gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	7
Duplicate rows (%)	0.1%
Total size in memory	1.2 MiB
Average record size in memory	131.0 B

Variable types

Categorical	3
Numeric	11

Dataset

Description	대전교통공사 AFC 발권기 현금 회수 현황입니다.2006년 3월부터 2023년 9월까지의 데이터를 조회할 수 있습니다.각 지폐와 동전 회수 현황과 총 회수 금액 총계에 대한 데이터입니다.
Author	대전교통공사
URL	https://www.data.go.kr/data/15122855/fileData.do

Alerts

`영업월` has constant value ""	Constant
Dataset has 7 (0.1%) duplicate rows	Duplicates
`회수보충금액` is highly overall correlated with `동전금액` and 6 other fields	High correlation
`동전금액` is highly overall correlated with `회수보충금액` and 4 other fields	High correlation
`10원` is highly overall correlated with `동전금액` and 3 other fields	High correlation
`50원` is highly overall correlated with `동전금액` and 3 other fields	High correlation
`100원` is highly overall correlated with `회수보충금액` and 4 other fields	High correlation
`500원` is highly overall correlated with `동전금액` and 3 other fields	High correlation
`1000원` is highly overall correlated with `회수보충금액` and 3 other fields	High correlation
`5000원` is highly overall correlated with `회수보충금액` and 3 other fields	High correlation
`10000원` is highly overall correlated with `회수보충금액` and 3 other fields	High correlation
`지폐금액` is highly overall correlated with `회수보충금액` and 3 other fields	High correlation
`장비보관금` is highly overall correlated with `회수보충금액`	High correlation
`동전금액` is highly skewed (γ1 = 31.8217236)	Skewed
`10원` is highly skewed (γ1 = 57.67845213)	Skewed
`50원` is highly skewed (γ1 = 56.63884453)	Skewed
`500원` is highly skewed (γ1 = 40.24663553)	Skewed
`장비보관금` is highly skewed (γ1 = 44.30169998)	Skewed
`동전금액` has 6306 (63.1%) zeros	Zeros
`10원` has 9197 (92.0%) zeros	Zeros
`50원` has 7470 (74.7%) zeros	Zeros
`100원` has 6340 (63.4%) zeros	Zeros
`500원` has 7700 (77.0%) zeros	Zeros
`1000원` has 7695 (77.0%) zeros	Zeros
`5000원` has 8326 (83.3%) zeros	Zeros
`10000원` has 8326 (83.3%) zeros	Zeros
`지폐금액` has 7695 (77.0%) zeros	Zeros
`장비보관금` has 214 (2.1%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 17:58:47.563442
Analysis finished	2023-12-12 17:59:08.454902
Duration	20.89 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

영업월
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

2006-03	10000

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2006-03
2nd row	2006-03
3rd row	2006-03
4th row	2006-03
5th row	2006-03

Common Values

Value	Count	Frequency (%)
2006-03	10000	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2006-03	10000	100.0%

역이름
Categorical

Distinct	22
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

대전역	516
탄방역	508
서대전네거리역	505
정부청사역	485
중앙로역	483
Other values (17)	7503

Length

Max length	7
Median length	3
Mean length	3.6981
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	용문역
2nd row	현충원역
3rd row	판암역
4th row	서대전네거리역
5th row	월드컵경기장역

Common Values

Value	Count	Frequency (%)
대전역	516	5.2%
탄방역	508	5.1%
서대전네거리역	505	5.1%
정부청사역	485	4.9%
중앙로역	483	4.8%
시청역	476	4.8%
용문역	471	4.7%
오룡역	465	4.7%
대동역	465	4.7%
노은역	456	4.6%
Other values (12)	5170	51.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
대전역	516	5.2%
탄방역	508	5.1%
서대전네거리역	505	5.1%
정부청사역	485	4.9%
중앙로역	483	4.8%
시청역	476	4.8%
용문역	471	4.7%
오룡역	465	4.7%
대동역	465	4.7%
노은역	456	4.6%
Other values (12)	5170	51.7%

