gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	9170
Missing cells	20912
Missing cells (%)	13.4%
Duplicate rows	8
Duplicate rows (%)	0.1%
Total size in memory	1.2 MiB
Average record size in memory	141.0 B

Variable types

Text	4
Categorical	7
Numeric	5
DateTime	1

Dataset

Description	대전광역시 도로관리시스템을 통해 신청되었던 도로 굴착 허가 위치 목록입니다.(지리정보를 포함한 데이터입니다.)
Author	대전광역시
URL	https://www.data.go.kr/data/15110273/fileData.do

Alerts

`지형지물부호` has constant value ""	Constant
Dataset has 8 (0.1%) duplicate rows	Duplicates
`변경일자` is highly overall correlated with `관리번호` and 7 other fields	High correlation
`공사유형코드` is highly overall correlated with `허가일련번호` and 3 other fields	High correlation
`관리번호` is highly overall correlated with `점용시작일` and 3 other fields	High correlation
`허가일련번호` is highly overall correlated with `포장종류` and 4 other fields	High correlation
`일시점용_굴착폭` is highly overall correlated with `일시점용_굴착길이` and 4 other fields	High correlation
`일시점용_굴착길이` is highly overall correlated with `일시점용_굴착폭` and 2 other fields	High correlation
`일시점용_굴착면적` is highly overall correlated with `일시점용_굴착폭` and 4 other fields	High correlation
`포장종류` is highly overall correlated with `허가일련번호` and 3 other fields	High correlation
`점용시작일` is highly overall correlated with `관리번호` and 7 other fields	High correlation
`점용종료일` is highly overall correlated with `관리번호` and 7 other fields	High correlation
`차도보도구분` is highly overall correlated with `관리번호` and 3 other fields	High correlation
`점용시작일` is highly imbalanced (97.3%)	Imbalance
`점용종료일` is highly imbalanced (97.5%)	Imbalance
`변경일자` is highly imbalanced (98.8%)	Imbalance
`공사유형코드` is highly imbalanced (51.6%)	Imbalance
`허가일련번호` has 3279 (35.8%) missing values	Missing
`굴착시작일` has 4083 (44.5%) missing values	Missing
`굴착종료일` has 6258 (68.2%) missing values	Missing
`복구일자` has 7292 (79.5%) missing values	Missing
`허가일련번호` is highly skewed (γ1 = -76.63665851)	Skewed
`일시점용_굴착폭` has 2305 (25.1%) zeros	Zeros
`일시점용_굴착길이` has 2304 (25.1%) zeros	Zeros
`일시점용_굴착면적` has 2305 (25.1%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 08:31:39.788746
Analysis finished	2023-12-12 08:31:46.728200
Duration	6.94 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지리정보(WKT)
Text

Distinct	8648
Distinct (%)	94.3%
Missing	0
Missing (%)	0.0%
Memory size	71.8 KiB

Length

Max length	1024
Median length	1001
Mean length	239.74678
Min length	118

Characters and Unicode

Total characters	2198478
Distinct characters	25
Distinct categories	6 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

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

Unique

Unique	8141 ?
Unique (%)	88.8%

Sample

1st row	MULTIPOLYGON (((231133.883642406 417810.675354974,231111.880942371 417691.543954788,231109.520857628 417691.979845213,231131.523557596 417811.111245032,231136.347057694 417837.22764557,231150.187057829 417912.162546292,231152.547142172 417911.726653708,231138.707142307 417836.791754434,231133.883642406 417810.675354974)))
2nd row	MULTIPOLYGON (((230767.624239422 417408.890850993,230751.877338797 417360.704449078,230749.596061204 417361.449950924,230765.34296058 417409.636349009,230769.47335945 417422.275745556,230771.589160089 417428.75034751,230793.763661101 417496.605550608,230796.279360969 417504.303750204,230798.560639031 417503.558249796,230796.044938901 417495.860049393,230773.870439915 417428.00485249,230771.754640552 417421.53025445,230767.624239422 417408.890850993)))
3rd row	MULTIPOLYGON (((227389.977145541 416046.092835968,227388.058745543 416043.500135969,227386.129454459 416044.927664032,227388.04785446 416047.520364035,227389.977145541 416046.092835968)))
4th row	MULTIPOLYGON (((230502.993401332 417400.449617021,230502.219598669 417398.177782983,230471.354998669 417408.690482982,230472.128801332 417410.962317022,230502.993401332 417400.449617021)))
5th row	MULTIPOLYGON (((230196.555211559 417849.439200684,230194.179388441 417849.099399321,230192.764788442 417858.989999318,230195.14061156 417859.329800684,230196.555211559 417849.439200684)))

Value	Count	Frequency (%)
multipolygon	9170	11.6%
413699.6592,230879.4023	4	< 0.1%
414839.701900002,230658.258000001	4	< 0.1%
418768.358900001,234082.8084	4	< 0.1%
418762.358900001,234080.8084	4	< 0.1%
414013.954800002,231068.656300001	4	< 0.1%
414015.954800002,231070.656300001	4	< 0.1%
416368.299200002,234578.5009	4	< 0.1%
416366.299200002,234577.000900001	4	< 0.1%
412130.640700003,230160.470800002	4	< 0.1%
Other values (64397)	69650	88.3%

Most occurring characters

Value	Count	Frequency (%)
2	226260	10.3%
4	222768	10.1%
1	206686	9.4%
3	203025	9.2%
0	159799	7.3%
7	156401	7.1%
9	155135	7.1%
5	154248	7.0%
8	153786	7.0%
6	153621	7.0%
Other values (15)	406749	18.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1791729	81.5%
Other Punctuation	172398	7.8%
Uppercase Letter	110040	5.0%
Space Separator	69686	3.2%
Open Punctuation	27511	1.3%
Close Punctuation	27114	1.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	226260	12.6%
4	222768	12.4%
1	206686	11.5%
3	203025	11.3%
0	159799	8.9%
7	156401	8.7%
9	155135	8.7%
5	154248	8.6%
8	153786	8.6%
6	153621	8.6%

Uppercase Letter

Value	Count	Frequency (%)
O	18340	16.7%
L	18340	16.7%
U	9170	8.3%
N	9170	8.3%
G	9170	8.3%
Y	9170	8.3%
P	9170	8.3%
I	9170	8.3%
T	9170	8.3%
M	9170	8.3%

Other Punctuation

Value	Count	Frequency (%)
.	121033	70.2%
,	51365	29.8%

Space Separator

Value	Count	Frequency (%)
	69686	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	27511	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	27114	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	2088438	95.0%
Latin	110040	5.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	226260	10.8%
4	222768	10.7%
1	206686	9.9%
3	203025	9.7%
0	159799	7.7%
7	156401	7.5%
9	155135	7.4%
5	154248	7.4%
8	153786	7.4%
6	153621	7.4%
Other values (5)	296709	14.2%

Latin

Value	Count	Frequency (%)
O	18340	16.7%
L	18340	16.7%
U	9170	8.3%
N	9170	8.3%
G	9170	8.3%
Y	9170	8.3%
P	9170	8.3%
I	9170	8.3%
T	9170	8.3%
M	9170	8.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2198478	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	226260	10.3%
4	222768	10.1%
1	206686	9.4%
3	203025	9.2%
0	159799	7.3%
7	156401	7.1%
9	155135	7.1%
5	154248	7.0%
8	153786	7.0%
6	153621	7.0%
Other values (15)	406749	18.5%

지형지물부호
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	71.8 KiB

굴착허가위치	9170

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
굴착허가위치	9170	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
굴착허가위치	9170	100.0%

관리번호
Real number (ℝ)

HIGH CORRELATION

Distinct	9159
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4587.1953

Minimum	0
Maximum	9179
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	80.7 KiB

Quantile statistics

Minimum	0
5-th percentile	458.45
Q1	2292.25
median	4584.5
Q3	6883.75
95-th percentile	8719.55
Maximum	9179
Range	9179
Interquartile range (IQR)	4591.5

Descriptive statistics

Standard deviation	2650.4557
Coefficient of variation (CV)	0.57779439
Kurtosis	-1.2003043
Mean	4587.1953
Median Absolute Deviation (MAD)	2296
Skewness	0.0015154467
Sum	42064581
Variance	7024915.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6916	4	< 0.1%
7853	3	< 0.1%
6017	2	< 0.1%
5893	2	< 0.1%
9051	2	< 0.1%
6007	2	< 0.1%
5963	2	< 0.1%
6019	2	< 0.1%
6125	1	< 0.1%
6124	1	< 0.1%
Other values (9149)	9149	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
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%

Value	Count	Frequency (%)
9179	1	< 0.1%
9178	1	< 0.1%
9177	1	< 0.1%
9176	1	< 0.1%
9175	1	< 0.1%
9174	1	< 0.1%
9173	1	< 0.1%
9172	1	< 0.1%
9171	1	< 0.1%
9170	1	< 0.1%

허가일련번호
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	2972
Distinct (%)	50.4%
Missing	3279
Missing (%)	35.8%
Infinite	0
Infinite (%)	0.0%
Mean	2.0138488 × 10⁹

Minimum	0
Maximum	2.015214 × 10⁹
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	80.7 KiB

Quantile statistics

Minimum	0
5-th percentile	2.013013 × 10⁹
Q1	2.0131145 × 10⁹
median	2.014088 × 10⁹
Q3	2.015046 × 10⁹
95-th percentile	2.015173 × 10⁹
Maximum	2.015214 × 10⁹
Range	2.015214 × 10⁹
Interquartile range (IQR)	1931504

Descriptive statistics

Standard deviation	26255805
Coefficient of variation (CV)	0.013037625
Kurtosis	5879.1095
Mean	2.0138488 × 10⁹
Median Absolute Deviation (MAD)	963993
Skewness	-76.636659
Sum	1.1863583 × 10¹³
Variance	6.8936727 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2013116001	46	0.5%
2014105001	34	0.4%
2013096001	28	0.3%
2014023001	23	0.3%
2013110001	22	0.2%
2013103001	22	0.2%
2015044001	16	0.2%
2015033003	16	0.2%
2015009001	16	0.2%
2014024001	14	0.2%
Other values (2962)	5654	61.7%
(Missing)	3279	35.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
2013001001	2	< 0.1%
2013002001	4	< 0.1%
2013002002	2	< 0.1%
2013002003	2	< 0.1%
2013002004	2	< 0.1%
2013002005	13	0.1%
2013003001	4	< 0.1%
2013003002	2	< 0.1%
2013003003	2	< 0.1%

Value	Count	Frequency (%)
2015214001	2	< 0.1%
2015213002	1	< 0.1%
2015213001	2	< 0.1%
2015212002	2	< 0.1%
2015212001	2	< 0.1%
2015211001	2	< 0.1%
2015210001	2	< 0.1%
2015209001	2	< 0.1%
2015208001	2	< 0.1%
2015207028	2	< 0.1%

행정읍면동
Text

Distinct	134
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Memory size	71.8 KiB

Length

Max length	14
Median length	13
Mean length	11.311668
Min length	8

Characters and Unicode

Total characters	103728
Distinct characters	115
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	10 ?
Unique (%)	0.1%

Sample

1st row	대전광역시 유성구 궁동
2nd row	대전광역시 유성구 궁동
3rd row	대전광역시 유성구 계산동
4th row	대전광역시 유성구 죽동
5th row	대전광역시 유성구 죽동

Value	Count	Frequency (%)
대전광역시	9170	36.4%
서구	2816	11.2%
중구	2108	8.4%
유성구	2091	8.3%
동구	1178	4.7%
대덕구	977	3.9%
봉명동	331	1.3%
유천동	281	1.1%
구암동	254	1.0%
선화동	236	0.9%
Other values (126)	5764	22.9%

Most occurring characters

Value	Count	Frequency (%)
	16036	15.5%
대	10800	10.4%
구	9445	9.1%
전	9297	9.0%
광	9170	8.8%
역	9170	8.8%
시	9170	8.8%
동	8044	7.8%
서	2834	2.7%
성	2374	2.3%
Other values (105)	17388	16.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	87692	84.5%
Space Separator	16036	15.5%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
대	10800	12.3%
구	9445	10.8%
전	9297	10.6%
광	9170	10.5%
역	9170	10.5%
시	9170	10.5%
동	8044	9.2%
서	2834	3.2%
성	2374	2.7%
유	2372	2.7%
Other values (104)	15016	17.1%

Space Separator

Value	Count	Frequency (%)
	16036	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	87692	84.5%
Common	16036	15.5%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
대	10800	12.3%
구	9445	10.8%
전	9297	10.6%
광	9170	10.5%
역	9170	10.5%
시	9170	10.5%
동	8044	9.2%
서	2834	3.2%
성	2374	2.7%
유	2372	2.7%
Other values (104)	15016	17.1%

Common

Value	Count	Frequency (%)
	16036	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	87692	84.5%
ASCII	16036	15.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	16036	100.0%

Hangul

Value	Count	Frequency (%)
대	10800	12.3%
구	9445	10.8%
전	9297	10.6%
광	9170	10.5%
역	9170	10.5%
시	9170	10.5%
동	8044	9.2%
서	2834	3.2%
성	2374	2.7%
유	2372	2.7%
Other values (104)	15016	17.1%

굴착시작일
Date

MISSING

Distinct	636
Distinct (%)	12.5%
Missing	4083
Missing (%)	44.5%
Memory size	71.8 KiB

Minimum	2013-03-11 00:00:00
Maximum	2022-09-20 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

굴착종료일
Text

MISSING

Distinct	444
Distinct (%)	15.2%
Missing	6258
Missing (%)	68.2%
Memory size	71.8 KiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	29120
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	152 ?
Unique (%)	5.2%

Sample

1st row	2016-01-04
2nd row	2016-01-04
3rd row	2015-12-02
4th row	2014-08-24
5th row	2014-08-24

Value	Count	Frequency (%)
2020-11-30	175	6.0%
2015-12-21	62	2.1%
2020-06-29	59	2.0%
2013-11-03	50	1.7%
2020-07-25	49	1.7%
2020-05-20	45	1.5%
2020-03-28	45	1.5%
2013-12-19	44	1.5%
2013-11-30	43	1.5%
2013-10-19	39	1.3%
Other values (434)	2301	79.0%

Most occurring characters

Value	Count	Frequency (%)
0	6687	23.0%
-	5824	20.0%
2	5295	18.2%
1	4964	17.0%
3	1518	5.2%
5	1218	4.2%
7	835	2.9%
8	775	2.7%
4	726	2.5%
6	651	2.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23296	80.0%
Dash Punctuation	5824	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	6687	28.7%
2	5295	22.7%
1	4964	21.3%
3	1518	6.5%
5	1218	5.2%
7	835	3.6%
8	775	3.3%
4	726	3.1%
6	651	2.8%
9	627	2.7%

Dash Punctuation

Value	Count	Frequency (%)
-	5824	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	29120	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	6687	23.0%
-	5824	20.0%
2	5295	18.2%
1	4964	17.0%
3	1518	5.2%
5	1218	4.2%
7	835	2.9%
8	775	2.7%
4	726	2.5%
6	651	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29120	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	6687	23.0%
-	5824	20.0%
2	5295	18.2%
1	4964	17.0%
3	1518	5.2%
5	1218	4.2%
7	835	2.9%
8	775	2.7%
4	726	2.5%
6	651	2.2%

포장종류
Categorical

HIGH CORRELATION

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	71.8 KiB

<NA>	3783
아스팔트콘크리트	1950
화강석	1627
기타	1351
고압블록	203
Other values (7)	256

Length

Max length	8
Median length	6
Mean length	4.3533261
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	3783	41.3%
아스팔트콘크리트	1950	21.3%
화강석	1627	17.7%
기타	1351	14.7%
고압블록	203	2.2%
투수콘	154	1.7%
블록	34	0.4%
AC	26	0.3%
일반사각블록	17	0.2%
콘크리트	13	0.1%
Other values (2)	12	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
na	3783	41.3%
아스팔트콘크리트	1950	21.3%
화강석	1627	17.7%
기타	1351	14.7%
고압블록	203	2.2%
투수콘	154	1.7%
블록	34	0.4%
ac	26	0.3%
일반사각블록	17	0.2%
콘크리트	13	0.1%
Other values (2)	12	0.1%

일시점용_굴착폭
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.93489967

Minimum	0
Maximum	30
Zeros	2305
Zeros (%)	25.1%
Negative	0
Negative (%)	0.0%
Memory size	80.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.2
Q3	1.2
95-th percentile	2
Maximum	30
Range	30
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	0.74924957
Coefficient of variation (CV)	0.80142243
Kurtosis	265.93461
Mean	0.93489967
Median Absolute Deviation (MAD)	0.2
Skewness	8.1734498
Sum	8573.03
Variance	0.56137491
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
1.2	4296	46.8%
0.0	2305	25.1%
1.0	1837	20.0%
2.0	408	4.4%
2.5	144	1.6%
0.5	58	0.6%
3.0	19	0.2%
1.5	13	0.1%
1.7	8	0.1%
8.0	8	0.1%
Other values (28)	74	0.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2305	25.1%
0.3	2	< 0.1%
0.5	58	0.6%
0.6	3	< 0.1%
0.63	2	< 0.1%
0.7	2	< 0.1%
0.8	4	< 0.1%
0.9	5	0.1%
1.0	1837	20.0%
1.1	5	0.1%

Value	Count	Frequency (%)
30.0	1	< 0.1%
12.0	1	< 0.1%
10.0	2	< 0.1%
9.0	1	< 0.1%
8.0	8	0.1%
7.0	3	< 0.1%
6.0	2	< 0.1%
5.0	2	< 0.1%
4.0	7	0.1%
3.6	2	< 0.1%

일시점용_굴착길이
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	445
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66.962009

Minimum	0
Maximum	4000
Zeros	2304
Zeros (%)	25.1%
Negative	0
Negative (%)	0.0%
Memory size	80.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	8
95-th percentile	387
Maximum	4000
Range	4000
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	257.0054
Coefficient of variation (CV)	3.8380779
Kurtosis	49.404095
Mean	66.962009
Median Absolute Deviation (MAD)	2
Skewness	6.4441881
Sum	614041.62
Variance	66051.778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	2304	25.1%
1.0	1909	20.8%
2.0	912	9.9%
3.0	448	4.9%
5.0	359	3.9%
6.0	325	3.5%
4.0	284	3.1%
7.0	273	3.0%
8.0	158	1.7%
10.0	115	1.3%
Other values (435)	2083	22.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2304	25.1%
1.0	1909	20.8%
1.5	4	< 0.1%
1.7	1	< 0.1%
2.0	912	9.9%
2.2	1	< 0.1%
2.5	1	< 0.1%
3.0	448	4.9%
3.5	4	< 0.1%
3.7	1	< 0.1%

Value	Count	Frequency (%)
4000.0	1	< 0.1%
2690.0	7	0.1%
2315.0	33	0.4%
2308.0	1	< 0.1%
2300.0	1	< 0.1%
2250.0	2	< 0.1%
2117.0	1	< 0.1%
2110.0	1	< 0.1%
2043.0	5	0.1%
2040.0	3	< 0.1%

일시점용_굴착면적
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	549
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	98.648249

Minimum	0
Maximum	11665.5
Zeros	2305
Zeros (%)	25.1%
Negative	0
Negative (%)	0.0%
Memory size	80.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2.4
Q3	9.6
95-th percentile	465.6
Maximum	11665.5
Range	11665.5
Interquartile range (IQR)	9.6

Descriptive statistics

Standard deviation	445.76039
Coefficient of variation (CV)	4.5186853
Kurtosis	112.28689
Mean	98.648249
Median Absolute Deviation (MAD)	2.4
Skewness	8.9345589
Sum	904604.44
Variance	198702.33
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	2305	25.1%
1.0	1636	17.8%
2.4	648	7.1%
3.6	396	4.3%
6.0	358	3.9%
7.2	296	3.2%
1.2	268	2.9%
8.4	258	2.8%
4.0	257	2.8%
4.8	253	2.8%
Other values (539)	2495	27.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	2305	25.1%
0.18	1	< 0.1%
1.0	1636	17.8%
1.2	268	2.9%
1.5	2	< 0.1%
1.6	1	< 0.1%
1.75	2	< 0.1%
2.0	32	0.3%
2.04	1	< 0.1%
2.1	1	< 0.1%

Value	Count	Frequency (%)
11665.5	1	< 0.1%
6200.0	3	< 0.1%
4800.0	1	< 0.1%
4630.0	33	0.4%
4074.5	8	0.1%
3749.88	1	< 0.1%
3228.0	7	0.1%
3174.25	9	0.1%
2849.7	5	0.1%
2700.0	2	< 0.1%

점용시작일
Categorical

HIGH CORRELATION IMBALANCE

Distinct	16
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	71.8 KiB

<NA>	9083
2014-03-10	18
2014-03-19	15
2014-04-30	11
2014-05-21	10
Other values (11)	33

Length

Max length	10
Median length	4
Mean length	4.0569248
Min length	4

Unique

Unique	5 ?
Unique (%)	0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	9083	99.1%
2014-03-10	18	0.2%
2014-03-19	15	0.2%
2014-04-30	11	0.1%
2014-05-21	10	0.1%
2014-03-28	8	0.1%
2014-04-17	5	0.1%
2014-04-21	5	0.1%
2014-06-10	5	0.1%
2014-06-02	3	< 0.1%
Other values (6)	7	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
na	9083	99.1%
2014-03-10	18	0.2%
2014-03-19	15	0.2%
2014-04-30	11	0.1%
2014-05-21	10	0.1%
2014-03-28	8	0.1%
2014-04-17	5	0.1%
2014-04-21	5	0.1%
2014-06-10	5	0.1%
2014-06-02	3	< 0.1%
Other values (6)	7	0.1%

점용종료일
Categorical

HIGH CORRELATION IMBALANCE

Distinct	19
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	71.8 KiB

<NA>	9088
2014-10-27	17
2014-05-09	13
2014-11-03	11
2016-03-15	8
Other values (14)	33

Length

Max length	10
Median length	4
Mean length	4.0536532
Min length	4

Unique

Unique	8 ?
Unique (%)	0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	9088	99.1%
2014-10-27	17	0.2%
2014-05-09	13	0.1%
2014-11-03	11	0.1%
2016-03-15	8	0.1%
2014-06-16	7	0.1%
2014-08-27	5	0.1%
2014-04-24	4	< 0.1%
2014-06-10	4	< 0.1%
2014-07-01	3	< 0.1%
Other values (9)	10	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
na	9088	99.1%
2014-10-27	17	0.2%
2014-05-09	13	0.1%
2014-11-03	11	0.1%
2016-03-15	8	0.1%
2014-06-16	7	0.1%
2014-08-27	5	0.1%
2014-04-24	4	< 0.1%
2014-06-10	4	< 0.1%
2014-07-01	3	< 0.1%
Other values (9)	10	0.1%

변경일자
Categorical

HIGH CORRELATION IMBALANCE

Distinct	11
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	71.8 KiB

<NA>	9138
2014-11-12	14
2015-05-21	9
2014-09-03	2
2014-12-01	1
Other values (6)	6

Length

Max length	10
Median length	4
Mean length	4.0209378
Min length	4

Unique

Unique	7 ?
Unique (%)	0.1%

Sample

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

Common Values

Value	Count	Frequency (%)
<NA>	9138	99.7%
2014-11-12	14	0.2%
2015-05-21	9	0.1%
2014-09-03	2	< 0.1%
2014-12-01	1	< 0.1%
2014-10-20	1	< 0.1%
2013-07-04	1	< 0.1%
2014-05-23	1	< 0.1%
2014-08-29	1	< 0.1%
2015-06-12	1	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
na	9138	99.7%
2014-11-12	14	0.2%
2015-05-21	9	0.1%
2014-09-03	2	< 0.1%
2014-12-01	1	< 0.1%
2014-10-20	1	< 0.1%
2013-07-04	1	< 0.1%
2014-05-23	1	< 0.1%
2014-08-29	1	< 0.1%
2015-06-12	1	< 0.1%

복구일자
Text

MISSING

Distinct	294
Distinct (%)	15.7%
Missing	7292
Missing (%)	79.5%
Memory size	71.8 KiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	18780
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	102 ?
Unique (%)	5.4%

Sample

1st row	2016-01-04
2nd row	2016-01-04
3rd row	2015-12-02
4th row	2014-08-24
5th row	2014-08-24

Value	Count	Frequency (%)
2015-12-21	69	3.7%
2013-12-27	67	3.6%
2013-11-03	50	2.7%
2013-12-19	44	2.3%
2015-11-23	41	2.2%
2013-10-19	39	2.1%
2014-04-23	36	1.9%
2014-08-24	34	1.8%
2014-10-27	33	1.8%
2014-12-20	33	1.8%
Other values (284)	1432	76.3%

Most occurring characters

Value	Count	Frequency (%)
1	3782	20.1%
-	3756	20.0%
0	3662	19.5%
2	3270	17.4%
3	1214	6.5%
5	932	5.0%
4	652	3.5%
7	408	2.2%
8	394	2.1%
6	384	2.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	15024	80.0%
Dash Punctuation	3756	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	3782	25.2%
0	3662	24.4%
2	3270	21.8%
3	1214	8.1%
5	932	6.2%
4	652	4.3%
7	408	2.7%
8	394	2.6%
6	384	2.6%
9	326	2.2%

Dash Punctuation

Value	Count	Frequency (%)
-	3756	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	18780	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	3782	20.1%
-	3756	20.0%
0	3662	19.5%
2	3270	17.4%
3	1214	6.5%
5	932	5.0%
4	652	3.5%
7	408	2.2%
8	394	2.1%
6	384	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	18780	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	3782	20.1%
-	3756	20.0%
0	3662	19.5%
2	3270	17.4%
3	1214	6.5%
5	932	5.0%
4	652	3.5%
7	408	2.2%
8	394	2.1%
6	384	2.0%

공사유형코드
Categorical

HIGH CORRELATION IMBALANCE

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	71.8 KiB

<NA>	5581
미분류	1938
소규모	917
기타	624
보수	42
Other values (5)	68

Length

Max length	4
Median length	4
Mean length	3.5285714
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	기타
2nd row	기타
3rd row	소규모
4th row	기타
5th row	기타

Common Values

Value	Count	Frequency (%)
<NA>	5581	60.9%
미분류	1938	21.1%
소규모	917	10.0%
기타	624	6.8%
보수	42	0.5%
개량	27	0.3%
교체	16	0.2%
이설	15	0.2%
신설	8	0.1%
긴급	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	5581	60.9%
미분류	1938	21.1%
소규모	917	10.0%
기타	624	6.8%
보수	42	0.5%
개량	27	0.3%
교체	16	0.2%
이설	15	0.2%
신설	8	0.1%
긴급	2	< 0.1%

차도보도구분
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	71.8 KiB

차도	3340
<NA>	2301
기타	1721
미분류	1170
보도	638

Length

Max length	4
Median length	2
Mean length	2.6294438
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
차도	3340	36.4%
<NA>	2301	25.1%
기타	1721	18.8%
미분류	1170	12.8%
보도	638	7.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
차도	3340	36.4%
na	2301	25.1%
기타	1721	18.8%
미분류	1170	12.8%
보도	638	7.0%

Heatmap
Table

	관리번호	허가일련번호	포장종류	일시점용_굴착폭	일시점용_굴착길이	일시점용_굴착면적	점용시작일	점용종료일	변경일자	공사유형코드	차도보도구분
관리번호	1.000	0.000	0.698	0.087	0.231	0.174	NaN	NaN	1.000	0.605	0.815
허가일련번호	0.000	1.000	NaN	0.000	0.000	0.000	NaN	NaN	NaN	NaN	0.039
포장종류	0.698	NaN	1.000	0.042	0.214	0.119	0.812	0.885	0.804	0.120	0.667
일시점용_굴착폭	0.087	0.000	0.042	1.000	0.065	0.512	NaN	NaN	NaN	0.079	0.052
일시점용_굴착길이	0.231	0.000	0.214	0.065	1.000	0.835	0.754	0.739	1.000	0.337	0.331
일시점용_굴착면적	0.174	0.000	0.119	0.512	0.835	1.000	0.940	0.902	1.000	0.235	0.154
점용시작일	NaN	NaN	0.812	NaN	0.754	0.940	1.000	0.997	NaN	0.893	0.801
점용종료일	NaN	NaN	0.885	NaN	0.739	0.902	0.997	1.000	NaN	1.000	0.976
변경일자	1.000	NaN	0.804	NaN	1.000	1.000	NaN	NaN	1.000	1.000	1.000
공사유형코드	0.605	NaN	0.120	0.079	0.337	0.235	0.893	1.000	1.000	1.000	0.605
차도보도구분	0.815	0.039	0.667	0.052	0.331	0.154	0.801	0.976	1.000	0.605	1.000

Heatmap
Table

	차도보도구분	점용종료일	변경일자	공사유형코드	포장종류	점용시작일
차도보도구분	1.000	0.834	0.856	0.435	0.473	0.560
점용종료일	0.834	1.000	NaN	0.894	0.644	0.899
변경일자	0.856	NaN	1.000	0.920	0.603	NaN
공사유형코드	0.435	0.894	0.920	1.000	0.059	0.799
포장종류	0.473	0.644	0.603	0.059	1.000	0.574
점용시작일	0.560	0.899	NaN	0.799	0.574	1.000

Heatmap
Table

	관리번호	허가일련번호	일시점용_굴착폭	일시점용_굴착길이	일시점용_굴착면적	포장종류	점용시작일	점용종료일	변경일자	공사유형코드	차도보도구분
관리번호	1.000	-0.180	0.056	-0.023	-0.027	0.410	1.000	1.000	0.886	0.352	0.682
허가일련번호	-0.180	1.000	-0.294	-0.328	-0.327	1.000	1.000	1.000	1.000	1.000	0.026
일시점용_굴착폭	0.056	-0.294	1.000	0.816	0.846	0.019	1.000	1.000	1.000	0.000	0.036
일시점용_굴착길이	-0.023	-0.328	0.816	1.000	0.995	0.102	0.445	0.358	0.871	0.172	0.153
일시점용_굴착면적	-0.027	-0.327	0.846	0.995	1.000	0.058	0.679	0.607	0.856	0.126	0.106
포장종류	0.410	1.000	0.019	0.102	0.058	1.000	0.574	0.644	0.603	0.059	0.473
점용시작일	1.000	1.000	1.000	0.445	0.679	0.574	1.000	0.899	0.000	0.799	0.560
점용종료일	1.000	1.000	1.000	0.358	0.607	0.644	0.899	1.000	0.000	0.894	0.834
변경일자	0.886	1.000	1.000	0.871	0.856	0.603	0.000	0.000	1.000	0.920	0.856
공사유형코드	0.352	1.000	0.000	0.172	0.126	0.059	0.799	0.894	0.920	1.000	0.435
차도보도구분	0.682	0.026	0.036	0.153	0.106	0.473	0.560	0.834	0.856	0.435	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

	지리정보(WKT)	지형지물부호	관리번호	허가일련번호	행정읍면동	굴착시작일	굴착종료일	포장종류	일시점용_굴착폭	일시점용_굴착길이	일시점용_굴착면적	점용시작일	점용종료일	변경일자	복구일자	공사유형코드	차도보도구분
0	MULTIPOLYGON (((231133.883642406 417810.675354974,231111.880942371 417691.543954788,231109.520857628 417691.979845213,231131.523557596 417811.111245032,231136.347057694 417837.22764557,231150.187057829 417912.162546292,231152.547142172 417911.726653708,231138.707142307 417836.791754434,231133.883642406 417810.675354974)))	굴착허가위치	1	2015159001	대전광역시 유성구 궁동	2015-11-07	2016-01-04	기타	1.2	643.0	773.7	<NA>	<NA>	<NA>	2016-01-04	기타	미분류
1	MULTIPOLYGON (((230767.624239422 417408.890850993,230751.877338797 417360.704449078,230749.596061204 417361.449950924,230765.34296058 417409.636349009,230769.47335945 417422.275745556,230771.589160089 417428.75034751,230793.763661101 417496.605550608,230796.279360969 417504.303750204,230798.560639031 417503.558249796,230796.044938901 417495.860049393,230773.870439915 417428.00485249,230771.754640552 417421.53025445,230767.624239422 417408.890850993)))	굴착허가위치	2	2015159001	대전광역시 유성구 궁동	2015-11-07	2016-01-04	기타	1.2	643.0	773.7	<NA>	<NA>	<NA>	2016-01-04	기타	미분류
2	MULTIPOLYGON (((227389.977145541 416046.092835968,227388.058745543 416043.500135969,227386.129454459 416044.927664032,227388.04785446 416047.520364035,227389.977145541 416046.092835968)))	굴착허가위치	3	2015160001	대전광역시 유성구 계산동	2015-12-01	2015-12-02	기타	1.2	5.0	6.0	<NA>	<NA>	<NA>	2015-12-02	소규모	미분류
3	MULTIPOLYGON (((230502.993401332 417400.449617021,230502.219598669 417398.177782983,230471.354998669 417408.690482982,230472.128801332 417410.962317022,230502.993401332 417400.449617021)))	굴착허가위치	4	2014023001	대전광역시 유성구 죽동	2014-04-25	2014-08-24	기타	1.2	556.0	667.2	<NA>	<NA>	<NA>	2014-08-24	기타	미분류
4	MULTIPOLYGON (((230196.555211559 417849.439200684,230194.179388441 417849.099399321,230192.764788442 417858.989999318,230195.14061156 417859.329800684,230196.555211559 417849.439200684)))	굴착허가위치	5	2014023001	대전광역시 유성구 죽동	2014-04-25	2014-08-24	기타	1.2	556.0	667.2	<NA>	<NA>	<NA>	2014-08-24	기타	미분류
5	MULTIPOLYGON (((230176.931864933 417905.479985174,230174.585935067 417904.973414829,230173.705435066 417909.051014829,230176.051364933 417909.557585174,230176.931864933 417905.479985174)))	굴착허가위치	6	2014023001	대전광역시 유성구 죽동	2014-04-25	2014-08-24	기타	1.2	556.0	667.2	<NA>	<NA>	<NA>	2014-08-24	기타	미분류
6	MULTIPOLYGON (((230364.963385377 417448.658666143,230364.192814622 417446.38573386,230347.424214624 417452.070633858,230348.19478538 417454.343566142,230364.963385377 417448.658666143)))	굴착허가위치	7	2014023001	대전광역시 유성구 죽동	2014-04-25	2014-08-24	기타	1.2	556.0	667.2	<NA>	<NA>	<NA>	2014-08-24	기타	미분류
7	MULTIPOLYGON (((230054.980848439 417543.108661419,230054.318951561 417540.801738583,230048.32385156 417542.521838581,230048.98574844 417544.828761421,230054.980848439 417543.108661419)))	굴착허가위치	8	2014023001	대전광역시 유성구 죽동	2014-04-25	2014-08-24	기타	1.2	556.0	667.2	<NA>	<NA>	<NA>	2014-08-24	기타	미분류
8	MULTIPOLYGON (((228554.897012735 420991.443417188,228552.835587265 420990.214382814,228536.017687266 421018.422582814,228538.079112736 421019.651617188,228554.897012735 420991.443417188)))	굴착허가위치	9	2014023001	대전광역시 유성구 죽동	2014-04-25	2014-08-24	기타	1.2	556.0	667.2	<NA>	<NA>	<NA>	2014-08-24	기타	미분류
9	MULTIPOLYGON (((232588.552359439 418636.193728499,232497.45335944 418584.600428501,232496.270640561 418586.688771503,232587.369640561 418638.282071505,232588.552359439 418636.193728499)))	굴착허가위치	10	2014024001	대전광역시 유성구 신성동	2014-05-07	2014-10-23	기타	1.2	229.0	274.8	<NA>	<NA>	<NA>	2014-10-23	기타	미분류

	지리정보(WKT)	지형지물부호	관리번호	허가일련번호	행정읍면동	굴착시작일	굴착종료일	포장종류	일시점용_굴착폭	일시점용_굴착길이	일시점용_굴착면적	점용시작일	점용종료일	변경일자	복구일자	공사유형코드	차도보도구분
9160	MULTIPOLYGON (((240024.096229425 416109.431135367,240026.3741903 416109.945111726,240029.443310101 416103.903235541,240027.673335882 416102.885736257,240024.096229425 416109.431135367)))	굴착허가위치	9170	<NA>	대전광역시 동구 가양동	2022-09-01	<NA>	화강석	1.0	1.0	1.0	<NA>	<NA>	<NA>	<NA>	<NA>	차도
9161	MULTIPOLYGON (((239836.889240424 417083.569910645,239845.508495031 417083.103673255,239844.509947858 417079.819706603,239836.397454853 417080.034168123,239836.889240424 417083.569910645)))	굴착허가위치	9171	<NA>	대전광역시 동구 가양동	2022-09-01	<NA>	화강석	1.0	1.0	1.0	<NA>	<NA>	<NA>	<NA>	<NA>	차도
9162	MULTIPOLYGON (((240434.028068137 417364.244136671,240436.317507524 417362.739815563,240434.815912323 417358.444344336,240432.023247016 417359.440521704,240434.028068137 417364.244136671)))	굴착허가위치	9172	<NA>	대전광역시 동구 가양동	2022-09-01	<NA>	화강석	1.0	1.0	1.0	<NA>	<NA>	<NA>	<NA>	<NA>	차도
9163	MULTIPOLYGON (((240444.038619242 417362.216702031,240446.830060338 417360.966427241,240443.568273162 417354.138554701,240440.772074571 417355.89221701,240444.038619242 417362.216702031)))	굴착허가위치	9173	<NA>	대전광역시 동구 가양동	2022-09-01	<NA>	화강석	1.0	1.0	1.0	<NA>	<NA>	<NA>	<NA>	<NA>	차도
9164	MULTIPOLYGON (((242141.381923935 409243.793290546,242145.184594349 409244.315581118,242145.981567973 409236.996578316,242143.192239071 409236.728732432,242141.381923935 409243.793290546)))	굴착허가위치	9174	<NA>	대전광역시 동구 낭월동	2022-09-01	<NA>	화강석	1.0	1.0	1.0	<NA>	<NA>	<NA>	<NA>	<NA>	차도
9165	MULTIPOLYGON (((242063.032055778 409092.091192345,242071.132589496 409095.4151508,242072.670262531 409092.392135898,242064.06370033 409088.561858404,242063.032055778 409092.091192345)))	굴착허가위치	9175	<NA>	대전광역시 동구 낭월동	2022-09-01	<NA>	화강석	1.0	1.0	1.0	<NA>	<NA>	<NA>	<NA>	<NA>	차도
9166	MULTIPOLYGON (((241512.131904817 414015.26147175,241519.985994176 414016.308601393,241520.508661268 414013.282352134,241512.909865383 414011.732855524,241512.131904817 414015.26147175)))	굴착허가위치	9176	<NA>	대전광역시 동구 용운동	2022-09-01	<NA>	화강석	1.0	1.0	1.0	<NA>	<NA>	<NA>	<NA>	<NA>	차도
9167	MULTIPOLYGON (((240112.190336941 415411.459585001,240113.445346897 415413.987727852,240119.040000726 415410.227660321,240118.035527896 415408.204185383,240112.190336941 415411.459585001)))	굴착허가위치	9177	<NA>	대전광역시 동구 자양동	2022-09-01	<NA>	화강석	1.0	1.0	1.0	<NA>	<NA>	<NA>	<NA>	<NA>	차도
9168	MULTIPOLYGON (((241456.838472914 413503.032042086,241459.87576202 413504.056176482,241462.189284402 413497.755167333,241459.911907168 413496.482842856,241456.838472914 413503.032042086)))	굴착허가위치	9178	<NA>	대전광역시 동구 판암동	2022-09-01	<NA>	화강석	1.0	1.0	1.0	<NA>	<NA>	<NA>	<NA>	<NA>	차도
9169	MULTIPOLYGON (((239955.223018085 414383.981158165,239962.841487406 414381.239390831,239962.603689716 414377.9578955,239954.227659891 414379.938433069,239955.223018085 414383.981158165)))	굴착허가위치	9179	<NA>	대전광역시 동구 대동	2022-09-20	<NA>	화강석	1.0	1.0	1.0	<NA>	<NA>	<NA>	<NA>	<NA>	보도

Most frequently occurring

	지리정보(WKT)	지형지물부호	관리번호	허가일련번호	행정읍면동	굴착시작일	굴착종료일	포장종류	일시점용_굴착폭	일시점용_굴착길이	일시점용_굴착면적	점용시작일	점용종료일	변경일자	복구일자	공사유형코드	차도보도구분	# duplicates
2	MULTIPOLYGON (((235906.172274085 413288.189105741,235908.578973402 413288.678699139,235908.819841492 413288.67969474,235911.009465092 413283.412638776,235908.604746154 413282.443406344,235906.172274085 413288.189105741)))	굴착허가위치	6916	<NA>	대전광역시 중구 유천동	2020-08-07	2020-08-26	<NA>	1.2	2.0	2.4	<NA>	<NA>	<NA>	<NA>	<NA>	차도	4
0	MULTIPOLYGON (((226468.453506578 418372.989549133,226508.713934194 418369.469368979,226508.912958295 418367.360793535,226468.26619573 418371.263277245,226468.453506578 418372.989549133)))	굴착허가위치	7853	<NA>	대전광역시 유성구 갑동	2021-05-18	<NA>	화강석	1.0	1.0	1.0	<NA>	<NA>	<NA>	<NA>	<NA>	차도	3
1	MULTIPOLYGON (((229509.677653355 416829.120609354,229511.949163955 416831.650222742,229518.809828105 416826.375668017,229516.792857893 416823.341103792,229509.677653355 416829.120609354)))	굴착허가위치	9051	<NA>	대전광역시 유성구 구암동	2022-07-19	<NA>	화강석	1.0	1.0	1.0	<NA>	<NA>	<NA>	<NA>	<NA>	차도	2
3	MULTIPOLYGON (((237439.614177038 416228.79832645,237443.931794515 416232.652842836,237444.904250529 416230.499350352,237441.306925569 416227.127426311,237439.614177038 416228.79832645)))	굴착허가위치	6007	<NA>	대전광역시 동구 삼성동	2017-07-17	2017-08-06	<NA>	1.2	2.0	2.4	<NA>	<NA>	<NA>	<NA>	<NA>	차도	2
4	MULTIPOLYGON (((238379.627605801 415189.654412391,238385.393409361 415192.796938685,238386.611270629 415189.685286944,238382.293542187 415185.82984384,238379.627605801 415189.654412391)))	굴착허가위치	6017	<NA>	대전광역시 동구 삼성동	2017-07-28	2017-08-17	<NA>	2.0	2.0	4.0	<NA>	<NA>	<NA>	<NA>	<NA>	차도	2
5	MULTIPOLYGON (((238761.678972781 413535.130390889,238761.438110895 413535.129316134,238763.099532207 413540.652531119,238771.061887924 413537.570438766,238769.160679346 413531.806332482,238761.678972781 413535.130390889)))	굴착허가위치	5893	<NA>	대전광역시 중구 부사동	2017-01-18	2017-02-06	<NA>	1.2	5.0	6.0	<NA>	<NA>	<NA>	<NA>	<NA>	보도	2
6	MULTIPOLYGON (((239057.193675743 414241.707046255,239060.799842622 414243.162054494,239062.990074089 414238.136140062,239059.62474878 414236.682213203,239057.193675743 414241.707046255)))	굴착허가위치	6019	<NA>	대전광역시 동구 인동	2017-07-28	2017-08-17	<NA>	2.0	3.0	6.0	<NA>	<NA>	<NA>	<NA>	<NA>	차도	2
7	MULTIPOLYGON (((241423.627538846 413449.373452836,241427.471085994 413451.550171661,241432.566995157 413443.660374405,241428.723445741 413441.483651316,241423.627538846 413449.373452836)))	굴착허가위치	5963	<NA>	대전광역시 동구 판암동	2017-04-05	2017-06-30	<NA>	1.3	3.8	4.9	<NA>	<NA>	<NA>	<NA>	<NA>	보도	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Uppercase Letter

Other Punctuation

Space Separator

Open Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

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

Common Values

Length

Common Values

Length

Common Values

Length

Common Values

Length

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

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring