Overview

Dataset statistics

Number of variables40
Number of observations1066
Missing cells167
Missing cells (%)0.4%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory361.4 KiB
Average record size in memory347.1 B

Variable types

Numeric1
Categorical38
Text1

Dataset

Description경기연구원_중소기업 제품 소비자 AS이용실태 조사 결과
Author경기연구원
URLhttps://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=11LHDXODQMC7T9J2IVLD29925089&infSeq=1

Alerts

문항3-1 is highly imbalanced (63.9%)Imbalance
문항4-1 is highly imbalanced (64.5%)Imbalance
문항5-1 is highly imbalanced (81.9%)Imbalance
문항6-1 is highly imbalanced (67.0%)Imbalance
문항7-1 is highly imbalanced (80.6%)Imbalance
문항8-1 is highly imbalanced (80.5%)Imbalance
문항9-1 is highly imbalanced (79.5%)Imbalance
문10 is highly imbalanced (71.6%)Imbalance
문항10-1 is highly imbalanced (92.4%)Imbalance
문항17 is highly imbalanced (69.9%)Imbalance
문항2 has 167 (15.7%) missing valuesMissing
응답자ID has unique valuesUnique

Reproduction

Analysis started2024-04-20 18:04:58.353180
Analysis finished2024-04-20 18:04:59.057592
Duration0.7 seconds
Software versionydata-profiling vv4.5.1
Download configurationconfig.json

Variables

응답자ID
Real number (ℝ)

UNIQUE 

Distinct1066
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean533.5
Minimum1
Maximum1066
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size9.5 KiB
2024-04-21T03:04:59.127335image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile54.25
Q1267.25
median533.5
Q3799.75
95-th percentile1012.75
Maximum1066
Range1065
Interquartile range (IQR)532.5

Descriptive statistics

Standard deviation307.872
Coefficient of variation (CV)0.57707966
Kurtosis-1.2
Mean533.5
Median Absolute Deviation (MAD)266.5
Skewness0
Sum568711
Variance94785.167
MonotonicityNot monotonic
2024-04-21T03:04:59.239112image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
859 1
 
0.1%
239 1
 
0.1%
225 1
 
0.1%
226 1
 
0.1%
227 1
 
0.1%
228 1
 
0.1%
229 1
 
0.1%
230 1
 
0.1%
231 1
 
0.1%
232 1
 
0.1%
Other values (1056) 1056
99.1%
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 (%)
1066 1
0.1%
1065 1
0.1%
1064 1
0.1%
1063 1
0.1%
1062 1
0.1%
1061 1
0.1%
1060 1
0.1%
1059 1
0.1%
1058 1
0.1%
1057 1
0.1%

성별
Categorical

Distinct2
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
2
543 
1
523 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row1
3rd row2
4th row2
5th row2

Common Values

ValueCountFrequency (%)
2 543
50.9%
1 523
49.1%

Length

2024-04-21T03:04:59.335748image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:04:59.409976image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2 543
50.9%
1 523
49.1%

연령
Categorical

Distinct4
Distinct (%)0.4%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
4
361 
3
251 
2
248 
1
206 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1
2nd row1
3rd row4
4th row3
5th row3

Common Values

ValueCountFrequency (%)
4 361
33.9%
3 251
23.5%
2 248
23.3%
1 206
19.3%

Length

2024-04-21T03:04:59.485363image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:04:59.563261image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
4 361
33.9%
3 251
23.5%
2 248
23.3%
1 206
19.3%

거주지
Categorical

Distinct3
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
2
485 
1
450 
3
131 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row1
3rd row1
4th row2
5th row2

Common Values

ValueCountFrequency (%)
2 485
45.5%
1 450
42.2%
3 131
 
12.3%

Length

2024-04-21T03:04:59.649601image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:04:59.727467image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2 485
45.5%
1 450
42.2%
3 131
 
12.3%

직업
Categorical

Distinct10
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
2
531 
5
193 
1
98 
3
76 
6
61 
Other values (5)
107 

Length

Max length5
Median length1
Mean length1.0065666
Min length1

Unique

Unique3 ?
Unique (%)0.3%

Sample

1st row5
2nd row4
3rd row5
4th row5
5th row3

Common Values

ValueCountFrequency (%)
2 531
49.8%
5 193
 
18.1%
1 98
 
9.2%
3 76
 
7.1%
6 61
 
5.7%
7 56
 
5.3%
4 48
 
4.5%
일시적실업 1
 
0.1%
군인 1
 
0.1%
휴직중 1
 
0.1%

Length

2024-04-21T03:04:59.816498image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:04:59.926075image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2 531
49.8%
5 193
 
18.1%
1 98
 
9.2%
3 76
 
7.1%
6 61
 
5.7%
7 56
 
5.3%
4 48
 
4.5%
일시적실업 1
 
0.1%
군인 1
 
0.1%
휴직중 1
 
0.1%

학력
Categorical

Distinct3
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
2
785 
1
181 
3
100 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row2
3rd row2
4th row2
5th row1

Common Values

ValueCountFrequency (%)
2 785
73.6%
1 181
 
17.0%
3 100
 
9.4%

Length

2024-04-21T03:05:00.025789image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:00.105230image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2 785
73.6%
1 181
 
17.0%
3 100
 
9.4%

문항1
Categorical

Distinct2
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
1
899 
2
167 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1
2nd row1
3rd row1
4th row1
5th row1

Common Values

ValueCountFrequency (%)
1 899
84.3%
2 167
 
15.7%

Length

2024-04-21T03:05:00.187740image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:00.259740image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
1 899
84.3%
2 167
 
15.7%

문항2
Text

MISSING 

Distinct155
Distinct (%)17.2%
Missing167
Missing (%)15.7%
Memory size8.5 KiB
2024-04-21T03:05:00.433924image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Length

Max length15
Median length11
Mean length4.9777531
Min length1

Characters and Unicode

Total characters4475
Distinct characters9
Distinct categories2 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique46 ?
Unique (%)5.1%

Sample

1st row1+2+6
2nd row1
3rd row1+7
4th row2+7
5th row1
ValueCountFrequency (%)
1 58
 
6.5%
4 48
 
5.3%
1+2 40
 
4.4%
2 33
 
3.7%
1+2+3+4+5+6+7 28
 
3.1%
6 28
 
3.1%
1+2+6 26
 
2.9%
1+6 18
 
2.0%
1+2+3+4+5+6+7+8 16
 
1.8%
1+5 16
 
1.8%
Other values (145) 588
65.4%
2024-04-21T03:05:00.787319image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/

Most occurring characters

ValueCountFrequency (%)
+ 1788
40.0%
1 563
 
12.6%
2 468
 
10.5%
4 393
 
8.8%
6 370
 
8.3%
7 280
 
6.3%
5 268
 
6.0%
3 265
 
5.9%
8 80
 
1.8%

Most occurring categories

ValueCountFrequency (%)
Decimal Number 2687
60.0%
Math Symbol 1788
40.0%

Most frequent character per category

Decimal Number
ValueCountFrequency (%)
1 563
21.0%
2 468
17.4%
4 393
14.6%
6 370
13.8%
7 280
10.4%
5 268
10.0%
3 265
9.9%
8 80
 
3.0%
Math Symbol
ValueCountFrequency (%)
+ 1788
100.0%

Most occurring scripts

ValueCountFrequency (%)
Common 4475
100.0%

Most frequent character per script

Common
ValueCountFrequency (%)
+ 1788
40.0%
1 563
 
12.6%
2 468
 
10.5%
4 393
 
8.8%
6 370
 
8.3%
7 280
 
6.3%
5 268
 
6.0%
3 265
 
5.9%
8 80
 
1.8%

Most occurring blocks

ValueCountFrequency (%)
ASCII 4475
100.0%

Most frequent character per block

ASCII
ValueCountFrequency (%)
+ 1788
40.0%
1 563
 
12.6%
2 468
 
10.5%
4 393
 
8.8%
6 370
 
8.3%
7 280
 
6.3%
5 268
 
6.0%
3 265
 
5.9%
8 80
 
1.8%

문항3
Categorical

Distinct3
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
503 
1
314 
2
249 

Length

Max length4
Median length1
Mean length2.4155722
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row1
3rd row2
4th row<NA>
5th row1

Common Values

ValueCountFrequency (%)
<NA> 503
47.2%
1 314
29.5%
2 249
23.4%

Length

2024-04-21T03:05:00.897009image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:00.978545image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 503
47.2%
1 314
29.5%
2 249
23.4%

문항3-1
Categorical

IMBALANCE 

Distinct12
Distinct (%)1.1%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
752 
1
228 
3
 
36
2
 
31
1+2
 
6
Other values (7)
 
13

Length

Max length14
Median length4
Mean length3.1697936
Min length1

Unique

Unique4 ?
Unique (%)0.4%

Sample

1st row<NA>
2nd row1
3rd row<NA>
4th row<NA>
5th row1+3

Common Values

ValueCountFrequency (%)
<NA> 752
70.5%
1 228
 
21.4%
3 36
 
3.4%
2 31
 
2.9%
1+2 6
 
0.6%
1+3 4
 
0.4%
2+3 3
 
0.3%
1+2+3 2
 
0.2%
폐기처분 1
 
0.1%
3+4 1
 
0.1%
Other values (2) 2
 
0.2%

Length

2024-04-21T03:05:01.067936image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
na 752
70.3%
1 228
 
21.3%
3 36
 
3.4%
2 31
 
2.9%
1+2 6
 
0.6%
1+3 4
 
0.4%
2+3 3
 
0.3%
1+2+3 2
 
0.2%
폐기처분 1
 
0.1%
3+4 1
 
0.1%
Other values (5) 5
 
0.5%

문항4
Categorical

Distinct3
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
598 
2
249 
1
219 

Length

Max length4
Median length4
Mean length2.6829268
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row<NA>
3rd row<NA>
4th row2
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 598
56.1%
2 249
23.4%
1 219
 
20.5%

Length

2024-04-21T03:05:01.194324image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:01.296913image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 598
56.1%
2 249
23.4%
1 219
 
20.5%

문항4-1
Categorical

IMBALANCE 

Distinct8
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
847 
1
138 
2
 
34
3
 
32
1+2
 
6
Other values (3)
 
9

Length

Max length5
Median length4
Mean length3.4155722
Min length1

Unique

Unique1 ?
Unique (%)0.1%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row<NA>
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 847
79.5%
1 138
 
12.9%
2 34
 
3.2%
3 32
 
3.0%
1+2 6
 
0.6%
1+3 6
 
0.6%
1+2+3 2
 
0.2%
2+3 1
 
0.1%

Length

2024-04-21T03:05:01.414857image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:01.534903image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 847
79.5%
1 138
 
12.9%
2 34
 
3.2%
3 32
 
3.0%
1+2 6
 
0.6%
1+3 6
 
0.6%
1+2+3 2
 
0.2%
2+3 1
 
0.1%

문항5
Categorical

Distinct3
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
801 
2
165 
1
100 

Length

Max length4
Median length4
Mean length3.2542214
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row<NA>
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 801
75.1%
2 165
 
15.5%
1 100
 
9.4%

Length

2024-04-21T03:05:01.654692image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:01.732439image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 801
75.1%
2 165
 
15.5%
1 100
 
9.4%

문항5-1
Categorical

IMBALANCE 

Distinct10
Distinct (%)0.9%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
966 
1
 
69
2
 
11
3
 
10
1+2
 
3
Other values (5)
 
7

Length

Max length21
Median length4
Mean length3.7579737
Min length1

Unique

Unique4 ?
Unique (%)0.4%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row<NA>
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 966
90.6%
1 69
 
6.5%
2 11
 
1.0%
3 10
 
0.9%
1+2 3
 
0.3%
1+3 3
 
0.3%
새로 교환 1
 
0.1%
1+4 1
 
0.1%
s비용이 너무 비싸서 고장난대로 사용중 1
 
0.1%
1+2+3 1
 
0.1%

Length

2024-04-21T03:05:01.822579image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:01.922677image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 966
90.2%
1 69
 
6.4%
2 11
 
1.0%
3 10
 
0.9%
1+2 3
 
0.3%
1+3 3
 
0.3%
새로 1
 
0.1%
교환 1
 
0.1%
1+4 1
 
0.1%
s비용이 1
 
0.1%
Other values (5) 5
 
0.5%

문항6
Categorical

Distinct3
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
673 
1
223 
2
170 

Length

Max length4
Median length4
Mean length2.8939962
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row<NA>
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 673
63.1%
1 223
 
20.9%
2 170
 
15.9%

Length

2024-04-21T03:05:02.028450image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:02.108263image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 673
63.1%
1 223
 
20.9%
2 170
 
15.9%

문항6-1
Categorical

IMBALANCE 

Distinct9
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
843 
1
156 
3
 
28
2
 
24
1+2
 
9
Other values (4)
 
6

Length

Max length4
Median length4
Mean length3.4005629
Min length1

Unique

Unique2 ?
Unique (%)0.2%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row<NA>
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 843
79.1%
1 156
 
14.6%
3 28
 
2.6%
2 24
 
2.3%
1+2 9
 
0.8%
1+3 2
 
0.2%
2+3 2
 
0.2%
교환 1
 
0.1%
자가수리 1
 
0.1%

Length

2024-04-21T03:05:02.210408image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:02.309240image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 843
79.1%
1 156
 
14.6%
3 28
 
2.6%
2 24
 
2.3%
1+2 9
 
0.8%
1+3 2
 
0.2%
2+3 2
 
0.2%
교환 1
 
0.1%
자가수리 1
 
0.1%

문항7
Categorical

Distinct3
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
798 
2
167 
1
101 

Length

Max length4
Median length4
Mean length3.2457786
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row<NA>
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 798
74.9%
2 167
 
15.7%
1 101
 
9.5%

Length

2024-04-21T03:05:02.435908image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:02.521533image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 798
74.9%
2 167
 
15.7%
1 101
 
9.5%

문항7-1
Categorical

IMBALANCE 

Distinct9
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
965 
1
 
61
2
 
19
3
 
14
1+2
 
3
Other values (4)
 
4

Length

Max length10
Median length4
Mean length3.7373358
Min length1

Unique

Unique4 ?
Unique (%)0.4%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row<NA>
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 965
90.5%
1 61
 
5.7%
2 19
 
1.8%
3 14
 
1.3%
1+2 3
 
0.3%
그냥사용 1
 
0.1%
직접 고침 1
 
0.1%
셀프로 고쳐 사용중 1
 
0.1%
환불 1
 
0.1%

Length

2024-04-21T03:05:02.602914image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:02.690569image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 965
90.3%
1 61
 
5.7%
2 19
 
1.8%
3 14
 
1.3%
1+2 3
 
0.3%
그냥사용 1
 
0.1%
직접 1
 
0.1%
고침 1
 
0.1%
셀프로 1
 
0.1%
고쳐 1
 
0.1%
Other values (2) 2
 
0.2%

문항8
Categorical

Distinct3
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
696 
2
262 
1
108 

Length

Max length4
Median length4
Mean length2.9587242
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row<NA>
3rd row<NA>
4th row<NA>
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 696
65.3%
2 262
 
24.6%
1 108
 
10.1%

Length

2024-04-21T03:05:02.798399image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:02.879961image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 696
65.3%
2 262
 
24.6%
1 108
 
10.1%

문항8-1
Categorical

IMBALANCE 

Distinct11
Distinct (%)1.0%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
958 
1
 
41
2
 
34
3
 
26
고장난 상태로 사용
 
1
Other values (6)
 
6

Length

Max length10
Median length4
Mean length3.727955
Min length1

Unique

Unique7 ?
Unique (%)0.7%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row<NA>
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 958
89.9%
1 41
 
3.8%
2 34
 
3.2%
3 26
 
2.4%
고장난 상태로 사용 1
 
0.1%
개인수리점에 맡김 1
 
0.1%
2+3 1
 
0.1%
직접 고침 1
 
0.1%
아직 경험없음 1
 
0.1%
자가수리 1
 
0.1%

Length

2024-04-21T03:05:02.961943image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
na 958
89.4%
1 41
 
3.8%
2 34
 
3.2%
3 26
 
2.4%
고장난 1
 
0.1%
상태로 1
 
0.1%
사용 1
 
0.1%
개인수리점에 1
 
0.1%
맡김 1
 
0.1%
2+3 1
 
0.1%
Other values (6) 6
 
0.6%

문9
Categorical

Distinct3
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
786 
2
195 
1
85 

Length

Max length4
Median length4
Mean length3.2120075
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row<NA>
2nd row<NA>
3rd row1
4th row2
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 786
73.7%
2 195
 
18.3%
1 85
 
8.0%

Length

2024-04-21T03:05:03.228836image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:03.306345image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 786
73.7%
2 195
 
18.3%
1 85
 
8.0%

문항9-1
Categorical

IMBALANCE 

Distinct6
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
981 
1
 
47
2
 
24
3
 
9
1+2
 
4

Length

Max length4
Median length4
Mean length3.7701689
Min length1

Unique

Unique1 ?
Unique (%)0.1%

Sample

1st row<NA>
2nd row<NA>
3rd row1
4th row<NA>
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 981
92.0%
1 47
 
4.4%
2 24
 
2.3%
3 9
 
0.8%
1+2 4
 
0.4%
2+4 1
 
0.1%

Length

2024-04-21T03:05:03.390112image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:03.474053image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 981
92.0%
1 47
 
4.4%
2 24
 
2.3%
3 9
 
0.8%
1+2 4
 
0.4%
2+4 1
 
0.1%

문10
Categorical

IMBALANCE 

Distinct3
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
986 
2
 
56
1
 
24

Length

Max length4
Median length4
Mean length3.7748593
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row<NA>
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 986
92.5%
2 56
 
5.3%
1 24
 
2.3%

Length

2024-04-21T03:05:03.565016image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:03.643262image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 986
92.5%
2 56
 
5.3%
1 24
 
2.3%

문항10-1
Categorical

IMBALANCE 

Distinct6
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
1042 
1
 
11
3
 
8
2
 
2
2+3
 
2

Length

Max length6
Median length4
Mean length3.9409006
Min length1

Unique

Unique1 ?
Unique (%)0.1%

Sample

1st row<NA>
2nd row<NA>
3rd row<NA>
4th row<NA>
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 1042
97.7%
1 11
 
1.0%
3 8
 
0.8%
2 2
 
0.2%
2+3 2
 
0.2%
배우자 수리 1
 
0.1%

Length

2024-04-21T03:05:03.724338image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:03.809462image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 1042
97.7%
1 11
 
1.0%
3 8
 
0.7%
2 2
 
0.2%
2+3 2
 
0.2%
배우자 1
 
0.1%
수리 1
 
0.1%

문항11
Categorical

Distinct3
Distinct (%)0.3%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
1
512 
2
387 
<NA>
167 

Length

Max length4
Median length1
Mean length1.4699812
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row1
3rd row1
4th row1
5th row2

Common Values

ValueCountFrequency (%)
1 512
48.0%
2 387
36.3%
<NA> 167
 
15.7%

Length

2024-04-21T03:05:03.898228image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:03.977747image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
1 512
48.0%
2 387
36.3%
na 167
 
15.7%

문항11-1
Categorical

Distinct12
Distinct (%)1.1%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
554 
1
231 
1+3
119 
3
78 
2
 
39
Other values (7)
 
45

Length

Max length7
Median length4
Mean length2.8986867
Min length1

Unique

Unique4 ?
Unique (%)0.4%

Sample

1st row<NA>
2nd row1
3rd row1+3
4th row3
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 554
52.0%
1 231
21.7%
1+3 119
 
11.2%
3 78
 
7.3%
2 39
 
3.7%
1+2 23
 
2.2%
1+2+3 14
 
1.3%
2+3 4
 
0.4%
1+3+4 1
 
0.1%
고장여부테스트 1
 
0.1%
Other values (2) 2
 
0.2%

Length

2024-04-21T03:05:04.064667image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category
ValueCountFrequency (%)
na 554
52.0%
1 231
21.7%
1+3 119
 
11.2%
3 78
 
7.3%
2 39
 
3.7%
1+2 23
 
2.2%
1+2+3 14
 
1.3%
2+3 4
 
0.4%
1+3+4 1
 
0.1%
고장여부테스트 1
 
0.1%
Other values (2) 2
 
0.2%

문항11-2
Categorical

Distinct9
Distinct (%)0.8%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
554 
1
196 
2
116 
3
104 
1+3
 
48
Other values (4)
 
48

Length

Max length5
Median length4
Mean length2.7617261
Min length1

Unique

Unique1 ?
Unique (%)0.1%

Sample

1st row<NA>
2nd row3
3rd row1
4th row2
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 554
52.0%
1 196
 
18.4%
2 116
 
10.9%
3 104
 
9.8%
1+3 48
 
4.5%
1+2 25
 
2.3%
1+2+3 13
 
1.2%
2+3 9
 
0.8%
4 1
 
0.1%

Length

2024-04-21T03:05:04.169809image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:04.269304image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 554
52.0%
1 196
 
18.4%
2 116
 
10.9%
3 104
 
9.8%
1+3 48
 
4.5%
1+2 25
 
2.3%
1+2+3 13
 
1.2%
2+3 9
 
0.8%
4 1
 
0.1%

문항12-AS접수
Categorical

Distinct6
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
554 
4
212 
3
198 
5
 
50
2
 
42

Length

Max length4
Median length4
Mean length2.5590994
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row<NA>
2nd row5
3rd row4
4th row4
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 554
52.0%
4 212
 
19.9%
3 198
 
18.6%
5 50
 
4.7%
2 42
 
3.9%
1 10
 
0.9%

Length

2024-04-21T03:05:04.374367image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:04.459814image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 554
52.0%
4 212
 
19.9%
3 198
 
18.6%
5 50
 
4.7%
2 42
 
3.9%
1 10
 
0.9%

문항12-AS 가격
Categorical

Distinct6
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
554 
4
179 
3
164 
2
93 
5
 
52

Length

Max length4
Median length4
Mean length2.5590994
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row<NA>
2nd row5
3rd row4
4th row3
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 554
52.0%
4 179
 
16.8%
3 164
 
15.4%
2 93
 
8.7%
5 52
 
4.9%
1 24
 
2.3%

Length

2024-04-21T03:05:04.561183image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:04.651479image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 554
52.0%
4 179
 
16.8%
3 164
 
15.4%
2 93
 
8.7%
5 52
 
4.9%
1 24
 
2.3%

문항12-AS품질
Categorical

Distinct6
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
554 
4
240 
3
151 
5
78 
2
 
31

Length

Max length4
Median length4
Mean length2.5590994
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row<NA>
2nd row5
3rd row5
4th row5
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 554
52.0%
4 240
22.5%
3 151
 
14.2%
5 78
 
7.3%
2 31
 
2.9%
1 12
 
1.1%

Length

2024-04-21T03:05:04.749512image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:04.840140image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 554
52.0%
4 240
22.5%
3 151
 
14.2%
5 78
 
7.3%
2 31
 
2.9%
1 12
 
1.1%

문항12-AS기간
Categorical

Distinct6
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
554 
3
189 
4
183 
5
63 
2
61 

Length

Max length4
Median length4
Mean length2.5590994
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row<NA>
2nd row5
3rd row4
4th row4
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 554
52.0%
3 189
 
17.7%
4 183
 
17.2%
5 63
 
5.9%
2 61
 
5.7%
1 16
 
1.5%

Length

2024-04-21T03:05:04.936581image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:05.024996image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 554
52.0%
3 189
 
17.7%
4 183
 
17.2%
5 63
 
5.9%
2 61
 
5.7%
1 16
 
1.5%

문항12-AS 센터시설
Categorical

Distinct6
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
554 
3
216 
4
168 
2
70 
5
 
44

Length

Max length4
Median length4
Mean length2.5590994
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row<NA>
2nd row5
3rd row3
4th row3
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 554
52.0%
3 216
 
20.3%
4 168
 
15.8%
2 70
 
6.6%
5 44
 
4.1%
1 14
 
1.3%

Length

2024-04-21T03:05:05.119073image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:05.205707image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 554
52.0%
3 216
 
20.3%
4 168
 
15.8%
2 70
 
6.6%
5 44
 
4.1%
1 14
 
1.3%

문항12-AS친절도
Categorical

Distinct6
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
554 
4
239 
3
155 
5
73 
2
 
33

Length

Max length4
Median length4
Mean length2.5590994
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row<NA>
2nd row5
3rd row3
4th row4
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 554
52.0%
4 239
22.4%
3 155
 
14.5%
5 73
 
6.8%
2 33
 
3.1%
1 12
 
1.1%

Length

2024-04-21T03:05:05.300844image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:05.388763image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 554
52.0%
4 239
22.4%
3 155
 
14.5%
5 73
 
6.8%
2 33
 
3.1%
1 12
 
1.1%

문항12-전반적인 만족도
Categorical

Distinct6
Distinct (%)0.6%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
554 
4
240 
3
180 
5
 
44
2
 
40

Length

Max length4
Median length4
Mean length2.5590994
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row<NA>
2nd row5
3rd row4
4th row4
5th row<NA>

Common Values

ValueCountFrequency (%)
<NA> 554
52.0%
4 240
22.5%
3 180
 
16.9%
5 44
 
4.1%
2 40
 
3.8%
1 8
 
0.8%

Length

2024-04-21T03:05:05.484201image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:05.570188image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 554
52.0%
4 240
22.5%
3 180
 
16.9%
5 44
 
4.1%
2 40
 
3.8%
1 8
 
0.8%

문항13
Categorical

Distinct2
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
1
822 
2
244 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row1
3rd row1
4th row1
5th row2

Common Values

ValueCountFrequency (%)
1 822
77.1%
2 244
 
22.9%

Length

2024-04-21T03:05:05.670431image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:05.745316image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
1 822
77.1%
2 244
 
22.9%

문항14
Categorical

Distinct2
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
2
715 
1
351 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row1
2nd row1
3rd row2
4th row2
5th row1

Common Values

ValueCountFrequency (%)
2 715
67.1%
1 351
32.9%

Length

2024-04-21T03:05:05.822489image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:05.896021image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2 715
67.1%
1 351
32.9%

문항14-1
Categorical

Distinct7
Distinct (%)0.7%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
<NA>
715 
1
130 
2
129 
1+2
 
45
3
 
37
Other values (2)
 
10

Length

Max length5
Median length4
Mean length3.1266417
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row3
2nd row2
3rd row<NA>
4th row<NA>
5th row1

Common Values

ValueCountFrequency (%)
<NA> 715
67.1%
1 130
 
12.2%
2 129
 
12.1%
1+2 45
 
4.2%
3 37
 
3.5%
1+2+3 6
 
0.6%
1+3 4
 
0.4%

Length

2024-04-21T03:05:05.986998image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:06.082046image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
na 715
67.1%
1 130
 
12.2%
2 129
 
12.1%
1+2 45
 
4.2%
3 37
 
3.5%
1+2+3 6
 
0.6%
1+3 4
 
0.4%

문항15
Categorical

Distinct2
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
1
920 
2
146 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row1
3rd row1
4th row1
5th row1

Common Values

ValueCountFrequency (%)
1 920
86.3%
2 146
 
13.7%

Length

2024-04-21T03:05:06.174659image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:06.246697image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
1 920
86.3%
2 146
 
13.7%

문항16
Categorical

Distinct2
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
2
885 
1
181 

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row1
3rd row1
4th row2
5th row2

Common Values

ValueCountFrequency (%)
2 885
83.0%
1 181
 
17.0%

Length

2024-04-21T03:05:06.326675image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:06.401271image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
2 885
83.0%
1 181
 
17.0%

문항17
Categorical

IMBALANCE 

Distinct2
Distinct (%)0.2%
Missing0
Missing (%)0.0%
Memory size8.5 KiB
1
1009 
2
 
57

Length

Max length1
Median length1
Mean length1
Min length1

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2
2nd row1
3rd row1
4th row1
5th row1

Common Values

ValueCountFrequency (%)
1 1009
94.7%
2 57
 
5.3%

Length

2024-04-21T03:05:06.487418image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2024-04-21T03:05:06.564787image/svg+xmlMatplotlib v3.7.2, https://matplotlib.org/
ValueCountFrequency (%)
1 1009
94.7%
2 57
 
5.3%

Sample

응답자ID성별연령거주지직업학력문항1문항2문항3문항3-1문항4문항4-1문항5문항5-1문항6문항6-1문항7문항7-1문항8문항8-1문9문항9-1문10문항10-1문항11문항11-1문항11-2문항12-AS접수문항12-AS 가격문항12-AS품질문항12-AS기간문항12-AS 센터시설문항12-AS친절도문항12-전반적인 만족도문항13문항14문항14-1문항15문항16문항17
08592125211+2+62<NA>2<NA><NA><NA><NA><NA><NA><NA>2<NA><NA><NA><NA><NA>2<NA><NA><NA><NA><NA><NA><NA><NA><NA>213222
1860111421111<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>1135555555112111
28612415211+72<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>11<NA><NA>11+31445433412<NA>111
38622325212+7<NA><NA>2<NA><NA><NA><NA><NA><NA><NA><NA><NA>2<NA><NA><NA>132435434412<NA>121
4863232311111+3<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>2<NA><NA><NA><NA><NA><NA><NA><NA><NA>211121
5864222322<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>113221
68651412211+4+72<NA><NA><NA><NA><NA>11<NA><NA><NA><NA>2<NA><NA><NA>2<NA><NA><NA><NA><NA><NA><NA><NA><NA>12<NA>121
78662325211+2+72<NA>2<NA><NA><NA><NA><NA><NA><NA><NA><NA>2<NA><NA><NA>2<NA><NA><NA><NA><NA><NA><NA><NA><NA>212121
88671322314<NA><NA><NA><NA><NA><NA>2<NA><NA><NA><NA><NA><NA><NA><NA><NA>2<NA><NA><NA><NA><NA><NA><NA><NA><NA>12<NA>221
98682222211+3+4+62<NA><NA><NA>2<NA>2<NA><NA><NA>2<NA><NA><NA><NA><NA>2<NA><NA><NA><NA><NA><NA><NA><NA><NA>12<NA>121
응답자ID성별연령거주지직업학력문항1문항2문항3문항3-1문항4문항4-1문항5문항5-1문항6문항6-1문항7문항7-1문항8문항8-1문9문항9-1문10문항10-1문항11문항11-1문항11-2문항12-AS접수문항12-AS 가격문항12-AS품질문항12-AS기간문항12-AS 센터시설문항12-AS친절도문항12-전반적인 만족도문항13문항14문항14-1문항15문항16문항17
105610572424211+62<NA><NA><NA><NA><NA><NA><NA><NA><NA>2<NA><NA><NA><NA><NA>2<NA><NA><NA><NA><NA><NA><NA><NA><NA>12<NA>121
105710582422114<NA><NA><NA><NA><NA><NA>2<NA><NA><NA><NA><NA><NA><NA><NA><NA>2<NA><NA><NA><NA><NA><NA><NA><NA><NA>22<NA>221
105810592427217<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>2<NA><NA><NA>2<NA><NA><NA><NA><NA><NA><NA><NA><NA>12<NA>121
105910602425214<NA><NA><NA><NA><NA><NA>11<NA><NA><NA><NA><NA><NA><NA><NA>1113333333111111
106010612225211+3+6+72<NA><NA><NA>2<NA><NA><NA><NA><NA>112<NA><NA><NA>1133343333112121
106110622222212+5+8<NA><NA>2<NA><NA><NA><NA><NA>2<NA><NA><NA><NA><NA>2<NA>2<NA><NA><NA><NA><NA><NA><NA><NA><NA>12<NA>111
106210632223211+2+3+5+6+72<NA>2<NA>2<NA><NA><NA>2<NA>2<NA>2<NA><NA><NA>2<NA><NA><NA><NA><NA><NA><NA><NA><NA>12<NA>121
106310642222211+2+62<NA>2<NA><NA><NA><NA><NA><NA><NA>2<NA><NA><NA><NA><NA>2<NA><NA><NA><NA><NA><NA><NA><NA><NA>12<NA>221
106410652222212+5<NA><NA>11+2+3<NA><NA><NA><NA>11+2<NA><NA><NA><NA><NA><NA>1124433333111111
106510662222212<NA><NA>11<NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA><NA>111242332322<NA>121