gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	36
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.5 KiB
Average record size in memory	127.7 B

Variable types

Categorical	2
Numeric	12

Dataset

Description	함안지방공사에서 운영하는 체육시설인 함안체육관 및 칠원국민체육센터의 군민 이용 현황 정보제공 (수영장 과 헬스장을 이용한 월간 이용객수)
URL	https://www.data.go.kr/data/15010457/fileData.do

Alerts

`수영회원` is highly overall correlated with `수영일일` and 11 other fields	High correlation
`수영일일` is highly overall correlated with `수영회원` and 11 other fields	High correlation
`수영소계` is highly overall correlated with `수영회원` and 11 other fields	High correlation
`수영일평균` is highly overall correlated with `수영회원` and 11 other fields	High correlation
`헬스회원` is highly overall correlated with `수영회원` and 11 other fields	High correlation
`헬스일일` is highly overall correlated with `수영회원` and 10 other fields	High correlation
`헬스소계` is highly overall correlated with `수영회원` and 10 other fields	High correlation
`헬스일평균` is highly overall correlated with `수영회원` and 11 other fields	High correlation
`그룹운동(GX)인원` is highly overall correlated with `수영회원` and 10 other fields	High correlation
`그룹운동(GX)일평균` is highly overall correlated with `수영회원` and 10 other fields	High correlation
`계` is highly overall correlated with `수영회원` and 11 other fields	High correlation
`일평균` is highly overall correlated with `수영회원` and 11 other fields	High correlation
`연도` is highly overall correlated with `수영회원` and 7 other fields	High correlation
`수영회원` has 14 (38.9%) zeros	Zeros
`수영일일` has 14 (38.9%) zeros	Zeros
`수영소계` has 14 (38.9%) zeros	Zeros
`수영일평균` has 14 (38.9%) zeros	Zeros
`헬스회원` has 14 (38.9%) zeros	Zeros
`헬스일일` has 21 (58.3%) zeros	Zeros
`헬스소계` has 13 (36.1%) zeros	Zeros
`헬스일평균` has 13 (36.1%) zeros	Zeros
`그룹운동(GX)인원` has 29 (80.6%) zeros	Zeros
`그룹운동(GX)일평균` has 29 (80.6%) zeros	Zeros
`계` has 13 (36.1%) zeros	Zeros
`일평균` has 13 (36.1%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 03:30:47.941183
Analysis finished	2023-12-12 03:31:06.548031
Duration	18.61 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Memory size	420.0 B

2020년	12
2021년	12
2022년	12

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
2020년	12	33.3%
2021년	12	33.3%
2022년	12	33.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2020년	12	33.3%
2021년	12	33.3%
2022년	12	33.3%

월
Categorical

Distinct	12
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Memory size	420.0 B

1월	3
2월	3
3월	3
4월	3
5월	3
Other values (7)	21

Length

Max length	3
Median length	2
Mean length	2.25
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1월	3	8.3%
2월	3	8.3%
3월	3	8.3%
4월	3	8.3%
5월	3	8.3%
6월	3	8.3%
7월	3	8.3%
8월	3	8.3%
9월	3	8.3%
10월	3	8.3%
Other values (2)	6	16.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
1월	3	8.3%
2월	3	8.3%
3월	3	8.3%
4월	3	8.3%
5월	3	8.3%
6월	3	8.3%
7월	3	8.3%
8월	3	8.3%
9월	3	8.3%
10월	3	8.3%
Other values (2)	6	16.7%

수영회원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	63.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2009.2222

Minimum	0
Maximum	7069
Zeros	14
Zeros (%)	38.9%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1852
Q3	3093.25
95-th percentile	5496.25
Maximum	7069
Range	7069
Interquartile range (IQR)	3093.25

Descriptive statistics

Standard deviation	2100.4869
Coefficient of variation (CV)	1.0454229
Kurtosis	-0.66479721
Mean	2009.2222
Median Absolute Deviation (MAD)	1852
Skewness	0.68107235
Sum	72332
Variance	4412045.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	14	38.9%
7069	1	2.8%
2240	1	2.8%
4665	1	2.8%
4834	1	2.8%
4449	1	2.8%
4240	1	2.8%
5476	1	2.8%
5557	1	2.8%
4357	1	2.8%
Other values (13)	13	36.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	38.9%
315	1	2.8%
1089	1	2.8%
1471	1	2.8%
1578	1	2.8%
2126	1	2.8%
2240	1	2.8%
2289	1	2.8%
2305	1	2.8%
2538	1	2.8%

Value	Count	Frequency (%)
7069	1	2.8%
5557	1	2.8%
5476	1	2.8%
5155	1	2.8%
4834	1	2.8%
4665	1	2.8%
4449	1	2.8%
4357	1	2.8%
4240	1	2.8%
2711	1	2.8%

수영일일
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	61.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	209.44444

Minimum	0
Maximum	721
Zeros	14
Zeros (%)	38.9%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	121.5
Q3	342.25
95-th percentile	684
Maximum	721
Range	721
Interquartile range (IQR)	342.25

Descriptive statistics

Standard deviation	243.18793
Coefficient of variation (CV)	1.1611095
Kurtosis	-0.53529297
Mean	209.44444
Median Absolute Deviation (MAD)	121.5
Skewness	0.91436603
Sum	7540
Variance	59140.368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	14	38.9%
191	2	5.6%
488	1	2.8%
306	1	2.8%
471	1	2.8%
451	1	2.8%
673	1	2.8%
547	1	2.8%
606	1	2.8%
721	1	2.8%
Other values (12)	12	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	38.9%
21	1	2.8%
85	1	2.8%
88	1	2.8%
114	1	2.8%
129	1	2.8%
191	2	5.6%
193	1	2.8%
199	1	2.8%
212	1	2.8%

Value	Count	Frequency (%)
721	1	2.8%
717	1	2.8%
673	1	2.8%
606	1	2.8%
589	1	2.8%
547	1	2.8%
488	1	2.8%
471	1	2.8%
451	1	2.8%
306	1	2.8%

수영소계
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	63.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2218.6667

Minimum	0
Maximum	7557
Zeros	14
Zeros (%)	38.9%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2004.5
Q3	3671.75
95-th percentile	6131
Maximum	7557
Range	7557
Interquartile range (IQR)	3671.75

Descriptive statistics

Standard deviation	2321.2915
Coefficient of variation (CV)	1.0462552
Kurtosis	-0.80599541
Mean	2218.6667
Median Absolute Deviation (MAD)	2004.5
Skewness	0.6533641
Sum	79872
Variance	5388394.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	14	38.9%
7557	1	2.8%
2433	1	2.8%
5136	1	2.8%
5285	1	2.8%
5122	1	2.8%
4787	1	2.8%
6082	1	2.8%
6278	1	2.8%
5074	1	2.8%
Other values (13)	13	36.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	38.9%
336	1	2.8%
1177	1	2.8%
1556	1	2.8%
1692	1	2.8%
2317	1	2.8%
2418	1	2.8%
2433	1	2.8%
2611	1	2.8%
2781	1	2.8%

Value	Count	Frequency (%)
7557	1	2.8%
6278	1	2.8%
6082	1	2.8%
5460	1	2.8%
5285	1	2.8%
5136	1	2.8%
5122	1	2.8%
5074	1	2.8%
4787	1	2.8%
3300	1	2.8%

수영일평균
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	61.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93.972222

Minimum	0
Maximum	329
Zeros	14
Zeros (%)	38.9%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	88
Q3	142.75
95-th percentile	261
Maximum	329
Range	329
Interquartile range (IQR)	142.75

Descriptive statistics

Standard deviation	96.65387
Coefficient of variation (CV)	1.0285366
Kurtosis	-0.09797413
Mean	93.972222
Median Absolute Deviation (MAD)	88
Skewness	0.81492127
Sum	3383
Variance	9341.9706
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	14	38.9%
110	2	5.6%
329	1	2.8%
100	1	2.8%
190	1	2.8%
203	1	2.8%
197	1	2.8%
208	1	2.8%
225	1	2.8%
241	1	2.8%
Other values (12)	12	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	38.9%
77	1	2.8%
78	1	2.8%
84	1	2.8%
86	1	2.8%
90	1	2.8%
93	1	2.8%
100	1	2.8%
103	1	2.8%
107	1	2.8%

Value	Count	Frequency (%)
329	1	2.8%
321	1	2.8%
241	1	2.8%
225	1	2.8%
208	1	2.8%
203	1	2.8%
197	1	2.8%
195	1	2.8%
190	1	2.8%
127	1	2.8%

헬스회원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	61.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1327.3611

Minimum	0
Maximum	4049
Zeros	14
Zeros (%)	38.9%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1559.5
Q3	2357
95-th percentile	3002.75
Maximum	4049
Range	4049
Interquartile range (IQR)	2357

Descriptive statistics

Standard deviation	1236.7931
Coefficient of variation (CV)	0.93176836
Kurtosis	-1.3314923
Mean	1327.3611
Median Absolute Deviation (MAD)	1238.5
Skewness	0.18591679
Sum	47785
Variance	1529657.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	14	38.9%
2049	2	5.6%
4049	1	2.8%
1390	1	2.8%
3098	1	2.8%
2798	1	2.8%
2520	1	2.8%
2248	1	2.8%
2369	1	2.8%
2601	1	2.8%
Other values (12)	12	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	38.9%
321	1	2.8%
750	1	2.8%
1254	1	2.8%
1390	1	2.8%
1729	1	2.8%
1838	1	2.8%
2049	2	5.6%
2052	1	2.8%
2248	1	2.8%

Value	Count	Frequency (%)
4049	1	2.8%
3098	1	2.8%
2971	1	2.8%
2798	1	2.8%
2601	1	2.8%
2520	1	2.8%
2407	1	2.8%
2398	1	2.8%
2369	1	2.8%
2353	1	2.8%

헬스일일
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	41.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.388889

Minimum	0
Maximum	267
Zeros	21
Zeros (%)	58.3%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	109.5
95-th percentile	187.5
Maximum	267
Range	267
Interquartile range (IQR)	109.5

Descriptive statistics

Standard deviation	76.5093
Coefficient of variation (CV)	1.5491197
Kurtosis	0.7524984
Mean	49.388889
Median Absolute Deviation (MAD)	0
Skewness	1.3373139
Sum	1778
Variance	5853.673
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	21	58.3%
133	2	5.6%
267	1	2.8%
228	1	2.8%
163	1	2.8%
1	1	2.8%
6	1	2.8%
8	1	2.8%
79	1	2.8%
85	1	2.8%
Other values (5)	5	13.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	58.3%
1	1	2.8%
6	1	2.8%
8	1	2.8%
79	1	2.8%
85	1	2.8%
106	1	2.8%
120	1	2.8%
128	1	2.8%
133	2	5.6%

Value	Count	Frequency (%)
267	1	2.8%
228	1	2.8%
174	1	2.8%
163	1	2.8%
147	1	2.8%
133	2	5.6%
128	1	2.8%
120	1	2.8%
106	1	2.8%
85	1	2.8%

헬스소계
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1376.75

Minimum	0
Maximum	4316
Zeros	13
Zeros (%)	36.1%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1559.5
Q3	2406.5
95-th percentile	3217.25
Maximum	4316
Range	4316
Interquartile range (IQR)	2406.5

Descriptive statistics

Standard deviation	1288.8667
Coefficient of variation (CV)	0.93616612
Kurtosis	-1.1968433
Mean	1376.75
Median Absolute Deviation (MAD)	1302.5
Skewness	0.25469857
Sum	49563
Variance	1661177.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	13	36.1%
4316	1	2.8%
1390	1	2.8%
3272	1	2.8%
2926	1	2.8%
2626	1	2.8%
2381	1	2.8%
2489	1	2.8%
2748	1	2.8%
2483	1	2.8%
Other values (14)	14	38.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	36.1%
163	1	2.8%
321	1	2.8%
750	1	2.8%
1254	1	2.8%
1390	1	2.8%
1729	1	2.8%
1971	1	2.8%
2049	1	2.8%
2052	1	2.8%

Value	Count	Frequency (%)
4316	1	2.8%
3272	1	2.8%
3199	1	2.8%
2926	1	2.8%
2748	1	2.8%
2626	1	2.8%
2489	1	2.8%
2486	1	2.8%
2483	1	2.8%
2381	1	2.8%

헬스일평균
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	58.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.722222

Minimum	0
Maximum	188
Zeros	13
Zeros (%)	36.1%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	74.5
Q3	93
95-th percentile	137.75
Maximum	188
Range	188
Interquartile range (IQR)	93

Descriptive statistics

Standard deviation	53.78455
Coefficient of variation (CV)	0.90057851
Kurtosis	-0.23913351
Mean	59.722222
Median Absolute Deviation (MAD)	35
Skewness	0.44686536
Sum	2150
Variance	2892.7778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	13	36.1%
188	2	5.6%
96	2	5.6%
79	2	5.6%
63	1	2.8%
121	1	2.8%
113	1	2.8%
101	1	2.8%
104	1	2.8%
92	1	2.8%
Other values (11)	11	30.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	36.1%
27	1	2.8%
50	1	2.8%
63	1	2.8%
70	1	2.8%
73	1	2.8%
76	1	2.8%
79	2	5.6%
80	1	2.8%
82	1	2.8%

Value	Count	Frequency (%)
188	2	5.6%
121	1	2.8%
113	1	2.8%
106	1	2.8%
104	1	2.8%
101	1	2.8%
96	2	5.6%
92	1	2.8%
91	1	2.8%
88	1	2.8%

그룹운동(GX)인원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	22.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	114.08333

Minimum	0
Maximum	1224
Zeros	29
Zeros (%)	80.6%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	649.75
Maximum	1224
Range	1224
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	283.05733
Coefficient of variation (CV)	2.4811453
Kurtosis	7.3012959
Mean	114.08333
Median Absolute Deviation (MAD)	0
Skewness	2.7173368
Sum	4107
Variance	80121.45
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	29	80.6%
1224	1	2.8%
907	1	2.8%
35	1	2.8%
450	1	2.8%
564	1	2.8%
479	1	2.8%
448	1	2.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	80.6%
35	1	2.8%
448	1	2.8%
450	1	2.8%
479	1	2.8%
564	1	2.8%
907	1	2.8%
1224	1	2.8%

Value	Count	Frequency (%)
1224	1	2.8%
907	1	2.8%
564	1	2.8%
479	1	2.8%
450	1	2.8%
448	1	2.8%
35	1	2.8%
0	29	80.6%

그룹운동(GX)일평균
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	19.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.1111111

Minimum	0
Maximum	53
Zeros	29
Zeros (%)	80.6%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	29.75
Maximum	53
Range	53
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	13.283239
Coefficient of variation (CV)	2.5988946
Kurtosis	8.4007963
Mean	5.1111111
Median Absolute Deviation (MAD)	0
Skewness	2.9383947
Sum	184
Variance	176.44444
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	29	80.6%
53	2	5.6%
1	1	2.8%
20	1	2.8%
22	1	2.8%
18	1	2.8%
17	1	2.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	80.6%
1	1	2.8%
17	1	2.8%
18	1	2.8%
20	1	2.8%
22	1	2.8%
53	2	5.6%

Value	Count	Frequency (%)
53	2	5.6%
22	1	2.8%
20	1	2.8%
18	1	2.8%
17	1	2.8%
1	1	2.8%
0	29	80.6%

계
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3709.5

Minimum	0
Maximum	13097
Zeros	13
Zeros (%)	36.1%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3564
Q3	6228.75
95-th percentile	9187.25
Maximum	13097
Range	13097
Interquartile range (IQR)	6228.75

Descriptive statistics

Standard deviation	3764.5829
Coefficient of variation (CV)	1.0148491
Kurtosis	-0.69322557
Mean	3709.5
Median Absolute Deviation (MAD)	3564
Skewness	0.59394522
Sum	133542
Variance	14172084
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	13	36.1%
13097	1	2.8%
3082	1	2.8%
8856	1	2.8%
8690	1	2.8%
8312	1	2.8%
7618	1	2.8%
8571	1	2.8%
9061	1	2.8%
7557	1	2.8%
Other values (14)	14	38.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	36.1%
163	1	2.8%
657	1	2.8%
1927	1	2.8%
2810	1	2.8%
3082	1	2.8%
4046	1	2.8%
4470	1	2.8%
4482	1	2.8%
4668	1	2.8%

Value	Count	Frequency (%)
13097	1	2.8%
9566	1	2.8%
9061	1	2.8%
8856	1	2.8%
8690	1	2.8%
8571	1	2.8%
8312	1	2.8%
7618	1	2.8%
7557	1	2.8%
5786	1	2.8%

일평균
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	63.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	158.83333

Minimum	0
Maximum	569
Zeros	13
Zeros (%)	36.1%
Negative	0
Negative (%)	0.0%
Memory size	456.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	165
Q3	240
95-th percentile	402.5
Maximum	569
Range	569
Interquartile range (IQR)	240

Descriptive statistics

Standard deviation	158.78692
Coefficient of variation (CV)	0.99970778
Kurtosis	0.41372552
Mean	158.83333
Median Absolute Deviation (MAD)	164
Skewness	0.85948667
Sum	5718
Variance	25213.286
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	13	36.1%
196	2	5.6%
569	1	2.8%
166	1	2.8%
328	1	2.8%
334	1	2.8%
320	1	2.8%
331	1	2.8%
317	1	2.8%
349	1	2.8%
Other values (13)	13	36.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	36.1%
27	1	2.8%
128	1	2.8%
140	1	2.8%
156	1	2.8%
164	1	2.8%
166	1	2.8%
172	1	2.8%
176	1	2.8%
180	1	2.8%

Value	Count	Frequency (%)
569	1	2.8%
563	1	2.8%
349	1	2.8%
334	1	2.8%
331	1	2.8%
328	1	2.8%
320	1	2.8%
317	1	2.8%
291	1	2.8%
223	1	2.8%

Heatmap
Table

	연도	월	수영회원	수영일일	수영소계	수영일평균	헬스회원	헬스일일	헬스소계	헬스일평균	그룹운동(GX)인원	그룹운동(GX)일평균	계	일평균
연도	1.000	0.000	0.723	0.853	0.932	0.726	0.707	0.435	0.818	0.781	0.341	0.332	0.932	0.930
월	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.113	0.000	0.000	0.000	0.000	0.000
수영회원	0.723	0.000	1.000	0.870	0.968	0.872	0.979	0.885	0.919	0.959	0.804	0.916	0.958	0.896
수영일일	0.853	0.000	0.870	1.000	0.941	0.836	0.815	0.791	0.891	0.831	0.760	0.750	0.948	0.842
수영소계	0.932	0.000	0.968	0.941	1.000	0.882	0.928	0.892	0.975	0.900	0.892	0.819	0.998	0.965
수영일평균	0.726	0.000	0.872	0.836	0.882	1.000	0.791	0.882	0.786	0.808	0.737	0.824	0.843	0.977
헬스회원	0.707	0.000	0.979	0.815	0.928	0.791	1.000	0.865	0.977	0.960	0.786	0.876	0.940	0.843
헬스일일	0.435	0.000	0.885	0.791	0.892	0.882	0.865	1.000	0.705	0.887	0.895	0.964	0.868	0.851
헬스소계	0.818	0.113	0.919	0.891	0.975	0.786	0.977	0.705	1.000	0.869	0.800	0.709	0.981	0.880
헬스일평균	0.781	0.000	0.959	0.831	0.900	0.808	0.960	0.887	0.869	1.000	0.749	0.960	0.904	0.861
그룹운동(GX)인원	0.341	0.000	0.804	0.760	0.892	0.737	0.786	0.895	0.800	0.749	1.000	1.000	0.870	0.693
그룹운동(GX)일평균	0.332	0.000	0.916	0.750	0.819	0.824	0.876	0.964	0.709	0.960	1.000	1.000	0.773	0.827
계	0.932	0.000	0.958	0.948	0.998	0.843	0.940	0.868	0.981	0.904	0.870	0.773	1.000	0.940
일평균	0.930	0.000	0.896	0.842	0.965	0.977	0.843	0.851	0.880	0.861	0.693	0.827	0.940	1.000

Heatmap
Table

	연도	월
연도	1.000	0.000
월	0.000	1.000

Heatmap
Table

	수영회원	수영일일	수영소계	수영일평균	헬스회원	헬스일일	헬스소계	헬스일평균	그룹운동(GX)인원	그룹운동(GX)일평균	계	일평균	연도	월
수영회원	1.000	0.965	1.000	0.987	0.984	0.774	0.985	0.968	0.663	0.661	0.991	0.982	0.564	0.000
수영일일	0.965	1.000	0.966	0.956	0.943	0.738	0.946	0.928	0.576	0.576	0.952	0.946	0.511	0.000
수영소계	1.000	0.966	1.000	0.987	0.984	0.774	0.984	0.968	0.663	0.661	0.991	0.982	0.625	0.000
수영일평균	0.987	0.956	0.987	1.000	0.966	0.759	0.969	0.974	0.674	0.674	0.979	0.987	0.606	0.000
헬스회원	0.984	0.943	0.984	0.966	1.000	0.743	0.991	0.974	0.667	0.663	0.983	0.974	0.545	0.000
헬스일일	0.774	0.738	0.774	0.759	0.743	1.000	0.798	0.781	0.708	0.709	0.816	0.803	0.274	0.000
헬스소계	0.985	0.946	0.984	0.969	0.991	0.798	1.000	0.984	0.682	0.679	0.995	0.988	0.471	0.000
헬스일평균	0.968	0.928	0.968	0.974	0.974	0.781	0.984	1.000	0.702	0.701	0.982	0.993	0.639	0.000
그룹운동(GX)인원	0.663	0.576	0.663	0.674	0.667	0.708	0.682	0.702	1.000	0.999	0.688	0.702	0.259	0.000
그룹운동(GX)일평균	0.661	0.576	0.661	0.674	0.663	0.709	0.679	0.701	0.999	1.000	0.686	0.701	0.312	0.000
계	0.991	0.952	0.991	0.979	0.983	0.816	0.995	0.982	0.688	0.686	1.000	0.992	0.625	0.000
일평균	0.982	0.946	0.982	0.987	0.974	0.803	0.988	0.993	0.702	0.701	0.992	1.000	0.646	0.000
연도	0.564	0.511	0.625	0.606	0.545	0.274	0.471	0.639	0.259	0.312	0.625	0.646	1.000	0.000
월	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000

Count
Matrix

A simple visualization of nullity by column.

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

First rows
Last rows

	연도	월	수영회원	수영일일	수영소계	수영일평균	헬스회원	헬스일일	헬스소계	헬스일평균	그룹운동(GX)인원	그룹운동(GX)일평균	계	일평균
0	2020년	1월	7069	488	7557	329	4049	267	4316	188	1224	53	13097	569
1	2020년	2월	5155	305	5460	321	2971	228	3199	188	907	53	9566	563
2	2020년	3월	0	0	0	0	0	0	0	0	0	0	0	0
3	2020년	4월	0	0	0	0	0	0	0	0	0	0	0	0
4	2020년	5월	0	0	0	0	0	0	0	0	0	0	0	0
5	2020년	6월	0	0	0	0	0	0	0	0	0	0	0	0
6	2020년	7월	0	0	0	0	0	0	0	0	0	0	0	0
7	2020년	8월	0	0	0	0	0	0	0	0	0	0	0	0
8	2020년	9월	0	0	0	0	0	0	0	0	0	0	0	0
9	2020년	10월	0	0	0	0	0	0	0	0	0	0	0	0

	연도	월	수영회원	수영일일	수영소계	수영일평균	헬스회원	헬스일일	헬스소계	헬스일평균	그룹운동(GX)인원	그룹운동(GX)일평균	계	일평균
26	2022년	3월	2240	193	2433	90	2049	0	2049	76	0	0	4482	166
27	2022년	4월	2305	306	2611	100	2049	8	2057	79	0	0	4668	180
28	2022년	5월	2711	589	3300	127	2407	79	2486	96	0	0	5786	223
29	2022년	6월	4357	717	5074	195	2398	85	2483	96	0	0	7557	291
30	2022년	7월	5557	721	6278	241	2601	147	2748	106	35	1	9061	349
31	2022년	8월	5476	606	6082	225	2369	120	2489	92	0	0	8571	317
32	2022년	9월	4240	547	4787	208	2248	133	2381	104	450	20	7618	331
33	2022년	10월	4449	673	5122	197	2520	106	2626	101	564	22	8312	320
34	2022년	11월	4834	451	5285	203	2798	128	2926	113	479	18	8690	334
35	2022년	12월	4665	471	5136	190	3098	174	3272	121	448	17	8856	328

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Interactions

Correlations

Missing values

Sample