gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	1384
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	12
Duplicate rows (%)	0.9%
Total size in memory	220.4 KiB
Average record size in memory	163.1 B

Variable types

Categorical	7
Text	1
Numeric	10
DateTime	1

Dataset

Description	경기도 화성시 화성국민체육센터, 화성그린환경센터, 화성남부체육센터, 동탄중앙어울림센터, 반월체육센터의 연령별 이용현황입니다. 프로그램명, 강습요일, 시간, 장소, 정원 등을 확인할 수 있습니다.
Author	화성도시공사
URL	https://www.data.go.kr/data/15126949/fileData.do

Alerts

`데이터기준일` has constant value ""	Constant
Dataset has 12 (0.9%) duplicate rows	Duplicates
`정원` is highly overall correlated with `강습요일`	High correlation
`0-9세` is highly overall correlated with `10-19세` and 4 other fields	High correlation
`10-19세` is highly overall correlated with `0-9세`	High correlation
`20-29세` is highly overall correlated with `30-39세` and 1 other fields	High correlation
`30-39세` is highly overall correlated with `0-9세` and 3 other fields	High correlation
`40-49세` is highly overall correlated with `0-9세` and 2 other fields	High correlation
`50-59세` is highly overall correlated with `0-9세` and 4 other fields	High correlation
`60-69세` is highly overall correlated with `0-9세` and 3 other fields	High correlation
`70-79세` is highly overall correlated with `60-69세` and 1 other fields	High correlation
`80-89세` is highly overall correlated with `90세 이상`	High correlation
`센터명` is highly overall correlated with `시간` and 1 other fields	High correlation
`강습요일` is highly overall correlated with `정원`	High correlation
`시간` is highly overall correlated with `센터명` and 1 other fields	High correlation
`대상` is highly overall correlated with `시간`	High correlation
`구분` is highly overall correlated with `센터명`	High correlation
`90세 이상` is highly overall correlated with `20-29세` and 4 other fields	High correlation
`강습요일` is highly imbalanced (62.2%)	Imbalance
`장소` is highly imbalanced (70.4%)	Imbalance
`구분` is highly imbalanced (71.1%)	Imbalance
`90세 이상` is highly imbalanced (98.7%)	Imbalance
`20-29세` is highly skewed (γ1 = 31.99836012)	Skewed
`30-39세` is highly skewed (γ1 = 22.88542379)	Skewed
`0-9세` has 1145 (82.7%) zeros	Zeros
`10-19세` has 823 (59.5%) zeros	Zeros
`20-29세` has 572 (41.3%) zeros	Zeros
`30-39세` has 339 (24.5%) zeros	Zeros
`40-49세` has 264 (19.1%) zeros	Zeros
`50-59세` has 254 (18.4%) zeros	Zeros
`60-69세` has 415 (30.0%) zeros	Zeros
`70-79세` has 997 (72.0%) zeros	Zeros
`80-89세` has 1308 (94.5%) zeros	Zeros

Reproduction

Analysis started	2024-03-14 10:54:59.118054
Analysis finished	2024-03-14 10:55:25.481225
Duration	26.36 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

센터명
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

반월체육센터	428
화성남부체육센터	322
동탄중앙어울림센터	305
화성국민체육센터	279
화성그린환경센터	50

Length

Max length	9
Median length	8
Mean length	7.6018786
Min length	6

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
반월체육센터	428	30.9%
화성남부체육센터	322	23.3%
동탄중앙어울림센터	305	22.0%
화성국민체육센터	279	20.2%
화성그린환경센터	50	3.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
반월체육센터	428	30.9%
화성남부체육센터	322	23.3%
동탄중앙어울림센터	305	22.0%
화성국민체육센터	279	20.2%
화성그린환경센터	50	3.6%

프로그램명
Text

Distinct	1072
Distinct (%)	77.5%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

Length

Max length	31
Median length	22
Mean length	15.742052
Min length	2

Characters and Unicode

Total characters	21787
Distinct characters	140
Distinct categories	11 ?
Distinct scripts	3 ?
Distinct blocks	3 ?

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

Unique

Unique	1056 ?
Unique (%)	76.3%

Sample

1st row	10시 그룹웨이트트레이닝A
2nd row	10시 그룹웨이트트레이닝B
3rd row	10시 서킷트레이닝A
4th row	11시 그룹웨이트트레이닝A
5th row	14시 그룹웨이트트레이닝A

Value	Count	Frequency (%)
성인수영(저녁	70	3.3%
성인수영(새벽	62	2.9%
아쿠아로빅	33	1.5%
06시_수영_화	31	1.4%
성인수영(오전	30	1.4%
필라테스	27	1.3%
성인	26	1.2%
20시_수영_화	25	1.2%
10시_수영_화	24	1.1%
어린이수영	23	1.1%
Other values (669)	1795	83.6%

Most occurring characters

Value	Count	Frequency (%)
_	1977	9.1%
1	1327	6.1%
수	1289	5.9%
월	1145	5.3%
	1088	5.0%
급	878	4.0%
영	793	3.6%
시	772	3.5%
개	756	3.5%
(	697	3.2%
Other values (130)	11065	50.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	12032	55.2%
Decimal Number	4108	18.9%
Connector Punctuation	1977	9.1%
Space Separator	1088	5.0%
Open Punctuation	861	4.0%
Close Punctuation	856	3.9%
Uppercase Letter	321	1.5%
Dash Punctuation	241	1.1%
Math Symbol	154	0.7%
Other Symbol	145	0.7%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
수	1289	10.7%
월	1145	9.5%
급	878	7.3%
영	793	6.6%
시	772	6.4%
개	756	6.3%
차	614	5.1%
금	397	3.3%
상	396	3.3%
화	381	3.2%
Other values (104)	4611	38.3%

Decimal Number

Value	Count	Frequency (%)
1	1327	32.3%
0	635	15.5%
2	362	8.8%
9	331	8.1%
6	316	7.7%
7	306	7.4%
5	251	6.1%
3	246	6.0%
4	229	5.6%
8	105	2.6%

Uppercase Letter

Value	Count	Frequency (%)
A	153	47.7%
B	144	44.9%
T	11	3.4%
P	11	3.4%
C	2	0.6%

Open Punctuation

Value	Count	Frequency (%)
(	697	81.0%
[	164	19.0%

Close Punctuation

Value	Count	Frequency (%)
)	692	80.8%
]	164	19.2%

Math Symbol

Value	Count	Frequency (%)
▷	147	95.5%
~	7	4.5%

Connector Punctuation

Value	Count	Frequency (%)
_	1977	100.0%

Space Separator

Value	Count	Frequency (%)
	1088	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	241	100.0%

Other Symbol

Value	Count	Frequency (%)
▶	145	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	4	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	12032	55.2%
Common	9434	43.3%
Latin	321	1.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
수	1289	10.7%
월	1145	9.5%
급	878	7.3%
영	793	6.6%
시	772	6.4%
개	756	6.3%
차	614	5.1%
금	397	3.3%
상	396	3.3%
화	381	3.2%
Other values (104)	4611	38.3%

Common

Value	Count	Frequency (%)
_	1977	21.0%
1	1327	14.1%
	1088	11.5%
(	697	7.4%
)	692	7.3%
0	635	6.7%
2	362	3.8%
9	331	3.5%
6	316	3.3%
7	306	3.2%
Other values (11)	1703	18.1%

Latin

Value	Count	Frequency (%)
A	153	47.7%
B	144	44.9%
T	11	3.4%
P	11	3.4%
C	2	0.6%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	12032	55.2%
ASCII	9463	43.4%
Geometric Shapes	292	1.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
_	1977	20.9%
1	1327	14.0%
	1088	11.5%
(	697	7.4%
)	692	7.3%
0	635	6.7%
2	362	3.8%
9	331	3.5%
6	316	3.3%
7	306	3.2%
Other values (14)	1732	18.3%

Hangul

Value	Count	Frequency (%)
수	1289	10.7%
월	1145	9.5%
급	878	7.3%
영	793	6.6%
시	772	6.4%
개	756	6.3%
차	614	5.1%
금	397	3.3%
상	396	3.3%
화	381	3.2%
Other values (104)	4611	38.3%

Geometric Shapes

Value	Count	Frequency (%)
▷	147	50.3%
▶	145	49.7%

강습요일
Categorical

HIGH CORRELATION IMBALANCE

Distinct	10
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

월수금	685
화목	650
월화수목금	24
월화수목금토	15
월수	3
Other values (5)	7

Length

Max length	7
Median length	6
Mean length	2.5982659
Min length	1

Unique

Unique	3 ?
Unique (%)	0.2%

Sample

1st row	월수금
2nd row	화목
3rd row	월수금
4th row	월수금
5th row	월수금

Common Values

Value	Count	Frequency (%)
월수금	685	49.5%
화목	650	47.0%
월화수목금	24	1.7%
월화수목금토	15	1.1%
월수	3	0.2%
월수목금	2	0.1%
월~토	2	0.1%
화목토	1	0.1%
월화수목금토일	1	0.1%
화	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
월수금	685	49.5%
화목	650	47.0%
월화수목금	24	1.7%
월화수목금토	15	1.1%
월수	3	0.2%
월수목금	2	0.1%
월~토	2	0.1%
화목토	1	0.1%
월화수목금토일	1	0.1%
화	1	0.1%

시간
Categorical

HIGH CORRELATION

Distinct	32
Distinct (%)	2.3%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

10:00	132
07:00	130
06:00	128
09:00	124
20:00	112
Other values (27)	758

Length

Max length	11
Median length	5
Mean length	6.6026012
Min length	4

Unique

Unique	3 ?
Unique (%)	0.2%

Sample

1st row	10:00
2nd row	10:00
3rd row	10:00
4th row	11:00
5th row	14:00

Common Values

Value	Count	Frequency (%)
10:00	132	9.5%
07:00	130	9.4%
06:00	128	9.2%
09:00	124	9.0%
20:00	112	8.1%
19:00	107	7.7%
17:00	87	6.3%
16:00	79	5.7%
19:00~19:50	69	5.0%
20:00~20:50	58	4.2%
Other values (22)	358	25.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
10:00	132	9.5%
07:00	130	9.4%
06:00	128	9.2%
09:00	124	9.0%
20:00	112	8.1%
19:00	107	7.7%
17:00	87	6.3%
16:00	79	5.7%
19:00~19:50	69	5.0%
20:00~20:50	58	4.2%
Other values (22)	358	25.9%

장소
Categorical

IMBALANCE

Distinct	10
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

수영장	1177
다목적실	92
체력단련실	27
다목적체육관	18
온돌강의실	18
Other values (5)	52

Length

Max length	8
Median length	3
Mean length	3.2391618
Min length	3

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	체력단련실
2nd row	체력단련실
3rd row	수영장
4th row	체력단련실
5th row	체력단련실

Common Values

Value	Count	Frequency (%)
수영장	1177	85.0%
다목적실	92	6.6%
체력단련실	27	2.0%
다목적체육관	18	1.3%
온돌강의실	18	1.3%
G.X room	16	1.2%
댄스실	16	1.2%
G.X룸	15	1.1%
헬스장	4	0.3%
탁구장	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
수영장	1177	84.1%
다목적실	92	6.6%
체력단련실	27	1.9%
다목적체육관	18	1.3%
온돌강의실	18	1.3%
g.x	16	1.1%
room	16	1.1%
댄스실	16	1.1%
g.x룸	15	1.1%
헬스장	4	0.3%

정원
Real number (ℝ)

HIGH CORRELATION

Distinct	20
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.174855

Minimum	4
Maximum	450
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	12.3 KiB

Quantile statistics

Minimum	4
5-th percentile	25
Q1	25
median	25
Q3	25
95-th percentile	50
Maximum	450
Range	446
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	18.735509
Coefficient of variation (CV)	0.66497267
Kurtosis	245.64966
Mean	28.174855
Median Absolute Deviation (MAD)	0
Skewness	13.603603
Sum	38994
Variance	351.01929
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
25	1057	76.4%
30	201	14.5%
50	34	2.5%
20	20	1.4%
10	18	1.3%
60	16	1.2%
80	12	0.9%
15	5	0.4%
55	4	0.3%
40	4	0.3%
Other values (10)	13	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	2	0.1%
10	18	1.3%
15	5	0.4%
20	20	1.4%
24	1	0.1%
25	1057	76.4%
26	2	0.1%
30	201	14.5%
40	4	0.3%
50	34	2.5%

Value	Count	Frequency (%)
450	1	0.1%
300	1	0.1%
250	1	0.1%
230	1	0.1%
170	1	0.1%
150	2	0.1%
100	1	0.1%
80	12	0.9%
60	16	1.2%
55	4	0.3%

대상
Categorical

HIGH CORRELATION

Distinct	11
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

성인/청소년	768
청소년/성인	203
초등학생	200
성인	158
어린이	33
Other values (6)	22

Length

Max length	10
Median length	6
Mean length	5.2232659
Min length	2

Unique

Unique	1 ?
Unique (%)	0.1%

Sample

1st row	청소년/성인
2nd row	청소년/성인
3rd row	청소년/성인
4th row	청소년/성인
5th row	성인/청소년

Common Values

Value	Count	Frequency (%)
성인/청소년	768	55.5%
청소년/성인	203	14.7%
초등학생	200	14.5%
성인	158	11.4%
어린이	33	2.4%
성인/청소년/어린이	12	0.9%
초등(1~6년)	3	0.2%
<NA>	2	0.1%
초등학생/중학생	2	0.1%
초등5년~중학생	2	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
성인/청소년	768	55.5%
청소년/성인	203	14.7%
초등학생	200	14.5%
성인	158	11.4%
어린이	33	2.4%
성인/청소년/어린이	12	0.9%
초등(1~6년	3	0.2%
na	2	0.1%
초등학생/중학생	2	0.1%
초등5년~중학생	2	0.1%

구분
Categorical

HIGH CORRELATION IMBALANCE

Distinct	10
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

구분없음	1170
중급반	82
상급반	77
초급반	16
상급	11
Other values (5)	28

Length

Max length	4
Median length	4
Mean length	3.8309249
Min length	2

Unique

Unique	2 ?
Unique (%)	0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
구분없음	1170	84.5%
중급반	82	5.9%
상급반	77	5.6%
초급반	16	1.2%
상급	11	0.8%
기초반	9	0.7%
중급	9	0.7%
마스터	8	0.6%
마스터반	1	0.1%
초급	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
구분없음	1170	84.5%
중급반	82	5.9%
상급반	77	5.6%
초급반	16	1.2%
상급	11	0.8%
기초반	9	0.7%
중급	9	0.7%
마스터	8	0.6%
마스터반	1	0.1%
초급	1	0.1%

0-9세
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	46
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2991329

Minimum	0
Maximum	96
Zeros	1145
Zeros (%)	82.7%
Negative	0
Negative (%)	0.0%
Memory size	12.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	14
Maximum	96
Range	96
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.5269657
Coefficient of variation (CV)	3.2738279
Kurtosis	49.821576
Mean	2.2991329
Median Absolute Deviation (MAD)	0
Skewness	5.9582475
Sum	3182
Variance	56.655213
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0	1145	82.7%
6	20	1.4%
7	19	1.4%
5	17	1.2%
8	15	1.1%
4	15	1.1%
13	13	0.9%
3	12	0.9%
11	12	0.9%
10	12	0.9%
Other values (36)	104	7.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1145	82.7%
1	5	0.4%
2	9	0.7%
3	12	0.9%
4	15	1.1%
5	17	1.2%
6	20	1.4%
7	19	1.4%
8	15	1.1%
9	11	0.8%

Value	Count	Frequency (%)
96	1	0.1%
86	1	0.1%
85	1	0.1%
59	1	0.1%
58	1	0.1%
56	1	0.1%
50	1	0.1%
45	1	0.1%
42	1	0.1%
41	1	0.1%

10-19세
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	84
Distinct (%)	6.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.7550578

Minimum	0
Maximum	229
Zeros	823
Zeros (%)	59.5%
Negative	0
Negative (%)	0.0%
Memory size	12.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	41
Maximum	229
Range	229
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	21.387314
Coefficient of variation (CV)	3.1661185
Kurtosis	46.256687
Mean	6.7550578
Median Absolute Deviation (MAD)	0
Skewness	6.0372943
Sum	9349
Variance	457.41718
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	823	59.5%
1	167	12.1%
2	73	5.3%
3	48	3.5%
4	25	1.8%
11	11	0.8%
13	10	0.7%
5	9	0.7%
9	9	0.7%
12	9	0.7%
Other values (74)	200	14.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	823	59.5%
1	167	12.1%
2	73	5.3%
3	48	3.5%
4	25	1.8%
5	9	0.7%
6	6	0.4%
7	6	0.4%
8	8	0.6%
9	9	0.7%

Value	Count	Frequency (%)
229	1	0.1%
224	1	0.1%
214	1	0.1%
210	1	0.1%
193	1	0.1%
188	1	0.1%
167	1	0.1%
164	1	0.1%
156	1	0.1%
153	1	0.1%

20-29세
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	31
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.566474

Minimum	0
Maximum	496
Zeros	572
Zeros (%)	41.3%
Negative	0
Negative (%)	0.0%
Memory size	12.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	7.85
Maximum	496
Range	496
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	13.990284
Coefficient of variation (CV)	5.4511692
Kurtosis	1121.6742
Mean	2.566474
Median Absolute Deviation (MAD)	1
Skewness	31.99836
Sum	3552
Variance	195.72804
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	572	41.3%
1	245	17.7%
2	174	12.6%
3	112	8.1%
4	87	6.3%
5	57	4.1%
6	45	3.3%
7	22	1.6%
8	14	1.0%
10	12	0.9%
Other values (21)	44	3.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	572	41.3%
1	245	17.7%
2	174	12.6%
3	112	8.1%
4	87	6.3%
5	57	4.1%
6	45	3.3%
7	22	1.6%
8	14	1.0%
9	7	0.5%

Value	Count	Frequency (%)
496	1	0.1%
80	1	0.1%
47	1	0.1%
38	2	0.1%
37	2	0.1%
34	1	0.1%
27	1	0.1%
26	1	0.1%
25	1	0.1%
24	2	0.1%

30-39세
Real number (ℝ)

HIGH CORRELATION SKEWED ZEROS

Distinct	55
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.8605491

Minimum	0
Maximum	566
Zeros	339
Zeros (%)	24.5%
Negative	0
Negative (%)	0.0%
Memory size	12.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	8
95-th percentile	20
Maximum	566
Range	566
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	17.898163
Coefficient of variation (CV)	2.6088528
Kurtosis	692.71957
Mean	6.8605491
Median Absolute Deviation (MAD)	4
Skewness	22.885424
Sum	9495
Variance	320.34424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	339	24.5%
3	102	7.4%
4	99	7.2%
5	98	7.1%
1	96	6.9%
2	93	6.7%
7	81	5.9%
6	80	5.8%
8	67	4.8%
10	39	2.8%
Other values (45)	290	21.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	339	24.5%
1	96	6.9%
2	93	6.7%
3	102	7.4%
4	99	7.2%
5	98	7.1%
6	80	5.8%
7	81	5.9%
8	67	4.8%
9	37	2.7%

Value	Count	Frequency (%)
566	1	0.1%
123	1	0.1%
122	1	0.1%
106	1	0.1%
75	1	0.1%
74	1	0.1%
69	1	0.1%
64	1	0.1%
53	1	0.1%
52	1	0.1%

40-49세
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	107
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.885116

Minimum	0
Maximum	682
Zeros	264
Zeros (%)	19.1%
Negative	0
Negative (%)	0.0%
Memory size	12.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	8
Q3	17
95-th percentile	50.85
Maximum	682
Range	682
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	31.200269
Coefficient of variation (CV)	1.9641197
Kurtosis	160.95401
Mean	15.885116
Median Absolute Deviation (MAD)	7
Skewness	9.4097571
Sum	21985
Variance	973.45678
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	264	19.1%
10	72	5.2%
5	66	4.8%
6	64	4.6%
8	62	4.5%
9	62	4.5%
7	58	4.2%
4	58	4.2%
1	56	4.0%
3	53	3.8%
Other values (97)	569	41.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	264	19.1%
1	56	4.0%
2	34	2.5%
3	53	3.8%
4	58	4.2%
5	66	4.8%
6	64	4.6%
7	58	4.2%
8	62	4.5%
9	62	4.5%

Value	Count	Frequency (%)
682	1	0.1%
290	1	0.1%
241	1	0.1%
216	1	0.1%
180	1	0.1%
174	1	0.1%
170	1	0.1%
160	1	0.1%
158	1	0.1%
157	1	0.1%

50-59세
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	98
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.474711

Minimum	0
Maximum	1075
Zeros	254
Zeros (%)	18.4%
Negative	0
Negative (%)	0.0%
Memory size	12.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	10
95-th percentile	47.85
Maximum	1075
Range	1075
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	40.84267
Coefficient of variation (CV)	3.2740374
Kurtosis	360.64139
Mean	12.474711
Median Absolute Deviation (MAD)	4
Skewness	15.873239
Sum	17265
Variance	1668.1237
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	254	18.4%
4	132	9.5%
3	107	7.7%
5	103	7.4%
7	92	6.6%
6	86	6.2%
2	80	5.8%
8	78	5.6%
9	65	4.7%
10	52	3.8%
Other values (88)	335	24.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	254	18.4%
1	29	2.1%
2	80	5.8%
3	107	7.7%
4	132	9.5%
5	103	7.4%
6	86	6.2%
7	92	6.6%
8	78	5.6%
9	65	4.7%

Value	Count	Frequency (%)
1075	1	0.1%
566	1	0.1%
318	1	0.1%
263	1	0.1%
235	1	0.1%
218	1	0.1%
188	1	0.1%
180	1	0.1%
179	1	0.1%
178	1	0.1%

60-69세
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	87
Distinct (%)	6.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.375

Minimum	0
Maximum	1087
Zeros	415
Zeros (%)	30.0%
Negative	0
Negative (%)	0.0%
Memory size	12.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	4
95-th percentile	27.85
Maximum	1087
Range	1087
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	44.299679
Coefficient of variation (CV)	4.7252991
Kurtosis	285.19141
Mean	9.375
Median Absolute Deviation (MAD)	2
Skewness	14.260985
Sum	12975
Variance	1962.4616
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	415	30.0%
1	210	15.2%
2	185	13.4%
3	134	9.7%
4	99	7.2%
5	68	4.9%
6	42	3.0%
7	32	2.3%
8	23	1.7%
9	16	1.2%
Other values (77)	160	11.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	415	30.0%
1	210	15.2%
2	185	13.4%
3	134	9.7%
4	99	7.2%
5	68	4.9%
6	42	3.0%
7	32	2.3%
8	23	1.7%
9	16	1.2%

Value	Count	Frequency (%)
1087	1	0.1%
564	1	0.1%
419	1	0.1%
342	1	0.1%
321	1	0.1%
313	1	0.1%
297	1	0.1%
274	1	0.1%
238	1	0.1%
229	1	0.1%

70-79세
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	59
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8793353

Minimum	0
Maximum	1039
Zeros	997
Zeros (%)	72.0%
Negative	0
Negative (%)	0.0%
Memory size	12.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	18
Maximum	1039
Range	1039
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	41.965355
Coefficient of variation (CV)	7.137772
Kurtosis	316.43845
Mean	5.8793353
Median Absolute Deviation (MAD)	0
Skewness	15.495559
Sum	8137
Variance	1761.091
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	997	72.0%
1	186	13.4%
2	42	3.0%
3	22	1.6%
4	21	1.5%
18	7	0.5%
14	6	0.4%
24	6	0.4%
26	6	0.4%
15	6	0.4%
Other values (49)	85	6.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	997	72.0%
1	186	13.4%
2	42	3.0%
3	22	1.6%
4	21	1.5%
5	4	0.3%
6	3	0.2%
7	2	0.1%
8	3	0.2%
9	2	0.1%

Value	Count	Frequency (%)
1039	1	0.1%
645	1	0.1%
379	1	0.1%
318	1	0.1%
283	1	0.1%
259	1	0.1%
240	1	0.1%
238	2	0.1%
216	1	0.1%
206	1	0.1%

80-89세
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.83959538

Minimum	0
Maximum	151
Zeros	1308
Zeros (%)	94.5%
Negative	0
Negative (%)	0.0%
Memory size	12.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	151
Range	151
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.5899232
Coefficient of variation (CV)	9.0399774
Kurtosis	203.84969
Mean	0.83959538
Median Absolute Deviation (MAD)	0
Skewness	13.292068
Sum	1162
Variance	57.606934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	1308	94.5%
2	22	1.6%
3	13	0.9%
1	8	0.6%
4	6	0.4%
5	3	0.2%
19	2	0.1%
61	2	0.1%
6	2	0.1%
12	1	0.1%
Other values (17)	17	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1308	94.5%
1	8	0.6%
2	22	1.6%
3	13	0.9%
4	6	0.4%
5	3	0.2%
6	2	0.1%
7	1	0.1%
8	1	0.1%
9	1	0.1%

Value	Count	Frequency (%)
151	1	0.1%
124	1	0.1%
92	1	0.1%
88	1	0.1%
72	1	0.1%
65	1	0.1%
61	2	0.1%
48	1	0.1%
43	1	0.1%
33	1	0.1%

90세 이상
Categorical

HIGH CORRELATION IMBALANCE

Distinct	4
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

0	1381
8	1
1	1
15	1

Length

Max length	2
Median length	1
Mean length	1.0007225
Min length	1

Unique

Unique	3 ?
Unique (%)	0.2%

Sample

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

Common Values

Value	Count	Frequency (%)
0	1381	99.8%
8	1	0.1%
1	1	0.1%
15	1	0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1381	99.8%
8	1	0.1%
1	1	0.1%
15	1	0.1%

데이터기준일
Date

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.9 KiB

Minimum	2023-12-31 00:00:00
Maximum	2023-12-31 00:00:00

Histogram

Histogram with fixed size bins (bins=1)

Heatmap
Table

	센터명	강습요일	시간	장소	정원	대상	구분	0-9세	10-19세	20-29세	30-39세	40-49세	50-59세	60-69세	70-79세	80-89세	90세 이상
센터명	1.000	0.330	0.811	0.750	0.221	0.828	0.849	0.226	0.299	0.000	0.000	0.104	0.157	0.000	0.051	0.000	0.000
강습요일	0.330	1.000	0.735	0.847	0.814	0.741	0.000	0.000	0.000	0.297	0.263	0.287	0.483	0.424	0.338	0.438	0.146
시간	0.811	0.735	1.000	0.675	0.779	0.914	0.725	0.538	0.616	0.000	0.657	0.763	0.535	0.708	0.610	0.652	0.510
장소	0.750	0.847	0.675	1.000	0.740	0.803	0.000	0.187	0.387	0.498	0.535	0.534	0.606	0.448	0.436	0.473	0.000
정원	0.221	0.814	0.779	0.740	1.000	0.306	0.000	0.000	0.484	0.876	0.791	0.746	0.796	0.842	0.793	0.818	0.554
대상	0.828	0.741	0.914	0.803	0.306	1.000	0.521	0.650	0.699	0.000	0.000	0.177	0.000	0.000	0.000	0.000	0.000
구분	0.849	0.000	0.725	0.000	0.000	0.521	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
0-9세	0.226	0.000	0.538	0.187	0.000	0.650	0.000	1.000	0.822	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
10-19세	0.299	0.000	0.616	0.387	0.484	0.699	0.000	0.822	1.000	0.790	0.570	0.547	0.537	0.547	0.547	0.617	0.000
20-29세	0.000	0.297	0.000	0.498	0.876	0.000	0.000	0.000	0.790	1.000	0.803	0.988	1.000	1.000	1.000	1.000	0.676
30-39세	0.000	0.263	0.657	0.535	0.791	0.000	0.000	0.000	0.570	0.803	1.000	0.899	0.781	0.886	0.851	0.854	0.768
40-49세	0.104	0.287	0.763	0.534	0.746	0.177	0.000	0.000	0.547	0.988	0.899	1.000	0.818	0.938	0.908	0.846	0.570
50-59세	0.157	0.483	0.535	0.606	0.796	0.000	0.000	0.000	0.537	1.000	0.781	0.818	1.000	0.869	0.831	0.885	0.646
60-69세	0.000	0.424	0.708	0.448	0.842	0.000	0.000	0.000	0.547	1.000	0.886	0.938	0.869	1.000	0.987	0.956	0.763
70-79세	0.051	0.338	0.610	0.436	0.793	0.000	0.000	0.000	0.547	1.000	0.851	0.908	0.831	0.987	1.000	0.956	0.858
80-89세	0.000	0.438	0.652	0.473	0.818	0.000	0.000	0.000	0.617	1.000	0.854	0.846	0.885	0.956	0.956	1.000	0.829
90세 이상	0.000	0.146	0.510	0.000	0.554	0.000	0.000	0.000	0.000	0.676	0.768	0.570	0.646	0.763	0.858	0.829	1.000

Heatmap
Table

	대상	90세 이상	시간	강습요일	센터명	구분	장소
대상	1.000	0.000	0.625	0.312	0.487	0.183	0.367
90세 이상	0.000	1.000	0.285	0.088	0.000	0.000	0.000
시간	0.625	0.285	1.000	0.376	0.539	0.350	0.308
강습요일	0.312	0.088	0.376	1.000	0.143	0.000	0.417
센터명	0.487	0.000	0.539	0.143	1.000	0.513	0.407
구분	0.183	0.000	0.350	0.000	0.513	1.000	0.000
장소	0.367	0.000	0.308	0.417	0.407	0.000	1.000

Heatmap
Table

	정원	0-9세	10-19세	20-29세	30-39세	40-49세	50-59세	60-69세	70-79세	80-89세	센터명	강습요일	시간	장소	대상	구분	90세 이상
정원	1.000	-0.202	-0.168	-0.043	0.044	0.145	0.364	0.435	0.339	0.484	0.143	0.595	0.476	0.496	0.160	0.000	0.415
0-9세	-0.202	1.000	0.698	-0.475	-0.594	-0.635	-0.637	-0.554	-0.274	-0.103	0.132	0.000	0.231	0.086	0.365	0.000	0.000
10-19세	-0.168	0.698	1.000	-0.156	-0.259	-0.306	-0.367	-0.484	-0.299	-0.138	0.178	0.000	0.280	0.187	0.411	0.000	0.000
20-29세	-0.043	-0.475	-0.156	1.000	0.675	0.493	0.419	0.215	-0.007	-0.089	0.000	0.186	0.000	0.344	0.000	0.000	0.706
30-39세	0.044	-0.594	-0.259	0.675	1.000	0.749	0.547	0.275	0.024	-0.121	0.000	0.159	0.399	0.348	0.000	0.000	0.406
40-49세	0.145	-0.635	-0.306	0.493	0.749	1.000	0.721	0.368	0.151	-0.018	0.070	0.155	0.458	0.316	0.094	0.000	0.404
50-59세	0.364	-0.637	-0.367	0.419	0.547	0.721	1.000	0.600	0.309	0.159	0.059	0.220	0.283	0.295	0.000	0.000	0.575
60-69세	0.435	-0.554	-0.484	0.215	0.275	0.368	0.600	1.000	0.527	0.381	0.000	0.238	0.400	0.255	0.000	0.000	0.603
70-79세	0.339	-0.274	-0.299	-0.007	0.024	0.151	0.309	0.527	1.000	0.490	0.034	0.185	0.318	0.246	0.000	0.000	0.725
80-89세	0.484	-0.103	-0.138	-0.089	-0.121	-0.018	0.159	0.381	0.490	1.000	0.000	0.216	0.306	0.237	0.000	0.000	0.704
센터명	0.143	0.132	0.178	0.000	0.000	0.070	0.059	0.000	0.034	0.000	1.000	0.143	0.539	0.407	0.487	0.513	0.000
강습요일	0.595	0.000	0.000	0.186	0.159	0.155	0.220	0.238	0.185	0.216	0.143	1.000	0.376	0.417	0.312	0.000	0.088
시간	0.476	0.231	0.280	0.000	0.399	0.458	0.283	0.400	0.318	0.306	0.539	0.376	1.000	0.308	0.625	0.350	0.285
장소	0.496	0.086	0.187	0.344	0.348	0.316	0.295	0.255	0.246	0.237	0.407	0.417	0.308	1.000	0.367	0.000	0.000
대상	0.160	0.365	0.411	0.000	0.000	0.094	0.000	0.000	0.000	0.000	0.487	0.312	0.625	0.367	1.000	0.183	0.000
구분	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.513	0.000	0.350	0.000	0.183	1.000	0.000
90세 이상	0.415	0.000	0.000	0.706	0.406	0.404	0.575	0.603	0.725	0.704	0.000	0.088	0.285	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

	센터명	프로그램명	강습요일	시간	장소	정원	대상	구분	10-19세	20-29세	30-39세	40-49세	50-59세	60-69세	데이터기준일
0	동탄중앙어울림센터	10시 그룹웨이트트레이닝A	월수금	10:00	체력단련실	10	청소년/성인	구분없음	0	2	2	27	8	12	2023-12-31
1	동탄중앙어울림센터	10시 그룹웨이트트레이닝B	화목	10:00	체력단련실	10	청소년/성인	구분없음	0	0	8	37	7	4	2023-12-31
2	동탄중앙어울림센터	10시 서킷트레이닝A	월수금	10:00	수영장	15	청소년/성인	구분없음	0	0	0	3	0	0	2023-12-31
3	동탄중앙어울림센터	11시 그룹웨이트트레이닝A	월수금	11:00	체력단련실	10	청소년/성인	구분없음	0	5	2	27	15	0	2023-12-31
4	동탄중앙어울림센터	14시 그룹웨이트트레이닝A	월수금	14:00	체력단련실	10	성인/청소년	구분없음	0	0	23	65	14	1	2023-12-31
5	동탄중앙어울림센터	19시 그룹웨이트트레이닝B	화목	19:00	체력단련실	10	청소년/성인	구분없음	0	0	0	1	0	0	2023-12-31
6	동탄중앙어울림센터	7시 그룹웨이트트레이닝A	월수금	07:00	체력단련실	10	성인/청소년	구분없음	11	7	26	42	13	8	2023-12-31
7	동탄중앙어울림센터	7시 그룹웨이트트레이닝B	화목	07:00	체력단련실	10	성인/청소년	구분없음	3	12	35	50	0	10	2023-12-31
8	동탄중앙어울림센터	8시 그룹웨이트트레이닝A	월수금	08:00	체력단련실	10	성인/청소년	구분없음	0	11	8	40	33	11	2023-12-31
9	동탄중앙어울림센터	9시 그룹웨이트트레이닝A	월수금	09:00	체력단련실	10	청소년/성인	구분없음	0	3	3	42	7	0	2023-12-31

	센터명	프로그램명	강습요일	시간	장소	정원	대상	구분	0-9세	10-19세	30-39세	40-49세	50-59세	60-69세	70-79세	데이터기준일
1374	화성그린환경센터	성인 요가(B)-화목06시	화목	06:00~06:50	G.X룸	25	성인/청소년	구분없음	0	1	0	12	5	5	0	2023-12-31
1375	화성그린환경센터	성인 요가(B)-화목11시	화목	11:00~11:50	G.X룸	25	성인/청소년	구분없음	0	0	0	3	0	0	0	2023-12-31
1376	화성그린환경센터	어린이 음악줄넘기(월	월수	18:00~18:50	G.X룸	20	어린이	구분없음	11	4	0	0	0	0	0	2023-12-31
1377	화성그린환경센터	어린이 음악줄넘기(화	화목	18:00~18:50	G.X룸	20	어린이	구분없음	11	4	0	0	0	0	0	2023-12-31
1378	화성그린환경센터	바른자세 13시 (월수금)	월수금	13:00~13:50	G.X룸	25	성인/청소년	구분없음	0	1	1	5	8	4	1	2023-12-31
1379	화성그린환경센터	아이돌댄스	월수금	17:00~17:50	G.X룸	20	어린이	구분없음	3	3	0	0	0	0	0	2023-12-31
1380	화성그린환경센터	줌바(B) 19시 화목(성인)	화목	19:00~19:50	G.X룸	25	성인	구분없음	0	0	1	9	12	0	0	2023-12-31
1381	화성그린환경센터	줌바(C) 20시 화목(성인)	화목	20:00~20:50	G.X룸	25	성인	구분없음	0	0	1	6	8	1	0	2023-12-31
1382	화성그린환경센터	줌바(A) 10시 월수(성인)	월수	10:00~10:50	G.X룸	25	성인	구분없음	0	0	2	11	3	2	0	2023-12-31
1383	화성그린환경센터	신나는댄스	월수금	19:00~19:50	G.X룸	25	성인	구분없음	0	0	1	2	14	1	0	2023-12-31

Most frequently occurring

	센터명	프로그램명	강습요일	시간	장소	정원	대상	구분	0-9세	10-19세	20-29세	30-39세	40-49세	50-59세	60-69세	70-79세	80-89세	데이터기준일	# duplicates
7	화성남부체육센터	아쿠아로빅	월수금	11:00~11:50	수영장	50	성인/청소년	구분없음	0	0	0	0	1	4	26	24	3	2023-12-31	4
8	화성남부체육센터	아쿠아로빅	월수금	11:00~11:50	수영장	50	성인/청소년	구분없음	0	0	0	0	1	4	26	26	3	2023-12-31	4
2	화성남부체육센터	성인수영(오전)	화목	10:00~10:50	수영장	25	성인/청소년	상급반	0	0	0	0	1	2	5	1	0	2023-12-31	3
4	화성남부체육센터	성인수영(저녁)	화목	19:00~19:50	수영장	25	성인/청소년	상급반	0	0	1	4	3	9	4	4	0	2023-12-31	3
10	화성남부체육센터	어린이수영	월수금	16:00~16:50	수영장	25	어린이	중급반	4	0	0	0	0	0	0	0	0	2023-12-31	3
11	화성남부체육센터	어린이수영	화목	16:00~16:50	수영장	25	어린이	중급반	5	9	0	0	0	0	0	0	0	2023-12-31	3
0	화성남부체육센터	성인수영(새벽)	화목	07:00~07:50	수영장	25	성인/청소년	상급반	0	0	0	1	7	7	1	1	0	2023-12-31	2
1	화성남부체육센터	성인수영(새벽)	화목	07:00~07:50	수영장	25	성인/청소년	상급반	0	0	0	2	7	5	1	0	0	2023-12-31	2
3	화성남부체육센터	성인수영(저녁)	월수금	20:00~20:50	수영장	25	성인/청소년	중급반	0	2	6	4	3	5	1	0	0	2023-12-31	2
5	화성남부체육센터	성인수영(저녁)	화목	19:00~19:50	수영장	25	성인/청소년	중급반	0	0	1	4	3	10	3	4	0	2023-12-31	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Uppercase Letter

Open Punctuation

Close Punctuation

Math Symbol

Connector Punctuation

Space Separator

Dash Punctuation

Other Symbol

Other Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Geometric Shapes

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring