gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	30
Missing cells	10
Missing cells (%)	2.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.5 KiB
Average record size in memory	153.3 B

Variable types

Categorical	2
Text	3
Numeric	12

Dataset

Description	경기도 가평군의 공동주택 지번별 상수도 사용량(시군명, 사용연도, 공동주택명, 도로명주소, 지번주소, 월별사용량) 데이터 현황입니다.
Author	경기도 가평군
URL	https://www.data.go.kr/data/15025318/fileData.do

Alerts

`시군명` has constant value ""	Constant
`사용연도` has constant value ""	Constant
`1월` is highly overall correlated with `2월` and 10 other fields	High correlation
`2월` is highly overall correlated with `1월` and 10 other fields	High correlation
`3월` is highly overall correlated with `1월` and 10 other fields	High correlation
`4월` is highly overall correlated with `1월` and 10 other fields	High correlation
`5월` is highly overall correlated with `1월` and 10 other fields	High correlation
`6월` is highly overall correlated with `1월` and 10 other fields	High correlation
`7월` is highly overall correlated with `1월` and 10 other fields	High correlation
`8월` is highly overall correlated with `1월` and 10 other fields	High correlation
`9월` is highly overall correlated with `1월` and 10 other fields	High correlation
`10월` is highly overall correlated with `1월` and 10 other fields	High correlation
`11월` is highly overall correlated with `1월` and 10 other fields	High correlation
`12월` is highly overall correlated with `1월` and 10 other fields	High correlation
`소재지도로명주소` has 1 (3.3%) missing values	Missing
`1월` has 1 (3.3%) missing values	Missing
`2월` has 1 (3.3%) missing values	Missing
`3월` has 1 (3.3%) missing values	Missing
`4월` has 1 (3.3%) missing values	Missing
`5월` has 1 (3.3%) missing values	Missing
`6월` has 1 (3.3%) missing values	Missing
`7월` has 1 (3.3%) missing values	Missing
`8월` has 1 (3.3%) missing values	Missing
`9월` has 1 (3.3%) missing values	Missing
`공동주택명` has unique values	Unique
`10월` has unique values	Unique
`11월` has unique values	Unique
`12월` has unique values	Unique

Reproduction

Analysis started	2024-03-14 20:16:49.328594
Analysis finished	2024-03-14 20:17:25.595871
Duration	36.27 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

시군명
Categorical

CONSTANT

Distinct	1
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Memory size	368.0 B

가평군	30

Length

Max length	3
Median length	3
Mean length	3
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 (%)
가평군	30	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
가평군	30	100.0%

사용연도
Categorical

CONSTANT

Distinct	1
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Memory size	368.0 B

2023	30

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2023
2nd row	2023
3rd row	2023
4th row	2023
5th row	2023

Common Values

Value	Count	Frequency (%)
2023	30	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2023	30	100.0%

공동주택명
Text

UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	368.0 B

Length

Max length	11
Median length	9
Mean length	7.1
Min length	3

Characters and Unicode

Total characters	213
Distinct characters	79
Distinct categories	5 ?
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	30 ?
Unique (%)	100.0%

Sample

1st row	경남아너스빌
2nd row	로얄아파트
3rd row	북한강코아루아파트
4th row	선힐아파트
5th row	세양청마루

Value	Count	Frequency (%)
맹호아파트	3	7.1%
아산빌리지	3	7.1%
어젤리아아파트	2	4.8%
가평	2	4.8%
블루핀아파트	1	2.4%
3동	1	2.4%
4,5동	1	2.4%
a동	1	2.4%
b동	1	2.4%
c동	1	2.4%
Other values (26)	26	61.9%

Most occurring characters

Value	Count	Frequency (%)
아	26	12.2%
파	18	8.5%
트	17	8.0%
	12	5.6%
동	8	3.8%
지	7	3.3%
2	6	2.8%
리	5	2.3%
빌	5	2.3%
청	5	2.3%
Other values (69)	104	48.8%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	184	86.4%
Space Separator	12	5.6%
Decimal Number	12	5.6%
Uppercase Letter	3	1.4%
Other Punctuation	2	0.9%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
아	26	14.1%
파	18	9.8%
트	17	9.2%
동	8	4.3%
지	7	3.8%
리	5	2.7%
빌	5	2.7%
청	5	2.7%
이	4	2.2%
루	4	2.2%
Other values (59)	85	46.2%

Decimal Number

Value	Count	Frequency (%)
2	6	50.0%
1	3	25.0%
4	1	8.3%
3	1	8.3%
5	1	8.3%

Uppercase Letter

Value	Count	Frequency (%)
B	1	33.3%
A	1	33.3%
C	1	33.3%

Space Separator

Value	Count	Frequency (%)
	12	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	184	86.4%
Common	26	12.2%
Latin	3	1.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
아	26	14.1%
파	18	9.8%
트	17	9.2%
동	8	4.3%
지	7	3.8%
리	5	2.7%
빌	5	2.7%
청	5	2.7%
이	4	2.2%
루	4	2.2%
Other values (59)	85	46.2%

Common

Value	Count	Frequency (%)
	12	46.2%
2	6	23.1%
1	3	11.5%
,	2	7.7%
4	1	3.8%
3	1	3.8%
5	1	3.8%

Latin

Value	Count	Frequency (%)
B	1	33.3%
A	1	33.3%
C	1	33.3%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	184	86.4%
ASCII	29	13.6%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
아	26	14.1%
파	18	9.8%
트	17	9.2%
동	8	4.3%
지	7	3.8%
리	5	2.7%
빌	5	2.7%
청	5	2.7%
이	4	2.2%
루	4	2.2%
Other values (59)	85	46.2%

ASCII

Value	Count	Frequency (%)
	12	41.4%
2	6	20.7%
1	3	10.3%
,	2	6.9%
B	1	3.4%
A	1	3.4%
4	1	3.4%
3	1	3.4%
5	1	3.4%
C	1	3.4%

소재지도로명주소
Text

MISSING

Distinct	28
Distinct (%)	96.6%
Missing	1
Missing (%)	3.3%
Memory size	368.0 B

Length

Max length	27
Median length	23
Mean length	20.724138
Min length	18

Characters and Unicode

Total characters	601
Distinct characters	54
Distinct categories	4 ?
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	27 ?
Unique (%)	93.1%

Sample

1st row	경기도 가평군 청평면 골안길 7-28
2nd row	경기도 가평군 청평면 구청평로 56
3rd row	경기도 가평군 설악면 자잠로 86
4th row	경기도 가평군 가평읍 문화로 63
5th row	경기도 가평군 청평면 경춘로 807-45

Value	Count	Frequency (%)
가평군	29	20.0%
경기도	28	19.3%
가평읍	12	8.3%
청평면	10	6.9%
문화로	5	3.4%
설악면	4	2.8%
가화로	4	2.8%
경춘로	3	2.1%
청평중앙로82번길	3	2.1%
조종면	3	2.1%
Other values (40)	44	30.3%

Most occurring characters

Value	Count	Frequency (%)
	116	19.3%
평	56	9.3%
가	45	7.5%
경	33	5.5%
군	31	5.2%
기	29	4.8%
도	28	4.7%
로	28	4.7%
1	23	3.8%
청	18	3.0%
Other values (44)	194	32.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	377	62.7%
Space Separator	116	19.3%
Decimal Number	99	16.5%
Dash Punctuation	9	1.5%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
평	56	14.9%
가	45	11.9%
경	33	8.8%
군	31	8.2%
기	29	7.7%
도	28	7.4%
로	28	7.4%
청	18	4.8%
면	17	4.5%
읍	12	3.2%
Other values (32)	80	21.2%

Decimal Number

Value	Count	Frequency (%)
1	23	23.2%
2	17	17.2%
8	13	13.1%
5	9	9.1%
9	8	8.1%
6	7	7.1%
4	7	7.1%
7	6	6.1%
3	5	5.1%
0	4	4.0%

Space Separator

Value	Count	Frequency (%)
	116	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	9	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	377	62.7%
Common	224	37.3%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
평	56	14.9%
가	45	11.9%
경	33	8.8%
군	31	8.2%
기	29	7.7%
도	28	7.4%
로	28	7.4%
청	18	4.8%
면	17	4.5%
읍	12	3.2%
Other values (32)	80	21.2%

Common

Value	Count	Frequency (%)
	116	51.8%
1	23	10.3%
2	17	7.6%
8	13	5.8%
-	9	4.0%
5	9	4.0%
9	8	3.6%
6	7	3.1%
4	7	3.1%
7	6	2.7%
Other values (2)	9	4.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	377	62.7%
ASCII	224	37.3%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	116	51.8%
1	23	10.3%
2	17	7.6%
8	13	5.8%
-	9	4.0%
5	9	4.0%
9	8	3.6%
6	7	3.1%
4	7	3.1%
7	6	2.7%
Other values (2)	9	4.0%

Hangul

Value	Count	Frequency (%)
평	56	14.9%
가	45	11.9%
경	33	8.8%
군	31	8.2%
기	29	7.7%
도	28	7.4%
로	28	7.4%
청	18	4.8%
면	17	4.5%
읍	12	3.2%
Other values (32)	80	21.2%

소재지지번주소
Text

Distinct	29
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Memory size	368.0 B

Length

Max length	23
Median length	22
Mean length	20.166667
Min length	18

Characters and Unicode

Total characters	605
Distinct characters	35
Distinct categories	4 ?
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	28 ?
Unique (%)	93.3%

Sample

1st row	경기도 가평군 청평면 청평리 306
2nd row	경기도 가평군 청평면 청평리 626-8
3rd row	경기도 가평군 설악면 선촌리 33-19
4th row	경기도 가평군 가평읍 대곡리 402-1
5th row	경기도 가평군 청평면 청평리 472

Value	Count	Frequency (%)
가평군	31	22.6%
경기도	30	21.9%
가평읍	11	8.0%
청평면	10	7.3%
청평리	6	4.4%
설악면	4	2.9%
조종면	4	2.9%
현리	4	2.9%
477-21	2	1.5%
대곡리	2	1.5%
Other values (31)	33	24.1%

Most occurring characters

Value	Count	Frequency (%)
	107	17.7%
평	62	10.2%
가	42	6.9%
경	31	5.1%
군	31	5.1%
도	30	5.0%
기	30	5.0%
리	30	5.0%
1	23	3.8%
-	23	3.8%
Other values (25)	196	32.4%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	356	58.8%
Decimal Number	119	19.7%
Space Separator	107	17.7%
Dash Punctuation	23	3.8%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
평	62	17.4%
가	42	11.8%
경	31	8.7%
군	31	8.7%
도	30	8.4%
기	30	8.4%
리	30	8.4%
청	20	5.6%
면	18	5.1%
읍	17	4.8%
Other values (13)	45	12.6%

Decimal Number

Value	Count	Frequency (%)
1	23	19.3%
7	18	15.1%
2	16	13.4%
3	14	11.8%
6	12	10.1%
4	11	9.2%
0	8	6.7%
9	6	5.0%
8	6	5.0%
5	5	4.2%

Space Separator

Value	Count	Frequency (%)
	107	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	23	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	356	58.8%
Common	249	41.2%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
평	62	17.4%
가	42	11.8%
경	31	8.7%
군	31	8.7%
도	30	8.4%
기	30	8.4%
리	30	8.4%
청	20	5.6%
면	18	5.1%
읍	17	4.8%
Other values (13)	45	12.6%

Common

Value	Count	Frequency (%)
	107	43.0%
1	23	9.2%
-	23	9.2%
7	18	7.2%
2	16	6.4%
3	14	5.6%
6	12	4.8%
4	11	4.4%
0	8	3.2%
9	6	2.4%
Other values (2)	11	4.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	356	58.8%
ASCII	249	41.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	107	43.0%
1	23	9.2%
-	23	9.2%
7	18	7.2%
2	16	6.4%
3	14	5.6%
6	12	4.8%
4	11	4.4%
0	8	3.2%
9	6	2.4%
Other values (2)	11	4.4%

Hangul

Value	Count	Frequency (%)
평	62	17.4%
가	42	11.8%
경	31	8.7%
군	31	8.7%
도	30	8.4%
기	30	8.4%
리	30	8.4%
청	20	5.6%
면	18	5.1%
읍	17	4.8%
Other values (13)	45	12.6%

1월
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	29
Distinct (%)	100.0%
Missing	1
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	2163.5172

Minimum	40
Maximum	5508
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	40
5-th percentile	269.2
Q1	575
median	1796
Q3	3350
95-th percentile	4721.4
Maximum	5508
Range	5468
Interquartile range (IQR)	2775

Descriptive statistics

Standard deviation	1674.8653
Coefficient of variation (CV)	0.77414002
Kurtosis	-1.2472196
Mean	2163.5172
Median Absolute Deviation (MAD)	1407
Skewness	0.38308286
Sum	62742
Variance	2805173.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
4022	1	3.3%
810	1	3.3%
40	1	3.3%
2023	1	3.3%
3331	1	3.3%
961	1	3.3%
1472	1	3.3%
1516	1	3.3%
676	1	3.3%
389	1	3.3%
Other values (19)	19	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
40	1	3.3%
220	1	3.3%
343	1	3.3%
389	1	3.3%
456	1	3.3%
490	1	3.3%
572	1	3.3%
575	1	3.3%
657	1	3.3%
676	1	3.3%

Value	Count	Frequency (%)
5508	1	3.3%
4799	1	3.3%
4605	1	3.3%
4506	1	3.3%
4062	1	3.3%
4022	1	3.3%
3402	1	3.3%
3350	1	3.3%
3331	1	3.3%
3272	1	3.3%

2월
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	29
Distinct (%)	100.0%
Missing	1
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	2340.0345

Minimum	208
Maximum	6497
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	208
5-th percentile	298.2
Q1	670
median	1778
Q3	3924
95-th percentile	5250.2
Maximum	6497
Range	6289
Interquartile range (IQR)	3254

Descriptive statistics

Standard deviation	1842.3639
Coefficient of variation (CV)	0.7873234
Kurtosis	-0.85636331
Mean	2340.0345
Median Absolute Deviation (MAD)	1367
Skewness	0.52420826
Sum	67861
Variance	3394304.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
4094	1	3.3%
881	1	3.3%
251	1	3.3%
1778	1	3.3%
4067	1	3.3%
971	1	3.3%
1632	1	3.3%
1731	1	3.3%
746	1	3.3%
411	1	3.3%
Other values (19)	19	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
208	1	3.3%
251	1	3.3%
369	1	3.3%
411	1	3.3%
463	1	3.3%
506	1	3.3%
543	1	3.3%
670	1	3.3%
680	1	3.3%
746	1	3.3%

Value	Count	Frequency (%)
6497	1	3.3%
5703	1	3.3%
4571	1	3.3%
4491	1	3.3%
4202	1	3.3%
4094	1	3.3%
4067	1	3.3%
3924	1	3.3%
3755	1	3.3%
3493	1	3.3%

3월
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	28
Distinct (%)	96.6%
Missing	1
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	2180.1034

Minimum	180
Maximum	6357
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	180
5-th percentile	241
Q1	699
median	1794
Q3	3542
95-th percentile	4641
Maximum	6357
Range	6177
Interquartile range (IQR)	2843

Descriptive statistics

Standard deviation	1714.7551
Coefficient of variation (CV)	0.7865476
Kurtosis	-0.65089982
Mean	2180.1034
Median Absolute Deviation (MAD)	1409
Skewness	0.56005652
Sum	63223
Variance	2940385.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
385	2	6.7%
4116	1	3.3%
233	1	3.3%
180	1	3.3%
4605	1	3.3%
3388	1	3.3%
783	1	3.3%
1447	1	3.3%
1474	1	3.3%
634	1	3.3%
Other values (18)	18	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
180	1	3.3%
233	1	3.3%
253	1	3.3%
384	1	3.3%
385	2	6.7%
634	1	3.3%
699	1	3.3%
755	1	3.3%
767	1	3.3%
783	1	3.3%

Value	Count	Frequency (%)
6357	1	3.3%
4665	1	3.3%
4605	1	3.3%
4196	1	3.3%
4116	1	3.3%
3756	1	3.3%
3659	1	3.3%
3542	1	3.3%
3388	1	3.3%
3254	1	3.3%

4월
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	29
Distinct (%)	100.0%
Missing	1
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	2121.069

Minimum	132
Maximum	5783
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	132
5-th percentile	274.6
Q1	586
median	1884
Q3	3551
95-th percentile	4606
Maximum	5783
Range	5651
Interquartile range (IQR)	2965

Descriptive statistics

Standard deviation	1654.8227
Coefficient of variation (CV)	0.78018335
Kurtosis	-1.0341395
Mean	2121.069
Median Absolute Deviation (MAD)	1409
Skewness	0.44317882
Sum	61511
Variance	2738438.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
3551	1	3.3%
805	1	3.3%
132	1	3.3%
1884	1	3.3%
3716	1	3.3%
793	1	3.3%
1396	1	3.3%
1613	1	3.3%
586	1	3.3%
380	1	3.3%
Other values (19)	19	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
132	1	3.3%
217	1	3.3%
361	1	3.3%
380	1	3.3%
430	1	3.3%
475	1	3.3%
521	1	3.3%
586	1	3.3%
587	1	3.3%
624	1	3.3%

Value	Count	Frequency (%)
5783	1	3.3%
4788	1	3.3%
4333	1	3.3%
4109	1	3.3%
3886	1	3.3%
3716	1	3.3%
3581	1	3.3%
3551	1	3.3%
3459	1	3.3%
3249	1	3.3%

5월
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	29
Distinct (%)	100.0%
Missing	1
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	2107.4138

Minimum	235
Maximum	6275
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	235
5-th percentile	270
Q1	627
median	1776
Q3	3373
95-th percentile	4698.2
Maximum	6275
Range	6040
Interquartile range (IQR)	2746

Descriptive statistics

Standard deviation	1668.7092
Coefficient of variation (CV)	0.79182799
Kurtosis	-0.39991848
Mean	2107.4138
Median Absolute Deviation (MAD)	1351
Skewness	0.63484354
Sum	61115
Variance	2784590.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
3735	1	3.3%
987	1	3.3%
306	1	3.3%
1776	1	3.3%
3535	1	3.3%
744	1	3.3%
1299	1	3.3%
1510	1	3.3%
488	1	3.3%
380	1	3.3%
Other values (19)	19	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
235	1	3.3%
246	1	3.3%
306	1	3.3%
380	1	3.3%
407	1	3.3%
425	1	3.3%
488	1	3.3%
627	1	3.3%
643	1	3.3%
681	1	3.3%

