gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	108
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	15.2 KiB
Average record size in memory	144.2 B

Variable types

DateTime	1
Numeric	15

Dataset

Description	광주교통공사 무료대여자전거대여수에 대한 데이터로 월별 , 역별(소태역, 학동증심사역 등) 자전거 대여수 정보를 제공합니다.
Author	광주교통공사
URL	https://www.data.go.kr/data/15046052/fileData.do

Alerts

`소태역` is highly overall correlated with `학동증심사입구역` and 12 other fields	High correlation
`학동증심사입구역` is highly overall correlated with `소태역` and 13 other fields	High correlation
`남광주역` is highly overall correlated with `소태역` and 13 other fields	High correlation
`금남로5가역` is highly overall correlated with `소태역` and 13 other fields	High correlation
`농성역` is highly overall correlated with `소태역` and 12 other fields	High correlation
`화정역` is highly overall correlated with `소태역` and 13 other fields	High correlation
`쌍촌역` is highly overall correlated with `소태역` and 12 other fields	High correlation
`운천역` is highly overall correlated with `소태역` and 13 other fields	High correlation
`상무역` is highly overall correlated with `소태역` and 13 other fields	High correlation
`김대중컨벤션센터역` is highly overall correlated with `학동증심사입구역` and 12 other fields	High correlation
`공항역` is highly overall correlated with `소태역` and 13 other fields	High correlation
`송정공원역` is highly overall correlated with `소태역` and 12 other fields	High correlation
`광주송정역` is highly overall correlated with `소태역` and 9 other fields	High correlation
`도산역` is highly overall correlated with `소태역` and 12 other fields	High correlation
`평동역` is highly overall correlated with `소태역` and 13 other fields	High correlation
`월별 대여수` has unique values	Unique
`소태역` has 12 (11.1%) zeros	Zeros
`학동증심사입구역` has 14 (13.0%) zeros	Zeros
`남광주역` has 10 (9.3%) zeros	Zeros
`금남로5가역` has 10 (9.3%) zeros	Zeros
`농성역` has 9 (8.3%) zeros	Zeros
`화정역` has 11 (10.2%) zeros	Zeros
`쌍촌역` has 13 (12.0%) zeros	Zeros
`운천역` has 10 (9.3%) zeros	Zeros
`상무역` has 11 (10.2%) zeros	Zeros
`김대중컨벤션센터역` has 9 (8.3%) zeros	Zeros
`공항역` has 12 (11.1%) zeros	Zeros
`송정공원역` has 10 (9.3%) zeros	Zeros
`광주송정역` has 29 (26.9%) zeros	Zeros
`도산역` has 11 (10.2%) zeros	Zeros
`평동역` has 9 (8.3%) zeros	Zeros

Reproduction

Analysis started	2024-04-06 08:40:28.333108
Analysis finished	2024-04-06 08:41:36.230107
Duration	1 minute and 7.9 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

월별 대여수
Date

UNIQUE

Distinct	108
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	996.0 B

Minimum	2015-01-01 00:00:00
Maximum	2023-12-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

소태역
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	37.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.453704

Minimum	0
Maximum	133
Zeros	12
Zeros (%)	11.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.75
median	12
Q3	26
95-th percentile	41.3
Maximum	133
Range	133
Interquartile range (IQR)	22.25

Descriptive statistics

Standard deviation	17.881952
Coefficient of variation (CV)	1.086804
Kurtosis	15.772053
Mean	16.453704
Median Absolute Deviation (MAD)	10
Skewness	2.9214395
Sum	1777
Variance	319.76419
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	12	11.1%
7	6	5.6%
1	5	4.6%
12	5	4.6%
3	5	4.6%
2	5	4.6%
29	4	3.7%
5	4	3.7%
4	4	3.7%
6	4	3.7%
Other values (30)	54	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	11.1%
1	5	4.6%
2	5	4.6%
3	5	4.6%
4	4	3.7%
5	4	3.7%
6	4	3.7%
7	6	5.6%
8	1	0.9%
9	2	1.9%

Value	Count	Frequency (%)
133	1	0.9%
56	1	0.9%
54	1	0.9%
48	2	1.9%
42	1	0.9%
40	1	0.9%
39	1	0.9%
38	2	1.9%
36	2	1.9%
35	1	0.9%

학동증심사입구역
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	46
Distinct (%)	42.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.907407

Minimum	0
Maximum	222
Zeros	14
Zeros (%)	13.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	20
Q3	44
95-th percentile	67.65
Maximum	222
Range	222
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	30.135686
Coefficient of variation (CV)	1.1199773
Kurtosis	15.037712
Mean	26.907407
Median Absolute Deviation (MAD)	19
Skewness	2.7155555
Sum	2906
Variance	908.15957
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0	14	13.0%
3	8	7.4%
2	6	5.6%
1	5	4.6%
42	4	3.7%
44	4	3.7%
45	4	3.7%
4	4	3.7%
5	3	2.8%
6	3	2.8%
Other values (36)	53	49.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	13.0%
1	5	4.6%
2	6	5.6%
3	8	7.4%
4	4	3.7%
5	3	2.8%
6	3	2.8%
7	2	1.9%
8	1	0.9%
10	1	0.9%

Value	Count	Frequency (%)
222	1	0.9%
88	1	0.9%
77	1	0.9%
72	2	1.9%
68	1	0.9%
67	1	0.9%
65	1	0.9%
64	1	0.9%
62	1	0.9%
60	1	0.9%

남광주역
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	70
Distinct (%)	64.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.601852

Minimum	0
Maximum	224
Zeros	10
Zeros (%)	9.3%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	19
median	44
Q3	83.25
95-th percentile	117.95
Maximum	224
Range	224
Interquartile range (IQR)	64.25

Descriptive statistics

Standard deviation	41.563585
Coefficient of variation (CV)	0.7901544
Kurtosis	1.249187
Mean	52.601852
Median Absolute Deviation (MAD)	29.5
Skewness	0.90577806
Sum	5681
Variance	1727.5316
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10	9.3%
31	6	5.6%
19	4	3.7%
23	4	3.7%
40	3	2.8%
10	3	2.8%
100	2	1.9%
103	2	1.9%
87	2	1.9%
84	2	1.9%
Other values (60)	70	64.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	9.3%
1	1	0.9%
2	1	0.9%
3	1	0.9%
8	1	0.9%
9	1	0.9%
10	3	2.8%
11	1	0.9%
12	1	0.9%
14	1	0.9%

Value	Count	Frequency (%)
224	1	0.9%
140	1	0.9%
129	1	0.9%
126	1	0.9%
122	1	0.9%
119	1	0.9%
116	1	0.9%
114	1	0.9%
112	2	1.9%
109	1	0.9%

금남로5가역
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	59
Distinct (%)	54.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.537037

Minimum	0
Maximum	114
Zeros	10
Zeros (%)	9.3%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	12
median	32.5
Q3	51.75
95-th percentile	88.3
Maximum	114
Range	114
Interquartile range (IQR)	39.75

Descriptive statistics

Standard deviation	29.004488
Coefficient of variation (CV)	0.8161763
Kurtosis	-0.42251202
Mean	35.537037
Median Absolute Deviation (MAD)	20.5
Skewness	0.70387407
Sum	3838
Variance	841.2603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10	9.3%
6	6	5.6%
12	5	4.6%
13	4	3.7%
42	4	3.7%
33	4	3.7%
17	3	2.8%
1	3	2.8%
18	3	2.8%
26	3	2.8%
Other values (49)	63	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	9.3%
1	3	2.8%
4	1	0.9%
5	1	0.9%
6	6	5.6%
7	1	0.9%
8	1	0.9%
12	5	4.6%
13	4	3.7%
14	1	0.9%

Value	Count	Frequency (%)
114	1	0.9%
100	1	0.9%
99	1	0.9%
98	1	0.9%
92	1	0.9%
89	1	0.9%
87	1	0.9%
86	1	0.9%
85	1	0.9%
82	2	1.9%

농성역
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	67
Distinct (%)	62.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.444444

Minimum	0
Maximum	114
Zeros	9
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	28.5
median	53.5
Q3	77.25
95-th percentile	93.65
Maximum	114
Range	114
Interquartile range (IQR)	48.75

Descriptive statistics

Standard deviation	30.244899
Coefficient of variation (CV)	0.59956848
Kurtosis	-1.0704865
Mean	50.444444
Median Absolute Deviation (MAD)	24.5
Skewness	-0.10012233
Sum	5448
Variance	914.75389
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9	8.3%
79	4	3.7%
36	3	2.8%
38	3	2.8%
12	3	2.8%
63	3	2.8%
69	2	1.9%
92	2	1.9%
53	2	1.9%
78	2	1.9%
Other values (57)	75	69.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	8.3%
2	1	0.9%
8	1	0.9%
9	1	0.9%
10	1	0.9%
11	2	1.9%
12	3	2.8%
14	1	0.9%
15	1	0.9%
19	1	0.9%

Value	Count	Frequency (%)
114	1	0.9%
103	1	0.9%
102	1	0.9%
98	1	0.9%
95	1	0.9%
94	1	0.9%
93	1	0.9%
92	2	1.9%
91	1	0.9%
90	2	1.9%

화정역
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	32
Distinct (%)	29.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.657407

Minimum	0
Maximum	42
Zeros	11
Zeros (%)	10.2%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	12
Q3	18
95-th percentile	29.65
Maximum	42
Range	42
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.1316048
Coefficient of variation (CV)	0.72144354
Kurtosis	0.2508017
Mean	12.657407
Median Absolute Deviation (MAD)	6
Skewness	0.69591168
Sum	1367
Variance	83.386206
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	11	10.2%
18	7	6.5%
5	7	6.5%
15	7	6.5%
13	6	5.6%
10	5	4.6%
14	5	4.6%
8	5	4.6%
4	5	4.6%
9	5	4.6%
Other values (22)	45	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	10.2%
1	2	1.9%
2	3	2.8%
4	5	4.6%
5	7	6.5%
6	4	3.7%
7	2	1.9%
8	5	4.6%
9	5	4.6%
10	5	4.6%

Value	Count	Frequency (%)
42	1	0.9%
37	1	0.9%
32	1	0.9%
31	2	1.9%
30	1	0.9%
29	1	0.9%
28	1	0.9%
27	1	0.9%
26	4	3.7%
24	3	2.8%

쌍촌역
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	42
Distinct (%)	38.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.703704

Minimum	0
Maximum	61
Zeros	13
Zeros (%)	12.0%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7.75
median	14
Q3	25
95-th percentile	43.95
Maximum	61
Range	61
Interquartile range (IQR)	17.25

Descriptive statistics

Standard deviation	13.530346
Coefficient of variation (CV)	0.81002072
Kurtosis	0.79209579
Mean	16.703704
Median Absolute Deviation (MAD)	8.5
Skewness	0.99833748
Sum	1804
Variance	183.07027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	13	12.0%
11	7	6.5%
17	7	6.5%
14	5	4.6%
10	5	4.6%
9	5	4.6%
28	4	3.7%
16	4	3.7%
15	4	3.7%
25	4	3.7%
Other values (32)	50	46.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	12.0%
1	2	1.9%
2	2	1.9%
3	2	1.9%
4	1	0.9%
5	4	3.7%
6	2	1.9%
7	1	0.9%
8	2	1.9%
9	5	4.6%

Value	Count	Frequency (%)
61	1	0.9%
54	1	0.9%
53	1	0.9%
48	1	0.9%
45	2	1.9%
42	1	0.9%
41	1	0.9%
39	1	0.9%
38	2	1.9%
37	1	0.9%

운천역
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	59
Distinct (%)	54.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.777778

Minimum	0
Maximum	129
Zeros	10
Zeros (%)	9.3%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14
median	35
Q3	54
95-th percentile	85.65
Maximum	129
Range	129
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	28.102727
Coefficient of variation (CV)	0.78547993
Kurtosis	0.088503822
Mean	35.777778
Median Absolute Deviation (MAD)	20
Skewness	0.69908108
Sum	3864
Variance	789.76324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10	9.3%
54	5	4.6%
19	5	4.6%
41	4	3.7%
2	3	2.8%
15	3	2.8%
18	3	2.8%
14	3	2.8%
44	3	2.8%
46	3	2.8%
Other values (49)	66	61.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	9.3%
1	2	1.9%
2	3	2.8%
4	1	0.9%
5	2	1.9%
6	2	1.9%
7	1	0.9%
11	2	1.9%
12	2	1.9%
14	3	2.8%

Value	Count	Frequency (%)
129	1	0.9%
107	1	0.9%
96	1	0.9%
87	2	1.9%
86	1	0.9%
85	1	0.9%
82	1	0.9%
81	1	0.9%
80	1	0.9%
76	1	0.9%

상무역
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	68
Distinct (%)	63.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	71.407407

Minimum	0
Maximum	164
Zeros	11
Zeros (%)	10.2%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	31
median	76.5
Q3	100
95-th percentile	150.65
Maximum	164
Range	164
Interquartile range (IQR)	69

Descriptive statistics

Standard deviation	46.655436
Coefficient of variation (CV)	0.65336969
Kurtosis	-0.9117584
Mean	71.407407
Median Absolute Deviation (MAD)	36.5
Skewness	0.15612037
Sum	7712
Variance	2176.7297
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11	10.2%
20	4	3.7%
86	4	3.7%
98	3	2.8%
38	3	2.8%
151	3	2.8%
31	3	2.8%
76	3	2.8%
71	2	1.9%
36	2	1.9%
Other values (58)	70	64.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	10.2%
7	1	0.9%
15	2	1.9%
16	1	0.9%
17	1	0.9%
18	1	0.9%
20	4	3.7%
24	1	0.9%
25	1	0.9%
27	1	0.9%

Value	Count	Frequency (%)
164	1	0.9%
161	1	0.9%
160	1	0.9%
151	3	2.8%
150	1	0.9%
149	2	1.9%
148	2	1.9%
145	1	0.9%
142	1	0.9%
133	1	0.9%

김대중컨벤션센터역
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	58
Distinct (%)	53.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.814815

Minimum	0
Maximum	177
Zeros	9
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	15.75
median	29.5
Q3	46.25
95-th percentile	94.25
Maximum	177
Range	177
Interquartile range (IQR)	30.5

Descriptive statistics

Standard deviation	31.37567
Coefficient of variation (CV)	0.87605284
Kurtosis	5.4859613
Mean	35.814815
Median Absolute Deviation (MAD)	15.5
Skewness	1.9613502
Sum	3868
Variance	984.43268
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9	8.3%
27	4	3.7%
14	4	3.7%
17	4	3.7%
30	4	3.7%
20	3	2.8%
18	3	2.8%
36	3	2.8%
38	3	2.8%
32	3	2.8%
Other values (48)	68	63.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	8.3%
1	1	0.9%
2	1	0.9%
6	1	0.9%
9	3	2.8%
10	3	2.8%
11	1	0.9%
12	1	0.9%
13	2	1.9%
14	4	3.7%

Value	Count	Frequency (%)
177	1	0.9%
164	1	0.9%
118	1	0.9%
113	1	0.9%
108	1	0.9%
96	1	0.9%
91	1	0.9%
83	1	0.9%
75	1	0.9%
74	1	0.9%

공항역
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	52
Distinct (%)	48.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.648148

Minimum	0
Maximum	115
Zeros	12
Zeros (%)	11.1%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7
median	19
Q3	37
95-th percentile	78.9
Maximum	115
Range	115
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	24.917552
Coefficient of variation (CV)	0.97151466
Kurtosis	1.8850853
Mean	25.648148
Median Absolute Deviation (MAD)	14
Skewness	1.3830003
Sum	2770
Variance	620.88439
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12	11.1%
8	5	4.6%
9	4	3.7%
32	4	3.7%
7	4	3.7%
17	4	3.7%
23	3	2.8%
1	3	2.8%
10	3	2.8%
47	3	2.8%
Other values (42)	63	58.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	11.1%
1	3	2.8%
2	3	2.8%
3	1	0.9%
4	2	1.9%
5	2	1.9%
6	2	1.9%
7	4	3.7%
8	5	4.6%
9	4	3.7%

Value	Count	Frequency (%)
115	1	0.9%
102	1	0.9%
96	1	0.9%
95	1	0.9%
82	1	0.9%
81	1	0.9%
75	1	0.9%
71	1	0.9%
65	1	0.9%
63	1	0.9%

송정공원역
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	54
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.277778