동전지폐회수구분
Categorical

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

지폐회수	2305
동전회수	2200
<NA>	1632
지폐보충	1620
동전보충	1426

Length

Max length	5
Median length	4
Mean length	4.0817
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	지폐보충
2nd row	지폐회수
3rd row	동전보충
4th row	동전회수
5th row	동전회수

Common Values

Value	Count	Frequency (%)
지폐회수	2305	23.1%
동전회수	2200	22.0%
<NA>	1632	16.3%
지폐보충	1620	16.2%
동전보충	1426	14.3%
동전클리어	817	8.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
지폐회수	2305	23.1%
동전회수	2200	22.0%
na	1632	16.3%
지폐보충	1620	16.2%
동전보충	1426	14.3%
동전클리어	817	8.2%

회수보충금액
Real number (ℝ)

HIGH CORRELATION

Distinct	8025
Distinct (%)	80.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8377608.2

Minimum	0
Maximum	1.17864 × 10⁸
Zeros	15
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	21095
Q1	158275
median	2061250
Q3	9435500
95-th percentile	41017100
Maximum	1.17864 × 10⁸
Range	1.17864 × 10⁸
Interquartile range (IQR)	9277225

Descriptive statistics

Standard deviation	14614284
Coefficient of variation (CV)	1.7444459
Kurtosis	9.1373109
Mean	8377608.2
Median Absolute Deviation (MAD)	2021250
Skewness	2.8253489
Sum	8.3776082 × 10¹⁰
Variance	2.1357731 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20000	93	0.9%
10000	71	0.7%
15000	59	0.6%
30000	53	0.5%
25000	35	0.4%
40000	32	0.3%
60000	27	0.3%
5000	23	0.2%
50000	22	0.2%
45000	21	0.2%
Other values (8015)	9564	95.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	0.1%
200	1	< 0.1%
500	1	< 0.1%
600	1	< 0.1%
700	1	< 0.1%
1000	2	< 0.1%
2000	2	< 0.1%
2200	1	< 0.1%
2500	4	< 0.1%
3000	3	< 0.1%

Value	Count	Frequency (%)
117864000	1	< 0.1%
114658000	1	< 0.1%
111987000	1	< 0.1%
110163000	1	< 0.1%
107798000	1	< 0.1%
104667000	1	< 0.1%
104285000	1	< 0.1%
102814000	1	< 0.1%
102602000	1	< 0.1%
100029000	1	< 0.1%

동전금액
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	2619
Distinct (%)	26.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	209588.63

Minimum	0
Maximum	46863850
Zeros	6306
Zeros (%)	63.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	60150
95-th percentile	1351245
Maximum	46863850
Range	46863850
Interquartile range (IQR)	60150

Descriptive statistics

Standard deviation	856471.66
Coefficient of variation (CV)	4.0864414
Kurtosis	1635.0811
Mean	209588.63
Median Absolute Deviation (MAD)	0
Skewness	31.821724
Sum	2.0958863 × 10⁹
Variance	7.335437 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6306	63.1%
20000	93	0.9%
10000	73	0.7%
15000	58	0.6%
30000	52	0.5%
25000	35	0.4%
40000	33	0.3%
5000	27	0.3%
60000	27	0.3%
2000	23	0.2%
Other values (2609)	3273	32.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6306	63.1%
200	1	< 0.1%
500	1	< 0.1%
600	1	< 0.1%
700	1	< 0.1%
1000	2	< 0.1%
1800	1	< 0.1%
2000	23	0.2%
2100	1	< 0.1%
2200	3	< 0.1%

Value	Count	Frequency (%)
46863850	1	< 0.1%
45003000	1	< 0.1%
12848980	1	< 0.1%
5008000	1	< 0.1%
5003800	1	< 0.1%
4686200	1	< 0.1%
4594050	1	< 0.1%
4591200	1	< 0.1%
4585850	1	< 0.1%
4541800	1	< 0.1%

10원
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	66
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.1116

Minimum	0
Maximum	65635
Zeros	9197
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	40
Maximum	65635
Range	65635
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1136.1489
Coefficient of variation (CV)	45.243985
Kurtosis	3326.9772
Mean	25.1116
Median Absolute Deviation (MAD)	0
Skewness	57.678452
Sum	251116
Variance	1290834.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9197	92.0%
20	204	2.0%
40	125	1.2%
60	72	0.7%
80	48	0.5%
100	38	0.4%
45	31	0.3%
25	22	0.2%
120	22	0.2%
85	18	0.2%
Other values (56)	223	2.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9197	92.0%
1	2	< 0.1%
2	1	< 0.1%
5	2	< 0.1%
10	2	< 0.1%
20	204	2.0%
25	22	0.2%
30	6	0.1%
35	4	< 0.1%
40	125	1.2%

Value	Count	Frequency (%)
65635	1	< 0.1%
65608	1	< 0.1%
65535	1	< 0.1%
360	1	< 0.1%
350	1	< 0.1%
335	1	< 0.1%
320	1	< 0.1%
315	1	< 0.1%
290	1	< 0.1%
285	1	< 0.1%

50원
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	468
Distinct (%)	4.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.9497

Minimum	0
Maximum	65841
Zeros	7470
Zeros (%)	74.7%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	20
95-th percentile	240
Maximum	65841
Range	65841
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	1143.9529
Coefficient of variation (CV)	18.768802
Kurtosis	3246.201
Mean	60.9497
Median Absolute Deviation (MAD)	0
Skewness	56.638845
Sum	609497
Variance	1308628.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7470	74.7%
20	231	2.3%
100	181	1.8%
40	119	1.2%
200	84	0.8%
60	72	0.7%
50	61	0.6%
80	41	0.4%
120	37	0.4%
21	37	0.4%
Other values (458)	1667	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7470	74.7%
2	4	< 0.1%
6	1	< 0.1%
8	1	< 0.1%
10	2	< 0.1%
12	1	< 0.1%
14	1	< 0.1%
15	1	< 0.1%
16	1	< 0.1%
19	1	< 0.1%

Value	Count	Frequency (%)
65841	1	< 0.1%
65646	1	< 0.1%
65536	1	< 0.1%
4600	1	< 0.1%
2588	1	< 0.1%
1946	1	< 0.1%
1876	1	< 0.1%
1810	1	< 0.1%
1763	1	< 0.1%
1760	1	< 0.1%

100원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2103
Distinct (%)	21.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	869.8608

Minimum	0
Maximum	74626
Zeros	6340
Zeros (%)	63.4%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	377
95-th percentile	5574.05
Maximum	74626
Range	74626
Interquartile range (IQR)	377

Descriptive statistics

Standard deviation	2547.3704
Coefficient of variation (CV)	2.9284805
Kurtosis	167.30457
Mean	869.8608
Median Absolute Deviation (MAD)	0
Skewness	8.5486615
Sum	8698608
Variance	6489096
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6340	63.4%
200	171	1.7%
100	146	1.5%
400	79	0.8%
300	66	0.7%
600	42	0.4%
20	40	0.4%
500	31	0.3%
50	26	0.3%
800	25	0.2%
Other values (2093)	3034	30.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6340	63.4%
2	1	< 0.1%
6	1	< 0.1%
18	1	< 0.1%
20	40	0.4%
21	1	< 0.1%
22	2	< 0.1%
23	2	< 0.1%
24	1	< 0.1%
25	1	< 0.1%

Value	Count	Frequency (%)
74626	1	< 0.1%
66236	1	< 0.1%
66117	1	< 0.1%
22757	1	< 0.1%
22491	1	< 0.1%
21393	1	< 0.1%
20654	1	< 0.1%
20650	1	< 0.1%
20581	1	< 0.1%
20416	1	< 0.1%

500원
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	1100
Distinct (%)	11.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	238.6079

Minimum	0
Maximum	72627
Zeros	7700
Zeros (%)	77.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1561.05
Maximum	72627
Range	72627
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1199.2507
Coefficient of variation (CV)	5.026031
Kurtosis	2300.4718
Mean	238.6079
Median Absolute Deviation (MAD)	0
Skewness	40.246636
Sum	2386079
Variance	1438202.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7700	77.0%
10	49	0.5%
20	44	0.4%
90	40	0.4%
30	35	0.4%
100	32	0.3%
40	30	0.3%
80	30	0.3%
50	30	0.3%
120	28	0.3%
Other values (1090)	1982	19.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7700	77.0%
1	1	< 0.1%
3	2	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
10	49	0.5%
11	4	< 0.1%
12	1	< 0.1%
16	1	< 0.1%
20	44	0.4%

Value	Count	Frequency (%)
72627	1	< 0.1%
67186	1	< 0.1%
8963	1	< 0.1%
8065	1	< 0.1%
7586	1	< 0.1%
7377	1	< 0.1%
7167	1	< 0.1%
6947	1	< 0.1%
6150	1	< 0.1%
6133	1	< 0.1%

1000원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2152
Distinct (%)	21.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2059.6052

Minimum	0
Maximum	51609
Zeros	7695
Zeros (%)	77.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	13332.35
Maximum	51609
Range	51609
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5296.2314
Coefficient of variation (CV)	2.5714789
Kurtosis	14.627548
Mean	2059.6052
Median Absolute Deviation (MAD)	0
Skewness	3.5165084
Sum	20596052
Variance	28050067
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7695	77.0%
114	4	< 0.1%
1281	3	< 0.1%
3495	3	< 0.1%
3827	3	< 0.1%
2936	3	< 0.1%
8144	3	< 0.1%
1398	3	< 0.1%
1750	3	< 0.1%
2604	3	< 0.1%
Other values (2142)	2277	22.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7695	77.0%
114	4	< 0.1%
171	1	< 0.1%
228	1	< 0.1%
256	1	< 0.1%
385	2	< 0.1%
406	1	< 0.1%
407	1	< 0.1%
411	1	< 0.1%
412	1	< 0.1%

Value	Count	Frequency (%)
51609	1	< 0.1%
48487	1	< 0.1%
42346	1	< 0.1%
41112	1	< 0.1%
41008	1	< 0.1%
40364	1	< 0.1%
40135	1	< 0.1%
39388	1	< 0.1%
39171	1	< 0.1%
38599	1	< 0.1%

5000원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	967
Distinct (%)	9.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	100.0515

Minimum	0
Maximum	2538
Zeros	8326
Zeros (%)	83.3%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	777.1
Maximum	2538
Range	2538
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	281.29043
Coefficient of variation (CV)	2.8114564
Kurtosis	12.261092
Mean	100.0515
Median Absolute Deviation (MAD)	0
Skewness	3.3664292
Sum	1000515
Variance	79124.308
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8326	83.3%
257	7	0.1%
201	7	0.1%
338	6	0.1%
241	6	0.1%
214	6	0.1%
228	6	0.1%
167	6	0.1%
251	6	0.1%
999	6	0.1%
Other values (957)	1618	16.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8326	83.3%
6	1	< 0.1%
30	1	< 0.1%
37	1	< 0.1%
41	3	< 0.1%
43	2	< 0.1%
44	1	< 0.1%
45	1	< 0.1%
46	2	< 0.1%
47	2	< 0.1%

Value	Count	Frequency (%)
2538	1	< 0.1%
2447	1	< 0.1%
2344	1	< 0.1%
2199	1	< 0.1%
2196	1	< 0.1%
2189	1	< 0.1%
2112	1	< 0.1%
2034	1	< 0.1%
2012	1	< 0.1%
1978	1	< 0.1%

10000원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1367
Distinct (%)	13.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	325.0518

Minimum	0
Maximum	6946
Zeros	8326
Zeros (%)	83.3%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2487.15
Maximum	6946
Range	6946
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	893.04241
Coefficient of variation (CV)	2.7473849
Kurtosis	11.14872
Mean	325.0518
Median Absolute Deviation (MAD)	0
Skewness	3.2477855
Sum	3250518
Variance	797524.74
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8326	83.3%
1324	6	0.1%
1890	4	< 0.1%
717	4	< 0.1%
1466	4	< 0.1%
457	4	< 0.1%
2237	4	< 0.1%
1476	3	< 0.1%
611	3	< 0.1%
1885	3	< 0.1%
Other values (1357)	1639	16.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8326	83.3%
14	1	< 0.1%
141	1	< 0.1%
171	1	< 0.1%
187	1	< 0.1%
200	1	< 0.1%
203	1	< 0.1%
213	1	< 0.1%
223	1	< 0.1%
224	1	< 0.1%

Value	Count	Frequency (%)
6946	1	< 0.1%
6814	1	< 0.1%
6810	1	< 0.1%
6767	1	< 0.1%
6700	1	< 0.1%
6606	1	< 0.1%
6425	1	< 0.1%
6412	1	< 0.1%
6391	1	< 0.1%
6362	1	< 0.1%

지폐금액
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2249
Distinct (%)	22.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6253520.7

Minimum	0
Maximum	1.17864 × 10⁸
Zeros	7695
Zeros (%)	77.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	40920050
Maximum	1.17864 × 10⁸
Range	1.17864 × 10⁸
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	14992416
Coefficient of variation (CV)	2.3974361
Kurtosis	9.5330101
Mean	6253520.7
Median Absolute Deviation (MAD)	0
Skewness	2.9744917
Sum	6.2535207 × 10¹⁰
Variance	2.2477254 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7695	77.0%
114000	4	< 0.1%
14193000	2	< 0.1%
34426000	2	< 0.1%
35146000	2	< 0.1%
26272000	2	< 0.1%
18080000	2	< 0.1%
21193000	2	< 0.1%
26359000	2	< 0.1%
36521000	2	< 0.1%
Other values (2239)	2285	22.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7695	77.0%
114000	4	< 0.1%
171000	1	< 0.1%
228000	1	< 0.1%
256000	1	< 0.1%
915000	1	< 0.1%
988000	1	< 0.1%
1000000	1	< 0.1%
1086000	1	< 0.1%
1087000	1	< 0.1%

Value	Count	Frequency (%)
117864000	1	< 0.1%
114658000	1	< 0.1%
111987000	1	< 0.1%
110163000	1	< 0.1%
107798000	1	< 0.1%
104667000	1	< 0.1%
104285000	1	< 0.1%
102814000	1	< 0.1%
102602000	1	< 0.1%
100029000	1	< 0.1%

장비보관금
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	9355
Distinct (%)	93.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17016128

Minimum	0
Maximum	2.0651464 × 10⁹
Zeros	214
Zeros (%)	2.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	35972.5
Q1	3807825
median	13995700
Q3	24391962
95-th percentile	46993160
Maximum	2.0651464 × 10⁹
Range	2.0651464 × 10⁹
Interquartile range (IQR)	20584138

Descriptive statistics

Standard deviation	27857286
Coefficient of variation (CV)	1.6371108
Kurtosis	3067.4726
Mean	17016128
Median Absolute Deviation (MAD)	10267975
Skewness	44.3017
Sum	1.7016128 × 10¹¹
Variance	7.7602838 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	214	2.1%
25000	23	0.2%
1000	15	0.1%
3000	14	0.1%
5000	12	0.1%
2000	11	0.1%
15000	11	0.1%
4000	11	0.1%
50000	11	0.1%
6000	10	0.1%
Other values (9345)	9668	96.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	214	2.1%
1000	15	0.1%
2000	11	0.1%
2300	1	< 0.1%
3000	14	0.1%
4000	11	0.1%
5000	12	0.1%
6000	10	0.1%
7000	8	0.1%
7250	1	< 0.1%

Value	Count	Frequency (%)
2065146350	1	< 0.1%
984011000	1	< 0.1%
166526960	1	< 0.1%
157636800	1	< 0.1%
156244000	1	< 0.1%
149837100	1	< 0.1%
147552200	1	< 0.1%
141720000	1	< 0.1%
137338400	1	< 0.1%
136063200	1	< 0.1%

Heatmap
Table

	역이름	동전지폐회수구분	회수보충금액	동전금액	10원	50원	100원	500원	1000원	5000원	10000원	지폐금액	장비보관금
역이름	1.000	0.088	0.260	0.000	0.000	0.000	0.262	0.097	0.360	0.245	0.254	0.247	0.000
동전지폐회수구분	0.088	1.000	0.723	0.011	0.019	0.019	0.235	0.031	0.695	0.665	0.698	0.753	0.021
회수보충금액	0.260	0.723	1.000	0.076	0.088	0.088	0.086	0.094	0.781	0.953	0.966	1.000	0.104
동전금액	0.000	0.011	0.076	1.000	1.000	1.000	0.808	0.676	0.000	0.000	0.000	0.000	0.500
10원	0.000	0.019	0.088	1.000	1.000	0.966	1.000	0.548	0.000	0.000	0.000	0.000	0.363
50원	0.000	0.019	0.088	1.000	0.966	1.000	1.000	0.548	0.000	0.000	0.000	0.000	0.363
100원	0.262	0.235	0.086	0.808	1.000	1.000	1.000	0.894	0.021	0.000	0.022	0.039	0.941
500원	0.097	0.031	0.094	0.676	0.548	0.548	0.894	1.000	0.000	0.000	0.000	0.000	0.827
1000원	0.360	0.695	0.781	0.000	0.000	0.000	0.021	0.000	1.000	0.738	0.709	0.792	0.000
5000원	0.245	0.665	0.953	0.000	0.000	0.000	0.000	0.000	0.738	1.000	0.941	0.957	0.000
10000원	0.254	0.698	0.966	0.000	0.000	0.000	0.022	0.000	0.709	0.941	1.000	0.970	0.000
지폐금액	0.247	0.753	1.000	0.000	0.000	0.000	0.039	0.000	0.792	0.957	0.970	1.000	0.000
장비보관금	0.000	0.021	0.104	0.500	0.363	0.363	0.941	0.827	0.000	0.000	0.000	0.000	1.000

Heatmap
Table

	역이름	동전지폐회수구분
역이름	1.000	0.043
동전지폐회수구분	0.043	1.000

Heatmap
Table

	회수보충금액	동전금액	10원	50원	100원	500원	1000원	5000원	10000원	지폐금액	장비보관금	역이름	동전지폐회수구분
회수보충금액	1.000	-0.551	-0.053	-0.402	-0.550	-0.280	0.675	0.607	0.608	0.686	0.560	0.099	0.383
동전금액	-0.551	1.000	0.526	0.800	0.992	0.826	-0.400	-0.330	-0.330	-0.400	0.092	0.000	0.009
10원	-0.053	0.526	1.000	0.507	0.519	0.617	-0.160	-0.132	-0.132	-0.160	0.189	0.000	0.023
50원	-0.402	0.800	0.507	1.000	0.809	0.617	-0.311	-0.256	-0.256	-0.311	0.041	0.000	0.023
100원	-0.550	0.992	0.519	0.809	1.000	0.791	-0.397	-0.327	-0.327	-0.397	0.076	0.123	0.161
500원	-0.280	0.826	0.617	0.617	0.791	1.000	-0.292	-0.241	-0.241	-0.292	0.361	0.050	0.023
1000원	0.675	-0.400	-0.160	-0.311	-0.397	-0.292	1.000	0.786	0.786	0.991	0.205	0.141	0.359
5000원	0.607	-0.330	-0.132	-0.256	-0.327	-0.241	0.786	1.000	1.000	0.857	0.309	0.093	0.336
10000원	0.608	-0.330	-0.132	-0.256	-0.327	-0.241	0.786	1.000	1.000	0.857	0.309	0.096	0.363
지폐금액	0.686	-0.400	-0.160	-0.311	-0.397	-0.292	0.991	0.857	0.857	1.000	0.233	0.094	0.410
장비보관금	0.560	0.092	0.189	0.041	0.076	0.361	0.205	0.309	0.309	0.233	1.000	0.000	0.016
역이름	0.099	0.000	0.000	0.000	0.123	0.050	0.141	0.093	0.096	0.094	0.000	1.000	0.043
동전지폐회수구분	0.383	0.009	0.023	0.023	0.161	0.023	0.359	0.336	0.363	0.410	0.016	0.043	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	영업월	역이름	동전지폐회수구분	회수보충금액	동전금액	10원	50원	100원	500원	1000원	지폐금액	장비보관금
18882	2006-03	용문역	지폐보충	3147000	0	0	0	0	0	0	0	8369600
3120	2006-03	현충원역	지폐회수	5329000	0	0	0	0	0	5329	5329000	2199750
19170	2006-03	판암역	동전보충	31000	31000	0	0	310	0	0	0	205750
158	2006-03	서대전네거리역	동전회수	2162300	2162300	50	0	1718	3980	0	0	28432350
18821	2006-03	월드컵경기장역	동전회수	48500	48500	0	20	125	70	0	0	19648300
4422	2006-03	시청역	동전회수	2586700	2586700	100	280	12917	2560	0	0	62577900
2541	2006-03	오룡역	지폐회수	9071000	0	0	0	0	0	9071	9071000	5243700
11473	2006-03	지족역	지폐보충	12650000	0	0	0	0	0	0	0	28064150
8536	2006-03	지족역	<NA>	4066000	0	0	0	0	0	0	0	9688000
5382	2006-03	노은역	동전클리어	126550	18200	0	0	82	20	0	0	78200

	영업월	역이름	동전지폐회수구분	회수보충금액	동전금액	50원	100원	500원	1000원	지폐금액	장비보관금
10279	2006-03	대동역	지폐보충	14484000	0	0	0	0	0	0	66532400
18532	2006-03	대전역	<NA>	3791000	0	0	0	0	0	0	20044400
4030	2006-03	중앙로역	동전클리어	137530	0	0	0	0	0	0	161000
501	2006-03	시청역	동전보충	273600	273600	714	2379	0	0	0	2051700
1220	2006-03	오룡역	지폐회수	11416000	0	0	0	0	11416	11416000	13428050
8277	2006-03	월평역	동전클리어	60900	0	0	0	0	0	0	660000
17579	2006-03	중앙로역	동전보충	32500	32500	70	240	10	0	0	447650
19488	2006-03	노은역	지폐보충	3691000	0	0	0	0	0	0	5831600
222	2006-03	정부청사역	동전클리어	874290	0	0	0	0	0	0	0
9469	2006-03	유성온천역	<NA>	1872000	0	0	0	0	0	0	15324400

Most frequently occurring

	영업월	역이름	동전지폐회수구분	회수보충금액	동전금액	50원	100원	장비보관금	# duplicates
0	2006-03	노은역	동전보충	15000	15000	100	100	25000	4
1	2006-03	시청역	동전보충	30000	30000	200	200	50000	3
3	2006-03	월평역	동전보충	15000	15000	100	100	25000	3
2	2006-03	월드컵경기장역	동전보충	15000	15000	100	100	25000	2
4	2006-03	유성온천역	동전보충	15000	15000	100	100	25000	2
5	2006-03	중구청역	동전보충	15000	15000	100	100	25000	2
6	2006-03	중앙로역	동전보충	25000	25000	100	200	45000	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring