtosis	65.00195
Mean	251.341
Median Absolute Deviation (MAD)	0
Skewness	7.791875
Sum	251341
Variance	2366644.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	937	93.7%
2000	5	0.5%
1000	5	0.5%
100	5	0.5%
150	4	0.4%
550	3	0.3%
9420	3	0.3%
300	3	0.3%
3250	2	0.2%
3600	2	0.2%
Other values (24)	31	3.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	937	93.7%
100	5	0.5%
150	4	0.4%
200	1	0.1%
300	3	0.3%
500	2	0.2%
550	3	0.3%
630	1	0.1%
1000	5	0.5%
1500	2	0.2%

Value	Count	Frequency (%)
16400	2	0.2%
15580	1	0.1%
14610	1	0.1%
13532	1	0.1%
12500	2	0.2%
11350	1	0.1%
11010	1	0.1%
10670	1	0.1%
9420	3	0.3%
7600	1	0.1%

해외카드이용금액
Real number (ℝ)

ZEROS

Distinct	73
Distinct (%)	7.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93.606

Minimum	0
Maximum	8614
Zeros	884
Zeros (%)	88.4%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	149.35
Maximum	8614
Range	8614
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	704.9166
Coefficient of variation (CV)	7.5306775
Kurtosis	123.44727
Mean	93.606
Median Absolute Deviation (MAD)	0
Skewness	10.804934
Sum	93606
Variance	496907.42
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	884	88.4%
8516	5	0.5%
28	4	0.4%
68	4	0.4%
87	3	0.3%
102	3	0.3%
33	3	0.3%
51	3	0.3%
29	3	0.3%
134	3	0.3%
Other values (63)	85	8.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	884	88.4%
2	1	0.1%
3	2	0.2%
9	1	0.1%
10	3	0.3%
12	1	0.1%
14	1	0.1%
19	1	0.1%
24	2	0.2%
27	1	0.1%

Value	Count	Frequency (%)
8614	1	0.1%
8516	5	0.5%
4565	1	0.1%
2886	2	0.2%
1972	1	0.1%
1884	1	0.1%
1823	1	0.1%
1811	1	0.1%
1449	2	0.2%
1165	2	0.2%

신용카드기관수
Real number (ℝ)

ZEROS

Distinct	10
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.935

Minimum	0
Maximum	9
Zeros	148
Zeros (%)	14.8%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	9
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4876115
Coefficient of variation (CV)	0.76879148
Kurtosis	0.87963117
Mean	1.935
Median Absolute Deviation (MAD)	1
Skewness	0.91413646
Sum	1935
Variance	2.212988
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	312	31.2%
2	245	24.5%
0	148	14.8%
3	137	13.7%
4	99	9.9%
5	38	3.8%
6	15	1.5%
7	3	0.3%
8	2	0.2%
9	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	148	14.8%
1	312	31.2%
2	245	24.5%
3	137	13.7%
4	99	9.9%
5	38	3.8%
6	15	1.5%
7	3	0.3%
8	2	0.2%
9	1	0.1%

Value	Count	Frequency (%)
9	1	0.1%
8	2	0.2%
7	3	0.3%
6	15	1.5%
5	38	3.8%
4	99	9.9%
3	137	13.7%
2	245	24.5%
1	312	31.2%
0	148	14.8%

체크카드기관수
Real number (ℝ)

ZEROS

Distinct	10
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.828

Minimum	0
Maximum	9
Zeros	170
Zeros (%)	17.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	9
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4766843
Coefficient of variation (CV)	0.80781418
Kurtosis	1.2049118
Mean	1.828
Median Absolute Deviation (MAD)	1
Skewness	1.0344979
Sum	1828
Variance	2.1805966
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	321	32.1%
2	236	23.6%
0	170	17.0%
3	156	15.6%
4	49	4.9%
5	46	4.6%
6	16	1.6%
7	4	0.4%
9	1	0.1%
8	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	170	17.0%
1	321	32.1%
2	236	23.6%
3	156	15.6%
4	49	4.9%
5	46	4.6%
6	16	1.6%
7	4	0.4%
8	1	0.1%
9	1	0.1%

Value	Count	Frequency (%)
9	1	0.1%
8	1	0.1%
7	4	0.4%
6	16	1.6%
5	46	4.6%
4	49	4.9%
3	156	15.6%
2	236	23.6%
1	321	32.1%
0	170	17.0%

카드사_최근1년_월평균_이용금액
Real number (ℝ)

Distinct	10
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.996

Minimum	1
Maximum	11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	5
Maximum	11
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.7108217
Coefficient of variation (CV)	0.8571251
Kurtosis	10.121759
Mean	1.996
Median Absolute Deviation (MAD)	0
Skewness	2.8521469
Sum	1996
Variance	2.9269109
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	556	55.6%
2	224	22.4%
3	96	9.6%
4	48	4.8%
5	34	3.4%
6	16	1.6%
11	13	1.3%
7	5	0.5%
8	4	0.4%
9	4	0.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	556	55.6%
2	224	22.4%
3	96	9.6%
4	48	4.8%
5	34	3.4%
6	16	1.6%
7	5	0.5%
8	4	0.4%
9	4	0.4%
11	13	1.3%

Value	Count	Frequency (%)
11	13	1.3%
9	4	0.4%
8	4	0.4%
7	5	0.5%
6	16	1.6%
5	34	3.4%
4	48	4.8%
3	96	9.6%
2	224	22.4%
1	556	55.6%

가맹점합산이용금액
Real number (ℝ)

ZEROS

Distinct	618
Distinct (%)	61.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2676953

Minimum	0
Maximum	26885000
Zeros	120
Zeros (%)	12.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	320750
median	1487500
Q3	3477500
95-th percentile	9776850
Maximum	26885000
Range	26885000
Interquartile range (IQR)	3156750

Descriptive statistics

Standard deviation	3559722.7
Coefficient of variation (CV)	1.3297666
Kurtosis	9.5172304
Mean	2676953
Median Absolute Deviation (MAD)	1340500
Skewness	2.6416393
Sum	2.676953 × 10⁹
Variance	1.2671626 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	120	12.0%
1694000	5	0.5%
1691000	5	0.5%
162000	5	0.5%
3896000	5	0.5%
1061000	4	0.4%
311000	4	0.4%
1421000	4	0.4%
1814000	4	0.4%
3129000	4	0.4%
Other values (608)	840	84.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	120	12.0%
1000	4	0.4%
2000	2	0.2%
3000	1	0.1%
4000	1	0.1%
5000	1	0.1%
6000	1	0.1%
9000	1	0.1%
10000	2	0.2%
12000	3	0.3%

Value	Count	Frequency (%)
26885000	2	0.2%
22628000	1	0.1%
22341000	1	0.1%
20882000	1	0.1%
19953000	1	0.1%
19928000	1	0.1%
19835000	1	0.1%
18104000	1	0.1%
17541000	1	0.1%
16921000	1	0.1%

가맹점분류_이용비중1
Real number (ℝ)

MISSING ZEROS

Distinct	722
Distinct (%)	82.7%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.17910748

Minimum	0
Maximum	0.89570725
Zeros	152
Zeros (%)	15.2%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.036919527
median	0.13265244
Q3	0.28211889
95-th percentile	0.52356987
Maximum	0.89570725
Range	0.89570725
Interquartile range (IQR)	0.24519936

Descriptive statistics

Standard deviation	0.17514031
Coefficient of variation (CV)	0.97785031
Kurtosis	0.89673515
Mean	0.17910748
Median Absolute Deviation (MAD)	0.11517572
Skewness	1.1383739
Sum	156.36083
Variance	0.030674128
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	152	15.2%
0.109649122807018	1	0.1%
0.243482794577685	1	0.1%
0.301351351351351	1	0.1%
0.139054221989666	1	0.1%
0.184169817806806	1	0.1%
0.112097304404997	1	0.1%
0.223063295216621	1	0.1%
0.0025854791051076	1	0.1%
0.0603595890410959	1	0.1%
Other values (712)	712	71.2%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	152	15.2%
0.0008576329331046	1	0.1%
0.0009572431397574	1	0.1%
0.0025401620211451	1	0.1%
0.0025854791051076	1	0.1%
0.0028189506228971	1	0.1%
0.0029179810725552	1	0.1%
0.003727294173154	1	0.1%
0.0039513859785667	1	0.1%
0.0045336243808244	1	0.1%

Value	Count	Frequency (%)
0.895707248416608	1	0.1%
0.86434558349452	1	0.1%
0.826047633403678	1	0.1%
0.796622321357444	1	0.1%
0.756964457252642	1	0.1%
0.738226814031716	1	0.1%
0.730633802816901	1	0.1%
0.723484300390681	1	0.1%
0.718505065952973	1	0.1%
0.704011435718753	1	0.1%

가맹점분류_이용비중2
Real number (ℝ)

MISSING ZEROS

Distinct	73
Distinct (%)	8.4%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.0031405049

Minimum	0
Maximum	0.2300738
Zeros	801
Zeros (%)	80.1%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.0077633811
Maximum	0.2300738
Range	0.2300738
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.017807189
Coefficient of variation (CV)	5.6701677
Kurtosis	72.363154
Mean	0.0031405049
Median Absolute Deviation (MAD)	0
Skewness	7.8890248
Sum	2.7416608
Variance	0.00031709599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	801	80.1%
0.0040288578656422	1	0.1%
0.0041050119331742	1	0.1%
0.0014780145338095	1	0.1%
0.0103409274519308	1	0.1%
0.0037813681677552	1	0.1%
0.0044864864864864	1	0.1%
0.0029199110122358	1	0.1%
0.0470775982445641	1	0.1%
0.0390218522372529	1	0.1%
Other values (63)	63	6.3%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	801	80.1%
0.0003154822935562	1	0.1%
0.0003852970640363	1	0.1%
0.0004483634733223	1	0.1%
0.0014780145338095	1	0.1%
0.0016119128031931	1	0.1%
0.001728821931341	1	0.1%
0.0023503689532659	1	0.1%
0.0023735924045043	1	0.1%
0.0024232633279483	1	0.1%

Value	Count	Frequency (%)
0.230073800738007	1	0.1%
0.190607489104332	1	0.1%
0.183806501415216	1	0.1%
0.157157524200645	1	0.1%
0.122419724770642	1	0.1%
0.119005449591281	1	0.1%
0.115009746588694	1	0.1%
0.103993914035755	1	0.1%
0.0968424766272711	1	0.1%
0.0930249906751212	1	0.1%

가맹점분류_이용비중3
Real number (ℝ)

MISSING ZEROS

Distinct	205
Distinct (%)	23.5%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.018523633

Minimum	0
Maximum	0.99368595
Zeros	669
Zeros (%)	66.9%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.078873235
Maximum	0.99368595
Range	0.99368595
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.071024905
Coefficient of variation (CV)	3.8342859
Kurtosis	59.755454
Mean	0.018523633
Median Absolute Deviation (MAD)	0
Skewness	6.6947877
Sum	16.171132
Variance	0.0050445371
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	669	66.9%
0.0274437815511703	1	0.1%
0.0480080572963295	1	0.1%
0.343930977425836	1	0.1%
0.255277777777778	1	0.1%
0.0683309037900875	1	0.1%
0.0041778975741239	1	0.1%
0.0518457071754459	1	0.1%
0.0292407809110629	1	0.1%
0.064464141821112	1	0.1%
Other values (195)	195	19.5%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	669	66.9%
0.0001224889759921	1	0.1%
0.0001763979537837	1	0.1%
0.0002290426019239	1	0.1%
0.0002828214265512	1	0.1%
0.0004221190375685	1	0.1%
0.0004719652633566	1	0.1%
0.0004980788387647	1	0.1%
0.0005379649554257	1	0.1%
0.0005440104450005	1	0.1%

Value	Count	Frequency (%)
0.993685953835007	1	0.1%
0.570110701107011	1	0.1%
0.546890168921105	1	0.1%
0.482884736270644	1	0.1%
0.442908169143911	1	0.1%
0.433832638810677	1	0.1%
0.431943001335906	1	0.1%
0.429545200581071	1	0.1%
0.419938375906967	1	0.1%
0.416857798165138	1	0.1%

가맹점분류_이용비중4
Real number (ℝ)

MISSING ZEROS

Distinct	401
Distinct (%)	45.9%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.049269448

Minimum	0
Maximum	1
Zeros	473
Zeros (%)	47.3%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.049326957
95-th percentile	0.24491484
Maximum	1
Range	1
Interquartile range (IQR)	0.049326957

Descriptive statistics

Standard deviation	0.1067549
Coefficient of variation (CV)	2.1667565
Kurtosis	18.347594
Mean	0.049269448
Median Absolute Deviation (MAD)	0
Skewness	3.7388002
Sum	43.012228
Variance	0.011396608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	473	47.3%
0.036860718171926	1	0.1%
0.0302387756983498	1	0.1%
0.159945781091156	1	0.1%
0.0680728667305849	1	0.1%
0.139437134502924	1	0.1%
0.294615677321157	1	0.1%
0.20900168847615	1	0.1%
0.143984538573039	1	0.1%
0.0281163434903047	1	0.1%
Other values (391)	391	39.1%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	473	47.3%
0.000256970319928	1	0.1%
0.0005687922644252	1	0.1%
0.0007324934075593	1	0.1%
0.0008260670032124	1	0.1%
0.0008926800238048	1	0.1%
0.0010133178922987	1	0.1%
0.0010583877227024	1	0.1%
0.0011296431656588	1	0.1%
0.0012953367875647	1	0.1%

Value	Count	Frequency (%)
1.0	1	0.1%
0.776878238341969	1	0.1%
0.706999700867484	1	0.1%
0.688676017789942	1	0.1%
0.663492063492063	1	0.1%
0.626841346455212	1	0.1%
0.559685177087888	1	0.1%
0.54890864995958	1	0.1%
0.545727699530516	1	0.1%
0.545612611568332	1	0.1%

가맹점분류_이용비중5
Real number (ℝ)

MISSING ZEROS

Distinct	742
Distinct (%)	85.0%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.18172088

Minimum	0
Maximum	1
Zeros	131
Zeros (%)	13.1%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.032886435
median	0.11325594
Q3	0.258053
95-th percentile	0.58665308
Maximum	1
Range	1
Interquartile range (IQR)	0.22516656

Descriptive statistics

Standard deviation	0.19579655
Coefficient of variation (CV)	1.0774576
Kurtosis	2.1744632
Mean	0.18172088
Median Absolute Deviation (MAD)	0.095586563
Skewness	1.5272574
Sum	158.64233
Variance	0.038336288
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	131	13.1%
1.0	2	0.2%
0.067485754985755	1	0.1%
0.0762289446545205	1	0.1%
0.253462603878116	1	0.1%
0.23422090729783	1	0.1%
0.31373812208085	1	0.1%
0.0395736597720557	1	0.1%
0.0976027397260274	1	0.1%
0.380708238941219	1	0.1%
Other values (732)	732	73.2%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	131	13.1%
0.0008846621696339	1	0.1%
0.0019685984539299	1	0.1%
0.0020299812617114	1	0.1%
0.0034769171334749	1	0.1%
0.0040500297796307	1	0.1%
0.0044313794313794	1	0.1%
0.0045467879143443	1	0.1%
0.0046629927935565	1	0.1%
0.0048879837067209	1	0.1%

Value	Count	Frequency (%)
1.0	2	0.2%
0.971640654739246	1	0.1%
0.969856362532875	1	0.1%
0.950305327437355	1	0.1%
0.905905685323931	1	0.1%
0.900266419552879	1	0.1%
0.868185880250223	1	0.1%
0.856604635232333	1	0.1%
0.810606060606061	1	0.1%
0.80352644836272	1	0.1%

가맹점분류_이용비중6
Real number (ℝ)

MISSING ZEROS

Distinct	217
Distinct (%)	24.9%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.0097464885

Minimum	0
Maximum	0.54489974
Zeros	657
Zeros (%)	65.7%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.064182214
Maximum	0.54489974
Range	0.54489974
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.032833282
Coefficient of variation (CV)	3.3687294
Kurtosis	93.786968
Mean	0.0097464885
Median Absolute Deviation (MAD)	0
Skewness	7.6797509
Sum	8.5086845
Variance	0.0010780244
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	657	65.7%
0.0868374032162001	1	0.1%
0.0147232501377844	1	0.1%
0.111467236467236	1	0.1%
0.0335188913893166	1	0.1%
0.092749836708034	1	0.1%
0.0713690476190476	1	0.1%
0.0202164590565652	1	0.1%
0.0048192771084337	1	0.1%
0.0226826608505998	1	0.1%
Other values (207)	207	20.7%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	657	65.7%
0.0002394779380949	1	0.1%
0.0005720823798627	1	0.1%
0.0008008008008008	1	0.1%
0.0010980162506405	1	0.1%
0.001201923076923	1	0.1%
0.0012291723572794	1	0.1%
0.0014031234748657	1	0.1%
0.0014692918013517	1	0.1%
0.0015951175532283	1	0.1%

Value	Count	Frequency (%)
0.544899738448126	1	0.1%
0.280855941918227	1	0.1%
0.259414508822933	1	0.1%
0.196518987341772	1	0.1%
0.187249769017555	1	0.1%
0.167938122483577	1	0.1%
0.161530286928799	1	0.1%
0.144392292490119	1	0.1%
0.132061774023231	1	0.1%
0.128256999514485	1	0.1%

가맹점분류_이용비중7
Real number (ℝ)

MISSING ZEROS

Distinct	399
Distinct (%)	45.7%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.030327091

Minimum	0
Maximum	0.60122815
Zeros	475
Zeros (%)	47.5%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.026039059
95-th percentile	0.16030919
Maximum	0.60122815
Range	0.60122815
Interquartile range (IQR)	0.026039059

Descriptive statistics

Standard deviation	0.07019279
Coefficient of variation (CV)	2.3145244
Kurtosis	20.057323
Mean	0.030327091
Median Absolute Deviation (MAD)	0
Skewness	3.9982005
Sum	26.47555
Variance	0.0049270278
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	475	47.5%
0.220485316240434	1	0.1%
0.0042170047868703	1	0.1%
0.0582688247712878	1	0.1%
0.0783648408466634	1	0.1%
0.0297803331859059	1	0.1%
0.0284649271433412	1	0.1%
0.0614486184955984	1	0.1%
0.000665905631659	1	0.1%
0.0042211903756859	1	0.1%
Other values (389)	389	38.9%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	475	47.5%
0.0003231017770597	1	0.1%
0.0005279831045406	1	0.1%
0.0006226096237658	1	0.1%
0.000665905631659	1	0.1%
0.0007072761029086	1	0.1%
0.0009079118028534	1	0.1%
0.001003411599438	1	0.1%
0.0010703454837366	1	0.1%
0.00125250501002	1	0.1%

Value	Count	Frequency (%)
0.601228153046764	1	0.1%
0.575848368397056	1	0.1%
0.539218365673681	1	0.1%
0.45717665615142	1	0.1%
0.453643106457243	1	0.1%
0.421159715157681	1	0.1%
0.385783642474791	1	0.1%
0.361995661605206	1	0.1%
0.349316024567281	1	0.1%
0.347626590921505	1	0.1%

가맹점분류_이용비중8
Real number (ℝ)

MISSING ZEROS

Distinct	132
Distinct (%)	15.1%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.0064025441

Minimum	0
Maximum	0.41609538
Zeros	742
Zeros (%)	74.2%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.050184475
Maximum	0.41609538
Range	0.41609538
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.026682814
Coefficient of variation (CV)	4.167533
Kurtosis	90.639013
Mean	0.0064025441
Median Absolute Deviation (MAD)	0
Skewness	8.0668385
Sum	5.589421
Variance	0.00071197257
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	742	74.2%
0.0397628539302872	1	0.1%
0.0333821961620469	1	0.1%
0.0543417366946779	1	0.1%
0.0210073068893528	1	0.1%
0.0060112073357106	1	0.1%
0.0070381231671554	1	0.1%
0.0550445733691807	1	0.1%
0.0757965056526208	1	0.1%
0.0712117805755396	1	0.1%
Other values (122)	122	12.2%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	742	74.2%
0.0003618992472495	1	0.1%
0.0005595344673231	1	0.1%
0.0008400869737102	1	0.1%
0.0010762607626076	1	0.1%
0.0014668622482997	1	0.1%
0.0018254837531946	1	0.1%
0.0021957040572792	1	0.1%
0.0024101665205959	1	0.1%
0.0024447949526813	1	0.1%

Value	Count	Frequency (%)
0.416095380029806	1	0.1%
0.287629092507141	1	0.1%
0.21733895243829	1	0.1%
0.212903225806452	1	0.1%
0.168168828313915	1	0.1%
0.164397056267022	1	0.1%
0.164182152338166	1	0.1%
0.13494101978691	1	0.1%
0.103012313104661	1	0.1%
0.0957915455994001	1	0.1%

가맹점분류_이용비중9
Real number (ℝ)

MISSING ZEROS

Distinct	30
Distinct (%)	3.4%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.0016161821

Minimum	0
Maximum	0.21418199
Zeros	844
Zeros (%)	84.4%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0.21418199
Range	0.21418199
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.012325358
Coefficient of variation (CV)	7.6262185
Kurtosis	143.97588
Mean	0.0016161821
Median Absolute Deviation (MAD)	0
Skewness	10.847057
Sum	1.410927
Variance	0.00015191445
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0.0	844	84.4%
0.0969889982628836	1	0.1%
0.0037434350206727	1	0.1%
0.0114231727218071	1	0.1%
0.0074845679012345	1	0.1%
0.0674799847502859	1	0.1%
0.0509641120882722	1	0.1%
0.0550178298522669	1	0.1%
0.0196538574361983	1	0.1%
0.0507010515773661	1	0.1%
Other values (20)	20	2.0%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	844	84.4%
0.0033416458852867	1	0.1%
0.0037434350206727	1	0.1%
0.0043109079033311	1	0.1%
0.0043633478778262	1	0.1%
0.0064102564102564	1	0.1%
0.0064213386021239	1	0.1%
0.0074845679012345	1	0.1%
0.0114231727218071	1	0.1%
0.0196538574361983	1	0.1%

Value	Count	Frequency (%)
0.214181994191675	1	0.1%
0.152901313002965	1	0.1%
0.098161306863966	1	0.1%
0.0969889982628836	1	0.1%
0.0944497953286781	1	0.1%
0.079357962697274	1	0.1%
0.0736012505699212	1	0.1%
0.0674799847502859	1	0.1%
0.0661656592060121	1	0.1%
0.0550178298522669	1	0.1%

가맹점분류_이용비중10
Real number (ℝ)

MISSING ZEROS

Distinct	186
Distinct (%)	21.3%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.010927345

Minimum	0
Maximum	1
Zeros	688
Zeros (%)	68.8%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.049751424
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.054973883
Coefficient of variation (CV)	5.0308544
Kurtosis	158.25277
Mean	0.010927345
Median Absolute Deviation (MAD)	0
Skewness	10.99949
Sum	9.5395724
Variance	0.0030221278
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	688	68.8%
0.0491022850924918	1	0.1%
0.0001642238370899	1	0.1%
0.0277198211624441	1	0.1%
0.0023162771109707	1	0.1%
0.0667113643982568	1	0.1%
0.0072180807005088	1	0.1%
0.0238918918918919	1	0.1%
0.0060828046307803	1	0.1%
0.0070177289995778	1	0.1%
Other values (176)	176	17.6%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	688	68.8%
0.0001201778632375	1	0.1%
0.0001642238370899	1	0.1%
0.0005669393374908	1	0.1%
0.0005986231667165	1	0.1%
0.0006372906045156	1	0.1%
0.0006592923595341	1	0.1%
0.0007454527382963	1	0.1%
0.0007518168908194	1	0.1%
0.0008055657268399	1	0.1%

Value	Count	Frequency (%)
1.0	1	0.1%
0.691085003455425	1	0.1%
0.465051388178394	1	0.1%
0.381880606933215	1	0.1%
0.340556112224449	1	0.1%
0.338276615672807	1	0.1%
0.32575421472937	1	0.1%
0.22611282755464	1	0.1%
0.221945010183299	1	0.1%
0.209982788296041	1	0.1%

가맹점분류_이용비중11
Real number (ℝ)

MISSING ZEROS

Distinct	315
Distinct (%)	36.1%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.0092904337

Minimum	0
Maximum	1
Zeros	559
Zeros (%)	55.9%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.0062166185
95-th percentile	0.041044289
Maximum	1
Range	1
Interquartile range (IQR)	0.0062166185

Descriptive statistics

Standard deviation	0.040037108
Coefficient of variation (CV)	4.3094983
Kurtosis	433.14372
Mean	0.0092904337
Median Absolute Deviation (MAD)	0
Skewness	18.227578
Sum	8.1105486
Variance	0.00160297
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	559	55.9%
1.0	1	0.1%
0.0383693045563549	1	0.1%
0.0183340551465281	1	0.1%
0.108130662851693	1	0.1%
0.0041728997716715	1	0.1%
0.0061988045162718	1	0.1%
0.021896302416856	1	0.1%
0.0040060090135202	1	0.1%
0.050716107514224	1	0.1%
Other values (305)	305	30.5%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	559	55.9%
0.0004723665564478	1	0.1%
0.0008249690636601	1	0.1%
0.0011080624736175	1	0.1%
0.0011493475762287	1	0.1%
0.0013658216783216	1	0.1%
0.0015695373276921	1	0.1%
0.0016534999081388	1	0.1%
0.0018448057188977	1	0.1%
0.0020063276487383	1	0.1%

Value	Count	Frequency (%)
1.0	1	0.1%
0.234083992696287	1	0.1%
0.209242203910163	1	0.1%
0.172560547560548	1	0.1%
0.144667477696675	1	0.1%
0.138252148997135	1	0.1%
0.137434654140465	1	0.1%
0.136485760343901	1	0.1%
0.13493690851735	1	0.1%
0.130787511267721	1	0.1%

가맹점분류_이용비중12
Real number (ℝ)

MISSING ZEROS

Distinct	566
Distinct (%)	64.8%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.12952216

Minimum	0
Maximum	1
Zeros	299
Zeros (%)	29.9%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.034449168
Q3	0.16170846
95-th percentile	0.60402235
Maximum	1
Range	1
Interquartile range (IQR)	0.16170846

Descriptive statistics

Standard deviation	0.20985328
Coefficient of variation (CV)	1.6202113
Kurtosis	5.2567276
Mean	0.12952216
Median Absolute Deviation (MAD)	0.034449168
Skewness	2.2830632
Sum	113.07285
Variance	0.044038399
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	299	29.9%
1.0	10	1.0%
0.308010886285647	1	0.1%
0.0910395408163265	1	0.1%
0.193442443483497	1	0.1%
0.155002277212692	1	0.1%
0.0312220232766338	1	0.1%
0.1057435235549	1	0.1%
0.115111925436151	1	0.1%
0.0314054054054054	1	0.1%
Other values (556)	556	55.6%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	299	29.9%
0.0004829362524146	1	0.1%
0.000659485601231	1	0.1%
0.0006977149834292	1	0.1%
0.0007583657218693	1	0.1%
0.0009057971014492	1	0.1%
0.0009342301943198	1	0.1%
0.0011932078935291	1	0.1%
0.0013139034878165	1	0.1%
0.0015280784413599	1	0.1%

Value	Count	Frequency (%)
1.0	10	1.0%
0.993443274389032	1	0.1%
0.992358836955443	1	0.1%
0.973180611817293	1	0.1%
0.966370313103981	1	0.1%
0.96237128284092	1	0.1%
0.946611132146914	1	0.1%
0.937998311603039	1	0.1%
0.917683766174176	1	0.1%
0.871025260029718	1	0.1%

가맹점분류_이용비중13
Real number (ℝ)

MISSING ZEROS

Distinct	229
Distinct (%)	26.2%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.030914877

Minimum	0
Maximum	0.68152389
Zeros	645
Zeros (%)	64.5%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.00051402136
95-th percentile	0.22777689
Maximum	0.68152389
Range	0.68152389
Interquartile range (IQR)	0.00051402136

Descriptive statistics

Standard deviation	0.092443305
Coefficient of variation (CV)	2.990253
Kurtosis	17.650246
Mean	0.030914877
Median Absolute Deviation (MAD)	0
Skewness	3.9410334
Sum	26.988688
Variance	0.0085457647
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	645	64.5%
0.0012241566920565	1	0.1%
0.0417100005473753	1	0.1%
0.320549460680372	1	0.1%
0.0074882498207599	1	0.1%
0.172878949236777	1	0.1%
0.0004864864864864	1	0.1%
0.199751455294656	1	0.1%
0.0020625644551392	1	0.1%
0.109695290858726	1	0.1%
Other values (219)	219	21.9%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	645	64.5%
0.0001846722068328	1	0.1%
0.0003529827038475	1	0.1%
0.0004131377814501	1	0.1%
0.0004248449315999	1	0.1%
0.0004779353194201	1	0.1%
0.0004785452225235	1	0.1%
0.0004864864864864	1	0.1%
0.0005011024253357	1	0.1%
0.000505845323741	1	0.1%

Value	Count	Frequency (%)
0.681523887412254	1	0.1%
0.676850187877798	1	0.1%
0.66268930702157	1	0.1%
0.628902229845626	1	0.1%
0.612871650556711	1	0.1%
0.546481015620429	1	0.1%
0.538967338579282	1	0.1%
0.5	1	0.1%
0.487448208627833	1	0.1%
0.468423019431988	1	0.1%

가맹점분류_이용비중14
Real number (ℝ)

MISSING ZEROS

Distinct	669
Distinct (%)	76.6%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.12877759

Minimum	0
Maximum	1
Zeros	201
Zeros (%)	20.1%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.003785489
median	0.053729967
Q3	0.17608492
95-th percentile	0.51202759
Maximum	1
Range	1
Interquartile range (IQR)	0.17229943

Descriptive statistics

Standard deviation	0.18423136
Coefficient of variation (CV)	1.4306167
Kurtosis	5.3429008
Mean	0.12877759
Median Absolute Deviation (MAD)	0.053729967
Skewness	2.219769
Sum	112.42283
Variance	0.033941195
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	201	20.1%
1.0	4	0.4%
0.5	2	0.2%
0.129303845187233	1	0.1%
0.0549115314215985	1	0.1%
0.227504748338082	1	0.1%
0.154185022026432	1	0.1%
0.0077410274454609	1	0.1%
0.542698093094871	1	0.1%
0.0659699542782495	1	0.1%
Other values (659)	659	65.9%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	201	20.1%
0.000770811921891	1	0.1%
0.0009441384736428	1	0.1%
0.0010033444816053	1	0.1%
0.0016387121650279	1	0.1%
0.0022346368715083	1	0.1%
0.0023961661341853	1	0.1%
0.0023980815347721	1	0.1%
0.0026178010471204	1	0.1%
0.0027748872702046	1	0.1%

Value	Count	Frequency (%)
1.0	4	0.4%
0.969461948618517	1	0.1%
0.968060021436227	1	0.1%
0.879588562800793	1	0.1%
0.872448089338684	1	0.1%
0.858885167053165	1	0.1%
0.850167915267373	1	0.1%
0.838720510452523	1	0.1%
0.835631319461853	1	0.1%
0.819275549805951	1	0.1%

가맹점분류_이용비중15
Real number (ℝ)

MISSING ZEROS

Distinct	137
Distinct (%)	15.7%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.0089102084

Minimum	0
Maximum	1
Zeros	736
Zeros (%)	73.6%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.030231635
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.059848133
Coefficient of variation (CV)	6.716805
Kurtosis	185.43653
Mean	0.0089102084
Median Absolute Deviation (MAD)	0
Skewness	12.530866
Sum	7.778612
Variance	0.003581799
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	736	73.6%
1.0	2	0.2%
0.0350553505535055	1	0.1%
0.0570868713259308	1	0.1%
0.0269250780437045	1	0.1%
0.0309973045822102	1	0.1%
0.0908683974932856	1	0.1%
0.0179614987968374	1	0.1%
0.0003165892781764	1	0.1%
0.0425030163430953	1	0.1%
Other values (127)	127	12.7%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	736	73.6%
0.0001657275439177	1	0.1%
0.0002068252326783	1	0.1%
0.0002229488703923	1	0.1%
0.0002938583602703	1	0.1%
0.0003165892781764	1	0.1%
0.0003631345776744	1	0.1%
0.0003636363636363	1	0.1%
0.000385467861617	1	0.1%
0.0004095243666998	1	0.1%

Value	Count	Frequency (%)
1.0	2	0.2%
0.531077500551998	1	0.1%
0.472056023932554	1	0.1%
0.387476751394916	1	0.1%
0.305949008498584	1	0.1%
0.30462442962443	1	0.1%
0.257546195340296	1	0.1%
0.218945176960444	1	0.1%
0.151101401784089	1	0.1%
0.149079479119892	1	0.1%

가맹점분류_이용비중16
Real number (ℝ)

MISSING ZEROS

Distinct	14
Distinct (%)	1.6%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.0001473988

Minimum	0
Maximum	0.025550867
Zeros	860
Zeros (%)	86.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0.025550867
Range	0.025550867
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.0013730028
Coefficient of variation (CV)	9.3148845
Kurtosis	170.70253
Mean	0.0001473988
Median Absolute Deviation (MAD)	0
Skewness	11.90187
Sum	0.12867916
Variance	1.8851368 × 10^-6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0.0	860	86.0%
0.0069992223086323	1	0.1%
0.0098671355998436	1	0.1%
0.0050359360485014	1	0.1%
0.0047007207771858	1	0.1%
0.0082846921483713	1	0.1%
0.0134263525075688	1	0.1%
0.0033955857385399	1	0.1%
0.010702746365105	1	0.1%
0.0103790384126177	1	0.1%
Other values (4)	4	0.4%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	860	86.0%
0.0033955857385399	1	0.1%
0.0047007207771858	1	0.1%
0.0050359360485014	1	0.1%
0.0069410014873574	1	0.1%
0.0069992223086323	1	0.1%
0.0082846921483713	1	0.1%
0.0092910780196003	1	0.1%
0.0098671355998436	1	0.1%
0.0103790384126177	1	0.1%

Value	Count	Frequency (%)
0.0255508673230192	1	0.1%
0.014104778353483	1	0.1%
0.0134263525075688	1	0.1%
0.010702746365105	1	0.1%
0.0103790384126177	1	0.1%
0.0098671355998436	1	0.1%
0.0092910780196003	1	0.1%
0.0082846921483713	1	0.1%
0.0069992223086323	1	0.1%
0.0069410014873574	1	0.1%

가맹점분류_이용비중17
Real number (ℝ)

MISSING ZEROS

Distinct	282
Distinct (%)	32.3%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.013037715

Minimum	0
Maximum	0.53390619
Zeros	592
Zeros (%)	59.2%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.0014054155
95-th percentile	0.070330784
Maximum	0.53390619
Range	0.53390619
Interquartile range (IQR)	0.0014054155

Descriptive statistics

Standard deviation	0.048181705
Coefficient of variation (CV)	3.6955635
Kurtosis	43.895382
Mean	0.013037715
Median Absolute Deviation (MAD)	0
Skewness	6.0431506
Sum	11.381925
Variance	0.0023214767
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	592	59.2%
0.001080043201728	1	0.1%
0.0021496130696474	1	0.1%
0.0011505588428665	1	0.1%
0.0069984956504676	1	0.1%
0.0008108108108108	1	0.1%
5.91645959058e-05	1	0.1%
0.0028579330690513	1	0.1%
0.0030362835888872	1	0.1%
0.0107823470411234	1	0.1%
Other values (272)	272	27.2%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	592	59.2%
5.91645959058e-05	1	0.1%
0.0001212121212121	1	0.1%
0.0001401934669844	1	0.1%
0.0001714383679067	1	0.1%
0.0001914975105323	1	0.1%
0.0001950648590656	1	0.1%
0.0002549394518801	1	0.1%
0.0002845759817871	1	0.1%
0.0002855511136493	1	0.1%

Value	Count	Frequency (%)
0.53390619405657	1	0.1%
0.451742243436754	1	0.1%
0.421140011068069	1	0.1%
0.385367665263679	1	0.1%
0.367594644061266	1	0.1%
0.325701139351446	1	0.1%
0.296616837136113	1	0.1%
0.278704375151076	1	0.1%
0.257878685191461	1	0.1%
0.255851979345955	1	0.1%

가맹점분류_이용비중18
Real number (ℝ)

MISSING ZEROS

Distinct	460
Distinct (%)	52.7%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.087401592

Minimum	0
Maximum	1
Zeros	412
Zeros (%)	41.2%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.016031037
Q3	0.1204639
95-th percentile	0.38063776
Maximum	1
Range	1
Interquartile range (IQR)	0.1204639

Descriptive statistics

Standard deviation	0.14950563
Coefficient of variation (CV)	1.7105595
Kurtosis	10.143644
Mean	0.087401592
Median Absolute Deviation (MAD)	0.016031037
Skewness	2.8193687
Sum	76.30159
Variance	0.022351932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	412	41.2%
1.0	3	0.3%
0.0084006462035541	1	0.1%
0.0251682492855167	1	0.1%
0.347276042853886	1	0.1%
0.396025206010664	1	0.1%
0.272445820433437	1	0.1%
0.14346727098405	1	0.1%
0.637061403508772	1	0.1%
0.107638888888889	1	0.1%
Other values (450)	450	45.0%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	412	41.2%
0.0006082725060827	1	0.1%
0.0027999321228576	1	0.1%
0.0034431309537472	1	0.1%
0.0038540596094552	1	0.1%
0.0042612472342866	1	0.1%
0.0054761904761904	1	0.1%
0.0055170153493199	1	0.1%
0.005999342537804	1	0.1%
0.0068316380749962	1	0.1%

Value	Count	Frequency (%)
1.0	3	0.3%
0.994727941907888	1	0.1%
0.855769230769231	1	0.1%
0.850409493565101	1	0.1%
0.780762023735166	1	0.1%
0.757442937479325	1	0.1%
0.735781031565006	1	0.1%
0.730335552234751	1	0.1%
0.696621386276559	1	0.1%
0.678844911892241	1	0.1%

가맹점분류_이용비중19
Real number (ℝ)

MISSING ZEROS

Distinct	399
Distinct (%)	45.7%
Missing	127
Missing (%)	12.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.10121642

Minimum	0
Maximum	1
Zeros	472
Zeros (%)	47.2%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.13235136
95-th percentile	0.49650128
Maximum	1
Range	1
Interquartile range (IQR)	0.13235136

Descriptive statistics

Standard deviation	0.18557762
Coefficient of variation (CV)	1.8334734
Kurtosis	7.2934944
Mean	0.10121642
Median Absolute Deviation (MAD)	0
Skewness	2.5774032
Sum	88.361939
Variance	0.034439055
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	472	47.2%
1.0	4	0.4%
0.274474959612278	1	0.1%
0.0044635042884649	1	0.1%
0.0650264755262818	1	0.1%
0.0778546712802768	1	0.1%
0.165647921760391	1	0.1%
0.0612658227848101	1	0.1%
0.993197278911565	1	0.1%
0.045227062094532	1	0.1%
Other values (389)	389	38.9%
(Missing)	127	12.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	472	47.2%
0.00010183299389	1	0.1%
0.0001914975105323	1	0.1%
0.0024001371506943	1	0.1%
0.0030827950675278	1	0.1%
0.0038557933294775	1	0.1%
0.0040988027181533	1	0.1%
0.0042462845010615	1	0.1%
0.0044574780058651	1	0.1%
0.0044635042884649	1	0.1%

Value	Count	Frequency (%)
1.0	4	0.4%
0.993197278911565	1	0.1%
0.982179752066116	1	0.1%
0.982116244411326	1	0.1%
0.98173964264677	1	0.1%
0.944199023482911	1	0.1%
0.931321732691596	1	0.1%
0.920301859009755	1	0.1%
0.914829384319824	1	0.1%
0.890075656430797	1	0.1%

배달앱_이용금액
Real number (ℝ)

ZEROS

Distinct	97
Distinct (%)	9.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44727

Minimum	0
Maximum	3134000
Zeros	860
Zeros (%)	86.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	270200
Maximum	3134000
Range	3134000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	207484.68
Coefficient of variation (CV)	4.6389133
Kurtosis	94.696743
Mean	44727
Median Absolute Deviation (MAD)	0
Skewness	8.6291504
Sum	44727000
Variance	4.304989 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	860	86.0%
313000	5	0.5%
297000	5	0.5%
21000	3	0.3%
39000	3	0.3%
58000	3	0.3%
126000	3	0.3%
22000	3	0.3%
187000	3	0.3%
260000	3	0.3%
Other values (87)	109	10.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	860	86.0%
19000	1	0.1%
21000	3	0.3%
22000	3	0.3%
23000	1	0.1%
27000	1	0.1%
28000	1	0.1%
30000	2	0.2%
31000	2	0.2%
32000	2	0.2%

Value	Count	Frequency (%)
3134000	1	0.1%
2608000	1	0.1%
1949000	1	0.1%
1831000	1	0.1%
1729000	1	0.1%
1611000	1	0.1%
1239000	2	0.2%
963000	1	0.1%
882000	1	0.1%
852000	2	0.2%

제주도지역_이용금액
Real number (ℝ)

ZEROS

Distinct	31
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12965

Minimum	0
Maximum	2613000
Zeros	964
Zeros (%)	96.4%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	2613000
Range	2613000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	118692.62
Coefficient of variation (CV)	9.1548491
Kurtosis	272.87857
Mean	12965
Median Absolute Deviation (MAD)	0
Skewness	14.951394
Sum	12965000
Variance	1.4087938 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	964	96.4%
32000	2	0.2%
290000	2	0.2%
234000	2	0.2%
255000	2	0.2%
1234000	2	0.2%
577000	2	0.2%
49000	1	0.1%
15000	1	0.1%
213000	1	0.1%
Other values (21)	21	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	964	96.4%
8000	1	0.1%
12000	1	0.1%
15000	1	0.1%
16000	1	0.1%
25000	1	0.1%
32000	2	0.2%
37000	1	0.1%
39000	1	0.1%
49000	1	0.1%

Value	Count	Frequency (%)
2613000	1	0.1%
1394000	1	0.1%
1234000	2	0.2%
727000	1	0.1%
577000	2	0.2%
503000	1	0.1%
432000	1	0.1%
290000	2	0.2%
275000	1	0.1%
255000	2	0.2%

해외여행_이용금액
Real number (ℝ)

ZEROS

Distinct	22
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49689

Minimum	0
Maximum	10307000
Zeros	967
Zeros (%)	96.7%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	10307000
Range	10307000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	570885.83
Coefficient of variation (CV)	11.489179
Kurtosis	240.38066
Mean	49689
Median Absolute Deviation (MAD)	0
Skewness	15.069198
Sum	49689000
Variance	3.2591063 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	967	96.7%
523000	3	0.3%
1160000	3	0.3%
7000	2	0.2%
2000	2	0.2%
225000	2	0.2%
147000	2	0.2%
57000	2	0.2%
574000	2	0.2%
9131000	2	0.2%
Other values (12)	13	1.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	967	96.7%
2000	2	0.2%
7000	2	0.2%
33000	1	0.1%
37000	1	0.1%
57000	2	0.2%
86000	1	0.1%
147000	2	0.2%
151000	1	0.1%
188000	1	0.1%

Value	Count	Frequency (%)
10307000	1	0.1%
9131000	2	0.2%
4767000	2	0.2%
1327000	1	0.1%
1160000	3	0.3%
1126000	1	0.1%
678000	1	0.1%
574000	2	0.2%
523000	3	0.3%
484000	1	0.1%

마케팅_슈퍼마켓_이용금액
Real number (ℝ)

ZEROS

Distinct	215
Distinct (%)	21.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	74976

Minimum	0
Maximum	1606000
Zeros	505
Zeros (%)	50.5%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	64250
95-th percentile	400550
Maximum	1606000
Range	1606000
Interquartile range (IQR)	64250

Descriptive statistics

Standard deviation	172968.74
Coefficient of variation (CV)	2.306988
Kurtosis	20.935628
Mean	74976
Median Absolute Deviation (MAD)	0
Skewness	4.0759965
Sum	74976000
Variance	2.9918184 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	505	50.5%
4000	14	1.4%
3000	9	0.9%
13000	9	0.9%
25000	8	0.8%
16000	8	0.8%
9000	8	0.8%
18000	8	0.8%
10000	7	0.7%
61000	7	0.7%
Other values (205)	417	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	505	50.5%
1000	1	0.1%
2000	2	0.2%
3000	9	0.9%
4000	14	1.4%
5000	4	0.4%
6000	5	0.5%
7000	6	0.6%
8000	3	0.3%
9000	8	0.8%

Value	Count	Frequency (%)
1606000	1	0.1%
1405000	1	0.1%
1199000	1	0.1%
1183000	1	0.1%
1129000	1	0.1%
1098000	2	0.2%
1047000	1	0.1%
954000	2	0.2%
921000	1	0.1%
875000	1	0.1%

마케팅_편의점_이용금액
Real number (ℝ)

ZEROS

Distinct	157
Distinct (%)	15.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45412

Minimum	0
Maximum	982000
Zeros	528
Zeros (%)	52.8%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	34000
95-th percentile	233000
Maximum	982000
Range	982000
Interquartile range (IQR)	34000

Descriptive statistics

Standard deviation	108452.71
Coefficient of variation (CV)	2.388195
Kurtosis	24.136419
Mean	45412
Median Absolute Deviation (MAD)	0
Skewness	4.3106974
Sum	45412000
Variance	1.176199 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	528	52.8%
5000	20	2.0%
2000	18	1.8%
6000	14	1.4%
7000	11	1.1%
8000	10	1.0%
15000	10	1.0%
12000	10	1.0%
4000	10	1.0%
3000	10	1.0%
Other values (147)	359	35.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	528	52.8%
1000	8	0.8%
2000	18	1.8%
3000	10	1.0%
4000	10	1.0%
5000	20	2.0%
6000	14	1.4%
7000	11	1.1%
8000	10	1.0%
9000	2	0.2%

Value	Count	Frequency (%)
982000	2	0.2%
833000	1	0.1%
751000	1	0.1%
692000	5	0.5%
659000	1	0.1%
642000	1	0.1%
554000	1	0.1%
529000	1	0.1%
464000	1	0.1%
451000	3	0.3%

마케팅_온라인쇼핑_이용금액
Real number (ℝ)

ZEROS

Distinct	92
Distinct (%)	9.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	41272

Minimum	0
Maximum	2298000
Zeros	849
Zeros (%)	84.9%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	251000
Maximum	2298000
Range	2298000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	174130.16
Coefficient of variation (CV)	4.2190871
Kurtosis	57.311049
Mean	41272
Median Absolute Deviation (MAD)	0
Skewness	6.7912835
Sum	41272000
Variance	3.0321313 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	849	84.9%
42000	4	0.4%
27000	4	0.4%
954000	3	0.3%
1374000	3	0.3%
126000	3	0.3%
109000	3	0.3%
175000	3	0.3%
519000	3	0.3%
16000	3	0.3%
Other values (82)	122	12.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	849	84.9%
2000	2	0.2%
4000	1	0.1%
7000	1	0.1%
10000	2	0.2%
12000	2	0.2%
14000	1	0.1%
15000	1	0.1%
16000	3	0.3%
19000	3	0.3%

Value	Count	Frequency (%)
2298000	1	0.1%
1592000	2	0.2%
1374000	3	0.3%
1083000	2	0.2%
1002000	1	0.1%
954000	3	0.3%
922000	2	0.2%
813000	2	0.2%
630000	1	0.1%
607000	1	0.1%

마케팅_소셜커머스_이용금액
Real number (ℝ)

ZEROS

Distinct	99
Distinct (%)	9.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	55219

Minimum	0
Maximum	3403000
Zeros	841
Zeros (%)	84.1%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	329200
Maximum	3403000
Range	3403000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	246855.68
Coefficient of variation (CV)	4.4704844
Kurtosis	73.643449
Mean	55219
Median Absolute Deviation (MAD)	0
Skewness	7.6731412
Sum	55219000
Variance	6.0937725 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	841	84.1%
10000	11	1.1%
52000	4	0.4%
206000	4	0.4%
91000	3	0.3%
44000	3	0.3%
90000	3	0.3%
82000	3	0.3%
195000	3	0.3%
198000	3	0.3%
Other values (89)	122	12.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	841	84.1%
10000	11	1.1%
13000	2	0.2%
17000	1	0.1%
21000	1	0.1%
22000	3	0.3%
26000	2	0.2%
27000	1	0.1%
28000	2	0.2%
30000	2	0.2%

Value	Count	Frequency (%)
3403000	1	0.1%
2645000	1	0.1%
2489000	1	0.1%
2434000	1	0.1%
2153000	1	0.1%
1418000	2	0.2%
1390000	1	0.1%
1386000	1	0.1%
1374000	1	0.1%
1175000	1	0.1%

온라인_카드사용_금액
Real number (ℝ)

ZEROS

Distinct	447
Distinct (%)	44.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1295879

Minimum	0
Maximum	61927000
Zeros	241
Zeros (%)	24.1%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4000
median	231500
Q3	1286250
95-th percentile	4666000
Maximum	61927000
Range	61927000
Interquartile range (IQR)	1282250

Descriptive statistics

Standard deviation	4202682.6
Coefficient of variation (CV)	3.2431135
Kurtosis	133.61452
Mean	1295879
Median Absolute Deviation (MAD)	231500
Skewness	10.457479
Sum	1.295879 × 10⁹
Variance	1.7662541 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	241	24.1%
10000	8	0.8%
40000	8	0.8%
6000	8	0.8%
29000	8	0.8%
320000	7	0.7%
18000	7	0.7%
17000	5	0.5%
22000	5	0.5%
64000	5	0.5%
Other values (437)	698	69.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	241	24.1%
1000	2	0.2%
2000	3	0.3%
4000	5	0.5%
5000	4	0.4%
6000	8	0.8%
7000	2	0.2%
8000	4	0.4%
9000	1	0.1%
10000	8	0.8%

Value	Count	Frequency (%)
61927000	2	0.2%
59749000	1	0.1%
33920000	1	0.1%
31699000	2	0.2%
29486000	1	0.1%
15406000	1	0.1%
14682000	1	0.1%
10192000	1	0.1%
10051000	1	0.1%
9886000	2	0.2%

온라인_카드사용_건수
Real number (ℝ)

ZEROS

Distinct	116
Distinct (%)	11.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.326

Minimum	0
Maximum	349
Zeros	236
Zeros (%)	23.6%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	7
Q3	22
95-th percentile	92.05
Maximum	349
Range	349
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	42.445133
Coefficient of variation (CV)	1.9902998
Kurtosis	22.213096
Mean	21.326
Median Absolute Deviation (MAD)	7
Skewness	4.1979301
Sum	21326
Variance	1801.5893
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	236	23.6%
3	72	7.2%
1	62	6.2%
6	43	4.3%
7	39	3.9%
8	34	3.4%
2	29	2.9%
5	28	2.8%
9	25	2.5%
4	23	2.3%
Other values (106)	409	40.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	236	23.6%
1	62	6.2%
2	29	2.9%
3	72	7.2%
4	23	2.3%
5	28	2.8%
6	43	4.3%
7	39	3.9%
8	34	3.4%
9	25	2.5%

Value	Count	Frequency (%)
349	2	0.2%
346	2	0.2%
284	1	0.1%
273	2	0.2%
265	2	0.2%
230	2	0.2%
220	1	0.1%
207	1	0.1%
204	2	0.2%
197	1	0.1%

오프라인_카드사용_금액
Real number (ℝ)

ZEROS

Distinct	539
Distinct (%)	53.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2292645

Minimum	0
Maximum	48817000
Zeros	161
Zeros (%)	16.1%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	235000
median	1294500
Q3	2801250
95-th percentile	7948800
Maximum	48817000
Range	48817000
Interquartile range (IQR)	2566250

Descriptive statistics

Standard deviation	3849300
Coefficient of variation (CV)	1.6789778
Kurtosis	60.374406
Mean	2292645
Median Absolute Deviation (MAD)	1184500
Skewness	6.1400634
Sum	2.292645 × 10⁹
Variance	1.481711 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	161	16.1%
1123000	8	0.8%
283000	6	0.6%
1295000	5	0.5%
161000	5	0.5%
1735000	5	0.5%
1000	5	0.5%
563000	5	0.5%
2000	5	0.5%
2596000	5	0.5%
Other values (529)	790	79.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	161	16.1%
1000	5	0.5%
2000	5	0.5%
7000	1	0.1%
9000	1	0.1%
13000	3	0.3%
25000	2	0.2%
26000	2	0.2%
27000	1	0.1%
28000	4	0.4%

Value	Count	Frequency (%)
48817000	1	0.1%
47249000	2	0.2%
21951000	1	0.1%
20753000	1	0.1%
19835000	1	0.1%
19503000	1	0.1%
18326000	2	0.2%
18086000	1	0.1%
17211000	1	0.1%
14627000	1	0.1%

오프라인_카드사용_건수
Real number (ℝ)

ZEROS

Distinct	209
Distinct (%)	20.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.722

Minimum	0
Maximum	410
Zeros	158
Zeros (%)	15.8%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	41
Q3	88.5
95-th percentile	234
Maximum	410
Range	410
Interquartile range (IQR)	82.5

Descriptive statistics

Standard deviation	76.036862
Coefficient of variation (CV)	1.1748225
Kurtosis	3.3761963
Mean	64.722
Median Absolute Deviation (MAD)	38
Skewness	1.7648024
Sum	64722
Variance	5781.6043
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	158	15.8%
18	20	2.0%
5	19	1.9%
3	18	1.8%
1	17	1.7%
2	16	1.6%
7	15	1.5%
34	14	1.4%
20	14	1.4%
24	14	1.4%
Other values (199)	695	69.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	158	15.8%
1	17	1.7%
2	16	1.6%
3	18	1.8%
4	14	1.4%
5	19	1.9%
6	13	1.3%
7	15	1.5%
8	5	0.5%
9	10	1.0%

Value	Count	Frequency (%)
410	6	0.6%
362	1	0.1%
335	1	0.1%
331	2	0.2%
329	2	0.2%
316	1	0.1%
315	2	0.2%
309	1	0.1%
305	1	0.1%
304	1	0.1%

주중_소비비중
Real number (ℝ)

ZEROS

Distinct	77
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.70217

Minimum	0
Maximum	1
Zeros	90
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.62
median	0.77
Q3	0.89
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0.27

Descriptive statistics

Standard deviation	0.27774329
Coefficient of variation (CV)	0.39554992
Kurtosis	1.1896567
Mean	0.70217
Median Absolute Deviation (MAD)	0.13
Skewness	-1.3551907
Sum	702.17
Variance	0.077141332
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.0	138	13.8%
0.0	90	9.0%
0.73	31	3.1%
0.82	30	3.0%
0.79	29	2.9%
0.62	28	2.8%
0.71	26	2.6%
0.75	26	2.6%
0.7	22	2.2%
0.74	21	2.1%
Other values (67)	559	55.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	90	9.0%
0.14	3	0.3%
0.15	1	0.1%
0.19	2	0.2%
0.22	5	0.5%
0.28	3	0.3%
0.29	1	0.1%
0.3	4	0.4%
0.32	1	0.1%
0.33	2	0.2%

Value	Count	Frequency (%)
1.0	138	13.8%
0.99	11	1.1%
0.98	5	0.5%
0.97	1	0.1%
0.96	7	0.7%
0.95	9	0.9%
0.94	13	1.3%
0.93	17	1.7%
0.92	11	1.1%
0.91	17	1.7%

3개월내_승인건수비중1
Real number (ℝ)

ZEROS

Distinct	57
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14648

Minimum	0
Maximum	1
Zeros	207
Zeros (%)	20.7%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.02
median	0.1
Q3	0.19
95-th percentile	0.5
Maximum	1
Range	1
Interquartile range (IQR)	0.17

Descriptive statistics

Standard deviation	0.18789336
Coefficient of variation (CV)	1.2827236
Kurtosis	9.0475386
Mean	0.14648
Median Absolute Deviation (MAD)	0.08
Skewness	2.7524851
Sum	146.48
Variance	0.035303914
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	207	20.7%
0.13	47	4.7%
0.06	38	3.8%
0.09	37	3.7%
0.08	37	3.7%
0.11	36	3.6%
0.04	36	3.6%
0.07	33	3.3%
0.14	33	3.3%
0.03	28	2.8%
Other values (47)	468	46.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	207	20.7%
0.01	23	2.3%
0.02	23	2.3%
0.03	28	2.8%
0.04	36	3.6%
0.05	26	2.6%
0.06	38	3.8%
0.07	33	3.3%
0.08	37	3.7%
0.09	37	3.7%

Value	Count	Frequency (%)
1.0	24	2.4%
0.92	1	0.1%
0.83	2	0.2%
0.73	1	0.1%
0.66	5	0.5%
0.64	2	0.2%
0.63	1	0.1%
0.61	3	0.3%
0.6	3	0.3%
0.58	1	0.1%

3개월내_승인건수비중2
Real number (ℝ)

ZEROS

Distinct	69
Distinct (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.23879

Minimum	0
Maximum	1
Zeros	148
Zeros (%)	14.8%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.12
median	0.22
Q3	0.31
95-th percentile	0.5705
Maximum	1
Range	1
Interquartile range (IQR)	0.19

Descriptive statistics

Standard deviation	0.1906478
Coefficient of variation (CV)	0.79839104
Kurtosis	3.886426
Mean	0.23879
Median Absolute Deviation (MAD)	0.1
Skewness	1.5278768
Sum	238.79
Variance	0.036346582
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	148	14.8%
0.21	43	4.3%
0.23	43	4.3%
0.15	38	3.8%
0.25	38	3.8%
0.2	34	3.4%
0.24	30	3.0%
0.3	30	3.0%
0.27	29	2.9%
0.16	26	2.6%
Other values (59)	541	54.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	148	14.8%
0.01	1	0.1%
0.02	1	0.1%
0.03	2	0.2%
0.04	4	0.4%
0.05	14	1.4%
0.06	5	0.5%
0.07	8	0.8%
0.08	14	1.4%
0.09	10	1.0%

Value	Count	Frequency (%)
1.0	21	2.1%
0.8	1	0.1%
0.77	1	0.1%
0.75	2	0.2%
0.73	2	0.2%
0.72	1	0.1%
0.71	2	0.2%
0.66	10	1.0%
0.63	1	0.1%
0.61	5	0.5%

3개월내_승인건수비중3
Real number (ℝ)

ZEROS

Distinct	61
Distinct (%)	6.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18101

Minimum	0
Maximum	1
Zeros	195
Zeros (%)	19.5%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.08
median	0.17
Q3	0.25
95-th percentile	0.43
Maximum	1
Range	1
Interquartile range (IQR)	0.17

Descriptive statistics

Standard deviation	0.15911442
Coefficient of variation (CV)	0.8790366
Kurtosis	5.5968003
Mean	0.18101
Median Absolute Deviation (MAD)	0.09
Skewness	1.7271049
Sum	181.01
Variance	0.025317397
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	195	19.5%
0.21	40	4.0%
0.14	38	3.8%
0.22	38	3.8%
0.13	35	3.5%
0.11	35	3.5%
0.2	32	3.2%
0.19	32	3.2%
0.18	31	3.1%
0.16	31	3.1%
Other values (51)	493	49.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	195	19.5%
0.01	2	0.2%
0.02	7	0.7%
0.03	5	0.5%
0.04	6	0.6%
0.05	11	1.1%
0.06	11	1.1%
0.07	11	1.1%
0.08	24	2.4%
0.09	24	2.4%

Value	Count	Frequency (%)
1.0	8	0.8%
0.84	1	0.1%
0.8	2	0.2%
0.75	1	0.1%
0.66	7	0.7%
0.64	3	0.3%
0.63	1	0.1%
0.62	1	0.1%
0.6	2	0.2%
0.57	2	0.2%

3개월내_승인건수비중4
Real number (ℝ)

ZEROS

Distinct	65
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.20164

Minimum	0
Maximum	1
Zeros	192
Zeros (%)	19.2%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0775
median	0.2
Q3	0.28
95-th percentile	0.5
Maximum	1
Range	1
Interquartile range (IQR)	0.2025

Descriptive statistics

Standard deviation	0.16868481
Coefficient of variation (CV)	0.83656422
Kurtosis	4.2685601
Mean	0.20164
Median Absolute Deviation (MAD)	0.1
Skewness	1.4483604
Sum	201.64
Variance	0.028454565
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	192	19.2%
0.26	45	4.5%
0.21	43	4.3%
0.2	40	4.0%
0.25	32	3.2%
0.23	30	3.0%
0.28	29	2.9%
0.18	29	2.9%
0.3	26	2.6%
0.14	25	2.5%
Other values (55)	509	50.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	192	19.2%
0.01	2	0.2%
0.02	10	1.0%
0.03	6	0.6%
0.04	5	0.5%
0.05	6	0.6%
0.06	15	1.5%
0.07	14	1.4%
0.08	16	1.6%
0.09	7	0.7%

Value	Count	Frequency (%)
1.0	6	0.6%
0.95	1	0.1%
0.93	3	0.3%
0.91	3	0.3%
0.8	1	0.1%
0.75	2	0.2%
0.67	1	0.1%
0.66	3	0.3%
0.65	1	0.1%
0.62	5	0.5%

3개월내_승인건수비중5
Real number (ℝ)

ZEROS

Distinct	30
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02772

Minimum	0
Maximum	0.68
Zeros	573
Zeros (%)	57.3%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.04
95-th percentile	0.13
Maximum	0.68
Range	0.68
Interquartile range (IQR)	0.04

Descriptive statistics

Standard deviation	0.058321548
Coefficient of variation (CV)	2.103952
Kurtosis	39.016135
Mean	0.02772
Median Absolute Deviation (MAD)	0
Skewness	4.9279118
Sum	27.72
Variance	0.003401403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0.0	573	57.3%
0.01	74	7.4%
0.02	60	6.0%
0.05	55	5.5%
0.03	40	4.0%
0.04	34	3.4%
0.07	33	3.3%
0.09	21	2.1%
0.06	16	1.6%
0.1	13	1.3%
Other values (20)	81	8.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	573	57.3%
0.01	74	7.4%
0.02	60	6.0%
0.03	40	4.0%
0.04	34	3.4%
0.05	55	5.5%
0.06	16	1.6%
0.07	33	3.3%
0.08	10	1.0%
0.09	21	2.1%

Value	Count	Frequency (%)
0.68	2	0.2%
0.43	2	0.2%
0.41	1	0.1%
0.33	1	0.1%
0.29	1	0.1%
0.28	2	0.2%
0.25	3	0.3%
0.23	1	0.1%
0.22	1	0.1%
0.2	5	0.5%

12개월내_월별_이용금액_평균
Real number (ℝ)

Distinct	639
Distinct (%)	63.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1889255

Minimum	1000
Maximum	23612000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	1000
5-th percentile	36950
Q1	392250
median	1024000
Q3	2207750
95-th percentile	6568500
Maximum	23612000
Range	23611000
Interquartile range (IQR)	1815500

Descriptive statistics

Standard deviation	2811389.5
Coefficient of variation (CV)	1.4880943
Kurtosis	22.380375
Mean	1889255
Median Absolute Deviation (MAD)	783000
Skewness	4.0679311
Sum	1.889255 × 10⁹
Variance	7.903911 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1000	6	0.6%
531000	6	0.6%
1362000	5	0.5%
1484000	5	0.5%
1086000	5	0.5%
802000	5	0.5%
1824000	5	0.5%
46000	5	0.5%
5000	5	0.5%
125000	4	0.4%
Other values (629)	949	94.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1000	6	0.6%
2000	2	0.2%
3000	1	0.1%
5000	5	0.5%
6000	3	0.3%
7000	1	0.1%
8000	1	0.1%
9000	2	0.2%
10000	1	0.1%
11000	4	0.4%

Value	Count	Frequency (%)
23612000	4	0.4%
21954000	1	0.1%
18820000	2	0.2%
17333000	1	0.1%
16615000	1	0.1%
15861000	1	0.1%
14915000	2	0.2%
13393000	2	0.2%
13089000	1	0.1%
12308000	1	0.1%

12개월내_월별_이용금액_표준편차
Real number (ℝ)

Distinct	698
Distinct (%)	69.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1606998.8

Minimum	0
Maximum	18428238
Zeros	2
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	43004.43
Q1	238514.73
median	596305.3
Q3	1493997.4
95-th percentile	7211412.1
Maximum	18428238
Range	18428238
Interquartile range (IQR)	1255482.7

Descriptive statistics

Standard deviation	2650696.2
Coefficient of variation (CV)	1.64947
Kurtosis	11.172429
Mean	1606998.8
Median Absolute Deviation (MAD)	450182.04
Skewness	3.0955173
Sum	1.6069988 × 10⁹
Variance	7.0261902 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
146123.26	5	0.5%
2846395.87	5	0.5%
458470.32	5	0.5%
442714.22	4	0.4%
5659790.18	4	0.4%
6054442.15	4	0.4%
190645.85	4	0.4%
156189.35	4	0.4%
562164.84	3	0.3%
1147212.86	3	0.3%
Other values (688)	959	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2	0.2%
128.45	1	0.1%
144.33	1	0.1%
339.71	3	0.3%
1075.73	3	0.3%
1153.12	1	0.1%
1331.65	1	0.1%
2495.25	1	0.1%
3175.42	1	0.1%
3925.98	1	0.1%

Value	Count	Frequency (%)
18428238.11	2	0.2%
16900122.01	1	0.1%
16464471.92	2	0.2%
15307374.3	1	0.1%
15107322.59	1	0.1%
14685711.46	1	0.1%
14442279.01	1	0.1%
14429361.82	1	0.1%
14233249.04	1	0.1%
13148394.75	2	0.2%

12개월내_월별_이용금액_최대값
Real number (ℝ)

Distinct	658
Distinct (%)	65.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6068881

Minimum	3000
Maximum	66206000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	3000
5-th percentile	157950
Q1	1032000
median	2465000
Q3	5759000
95-th percentile	24968550
Maximum	66206000
Range	66203000
Interquartile range (IQR)	4727000

Descriptive statistics

Standard deviation	9660565.1
Coefficient of variation (CV)	1.5918198
Kurtosis	11.587165
Mean	6068881
Median Absolute Deviation (MAD)	1914000
Skewness	3.1129521
Sum	6.068881 × 10⁹
Variance	9.3326518 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9595000	5	0.5%
66206000	5	0.5%
1229000	4	0.4%
2121000	4	0.4%
728000	4	0.4%
24963000	4	0.4%
2321000	4	0.4%
2109000	4	0.4%
3789000	4	0.4%
1288000	4	0.4%
Other values (648)	958	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3000	1	0.1%
5000	2	0.2%
6000	3	0.3%
10000	2	0.2%
14000	1	0.1%
20000	2	0.2%
30000	3	0.3%
31000	1	0.1%
32000	2	0.2%
34000	1	0.1%

Value	Count	Frequency (%)
66206000	5	0.5%
54128000	1	0.1%
52208000	2	0.2%
51963000	1	0.1%
49618000	1	0.1%
46380000	1	0.1%
45963000	1	0.1%
45851000	2	0.2%
44200000	1	0.1%
43369000	2	0.2%

12개월내_월별_이용금액_최소값
Real number (ℝ)

ZEROS

Distinct	442
Distinct (%)	44.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	669576

Minimum	0
Maximum	14932000
Zeros	208
Zeros (%)	20.8%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	28750
median	253000
Q3	750000
95-th percentile	2404000
Maximum	14932000
Range	14932000
Interquartile range (IQR)	721250

Descriptive statistics

Standard deviation	1452246.6
Coefficient of variation (CV)	2.1689049
Kurtosis	56.176485
Mean	669576
Median Absolute Deviation (MAD)	253000
Skewness	6.5865691
Sum	6.69576 × 10⁸
Variance	2.1090203 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	208	20.8%
44000	8	0.8%
81000	7	0.7%
80000	6	0.6%
155000	6	0.6%
50000	6	0.6%
38000	6	0.6%
254000	5	0.5%
14932000	5	0.5%
505000	5	0.5%
Other values (432)	738	73.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	208	20.8%
1000	4	0.4%
2000	3	0.3%
3000	3	0.3%
5000	4	0.4%
6000	2	0.2%
7000	4	0.4%
9000	1	0.1%
10000	4	0.4%
11000	4	0.4%

Value	Count	Frequency (%)
14932000	5	0.5%
13051000	1	0.1%
12635000	1	0.1%
8429000	1	0.1%
7814000	1	0.1%
5825000	1	0.1%
5228000	1	0.1%
4827000	1	0.1%
4685000	2	0.2%
4432000	1	0.1%

12개월내_이용금액_비중1
Real number (ℝ)

ZEROS

Distinct	47
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05889

Minimum	0
Maximum	0.73
Zeros	314
Zeros (%)	31.4%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.02
Q3	0.07
95-th percentile	0.26
Maximum	0.73
Range	0.73
Interquartile range (IQR)	0.07

Descriptive statistics

Standard deviation	0.093590743
Coefficient of variation (CV)	1.5892468
Kurtosis	10.029437
Mean	0.05889
Median Absolute Deviation (MAD)	0.02
Skewness	2.8070545
Sum	58.89
Variance	0.0087592271
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0.0	314	31.4%
0.01	98	9.8%
0.02	92	9.2%
0.03	89	8.9%
0.04	59	5.9%
0.05	52	5.2%
0.07	40	4.0%
0.06	29	2.9%
0.09	25	2.5%
0.08	20	2.0%
Other values (37)	182	18.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	314	31.4%
0.01	98	9.8%
0.02	92	9.2%
0.03	89	8.9%
0.04	59	5.9%
0.05	52	5.2%
0.06	29	2.9%
0.07	40	4.0%
0.08	20	2.0%
0.09	25	2.5%

Value	Count	Frequency (%)
0.73	1	0.1%
0.7	1	0.1%
0.6	1	0.1%
0.57	1	0.1%
0.51	2	0.2%
0.49	1	0.1%
0.47	1	0.1%
0.45	2	0.2%
0.4	4	0.4%
0.39	1	0.1%

12개월내_이용금액_비중2
Real number (ℝ)

ZEROS

Distinct	30
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01863

Minimum	0
Maximum	0.82
Zeros	649
Zeros (%)	64.9%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.01
95-th percentile	0.1
Maximum	0.82
Range	0.82
Interquartile range (IQR)	0.01

Descriptive statistics

Standard deviation	0.053548955
Coefficient of variation (CV)	2.87434
Kurtosis	76.371199
Mean	0.01863
Median Absolute Deviation (MAD)	0
Skewness	7.0688593
Sum	18.63
Variance	0.0028674906
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0.0	649	64.9%
0.01	118	11.8%
0.02	46	4.6%
0.03	41	4.1%
0.04	33	3.3%
0.05	23	2.3%
0.07	18	1.8%
0.06	11	1.1%
0.1	7	0.7%
0.08	6	0.6%
Other values (20)	48	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	649	64.9%
0.01	118	11.8%
0.02	46	4.6%
0.03	41	4.1%
0.04	33	3.3%
0.05	23	2.3%
0.06	11	1.1%
0.07	18	1.8%
0.08	6	0.6%
0.09	4	0.4%

Value	Count	Frequency (%)
0.82	1	0.1%
0.65	1	0.1%
0.34	2	0.2%
0.32	2	0.2%
0.29	1	0.1%
0.28	2	0.2%
0.26	1	0.1%
0.24	1	0.1%
0.23	2	0.2%
0.22	1	0.1%

12개월내_이용금액_비중3
Real number (ℝ)

ZEROS

Distinct	55
Distinct (%)	5.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.08541

Minimum	0
Maximum	1
Zeros	392
Zeros (%)	39.2%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.02
Q3	0.11
95-th percentile	0.36
Maximum	1
Range	1
Interquartile range (IQR)	0.11

Descriptive statistics

Standard deviation	0.15652518
Coefficient of variation (CV)	1.8326329
Kurtosis	13.948828
Mean	0.08541
Median Absolute Deviation (MAD)	0.02
Skewness	3.334222
Sum	85.41
Variance	0.024500132
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	392	39.2%
0.01	91	9.1%
0.02	58	5.8%
0.03	49	4.9%
0.04	35	3.5%
0.06	30	3.0%
0.05	26	2.6%
0.13	21	2.1%
0.07	18	1.8%
0.11	17	1.7%
Other values (45)	263	26.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	392	39.2%
0.01	91	9.1%
0.02	58	5.8%
0.03	49	4.9%
0.04	35	3.5%
0.05	26	2.6%
0.06	30	3.0%
0.07	18	1.8%
0.08	15	1.5%
0.09	16	1.6%

Value	Count	Frequency (%)
1.0	6	0.6%
0.99	2	0.2%
0.97	2	0.2%
0.96	3	0.3%
0.76	1	0.1%
0.69	2	0.2%
0.68	1	0.1%
0.63	2	0.2%
0.58	1	0.1%
0.55	3	0.3%

12개월내_이용금액_비중4
Categorical

IMBALANCE

Distinct	5
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	7.9 KiB

0.0	993
0.02	2
0.03	2
0.01	2
0.04	1

Length

Max length	4
Median length	3
Mean length	3.007
Min length	3

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	993	99.3%
0.02	2	0.2%
0.03	2	0.2%
0.01	2	0.2%
0.04	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	993	99.3%
0.02	2	0.2%
0.03	2	0.2%
0.01	2	0.2%
0.04	1	0.1%

12개월내_이용금액_비중5
Real number (ℝ)

ZEROS

Distinct	7
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00082

Minimum	0
Maximum	0.1
Zeros	973
Zeros (%)	97.3%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	0.1
Range	0.1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.0069264403
Coefficient of variation (CV)	8.4468784
Kurtosis	147.94228
Mean	0.00082
Median Absolute Deviation (MAD)	0
Skewness	11.571095
Sum	0.82
Variance	4.7975576 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0.0	973	97.3%
0.01	12	1.2%
0.02	6	0.6%
0.1	3	0.3%
0.03	3	0.3%
0.07	2	0.2%
0.05	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	973	97.3%
0.01	12	1.2%
0.02	6	0.6%
0.03	3	0.3%
0.05	1	0.1%
0.07	2	0.2%
0.1	3	0.3%

Value	Count	Frequency (%)
0.1	3	0.3%
0.07	2	0.2%
0.05	1	0.1%
0.03	3	0.3%
0.02	6	0.6%
0.01	12	1.2%
0.0	973	97.3%

12개월내_이용금액_비중6
Real number (ℝ)

ZEROS

Distinct	76
Distinct (%)	7.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1553

Minimum	0
Maximum	1
Zeros	163
Zeros (%)	16.3%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.03
median	0.1
Q3	0.23
95-th percentile	0.51
Maximum	1
Range	1
Interquartile range (IQR)	0.2

Descriptive statistics

Standard deviation	0.18319517
Coefficient of variation (CV)	1.1796212
Kurtosis	3.9510169
Mean	0.1553
Median Absolute Deviation (MAD)	0.08
Skewness	1.8916119
Sum	155.3
Variance	0.03356047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	163	16.3%
0.03	49	4.9%
0.04	45	4.5%
0.05	44	4.4%
0.01	42	4.2%
0.02	40	4.0%
0.07	38	3.8%
0.1	38	3.8%
0.06	37	3.7%
0.11	36	3.6%
Other values (66)	468	46.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	163	16.3%
0.01	42	4.2%
0.02	40	4.0%
0.03	49	4.9%
0.04	45	4.5%
0.05	44	4.4%
0.06	37	3.7%
0.07	38	3.8%
0.08	18	1.8%
0.09	23	2.3%

Value	Count	Frequency (%)
1.0	3	0.3%
0.89	1	0.1%
0.88	1	0.1%
0.87	1	0.1%
0.86	2	0.2%
0.85	4	0.4%
0.84	2	0.2%
0.81	4	0.4%
0.8	2	0.2%
0.79	1	0.1%

12개월내_이용금액_비중7
Real number (ℝ)

ZEROS

Distinct	9
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00155

Minimum	0
Maximum	0.16
Zeros	946
Zeros (%)	94.6%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.01
Maximum	0.16
Range	0.16
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.010469341
Coefficient of variation (CV)	6.7544137
Kurtosis	161.99451
Mean	0.00155
Median Absolute Deviation (MAD)	0
Skewness	11.675917
Sum	1.55
Variance	0.00010960711
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0.0	946	94.6%
0.01	29	2.9%
0.03	8	0.8%
0.04	5	0.5%
0.02	5	0.5%
0.16	3	0.3%
0.05	2	0.2%
0.08	1	0.1%
0.06	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	946	94.6%
0.01	29	2.9%
0.02	5	0.5%
0.03	8	0.8%
0.04	5	0.5%
0.05	2	0.2%
0.06	1	0.1%
0.08	1	0.1%
0.16	3	0.3%

Value	Count	Frequency (%)
0.16	3	0.3%
0.08	1	0.1%
0.06	1	0.1%
0.05	2	0.2%
0.04	5	0.5%
0.03	8	0.8%
0.02	5	0.5%
0.01	29	2.9%
0.0	946	94.6%

12개월내_이용금액_비중8
Real number (ℝ)

ZEROS

Distinct	39
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.03475

Minimum	0
Maximum	1
Zeros	495
Zeros (%)	49.5%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.01
Q3	0.03
95-th percentile	0.16
Maximum	1
Range	1
Interquartile range (IQR)	0.03

Descriptive statistics

Standard deviation	0.084901978
Coefficient of variation (CV)	2.4432224
Kurtosis	48.109402
Mean	0.03475
Median Absolute Deviation (MAD)	0.01
Skewness	5.8554946
Sum	34.75
Variance	0.0072083458
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0.0	495	49.5%
0.01	133	13.3%
0.02	81	8.1%
0.04	52	5.2%
0.03	48	4.8%
0.06	24	2.4%
0.05	21	2.1%
0.09	20	2.0%
0.07	18	1.8%
0.08	12	1.2%
Other values (29)	96	9.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	495	49.5%
0.01	133	13.3%
0.02	81	8.1%
0.03	48	4.8%
0.04	52	5.2%
0.05	21	2.1%
0.06	24	2.4%
0.07	18	1.8%
0.08	12	1.2%
0.09	20	2.0%

Value	Count	Frequency (%)
1.0	2	0.2%
0.76	1	0.1%
0.7	1	0.1%
0.61	1	0.1%
0.53	1	0.1%
0.52	1	0.1%
0.46	1	0.1%
0.45	1	0.1%
0.38	2	0.2%
0.36	1	0.1%

12개월내_이용금액_비중9
Real number (ℝ)

ZEROS

Distinct	16
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00404

Minimum	0
Maximum	0.35
Zeros	893
Zeros (%)	89.3%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.02
Maximum	0.35
Range	0.35
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.021917088
Coefficient of variation (CV)	5.4250219
Kurtosis	140.9042
Mean	0.00404
Median Absolute Deviation (MAD)	0
Skewness	10.574374
Sum	4.04
Variance	0.00048035876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0.0	893	89.3%
0.01	51	5.1%
0.02	14	1.4%
0.03	13	1.3%
0.04	8	0.8%
0.06	5	0.5%
0.09	3	0.3%
0.05	2	0.2%
0.2	2	0.2%
0.12	2	0.2%
Other values (6)	7	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	893	89.3%
0.01	51	5.1%
0.02	14	1.4%
0.03	13	1.3%
0.04	8	0.8%
0.05	2	0.2%
0.06	5	0.5%
0.07	1	0.1%
0.08	1	0.1%
0.09	3	0.3%

Value	Count	Frequency (%)
0.35	2	0.2%
0.2	2	0.2%
0.14	1	0.1%
0.13	1	0.1%
0.12	2	0.2%
0.11	1	0.1%
0.09	3	0.3%
0.08	1	0.1%
0.07	1	0.1%
0.06	5	0.5%

12개월내_이용금액_비중10
Real number (ℝ)

ZEROS

Distinct	8
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00131

Minimum	0
Maximum	0.18
Zeros	943
Zeros (%)	94.3%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.01
Maximum	0.18
Range	0.18
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.0083937092
Coefficient of variation (CV)	6.4074116
Kurtosis	234.144
Mean	0.00131
Median Absolute Deviation (MAD)	0
Skewness	13.192228
Sum	1.31
Variance	7.0454354 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0.0	943	94.3%
0.01	31	3.1%
0.02	14	1.4%
0.04	5	0.5%
0.03	2	0.2%
0.09	2	0.2%
0.05	2	0.2%
0.18	1	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	943	94.3%
0.01	31	3.1%
0.02	14	1.4%
0.03	2	0.2%
0.04	5	0.5%
0.05	2	0.2%
0.09	2	0.2%
0.18	1	0.1%

Value	Count	Frequency (%)
0.18	1	0.1%
0.09	2	0.2%
0.05	2	0.2%
0.04	5	0.5%
0.03	2	0.2%
0.02	14	1.4%
0.01	31	3.1%
0.0	943	94.3%

12개월내_이용금액_비중11
Real number (ℝ)

ZEROS

Distinct	67
Distinct (%)	6.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.09271

Minimum	0
Maximum	1
Zeros	501
Zeros (%)	50.1%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.1
95-th percentile	0.52
Maximum	1
Range	1
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.18500536
Coefficient of variation (CV)	1.9955275
Kurtosis	9.1946189
Mean	0.09271
Median Absolute Deviation (MAD)	0
Skewness	2.9596065
Sum	92.71
Variance	0.034226983
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	501	50.1%
0.01	39	3.9%
0.06	34	3.4%
0.03	34	3.4%
0.02	32	3.2%
0.05	30	3.0%
0.07	30	3.0%
0.1	22	2.2%
0.08	18	1.8%
0.14	17	1.7%
Other values (57)	243	24.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	501	50.1%
0.01	39	3.9%
0.02	32	3.2%
0.03	34	3.4%
0.04	16	1.6%
0.05	30	3.0%
0.06	34	3.4%
0.07	30	3.0%
0.08	18	1.8%
0.09	14	1.4%

Value	Count	Frequency (%)
1.0	9	0.9%
0.99	1	0.1%
0.96	2	0.2%
0.95	1	0.1%
0.88	1	0.1%
0.87	2	0.2%
0.84	1	0.1%
0.83	2	0.2%
0.81	1	0.1%
0.8	3	0.3%

12개월내_이용금액_비중12
Real number (ℝ)

ZEROS

Distinct	39
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.02859

Minimum	0
Maximum	1
Zeros	550
Zeros (%)	55.0%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.02
95-th percentile	0.13
Maximum	1
Range	1
Interquartile range (IQR)	0.02

Descriptive statistics

Standard deviation	0.086476529
Coefficient of variation (CV)	3.0247125
Kurtosis	52.905573
Mean	0.02859
Median Absolute Deviation (MAD)	0
Skewness	6.5572555
Sum	28.59
Variance	0.0074781901
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0.0	550	55.0%
0.01	164	16.4%
0.02	70	7.0%
0.03	41	4.1%
0.05	29	2.9%
0.04	28	2.8%
0.09	17	1.7%
0.07	12	1.2%
0.06	11	1.1%
0.13	10	1.0%
Other values (29)	68	6.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	550	55.0%
0.01	164	16.4%
0.02	70	7.0%
0.03	41	4.1%
0.04	28	2.8%
0.05	29	2.9%
0.06	11	1.1%
0.07	12	1.2%
0.08	10	1.0%
0.09	17	1.7%

Value	Count	Frequency (%)
1.0	1	0.1%
0.88	2	0.2%
0.73	1	0.1%
0.7	1	0.1%
0.69	1	0.1%
0.64	1	0.1%
0.6	1	0.1%
0.59	1	0.1%
0.52	1	0.1%
0.39	2	0.2%

3개월내_택시_이용건수
Real number (ℝ)

ZEROS

Distinct	30
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.836

Minimum	0
Maximum	107
Zeros	703
Zeros (%)	70.3%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	10
Maximum	107
Range	107
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	5.9649547
Coefficient of variation (CV)	3.248886
Kurtosis	107.61881
Mean	1.836
Median Absolute Deviation (MAD)	0
Skewness	8.1234755
Sum	1836
Variance	35.580685
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	703	70.3%
1	95	9.5%
2	42	4.2%
4	28	2.8%
3	25	2.5%
5	20	2.0%
6	14	1.4%
18	10	1.0%
7	7	0.7%
8	7	0.7%
Other values (20)	49	4.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	703	70.3%
1	95	9.5%
2	42	4.2%
3	25	2.5%
4	28	2.8%
5	20	2.0%
6	14	1.4%
7	7	0.7%
8	7	0.7%
9	7	0.7%

Value	Count	Frequency (%)
107	1	0.1%
45	1	0.1%
39	1	0.1%
35	2	0.2%
34	4	0.4%
30	2	0.2%
29	1	0.1%
28	1	0.1%
27	1	0.1%
26	1	0.1%

3개월내_대중교통_총이용건수
Real number (ℝ)

ZEROS

Distinct	132
Distinct (%)	13.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.18

Minimum	0
Maximum	432
Zeros	542
Zeros (%)	54.2%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	18.25
95-th percentile	137.1
Maximum	432
Range	432
Interquartile range (IQR)	18.25

Descriptive statistics

Standard deviation	62.754934
Coefficient of variation (CV)	2.3970563
Kurtosis	16.914684
Mean	26.18
Median Absolute Deviation (MAD)	0
Skewness	3.7983878
Sum	26180
Variance	3938.1818
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	542	54.2%
2	31	3.1%
4	26	2.6%
3	24	2.4%
1	22	2.2%
6	17	1.7%
21	12	1.2%
5	11	1.1%
13	10	1.0%
11	9	0.9%
Other values (122)	296	29.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	542	54.2%
1	22	2.2%
2	31	3.1%
3	24	2.4%
4	26	2.6%
5	11	1.1%
6	17	1.7%
7	4	0.4%
8	9	0.9%
9	4	0.4%

Value	Count	Frequency (%)
432	4	0.4%
426	1	0.1%
423	1	0.1%
422	1	0.1%
392	2	0.2%
336	1	0.1%
329	1	0.1%
302	3	0.3%
286	2	0.2%
270	1	0.1%

3개월내_대중교통_이용건수1
Real number (ℝ)

ZEROS

Distinct	47
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.225

Minimum	0
Maximum	169
Zeros	821
Zeros (%)	82.1%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	31
Maximum	169
Range	169
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	22.257623
Coefficient of variation (CV)	4.2598321
Kurtosis	29.626442
Mean	5.225
Median Absolute Deviation (MAD)	0
Skewness	5.3331788
Sum	5225
Variance	495.40178
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	821	82.1%
1	45	4.5%
2	28	2.8%
5	11	1.1%
9	6	0.6%
59	6	0.6%
4	5	0.5%
6	5	0.5%
15	4	0.4%
54	4	0.4%
Other values (37)	65	6.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	821	82.1%
1	45	4.5%
2	28	2.8%
3	3	0.3%
4	5	0.5%
5	11	1.1%
6	5	0.5%
7	2	0.2%
8	3	0.3%
9	6	0.6%

Value	Count	Frequency (%)
169	3	0.3%
167	2	0.2%
160	1	0.1%
141	2	0.2%
134	3	0.3%
133	3	0.3%
129	2	0.2%
118	2	0.2%
109	2	0.2%
104	2	0.2%

3개월내_대중교통_이용건수2
Real number (ℝ)

ZEROS

Distinct	54
Distinct (%)	5.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.964

Minimum	0
Maximum	158
Zeros	671
Zeros (%)	67.1%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	29
Maximum	158
Range	158
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	15.809448
Coefficient of variation (CV)	3.1848203
Kurtosis	37.588874
Mean	4.964
Median Absolute Deviation (MAD)	0
Skewness	5.4484857
Sum	4964
Variance	249.93864
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	671	67.1%
1	78	7.8%
2	38	3.8%
4	22	2.2%
5	20	2.0%
3	19	1.9%
6	10	1.0%
18	9	0.9%
11	8	0.8%
14	8	0.8%
Other values (44)	117	11.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	671	67.1%
1	78	7.8%
2	38	3.8%
3	19	1.9%
4	22	2.2%
5	20	2.0%
6	10	1.0%
7	7	0.7%
8	7	0.7%
9	7	0.7%

Value	Count	Frequency (%)
158	3	0.3%
125	2	0.2%
99	1	0.1%
78	4	0.4%
73	1	0.1%
71	1	0.1%
69	3	0.3%
66	1	0.1%
64	2	0.2%
62	2	0.2%

3개월내_탑승정류장수
Real number (ℝ)

ZEROS

Distinct	48
Distinct (%)	4.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.392

Minimum	0
Maximum	93
Zeros	542
Zeros (%)	54.2%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8
95-th percentile	24.05
Maximum	93
Range	93
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	10.013621
Coefficient of variation (CV)	1.8571256
Kurtosis	17.786541
Mean	5.392
Median Absolute Deviation (MAD)	0
Skewness	3.4339708
Sum	5392
Variance	100.27261
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0	542	54.2%
3	46	4.6%
2	40	4.0%
4	31	3.1%
8	30	3.0%
5	26	2.6%
1	25	2.5%
9	24	2.4%
18	23	2.3%
6	22	2.2%
Other values (38)	191	19.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	542	54.2%
1	25	2.5%
2	40	4.0%
3	46	4.6%
4	31	3.1%
5	26	2.6%
6	22	2.2%
7	12	1.2%
8	30	3.0%
9	24	2.4%

Value	Count	Frequency (%)
93	2	0.2%
69	1	0.1%
64	1	0.1%
58	1	0.1%
55	2	0.2%
54	1	0.1%
53	1	0.1%
47	2	0.2%
46	1	0.1%
42	1	0.1%

평일_이동_총횟수
Real number (ℝ)

MISSING

Distinct	96
Distinct (%)	20.6%
Missing	533
Missing (%)	53.3%
Infinite	0
Infinite (%)	0.0%
Mean	90.747323

Minimum	0
Maximum	250
Zeros	6
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	45
median	96
Q3	130
95-th percentile	180
Maximum	250
Range	250
Interquartile range (IQR)	85

Descriptive statistics

Standard deviation	54.740554
Coefficient of variation (CV)	0.60321949
Kurtosis	-0.0714748
Mean	90.747323
Median Absolute Deviation (MAD)	43
Skewness	0.32407315
Sum	42379
Variance	2996.5283
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
120	43	4.3%
110	32	3.2%
100	31	3.1%
140	31	3.1%
130	24	2.4%
150	21	2.1%
160	14	1.4%
55	7	0.7%
87	7	0.7%
190	6	0.6%
Other values (86)	251	25.1%
(Missing)	533	53.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	0.6%
1	2	0.2%
2	5	0.5%
3	4	0.4%
4	4	0.4%
5	5	0.5%
6	1	0.1%
7	6	0.6%
8	1	0.1%
9	1	0.1%

Value	Count	Frequency (%)
250	5	0.5%
240	5	0.5%
220	2	0.2%
210	1	0.1%
200	2	0.2%
190	6	0.6%
180	5	0.5%
170	3	0.3%
160	14	1.4%
150	21	2.1%

휴일_이동_총횟수
Real number (ℝ)

MISSING

Distinct	84
Distinct (%)	18.1%
Missing	535
Missing (%)	53.5%
Infinite	0
Infinite (%)	0.0%
Mean	36.716129

Minimum	0
Maximum	100
Zeros	2
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	19
median	36
Q3	53
95-th percentile	72.6
Maximum	100
Range	100
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	21.601431
Coefficient of variation (CV)	0.58833629
Kurtosis	-0.12994199
Mean	36.716129
Median Absolute Deviation (MAD)	17
Skewness	0.45908047
Sum	17073
Variance	466.62183
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
59	15	1.5%
13	14	1.4%
37	14	1.4%
33	12	1.2%
42	12	1.2%
36	11	1.1%
31	11	1.1%
9	10	1.0%
52	10	1.0%
41	10	1.0%
Other values (74)	346	34.6%
(Missing)	535	53.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	0.2%
1	3	0.3%
2	4	0.4%
3	4	0.4%
4	8	0.8%
5	6	0.6%
6	6	0.6%
7	8	0.8%
8	1	0.1%
9	10	1.0%

Value	Count	Frequency (%)
100	5	0.5%
95	1	0.1%
92	2	0.2%
90	2	0.2%
88	3	0.3%
86	1	0.1%
85	1	0.1%
84	1	0.1%
79	1	0.1%
78	2	0.2%

평일_총이동거리
Real number (ℝ)

MISSING

Distinct	145
Distinct (%)	31.2%
Missing	535
Missing (%)	53.5%
Infinite	0
Infinite (%)	0.0%
Mean	2681.5849

Minimum	0
Maximum	14000
Zeros	8
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	60.6
Q1	840
median	1800
Q3	3900
95-th percentile	8260
Maximum	14000
Range	14000
Interquartile range (IQR)	3060

Descriptive statistics

Standard deviation	2642.2797
Coefficient of variation (CV)	0.98534253
Kurtosis	3.4635081
Mean	2681.5849
Median Absolute Deviation (MAD)	1280
Skewness	1.7356059
Sum	1246937
Variance	6981642
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1000	19	1.9%
1200	14	1.4%
2200	13	1.3%
1600	13	1.3%
2500	11	1.1%
1400	11	1.1%
1300	10	1.0%
2000	10	1.0%
2700	9	0.9%
1500	9	0.9%
Other values (135)	346	34.6%
(Missing)	535	53.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	0.8%
4	2	0.2%
8	1	0.1%
9	1	0.1%
19	3	0.3%
25	1	0.1%
32	1	0.1%
35	2	0.2%
52	2	0.2%
54	1	0.1%

Value	Count	Frequency (%)
14000	3	0.3%
13000	2	0.2%
12000	3	0.3%
11000	1	0.1%
10000	5	0.5%
9900	1	0.1%
9600	1	0.1%
9500	2	0.2%
9300	1	0.1%
9100	1	0.1%

평일_이동속도_평균
Real number (ℝ)

MISSING

Distinct	75
Distinct (%)	16.2%
Missing	536
Missing (%)	53.6%
Infinite	0
Infinite (%)	0.0%
Mean	38.051724

Minimum	0
Maximum	100
Zeros	6
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	28
median	37
Q3	47
95-th percentile	66.85
Maximum	100
Range	100
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	16.467571
Coefficient of variation (CV)	0.43276807
Kurtosis	1.4995853
Mean	38.051724
Median Absolute Deviation (MAD)	9
Skewness	0.60923754
Sum	17656
Variance	271.1809
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	21	2.1%
36	20	2.0%
46	18	1.8%
24	17	1.7%
35	17	1.7%
43	16	1.6%
47	15	1.5%
39	15	1.5%
40	15	1.5%
31	14	1.4%
Other values (65)	296	29.6%
(Missing)	536	53.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	0.6%
5	1	0.1%
6	6	0.6%
8	1	0.1%
9	1	0.1%
10	10	1.0%
11	1	0.1%
12	3	0.3%
13	1	0.1%
14	4	0.4%

Value	Count	Frequency (%)
100	3	0.3%
92	2	0.2%
91	1	0.1%
85	2	0.2%
81	1	0.1%
80	1	0.1%
79	2	0.2%
78	2	0.2%
73	1	0.1%
71	4	0.4%

휴일_총이동거리
Real number (ℝ)

MISSING

Distinct	126
Distinct (%)	27.0%
Missing	533
Missing (%)	53.3%
Infinite	0
Infinite (%)	0.0%
Mean	1349.2163

Minimum	0
Maximum	5700
Zeros	4
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	98.3
Q1	520
median	1000
Q3	2000
95-th percentile	3500
Maximum	5700
Range	5700
Interquartile range (IQR)	1480

Descriptive statistics

Standard deviation	1129.0511
Coefficient of variation (CV)	0.83681996
Kurtosis	1.5975721
Mean	1349.2163
Median Absolute Deviation (MAD)	700
Skewness	1.2521437
Sum	630084
Variance	1274756.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1100	31	3.1%
1000	28	2.8%
1700	17	1.7%
1200	15	1.5%
2000	13	1.3%
1300	11	1.1%
1900	10	1.0%
2300	10	1.0%
530	9	0.9%
2200	9	0.9%
Other values (116)	314	31.4%
(Missing)	533	53.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	0.4%
2	1	0.1%
9	2	0.2%
12	1	0.1%
22	1	0.1%
27	2	0.2%
29	1	0.1%
38	1	0.1%
40	1	0.1%
46	1	0.1%

Value	Count	Frequency (%)
5700	3	0.3%
5500	1	0.1%
5300	3	0.3%
4500	1	0.1%
4300	1	0.1%
4100	1	0.1%
4000	2	0.2%
3900	2	0.2%
3800	2	0.2%
3700	2	0.2%

휴일_이동속도_평균
Real number (ℝ)

MISSING

Distinct	70
Distinct (%)	15.1%
Missing	536
Missing (%)	53.6%
Infinite	0
Infinite (%)	0.0%
Mean	40.961207

Minimum	0
Maximum	81
Zeros	8
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	16
Q1	31
median	40
Q3	53
95-th percentile	66
Maximum	81
Range	81
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	15.336774
Coefficient of variation (CV)	0.37442192
Kurtosis	-0.026975955
Mean	40.961207
Median Absolute Deviation (MAD)	10
Skewness	-0.10722645
Sum	19006
Variance	235.21663
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	23	2.3%
53	18	1.8%
41	16	1.6%
36	16	1.6%
39	15	1.5%
50	15	1.5%
33	13	1.3%
40	12	1.2%
32	12	1.2%
29	12	1.2%
Other values (60)	312	31.2%
(Missing)	536	53.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	0.8%
5	1	0.1%
8	2	0.2%
9	2	0.2%
11	3	0.3%
12	1	0.1%
13	1	0.1%
14	2	0.2%
15	3	0.3%
16	2	0.2%

Value	Count	Frequency (%)
81	1	0.1%
80	1	0.1%
79	1	0.1%
76	2	0.2%
75	1	0.1%
74	1	0.1%
73	1	0.1%
71	1	0.1%
70	1	0.1%
69	2	0.2%

택시이용_이동횟수
Real number (ℝ)

MISSING ZEROS

Distinct	95
Distinct (%)	20.5%
Missing	536
Missing (%)	53.6%
Infinite	0
Infinite (%)	0.0%
Mean	57.375

Minimum	0
Maximum	240
Zeros	27
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	20
median	51
Q3	84
95-th percentile	140
Maximum	240
Range	240
Interquartile range (IQR)	64

Descriptive statistics

Standard deviation	44.58643
Coefficient of variation (CV)	0.77710554
Kurtosis	0.47427784
Mean	57.375
Median Absolute Deviation (MAD)	32.5
Skewness	0.8467513
Sum	26622
Variance	1987.9498
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27	2.7%
110	22	2.2%
140	15	1.5%
100	12	1.2%
43	10	1.0%
130	10	1.0%
38	9	0.9%
31	9	0.9%
150	9	0.9%
14	9	0.9%
Other values (85)	332	33.2%
(Missing)	536	53.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27	2.7%
1	6	0.6%
2	4	0.4%
3	4	0.4%
5	3	0.3%
6	1	0.1%
7	8	0.8%
8	4	0.4%
9	4	0.4%
10	2	0.2%

Value	Count	Frequency (%)
240	2	0.2%
180	1	0.1%
170	2	0.2%
160	7	0.7%
150	9	0.9%
140	15	1.5%
130	10	1.0%
120	4	0.4%
110	22	2.2%
100	12	1.2%

네비게이션이용_이동횟수
Real number (ℝ)

MISSING ZEROS

Distinct	75
Distinct (%)	16.1%
Missing	534
Missing (%)	53.4%
Infinite	0
Infinite (%)	0.0%
Mean	19.963519

Minimum	0
Maximum	190
Zeros	187
Zeros (%)	18.7%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	25.75
95-th percentile	92
Maximum	190
Range	190
Interquartile range (IQR)	25.75

Descriptive statistics

Standard deviation	33.672374
Coefficient of variation (CV)	1.6866953
Kurtosis	6.8705268
Mean	19.963519
Median Absolute Deviation (MAD)	3
Skewness	2.4510225
Sum	9303
Variance	1133.8288
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	187	18.7%
1	21	2.1%
2	20	2.0%
3	13	1.3%
5	9	0.9%
18	9	0.9%
30	8	0.8%
9	8	0.8%
14	8	0.8%
6	8	0.8%
Other values (65)	175	17.5%
(Missing)	534	53.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	187	18.7%
1	21	2.1%
2	20	2.0%
3	13	1.3%
4	4	0.4%
5	9	0.9%
6	8	0.8%
7	7	0.7%
8	4	0.4%
9	8	0.8%

Value	Count	Frequency (%)
190	4	0.4%
150	3	0.3%
140	2	0.2%
130	2	0.2%
110	3	0.3%
100	5	0.5%
98	2	0.2%
92	4	0.4%
89	3	0.3%
88	1	0.1%

지하철_이동일수
Real number (ℝ)

MISSING

Distinct	93
Distinct (%)	20.0%
Missing	536
Missing (%)	53.6%
Infinite	0
Infinite (%)	0.0%
Mean	82.357759

Minimum	0
Maximum	220
Zeros	3
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	8.9 KiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	30
median	71
Q3	130
95-th percentile	180
Maximum	220
Range	220
Interquartile range (IQR)	100

Descriptive statistics

Standard deviation	59.087675
Coefficient of variation (CV)	0.71745123
Kurtosis	-0.93414439
Mean	82.357759
Median Absolute Deviation (MAD)	48
Skewness	0.46589566
Sum	38214
Variance	3491.3534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
160	24	2.4%
120	22	2.2%
130	20	2.0%
150	19	1.9%
140	17	1.7%
110	17	1.7%
180	15	1.5%
170	14	1.4%
100	12	1.2%
25	11	1.1%
Other values (83)	293	29.3%
(Missing)	536	53.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	0.3%
1	2	0.2%
2	4	0.4%
3	2	0.2%
4	7	0.7%
5	4	0.4%
6	5	0.5%
8	2	0.2%
9	5	0.5%
10	1	0.1%

Value	Count	Frequency (%)
220	10	1.0%
210	1	0.1%
200	2	0.2%
190	6	0.6%
180	15	1.5%
170	14	1.4%
160	24	2.4%
150	19	1.9%
140	17	1.7%
130	20	2.0%

First rows
Last rows

	자치구명	생년월일	성별	동일세대_학령기인구수	동일세대_미취학아동수	직업군	평균_문자대상자수	평균_통화대상자수	평균_통화량	세대주여부	주택보유여부	대출여부	동일세대_세대원_수	추정연소득	추정연소득_백분위	총자산평가금액	순자산평가금액	총대출약정금액	주택담보대출약정금액	신용대출약정금액	카드소비금액	신용카드소비금액	체크카드소비금액	일시불이용금액	할부이용금액	해외카드이용금액	신용카드기관수	체크카드기관수	카드사_최근1년_월평균_이용금액	가맹점합산이용금액	가맹점분류_이용비중1	가맹점분류_이용비중2	가맹점분류_이용비중3	가맹점분류_이용비중4	가맹점분류_이용비중5	가맹점분류_이용비중6	가맹점분류_이용비중7	가맹점분류_이용비중8	가맹점분류_이용비중9	가맹점분류_이용비중10	가맹점분류_이용비중11	가맹점분류_이용비중12	가맹점분류_이용비중13	가맹점분류_이용비중14	가맹점분류_이용비중15	가맹점분류_이용비중16	가맹점분류_이용비중17	가맹점분류_이용비중18	가맹점분류_이용비중19	배달앱_이용금액	마케팅_슈퍼마켓_이용금액	마케팅_편의점_이용금액	마케팅_온라인쇼핑_이용금액	온라인_카드사용_금액	온라인_카드사용_건수	오프라인_카드사용_금액	오프라인_카드사용_건수	주중_소비비중	3개월내_승인건수비중1	3개월내_승인건수비중2	3개월내_승인건수비중3	3개월내_승인건수비중4	3개월내_승인건수비중5	12개월내_월별_이용금액_평균	12개월내_월별_이용금액_표준편차	12개월내_월별_이용금액_최대값	12개월내_월별_이용금액_최소값	12개월내_이용금액_비중1	12개월내_이용금액_비중2	12개월내_이용금액_비중3	12개월내_이용금액_비중6	12개월내_이용금액_비중8	12개월내_이용금액_비중9	12개월내_이용금액_비중11	12개월내_이용금액_비중12	3개월내_택시_이용건수	3개월내_대중교통_총이용건수	3개월내_대중교통_이용건수1	3개월내_대중교통_이용건수2	3개월내_탑승정류장수	평일_이동_총횟수	휴일_이동_총횟수	평일_총이동거리	평일_이동속도_평균	휴일_총이동거리	휴일_이동속도_평균	택시이용_이동횟수	네비게이션이용_이동횟수	지하철_이동일수
0	강동구	1978	남	3	0	420	<NA>	<NA>	<NA>	세대주	1	0	6	59000	10	668310	666380	0	0	0	7996	7834	162	6296	595	87	3	2	1	2834000	0.158095	0.0	0.0	0.0	0.113481	0.0	0.003098	0.0	0.0	0.0	0.01372	0.0	0.0	0.006462	0.0	0.0	0.032664	0.140745	0.531734	130000	202000	19000	301000	1189000	17	2509000	178	0.62	0.0	0.24	0.02	0.21	0.04	2933000	4450832.85	17593000	80000	0.02	0.01	0.08	0.03	0.0	0.0	0.0	0.0	0	0	0	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
1	도봉구	1943	남	2	0	420	<NA>	<NA>	<NA>	세대주	0	0	6	26000	64	516280	520590	0	0	0	1625	130	1495	1278	0	0	1	3	1	1726000	0.532911	0.0	0.0	0.0	0.068671	0.196519	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.201899	0.0	0.0	0.0	0.0	0.0	0	0	0	0	0	0	1648000	53	0.84	0.09	0.23	0.18	0.18	0.0	938000	1017021.09	3789000	168000	0.0	0.0	0.0	0.11	0.04	0.0	0.0	0.01	0	0	0	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2	동작구	1956	남	2	0	420	<NA>	<NA>	<NA>	세대주	0	1	6	24000	71	831760	762500	27600	0	30000	249	131	118	145	0	0	2	2	1	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	0	0	0	0	0	0	0	0	0.0	0.0	0.0	0.0	0.0	0.0	343000	190645.85	574000	10000	0.04	0.0	0.01	0.28	0.0	0.0	0.0	0.0	0	41	1	0	4	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
3	동대문구	1979	여	2	0	420	<NA>	<NA>	<NA>	세대주	1	1	6	46000	18	487500	491610	12990	0	5000	9078	9078	0	8786	1628	273	1	1	4	11210000	0.458368	0.0	0.0	0.030613	0.00405	0.086837	0.002144	0.062775	0.0	0.002382	0.013341	0.053722	0.004527	0.085765	0.0	0.0	0.0	0.0	0.195473	169000	0	0	0	3840000	116	10300000	315	0.52	0.26	0.1	0.21	0.15	0.01	3714000	1358077.36	5999000	852000	0.01	0.0	0.24	0.26	0.0	0.02	0.04	0.01	18	0	0	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
4	서초구	1941	여	0	0	420	28	6	91	세대주	1	0	6	30000	51	2956000	2956170	0	0	0	1347	0	1347	1378	0	67	1	1	1	1132000	0.426296	0.0	0.0	0.0	0.182481	0.0	0.0	0.0	0.0	0.0	0.0	0.032531	0.0	0.358692	0.0	0.0	0.0	0.0	0.0	0	0	0	0	99000	1	1018000	32	0.72	0.41	0.52	0.0	0.11	0.0	614000	196372.66	683000	156000	0.05	0.0	0.23	0.16	0.09	0.0	0.0	0.03	0	0	0	0	0	20	7	310	31	470	39	0	0	9
5	송파구	1997	남	0	1	420	84	25	320	세대주	0	1	6	113000	2	1250000	1083430	630000	583000	0	6514	5796	718	3958	1513	93	4	2	5	3704000	0.384929	0.013602	0.0	0.036861	0.082971	0.0	0.011834	0.0	0.0	0.049102	0.0	0.0	0.001224	0.070185	0.0	0.0	0.005033	0.0	0.34426	0	0	50000	30000	953000	18	2854000	106	0.5	0.07	0.2	0.28	0.25	0.04	4371000	10894564.23	43369000	332000	0.0	0.0	0.2	0.13	0.0	0.0	0.03	0.0	0	0	0	0	0	110	42	3900	50	1000	50	150	11	120
6	서대문구	1945	여	0	0	910	<NA>	<NA>	<NA>	세대주	1	0	6	21000	82	1560580	1265160	0	0	0	0	0	0	0	0	0	1	2	1	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	0	0	0	0	23000	3	0	0	1.0	1.0	0.0	0.0	0.0	0.0	28000	81368.37	242000	22000	0.04	0.0	0.31	0.43	0.0	0.0	0.0	0.0	0	28	1	2	11	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
7	양천구	1975	남	1	0	420	<NA>	<NA>	<NA>	세대주	1	0	6	48000	16	958250	973540	0	0	0	703	703	0	457	0	0	4	2	1	274000	0.0	0.0	0.0	0.0	0.080726	0.0	0.0	0.0	0.0	0.0	0.0	0.796115	0.0	0.107396	0.015763	0.0	0.0	0.0	0.0	0	0	0	0	198000	7	282000	6	1.0	0.0	0.0	0.64	0.12	0.0	275000	150517.28	544000	0	0.08	0.0	0.01	0.0	0.0	0.0	0.0	0.05	0	0	0	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
8	도봉구	1976	남	2	0	440	<NA>	<NA>	<NA>	세대주	1	0	6	141000	1	325000	311770	0	0	0	15544	15233	311	14343	0	0	2	3	5	1861000	0.161906	0.0	0.0	0.0	0.074292	0.0	0.020043	0.0	0.0	0.0	0.0	0.316971	0.0	0.0	0.0	0.0	0.0	0.050768	0.37602	0	11000	2000	0	426000	11	102000	4	0.77	0.08	0.15	0.15	0.25	0.2	11595000	14685711.46	52208000	1346000	0.0	0.0	0.13	0.02	0.0	0.0	0.0	0.0	0	7	0	0	6	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
9	강남구	1976	남	0	0	420	<NA>	<NA>	<NA>	세대주	1	0	6	74000	5	2100000	1986240	0	0	0	858	0	858	803	0	0	1	3	1	659000	0.364933	0.0	0.0	0.031773	0.560628	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.042666	0.0	0.0	0.0	0.0	0.0	0	293000	139000	0	960000	20	143000	13	0.57	0.01	0.33	0.28	0.26	0.06	260000	186003.42	597000	94000	0.35	0.08	0.03	0.03	0.0	0.0	0.51	0.0	0	248	70	47	46	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

	자치구명	생년월일	성별	동일세대_학령기인구수	동일세대_미취학아동수	직업군	평균_문자대상자수	평균_통화대상자수	평균_통화량	세대주여부	주택보유여부	대출여부	사업자여부	동일세대_세대원_수	추정연소득	추정연소득_백분위	총자산평가금액	순자산평가금액	차량보유	총대출약정금액	주택담보대출약정금액	신용대출약정금액	자동차대출약정금액	카드소비금액	신용카드소비금액	체크카드소비금액	일시불이용금액	할부이용금액	해외카드이용금액	신용카드기관수	체크카드기관수	카드사_최근1년_월평균_이용금액	가맹점합산이용금액	가맹점분류_이용비중1	가맹점분류_이용비중2	가맹점분류_이용비중3	가맹점분류_이용비중4	가맹점분류_이용비중5	가맹점분류_이용비중6	가맹점분류_이용비중7	가맹점분류_이용비중8	가맹점분류_이용비중9	가맹점분류_이용비중10	가맹점분류_이용비중11	가맹점분류_이용비중12	가맹점분류_이용비중13	가맹점분류_이용비중14	가맹점분류_이용비중15	가맹점분류_이용비중16	가맹점분류_이용비중17	가맹점분류_이용비중18	가맹점분류_이용비중19	배달앱_이용금액	제주도지역_이용금액	마케팅_슈퍼마켓_이용금액	마케팅_편의점_이용금액	마케팅_온라인쇼핑_이용금액	마케팅_소셜커머스_이용금액	온라인_카드사용_금액	온라인_카드사용_건수	오프라인_카드사용_금액	오프라인_카드사용_건수	주중_소비비중	3개월내_승인건수비중1	3개월내_승인건수비중2	3개월내_승인건수비중3	3개월내_승인건수비중4	3개월내_승인건수비중5	12개월내_월별_이용금액_평균	12개월내_월별_이용금액_표준편차	12개월내_월별_이용금액_최대값	12개월내_월별_이용금액_최소값	12개월내_이용금액_비중1	12개월내_이용금액_비중2	12개월내_이용금액_비중3	12개월내_이용금액_비중6	12개월내_이용금액_비중8	12개월내_이용금액_비중9	12개월내_이용금액_비중10	12개월내_이용금액_비중11	12개월내_이용금액_비중12	3개월내_택시_이용건수	3개월내_대중교통_총이용건수	3개월내_대중교통_이용건수1	3개월내_대중교통_이용건수2	3개월내_탑승정류장수	평일_이동_총횟수	휴일_이동_총횟수	평일_총이동거리	평일_이동속도_평균	휴일_총이동거리	휴일_이동속도_평균	택시이용_이동횟수	네비게이션이용_이동횟수	지하철_이동일수
990	중구	1980	여	1	1	910	38	12	160	세대주	0	1	0	6	<NA>	<NA>	0	0	0	10000	0	0	0	0	0	0	0	0	0	0	0	1	1694000	0.081641	0.0	0.0	0.020707	0.219632	0.0	0.0	0.0	0.0	0.0	0.00569	0.0	0.319213	0.043389	0.0	0.0	0.000632	0.222161	0.086936	0	0	0	0	0	0	765000	13	1086000	28	0.9	0.92	0.0	0.06	0.07	0.0	409000	607580.01	1869000	60000	0.0	0.0	0.12	0.04	0.02	0.05	0.18	1.0	0.0	0	0	0	0	0	55	15	1900	24	190	34	57	18	75
991	강동구	1954	여	2	0	910	72	15	260	세대주	0	1	0	6	19000	89	252340	195350	0	58750	0	12670	20000	0	0	0	0	0	0	2	2	1	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	0	0	0	0	0	0	0	0	0	0	0.0	0.58	0.0	0.0	0.0	0.07	41000	82436.94	226000	0	0.07	0.0	0.0	0.88	0.0	0.0	0.01	0.1	0.0	0	0	0	0	0	100	55	7500	45	2800	42	59	35	96
992	중구	1980	남	0	1	420	<NA>	<NA>	<NA>	세대주	0	1	0	6	53000	13	252000	257500	0	5000	0	0	0	0	0	0	0	0	0	0	0	1	1000	0.0	0.0	0.331389	0.011102	0.331389	0.006992	0.0	0.0	0.0	0.0	0.0	0.0	0.0	0.296759	0.0	0.0	0.0	0.0	0.022369	0	0	0	0	0	0	49000	3	0	0	1.0	0.0	0.5	0.0	0.0	0.09	53000	182353.6	457000	0	0.0	0.0	0.22	0.0	0.01	0.0	0.0	0.0	0.22	0	0	0	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
993	노원구	1983	남	1	2	410	<NA>	<NA>	<NA>	세대주	0	0	0	6	69210	6	395400	395400	0	0	0	0	0	6842	6842	0	6396	4295	0	2	1	3	6524000	0.148314	0.0	0.011614	0.067619	0.031056	0.001721	0.058586	0.0	0.0	0.0	0.00585	0.009893	0.0	0.0	0.0	0.0	0.000946	0.107794	0.556607	46000	0	49000	47000	74000	0	3745000	36	1318000	35	0.68	0.06	0.3	0.19	0.26	0.01	2787000	1026717.63	4589000	1264000	0.07	0.0	0.54	0.18	0.01	0.03	0.0	0.07	0.0	0	21	1	2	17	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
994	송파구	1947	여	2	0	510	10	12	4	세대주	0	1	0	6	41000	24	106810	108720	0	52700	0	3000	0	17673	17673	0	8172	78	134	1	1	4	4593000	0.095999	0.0	0.0	0.0	0.072638	0.0	0.0	0.0	0.0	0.007472	0.065071	0.115956	0.0	0.073678	0.006904	0.0	0.068287	0.448217	0.045777	0	0	111000	692000	0	319000	2909000	349	3499000	166	0.86	0.12	0.44	0.33	0.1	0.05	7207000	1854844.26	9622000	3029000	0.02	0.02	0.01	0.06	0.0	0.0	0.0	0.44	0.05	3	33	0	5	19	110	5	3200	85	760	41	72	0	79
995	서초구	1946	남	1	0	510	<NA>	<NA>	<NA>	세대주	1	1	0	6	32000	44	3242090	3172216	0	40000	0	5000	0	260	0	260	252	0	0	0	1	1	225000	0.376819	0.0	0.0	0.103471	0.001969	0.0	0.0	0.0	0.0	0.049791	0.0	0.0	0.309934	0.158016	0.0	0.0	0.0	0.0	0.0	0	0	14000	0	0	0	0	0	225000	18	0.45	0.07	0.16	0.32	0.32	0.0	241000	139627.5	519000	0	0.07	0.03	0.0	0.04	0.15	0.0	0.0	0.0	0.06	0	104	2	8	10	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
996	강남구	1964	남	0	0	440	120	45	1000	세대주	0	1	0	6	74000	5	1154350	1156250	1	41200	0	0	16400	0	0	0	0	0	29	2	2	1	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	0	0	0	0	0	0	0	0	3853000	39	0.0	0.6	0.33	0.0	0.12	0.0	35000	29850.06	91000	0	0.0	0.0	0.0	0.85	0.01	0.0	0.0	0.01	0.0	0	0	0	0	0	160	54	14000	48	5700	79	23	100	150
997	구로구	1965	남	0	0	510	76	15	160	세대주	1	1	1	6	39000	28	791630	442500	1	309048	188000	5000	0	5952	3799	2153	4892	0	0	1	2	2	5425000	0.416057	0.0	0.0	0.0	0.23797	0.053882	0.123725	0.0	0.0	0.0	0.0072	0.084723	0.0	0.075363	0.0	0.0	0.00108	0.0	0.0	0	727000	133000	125000	42000	0	207000	19	5383000	136	0.78	0.09	0.16	0.2	0.32	0.0	1508000	581015.76	2899000	1191000	0.03	0.02	0.05	0.17	0.0	0.0	0.0	0.0	0.02	0	3	0	0	3	150	29	4700	30	2900	39	84	38	190
998	마포구	1982	남	3	1	510	<NA>	<NA>	<NA>	세대주	0	1	1	6	43000	22	105520	105520	0	237000	0	20000	0	5601	5601	0	5257	790	0	3	2	2	5033000	0.153312	0.0	0.0	0.028433	0.074152	0.0	0.000323	0.0	0.0	0.0	0.0	0.273667	0.0	0.056543	0.130695	0.0	0.0	0.008401	0.274475	91000	0	0	79000	0	0	2225000	56	3999000	152	0.84	0.08	0.16	0.19	0.12	0.05	1776000	1087450.03	3686000	34000	0.02	0.05	0.17	0.07	0.02	0.0	0.0	0.27	0.0	0	392	134	158	54	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
999	노원구	1947	남	2	0	440	<NA>	<NA>	<NA>	세대주	1	1	0	6	93000	3	736450	648930	1	136830	0	0	0	1641	1641	0	1336	232	0	2	1	1	1271000	0.243674	0.0	0.0	0.007962	0.285995	0.006108	0.453643	0.0	0.0	0.0	0.0	0.0	0.0	0.002618	0.0	0.0	0.0	0.0	0.0	0	0	104000	182000	0	0	867000	9	1333000	63	0.83	0.05	0.36	0.21	0.38	0.05	794000	557485.12	2121000	140000	0.04	0.07	0.0	0.12	0.02	0.0	0.0	0.43	0.05	0	0	0	0	0	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

Overview

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Sample