Value	Count	Frequency (%)
6275	1	3.3%
5121	1	3.3%
4064	1	3.3%
3951	1	3.3%
3735	1	3.3%
3535	1	3.3%
3438	1	3.3%
3373	1	3.3%
3163	1	3.3%
3079	1	3.3%

6월
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	29
Distinct (%)	100.0%
Missing	1
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	2315.1379

Minimum	272
Maximum	5842
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	272
5-th percentile	343.6
Q1	664
median	2000
Q3	3758
95-th percentile	5086.2
Maximum	5842
Range	5570
Interquartile range (IQR)	3094

Descriptive statistics

Standard deviation	1747.796
Coefficient of variation (CV)	0.75494248
Kurtosis	-1.217202
Mean	2315.1379
Median Absolute Deviation (MAD)	1475
Skewness	0.38682088
Sum	67139
Variance	3054790.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
3847	1	3.3%
909	1	3.3%
525	1	3.3%
1978	1	3.3%
3758	1	3.3%
892	1	3.3%
1469	1	3.3%
2000	1	3.3%
664	1	3.3%
382	1	3.3%
Other values (19)	19	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
272	1	3.3%
318	1	3.3%
382	1	3.3%
406	1	3.3%
524	1	3.3%
525	1	3.3%
644	1	3.3%
664	1	3.3%
712	1	3.3%
729	1	3.3%

Value	Count	Frequency (%)
5842	1	3.3%
5307	1	3.3%
4755	1	3.3%
4517	1	3.3%
4326	1	3.3%
3917	1	3.3%
3847	1	3.3%
3758	1	3.3%
3610	1	3.3%
3315	1	3.3%

7월
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	28
Distinct (%)	96.6%
Missing	1
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	2409.1034

Minimum	296
Maximum	7296
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	296
5-th percentile	373.4
Q1	668
median	1927
Q3	3791
95-th percentile	5241.8
Maximum	7296
Range	7000
Interquartile range (IQR)	3123

Descriptive statistics

Standard deviation	1899.7733
Coefficient of variation (CV)	0.78858105
Kurtosis	-0.29777852
Mean	2409.1034
Median Absolute Deviation (MAD)	1437
Skewness	0.68438277
Sum	69864
Variance	3609138.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
668	2	6.7%
4311	1	3.3%
355	1	3.3%
686	1	3.3%
1927	1	3.3%
3718	1	3.3%
929	1	3.3%
1658	1	3.3%
1670	1	3.3%
655	1	3.3%
Other values (18)	18	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
296	1	3.3%
355	1	3.3%
401	1	3.3%
415	1	3.3%
490	1	3.3%
655	1	3.3%
668	2	6.7%
686	1	3.3%
740	1	3.3%
929	1	3.3%

Value	Count	Frequency (%)
7296	1	3.3%
5533	1	3.3%
4805	1	3.3%
4679	1	3.3%
4311	1	3.3%
4110	1	3.3%
3860	1	3.3%
3791	1	3.3%
3718	1	3.3%
3717	1	3.3%

8월
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	29
Distinct (%)	100.0%
Missing	1
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	2187.7931

Minimum	131
Maximum	6103
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	131
5-th percentile	274.6
Q1	605
median	1781
Q3	3594
95-th percentile	4617.2
Maximum	6103
Range	5972
Interquartile range (IQR)	2989

Descriptive statistics

Standard deviation	1721.6147
Coefficient of variation (CV)	0.78691844
Kurtosis	-0.94314297
Mean	2187.7931
Median Absolute Deviation (MAD)	1355
Skewness	0.48784346
Sum	63446
Variance	2963957.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
4231	1	3.3%
887	1	3.3%
131	1	3.3%
1506	1	3.3%
3594	1	3.3%
845	1	3.3%
1578	1	3.3%
1781	1	3.3%
679	1	3.3%
416	1	3.3%
Other values (19)	19	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
131	1	3.3%
243	1	3.3%
322	1	3.3%
351	1	3.3%
416	1	3.3%
426	1	3.3%
562	1	3.3%
605	1	3.3%
679	1	3.3%
709	1	3.3%

Value	Count	Frequency (%)
6103	1	3.3%
4686	1	3.3%
4514	1	3.3%
4477	1	3.3%
4231	1	3.3%
4073	1	3.3%
3717	1	3.3%
3594	1	3.3%
3210	1	3.3%
3099	1	3.3%

9월
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	29
Distinct (%)	100.0%
Missing	1
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%
Mean	2498.5862

Minimum	297
Maximum	7189
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	297
5-th percentile	350.6
Q1	690
median	2069
Q3	3937
95-th percentile	5536.4
Maximum	7189
Range	6892
Interquartile range (IQR)	3247

Descriptive statistics

Standard deviation	1981.072
Coefficient of variation (CV)	0.79287718
Kurtosis	-0.74593447
Mean	2498.5862
Median Absolute Deviation (MAD)	1648
Skewness	0.54241175
Sum	72459
Variance	3924646.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
4141	1	3.3%
891	1	3.3%
392	1	3.3%
2688	1	3.3%
3928	1	3.3%
885	1	3.3%
1508	1	3.3%
1767	1	3.3%
690	1	3.3%
421	1	3.3%
Other values (19)	19	63.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
297	1	3.3%
349	1	3.3%
353	1	3.3%
392	1	3.3%
421	1	3.3%
477	1	3.3%
666	1	3.3%
690	1	3.3%
757	1	3.3%
759	1	3.3%

Value	Count	Frequency (%)
7189	1	3.3%
5778	1	3.3%
5174	1	3.3%
4890	1	3.3%
4404	1	3.3%
4400	1	3.3%
4141	1	3.3%
3937	1	3.3%
3928	1	3.3%
3847	1	3.3%

10월
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2288.2

Minimum	252
Maximum	5804
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	252
5-th percentile	321.8
Q1	652
median	2002.5
Q3	3560.25
95-th percentile	4872.3
Maximum	5804
Range	5552
Interquartile range (IQR)	2908.25

Descriptive statistics

Standard deviation	1687.7353
Coefficient of variation (CV)	0.73758208
Kurtosis	-1.0814496
Mean	2288.2
Median Absolute Deviation (MAD)	1416.5
Skewness	0.39601515
Sum	68646
Variance	2848450.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
4338	1	3.3%
5253	1	3.3%
4289	1	3.3%
1504	1	3.3%
2013	1	3.3%
3125	1	3.3%
759	1	3.3%
1608	1	3.3%
1651	1	3.3%
603	1	3.3%
Other values (20)	20	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
252	1	3.3%
320	1	3.3%
324	1	3.3%
358	1	3.3%
424	1	3.3%
569	1	3.3%
603	1	3.3%
648	1	3.3%
664	1	3.3%
759	1	3.3%

Value	Count	Frequency (%)
5804	1	3.3%
5253	1	3.3%
4407	1	3.3%
4338	1	3.3%
4324	1	3.3%
4289	1	3.3%
4065	1	3.3%
3600	1	3.3%
3441	1	3.3%
3125	1	3.3%

11월
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3210.7333

Minimum	249
Maximum	24564
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	249
5-th percentile	360.4
Q1	683.25
median	2600.5
Q3	4088.5
95-th percentile	6213.55
Maximum	24564
Range	24315
Interquartile range (IQR)	3405.25

Descriptive statistics

Standard deviation	4441.5185
Coefficient of variation (CV)	1.3833346
Kurtosis	19.412943
Mean	3210.7333
Median Absolute Deviation (MAD)	1812
Skewness	4.0403401
Sum	96322
Variance	19727087
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
3985	1	3.3%
5509	1	3.3%
4719	1	3.3%
24564	1	3.3%
1993	1	3.3%
3747	1	3.3%
773	1	3.3%
1377	1	3.3%
1344	1	3.3%
681	1	3.3%
Other values (20)	20	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
249	1	3.3%
355	1	3.3%
367	1	3.3%
386	1	3.3%
446	1	3.3%
597	1	3.3%
657	1	3.3%
681	1	3.3%
690	1	3.3%
773	1	3.3%

Value	Count	Frequency (%)
24564	1	3.3%
6790	1	3.3%
5509	1	3.3%
5112	1	3.3%
4719	1	3.3%
4358	1	3.3%
4210	1	3.3%
4123	1	3.3%
3985	1	3.3%
3747	1	3.3%

12월
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2497.7

Minimum	283
Maximum	6434
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	398.0 B

Quantile statistics

Minimum	283
5-th percentile	342.85
Q1	673.25
median	2451.5
Q3	3800.5
95-th percentile	5284.75
Maximum	6434
Range	6151
Interquartile range (IQR)	3127.25

Descriptive statistics

Standard deviation	1851.2305
Coefficient of variation (CV)	0.74117408
Kurtosis	-1.0761348
Mean	2497.7
Median Absolute Deviation (MAD)	1733.5
Skewness	0.36354797
Sum	74931
Variance	3427054.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
4286	1	3.3%
5063	1	3.3%
5249	1	3.3%
5314	1	3.3%
1895	1	3.3%
3543	1	3.3%
732	1	3.3%
1537	1	3.3%
1799	1	3.3%
663	1	3.3%
Other values (20)	20	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
283	1	3.3%
328	1	3.3%
361	1	3.3%
402	1	3.3%
457	1	3.3%
494	1	3.3%
612	1	3.3%
663	1	3.3%
704	1	3.3%
732	1	3.3%

Value	Count	Frequency (%)
6434	1	3.3%
5314	1	3.3%
5249	1	3.3%
5063	1	3.3%
4753	1	3.3%
4286	1	3.3%
4145	1	3.3%
3873	1	3.3%
3583	1	3.3%
3543	1	3.3%

Phik (φk)
Auto

Heatmap
Table

	공동주택명	소재지도로명주소	소재지지번주소	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
공동주택명	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
소재지도로명주소	1.000	1.000	1.000	0.985	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
소재지지번주소	1.000	1.000	1.000	0.966	0.979	0.954	0.974	0.966	0.974	0.992	0.988	0.955	0.921	0.966	0.971
1월	1.000	0.985	0.966	1.000	0.967	0.938	0.900	0.874	0.858	0.976	0.953	0.956	0.957	0.971	0.898
2월	1.000	1.000	0.979	0.967	1.000	0.965	0.957	0.916	0.891	0.962	0.990	0.951	0.949	0.998	0.872
3월	1.000	1.000	0.954	0.938	0.965	1.000	0.880	0.897	0.837	0.940	0.935	0.936	0.955	0.992	0.870
4월	1.000	1.000	0.974	0.900	0.957	0.880	1.000	0.908	0.959	0.911	0.933	0.856	0.906	1.000	0.912
5월	1.000	1.000	0.966	0.874	0.916	0.897	0.908	1.000	0.950	0.931	0.893	0.887	0.860	0.942	0.964
6월	1.000	1.000	0.974	0.858	0.891	0.837	0.959	0.950	1.000	0.913	0.903	0.891	0.874	0.953	0.866
7월	1.000	1.000	0.992	0.976	0.962	0.940	0.911	0.931	0.913	1.000	0.959	0.954	0.971	0.998	0.874
8월	1.000	1.000	0.988	0.953	0.990	0.935	0.933	0.893	0.903	0.959	1.000	0.921	0.948	0.984	0.874
9월	1.000	1.000	0.955	0.956	0.951	0.936	0.856	0.887	0.891	0.954	0.921	1.000	0.902	0.973	0.896
10월	1.000	1.000	0.921	0.957	0.949	0.955	0.906	0.860	0.874	0.971	0.948	0.902	1.000	0.898	0.806
11월	1.000	1.000	0.966	0.971	0.998	0.992	1.000	0.942	0.953	0.998	0.984	0.973	0.898	1.000	0.977
12월	1.000	1.000	0.971	0.898	0.872	0.870	0.912	0.964	0.866	0.874	0.874	0.896	0.806	0.977	1.000

Heatmap
Table

	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
1월	1.000	0.992	0.956	0.980	0.971	0.982	0.970	0.981	0.987	0.847	0.828	0.799
2월	0.992	1.000	0.948	0.988	0.983	0.991	0.978	0.990	0.984	0.867	0.847	0.817
3월	0.956	0.948	1.000	0.935	0.937	0.935	0.934	0.927	0.956	0.818	0.786	0.765
4월	0.980	0.988	0.935	1.000	0.982	0.980	0.967	0.982	0.968	0.843	0.824	0.793
5월	0.971	0.983	0.937	0.982	1.000	0.982	0.975	0.975	0.967	0.865	0.843	0.824
6월	0.982	0.991	0.935	0.980	0.982	1.000	0.993	0.983	0.986	0.907	0.893	0.865
7월	0.970	0.978	0.934	0.967	0.975	0.993	1.000	0.968	0.979	0.933	0.918	0.898
8월	0.981	0.990	0.927	0.982	0.975	0.983	0.968	1.000	0.973	0.852	0.828	0.795
9월	0.987	0.984	0.956	0.968	0.967	0.986	0.979	0.973	1.000	0.879	0.862	0.835
10월	0.847	0.867	0.818	0.843	0.865	0.907	0.933	0.852	0.879	1.000	0.915	0.918
11월	0.828	0.847	0.786	0.824	0.843	0.893	0.918	0.828	0.862	0.915	1.000	0.990
12월	0.799	0.817	0.765	0.793	0.824	0.865	0.898	0.795	0.835	0.918	0.990	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	사용연도	공동주택명	소재지도로명주소	소재지지번주소	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
0	가평군	2023	경남아너스빌	경기도 가평군 청평면 골안길 7-28	경기도 가평군 청평면 청평리 306	4022	4094	4116	3551	3735	3847	4311	4231	4141	4338	3985	4286
1	가평군	2023	로얄아파트	경기도 가평군 청평면 구청평로 56	경기도 가평군 청평면 청평리 626-8	810	881	919	805	987	909	1048	887	891	851	804	881
2	가평군	2023	북한강코아루아파트	경기도 가평군 설악면 자잠로 86	경기도 가평군 설악면 선촌리 33-19	3350	3924	3254	3459	3438	3917	3860	3717	3937	3600	4123	3583
3	가평군	2023	선힐아파트	경기도 가평군 가평읍 문화로 63	경기도 가평군 가평읍 대곡리 402-1	3272	3226	2325	2786	2811	3261	3189	3099	3363	3043	3346	2944
4	가평군	2023	세양청마루	경기도 가평군 청평면 경춘로 807-45	경기도 가평군 청평면 청평리 472	4605	4571	4196	4333	3373	4755	4805	4686	5174	4407	5112	4753
5	가평군	2023	파란채	경기도 가평군 가평읍 가화로 223	경기도 가평군 가평읍 읍내리 771-1	4062	4202	3659	4109	3951	4326	4110	4514	4400	4324	4210	3873
6	가평군	2023	꿈에그린	경기도 가평군 조종면 청군로 1149	경기도 가평군 조종면 현리 477-21	3244	3005	2289	3581	3079	3130	3336	2931	3029	2659	3036	3063
7	가평군	2023	이안지안스	경기도 가평군 청평면 구청평로 20	경기도 가평군 청평면 청평리 657-1	2784	2881	2885	2742	3062	3040	2928	2687	3410	2722	3070	3219
8	가평군	2023	청아2차	경기도 가평군 설악면 미사리로 52-14	경기도 가평군 설악면 선촌리 25-1	1796	2112	1794	1949	1891	2090	1985	2004	2069	1992	2165	1959
9	가평군	2023	어젤리아아파트 1동	경기도 가평군 설악면 신천중앙로88번길 19-31	경기도 가평군 설악면 신천리426-1	490	506	385	475	407	524	490	426	477	424	446	457

	시군명	사용연도	공동주택명	소재지도로명주소	소재지지번주소	1월	2월	3월	4월	5월	6월	7월	8월	9월	10월	11월	12월
20	가평군	2023	맹호아파트 A동	경기도 가평군 조종면 청군로 1354-18	경기도 가평군 조종면 현리 175-1	572	680	699	624	681	712	668	709	757	664	657	494
21	가평군	2023	맹호아파트 B동	<NA>	경기도 가평군 조종면 현리 477-21	389	411	385	380	380	382	401	416	421	358	386	361
22	가평군	2023	맹호아파트 C동	경기도 가평군 조종면 운악청계로 155-5	경기도 가평군 조종면 현리 78-1	676	746	634	586	488	664	655	679	690	603	681	663
23	가평군	2023	블루핀아파트	경기도 가평군 가평읍 가화로 219	경기도 가평군 가평읍 읍내리766-3	1516	1731	1474	1613	1510	2000	1670	1781	1767	1651	1344	1799
24	가평군	2023	청수아파트	경기도 가평군 청평면 경춘로 722	경기도 가평군 청평면 청평리634-2	1472	1632	1447	1396	1299	1469	1658	1578	1508	1608	1377	1537
25	가평군	2023	청운2차아파트	경기 가평군 가평읍 경반안로 12	경기도 가평군 가평읍 경반리 21-7	961	971	783	793	744	892	929	845	885	759	773	732
26	가평군	2023	가평읍 코아루아파트	경기도 가평군 가평읍 석봉로191번길 37	경기도 가평군 가평읍 읍내리870-2	3331	4067	3388	3716	3535	3758	3718	3594	3928	3125	3747	3543
27	가평군	2023	센트럴파크더스카이	경기도 가평군 가평읍 보납로 11	경기도 가평군 가평읍 읍내리 457-5	2023	1778	4605	1884	1776	1978	1927	1506	2688	2013	1993	1895
28	가평군	2023	가평 자이아파트	경기도 가평군 가평읍 문화로 91	경기도 가평군 가평읍 대곡리390-2	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	1504	24564	5314
29	가평군	2023	가평 이편한세상아파트	경기도 가평군 가평읍 문화로 167	경기도 가평군 가평군 대곡리 694	40	251	180	132	306	525	686	131	392	4289	4719	5249

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Latin

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Decimal Number

Space Separator

Dash Punctuation

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

Other Letter

Decimal Number

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample