Overview

Dataset statistics

Number of variables18
Number of observations1214
Missing cells2698
Missing cells (%)12.3%
Duplicate rows543
Duplicate rows (%)44.7%
Total size in memory170.8 KiB
Average record size in memory144.1 B

Variable types

Unsupported4
Text9
Categorical5

Dataset

Description창원시 TNR 관리 내역(2021.1.1 ~ 2021. 9. 30.)
Author경상남도 창원시
URLhttps://bigdata.gyeongnam.go.kr/index.gn?menuCd=DOM_000000114002001000&publicdatapk=15094001

Alerts

Dataset has 543 (44.7%) duplicate rowsDuplicates
Unnamed: 8 is highly overall correlated with Unnamed: 5 and 3 other fieldsHigh correlation
Unnamed: 12 is highly overall correlated with Unnamed: 5 and 2 other fieldsHigh correlation
Unnamed: 6 is highly overall correlated with Unnamed: 5 and 2 other fieldsHigh correlation
Unnamed: 5 is highly overall correlated with Unnamed: 6 and 3 other fieldsHigh correlation
Unnamed: 11 is highly overall correlated with Unnamed: 5 and 3 other fieldsHigh correlation
Unnamed: 5 is highly imbalanced (96.0%)Imbalance
Unnamed: 6 is highly imbalanced (70.8%)Imbalance
Unnamed: 8 is highly imbalanced (54.1%)Imbalance
Unnamed: 11 is highly imbalanced (80.5%)Imbalance
의창•성산구 길고양이 중성화(TNR) 관리내역 has 1212 (99.8%) missing valuesMissing
Unnamed: 13 has 78 (6.4%) missing valuesMissing
Unnamed: 14 has 78 (6.4%) missing valuesMissing
Unnamed: 15 has 78 (6.4%) missing valuesMissing
541(건) has 1212 (99.8%) missing valuesMissing
Unnamed: 0 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 9 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 10 is an unsupported type, check if it needs cleaning or further analysisUnsupported
Unnamed: 17 is an unsupported type, check if it needs cleaning or further analysisUnsupported

Reproduction

Analysis started2023-12-11 00:32:30.201508
Analysis finished2023-12-11 00:32:31.958626
Duration1.76 second
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

Unnamed: 0
Unsupported

REJECTED  UNSUPPORTED 

Missing5
Missing (%)0.4%
Memory size9.6 KiB
Distinct666
Distinct (%)55.1%
Missing5
Missing (%)0.4%
Memory size9.6 KiB
2023-12-11T09:32:32.119640image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length16
Median length16
Mean length15.970223
Min length4

Characters and Unicode

Total characters19308
Distinct characters22
Distinct categories4 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique124 ?
Unique (%)10.3%

Sample

1st row공고번호
2nd row경남-마산-2021-00543
3rd row경남-마산-2021-00542
4th row경남-마산-2021-00541
5th row경남-마산-2021-00540
ValueCountFrequency (%)
공고번호 3
 
0.2%
경남-마산-2021-00172 2
 
0.2%
경남-마산-2021-00179 2
 
0.2%
경남-마산-2021-00185 2
 
0.2%
경남-마산-2021-00184 2
 
0.2%
경남-마산-2021-00183 2
 
0.2%
경남-마산-2021-00182 2
 
0.2%
경남-마산-2021-00181 2
 
0.2%
경남-마산-2021-00180 2
 
0.2%
경남-마산-2021-00178 2
 
0.2%
Other values (656) 1188
98.3%
2023-12-11T09:32:32.433403image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
0 4170
21.6%
- 3616
18.7%
2 2870
14.9%
1 1692
8.8%
1206
 
6.2%
1206
 
6.2%
1082
 
5.6%
1080
 
5.6%
3 445
 
2.3%
4 439
 
2.3%
Other values (12) 1502
 
7.8%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 10854
56.2%
Other Letter 4834
25.0%
Dash Punctuation 3616
 
18.7%
Control 4
 
< 0.1%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
0 4170
38.4%
2 2870
26.4%
1 1692
15.6%
3 445
 
4.1%
4 439
 
4.0%
5 318
 
2.9%
7 230
 
2.1%
9 230
 
2.1%
8 230
 
2.1%
6 230
 
2.1%
Other Letter
ValueCountFrequency (%)
1206
24.9%
1206
24.9%
1082
22.4%
1080
22.3%
124
 
2.6%
124
 
2.6%
3
 
0.1%
3
 
0.1%
3
 
0.1%
3
 
0.1%
Dash Punctuation
ValueCountFrequency (%)
- 3616
100.0%
Control
ValueCountFrequency (%)
4
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 14474
75.0%
Hangul 4834
 
25.0%

Most frequent character per script

Common
ValueCountFrequency (%)
0 4170
28.8%
- 3616
25.0%
2 2870
19.8%
1 1692
11.7%
3 445
 
3.1%
4 439
 
3.0%
5 318
 
2.2%
7 230
 
1.6%
9 230
 
1.6%
8 230
 
1.6%
Other values (2) 234
 
1.6%
Hangul
ValueCountFrequency (%)
1206
24.9%
1206
24.9%
1082
22.4%
1080
22.3%
124
 
2.6%
124
 
2.6%
3
 
0.1%
3
 
0.1%
3
 
0.1%
3
 
0.1%

Most occurring blocks

ValueCountFrequency (%)
ASCII 14474
75.0%
Hangul 4834
 
25.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
0 4170
28.8%
- 3616
25.0%
2 2870
19.8%
1 1692
11.7%
3 445
 
3.1%
4 439
 
3.0%
5 318
 
2.2%
7 230
 
1.6%
9 230
 
1.6%
8 230
 
1.6%
Other values (2) 234
 
1.6%
Hangul
ValueCountFrequency (%)
1206
24.9%
1206
24.9%
1082
22.4%
1080
22.3%
124
 
2.6%
124
 
2.6%
3
 
0.1%
3
 
0.1%
3
 
0.1%
3
 
0.1%
Distinct2
Distinct (%)100.0%
Missing1212
Missing (%)99.8%
Memory size9.6 KiB
2023-12-11T09:32:32.580183image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length27
Median length24.5
Mean length24.5
Min length22

Characters and Unicode

Total characters49
Distinct characters27
Distinct categories6 ?
Distinct scripts3 ?
Distinct blocks3 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique2 ?
Unique (%)100.0%

Sample

1st row진해구 길고양이 중성화(TNR) 관리내역
2nd row마산합포•회원구 길고양이 중성화(TNR) 관리내역
ValueCountFrequency (%)
길고양이 2
25.0%
중성화(tnr 2
25.0%
관리내역 2
25.0%
진해구 1
12.5%
마산합포•회원구 1
12.5%
2023-12-11T09:32:32.823938image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
6
 
12.2%
N 2
 
4.1%
2
 
4.1%
2
 
4.1%
2
 
4.1%
2
 
4.1%
2
 
4.1%
) 2
 
4.1%
R 2
 
4.1%
T 2
 
4.1%
Other values (17) 25
51.0%

Most occurring categories

ValueCountFrequency (%)
Other Letter 32
65.3%
Space Separator 6
 
12.2%
Uppercase Letter 6
 
12.2%
Close Punctuation 2
 
4.1%
Open Punctuation 2
 
4.1%
Other Punctuation 1
 
2.0%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
Other values (10) 12
37.5%
Uppercase Letter
ValueCountFrequency (%)
N 2
33.3%
R 2
33.3%
T 2
33.3%
Space Separator
ValueCountFrequency (%)
6
100.0%
Close Punctuation
ValueCountFrequency (%)
) 2
100.0%
Open Punctuation
ValueCountFrequency (%)
( 2
100.0%
Other Punctuation
ValueCountFrequency (%)
1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 32
65.3%
Common 11
 
22.4%
Latin 6
 
12.2%

Most frequent character per script

Hangul
ValueCountFrequency (%)
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
Other values (10) 12
37.5%
Common
ValueCountFrequency (%)
6
54.5%
) 2
 
18.2%
( 2
 
18.2%
1
 
9.1%
Latin
ValueCountFrequency (%)
N 2
33.3%
R 2
33.3%
T 2
33.3%

Most occurring blocks

ValueCountFrequency (%)
Hangul 32
65.3%
ASCII 16
32.7%
Punctuation 1
 
2.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
6
37.5%
N 2
 
12.5%
) 2
 
12.5%
R 2
 
12.5%
T 2
 
12.5%
( 2
 
12.5%
Hangul
ValueCountFrequency (%)
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
2
 
6.2%
Other values (10) 12
37.5%
Punctuation
ValueCountFrequency (%)
1
100.0%
Distinct323
Distinct (%)26.7%
Missing5
Missing (%)0.4%
Memory size9.6 KiB
2023-12-11T09:32:33.113800image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length19
Median length19
Mean length18.962779
Min length4

Characters and Unicode

Total characters22926
Distinct characters17
Distinct categories5 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique28 ?
Unique (%)2.3%

Sample

1st row포획일시
2nd row2021-06-12 09:00:00
3rd row2021-06-11 09:00:00
4th row2021-06-11 09:00:00
5th row2021-06-11 09:00:00
ValueCountFrequency (%)
09:00:00 283
 
11.7%
11:00:00 260
 
10.8%
10:00:00 216
 
8.9%
15:00:00 106
 
4.4%
12:00:00 81
 
3.4%
14:00:00 80
 
3.3%
13:00:00 65
 
2.7%
16:00:00 60
 
2.5%
08:00:00 44
 
1.8%
2021-03-23 37
 
1.5%
Other values (100) 1183
49.0%
2023-12-11T09:32:33.513967image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
0 8280
36.1%
2 3166
 
13.8%
1 2809
 
12.3%
- 2412
 
10.5%
: 2412
 
10.5%
1206
 
5.3%
3 670
 
2.9%
4 608
 
2.7%
5 431
 
1.9%
9 416
 
1.8%
Other values (7) 516
 
2.3%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 16884
73.6%
Dash Punctuation 2412
 
10.5%
Other Punctuation 2412
 
10.5%
Space Separator 1206
 
5.3%
Other Letter 12
 
0.1%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
0 8280
49.0%
2 3166
 
18.8%
1 2809
 
16.6%
3 670
 
4.0%
4 608
 
3.6%
5 431
 
2.6%
9 416
 
2.5%
6 271
 
1.6%
8 135
 
0.8%
7 98
 
0.6%
Other Letter
ValueCountFrequency (%)
3
25.0%
3
25.0%
3
25.0%
3
25.0%
Dash Punctuation
ValueCountFrequency (%)
- 2412
100.0%
Other Punctuation
ValueCountFrequency (%)
: 2412
100.0%
Space Separator
ValueCountFrequency (%)
1206
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 22914
99.9%
Hangul 12
 
0.1%

Most frequent character per script

Common
ValueCountFrequency (%)
0 8280
36.1%
2 3166
 
13.8%
1 2809
 
12.3%
- 2412
 
10.5%
: 2412
 
10.5%
1206
 
5.3%
3 670
 
2.9%
4 608
 
2.7%
5 431
 
1.9%
9 416
 
1.8%
Other values (3) 504
 
2.2%
Hangul
ValueCountFrequency (%)
3
25.0%
3
25.0%
3
25.0%
3
25.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII 22914
99.9%
Hangul 12
 
0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
0 8280
36.1%
2 3166
 
13.8%
1 2809
 
12.3%
- 2412
 
10.5%
: 2412
 
10.5%
1206
 
5.3%
3 670
 
2.9%
4 608
 
2.7%
5 431
 
1.9%
9 416
 
1.8%
Other values (3) 504
 
2.2%
Hangul
ValueCountFrequency (%)
3
25.0%
3
25.0%
3
25.0%
3
25.0%
Distinct282
Distinct (%)23.3%
Missing5
Missing (%)0.4%
Memory size9.6 KiB
2023-12-11T09:32:33.835384image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length30
Median length20
Mean length12.215054
Min length4

Characters and Unicode

Total characters14768
Distinct characters243
Distinct categories8 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique19 ?
Unique (%)1.6%

Sample

1st row포획장소
2nd row산호동 승리빌라 부근
3rd row봉암동 마산교육지청 부근
4th row봉암공단6길 14 부근
5th row진동면 한일유앤아이@ 공원 부근
ValueCountFrequency (%)
부근 762
 
20.1%
진동면 116
 
3.1%
67
 
1.8%
구암북 56
 
1.5%
합성동 54
 
1.4%
양덕동 38
 
1.0%
봉암동 36
 
0.9%
5길 36
 
0.9%
2길 34
 
0.9%
두척1길 32
 
0.8%
Other values (395) 2563
67.6%
2023-12-11T09:32:34.303078image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
2606
 
17.6%
1 888
 
6.0%
779
 
5.3%
764
 
5.2%
712
 
4.8%
568
 
3.8%
2 313
 
2.1%
- 298
 
2.0%
6 290
 
2.0%
4 284
 
1.9%
Other values (233) 7266
49.2%

Most occurring categories

ValueCountFrequency (%)
Other Letter 8743
59.2%
Decimal Number 2998
 
20.3%
Space Separator 2606
 
17.6%
Dash Punctuation 298
 
2.0%
Other Punctuation 71
 
0.5%
Lowercase Letter 34
 
0.2%
Open Punctuation 9
 
0.1%
Close Punctuation 9
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
779
 
8.9%
764
 
8.7%
712
 
8.1%
568
 
6.5%
210
 
2.4%
196
 
2.2%
194
 
2.2%
190
 
2.2%
182
 
2.1%
176
 
2.0%
Other values (213) 4772
54.6%
Decimal Number
ValueCountFrequency (%)
1 888
29.6%
2 313
 
10.4%
6 290
 
9.7%
4 284
 
9.5%
3 282
 
9.4%
0 243
 
8.1%
5 225
 
7.5%
7 184
 
6.1%
8 150
 
5.0%
9 139
 
4.6%
Lowercase Letter
ValueCountFrequency (%)
e 14
41.2%
a 12
35.3%
s 4
 
11.8%
g 4
 
11.8%
Other Punctuation
ValueCountFrequency (%)
@ 69
97.2%
. 2
 
2.8%
Space Separator
ValueCountFrequency (%)
2606
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 298
100.0%
Open Punctuation
ValueCountFrequency (%)
( 9
100.0%
Close Punctuation
ValueCountFrequency (%)
) 9
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 8743
59.2%
Common 5991
40.6%
Latin 34
 
0.2%

Most frequent character per script

Hangul
ValueCountFrequency (%)
779
 
8.9%
764
 
8.7%
712
 
8.1%
568
 
6.5%
210
 
2.4%
196
 
2.2%
194
 
2.2%
190
 
2.2%
182
 
2.1%
176
 
2.0%
Other values (213) 4772
54.6%
Common
ValueCountFrequency (%)
2606
43.5%
1 888
 
14.8%
2 313
 
5.2%
- 298
 
5.0%
6 290
 
4.8%
4 284
 
4.7%
3 282
 
4.7%
0 243
 
4.1%
5 225
 
3.8%
7 184
 
3.1%
Other values (6) 378
 
6.3%
Latin
ValueCountFrequency (%)
e 14
41.2%
a 12
35.3%
s 4
 
11.8%
g 4
 
11.8%

Most occurring blocks

ValueCountFrequency (%)
Hangul 8743
59.2%
ASCII 6025
40.8%

Most frequent character per block

ASCII
ValueCountFrequency (%)
2606
43.3%
1 888
 
14.7%
2 313
 
5.2%
- 298
 
4.9%
6 290
 
4.8%
4 284
 
4.7%
3 282
 
4.7%
0 243
 
4.0%
5 225
 
3.7%
7 184
 
3.1%
Other values (10) 412
 
6.8%
Hangul
ValueCountFrequency (%)
779
 
8.9%
764
 
8.7%
712
 
8.1%
568
 
6.5%
210
 
2.4%
196
 
2.2%
194
 
2.2%
190
 
2.2%
182
 
2.1%
176
 
2.0%
Other values (213) 4772
54.6%

Unnamed: 5
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct3
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size9.6 KiB
길고양이
1206 
<NA>
 
5
축종
 
3

Length

Max length4
Median length4
Mean length3.9950577
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row축종
2nd row길고양이
3rd row길고양이
4th row길고양이
5th row길고양이

Common Values

ValueCountFrequency (%)
길고양이 1206
99.3%
<NA> 5
 
0.4%
축종 3
 
0.2%

Length

2023-12-11T09:32:34.445728image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T09:32:34.566079image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
길고양이 1206
99.3%
na 5
 
0.4%
축종 3
 
0.2%

Unnamed: 6
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct7
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size9.6 KiB
한국고양이
1047 
코숏
 
74
믹스고양이
 
61
믹스 고양이
 
22
<NA>
 
5
Other values (2)
 
5

Length

Max length6
Median length5
Mean length4.8187809
Min length2

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row품종
2nd row한국고양이
3rd row한국고양이
4th row한국고양이
5th row한국고양이

Common Values

ValueCountFrequency (%)
한국고양이 1047
86.2%
코숏 74
 
6.1%
믹스고양이 61
 
5.0%
믹스 고양이 22
 
1.8%
<NA> 5
 
0.4%
품종 3
 
0.2%
믹스 2
 
0.2%

Length

2023-12-11T09:32:34.698001image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T09:32:34.820298image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
한국고양이 1047
84.7%
코숏 74
 
6.0%
믹스고양이 61
 
4.9%
믹스 24
 
1.9%
고양이 22
 
1.8%
na 5
 
0.4%
품종 3
 
0.2%
Distinct110
Distinct (%)9.1%
Missing5
Missing (%)0.4%
Memory size9.6 KiB
2023-12-11T09:32:35.051718image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length17
Median length16
Mean length5.5459057
Min length2

Characters and Unicode

Total characters6705
Distinct characters46
Distinct categories5 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique13 ?
Unique (%)1.1%

Sample

1st row색상
2nd row노랑+검정+흰색
3rd row노랑+검정+흰색
4th row노랑
5th row노랑+흰색
ValueCountFrequency (%)
검정+흰색 139
 
11.3%
노랑+흰색 106
 
8.6%
흰색+노랑 77
 
6.2%
갈색+검정 74
 
6.0%
흰색+검정 73
 
5.9%
검정 62
 
5.0%
노랑 53
 
4.3%
흰색+갈색+검정 43
 
3.5%
흰색+회색+검정 41
 
3.3%
갈색+검정+흰색 35
 
2.8%
Other values (100) 530
43.0%
2023-12-11T09:32:35.408448image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
1432
21.4%
+ 1317
19.6%
822
12.3%
767
11.4%
767
11.4%
404
 
6.0%
305
 
4.5%
303
 
4.5%
174
 
2.6%
63
 
0.9%
Other values (36) 351
 
5.2%

Most occurring categories

ValueCountFrequency (%)
Other Letter 5348
79.8%
Math Symbol 1317
 
19.6%
Space Separator 24
 
0.4%
Close Punctuation 8
 
0.1%
Open Punctuation 8
 
0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
1432
26.8%
822
15.4%
767
14.3%
767
14.3%
404
 
7.6%
305
 
5.7%
303
 
5.7%
174
 
3.3%
63
 
1.2%
59
 
1.1%
Other values (32) 252
 
4.7%
Math Symbol
ValueCountFrequency (%)
+ 1317
100.0%
Space Separator
ValueCountFrequency (%)
24
100.0%
Close Punctuation
ValueCountFrequency (%)
) 8
100.0%
Open Punctuation
ValueCountFrequency (%)
( 8
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 5348
79.8%
Common 1357
 
20.2%

Most frequent character per script

Hangul
ValueCountFrequency (%)
1432
26.8%
822
15.4%
767
14.3%
767
14.3%
404
 
7.6%
305
 
5.7%
303
 
5.7%
174
 
3.3%
63
 
1.2%
59
 
1.1%
Other values (32) 252
 
4.7%
Common
ValueCountFrequency (%)
+ 1317
97.1%
24
 
1.8%
) 8
 
0.6%
( 8
 
0.6%

Most occurring blocks

ValueCountFrequency (%)
Hangul 5348
79.8%
ASCII 1357
 
20.2%

Most frequent character per block

Hangul
ValueCountFrequency (%)
1432
26.8%
822
15.4%
767
14.3%
767
14.3%
404
 
7.6%
305
 
5.7%
303
 
5.7%
174
 
3.3%
63
 
1.2%
59
 
1.1%
Other values (32) 252
 
4.7%
ASCII
ValueCountFrequency (%)
+ 1317
97.1%
24
 
1.8%
) 8
 
0.6%
( 8
 
0.6%

Unnamed: 8
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct5
Distinct (%)0.4%
Missing0
Missing (%)0.0%
Memory size9.6 KiB
수컷
624 
암컷
581 
<NA>
 
5
성별
 
3
미상
 
1

Length

Max length4
Median length2
Mean length2.0082372
Min length2

Unique

Unique1 ?
Unique (%)0.1%

Sample

1st row성별
2nd row암컷
3rd row암컷
4th row수컷
5th row수컷

Common Values

ValueCountFrequency (%)
수컷 624
51.4%
암컷 581
47.9%
<NA> 5
 
0.4%
성별 3
 
0.2%
미상 1
 
0.1%

Length

2023-12-11T09:32:35.546779image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T09:32:35.650308image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
수컷 624
51.4%
암컷 581
47.9%
na 5
 
0.4%
성별 3
 
0.2%
미상 1
 
0.1%

Unnamed: 9
Unsupported

REJECTED  UNSUPPORTED 

Missing5
Missing (%)0.4%
Memory size9.6 KiB

Unnamed: 10
Unsupported

REJECTED  UNSUPPORTED 

Missing5
Missing (%)0.4%
Memory size9.6 KiB

Unnamed: 11
Categorical

HIGH CORRELATION  IMBALANCE 

Distinct4
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size9.6 KiB
Y
1133 
N
 
73
<NA>
 
5
TNR
 
3

Length

Max length4
Median length1
Mean length1.0172982
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowTNR
2nd rowY
3rd rowY
4th rowY
5th rowY

Common Values

ValueCountFrequency (%)
Y 1133
93.3%
N 73
 
6.0%
<NA> 5
 
0.4%
TNR 3
 
0.2%

Length

2023-12-11T09:32:35.758412image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T09:32:35.853271image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
y 1133
93.3%
n 73
 
6.0%
na 5
 
0.4%
tnr 3
 
0.2%

Unnamed: 12
Categorical

HIGH CORRELATION 

Distinct9
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size9.6 KiB
도그플러스 동물병원 마산점
498 
펫츠올 동물의료원
494 
<NA>
78 
센텀동물병원
71 
마린동물병원
 
47
Other values (4)
 
26

Length

Max length14
Median length10
Mean length10.512356
Min length4

Unique

Unique1 ?
Unique (%)0.1%

Sample

1st rowTNR병원
2nd row도그플러스 동물병원 마산점
3rd row도그플러스 동물병원 마산점
4th row도그플러스 동물병원 마산점
5th row도그플러스 동물병원 마산점

Common Values

ValueCountFrequency (%)
도그플러스 동물병원 마산점 498
41.0%
펫츠올 동물의료원 494
40.7%
<NA> 78
 
6.4%
센텀동물병원 71
 
5.8%
마린동물병원 47
 
3.9%
24시야간응급동물병원펫츠올 20
 
1.6%
TNR병원 3
 
0.2%
도그플러스 동물병원 2
 
0.2%
센텀동물메디컬센터 1
 
0.1%

Length

2023-12-11T09:32:35.956916image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2023-12-11T09:32:36.060506image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
도그플러스 500
18.5%
동물병원 500
18.5%
마산점 498
18.4%
펫츠올 494
18.3%
동물의료원 494
18.3%
na 78
 
2.9%
센텀동물병원 71
 
2.6%
마린동물병원 47
 
1.7%
24시야간응급동물병원펫츠올 20
 
0.7%
tnr병원 3
 
0.1%

Unnamed: 13
Text

MISSING 

Distinct264
Distinct (%)23.2%
Missing78
Missing (%)6.4%
Memory size9.6 KiB
2023-12-11T09:32:36.308480image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length19
Median length19
Mean length18.963028
Min length5

Characters and Unicode

Total characters21542
Distinct characters18
Distinct categories6 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique20 ?
Unique (%)1.8%

Sample

1st rowTNR일시
2nd row2021-06-12 14:00:00
3rd row2021-06-11 11:00:00
4th row2021-06-11 11:00:00
5th row2021-06-11 09:00:00
ValueCountFrequency (%)
11:00:00 401
 
17.7%
14:00:00 338
 
14.9%
16:00:00 163
 
7.2%
12:00:00 77
 
3.4%
17:00:00 58
 
2.6%
2021-03-23 35
 
1.5%
2021-04-02 34
 
1.5%
15:00:00 28
 
1.2%
2021-03-24 26
 
1.1%
2021-03-26 26
 
1.1%
Other values (101) 1083
47.7%
2023-12-11T09:32:36.693049image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
0 7308
33.9%
1 3088
14.3%
2 2983
13.8%
- 2266
 
10.5%
: 2266
 
10.5%
1133
 
5.3%
4 839
 
3.9%
3 578
 
2.7%
6 359
 
1.7%
5 330
 
1.5%
Other values (8) 392
 
1.8%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 15862
73.6%
Dash Punctuation 2266
 
10.5%
Other Punctuation 2266
 
10.5%
Space Separator 1133
 
5.3%
Uppercase Letter 9
 
< 0.1%
Other Letter 6
 
< 0.1%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
0 7308
46.1%
1 3088
19.5%
2 2983
18.8%
4 839
 
5.3%
3 578
 
3.6%
6 359
 
2.3%
5 330
 
2.1%
7 143
 
0.9%
9 132
 
0.8%
8 102
 
0.6%
Uppercase Letter
ValueCountFrequency (%)
T 3
33.3%
N 3
33.3%
R 3
33.3%
Other Letter
ValueCountFrequency (%)
3
50.0%
3
50.0%
Dash Punctuation
ValueCountFrequency (%)
- 2266
100.0%
Other Punctuation
ValueCountFrequency (%)
: 2266
100.0%
Space Separator
ValueCountFrequency (%)
1133
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 21527
99.9%
Latin 9
 
< 0.1%
Hangul 6
 
< 0.1%

Most frequent character per script

Common
ValueCountFrequency (%)
0 7308
33.9%
1 3088
14.3%
2 2983
13.9%
- 2266
 
10.5%
: 2266
 
10.5%
1133
 
5.3%
4 839
 
3.9%
3 578
 
2.7%
6 359
 
1.7%
5 330
 
1.5%
Other values (3) 377
 
1.8%
Latin
ValueCountFrequency (%)
T 3
33.3%
N 3
33.3%
R 3
33.3%
Hangul
ValueCountFrequency (%)
3
50.0%
3
50.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII 21536
> 99.9%
Hangul 6
 
< 0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
0 7308
33.9%
1 3088
14.3%
2 2983
13.9%
- 2266
 
10.5%
: 2266
 
10.5%
1133
 
5.3%
4 839
 
3.9%
3 578
 
2.7%
6 359
 
1.7%
5 330
 
1.5%
Other values (6) 386
 
1.8%
Hangul
ValueCountFrequency (%)
3
50.0%
3
50.0%

Unnamed: 14
Text

MISSING 

Distinct307
Distinct (%)27.0%
Missing78
Missing (%)6.4%
Memory size9.6 KiB
2023-12-11T09:32:36.926325image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length19
Median length19
Mean length18.960387
Min length4

Characters and Unicode

Total characters21539
Distinct characters17
Distinct categories5 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique21 ?
Unique (%)1.8%

Sample

1st row방사일시
2nd row2021-06-14 10:00:00
3rd row2021-06-14 11:00:00
4th row2021-06-12 11:00:00
5th row2021-06-12 12:00:00
ValueCountFrequency (%)
11:00:00 187
 
8.2%
12:00:00 168
 
7.4%
10:00:00 162
 
7.1%
17:00:00 121
 
5.3%
16:00:00 109
 
4.8%
13:00:00 101
 
4.5%
18:00:00 78
 
3.4%
15:00:00 75
 
3.3%
09:00:00 55
 
2.4%
14:00:00 49
 
2.2%
Other values (113) 1164
51.3%
2023-12-11T09:32:37.296824image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
0 7457
34.6%
2 3042
14.1%
1 2849
 
13.2%
: 2266
 
10.5%
- 2266
 
10.5%
1133
 
5.3%
3 652
 
3.0%
4 546
 
2.5%
5 427
 
2.0%
6 316
 
1.5%
Other values (7) 585
 
2.7%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 15862
73.6%
Other Punctuation 2266
 
10.5%
Dash Punctuation 2266
 
10.5%
Space Separator 1133
 
5.3%
Other Letter 12
 
0.1%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
0 7457
47.0%
2 3042
19.2%
1 2849
 
18.0%
3 652
 
4.1%
4 546
 
3.4%
5 427
 
2.7%
6 316
 
2.0%
7 234
 
1.5%
8 173
 
1.1%
9 166
 
1.0%
Other Letter
ValueCountFrequency (%)
3
25.0%
3
25.0%
3
25.0%
3
25.0%
Other Punctuation
ValueCountFrequency (%)
: 2266
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 2266
100.0%
Space Separator
ValueCountFrequency (%)
1133
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 21527
99.9%
Hangul 12
 
0.1%

Most frequent character per script

Common
ValueCountFrequency (%)
0 7457
34.6%
2 3042
14.1%
1 2849
 
13.2%
: 2266
 
10.5%
- 2266
 
10.5%
1133
 
5.3%
3 652
 
3.0%
4 546
 
2.5%
5 427
 
2.0%
6 316
 
1.5%
Other values (3) 573
 
2.7%
Hangul
ValueCountFrequency (%)
3
25.0%
3
25.0%
3
25.0%
3
25.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII 21527
99.9%
Hangul 12
 
0.1%

Most frequent character per block

ASCII
ValueCountFrequency (%)
0 7457
34.6%
2 3042
14.1%
1 2849
 
13.2%
: 2266
 
10.5%
- 2266
 
10.5%
1133
 
5.3%
3 652
 
3.0%
4 546
 
2.5%
5 427
 
2.0%
6 316
 
1.5%
Other values (3) 573
 
2.7%
Hangul
ValueCountFrequency (%)
3
25.0%
3
25.0%
3
25.0%
3
25.0%

Unnamed: 15
Text

MISSING 

Distinct340
Distinct (%)29.9%
Missing78
Missing (%)6.4%
Memory size9.6 KiB
2023-12-11T09:32:37.593381image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length37
Median length33
Mean length26.757923
Min length4

Characters and Unicode

Total characters30397
Distinct characters248
Distinct categories10 ?
Distinct scripts3 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique34 ?
Unique (%)3.0%

Sample

1st row방사장소
2nd row산호동 승리빌라 부근(방사동영상 파일 별도보관)
3rd row봉암동 마산교육지청 부근 (방사동영상 파일 별도보관)
4th row봉암공단6길 14 부근 (방사동영상 파일 별도보관)
5th row진동면 한일유앤아이@ 공원 부근(방사동영상 파일 별도보관)
ValueCountFrequency (%)
파일 1088
18.3%
별도보관 1088
18.3%
부근(방사동영상 552
 
9.3%
방사동영상 211
 
3.5%
부근 154
 
2.6%
진동면 106
 
1.8%
구암북 56
 
0.9%
합성동 48
 
0.8%
양덕동 38
 
0.6%
앞(방사동영상 35
 
0.6%
Other values (424) 2579
43.3%
2023-12-11T09:32:37.977357image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
4826
 
15.9%
1754
 
5.8%
1146
 
3.8%
1135
 
3.7%
1134
 
3.7%
1125
 
3.7%
1112
 
3.7%
1110
 
3.7%
1106
 
3.6%
1100
 
3.6%
Other values (238) 14849
48.9%

Most occurring categories

ValueCountFrequency (%)
Other Letter 20157
66.3%
Space Separator 4826
 
15.9%
Decimal Number 2833
 
9.3%
Close Punctuation 1095
 
3.6%
Open Punctuation 1095
 
3.6%
Dash Punctuation 284
 
0.9%
Other Punctuation 66
 
0.2%
Lowercase Letter 34
 
0.1%
Uppercase Letter 6
 
< 0.1%
Control 1
 
< 0.1%

Most frequent character per category

Other Letter
ValueCountFrequency (%)
1754
 
8.7%
1146
 
5.7%
1135
 
5.6%
1134
 
5.6%
1125
 
5.6%
1112
 
5.5%
1110
 
5.5%
1106
 
5.5%
1100
 
5.5%
1094
 
5.4%
Other values (213) 8341
41.4%
Decimal Number
ValueCountFrequency (%)
1 851
30.0%
2 296
 
10.4%
6 273
 
9.6%
4 269
 
9.5%
3 260
 
9.2%
0 225
 
7.9%
5 206
 
7.3%
7 170
 
6.0%
8 148
 
5.2%
9 135
 
4.8%
Lowercase Letter
ValueCountFrequency (%)
e 16
47.1%
a 10
29.4%
s 4
 
11.8%
g 4
 
11.8%
Other Punctuation
ValueCountFrequency (%)
@ 63
95.5%
. 2
 
3.0%
? 1
 
1.5%
Uppercase Letter
ValueCountFrequency (%)
T 2
33.3%
N 2
33.3%
R 2
33.3%
Space Separator
ValueCountFrequency (%)
4826
100.0%
Close Punctuation
ValueCountFrequency (%)
) 1095
100.0%
Open Punctuation
ValueCountFrequency (%)
( 1095
100.0%
Dash Punctuation
ValueCountFrequency (%)
- 284
100.0%
Control
ValueCountFrequency (%)
1
100.0%

Most occurring scripts

ValueCountFrequency (%)
Hangul 20157
66.3%
Common 10200
33.6%
Latin 40
 
0.1%

Most frequent character per script

Hangul
ValueCountFrequency (%)
1754
 
8.7%
1146
 
5.7%
1135
 
5.6%
1134
 
5.6%
1125
 
5.6%
1112
 
5.5%
1110
 
5.5%
1106
 
5.5%
1100
 
5.5%
1094
 
5.4%
Other values (213) 8341
41.4%
Common
ValueCountFrequency (%)
4826
47.3%
) 1095
 
10.7%
( 1095
 
10.7%
1 851
 
8.3%
2 296
 
2.9%
- 284
 
2.8%
6 273
 
2.7%
4 269
 
2.6%
3 260
 
2.5%
0 225
 
2.2%
Other values (8) 726
 
7.1%
Latin
ValueCountFrequency (%)
e 16
40.0%
a 10
25.0%
s 4
 
10.0%
g 4
 
10.0%
T 2
 
5.0%
N 2
 
5.0%
R 2
 
5.0%

Most occurring blocks

ValueCountFrequency (%)
Hangul 20157
66.3%
ASCII 10240
33.7%

Most frequent character per block

ASCII
ValueCountFrequency (%)
4826
47.1%
) 1095
 
10.7%
( 1095
 
10.7%
1 851
 
8.3%
2 296
 
2.9%
- 284
 
2.8%
6 273
 
2.7%
4 269
 
2.6%
3 260
 
2.5%
0 225
 
2.2%
Other values (15) 766
 
7.5%
Hangul
ValueCountFrequency (%)
1754
 
8.7%
1146
 
5.7%
1135
 
5.6%
1134
 
5.6%
1125
 
5.6%
1112
 
5.5%
1110
 
5.5%
1106
 
5.5%
1100
 
5.5%
1094
 
5.4%
Other values (213) 8341
41.4%

541(건)
Text

MISSING 

Distinct2
Distinct (%)100.0%
Missing1212
Missing (%)99.8%
Memory size9.6 KiB
2023-12-11T09:32:38.082473image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length6
Median length6
Mean length6
Min length6

Characters and Unicode

Total characters12
Distinct characters7
Distinct categories4 ?
Distinct scripts2 ?
Distinct blocks2 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique2 ?
Unique (%)100.0%

Sample

1st row124(건)
2nd row541(건)
ValueCountFrequency (%)
124(건 1
50.0%
541(건 1
50.0%
2023-12-11T09:32:38.297697image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
1 2
16.7%
4 2
16.7%
( 2
16.7%
2
16.7%
) 2
16.7%
2 1
8.3%
5 1
8.3%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 6
50.0%
Open Punctuation 2
 
16.7%
Other Letter 2
 
16.7%
Close Punctuation 2
 
16.7%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
1 2
33.3%
4 2
33.3%
2 1
16.7%
5 1
16.7%
Open Punctuation
ValueCountFrequency (%)
( 2
100.0%
Other Letter
ValueCountFrequency (%)
2
100.0%
Close Punctuation
ValueCountFrequency (%)
) 2
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 10
83.3%
Hangul 2
 
16.7%

Most frequent character per script

Common
ValueCountFrequency (%)
1 2
20.0%
4 2
20.0%
( 2
20.0%
) 2
20.0%
2 1
10.0%
5 1
10.0%
Hangul
ValueCountFrequency (%)
2
100.0%

Most occurring blocks

ValueCountFrequency (%)
ASCII 10
83.3%
Hangul 2
 
16.7%

Most frequent character per block

ASCII
ValueCountFrequency (%)
1 2
20.0%
4 2
20.0%
( 2
20.0%
) 2
20.0%
2 1
10.0%
5 1
10.0%
Hangul
ValueCountFrequency (%)
2
100.0%

Unnamed: 17
Unsupported

REJECTED  UNSUPPORTED 

Missing5
Missing (%)0.4%
Memory size9.6 KiB

Correlations

2023-12-11T09:32:38.381011image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
의창•성산구 길고양이 중성화(TNR) 관리내역Unnamed: 5Unnamed: 6Unnamed: 8Unnamed: 11Unnamed: 12541(건)
의창•성산구 길고양이 중성화(TNR) 관리내역1.000NaNNaNNaNNaNNaN0.000
Unnamed: 5NaN1.0001.0001.0001.0001.000NaN
Unnamed: 6NaN1.0001.0000.7410.9410.670NaN
Unnamed: 8NaN1.0000.7411.0000.6930.789NaN
Unnamed: 11NaN1.0000.9410.6931.0001.000NaN
Unnamed: 12NaN1.0000.6700.7891.0001.000NaN
541(건)0.000NaNNaNNaNNaNNaN1.000
2023-12-11T09:32:38.499153image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Unnamed: 8Unnamed: 12Unnamed: 6Unnamed: 5Unnamed: 11
Unnamed: 81.0000.7070.5770.9990.727
Unnamed: 120.7071.0000.4530.9970.997
Unnamed: 60.5770.4531.0000.9980.705
Unnamed: 50.9990.9970.9981.0001.000
Unnamed: 110.7270.9970.7051.0001.000
2023-12-11T09:32:38.589144image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Unnamed: 5Unnamed: 6Unnamed: 8Unnamed: 11Unnamed: 12
Unnamed: 51.0000.9980.9991.0000.997
Unnamed: 60.9981.0000.5770.7050.453
Unnamed: 80.9990.5771.0000.7270.707
Unnamed: 111.0000.7050.7271.0000.997
Unnamed: 120.9970.4530.7070.9971.000

Missing values

2023-12-11T09:32:31.020167image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
A simple visualization of nullity by column.
2023-12-11T09:32:31.498184image/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.
2023-12-11T09:32:31.729948image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

Unnamed: 0Unnamed: 1의창•성산구 길고양이 중성화(TNR) 관리내역Unnamed: 3Unnamed: 4Unnamed: 5Unnamed: 6Unnamed: 7Unnamed: 8Unnamed: 9Unnamed: 10Unnamed: 11Unnamed: 12Unnamed: 13Unnamed: 14Unnamed: 15541(건)Unnamed: 17
0관리번호공고번호<NA>포획일시포획장소축종품종색상성별체중나이TNRTNR병원TNR일시방사일시방사장소<NA>종결여부
1448528202100771경남-마산-2021-00543<NA>2021-06-12 09:00:00산호동 승리빌라 부근길고양이한국고양이노랑+검정+흰색암컷3.44살추정Y도그플러스 동물병원 마산점2021-06-12 14:00:002021-06-14 10:00:00산호동 승리빌라 부근(방사동영상 파일 별도보관)<NA>-
2448528202100770경남-마산-2021-00542<NA>2021-06-11 09:00:00봉암동 마산교육지청 부근길고양이한국고양이노랑+검정+흰색암컷3.23살추정Y도그플러스 동물병원 마산점2021-06-11 11:00:002021-06-14 11:00:00봉암동 마산교육지청 부근 (방사동영상 파일 별도보관)<NA>-
3448528202100769경남-마산-2021-00541<NA>2021-06-11 09:00:00봉암공단6길 14 부근길고양이한국고양이노랑수컷3.82살추정Y도그플러스 동물병원 마산점2021-06-11 11:00:002021-06-12 11:00:00봉암공단6길 14 부근 (방사동영상 파일 별도보관)<NA>-
4448528202100768경남-마산-2021-00540<NA>2021-06-11 09:00:00진동면 한일유앤아이@ 공원 부근길고양이한국고양이노랑+흰색수컷4.73살추정Y도그플러스 동물병원 마산점2021-06-11 09:00:002021-06-12 12:00:00진동면 한일유앤아이@ 공원 부근(방사동영상 파일 별도보관)<NA>-
5448528202100767경남-마산-2021-00539<NA>2021-06-10 13:00:00진전면 탑동길 231 부근길고양이한국고양이검정+흰색수컷43살추정Y도그플러스 동물병원 마산점2021-06-10 14:00:002021-06-12 13:00:00진전면 탑동길 231 부근<NA>-
6448528202100766경남-마산-2021-00538<NA>2021-06-10 11:00:00진전면 임곡안길 1-2 부근길고양이한국고양이회색+검정+흰색수컷43살추정Y도그플러스 동물병원 마산점2021-06-10 14:00:002021-06-12 13:00:00진전면 임곡안길 1-2 부근(방사동영상 파일 별도보관)<NA>-
7448528202100765경남-마산-2021-00537<NA>2021-06-10 11:00:00진전면 임곡안길 1-2 부근길고양이한국고양이노랑+흰색수컷43살추정Y도그플러스 동물병원 마산점2021-06-10 14:00:002021-06-12 13:00:00진전면 임곡안길 1-2 부근 (방사동영상 파일 별도보관)<NA>-
8448528202100764경남-마산-2021-00536<NA>2021-06-10 10:00:00봉암공단6길 14 부근길고양이한국고양이회색+검정+흰색암컷3.63살추정Y도그플러스 동물병원 마산점2021-06-10 11:00:002021-08-12 11:00:00봉암공단6길 14 부근(방사동영상 파일 별도보관)<NA>-
9448528202100763경남-마산-2021-00535<NA>2021-06-10 10:00:00진동면 교동리 56 부근길고양이한국고양이노랑+회색+흰색암컷3.52살추정Y도그플러스 동물병원 마산점2021-06-10 11:00:002021-06-12 17:00:00진동면 교동리 56 부근(방사동영상 파일 별도보관)<NA>-
Unnamed: 0Unnamed: 1의창•성산구 길고양이 중성화(TNR) 관리내역Unnamed: 3Unnamed: 4Unnamed: 5Unnamed: 6Unnamed: 7Unnamed: 8Unnamed: 9Unnamed: 10Unnamed: 11Unnamed: 12Unnamed: 13Unnamed: 14Unnamed: 15541(건)Unnamed: 17
1204448528202100166경남-마산-2021-00010<NA>2021-02-22 10:00:00진동면 오산1길 48길고양이코숏누런+회색줄무늬암컷32살추정Y펫츠올 동물의료원2021-02-22 18:00:002021-02-24 18:00:00진동면 오산1길 48(방사동영상 파일 별도보관)<NA>-
1205448528202100165경남-마산-2021-00009<NA>2021-02-22 10:00:00진동면 오산1길 48길고양이코숏누런+회색줄무늬+흰색암컷5.44살추정Y펫츠올 동물의료원2021-02-22 18:00:002021-02-24 18:00:00진동면 오산1길 48(방사동영상 파일 별도보관)<NA>-
1206448528202100164경남-마산-2021-00008<NA>2021-02-22 09:00:00진동면 다구리 497-2길고양이코숏누런+흰색암컷3.62살추정Y펫츠올 동물의료원2021-02-22 17:00:002021-02-22 18:00:00진동면 다구리 497-2(방사동영상 파일 별도보관)<NA>-
1207448528202100163경남-마산-2021-00007<NA>2021-02-22 09:00:00진동면 다구리 382길고양이코숏흰색+검정+회색암컷2.49개월추정Y펫츠올 동물의료원2021-02-22 16:00:002021-02-24 17:00:00진동면 다구리 382(방사동영상 파일 별도보관)<NA>-
1208448528202100162경남-마산-2021-00006<NA>2021-02-22 09:00:00진동면 다구리 497-2길고양이코숏흰색암컷4.33살추정Y펫츠올 동물의료원2021-02-22 15:00:002021-02-24 18:00:00진동면 다구리 497-2(방사동영상 파일 별도보관)<NA>-
1209448528202100161경남-마산-2021-00005<NA>2021-02-22 09:00:00진동면 다구리 443길고양이코숏흰색+누런+검정암컷4.83살추정Y펫츠올 동물의료원2021-02-22 14:00:002021-02-24 18:00:00진동면 다구리 443(방사동영상 파일 별도보관)<NA>-
1210448528202100160경남-마산-2021-00004<NA>2021-02-18 13:00:00구산면 구산로 114길고양이코숏흰색+검정수컷4.13살추정Y펫츠올 동물의료원2021-02-18 15:00:002021-02-19 15:00:00구산면 구산로 114(방사동영상 파일 별도보관)<NA>-
1211448528202100159경남-마산-2021-00003<NA>2021-02-18 10:00:00구산면 구산로 114길고양이코숏누런+흰색수컷29개월추정Y펫츠올 동물의료원2021-02-18 12:00:002021-02-19 15:00:00구산면 구산로 114(방사동영상 파일 별도보관)<NA>-
1212448528202100158경남-마산-2021-00002<NA>2021-02-18 08:00:00구산면 구산로 114길고양이코숏누런+회색암컷2.28개월추정Y펫츠올 동물의료원2021-02-18 11:00:002021-02-20 13:00:00구산면 구산로 114(방사동영상 파일 별도보관)<NA>-
1213448528202100157경남-마산-2021-00001<NA>2021-02-16 16:00:00합성1동 77-41길고양이코숏누런+흰색암컷32살추정Y도그플러스 동물병원 마산점2021-02-17 09:00:002021-02-19 09:00:00합성1동 77-41(방사동영상 파일 별도보관)<NA>-

Duplicate rows

Most frequently occurring

Unnamed: 1의창•성산구 길고양이 중성화(TNR) 관리내역Unnamed: 3Unnamed: 4Unnamed: 5Unnamed: 6Unnamed: 7Unnamed: 8Unnamed: 11Unnamed: 12Unnamed: 13Unnamed: 14Unnamed: 15541(건)# duplicates
541공고번호<NA>포획일시포획장소축종품종색상성별TNRTNR병원TNR일시방사일시방사장소<NA>3
542<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>3
0경남산-2021-00494<NA>2021-05-26 12:00:00회성남 2길 14 부근길고양이한국고양이검정+흰색수컷Y도그플러스 동물병원 마산점2021-05-26 14:00:002021-05-27 11:00:00회성남 2길 14 부근(방사동영상 파일 별도보관)<NA>2
1경남-마산-2021-00001<NA>2021-02-16 16:00:00합성1동 77-41길고양이코숏누런+흰색암컷Y도그플러스 동물병원 마산점2021-02-17 09:00:002021-02-19 09:00:00합성1동 77-41(방사동영상 파일 별도보관)<NA>2
2경남-마산-2021-00002<NA>2021-02-18 08:00:00구산면 구산로 114길고양이코숏누런+회색암컷Y펫츠올 동물의료원2021-02-18 11:00:002021-02-20 13:00:00구산면 구산로 114(방사동영상 파일 별도보관)<NA>2
3경남-마산-2021-00003<NA>2021-02-18 10:00:00구산면 구산로 114길고양이코숏누런+흰색수컷Y펫츠올 동물의료원2021-02-18 12:00:002021-02-19 15:00:00구산면 구산로 114(방사동영상 파일 별도보관)<NA>2
4경남-마산-2021-00004<NA>2021-02-18 13:00:00구산면 구산로 114길고양이코숏흰색+검정수컷Y펫츠올 동물의료원2021-02-18 15:00:002021-02-19 15:00:00구산면 구산로 114(방사동영상 파일 별도보관)<NA>2
5경남-마산-2021-00005<NA>2021-02-22 09:00:00진동면 다구리 443길고양이코숏흰색+누런+검정암컷Y펫츠올 동물의료원2021-02-22 14:00:002021-02-24 18:00:00진동면 다구리 443(방사동영상 파일 별도보관)<NA>2
6경남-마산-2021-00006<NA>2021-02-22 09:00:00진동면 다구리 497-2길고양이코숏흰색암컷Y펫츠올 동물의료원2021-02-22 15:00:002021-02-24 18:00:00진동면 다구리 497-2(방사동영상 파일 별도보관)<NA>2
7경남-마산-2021-00007<NA>2021-02-22 09:00:00진동면 다구리 382길고양이코숏흰색+검정+회색암컷Y펫츠올 동물의료원2021-02-22 16:00:002021-02-24 17:00:00진동면 다구리 382(방사동영상 파일 별도보관)<NA>2