Minimum	0
Maximum	87
Zeros	10
Zeros (%)	9.3%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	19
median	33.5
Q3	47
95-th percentile	67.65
Maximum	87
Range	87
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	20.174395
Coefficient of variation (CV)	0.60624227
Kurtosis	-0.41793649
Mean	33.277778
Median Absolute Deviation (MAD)	14
Skewness	0.26057705
Sum	3594
Variance	407.00623
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10	9.3%
37	5	4.6%
26	4	3.7%
43	4	3.7%
20	4	3.7%
29	3	2.8%
35	3	2.8%
48	3	2.8%
22	3	2.8%
11	3	2.8%
Other values (44)	66	61.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	9.3%
6	1	0.9%
10	2	1.9%
11	3	2.8%
12	1	0.9%
13	2	1.9%
14	3	2.8%
15	2	1.9%
16	1	0.9%
18	1	0.9%

Value	Count	Frequency (%)
87	1	0.9%
82	1	0.9%
71	1	0.9%
70	1	0.9%
69	1	0.9%
68	1	0.9%
67	1	0.9%
66	1	0.9%
64	1	0.9%
62	1	0.9%

광주송정역
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	57
Distinct (%)	52.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43.990741

Minimum	0
Maximum	190
Zeros	29
Zeros (%)	26.9%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	23
Q3	74.5
95-th percentile	145
Maximum	190
Range	190
Interquartile range (IQR)	74.5

Descriptive statistics

Standard deviation	49.341551
Coefficient of variation (CV)	1.1216349
Kurtosis	0.078428926
Mean	43.990741
Median Absolute Deviation (MAD)	23
Skewness	1.0313897
Sum	4751
Variance	2434.5887
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29	26.9%
10	4	3.7%
3	3	2.8%
80	3	2.8%
14	3	2.8%
62	3	2.8%
37	3	2.8%
15	3	2.8%
26	2	1.9%
25	2	1.9%
Other values (47)	53	49.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	26.9%
1	1	0.9%
2	1	0.9%
3	3	2.8%
4	1	0.9%
5	2	1.9%
10	4	3.7%
11	1	0.9%
12	1	0.9%
14	3	2.8%

Value	Count	Frequency (%)
190	1	0.9%
172	1	0.9%
158	1	0.9%
150	1	0.9%
146	1	0.9%
145	2	1.9%
139	1	0.9%
135	1	0.9%
133	1	0.9%
132	1	0.9%

도산역
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	57
Distinct (%)	52.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30.712963

Minimum	0
Maximum	112
Zeros	11
Zeros (%)	10.2%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	12
median	24.5
Q3	44.25
95-th percentile	77.65
Maximum	112
Range	112
Interquartile range (IQR)	32.25

Descriptive statistics

Standard deviation	24.800909
Coefficient of variation (CV)	0.80750622
Kurtosis	0.26281456
Mean	30.712963
Median Absolute Deviation (MAD)	14.5
Skewness	0.85400215
Sum	3317
Variance	615.08506
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11	10.2%
15	6	5.6%
21	5	4.6%
12	5	4.6%
41	4	3.7%
10	4	3.7%
39	3	2.8%
34	3	2.8%
19	3	2.8%
38	3	2.8%
Other values (47)	61	56.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11	10.2%
1	2	1.9%
2	1	0.9%
3	1	0.9%
4	1	0.9%
8	1	0.9%
9	2	1.9%
10	4	3.7%
11	3	2.8%
12	5	4.6%

Value	Count	Frequency (%)
112	1	0.9%
97	1	0.9%
84	1	0.9%
83	1	0.9%
80	1	0.9%
78	1	0.9%
77	1	0.9%
75	1	0.9%
68	1	0.9%
67	1	0.9%

평동역
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	81
Distinct (%)	75.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	128.9537

Minimum	0
Maximum	513
Zeros	9
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	1.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	58
median	97.5
Q3	174
95-th percentile	363.25
Maximum	513
Range	513
Interquartile range (IQR)	116

Descriptive statistics

Standard deviation	110.89453
Coefficient of variation (CV)	0.85995612
Kurtosis	1.9515838
Mean	128.9537
Median Absolute Deviation (MAD)	47
Skewness	1.4541989
Sum	13927
Variance	12297.596
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9	8.3%
92	3	2.8%
73	3	2.8%
113	2	1.9%
108	2	1.9%
65	2	1.9%
16	2	1.9%
42	2	1.9%
84	2	1.9%
40	2	1.9%
Other values (71)	79	73.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	8.3%
5	1	0.9%
15	1	0.9%
16	2	1.9%
20	1	0.9%
33	1	0.9%
40	2	1.9%
41	1	0.9%
42	2	1.9%
46	1	0.9%

Value	Count	Frequency (%)
513	1	0.9%
452	1	0.9%
450	1	0.9%
438	1	0.9%
411	1	0.9%
365	1	0.9%
360	2	1.9%
340	1	0.9%
323	1	0.9%
279	1	0.9%

Phik (φk)
Auto

Heatmap
Table

	소태역	학동증심사입구역	남광주역	금남로5가역	농성역	화정역	쌍촌역	운천역	상무역	김대중컨벤션센터역	공항역	송정공원역	광주송정역	도산역	평동역
소태역	1.000	0.766	0.526	0.453	0.537	0.616	0.619	0.584	0.673	0.327	0.548	0.302	0.620	0.485	0.568
학동증심사입구역	0.766	1.000	0.654	0.853	0.633	0.609	0.824	0.790	0.833	0.553	0.806	0.554	0.863	0.723	0.845
남광주역	0.526	0.654	1.000	0.702	0.573	0.559	0.596	0.846	0.673	0.806	0.793	0.711	0.749	0.762	0.795
금남로5가역	0.453	0.853	0.702	1.000	0.717	0.652	0.692	0.857	0.780	0.727	0.841	0.843	0.746	0.726	0.860
농성역	0.537	0.633	0.573	0.717	1.000	0.598	0.584	0.752	0.791	0.488	0.607	0.723	0.615	0.682	0.677
화정역	0.616	0.609	0.559	0.652	0.598	1.000	0.594	0.622	0.654	0.449	0.678	0.572	0.632	0.553	0.562
쌍촌역	0.619	0.824	0.596	0.692	0.584	0.594	1.000	0.833	0.660	0.652	0.793	0.719	0.764	0.751	0.692
운천역	0.584	0.790	0.846	0.857	0.752	0.622	0.833	1.000	0.834	0.739	0.906	0.881	0.869	0.865	0.916
상무역	0.673	0.833	0.673	0.780	0.791	0.654	0.660	0.834	1.000	0.544	0.751	0.760	0.636	0.759	0.784
김대중컨벤션센터역	0.327	0.553	0.806	0.727	0.488	0.449	0.652	0.739	0.544	1.000	0.743	0.668	0.655	0.597	0.788
공항역	0.548	0.806	0.793	0.841	0.607	0.678	0.793	0.906	0.751	0.743	1.000	0.811	0.869	0.890	0.874
송정공원역	0.302	0.554	0.711	0.843	0.723	0.572	0.719	0.881	0.760	0.668	0.811	1.000	0.690	0.801	0.854
광주송정역	0.620	0.863	0.749	0.746	0.615	0.632	0.764	0.869	0.636	0.655	0.869	0.690	1.000	0.862	0.821
도산역	0.485	0.723	0.762	0.726	0.682	0.553	0.751	0.865	0.759	0.597	0.890	0.801	0.862	1.000	0.798
평동역	0.568	0.845	0.795	0.860	0.677	0.562	0.692	0.916	0.784	0.788	0.874	0.854	0.821	0.798	1.000

Heatmap
Table

	소태역	학동증심사입구역	남광주역	금남로5가역	농성역	화정역	쌍촌역	운천역	상무역	김대중컨벤션센터역	공항역	송정공원역	광주송정역	도산역	평동역
소태역	1.000	0.791	0.795	0.618	0.794	0.610	0.546	0.721	0.828	0.493	0.725	0.530	0.643	0.604	0.697
학동증심사입구역	0.791	1.000	0.880	0.810	0.766	0.591	0.633	0.844	0.855	0.679	0.840	0.565	0.780	0.738	0.851
남광주역	0.795	0.880	1.000	0.847	0.768	0.637	0.630	0.843	0.831	0.648	0.829	0.672	0.723	0.749	0.840
금남로5가역	0.618	0.810	0.847	1.000	0.683	0.609	0.605	0.849	0.727	0.725	0.767	0.730	0.677	0.741	0.853
농성역	0.794	0.766	0.768	0.683	1.000	0.503	0.552	0.741	0.790	0.516	0.671	0.543	0.497	0.684	0.663
화정역	0.610	0.591	0.637	0.609	0.503	1.000	0.529	0.605	0.600	0.537	0.575	0.570	0.563	0.556	0.541
쌍촌역	0.546	0.633	0.630	0.605	0.552	0.529	1.000	0.652	0.665	0.579	0.613	0.533	0.464	0.672	0.558
운천역	0.721	0.844	0.843	0.849	0.741	0.605	0.652	1.000	0.803	0.662	0.817	0.744	0.659	0.805	0.848
상무역	0.828	0.855	0.831	0.727	0.790	0.600	0.665	0.803	1.000	0.606	0.812	0.624	0.593	0.763	0.762
김대중컨벤션센터역	0.493	0.679	0.648	0.725	0.516	0.537	0.579	0.662	0.606	1.000	0.689	0.570	0.595	0.668	0.728
공항역	0.725	0.840	0.829	0.767	0.671	0.575	0.613	0.817	0.812	0.689	1.000	0.693	0.646	0.798	0.833
송정공원역	0.530	0.565	0.672	0.730	0.543	0.570	0.533	0.744	0.624	0.570	0.693	1.000	0.357	0.708	0.659
광주송정역	0.643	0.780	0.723	0.677	0.497	0.563	0.464	0.659	0.593	0.595	0.646	0.357	1.000	0.428	0.748
도산역	0.604	0.738	0.749	0.741	0.684	0.556	0.672	0.805	0.763	0.668	0.798	0.708	0.428	1.000	0.703
평동역	0.697	0.851	0.840	0.853	0.663	0.541	0.558	0.848	0.762	0.728	0.833	0.659	0.748	0.703	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

	월별 대여수	소태역	학동증심사입구역	남광주역	금남로5가역	농성역	화정역	쌍촌역	운천역	상무역	김대중컨벤션센터역	공항역	송정공원역	광주송정역	도산역	평동역
0	2015-01-01	7	42	62	47	57	10	11	62	98	20	65	45	68	39	221
1	2015-02-01	20	42	54	61	51	26	10	36	79	73	46	19	80	39	323
2	2015-03-01	27	65	103	85	72	30	29	74	151	40	82	56	63	65	450
3	2015-04-01	21	57	122	82	66	18	27	82	100	46	95	71	97	77	360
4	2015-05-01	32	88	224	98	98	26	32	129	151	118	115	82	158	112	411
5	2015-06-01	19	64	112	80	60	31	54	76	97	108	102	68	80	80	340
6	2015-07-01	20	60	87	86	40	28	53	107	126	96	75	70	101	63	360
7	2015-08-01	22	68	84	114	55	29	25	87	149	113	71	64	145	64	438
8	2015-09-01	27	72	31	99	61	13	45	85	123	177	81	61	132	49	452
9	2015-10-01	13	49	140	100	81	15	24	96	133	164	96	87	146	75	513

	월별 대여수	소태역	학동증심사입구역	남광주역	금남로5가역	농성역	화정역	쌍촌역	운천역	상무역	김대중컨벤션센터역	공항역	송정공원역	광주송정역	도산역	평동역
98	2023-03-01	10	1	12	14	37	14	1	19	28	18	2	36	15	10	20
99	2023-04-01	15	3	25	13	39	11	6	14	36	38	6	42	11	4	46
100	2023-05-01	8	2	26	17	38	12	5	16	20	37	7	35	14	10	78
101	2023-06-01	7	2	22	16	34	13	6	18	38	39	10	38	15	15	84
102	2023-07-01	3	1	23	18	36	15	5	17	31	47	7	23	20	15	92
103	2023-08-01	5	2	11	6	26	5	1	17	38	36	9	34	14	14	86
104	2023-09-01	12	4	16	13	38	19	9	19	20	38	10	37	16	11	62
105	2023-10-01	11	5	19	16	40	10	11	21	25	36	8	35	21	12	58
106	2023-11-01	5	3	25	18	36	16	14	12	20	45	7	20	14	11	53
107	2023-12-01	3	2	30	19	31	5	0	15	17	20	1	14	10	10	62

Overview

Variables

Interactions

Correlations

Missing values

Sample