gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	2665
Missing cells	18535
Missing cells (%)	34.8%
Duplicate rows	4
Duplicate rows (%)	0.2%
Total size in memory	440.0 KiB
Average record size in memory	169.0 B

Variable types

Categorical	5
Text	6
DateTime	1
Unsupported	2
Numeric	6

Dataset

Description	민방위 급수시설 현황
Author	행정안전부
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=6GSKP6LCB432QZG42845911150&infSeq=1

Alerts

Dataset has 4 (0.2%) duplicate rows	Duplicates
`영업상태명` is highly overall correlated with `인허가취소일자` and 1 other fields	High correlation
`영업상태구분코드` is highly overall correlated with `소재지우편번호` and 3 other fields	High correlation
`인허가취소일자` is highly overall correlated with `소재지우편번호` and 8 other fields	High correlation
`소재지우편번호` is highly overall correlated with `WGS84위도` and 4 other fields	High correlation
`WGS84위도` is highly overall correlated with `소재지우편번호` and 3 other fields	High correlation
`WGS84경도` is highly overall correlated with `X좌표값` and 2 other fields	High correlation
`X좌표값` is highly overall correlated with `WGS84경도` and 2 other fields	High correlation
`Y좌표값` is highly overall correlated with `소재지우편번호` and 3 other fields	High correlation
`시군명` is highly overall correlated with `소재지우편번호` and 6 other fields	High correlation
`시설구분명` is highly overall correlated with `인허가취소일자`	High correlation
`인허가취소일자` is highly imbalanced (94.6%)	Imbalance
`소재지시설전화번호` has 2665 (100.0%) missing values	Missing
`소재지면적정보(㎡)` has 1928 (72.3%) missing values	Missing
`도로명우편번호` has 2048 (76.8%) missing values	Missing
`소재지도로명주소` has 515 (19.3%) missing values	Missing
`소재지우편번호` has 265 (9.9%) missing values	Missing
`WGS84위도` has 336 (12.6%) missing values	Missing
`WGS84경도` has 336 (12.6%) missing values	Missing
`업태구분명정보` has 2665 (100.0%) missing values	Missing
`X좌표값` has 1960 (73.5%) missing values	Missing
`Y좌표값` has 1960 (73.5%) missing values	Missing
`비상시설위치` has 1928 (72.3%) missing values	Missing
`시설명건물명정보` has 1928 (72.3%) missing values	Missing
`소재지시설전화번호` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`업태구분명정보` is an unsupported type, check if it needs cleaning or further analysis	Unsupported

Reproduction

Analysis started	2023-12-10 22:33:05.493158
Analysis finished	2023-12-10 22:33:10.744886
Duration	5.25 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

시군명
Categorical

HIGH CORRELATION

Distinct	31
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	20.9 KiB

성남시	407
수원시	282
부천시	252
용인시	200
안산시	134
Other values (26)	1390

Length

Max length	4
Median length	3
Mean length	3.0461538
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
성남시	407	15.3%
수원시	282	10.6%
부천시	252	9.5%
용인시	200	7.5%
안산시	134	5.0%
고양시	127	4.8%
파주시	124	4.7%
화성시	123	4.6%
시흥시	105	3.9%
안양시	89	3.3%
Other values (21)	822	30.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
성남시	407	15.3%
수원시	282	10.6%
부천시	252	9.5%
용인시	200	7.5%
안산시	134	5.0%
고양시	127	4.8%
파주시	124	4.7%
화성시	123	4.6%
시흥시	105	3.9%
안양시	89	3.3%
Other values (21)	822	30.8%

급수시설명
Text

Distinct	2102
Distinct (%)	78.9%
Missing	0
Missing (%)	0.0%
Memory size	20.9 KiB

Length

Max length	30
Median length	25
Mean length	9.3223265
Min length	2

Characters and Unicode

Total characters	24844
Distinct characters	594
Distinct categories	11 ?
Distinct scripts	3 ?
Distinct blocks	5 ?

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

Unique

Unique	1574 ?
Unique (%)	59.1%

Sample

1st row	농업기술센터
2nd row	프리스틴밸리
3rd row	백암천
4th row	농업기술센터
5th row	조종초등학교

Value	Count	Frequency (%)
비상급수시설	179	4.5%
민방위	60	1.5%
비상급수	45	1.1%
주엽동	20	0.5%
일산구	20	0.5%
민방위비상급수시설	19	0.5%
옆	19	0.5%
문촌마을	19	0.5%
약수터	18	0.4%
지하수	14	0.3%
Other values (2445)	3589	89.7%

Most occurring characters

Value	Count	Frequency (%)
	1345	5.4%
(	882	3.6%
)	882	3.6%
수	738	3.0%
원	542	2.2%
동	518	2.1%
시	492	2.0%
상	445	1.8%
비	440	1.8%
급	417	1.7%
Other values (584)	18143	73.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	19987	80.5%
Space Separator	1345	5.4%
Decimal Number	1274	5.1%
Open Punctuation	882	3.6%
Close Punctuation	882	3.6%
Dash Punctuation	255	1.0%
Uppercase Letter	151	0.6%
Other Punctuation	45	0.2%
Lowercase Letter	19	0.1%
Letter Number	3	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
수	738	3.7%
원	542	2.7%
동	518	2.6%
시	492	2.5%
상	445	2.2%
비	440	2.2%
급	417	2.1%
설	414	2.1%
공	414	2.1%
교	367	1.8%
Other values (532)	15200	76.0%

Uppercase Letter

Value	Count	Frequency (%)
C	45	29.8%
S	22	14.6%
K	20	13.2%
H	9	6.0%
T	9	6.0%
G	8	5.3%
I	6	4.0%
L	6	4.0%
N	5	3.3%
P	3	2.0%
Other values (10)	18	11.9%

Decimal Number

Value	Count	Frequency (%)
1	349	27.4%
2	213	16.7%
3	169	13.3%
6	107	8.4%
4	106	8.3%
5	90	7.1%
8	78	6.1%
0	62	4.9%
7	60	4.7%
9	40	3.1%

Other Punctuation

Value	Count	Frequency (%)
*	15	33.3%
.	14	31.1%
,	8	17.8%
/	3	6.7%
·	2	4.4%
?	1	2.2%
&	1	2.2%
:	1	2.2%

Lowercase Letter

Value	Count	Frequency (%)
c	12	63.2%
e	2	10.5%
k	1	5.3%
s	1	5.3%
a	1	5.3%
n	1	5.3%
d	1	5.3%

Letter Number

Value	Count	Frequency (%)
Ⅰ	2	66.7%
Ⅱ	1	33.3%

Space Separator

Value	Count	Frequency (%)
	1345	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	882	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	882	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	255	100.0%

Math Symbol

Value	Count	Frequency (%)
→	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	19987	80.5%
Common	4684	18.9%
Latin	173	0.7%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
수	738	3.7%
원	542	2.7%
동	518	2.6%
시	492	2.5%
상	445	2.2%
비	440	2.2%
급	417	2.1%
설	414	2.1%
공	414	2.1%
교	367	1.8%
Other values (532)	15200	76.0%

Latin

Value	Count	Frequency (%)
C	45	26.0%
S	22	12.7%
K	20	11.6%
c	12	6.9%
H	9	5.2%
T	9	5.2%
G	8	4.6%
I	6	3.5%
L	6	3.5%
N	5	2.9%
Other values (19)	31	17.9%

Common

Value	Count	Frequency (%)
	1345	28.7%
(	882	18.8%
)	882	18.8%
1	349	7.5%
-	255	5.4%
2	213	4.5%
3	169	3.6%
6	107	2.3%
4	106	2.3%
5	90	1.9%
Other values (13)	286	6.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	19987	80.5%
ASCII	4851	19.5%
Number Forms	3	< 0.1%
None	2	< 0.1%
Arrows	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	1345	27.7%
(	882	18.2%
)	882	18.2%
1	349	7.2%
-	255	5.3%
2	213	4.4%
3	169	3.5%
6	107	2.2%
4	106	2.2%
5	90	1.9%
Other values (38)	453	9.3%

Hangul

Value	Count	Frequency (%)
수	738	3.7%
원	542	2.7%
동	518	2.6%
시	492	2.5%
상	445	2.2%
비	440	2.2%
급	417	2.1%
설	414	2.1%
공	414	2.1%
교	367	1.8%
Other values (532)	15200	76.0%

None

Value	Count	Frequency (%)
·	2	100.0%

Number Forms

Value	Count	Frequency (%)
Ⅰ	2	66.7%
Ⅱ	1	33.3%

Arrows

Value	Count	Frequency (%)
→	1	100.0%

인허가일자
Date

Distinct	923
Distinct (%)	34.6%
Missing	0
Missing (%)	0.0%
Memory size	20.9 KiB

Minimum	1900-01-01 00:00:00
Maximum	2023-09-21 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

인허가취소일자
Categorical

HIGH CORRELATION IMBALANCE

Distinct	32
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	20.9 KiB

<NA>	2599
2023-11-17	17
2023-04-11	10
2023-09-07	5
2023-07-27	3
Other values (27)	31

Length

Max length	10
Median length	4
Mean length	4.1485929
Min length	4

Unique

Unique	23 ?
Unique (%)	0.9%

Sample

1st row	2023-05-09
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	2599	97.5%
2023-11-17	17	0.6%
2023-04-11	10	0.4%
2023-09-07	5	0.2%
2023-07-27	3	0.1%
2023-09-12	2	0.1%
2023-05-24	2	0.1%
2023-09-08	2	0.1%
2021-09-08	2	0.1%
2021-08-06	1	< 0.1%
Other values (22)	22	0.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
na	2599	97.5%
2023-11-17	17	0.6%
2023-04-11	10	0.4%
2023-09-07	5	0.2%
2023-07-27	3	0.1%
2023-09-12	2	0.1%
2023-05-24	2	0.1%
2023-09-08	2	0.1%
2021-09-08	2	0.1%
2023-11-13	1	< 0.1%
Other values (22)	22	0.8%

영업상태구분코드
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	20.9 KiB

<NA>	1928
18	671
19	66

Length

Max length	4
Median length	4
Mean length	3.4469043
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	19
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	1928	72.3%
18	671	25.2%
19	66	2.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	1928	72.3%
18	671	25.2%
19	66	2.5%

영업상태명
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	20.9 KiB

운영중	1224
폐업 등	704
사용중	671
사용중지	66

Length

Max length	4
Median length	3
Mean length	3.2889306
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	사용중지
2nd row	운영중
3rd row	운영중
4th row	운영중
5th row	운영중

Common Values

Value	Count	Frequency (%)
운영중	1224	45.9%
폐업 등	704	26.4%
사용중	671	25.2%
사용중지	66	2.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
운영중	1224	36.3%
폐업	704	20.9%
등	704	20.9%
사용중	671	19.9%
사용중지	66	2.0%

소재지시설전화번호
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	2665
Missing (%)	100.0%
Memory size	23.6 KiB

소재지면적정보(㎡)
Real number (ℝ)

MISSING

Distinct	210
Distinct (%)	28.5%
Missing	1928
Missing (%)	72.3%
Infinite	0
Infinite (%)	0.0%
Mean	221.07341

Minimum	10
Maximum	8500
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	10
5-th percentile	36.8
Q1	87
median	120
Q3	200
95-th percentile	542.8
Maximum	8500
Range	8490
Interquartile range (IQR)	113

Descriptive statistics

Standard deviation	458.09089
Coefficient of variation (CV)	2.0721212
Kurtosis	160.95692
Mean	221.07341
Median Absolute Deviation (MAD)	53
Skewness	10.711942
Sum	162931.1
Variance	209847.27
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100.0	87	3.3%
200.0	46	1.7%
150.0	42	1.6%
50.0	29	1.1%
60.0	24	0.9%
120.0	24	0.9%
30.0	18	0.7%
80.0	17	0.6%
90.0	15	0.6%
130.0	15	0.6%
Other values (200)	420	15.8%
(Missing)	1928	72.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.0	1	< 0.1%
15.0	1	< 0.1%
20.0	6	0.2%
25.0	1	< 0.1%
28.0	2	0.1%
29.0	1	< 0.1%
30.0	18	0.7%
32.0	1	< 0.1%
35.0	5	0.2%
36.0	1	< 0.1%

Value	Count	Frequency (%)
8500.0	1	< 0.1%
4000.0	2	0.1%
2940.0	1	< 0.1%
2633.0	1	< 0.1%
2536.0	1	< 0.1%
2000.0	1	< 0.1%
1935.0	1	< 0.1%
1814.0	1	< 0.1%
1700.0	1	< 0.1%
1560.0	1	< 0.1%

도로명우편번호
Text

MISSING

Distinct	502
Distinct (%)	81.4%
Missing	2048
Missing (%)	76.8%
Memory size	20.9 KiB

Length

Max length	7
Median length	5
Mean length	5.3824959
Min length	5

Characters and Unicode

Total characters	3321
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	430 ?
Unique (%)	69.7%

Sample

1st row	12408
2nd row	412-480
3rd row	10512
4th row	10528
5th row	10472

Value	Count	Frequency (%)
426-819	7	1.1%
18255	6	1.0%
13105	6	1.0%
18279	6	1.0%
13103	5	0.8%
18545	5	0.8%
16803	5	0.8%
482-845	3	0.5%
13451	3	0.5%
13445	3	0.5%
Other values (492)	568	92.1%

Most occurring characters

Value	Count	Frequency (%)
1	758	22.8%
4	393	11.8%
6	338	10.2%
5	280	8.4%
8	272	8.2%
3	269	8.1%
0	267	8.0%
2	261	7.9%
7	216	6.5%
9	149	4.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3203	96.4%
Dash Punctuation	118	3.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	758	23.7%
4	393	12.3%
6	338	10.6%
5	280	8.7%
8	272	8.5%
3	269	8.4%
0	267	8.3%
2	261	8.1%
7	216	6.7%
9	149	4.7%

Dash Punctuation

Value	Count	Frequency (%)
-	118	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3321	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	758	22.8%
4	393	11.8%
6	338	10.2%
5	280	8.4%
8	272	8.2%
3	269	8.1%
0	267	8.0%
2	261	7.9%
7	216	6.5%
9	149	4.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3321	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	758	22.8%
4	393	11.8%
6	338	10.2%
5	280	8.4%
8	272	8.2%
3	269	8.1%
0	267	8.0%
2	261	7.9%
7	216	6.5%
9	149	4.5%

소재지도로명주소
Text

MISSING

Distinct	1537
Distinct (%)	71.5%
Missing	515
Missing (%)	19.3%
Memory size	20.9 KiB

Length

Max length	51
Median length	39
Mean length	27.097209
Min length	14

Characters and Unicode

Total characters	58259
Distinct characters	482
Distinct categories	9 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

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

Unique

Unique	992 ?
Unique (%)	46.1%

Sample

1st row	경기도 가평군 가평읍 아랫마장길 59 (농업기술센터)
2nd row	경기도 가평군 설악면 유명로 1243-199
3rd row	경기도 가평군 청평면 경춘로 699 (청평백암천)
4th row	경기도 가평군 가평읍 아랫마장길 59
5th row	경기도 가평군 조종면 조종새싹로 13-9 (조종초등학교)

Value	Count	Frequency (%)
경기도	2150	17.4%
성남시	317	2.6%
수원시	255	2.1%
부천시	211	1.7%
용인시	173	1.4%
수정구	158	1.3%
분당구	101	0.8%
파주시	100	0.8%
안산시	94	0.8%
권선구	86	0.7%
Other values (2764)	8712	70.5%

Most occurring characters

Value	Count	Frequency (%)
	10237	17.6%
경	2286	3.9%
기	2282	3.9%
시	2276	3.9%
도	2266	3.9%
로	1984	3.4%
동	1792	3.1%
(	1637	2.8%
)	1637	2.8%
1	1511	2.6%
Other values (472)	30351	52.1%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	35753	61.4%
Space Separator	10237	17.6%
Decimal Number	7743	13.3%
Open Punctuation	1637	2.8%
Close Punctuation	1637	2.8%
Other Punctuation	709	1.2%
Dash Punctuation	395	0.7%
Uppercase Letter	147	0.3%
Lowercase Letter	1	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
경	2286	6.4%
기	2282	6.4%
시	2276	6.4%
도	2266	6.3%
로	1984	5.5%
동	1792	5.0%
구	1087	3.0%
길	883	2.5%
원	681	1.9%
수	671	1.9%
Other values (433)	19545	54.7%

Uppercase Letter

Value	Count	Frequency (%)
C	38	25.9%
S	14	9.5%
K	11	7.5%
T	9	6.1%
G	8	5.4%
H	7	4.8%
N	7	4.8%
A	7	4.8%
L	7	4.8%
I	6	4.1%
Other values (11)	33	22.4%

Decimal Number

Value	Count	Frequency (%)
1	1511	19.5%
2	1093	14.1%
3	861	11.1%
4	677	8.7%
5	674	8.7%
0	617	8.0%
6	599	7.7%
8	589	7.6%
7	577	7.5%
9	545	7.0%

Other Punctuation

Value	Count	Frequency (%)
,	686	96.8%
.	22	3.1%
&	1	0.1%

Space Separator

Value	Count	Frequency (%)
	10237	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	1637	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	1637	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	395	100.0%

Lowercase Letter

Value	Count	Frequency (%)
l	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	35753	61.4%
Common	22358	38.4%
Latin	148	0.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
경	2286	6.4%
기	2282	6.4%
시	2276	6.4%
도	2266	6.3%
로	1984	5.5%
동	1792	5.0%
구	1087	3.0%
길	883	2.5%
원	681	1.9%
수	671	1.9%
Other values (433)	19545	54.7%

Latin

Value	Count	Frequency (%)
C	38	25.7%
S	14	9.5%
K	11	7.4%
T	9	6.1%
G	8	5.4%
H	7	4.7%
N	7	4.7%
A	7	4.7%
L	7	4.7%
I	6	4.1%
Other values (12)	34	23.0%

Common

Value	Count	Frequency (%)
	10237	45.8%
(	1637	7.3%
)	1637	7.3%
1	1511	6.8%
2	1093	4.9%
3	861	3.9%
,	686	3.1%
4	677	3.0%
5	674	3.0%
0	617	2.8%
Other values (7)	2728	12.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	35753	61.4%
ASCII	22506	38.6%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	10237	45.5%
(	1637	7.3%
)	1637	7.3%
1	1511	6.7%
2	1093	4.9%
3	861	3.8%
,	686	3.0%
4	677	3.0%
5	674	3.0%
0	617	2.7%
Other values (29)	2876	12.8%

Hangul

Value	Count	Frequency (%)
경	2286	6.4%
기	2282	6.4%
시	2276	6.4%
도	2266	6.3%
로	1984	5.5%
동	1792	5.0%
구	1087	3.0%
길	883	2.5%
원	681	1.9%
수	671	1.9%
Other values (433)	19545	54.7%

소재지지번주소
Text

Distinct	1996
Distinct (%)	74.9%
Missing	1
Missing (%)	< 0.1%
Memory size	20.9 KiB

Length

Max length	43
Median length	39
Mean length	21.831081
Min length	4

Characters and Unicode

Total characters	58158
Distinct characters	384
Distinct categories	10 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

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

Unique

Unique	1409 ?
Unique (%)	52.9%

Sample

1st row	경기도 가평군 가평읍 100번지
2nd row	경기도 가평군 설악면 2번지 12호
3rd row	경기도 가평군 청평면 650번지 5호
4th row	경기도 가평군 가평읍 100번지
5th row	경기도 가평군 조종면 276번지

Value	Count	Frequency (%)
경기도	2655	19.2%
1호	393	2.8%
성남시	307	2.2%
수원시	263	1.9%
2호	198	1.4%
용인시	189	1.4%
부천시	174	1.3%
수정구	140	1.0%
화성시	123	0.9%
파주시	122	0.9%
Other values (2201)	9256	67.0%

Most occurring characters

Value	Count	Frequency (%)
	11775	20.2%
시	2740	4.7%
기	2734	4.7%
도	2710	4.7%
경	2667	4.6%
지	2520	4.3%
번	2357	4.1%
동	2255	3.9%
1	1970	3.4%
호	1434	2.5%
Other values (374)	24996	43.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	36515	62.8%
Space Separator	11775	20.2%
Decimal Number	9576	16.5%
Dash Punctuation	137	0.2%
Close Punctuation	52	0.1%
Open Punctuation	52	0.1%
Uppercase Letter	40	0.1%
Other Punctuation	9	< 0.1%
Lowercase Letter	1	< 0.1%
Math Symbol	1	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
시	2740	7.5%
기	2734	7.5%
도	2710	7.4%
경	2667	7.3%
지	2520	6.9%
번	2357	6.5%
동	2255	6.2%
호	1434	3.9%
구	1319	3.6%
성	640	1.8%
Other values (340)	15139	41.5%

Uppercase Letter

Value	Count	Frequency (%)
C	13	32.5%
A	5	12.5%
J	3	7.5%
D	2	5.0%
K	2	5.0%
I	2	5.0%
O	2	5.0%
E	2	5.0%
L	2	5.0%
F	2	5.0%
Other values (5)	5	12.5%

Decimal Number

Value	Count	Frequency (%)
1	1970	20.6%
2	1167	12.2%
3	1088	11.4%
4	974	10.2%
5	872	9.1%
6	815	8.5%
7	714	7.5%
0	688	7.2%
8	659	6.9%
9	629	6.6%

Other Punctuation

Value	Count	Frequency (%)
.	7	77.8%
:	1	11.1%
,	1	11.1%

Space Separator

Value	Count	Frequency (%)
	11775	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	137	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	52	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	52	100.0%

Lowercase Letter

Value	Count	Frequency (%)
l	1	100.0%

Math Symbol

Value	Count	Frequency (%)
~	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	36515	62.8%
Common	21602	37.1%
Latin	41	0.1%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
시	2740	7.5%
기	2734	7.5%
도	2710	7.4%
경	2667	7.3%
지	2520	6.9%
번	2357	6.5%
동	2255	6.2%
호	1434	3.9%
구	1319	3.6%
성	640	1.8%
Other values (340)	15139	41.5%

Common

Value	Count	Frequency (%)
	11775	54.5%
1	1970	9.1%
2	1167	5.4%
3	1088	5.0%
4	974	4.5%
5	872	4.0%
6	815	3.8%
7	714	3.3%
0	688	3.2%
8	659	3.1%
Other values (8)	880	4.1%

Latin

Value	Count	Frequency (%)
C	13	31.7%
A	5	12.2%
J	3	7.3%
D	2	4.9%
K	2	4.9%
I	2	4.9%
O	2	4.9%
E	2	4.9%
L	2	4.9%
F	2	4.9%
Other values (6)	6	14.6%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	36515	62.8%
ASCII	21643	37.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	11775	54.4%
1	1970	9.1%
2	1167	5.4%
3	1088	5.0%
4	974	4.5%
5	872	4.0%
6	815	3.8%
7	714	3.3%
0	688	3.2%
8	659	3.0%
Other values (24)	921	4.3%

Hangul

Value	Count	Frequency (%)
시	2740	7.5%
기	2734	7.5%
도	2710	7.4%
경	2667	7.3%
지	2520	6.9%
번	2357	6.5%
동	2255	6.2%
호	1434	3.9%
구	1319	3.6%
성	640	1.8%
Other values (340)	15139	41.5%

소재지우편번호
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1211
Distinct (%)	50.5%
Missing	265
Missing (%)	9.9%
Infinite	0
Infinite (%)	0.0%
Mean	14403.35

Minimum	10000
Maximum	18635
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	10000
5-th percentile	10458.75
Q1	12728
median	14533.5
Q3	16461
95-th percentile	18124.35
Maximum	18635
Range	8635
Interquartile range (IQR)	3733

Descriptive statistics

Standard deviation	2336.4408
Coefficient of variation (CV)	0.1622151
Kurtosis	-0.99625965
Mean	14403.35
Median Absolute Deviation (MAD)	1872
Skewness	-0.098333318
Sum	34568039
Variance	5458955.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13451	17	0.6%
13103	15	0.6%
13509	13	0.5%
10949	12	0.5%
13102	12	0.5%
17167	12	0.5%
16947	11	0.4%
13443	9	0.3%
18545	9	0.3%
10830	9	0.3%
Other values (1201)	2281	85.6%
(Missing)	265	9.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10000	1	< 0.1%
10002	2	0.1%
10005	2	0.1%
10011	1	< 0.1%
10012	2	0.1%
10017	1	< 0.1%
10020	2	0.1%
10022	1	< 0.1%
10024	2	0.1%
10025	2	0.1%

Value	Count	Frequency (%)
18635	2	0.1%
18633	1	< 0.1%
18630	1	< 0.1%
18623	3	0.1%
18608	4	0.2%
18592	1	< 0.1%
18584	2	0.1%
18583	3	0.1%
18582	1	< 0.1%
18577	6	0.2%

WGS84위도
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1639
Distinct (%)	70.4%
Missing	336
Missing (%)	12.6%
Infinite	0
Infinite (%)	0.0%
Mean	37.427571

Minimum	36.943305
Maximum	38.19452
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	36.943305
5-th percentile	37.119229
Q1	37.293039
median	37.398291
Q3	37.507136
95-th percentile	37.823266
Maximum	38.19452
Range	1.2512156
Interquartile range (IQR)	0.21409716

Descriptive statistics

Standard deviation	0.20680349
Coefficient of variation (CV)	0.0055254318
Kurtosis	0.34164295
Mean	37.427571
Median Absolute Deviation (MAD)	0.10716311
Skewness	0.61660735
Sum	87168.813
Variance	0.042767685
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.4379942214	12	0.5%
37.3302001597	8	0.3%
37.7143636826	8	0.3%
37.2785710892	6	0.2%
37.3548369375	6	0.2%
37.3867224073	6	0.2%
37.408906697	6	0.2%
37.7932075303	6	0.2%
37.320664353	6	0.2%
37.8167937925	6	0.2%
Other values (1629)	2259	84.8%
(Missing)	336	12.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36.9433047732	2	0.1%
36.966257422	2	0.1%
36.9775420916	2	0.1%
36.9852325445	2	0.1%
36.9889196835	1	< 0.1%
36.9892840117	2	0.1%
36.9895489439	1	< 0.1%
36.9900310614	1	< 0.1%
36.9915459577	1	< 0.1%
36.9939846962	2	0.1%

Value	Count	Frequency (%)
38.1945203475	1	< 0.1%
38.1071229181	2	0.1%
38.1038166235	1	< 0.1%
38.099556144	1	< 0.1%
38.0894446557	1	< 0.1%
38.0709206119	1	< 0.1%
38.0653856554	1	< 0.1%
38.030722086	2	0.1%
38.0284032776	1	< 0.1%
38.0280814416	2	0.1%

WGS84경도
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	1639
Distinct (%)	70.4%
Missing	336
Missing (%)	12.6%
Infinite	0
Infinite (%)	0.0%
Mean	127.00616

Minimum	126.52982
Maximum	127.70043
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	126.52982
5-th percentile	126.75683
Q1	126.84148
median	127.00747
Q3	127.12604
95-th percentile	127.37673
Maximum	127.70043
Range	1.1706151
Interquartile range (IQR)	0.28455827

Descriptive statistics

Standard deviation	0.19354958
Coefficient of variation (CV)	0.0015239385
Kurtosis	0.36964596
Mean	127.00616
Median Absolute Deviation (MAD)	0.13639477
Skewness	0.54756373
Sum	295797.35
Variance	0.037461439
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127.1068822087	12	0.5%
126.8643211129	8	0.3%
126.7766859345	8	0.3%
127.0890835842	6	0.2%
126.9377339878	6	0.2%
127.0380558108	6	0.2%
127.1200571369	6	0.2%
126.9104631482	6	0.2%
126.8495373023	6	0.2%
126.8960396511	6	0.2%
Other values (1629)	2259	84.8%
(Missing)	336	12.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
126.5298197278	2	0.1%
126.5298521644	1	< 0.1%
126.5341928032	1	< 0.1%
126.54660312	2	0.1%
126.5494942369	1	< 0.1%
126.5522797507	1	< 0.1%
126.5560224786	2	0.1%
126.5632274084	1	< 0.1%
126.567548385	1	< 0.1%
126.5763164914	1	< 0.1%

Value	Count	Frequency (%)
127.7004348715	1	< 0.1%
127.6476557365	1	< 0.1%
127.6474222786	1	< 0.1%
127.6473084745	1	< 0.1%
127.6470272581	1	< 0.1%
127.6312854633	2	0.1%
127.6228994282	2	0.1%
127.6155245365	2	0.1%
127.6153549727	2	0.1%
127.593153731	2	0.1%

업태구분명정보
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	2665
Missing (%)	100.0%
Memory size	23.6 KiB

X좌표값
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	665
Distinct (%)	94.3%
Missing	1960
Missing (%)	73.5%
Infinite	0
Infinite (%)	0.0%
Mean	199759.22

Minimum	158494.47
Maximum	257528.95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	158494.47
5-th percentile	178386.4
Q1	186852.34
median	198906.89
Q3	207377.56
95-th percentile	234070.19
Maximum	257528.95
Range	99034.485
Interquartile range (IQR)	20525.228

Descriptive statistics

Standard deviation	16526.869
Coefficient of variation (CV)	0.082733946
Kurtosis	1.3607329
Mean	199759.22
Median Absolute Deviation (MAD)	10403.642
Skewness	0.81328155
Sum	1.4083025 × 10⁸
Variance	2.7313739 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
188207.367078952	4	0.2%
180151.113447963	4	0.2%
210612.690133161	3	0.1%
203301.431173851	3	0.1%
192100.337744514	3	0.1%
190925.28431765	3	0.1%
186403.240447222	3	0.1%
194295.966116662	2	0.1%
202580.167830727	2	0.1%
186474.793685706	2	0.1%
Other values (655)	676	25.4%
(Missing)	1960	73.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
158494.469062727	1	< 0.1%
159126.2084733	1	< 0.1%
159973.6598814	1	< 0.1%
160231.406024092	1	< 0.1%
160789.174471939	1	< 0.1%
161444.734434547	1	< 0.1%
162602.184191942	1	< 0.1%
163192.286675743	1	< 0.1%
164790.389437515	1	< 0.1%
170549.314055678	1	< 0.1%

Value	Count	Frequency (%)
257528.954133111	1	< 0.1%
257327.254191863	1	< 0.1%
255279.776768242	1	< 0.1%
254673.17622021	1	< 0.1%
254615.6517314	1	< 0.1%
254596.363643569	1	< 0.1%
254335.209704916	1	< 0.1%
252634.22400982	1	< 0.1%
251876.953910445	1	< 0.1%
251743.990723393	1	< 0.1%

Y좌표값
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	665
Distinct (%)	94.3%
Missing	1960
Missing (%)	73.5%
Infinite	0
Infinite (%)	0.0%
Mean	432624.56

Minimum	384951
Maximum	511585.94
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	23.6 KiB

Quantile statistics

Minimum	384951
5-th percentile	397583.54
Q1	418471.29
median	427775.88
Q3	438755.57
95-th percentile	484962.48
Maximum	511585.94
Range	126634.95
Interquartile range (IQR)	20284.289

Descriptive statistics

Standard deviation	23743.013
Coefficient of variation (CV)	0.054881334
Kurtosis	0.86868053
Mean	432624.56
Median Absolute Deviation (MAD)	9909.2626
Skewness	0.99623728
Sum	3.0500031 × 10⁸
Variance	5.6373066 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
424931.170599678	4	0.2%
468006.041498468	4	0.2%
434262.298020582	3	0.1%
431635.333128216	3	0.1%
477127.820905632	3	0.1%
479931.786057688	3	0.1%
471942.044802885	3	0.1%
418992.317691086	2	0.1%
475473.716454176	2	0.1%
407650.106800131	2	0.1%
Other values (655)	676	25.4%
(Missing)	1960	73.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
384950.998602313	1	< 0.1%
386228.483809253	1	< 0.1%
387061.078858972	1	< 0.1%
387474.984117223	1	< 0.1%
388129.261505456	1	< 0.1%
388244.280613602	1	< 0.1%
388260.565687432	1	< 0.1%
388692.547785171	1	< 0.1%
388930.51904406	1	< 0.1%
389314.001472674	1	< 0.1%

Value	Count	Frequency (%)
511585.944737878	1	< 0.1%
509642.681873571	1	< 0.1%
503159.355428128	1	< 0.1%
502759.990114911	1	< 0.1%
502601.701418297	1	< 0.1%
500387.82323695	1	< 0.1%
498927.089338887	1	< 0.1%
495420.375306143	1	< 0.1%
494990.649741092	1	< 0.1%
493836.683307746	1	< 0.1%

비상시설위치
Text

MISSING

Distinct	698
Distinct (%)	94.7%
Missing	1928
Missing (%)	72.3%
Memory size	20.9 KiB

Length

Max length	42
Median length	36
Mean length	21.747626
Min length	15

Characters and Unicode

Total characters	16028
Distinct characters	286
Distinct categories	9 ?
Distinct scripts	3 ?
Distinct blocks	2 ?

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

Unique

Unique	669 ?
Unique (%)	90.8%

Sample

1st row	경기도 가평군 가평읍 100번지
2nd row	경기도 고양시 덕양구 도내동 980 (도래울바람물공원)
3rd row	경기도 고양시 덕양구 대자동 1170번지
4th row	경기도 고양시 덕양구 토당동 3-39 (지도공원)
5th row	경기도 고양시 덕양구 행신동 772

Value	Count	Frequency (%)
경기도	737	19.0%
수원시	123	3.2%
1호	101	2.6%
성남시	91	2.3%
용인시	62	1.6%
수정구	60	1.5%
2호	52	1.3%
안산시	49	1.3%
화성시	49	1.3%
시흥시	48	1.2%
Other values (1057)	2515	64.7%

Most occurring characters

Value	Count	Frequency (%)
	3164	19.7%
시	791	4.9%
기	757	4.7%
도	749	4.7%
경	741	4.6%
지	663	4.1%
동	622	3.9%
번	598	3.7%
1	550	3.4%
구	375	2.3%
Other values (276)	7018	43.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	10055	62.7%
Space Separator	3164	19.7%
Decimal Number	2674	16.7%
Dash Punctuation	93	0.6%
Uppercase Letter	24	0.1%
Open Punctuation	6	< 0.1%
Close Punctuation	6	< 0.1%
Other Punctuation	5	< 0.1%
Lowercase Letter	1	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
시	791	7.9%
기	757	7.5%
도	749	7.4%
경	741	7.4%
지	663	6.6%
동	622	6.2%
번	598	5.9%
구	375	3.7%
호	355	3.5%
수	221	2.2%
Other values (246)	4183	41.6%

Uppercase Letter

Value	Count	Frequency (%)
C	6	25.0%
A	4	16.7%
J	3	12.5%
E	2	8.3%
D	1	4.2%
L	1	4.2%
I	1	4.2%
N	1	4.2%
P	1	4.2%
S	1	4.2%
Other values (3)	3	12.5%

Decimal Number

Value	Count	Frequency (%)
1	550	20.6%
2	314	11.7%
3	295	11.0%
4	259	9.7%
5	245	9.2%
6	227	8.5%
7	203	7.6%
0	199	7.4%
9	192	7.2%
8	190	7.1%

Other Punctuation

Value	Count	Frequency (%)
.	4	80.0%
:	1	20.0%

Space Separator

Value	Count	Frequency (%)
	3164	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	93	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	6	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	6	100.0%

Lowercase Letter

Value	Count	Frequency (%)
l	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	10055	62.7%
Common	5948	37.1%
Latin	25	0.2%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
시	791	7.9%
기	757	7.5%
도	749	7.4%
경	741	7.4%
지	663	6.6%
동	622	6.2%
번	598	5.9%
구	375	3.7%
호	355	3.5%
수	221	2.2%
Other values (246)	4183	41.6%

Common

Value	Count	Frequency (%)
	3164	53.2%
1	550	9.2%
2	314	5.3%
3	295	5.0%
4	259	4.4%
5	245	4.1%
6	227	3.8%
7	203	3.4%
0	199	3.3%
9	192	3.2%
Other values (6)	300	5.0%

Latin

Value	Count	Frequency (%)
C	6	24.0%
A	4	16.0%
J	3	12.0%
E	2	8.0%
D	1	4.0%
l	1	4.0%
L	1	4.0%
I	1	4.0%
N	1	4.0%
P	1	4.0%
Other values (4)	4	16.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	10055	62.7%
ASCII	5973	37.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	3164	53.0%
1	550	9.2%
2	314	5.3%
3	295	4.9%
4	259	4.3%
5	245	4.1%
6	227	3.8%
7	203	3.4%
0	199	3.3%
9	192	3.2%
Other values (20)	325	5.4%

Hangul

Value	Count	Frequency (%)
시	791	7.9%
기	757	7.5%
도	749	7.4%
경	741	7.4%
지	663	6.6%
동	622	6.2%
번	598	5.9%
구	375	3.7%
호	355	3.5%
수	221	2.2%
Other values (246)	4183	41.6%

시설구분명
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	20.9 KiB

<NA>	1928
공공용시설	236
민간시설	228
정부지원시설	167
지자체시설	106

Length

Max length	6
Median length	4
Mean length	4.2536585
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	1928	72.3%
공공용시설	236	8.9%
민간시설	228	8.6%
정부지원시설	167	6.3%
지자체시설	106	4.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	1928	72.3%
공공용시설	236	8.9%
민간시설	228	8.6%
정부지원시설	167	6.3%
지자체시설	106	4.0%

시설명건물명정보
Text

MISSING

Distinct	732
Distinct (%)	99.3%
Missing	1928
Missing (%)	72.3%
Memory size	20.9 KiB

Length

Max length	29
Median length	22
Mean length	9.5753053
Min length	3

Characters and Unicode

Total characters	7057
Distinct characters	452
Distinct categories	11 ?
Distinct scripts	3 ?
Distinct blocks	5 ?

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

Unique

Unique	727 ?
Unique (%)	98.6%

Sample

1st row	농업기술센터
2nd row	도래울바람물공원
3rd row	필리핀참전비
4th row	지도공원
5th row	차장공원

Value	Count	Frequency (%)
비상급수시설	51	4.6%
비상급수	9	0.8%
남양읍	8	0.7%
민방위	8	0.7%
서원레저(주	6	0.5%
약수터	6	0.5%
옆	6	0.5%
수지구	5	0.5%
앞	5	0.5%
광적면	4	0.4%
Other values (923)	1000	90.3%

Most occurring characters

Value	Count	Frequency (%)
	371	5.3%
(	269	3.8%
)	269	3.8%
수	204	2.9%
원	190	2.7%
동	143	2.0%
공	142	2.0%
시	130	1.8%
비	122	1.7%
교	120	1.7%
Other values (442)	5097	72.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	5590	79.2%
Space Separator	371	5.3%
Decimal Number	370	5.2%
Open Punctuation	269	3.8%
Close Punctuation	269	3.8%
Dash Punctuation	100	1.4%
Uppercase Letter	50	0.7%
Other Punctuation	29	0.4%
Lowercase Letter	7	0.1%
Letter Number	1	< 0.1%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
수	204	3.6%
원	190	3.4%
동	143	2.6%
공	142	2.5%
시	130	2.3%
비	122	2.2%
교	120	2.1%
상	118	2.1%
설	109	1.9%
학	98	1.8%
Other values (404)	4214	75.4%

Uppercase Letter

Value	Count	Frequency (%)
C	19	38.0%
K	6	12.0%
S	6	12.0%
T	4	8.0%
G	2	4.0%
I	2	4.0%
H	2	4.0%
N	2	4.0%
L	2	4.0%
Z	1	2.0%
Other values (4)	4	8.0%

Decimal Number

Value	Count	Frequency (%)
1	104	28.1%
2	58	15.7%
3	46	12.4%
5	35	9.5%
6	33	8.9%
4	32	8.6%
8	19	5.1%
0	17	4.6%
7	14	3.8%
9	12	3.2%

Other Punctuation

Value	Count	Frequency (%)
*	15	51.7%
.	8	27.6%
/	2	6.9%
,	2	6.9%
·	1	3.4%
?	1	3.4%

Lowercase Letter

Value	Count	Frequency (%)
c	6	85.7%
e	1	14.3%

Space Separator

Value	Count	Frequency (%)
	371	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	269	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	269	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	100	100.0%

Letter Number

Value	Count	Frequency (%)
Ⅰ	1	100.0%

Math Symbol

Value	Count	Frequency (%)
→	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	5590	79.2%
Common	1409	20.0%
Latin	58	0.8%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
수	204	3.6%
원	190	3.4%
동	143	2.6%
공	142	2.5%
시	130	2.3%
비	122	2.2%
교	120	2.1%
상	118	2.1%
설	109	1.9%
학	98	1.8%
Other values (404)	4214	75.4%

Common

Value	Count	Frequency (%)
	371	26.3%
(	269	19.1%
)	269	19.1%
1	104	7.4%
-	100	7.1%
2	58	4.1%
3	46	3.3%
5	35	2.5%
6	33	2.3%
4	32	2.3%
Other values (11)	92	6.5%

Latin

Value	Count	Frequency (%)
C	19	32.8%
K	6	10.3%
S	6	10.3%
c	6	10.3%
T	4	6.9%
G	2	3.4%
I	2	3.4%
H	2	3.4%
N	2	3.4%
L	2	3.4%
Other values (7)	7	12.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	5590	79.2%
ASCII	1464	20.7%
None	1	< 0.1%
Number Forms	1	< 0.1%
Arrows	1	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	371	25.3%
(	269	18.4%
)	269	18.4%
1	104	7.1%
-	100	6.8%
2	58	4.0%
3	46	3.1%
5	35	2.4%
6	33	2.3%
4	32	2.2%
Other values (25)	147	10.0%

Hangul

Value	Count	Frequency (%)
수	204	3.6%
원	190	3.4%
동	143	2.6%
공	142	2.5%
시	130	2.3%
비	122	2.2%
교	120	2.1%
상	118	2.1%
설	109	1.9%
학	98	1.8%
Other values (404)	4214	75.4%

None

Value	Count	Frequency (%)
·	1	100.0%

Number Forms

Value	Count	Frequency (%)
Ⅰ	1	100.0%

Arrows

Value	Count	Frequency (%)
→	1	100.0%

Heatmap
Table

	시군명	인허가취소일자	영업상태구분코드	영업상태명	소재지면적정보(㎡)	소재지우편번호	WGS84위도	WGS84경도	X좌표값	Y좌표값	시설구분명
시군명	1.000	1.000	0.658	0.528	0.179	0.989	0.958	0.927	0.943	0.956	0.708
인허가취소일자	1.000	1.000	NaN	NaN	0.309	1.000	0.933	0.992	0.982	0.973	0.994
영업상태구분코드	0.658	NaN	1.000	1.000	0.000	0.665	0.425	0.208	0.222	0.428	0.282
영업상태명	0.528	NaN	1.000	1.000	0.000	0.371	0.292	0.238	0.222	0.428	0.282
소재지면적정보(㎡)	0.179	0.309	0.000	0.000	1.000	0.000	0.071	0.162	0.218	0.113	0.086
소재지우편번호	0.989	1.000	0.665	0.371	0.000	1.000	0.926	0.840	0.870	0.911	0.462
WGS84위도	0.958	0.933	0.425	0.292	0.071	0.926	1.000	0.610	0.644	0.987	0.416
WGS84경도	0.927	0.992	0.208	0.238	0.162	0.840	0.610	1.000	0.993	0.640	0.233
X좌표값	0.943	0.982	0.222	0.222	0.218	0.870	0.644	0.993	1.000	0.663	0.312
Y좌표값	0.956	0.973	0.428	0.428	0.113	0.911	0.987	0.640	0.663	1.000	0.446
시설구분명	0.708	0.994	0.282	0.282	0.086	0.462	0.416	0.233	0.312	0.446	1.000

Heatmap
Table

	시군명	영업상태명	영업상태구분코드	인허가취소일자	시설구분명
시군명	1.000	0.299	0.564	0.820	0.450
영업상태명	0.299	1.000	0.992	1.000	0.187
영업상태구분코드	0.564	0.992	1.000	1.000	0.187
인허가취소일자	0.820	1.000	1.000	1.000	0.730
시설구분명	0.450	0.187	0.187	0.730	1.000

Heatmap
Table

	소재지면적정보(㎡)	소재지우편번호	WGS84위도	WGS84경도	X좌표값	Y좌표값	시군명	인허가취소일자	영업상태구분코드	영업상태명	시설구분명
소재지면적정보(㎡)	1.000	0.063	-0.116	-0.022	-0.047	-0.117	0.078	0.177	0.000	0.000	0.055
소재지우편번호	0.063	1.000	-0.902	0.071	0.117	-0.916	0.912	0.789	0.514	0.229	0.293
WGS84위도	-0.116	-0.902	1.000	-0.224	-0.230	1.000	0.760	0.551	0.325	0.178	0.259
WGS84경도	-0.022	0.071	-0.224	1.000	1.000	-0.232	0.661	0.655	0.158	0.144	0.141
X좌표값	-0.047	0.117	-0.230	1.000	1.000	-0.217	0.717	0.683	0.169	0.169	0.191
Y좌표값	-0.117	-0.916	1.000	-0.232	-0.217	1.000	0.763	0.655	0.327	0.327	0.283
시군명	0.078	0.912	0.760	0.661	0.717	0.763	1.000	0.820	0.564	0.299	0.450
인허가취소일자	0.177	0.789	0.551	0.655	0.683	0.655	0.820	1.000	1.000	1.000	0.730
영업상태구분코드	0.000	0.514	0.325	0.158	0.169	0.327	0.564	1.000	1.000	0.992	0.187
영업상태명	0.000	0.229	0.178	0.144	0.169	0.327	0.299	1.000	0.992	1.000	0.187
시설구분명	0.055	0.293	0.259	0.141	0.191	0.283	0.450	0.730	0.187	0.187	1.000

A simple visualization of nullity by column.

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

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	시군명	급수시설명	인허가일자	인허가취소일자	영업상태구분코드	영업상태명	소재지시설전화번호	소재지면적정보(㎡)	도로명우편번호	소재지도로명주소	소재지지번주소	소재지우편번호	WGS84위도	WGS84경도	업태구분명정보	X좌표값	Y좌표값	비상시설위치	시설구분명	시설명건물명정보
0	가평군	농업기술센터	2005-06-30	2023-05-09	19	사용중지	<NA>	100.0	12408	경기도 가평군 가평읍 아랫마장길 59 (농업기술센터)	경기도 가평군 가평읍 100번지	12408	37.845967	127.498647	<NA>	243869.005545	482723.107531	경기도 가평군 가평읍 100번지	지자체시설	농업기술센터
1	가평군	프리스틴밸리	20050630	<NA>	<NA>	운영중	<NA>	<NA>	<NA>	경기도 가평군 설악면 유명로 1243-199	경기도 가평군 설악면 2번지 12호	12468	37.660746	127.456395	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2	가평군	백암천	20050630	<NA>	<NA>	운영중	<NA>	<NA>	<NA>	경기도 가평군 청평면 경춘로 699 (청평백암천)	경기도 가평군 청평면 650번지 5호	12454	37.731311	127.408587	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
3	가평군	농업기술센터	20040510	<NA>	<NA>	운영중	<NA>	<NA>	<NA>	경기도 가평군 가평읍 아랫마장길 59	경기도 가평군 가평읍 100번지	12408	37.845967	127.498647	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
4	가평군	조종초등학교	20040130	<NA>	<NA>	운영중	<NA>	<NA>	<NA>	경기도 가평군 조종면 조종새싹로 13-9 (조종초등학교)	경기도 가평군 조종면 276번지	12437	37.821517	127.348937	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
5	가평군	경춘도로약수터	19960501	<NA>	<NA>	운영중	<NA>	<NA>	<NA>	경기도 가평군 가평읍 보납로 305	경기도 가평군 가평읍 읍내리 산 6번지 1호	<NA>	37.845649	127.532047	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
6	가평군	가평수덕원	19960501	<NA>	<NA>	운영중	<NA>	<NA>	<NA>	경기도 가평군 가평읍 북한강변로 238	경기도 가평군 가평읍 531번지 2호	12428	37.751486	127.533442	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
7	가평군	삼성에버랜드가평베네스트	20080509	<NA>	<NA>	운영중	<NA>	<NA>	<NA>	경기도 가평군 상면 둔덕말길 232 (가평베네스트골프클럽)	경기도 가평군 상면 52번지	12443	37.797145	127.305438	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
8	가평군	농업기술센터	20050630	<NA>	<NA>	운영중	<NA>	<NA>	<NA>	경기도 가평군 가평읍 아랫마장길 59 (농업기술센터)	경기도 가평군 가평읍 100번지	12408	37.845967	127.498647	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
9	가평군	가평고등학교	19980216	<NA>	<NA>	운영중	<NA>	<NA>	<NA>	경기도 가평군 가평읍 호반로 2601	경기도 가평군 가평읍 66번지 2호	12421	37.817476	127.511407	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

	시군명	급수시설명	인허가일자	인허가취소일자	영업상태구분코드	영업상태명	소재지시설전화번호	소재지면적정보(㎡)	도로명우편번호	소재지도로명주소	소재지지번주소	소재지우편번호	WGS84위도	WGS84경도	업태구분명정보	X좌표값	Y좌표값	비상시설위치	시설구분명	시설명건물명정보
2655	화성시	팔탄초등학교	19840101	<NA>	<NA>	폐업 등	<NA>	<NA>	<NA>	<NA>	경기도 화성시 팔탄면 구장리 536번지 1호	18527	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2656	화성시	청원초등학교	20001205	<NA>	<NA>	폐업 등	<NA>	<NA>	<NA>	경기도 화성시 마도면 해운로 794 (청원초등학교)	경기도 화성시 마도면 청원리 228번지 4호 청원초등학교	18543	37.188208	126.760892	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2657	화성시	비봉면사무소	19920101	<NA>	<NA>	폐업 등	<NA>	<NA>	<NA>	경기도 화성시 비봉면 양노로 103	경기도 화성시 비봉면 양노리 263번지	18284	37.236536	126.872572	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2658	화성시	검단이(마을대형관정)	20080506	<NA>	<NA>	폐업 등	<NA>	<NA>	<NA>	<NA>	경기도 화성시 정남면 계향리 564번지 2호	18523	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2659	화성시	용수리(마을대형관정)	20080506	<NA>	<NA>	폐업 등	<NA>	<NA>	<NA>	<NA>	경기도 화성시 정남면 용수리 53번지 14호	18512	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2660	화성시	보금울(마을대형관정)	20080506	<NA>	<NA>	폐업 등	<NA>	<NA>	<NA>	경기도 화성시 송산면 공룡로281번길 31-10	경기도 화성시 송산면 쌍정리 137번지	18547	37.237279	126.732386	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2661	화성시	활초초등학교 간이급수시설	20080506	<NA>	<NA>	폐업 등	<NA>	<NA>	<NA>	<NA>	경기도 화성시 안석동 252번지 1호	18278	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2662	화성시	용포(마을간이급수시설)	20080506	<NA>	<NA>	폐업 등	<NA>	<NA>	<NA>	<NA>	경기도 화성시 송산면 용포리 산 13번지	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2663	화성시	독정3리 (마을간이급수시설)	20080506	<NA>	<NA>	폐업 등	<NA>	<NA>	<NA>	경기도 화성시 장안면 거묵골길 11	경기도 화성시 장안면 독정리 121번지 2호	18583	37.079481	126.860165	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2664	화성시	뱃골(마을대형관정)	20080506	<NA>	<NA>	폐업 등	<NA>	<NA>	<NA>	경기도 화성시 우정읍 이화뱃골길 42-4	경기도 화성시 우정읍 이화리 680번지	18573	37.04144	126.794635	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

Most frequently occurring

	시군명	급수시설명	인허가일자	인허가취소일자	영업상태구분코드	영업상태명	소재지면적정보(㎡)	도로명우편번호	소재지도로명주소	소재지지번주소	소재지우편번호	WGS84위도	WGS84경도	X좌표값	Y좌표값	비상시설위치	시설구분명	시설명건물명정보	# duplicates
0	고양시	주님의 유치원	20080618	<NA>	<NA>	폐업 등	<NA>	<NA>	<NA>	경기도 고양시덕양구 성사동 108번지 3호	10481	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	3
2	용인시	코리아퍼블릭	20041101	<NA>	<NA>	폐업 등	<NA>	<NA>	경기도 용인시 기흥구 기흥단지로 224 (고매동, 코리아퍼블릭코스)	경기도 용인시 기흥구 고매동 279-13번지 코리아퍼블릭코스	17087	37.223533	127.119084	<NA>	<NA>	<NA>	<NA>	<NA>	3
3	용인시	태광컨트리클럽	20070827	<NA>	<NA>	폐업 등	<NA>	<NA>	<NA>	경기도 용인시기흥구 신갈동 501번지 11호 (11호공)	16947	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	3
1	용인시	단국대학교	20150630	<NA>	<NA>	폐업 등	<NA>	<NA>	경기도 용인시 기흥구 마북로247번길 124 (보정동)	경기도 용인시 기흥구 보정동 31번지 2호	16891	37.317893	127.125493	<NA>	<NA>	<NA>	<NA>	<NA>	2

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Decimal Number

Other Punctuation

Lowercase Letter

Letter Number

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Math Symbol

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

None

Number Forms

Arrows

Common Values

Length

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Decimal Number

Other Punctuation

Space Separator

Open Punctuation

Close Punctuation

Dash Punctuation

Lowercase Letter

Most occurring scripts

Most frequent character per script

Hangul

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Uppercase Letter

Decimal Number

Other Punctuation

Space Separator

Dash Punctuation

Close Punctuation