Overview

Dataset statistics

Number of variables14
Number of observations3408
Missing cells2
Missing cells (%)< 0.1%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory389.5 KiB
Average record size in memory117.0 B

Variable types

Numeric5
DateTime4
Categorical4
Text1

Dataset

Description분당스포츠센터 강좌정보입니다. 현재 수강가능한 강좌정보를 제공해드립니다. 강좌일련번호, 강좌명, 수강월, 수강기간, 정원, 수강료, 기간 시작일, 종료일 등 정보 제공
URLhttps://www.data.go.kr/data/15118652/fileData.do

Alerts

강좌번호 is highly overall correlated with 강좌일련번호 and 1 other fieldsHigh correlation
강좌일련번호 is highly overall correlated with 강좌번호High correlation
정원 is highly overall correlated with 수강료High correlation
수강료 is highly overall correlated with 정원 and 1 other fieldsHigh correlation
종목 is highly overall correlated with 강좌번호 and 3 other fieldsHigh correlation
수강요일 is highly overall correlated with 종목High correlation
수강대상 is highly overall correlated with 종목High correlation
일련번호 has unique valuesUnique

Reproduction

Analysis started2023-12-12 17:39:12.965738
Analysis finished2023-12-12 17:39:16.768762
Duration3.8 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

일련번호
Real number (ℝ)

UNIQUE 

Distinct3408
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1704.5
Minimum1
Maximum3408
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size30.1 KiB
2023-12-13T02:39:16.829655image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile171.35
Q1852.75
median1704.5
Q32556.25
95-th percentile3237.65
Maximum3408
Range3407
Interquartile range (IQR)1703.5

Descriptive statistics

Standard deviation983.94919
Coefficient of variation (CV)0.57726558
Kurtosis-1.2
Mean1704.5
Median Absolute Deviation (MAD)852
Skewness0
Sum5808936
Variance968156
MonotonicityNot monotonic
2023-12-13T02:39:16.953580image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1777 1
 
< 0.1%
65 1
 
< 0.1%
1324 1
 
< 0.1%
1301 1
 
< 0.1%
1680 1
 
< 0.1%
2189 1
 
< 0.1%
2162 1
 
< 0.1%
1148 1
 
< 0.1%
3134 1
 
< 0.1%
247 1
 
< 0.1%
Other values (3398) 3398
99.7%
ValueCountFrequency (%)
1 1
< 0.1%
2 1
< 0.1%
3 1
< 0.1%
4 1
< 0.1%
5 1
< 0.1%
6 1
< 0.1%
7 1
< 0.1%
8 1
< 0.1%
9 1
< 0.1%
10 1
< 0.1%
ValueCountFrequency (%)
3408 1
< 0.1%
3407 1
< 0.1%
3406 1
< 0.1%
3405 1
< 0.1%
3404 1
< 0.1%
3403 1
< 0.1%
3402 1
< 0.1%
3401 1
< 0.1%
3400 1
< 0.1%
3399 1
< 0.1%

강좌번호
Real number (ℝ)

HIGH CORRELATION 

Distinct598
Distinct (%)17.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean886263.77
Minimum19694
Maximum1017189
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size30.1 KiB
2023-12-13T02:39:17.091850image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum19694
5-th percentile21385.75
Q11011524
median1014189
Q31015630
95-th percentile1016548
Maximum1017189
Range997495
Interquartile range (IQR)4106

Descriptive statistics

Standard deviation331914.43
Coefficient of variation (CV)0.37450976
Kurtosis2.9335967
Mean886263.77
Median Absolute Deviation (MAD)1868.5
Skewness-2.2206313
Sum3.0203869 × 109
Variance1.1016719 × 1011
MonotonicityNot monotonic
2023-12-13T02:39:17.243822image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1014474 9
 
0.3%
21412 9
 
0.3%
1015250 9
 
0.3%
1015254 9
 
0.3%
1014473 9
 
0.3%
22704 9
 
0.3%
1015266 9
 
0.3%
1015267 9
 
0.3%
21411 9
 
0.3%
1015122 9
 
0.3%
Other values (588) 3318
97.4%
ValueCountFrequency (%)
19694 9
0.3%
19695 9
0.3%
21338 9
0.3%
21339 9
0.3%
21340 9
0.3%
21344 9
0.3%
21345 9
0.3%
21353 9
0.3%
21359 9
0.3%
21361 9
0.3%
ValueCountFrequency (%)
1017189 1
< 0.1%
1017188 1
< 0.1%
1017068 1
< 0.1%
1017048 2
0.1%
1017042 2
0.1%
1017041 2
0.1%
1017040 2
0.1%
1017039 2
0.1%
1017038 2
0.1%
1017037 2
0.1%

강좌일련번호
Real number (ℝ)

HIGH CORRELATION 

Distinct151
Distinct (%)4.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean50.987676
Minimum1
Maximum163
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size30.1 KiB
2023-12-13T02:39:17.387638image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile6
Q121
median45
Q378
95-th percentile113.65
Maximum163
Range162
Interquartile range (IQR)57

Descriptive statistics

Standard deviation34.852221
Coefficient of variation (CV)0.68354205
Kurtosis-0.65333345
Mean50.987676
Median Absolute Deviation (MAD)27
Skewness0.53834232
Sum173766
Variance1214.6773
MonotonicityNot monotonic
2023-12-13T02:39:17.524356image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
6 56
 
1.6%
10 53
 
1.6%
5 51
 
1.5%
25 50
 
1.5%
13 50
 
1.5%
46 49
 
1.4%
17 49
 
1.4%
9 49
 
1.4%
11 49
 
1.4%
12 48
 
1.4%
Other values (141) 2904
85.2%
ValueCountFrequency (%)
1 10
 
0.3%
2 22
 
0.6%
3 40
1.2%
4 45
1.3%
5 51
1.5%
6 56
1.6%
7 44
1.3%
8 39
1.1%
9 49
1.4%
10 53
1.6%
ValueCountFrequency (%)
163 1
< 0.1%
161 1
< 0.1%
159 1
< 0.1%
157 1
< 0.1%
156 1
< 0.1%
154 1
< 0.1%
149 1
< 0.1%
147 1
< 0.1%
146 1
< 0.1%
144 2
0.1%

수강월
Date

Distinct18
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Memory size26.8 KiB
Minimum2022-04-01 00:00:00
Maximum2023-09-01 00:00:00
2023-12-13T02:39:17.656567image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:17.760069image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=18)

종목
Categorical

HIGH CORRELATION 

Distinct45
Distinct (%)1.3%
Missing0
Missing (%)0.0%
Memory size26.8 KiB
수영
780 
기구필라테스
391 
골프
383 
스쿼시
277 
수영단기속성
197 
Other values (40)
1380 

Length

Max length10
Median length8
Mean length3.7409038
Min length2

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

1st row검도
2nd row검도
3rd row검도
4th row검도
5th row검도

Common Values

ValueCountFrequency (%)
수영 780
22.9%
기구필라테스 391
11.5%
골프 383
11.2%
스쿼시 277
 
8.1%
수영단기속성 197
 
5.8%
방학특강 155
 
4.5%
쥬니어특강 104
 
3.1%
농구 90
 
2.6%
헬스 79
 
2.3%
아쿠아로빅 66
 
1.9%
Other values (35) 886
26.0%

Length

2023-12-13T02:39:17.894595image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
수영 780
22.1%
기구필라테스 391
 
11.1%
골프 383
 
10.9%
스쿼시 277
 
7.9%
수영단기속성 197
 
5.6%
방학특강 155
 
4.4%
쥬니어특강 104
 
3.0%
농구 90
 
2.6%
헬스 79
 
2.2%
아쿠아로빅 66
 
1.9%
Other values (38) 1002
28.4%

강좌명
Text

Distinct1207
Distinct (%)35.4%
Missing0
Missing (%)0.0%
Memory size26.8 KiB
2023-12-13T02:39:18.110701image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length33
Median length29
Mean length16.316608
Min length9

Characters and Unicode

Total characters55607
Distinct characters283
Distinct categories9 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique578 ?
Unique (%)17.0%

Sample

1st row검도 21시(월~금)김제휴
2nd row검도 21시(월~금)김제휴
3rd row검도 17시(청소년.월~금)김제휴
4th row검도 17시(청소년.월~금)오정환
5th row검도 20시(월~금)김제휴 25
ValueCountFrequency (%)
기구필라 391
 
6.0%
스쿼시 174
 
2.7%
17시 124
 
1.9%
09시 112
 
1.7%
자유스쿼시 111
 
1.7%
10시 111
 
1.7%
18시 98
 
1.5%
16시 94
 
1.4%
농구 94
 
1.4%
11시 94
 
1.4%
Other values (928) 5109
78.5%
2023-12-13T02:39:18.454142image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
( 3638
 
6.5%
) 3636
 
6.5%
시 3433
 
6.2%
3214
 
5.8%
1 2871
 
5.2%
. 1958
 
3.5%
월 1724
 
3.1%
수 1538
 
2.8%
금 1446
 
2.6%
0 1367
 
2.5%
Other values (273) 30782
55.4%

Most occurring categories

ValueCountFrequency (%)
Other Letter 33864
60.9%
Decimal Number 7907
 
14.2%
Open Punctuation 3638
 
6.5%
Close Punctuation 3636
 
6.5%
Space Separator 3214
 
5.8%
Other Punctuation 1986
 
3.6%
Math Symbol 895
 
1.6%
Uppercase Letter 425
 
0.8%
Lowercase Letter 42
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
시 3433
 
10.1%
월 1724
 
5.1%
수 1538
 
4.5%
금 1446
 
4.3%
화 1178
 
3.5%
목 1171
 
3.5%
기 974
 
2.9%
초 897
 
2.6%
영 855
 
2.5%
정 815
 
2.4%
Other values (246) 19833
58.6%
Decimal Number
ValueCountFrequency (%)
1 2871
36.3%
0 1367
17.3%
2 784
 
9.9%
6 609
 
7.7%
7 526
 
6.7%
9 484
 
6.1%
3 408
 
5.2%
8 333
 
4.2%
4 277
 
3.5%
5 248
 
3.1%
Uppercase Letter
ValueCountFrequency (%)
A 232
54.6%
B 57
 
13.4%
S 34
 
8.0%
E 34
 
8.0%
P 34
 
8.0%
N 34
 
8.0%
Other Punctuation
ValueCountFrequency (%)
. 1958
98.6%
: 23
 
1.2%
, 5
 
0.3%
Lowercase Letter
ValueCountFrequency (%)
r 14
33.3%
o 14
33.3%
t 14
33.3%
Math Symbol
ValueCountFrequency (%)
~ 877
98.0%
+ 18
 
2.0%
Open Punctuation
ValueCountFrequency (%)
( 3638
100.0%
Close Punctuation
ValueCountFrequency (%)
) 3636
100.0%
Space Separator
ValueCountFrequency (%)
3214
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 33864
60.9%
Common 21276
38.3%
Latin 467
 
0.8%

Most frequent character per script

Hangul
ValueCountFrequency (%)
시 3433
 
10.1%
월 1724
 
5.1%
수 1538
 
4.5%
금 1446
 
4.3%
화 1178
 
3.5%
목 1171
 
3.5%
기 974
 
2.9%
초 897
 
2.6%
영 855
 
2.5%
정 815
 
2.4%
Other values (246) 19833
58.6%
Common
ValueCountFrequency (%)
( 3638
17.1%
) 3636
17.1%
3214
15.1%
1 2871
13.5%
. 1958
9.2%
0 1367
 
6.4%
~ 877
 
4.1%
2 784
 
3.7%
6 609
 
2.9%
7 526
 
2.5%
Other values (8) 1796
8.4%
Latin
ValueCountFrequency (%)
A 232
49.7%
B 57
 
12.2%
S 34
 
7.3%
E 34
 
7.3%
P 34
 
7.3%
N 34
 
7.3%
r 14
 
3.0%
o 14
 
3.0%
t 14
 
3.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 33864
60.9%
ASCII 21743
39.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
( 3638
16.7%
) 3636
16.7%
3214
14.8%
1 2871
13.2%
. 1958
9.0%
0 1367
 
6.3%
~ 877
 
4.0%
2 784
 
3.6%
6 609
 
2.8%
7 526
 
2.4%
Other values (17) 2263
10.4%
Hangul
ValueCountFrequency (%)
시 3433
 
10.1%
월 1724
 
5.1%
수 1538
 
4.5%
금 1446
 
4.3%
화 1178
 
3.5%
목 1171
 
3.5%
기 974
 
2.9%
초 897
 
2.6%
영 855
 
2.5%
정 815
 
2.4%
Other values (246) 19833
58.6%

시작시간
Date

Distinct21
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size26.8 KiB
Minimum2023-12-13 06:00:00
Maximum2023-12-13 21:00:00
2023-12-13T02:39:18.575853image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:18.683098image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=21)

종료시간
Date

Distinct47
Distinct (%)1.4%
Missing0
Missing (%)0.0%
Memory size26.8 KiB
Minimum2023-12-13 06:50:00
Maximum2023-12-13 22:30:00
2023-12-13T02:39:18.794903image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:18.975834image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=47)

정원
Real number (ℝ)

HIGH CORRELATION 

Distinct29
Distinct (%)0.9%
Missing2
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean20.603934
Minimum0
Maximum300
Zeros6
Zeros (%)0.2%
Negative0
Negative (%)0.0%
Memory size30.1 KiB
2023-12-13T02:39:19.101343image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile3
Q17
median15
Q330
95-th percentile50
Maximum300
Range300
Interquartile range (IQR)23

Descriptive statistics

Standard deviation29.024637
Coefficient of variation (CV)1.4086939
Kurtosis65.484945
Mean20.603934
Median Absolute Deviation (MAD)9
Skewness7.1880754
Sum70177
Variance842.42958
MonotonicityNot monotonic
2023-12-13T02:39:19.233202image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=29)
ValueCountFrequency (%)
20 511
15.0%
30 408
12.0%
10 400
11.7%
3 367
10.8%
40 250
 
7.3%
15 187
 
5.5%
6 157
 
4.6%
8 149
 
4.4%
7 148
 
4.3%
12 147
 
4.3%
Other values (19) 682
20.0%
ValueCountFrequency (%)
0 6
 
0.2%
1 106
 
3.1%
3 367
10.8%
4 110
 
3.2%
5 14
 
0.4%
6 157
 
4.6%
7 148
 
4.3%
8 149
 
4.4%
10 400
11.7%
12 147
 
4.3%
ValueCountFrequency (%)
300 27
 
0.8%
90 4
 
0.1%
80 6
 
0.2%
75 10
 
0.3%
60 110
 
3.2%
50 36
 
1.1%
45 25
 
0.7%
40 250
7.3%
35 10
 
0.3%
30 408
12.0%

수강요일
Categorical

HIGH CORRELATION 

Distinct20
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size26.8 KiB
화,목
665 
월,수,금
548 
월,화,수,목,금,토,일
513 
월,화,수,목,금
265 
월,수
258 
Other values (15)
1159 

Length

Max length13
Median length11
Mean length6.1038732
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row월,화,수,목,금
2nd row월,화,수,목,금
3rd row월,화,수,목,금
4th row월,화,수,목,금
5th row월,화,수,목,금

Common Values

ValueCountFrequency (%)
화,목 665
19.5%
월,수,금 548
16.1%
월,화,수,목,금,토,일 513
15.1%
월,화,수,목,금 265
 
7.8%
월,수 258
 
7.6%
월,화,수,목,금,일 232
 
6.8%
화,목,토 161
 
4.7%
토 155
 
4.5%
토,일 132
 
3.9%
금 118
 
3.5%
Other values (10) 361
10.6%

Length

2023-12-13T02:39:19.370147image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
화,목 665
19.5%
월,수,금 548
16.1%
월,화,수,목,금,토,일 513
15.1%
월,화,수,목,금 265
 
7.8%
월,수 258
 
7.6%
월,화,수,목,금,일 232
 
6.8%
화,목,토 161
 
4.7%
토 155
 
4.5%
토,일 132
 
3.9%
금 118
 
3.5%
Other values (10) 361
10.6%

수강대상
Categorical

HIGH CORRELATION 

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size26.8 KiB
성인남여및청소년
1916 
청소년
638 
성인남여
517 
<NA>
301 
성인여성
 
36

Length

Max length8
Median length8
Mean length6.0616197
Min length3

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row성인남여
2nd row성인남여
3rd row청소년
4th row청소년
5th row성인남여및청소년

Common Values

ValueCountFrequency (%)
성인남여및청소년 1916
56.2%
청소년 638
 
18.7%
성인남여 517
 
15.2%
<NA> 301
 
8.8%
성인여성 36
 
1.1%

Length

2023-12-13T02:39:19.493508image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-13T02:39:19.599092image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
성인남여및청소년 1916
56.2%
청소년 638
 
18.7%
성인남여 517
 
15.2%
na 301
 
8.8%
성인여성 36
 
1.1%

수강료
Real number (ℝ)

HIGH CORRELATION 

Distinct67
Distinct (%)2.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean107806.92
Minimum10000
Maximum6600000
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size30.1 KiB
2023-12-13T02:39:19.736112image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum10000
5-th percentile28050
Q160000
median70000
Q396000
95-th percentile200000
Maximum6600000
Range6590000
Interquartile range (IQR)36000

Descriptive statistics

Standard deviation250955.49
Coefficient of variation (CV)2.3278235
Kurtosis403.60416
Mean107806.92
Median Absolute Deviation (MAD)20000
Skewness18.848465
Sum3.67406 × 108
Variance6.2978657 × 1010
MonotonicityNot monotonic
2023-12-13T02:39:19.884217image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
90000 239
 
7.0%
160000 234
 
6.9%
86000 232
 
6.8%
60000 224
 
6.6%
67000 212
 
6.2%
70000 180
 
5.3%
96000 159
 
4.7%
200000 144
 
4.2%
65000 129
 
3.8%
180000 121
 
3.6%
Other values (57) 1534
45.0%
ValueCountFrequency (%)
10000 4
 
0.1%
21000 51
1.5%
23000 17
 
0.5%
24000 8
 
0.2%
25000 7
 
0.2%
26000 55
1.6%
27000 29
 
0.9%
30000 29
 
0.9%
33000 7
 
0.2%
35000 73
2.1%
ValueCountFrequency (%)
6600000 1
 
< 0.1%
6500000 1
 
< 0.1%
4400000 6
0.2%
880000 1
 
< 0.1%
595000 7
0.2%
570000 4
 
0.1%
565000 14
0.4%
550000 1
 
< 0.1%
545000 14
0.4%
540000 4
 
0.1%

기간시작일
Date

Distinct19
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size26.8 KiB
Minimum2022-04-01 00:00:00
Maximum2023-09-01 00:00:00
2023-12-13T02:39:20.024287image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:20.146287image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=19)

기간종료일
Categorical

Distinct18
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Memory size26.8 KiB
2023-07-31
427 
2023-08-31
425 
2023-06-30
386 
9999-12-31
380 
2023-02-28
377 
Other values (13)
1413 

Length

Max length10
Median length10
Mean length10
Min length10

Unique

Unique7 ?
Unique (%)0.2%

Sample

1st row2023-02-28
2nd row2023-01-31
3rd row2023-02-28
4th row2023-01-31
5th row9999-12-31

Common Values

ValueCountFrequency (%)
2023-07-31 427
12.5%
2023-08-31 425
12.5%
2023-06-30 386
11.3%
9999-12-31 380
11.2%
2023-02-28 377
11.1%
2023-01-31 371
10.9%
2023-04-30 356
10.4%
2023-05-31 351
10.3%
2023-03-31 324
9.5%
2022-12-31 2
 
0.1%
Other values (8) 9
 
0.3%

Length

2023-12-13T02:39:20.285164image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
2023-07-31 427
12.5%
2023-08-31 425
12.5%
2023-06-30 386
11.3%
9999-12-31 380
11.2%
2023-02-28 377
11.1%
2023-01-31 371
10.9%
2023-04-30 356
10.4%
2023-05-31 351
10.3%
2023-03-31 324
9.5%
2022-11-30 2
 
0.1%
Other values (8) 9
 
0.3%

Interactions

2023-12-13T02:39:16.093904image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:13.973263image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:14.484726image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:14.940715image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:15.422605image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:16.177509image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:14.074758image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:14.580826image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:15.044171image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:15.512512image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:16.259958image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:14.161709image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:14.671651image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:15.149603image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:15.596413image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:16.342095image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:14.273637image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:14.763644image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:15.246431image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:15.920980image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:16.425246image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:14.370798image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:14.845154image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:15.335097image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
2023-12-13T02:39:16.002477image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Correlations

2023-12-13T02:39:20.396895image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
일련번호강좌번호강좌일련번호수강월종목시작시간종료시간정원수강요일수강대상수강료기간시작일기간종료일
일련번호1.0000.2200.3550.7010.7150.3700.5000.2530.4390.4140.0000.7100.700
강좌번호0.2201.0000.8910.1390.8650.2470.3240.0770.4700.0550.0000.1230.139
강좌일련번호0.3550.8911.0000.2510.7560.3800.5550.4090.6460.2560.0400.2540.250
수강월0.7010.1390.2511.0000.7420.0000.2790.0000.0470.1720.0001.0001.000
종목0.7150.8650.7560.7421.0000.8820.9420.8800.9420.9810.8220.7300.742
시작시간0.3700.2470.3800.0000.8821.0000.9920.5000.6650.6900.2030.0000.000
종료시간0.5000.3240.5550.2790.9420.9921.0000.5760.8800.7240.7970.2660.279
정원0.2530.0770.4090.0000.8800.5000.5761.0000.7280.2980.0000.0000.000
수강요일0.4390.4700.6460.0470.9420.6650.8800.7281.0000.6270.1470.0120.047
수강대상0.4140.0550.2560.1720.9810.6900.7240.2980.6271.0000.1330.1700.172
수강료0.0000.0000.0400.0000.8220.2030.7970.0000.1470.1331.0000.0000.000
기간시작일0.7100.1230.2541.0000.7300.0000.2660.0000.0120.1700.0001.0001.000
기간종료일0.7000.1390.2501.0000.7420.0000.2790.0000.0470.1720.0001.0001.000
2023-12-13T02:39:20.554152image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
수강대상종목수강요일기간종료일
수강대상1.0000.8990.3420.094
종목0.8991.0000.5650.276
수강요일0.3420.5651.0000.014
기간종료일0.0940.2760.0141.000
2023-12-13T02:39:20.678355image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
일련번호강좌번호강좌일련번호정원수강료종목수강요일수강대상기간종료일
일련번호1.0000.0450.0310.0010.0560.3290.1530.2590.356
강좌번호0.0451.000-0.914-0.164-0.1210.7670.3690.0330.108
강좌일련번호0.031-0.9141.0000.1930.1140.3650.2580.1550.098
정원0.001-0.1640.1931.000-0.5010.4960.4540.1870.000
수강료0.056-0.1210.114-0.5011.0000.5360.0700.0530.000
종목0.3290.7670.3650.4960.5361.0000.5650.8990.276
수강요일0.1530.3690.2580.4540.0700.5651.0000.3420.014
수강대상0.2590.0330.1550.1870.0530.8990.3421.0000.094
기간종료일0.3560.1080.0980.0000.0000.2760.0140.0941.000

Missing values

2023-12-13T02:39:16.547572image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-13T02:39:16.708575image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

일련번호강좌번호강좌일련번호수강월종목강좌명시작시간종료시간정원수강요일수강대상수강료기간시작일기간종료일
017771002860922023-02검도검도 21시(월~금)김제휴21:0022:3020월,화,수,목,금성인남여700002023-02-012023-02-28
15861002860782023-01검도검도 21시(월~금)김제휴21:0022:3020월,화,수,목,금성인남여700002023-01-012023-01-31
26201002007832023-02검도검도 17시(청소년.월~금)김제휴17:0017:5020월,화,수,목,금청소년580002023-02-012023-02-28
38801002007822023-01검도검도 17시(청소년.월~금)오정환17:0017:5020월,화,수,목,금청소년580002023-01-012023-01-31
42701214091192023-09검도검도 20시(월~금)김제휴 2520:0021:3020월,화,수,목,금성인남여및청소년700002023-09-019999-12-31
53209214091182023-08검도검도 20시(월~금)김제휴 2520:0021:3020월,화,수,목,금성인남여및청소년700002023-08-012023-08-31
62379214091052023-07검도검도 20시(월~금)김제휴 2520:0021:3020월,화,수,목,금성인남여및청소년700002023-07-012023-07-31
71517214091032023-06검도검도 20시(월~금)김제휴20:0021:3020월,화,수,목,금성인남여및청소년700002023-06-012023-06-30
81286214091022023-05검도검도 20시(월~금)김제휴20:0021:3020월,화,수,목,금성인남여및청소년700002023-05-012023-05-31
918214091012023-04검도검도 20시(월~금)김제휴20:0021:3020월,화,수,목,금성인남여및청소년700002023-04-012023-04-30
일련번호강좌번호강좌일련번호수강월종목강좌명시작시간종료시간정원수강요일수강대상수강료기간시작일기간종료일
33986491016149102023-07골프단기속성단기속성 18시(화목)김제성18:0018:504월,화,수,목,금,토,일성인남여2100002023-07-012023-07-31
33996501016149112023-06골프단기속성단기속성 18시(화목)김제성18:0018:504월,화,수,목,금,토,일성인남여2100002023-06-012023-06-30
34006511016149122023-05골프단기속성단기속성 18시(화목)김제성18:0018:504월,화,수,목,금,토,일성인남여2100002023-05-012023-05-31
34016521016149132023-04골프단기속성단기속성 18시(화목)김제성18:0018:504월,화,수,목,금,토,일성인남여2100002023-04-012023-04-30
340227671016148152023-09골프단기속성단기속성 16시(화목)김제성16:0016:504월,화,수,목,금,토,일성인남여2100002023-09-019999-12-31
340329881016148142023-08골프단기속성단기속성 16시(화목)김제성16:0016:504월,화,수,목,금,토,일성인남여2100002023-08-012023-08-31
34046531016148102023-07골프단기속성단기속성 16시(화목)김제성16:0016:504월,화,수,목,금,토,일성인남여2100002023-07-012023-07-31
34056541016148112023-06골프단기속성단기속성 16시(화목)김제성16:0016:504월,화,수,목,금,토,일성인남여2100002023-06-012023-06-30
34066551016148122023-05골프단기속성단기속성 16시(화목)김제성16:0016:504월,화,수,목,금,토,일성인남여2100002023-05-012023-05-31
34076561016148132023-04골프단기속성단기속성 16시(화목)김제성16:0016:504월,화,수,목,금,토,일성인남여2100002023-04-012023-04-30