gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	64
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	9.6 KiB
Average record size in memory	154.1 B

Variable types

Text	1
Numeric	16

Dataset

Description	한국부동산원(구.한국감정원)에서 제공하는 상업용부동산 임대동향조사 중 오피스의 분기별 지역별 전환률 데이터입니다. - (단위: %) - 공표시기 : 계간(분기)
Author	한국부동산원
URL	https://www.data.go.kr/data/15069753/fileData.do

Alerts

`2013_1분기` is highly overall correlated with `2013_2분기` and 14 other fields	High correlation
`2013_2분기` is highly overall correlated with `2013_1분기` and 14 other fields	High correlation
`2013_3분기` is highly overall correlated with `2013_1분기` and 14 other fields	High correlation
`2013_4분기` is highly overall correlated with `2013_1분기` and 14 other fields	High correlation
`2014_1분기` is highly overall correlated with `2013_1분기` and 14 other fields	High correlation
`2014_2분기` is highly overall correlated with `2013_1분기` and 14 other fields	High correlation
`2014_3분기` is highly overall correlated with `2013_1분기` and 14 other fields	High correlation
`2014_4분기` is highly overall correlated with `2013_1분기` and 14 other fields	High correlation
`2015_1분기` is highly overall correlated with `2013_1분기` and 14 other fields	High correlation
`2015_2분기` is highly overall correlated with `2013_1분기` and 14 other fields	High correlation
`2015_3분기` is highly overall correlated with `2013_1분기` and 14 other fields	High correlation
`2015_4분기` is highly overall correlated with `2013_1분기` and 14 other fields	High correlation
`2016_1분기` is highly overall correlated with `2013_1분기` and 14 other fields	High correlation
`2016_2분기` is highly overall correlated with `2013_1분기` and 14 other fields	High correlation
`2016_3분기` is highly overall correlated with `2013_1분기` and 14 other fields	High correlation
`2016_4분기` is highly overall correlated with `2013_1분기` and 14 other fields	High correlation
`지역` has unique values	Unique

Reproduction

Analysis started	2023-12-12 16:13:24.514358
Analysis finished	2023-12-12 16:13:49.555582
Duration	25.04 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역
Text

UNIQUE

Distinct	64
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	644.0 B

Length

Max length	12
Median length	9
Mean length	6.546875
Min length	3

Characters and Unicode

Total characters	419
Distinct characters	87
Distinct categories	3 ?
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	64 ?
Unique (%)	100.0%

Sample

1st row	서울
2nd row	서울 도심
3rd row	서울 도심 광화문
4th row	서울 도심 동대문
5th row	서울 도심 명동

Value	Count	Frequency (%)
서울	27	20.1%
기타	9	6.7%
도심	7	5.2%
강남	6	4.5%
부산	6	4.5%
경기	5	3.7%
대전	4	3.0%
대구	4	3.0%
여의도마포	4	3.0%
인천	4	3.0%
Other values (54)	58	43.3%

Most occurring characters

Value	Count	Frequency (%)
	90	21.5%
서	31	7.4%
울	31	7.4%
산	16	3.8%
기	14	3.3%
대	14	3.3%
도	14	3.3%
남	11	2.6%
로	9	2.1%
동	9	2.1%
Other values (77)	180	43.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	328	78.3%
Space Separator	90	21.5%
Other Punctuation	1	0.2%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
서	31	9.5%
울	31	9.5%
산	16	4.9%
기	14	4.3%
대	14	4.3%
도	14	4.3%
남	11	3.4%
로	9	2.7%
동	9	2.7%
타	9	2.7%
Other values (75)	170	51.8%

Space Separator

Value	Count	Frequency (%)
	90	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	328	78.3%
Common	91	21.7%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
서	31	9.5%
울	31	9.5%
산	16	4.9%
기	14	4.3%
대	14	4.3%
도	14	4.3%
남	11	3.4%
로	9	2.7%
동	9	2.7%
타	9	2.7%
Other values (75)	170	51.8%

Common

Value	Count	Frequency (%)
	90	98.9%
/	1	1.1%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	328	78.3%
ASCII	91	21.7%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	90	98.9%
/	1	1.1%

Hangul

Value	Count	Frequency (%)
서	31	9.5%
울	31	9.5%
산	16	4.9%
기	14	4.3%
대	14	4.3%
도	14	4.3%
남	11	3.4%
로	9	2.7%
동	9	2.7%
타	9	2.7%
Other values (75)	170	51.8%

2013_1분기
Real number (ℝ)

HIGH CORRELATION

Distinct	20
Distinct (%)	31.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.7625

Minimum	10
Maximum	14.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	10
5-th percentile	10.16
Q1	11.6
median	12
Q3	12
95-th percentile	12.355
Maximum	14.2
Range	4.2
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.68787688
Coefficient of variation (CV)	0.0584805
Kurtosis	3.4605574
Mean	11.7625
Median Absolute Deviation (MAD)	0
Skewness	-0.38434801
Sum	752.8
Variance	0.4731746
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
12.0	34	53.1%
11.9	4	6.2%
11.6	3	4.7%
11.8	3	4.7%
10.0	3	4.7%
11.5	2	3.1%
11.1	2	3.1%
12.6	1	1.6%
12.4	1	1.6%
14.2	1	1.6%
Other values (10)	10	15.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.0	3	4.7%
10.1	1	1.6%
10.5	1	1.6%
10.6	1	1.6%
10.7	1	1.6%
11.0	1	1.6%
11.1	2	3.1%
11.2	1	1.6%
11.4	1	1.6%
11.5	2	3.1%

Value	Count	Frequency (%)
14.2	1	1.6%
13.3	1	1.6%
12.6	1	1.6%
12.4	1	1.6%
12.1	1	1.6%
12.0	34	53.1%
11.9	4	6.2%
11.8	3	4.7%
11.7	1	1.6%
11.6	3	4.7%

2013_2분기
Real number (ℝ)

HIGH CORRELATION

Distinct	20
Distinct (%)	31.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.771875

Minimum	10
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	10
5-th percentile	10.245
Q1	11.7
median	12
Q3	12
95-th percentile	12.355
Maximum	14
Range	4
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.66510979
Coefficient of variation (CV)	0.056499902
Kurtosis	3.0507226
Mean	11.771875
Median Absolute Deviation (MAD)	0
Skewness	-0.51284343
Sum	753.4
Variance	0.44237103
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
12.0	33	51.6%
11.9	5	7.8%
11.7	3	4.7%
11.6	2	3.1%
12.1	2	3.1%
11.8	2	3.1%
10.0	2	3.1%
10.2	2	3.1%
11.1	2	3.1%
10.5	1	1.6%
Other values (10)	10	15.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.0	2	3.1%
10.2	2	3.1%
10.5	1	1.6%
10.6	1	1.6%
10.7	1	1.6%
11.0	1	1.6%
11.1	2	3.1%
11.2	1	1.6%
11.4	1	1.6%
11.5	1	1.6%

Value	Count	Frequency (%)
14.0	1	1.6%
13.3	1	1.6%
12.6	1	1.6%
12.4	1	1.6%
12.1	2	3.1%
12.0	33	51.6%
11.9	5	7.8%
11.8	2	3.1%
11.7	3	4.7%
11.6	2	3.1%

2013_3분기
Real number (ℝ)

HIGH CORRELATION

Distinct	20
Distinct (%)	31.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.74375

Minimum	9
Maximum	14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	9
5-th percentile	10.2
Q1	11.7
median	12
Q3	12
95-th percentile	12.355
Maximum	14
Range	5
Interquartile range (IQR)	0.3

Descriptive statistics

Standard deviation	0.74041494
Coefficient of variation (CV)	0.063047574
Kurtosis	4.0612903
Mean	11.74375
Median Absolute Deviation (MAD)	0
Skewness	-1.0670672
Sum	751.6
Variance	0.54821429
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
12.0	34	53.1%
11.9	4	6.2%
11.7	3	4.7%
11.1	2	3.1%
12.1	2	3.1%
11.8	2	3.1%
11.6	2	3.1%
10.2	2	3.1%
10.0	2	3.1%
9.0	1	1.6%
Other values (10)	10	15.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.0	1	1.6%
10.0	2	3.1%
10.2	2	3.1%
10.5	1	1.6%
10.6	1	1.6%
11.0	1	1.6%
11.1	2	3.1%
11.2	1	1.6%
11.3	1	1.6%
11.4	1	1.6%

Value	Count	Frequency (%)
14.0	1	1.6%
13.3	1	1.6%
12.6	1	1.6%
12.4	1	1.6%
12.1	2	3.1%
12.0	34	53.1%
11.9	4	6.2%
11.8	2	3.1%
11.7	3	4.7%
11.6	2	3.1%

2013_4분기
Real number (ℝ)

HIGH CORRELATION

Distinct	19
Distinct (%)	29.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.635938

Minimum	9
Maximum	13.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	9
5-th percentile	10
Q1	11.375
median	12
Q3	12
95-th percentile	12.355
Maximum	13.7
Range	4.7
Interquartile range (IQR)	0.625

Descriptive statistics

Standard deviation	0.7874748
Coefficient of variation (CV)	0.067676094
Kurtosis	2.074514
Mean	11.635938
Median Absolute Deviation (MAD)	0.1
Skewness	-1.0176076
Sum	744.7
Variance	0.62011657
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
12.0	30	46.9%
10.0	4	6.2%
11.9	3	4.7%
11.7	3	4.7%
11.1	3	4.7%
11.5	2	3.1%
12.1	2	3.1%
11.8	2	3.1%
11.0	2	3.1%
11.3	2	3.1%
Other values (9)	11	17.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.0	1	1.6%
10.0	4	6.2%
10.2	2	3.1%
10.5	2	3.1%
11.0	2	3.1%
11.1	3	4.7%
11.3	2	3.1%
11.4	1	1.6%
11.5	2	3.1%
11.6	1	1.6%

Value	Count	Frequency (%)
13.7	1	1.6%
13.2	1	1.6%
12.5	1	1.6%
12.4	1	1.6%
12.1	2	3.1%
12.0	30	46.9%
11.9	3	4.7%
11.8	2	3.1%
11.7	3	4.7%
11.6	1	1.6%

2014_1분기
Real number (ℝ)

HIGH CORRELATION

Distinct	20
Distinct (%)	31.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.571875

Minimum	9
Maximum	13.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	9
5-th percentile	10
Q1	11.1
median	12
Q3	12
95-th percentile	12.355
Maximum	13.7
Range	4.7
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	0.83542001
Coefficient of variation (CV)	0.072194005
Kurtosis	2.0886228
Mean	11.571875
Median Absolute Deviation (MAD)	0.15
Skewness	-1.0329821
Sum	740.6
Variance	0.69792659
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
12.0	27	42.2%
11.0	5	7.8%
11.7	3	4.7%
11.1	3	4.7%
11.9	3	4.7%
10.0	3	4.7%
11.5	2	3.1%
12.1	2	3.1%
9.0	2	3.1%
10.2	2	3.1%
Other values (10)	12	18.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.0	2	3.1%
10.0	3	4.7%
10.2	2	3.1%
10.5	2	3.1%
11.0	5	7.8%
11.1	3	4.7%
11.2	1	1.6%
11.3	1	1.6%
11.4	1	1.6%
11.5	2	3.1%

Value	Count	Frequency (%)
13.7	1	1.6%
13.2	1	1.6%
12.5	1	1.6%
12.4	1	1.6%
12.1	2	3.1%
12.0	27	42.2%
11.9	3	4.7%
11.8	2	3.1%
11.7	3	4.7%
11.6	1	1.6%

2014_2분기
Real number (ℝ)

HIGH CORRELATION

Distinct	22
Distinct (%)	34.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.514062

Minimum	8.5
Maximum	13.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	8.5
5-th percentile	10
Q1	11.1
median	12
Q3	12
95-th percentile	12.355
Maximum	13.2
Range	4.7
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	0.84306079
Coefficient of variation (CV)	0.073220098
Kurtosis	2.4655186
Mean	11.514062
Median Absolute Deviation (MAD)	0.25
Skewness	-1.3609999
Sum	736.9
Variance	0.71075149
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
12.0	27	42.2%
11.1	5	7.8%
11.7	3	4.7%
11.0	3	4.7%
10.0	3	4.7%
11.8	2	3.1%
10.5	2	3.1%
12.4	2	3.1%
10.2	2	3.1%
11.4	2	3.1%
Other values (12)	13	20.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.5	1	1.6%
9.0	1	1.6%
10.0	3	4.7%
10.2	2	3.1%
10.5	2	3.1%
10.6	1	1.6%
10.8	1	1.6%
11.0	3	4.7%
11.1	5	7.8%
11.2	1	1.6%

Value	Count	Frequency (%)
13.2	1	1.6%
12.9	1	1.6%
12.4	2	3.1%
12.1	2	3.1%
12.0	27	42.2%
11.9	1	1.6%
11.8	2	3.1%
11.7	3	4.7%
11.6	1	1.6%
11.5	1	1.6%

2014_3분기
Real number (ℝ)

HIGH CORRELATION

Distinct	22
Distinct (%)	34.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.507812

Minimum	8.2
Maximum	13.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	8.2
5-th percentile	10
Q1	11.1
median	12
Q3	12
95-th percentile	12.355
Maximum	13.2
Range	5
Interquartile range (IQR)	0.9

Descriptive statistics

Standard deviation	0.86543955
Coefficient of variation (CV)	0.075204523
Kurtosis	3.075036
Mean	11.507812
Median Absolute Deviation (MAD)	0.25
Skewness	-1.4771517
Sum	736.5
Variance	0.74898562
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
12.0	26	40.6%
11.1	5	7.8%
11.7	3	4.7%
11.0	3	4.7%
12.1	3	4.7%
10.0	3	4.7%
11.8	2	3.1%
10.5	2	3.1%
12.4	2	3.1%
10.2	2	3.1%
Other values (12)	13	20.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.2	1	1.6%
9.0	1	1.6%
10.0	3	4.7%
10.2	2	3.1%
10.4	1	1.6%
10.5	2	3.1%
10.8	1	1.6%
11.0	3	4.7%
11.1	5	7.8%
11.2	1	1.6%

Value	Count	Frequency (%)
13.2	1	1.6%
12.9	1	1.6%
12.4	2	3.1%
12.1	3	4.7%
12.0	26	40.6%
11.9	1	1.6%
11.8	2	3.1%
11.7	3	4.7%
11.6	1	1.6%
11.5	1	1.6%

2014_4분기
Real number (ℝ)

HIGH CORRELATION

Distinct	21
Distinct (%)	32.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.435937

Minimum	8
Maximum	13.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	8
5-th percentile	10
Q1	11
median	11.85
Q3	12
95-th percentile	12.1
Maximum	13.1
Range	5.1
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.86764911
Coefficient of variation (CV)	0.075870396
Kurtosis	3.5285022
Mean	11.435937
Median Absolute Deviation (MAD)	0.25
Skewness	-1.6190214
Sum	731.9
Variance	0.75281498
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
12.0	21	32.8%
11.9	5	7.8%
11.0	5	7.8%
11.7	4	6.2%
11.1	4	6.2%
11.4	4	6.2%
12.1	3	4.7%
10.5	2	3.1%
12.3	2	3.1%
10.2	2	3.1%
Other values (11)	12	18.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.0	1	1.6%
9.0	1	1.6%
9.5	1	1.6%
10.0	2	3.1%
10.2	2	3.1%
10.4	1	1.6%
10.5	2	3.1%
10.8	1	1.6%
10.9	1	1.6%
11.0	5	7.8%

Value	Count	Frequency (%)
13.1	1	1.6%
12.3	2	3.1%
12.1	3	4.7%
12.0	21	32.8%
11.9	5	7.8%
11.8	1	1.6%
11.7	4	6.2%
11.6	1	1.6%
11.4	4	6.2%
11.2	1	1.6%

2015_1분기
Real number (ℝ)

HIGH CORRELATION

Distinct	23
Distinct (%)	35.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.35625

Minimum	8
Maximum	12.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	8
5-th percentile	10
Q1	11
median	11.6
Q3	12
95-th percentile	12.085
Maximum	12.7
Range	4.7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.83701567
Coefficient of variation (CV)	0.073705288
Kurtosis	3.6798165
Mean	11.35625
Median Absolute Deviation (MAD)	0.4
Skewness	-1.7020064
Sum	726.8
Variance	0.70059524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
12.0	15	23.4%
11.6	6	9.4%
11.8	6	9.4%
11.0	4	6.2%
11.7	3	4.7%
10.0	3	4.7%
11.4	3	4.7%
10.9	3	4.7%
11.5	3	4.7%
11.2	2	3.1%
Other values (13)	16	25.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.0	1	1.6%
9.0	1	1.6%
9.5	1	1.6%
10.0	3	4.7%
10.2	1	1.6%
10.3	1	1.6%
10.4	1	1.6%
10.5	1	1.6%
10.8	2	3.1%
10.9	3	4.7%

Value	Count	Frequency (%)
12.7	1	1.6%
12.2	1	1.6%
12.1	2	3.1%
12.0	15	23.4%
11.9	2	3.1%
11.8	6	9.4%
11.7	3	4.7%
11.6	6	9.4%
11.5	3	4.7%
11.4	3	4.7%

2015_2분기
Real number (ℝ)

HIGH CORRELATION

Distinct	24
Distinct (%)	37.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.309375

Minimum	7.3
Maximum	12.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	7.3
5-th percentile	9.915
Q1	10.9
median	11.6
Q3	12
95-th percentile	12
Maximum	12.7
Range	5.4
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	0.8842033
Coefficient of variation (CV)	0.078183215
Kurtosis	6.0016043
Mean	11.309375
Median Absolute Deviation (MAD)	0.4
Skewness	-1.9989453
Sum	723.8
Variance	0.78181548
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
12.0	15	23.4%
11.8	6	9.4%
11.6	5	7.8%
10.8	5	7.8%
11.4	4	6.2%
11.3	3	4.7%
11.0	3	4.7%
10.0	2	3.1%
10.9	2	3.1%
11.9	2	3.1%
Other values (14)	17	26.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.3	1	1.6%
9.0	1	1.6%
9.5	1	1.6%
9.9	1	1.6%
10.0	2	3.1%
10.2	1	1.6%
10.3	1	1.6%
10.4	1	1.6%
10.5	1	1.6%
10.8	5	7.8%

Value	Count	Frequency (%)
12.7	1	1.6%
12.2	1	1.6%
12.1	1	1.6%
12.0	15	23.4%
11.9	2	3.1%
11.8	6	9.4%
11.7	2	3.1%
11.6	5	7.8%
11.5	2	3.1%
11.4	4	6.2%

2015_3분기
Real number (ℝ)

HIGH CORRELATION

Distinct	25
Distinct (%)	39.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.2875

Minimum	7.3
Maximum	12.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	7.3
5-th percentile	9.915
Q1	10.9
median	11.6
Q3	12
95-th percentile	12
Maximum	12.7
Range	5.4
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	0.88452301
Coefficient of variation (CV)	0.078363057
Kurtosis	5.7784454
Mean	11.2875
Median Absolute Deviation (MAD)	0.4
Skewness	-1.9334711
Sum	722.4
Variance	0.78238095
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
12.0	15	23.4%
11.8	6	9.4%
11.6	5	7.8%
11.0	4	6.2%
10.8	4	6.2%
11.9	3	4.7%
11.2	3	4.7%
11.3	3	4.7%
10.0	2	3.1%
10.9	2	3.1%
Other values (15)	17	26.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.3	1	1.6%
9.0	1	1.6%
9.5	1	1.6%
9.9	1	1.6%
10.0	2	3.1%
10.2	1	1.6%
10.3	1	1.6%
10.4	1	1.6%
10.5	1	1.6%
10.6	1	1.6%

Value	Count	Frequency (%)
12.7	1	1.6%
12.2	1	1.6%
12.0	15	23.4%
11.9	3	4.7%
11.8	6	9.4%
11.7	2	3.1%
11.6	5	7.8%
11.5	1	1.6%
11.4	2	3.1%
11.3	3	4.7%

2015_4분기
Real number (ℝ)

HIGH CORRELATION

Distinct	23
Distinct (%)	35.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.257812

Minimum	7.3
Maximum	12.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	7.3
5-th percentile	9.915
Q1	10.8
median	11.55
Q3	11.9
95-th percentile	12
Maximum	12.7
Range	5.4
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	0.88869526
Coefficient of variation (CV)	0.078940315
Kurtosis	5.3637675
Mean	11.257812
Median Absolute Deviation (MAD)	0.45
Skewness	-1.8399614
Sum	720.5
Variance	0.78977927
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
12.0	13	20.3%
11.9	5	7.8%
10.8	5	7.8%
11.7	5	7.8%
11.2	5	7.8%
11.6	4	6.2%
11.0	4	6.2%
11.8	3	4.7%
11.5	2	3.1%
10.0	2	3.1%
Other values (13)	16	25.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.3	1	1.6%
9.0	1	1.6%
9.5	1	1.6%
9.9	1	1.6%
10.0	2	3.1%
10.2	1	1.6%
10.3	2	3.1%
10.4	2	3.1%
10.7	1	1.6%
10.8	5	7.8%

Value	Count	Frequency (%)
12.7	1	1.6%
12.2	1	1.6%
12.0	13	20.3%
11.9	5	7.8%
11.8	3	4.7%
11.7	5	7.8%
11.6	4	6.2%
11.5	2	3.1%
11.4	2	3.1%
11.2	5	7.8%

2016_1분기
Real number (ℝ)

HIGH CORRELATION

Distinct	24
Distinct (%)	37.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.2375

Minimum	7.3
Maximum	12.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	7.3
5-th percentile	9.745
Q1	10.8
median	11.5
Q3	11.9
95-th percentile	12
Maximum	12.7
Range	5.4
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	0.89540272
Coefficient of variation (CV)	0.079679886
Kurtosis	5.0077463
Mean	11.2375
Median Absolute Deviation (MAD)	0.5
Skewness	-1.7715962
Sum	719.2
Variance	0.80174603
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
12.0	12	18.8%
11.9	6	9.4%
11.0	4	6.2%
11.7	4	6.2%
11.6	4	6.2%
11.2	4	6.2%
11.5	3	4.7%
11.1	3	4.7%
11.8	3	4.7%
10.8	3	4.7%
Other values (14)	18	28.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.3	1	1.6%
9.0	1	1.6%
9.5	1	1.6%
9.7	1	1.6%
10.0	2	3.1%
10.2	1	1.6%
10.3	2	3.1%
10.4	2	3.1%
10.6	2	3.1%
10.7	1	1.6%

Value	Count	Frequency (%)
12.7	1	1.6%
12.2	1	1.6%
12.0	12	18.8%
11.9	6	9.4%
11.8	3	4.7%
11.7	4	6.2%
11.6	4	6.2%
11.5	3	4.7%
11.4	1	1.6%
11.2	4	6.2%

2016_2분기
Real number (ℝ)

HIGH CORRELATION

Distinct	24
Distinct (%)	37.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.2125

Minimum	7.3
Maximum	12.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	7.3
5-th percentile	9.745
Q1	10.8
median	11.45
Q3	11.9
95-th percentile	12
Maximum	12.7
Range	5.4
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	0.89522543
Coefficient of variation (CV)	0.079841733
Kurtosis	4.8086977
Mean	11.2125
Median Absolute Deviation (MAD)	0.55
Skewness	-1.710799
Sum	717.6
Variance	0.80142857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
12.0	11	17.2%
11.7	5	7.8%
10.8	5	7.8%
11.9	5	7.8%
11.2	4	6.2%
11.8	4	6.2%
11.0	3	4.7%
11.6	3	4.7%
10.7	2	3.1%
10.0	2	3.1%
Other values (14)	20	31.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.3	1	1.6%
9.0	1	1.6%
9.5	1	1.6%
9.7	1	1.6%
10.0	2	3.1%
10.2	2	3.1%
10.3	1	1.6%
10.4	2	3.1%
10.6	2	3.1%
10.7	2	3.1%

Value	Count	Frequency (%)
12.7	1	1.6%
12.2	1	1.6%
12.0	11	17.2%
11.9	5	7.8%
11.8	4	6.2%
11.7	5	7.8%
11.6	3	4.7%
11.5	2	3.1%
11.4	2	3.1%
11.3	1	1.6%

2016_3분기
Real number (ℝ)

HIGH CORRELATION

Distinct	25
Distinct (%)	39.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.132813

Minimum	7.2
Maximum	12.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	7.2
5-th percentile	9.73
Q1	10.7
median	11.2
Q3	11.9
95-th percentile	12
Maximum	12.7
Range	5.5
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	0.90484668
Coefficient of variation (CV)	0.081277456
Kurtosis	4.5407392
Mean	11.132813
Median Absolute Deviation (MAD)	0.6
Skewness	-1.5475755
Sum	712.5
Variance	0.81874752
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
12.0	11	17.2%
10.8	6	9.4%
11.0	5	7.8%
11.5	4	6.2%
10.7	4	6.2%
11.9	4	6.2%
11.8	3	4.7%
11.7	3	4.7%
10.0	2	3.1%
11.2	2	3.1%
Other values (15)	20	31.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.2	1	1.6%
9.0	1	1.6%
9.5	1	1.6%
9.7	1	1.6%
9.9	1	1.6%
10.0	2	3.1%
10.2	1	1.6%
10.3	1	1.6%
10.4	2	3.1%
10.5	1	1.6%

Value	Count	Frequency (%)
12.7	1	1.6%
12.2	1	1.6%
12.0	11	17.2%
11.9	4	6.2%
11.8	3	4.7%
11.7	3	4.7%
11.6	2	3.1%
11.5	4	6.2%
11.4	2	3.1%
11.2	2	3.1%

2016_4분기
Real number (ℝ)

HIGH CORRELATION

Distinct	27
Distinct (%)	42.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.073438

Minimum	7.2
Maximum	12.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	7.2
5-th percentile	9.515
Q1	10.6
median	11.1
Q3	11.825
95-th percentile	12
Maximum	12.6
Range	5.4
Interquartile range (IQR)	1.225

Descriptive statistics

Standard deviation	0.92586162
Coefficient of variation (CV)	0.08361104
Kurtosis	3.6441
Mean	11.073438
Median Absolute Deviation (MAD)	0.65
Skewness	-1.3941868
Sum	708.7
Variance	0.85721974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
12.0	9	14.1%
11.9	5	7.8%
11.8	4	6.2%
10.8	4	6.2%
11.4	3	4.7%
11.5	3	4.7%
10.5	3	4.7%
10.9	3	4.7%
11.0	3	4.7%
11.7	3	4.7%
Other values (17)	24	37.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.2	1	1.6%
9.0	1	1.6%
9.4	1	1.6%
9.5	1	1.6%
9.6	1	1.6%
9.9	1	1.6%
10.0	1	1.6%
10.1	1	1.6%
10.3	2	3.1%
10.4	2	3.1%

Value	Count	Frequency (%)
12.6	1	1.6%
12.2	1	1.6%
12.0	9	14.1%
11.9	5	7.8%
11.8	4	6.2%
11.7	3	4.7%
11.6	1	1.6%
11.5	3	4.7%
11.4	3	4.7%
11.2	1	1.6%

Phik (φk)
Auto

Heatmap
Table

	지역	2013_1분기	2013_2분기	2013_3분기	2013_4분기	2014_1분기	2014_2분기	2014_3분기	2014_4분기	2015_1분기	2015_2분기	2015_3분기	2015_4분기	2016_1분기	2016_2분기	2016_3분기	2016_4분기
지역	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	1.000	1.000
2013_1분기	1.000	1.000	0.991	0.992	0.985	0.981	0.953	0.935	0.811	0.902	0.702	0.698	0.669	0.667	0.666	0.703	0.687
2013_2분기	1.000	0.991	1.000	0.993	0.988	0.985	0.964	0.948	0.809	0.922	0.743	0.741	0.726	0.722	0.723	0.714	0.688
2013_3분기	1.000	0.992	0.993	1.000	0.993	0.989	0.971	0.957	0.855	0.950	0.817	0.817	0.799	0.796	0.797	0.798	0.779
2013_4분기	1.000	0.985	0.988	0.993	1.000	0.998	0.985	0.977	0.882	0.955	0.849	0.847	0.831	0.829	0.829	0.827	0.818
2014_1분기	1.000	0.981	0.985	0.989	0.998	1.000	0.989	0.981	0.894	0.961	0.868	0.865	0.848	0.845	0.844	0.836	0.825
2014_2분기	1.000	0.953	0.964	0.971	0.985	0.989	1.000	0.995	0.920	0.970	0.907	0.904	0.893	0.891	0.890	0.892	0.898
2014_3분기	1.000	0.935	0.948	0.957	0.977	0.981	0.995	1.000	0.960	0.966	0.913	0.910	0.897	0.896	0.894	0.885	0.880
2014_4분기	1.000	0.811	0.809	0.855	0.882	0.894	0.920	0.960	1.000	0.948	0.939	0.936	0.930	0.929	0.927	0.914	0.905
2015_1분기	1.000	0.902	0.922	0.950	0.955	0.961	0.970	0.966	0.948	1.000	0.945	0.941	0.943	0.940	0.936	0.926	0.912
2015_2분기	1.000	0.702	0.743	0.817	0.849	0.868	0.907	0.913	0.939	0.945	1.000	1.000	0.999	0.999	0.999	0.992	0.990
2015_3분기	1.000	0.698	0.741	0.817	0.847	0.865	0.904	0.910	0.936	0.941	1.000	1.000	1.000	0.999	0.999	0.992	0.991
2015_4분기	1.000	0.669	0.726	0.799	0.831	0.848	0.893	0.897	0.930	0.943	0.999	1.000	1.000	1.000	1.000	0.994	0.993
2016_1분기	1.000	0.667	0.722	0.796	0.829	0.845	0.891	0.896	0.929	0.940	0.999	0.999	1.000	1.000	1.000	0.995	0.993
2016_2분기	1.000	0.666	0.723	0.797	0.829	0.844	0.890	0.894	0.927	0.936	0.999	0.999	1.000	1.000	1.000	0.995	0.992
2016_3분기	1.000	0.703	0.714	0.798	0.827	0.836	0.892	0.885	0.914	0.926	0.992	0.992	0.994	0.995	0.995	1.000	0.999
2016_4분기	1.000	0.687	0.688	0.779	0.818	0.825	0.898	0.880	0.905	0.912	0.990	0.991	0.993	0.993	0.992	0.999	1.000

Heatmap
Table

	2013_1분기	2013_2분기	2013_3분기	2013_4분기	2014_1분기	2014_2분기	2014_3분기	2014_4분기	2015_1분기	2015_2분기	2015_3분기	2015_4분기	2016_1분기	2016_2분기	2016_3분기	2016_4분기
2013_1분기	1.000	0.947	0.916	0.797	0.729	0.721	0.717	0.679	0.583	0.576	0.560	0.554	0.548	0.549	0.587	0.590
2013_2분기	0.947	1.000	0.970	0.848	0.777	0.768	0.763	0.724	0.626	0.603	0.588	0.584	0.578	0.553	0.569	0.567
2013_3분기	0.916	0.970	1.000	0.878	0.809	0.798	0.792	0.759	0.667	0.644	0.631	0.623	0.618	0.593	0.608	0.606
2013_4분기	0.797	0.848	0.878	1.000	0.941	0.934	0.929	0.899	0.813	0.792	0.779	0.767	0.761	0.740	0.750	0.740
2014_1분기	0.729	0.777	0.809	0.941	1.000	0.994	0.988	0.952	0.869	0.842	0.827	0.820	0.812	0.797	0.796	0.780
2014_2분기	0.721	0.768	0.798	0.934	0.994	1.000	0.995	0.960	0.879	0.853	0.837	0.829	0.820	0.805	0.808	0.793
2014_3분기	0.717	0.763	0.792	0.929	0.988	0.995	1.000	0.949	0.863	0.835	0.822	0.813	0.803	0.789	0.796	0.782
2014_4분기	0.679	0.724	0.759	0.899	0.952	0.960	0.949	1.000	0.930	0.910	0.890	0.877	0.875	0.862	0.855	0.834
2015_1분기	0.583	0.626	0.667	0.813	0.869	0.879	0.863	0.930	1.000	0.979	0.969	0.959	0.955	0.942	0.925	0.898
2015_2분기	0.576	0.603	0.644	0.792	0.842	0.853	0.835	0.910	0.979	1.000	0.994	0.986	0.984	0.973	0.950	0.923
2015_3분기	0.560	0.588	0.631	0.779	0.827	0.837	0.822	0.890	0.969	0.994	1.000	0.994	0.991	0.980	0.953	0.927
2015_4분기	0.554	0.584	0.623	0.767	0.820	0.829	0.813	0.877	0.959	0.986	0.994	1.000	0.997	0.986	0.956	0.930
2016_1분기	0.548	0.578	0.618	0.761	0.812	0.820	0.803	0.875	0.955	0.984	0.991	0.997	1.000	0.993	0.960	0.935
2016_2분기	0.549	0.553	0.593	0.740	0.797	0.805	0.789	0.862	0.942	0.973	0.980	0.986	0.993	1.000	0.969	0.946
2016_3분기	0.587	0.569	0.608	0.750	0.796	0.808	0.796	0.855	0.925	0.950	0.953	0.956	0.960	0.969	1.000	0.988
2016_4분기	0.590	0.567	0.606	0.740	0.780	0.793	0.782	0.834	0.898	0.923	0.927	0.930	0.935	0.946	0.988	1.000

Count
Matrix

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.

First rows
Last rows

	지역	2013_1분기	2013_2분기	2013_3분기	2013_4분기	2014_1분기	2014_2분기	2014_3분기	2014_4분기	2015_1분기	2015_2분기	2015_3분기	2015_4분기	2016_1분기	2016_2분기	2016_3분기	2016_4분기
0	서울	12.0	12.0	11.9	11.9	11.8	11.8	11.8	11.7	11.6	11.6	11.6	11.5	11.5	11.5	11.4	11.4
1	서울 도심	11.6	11.6	11.6	11.5	11.5	11.4	11.4	11.4	11.4	11.3	11.3	11.2	11.2	11.2	10.8	10.7
2	서울 도심 광화문	11.7	11.7	11.7	11.7	11.5	11.4	11.4	11.4	11.6	11.5	11.5	11.5	11.5	11.5	11.5	11.5
3	서울 도심 동대문	11.1	11.1	11.1	11.1	11.1	11.1	11.1	11.1	11.4	11.4	11.4	11.4	11.4	11.4	10.5	10.5
4	서울 도심 명동	10.6	10.6	10.6	10.5	10.5	10.5	10.5	10.5	10.5	10.5	10.5	10.3	10.3	10.2	10.2	10.1
5	서울 도심 서울역	12.0	12.0	12.0	12.0	12.0	12.0	12.0	12.0	12.0	11.4	11.2	11.0	11.0	11.0	11.0	10.9
6	서울 도심 종로	12.0	12.0	12.0	12.0	11.9	11.5	11.5	11.4	11.2	11.2	11.2	11.2	11.2	11.2	11.0	11.0
7	서울 도심 충무로	12.0	12.0	12.0	12.0	12.0	12.0	12.0	12.0	11.8	11.8	11.8	11.7	11.7	11.7	10.8	10.5
8	서울 강남	12.6	12.6	12.6	12.5	12.5	12.4	12.4	12.3	11.8	11.8	11.8	11.8	11.8	11.8	11.8	11.8
9	서울 강남 강남대로	12.4	12.4	12.4	12.4	12.4	12.4	12.4	12.1	12.2	12.2	12.2	12.2	12.2	12.2	12.2	12.2

	지역	2013_1분기	2013_2분기	2013_3분기	2013_4분기	2014_1분기	2014_2분기	2014_3분기	2014_4분기	2015_1분기	2015_2분기	2015_3분기	2015_4분기	2016_1분기	2016_2분기	2016_3분기	2016_4분기
54	경기 일산동구	12.0	12.0	12.0	10.0	9.0	8.5	8.2	8.0	8.0	7.3	7.3	7.3	7.3	7.3	7.2	7.2
55	경기 평촌범계	12.0	12.0	12.0	12.0	12.0	12.0	12.0	12.0	11.9	11.9	11.9	11.9	11.9	11.9	11.9	11.9
56	강원	11.4	11.4	11.4	11.4	11.4	10.8	10.8	10.8	10.9	10.9	10.9	10.9	10.9	10.8	10.7	10.3
57	충북	12.1	12.1	12.1	12.1	12.1	12.1	12.1	12.1	12.1	12.1	12.0	12.0	12.0	12.0	12.0	11.9
58	충남	11.1	11.1	11.1	11.1	11.1	11.1	11.1	11.1	10.8	10.8	10.6	10.4	10.4	10.4	10.4	10.4
59	전북	12.0	12.0	12.0	12.0	12.0	12.0	12.0	12.0	12.0	12.0	11.9	11.9	11.9	11.9	11.9	11.9
60	전남	11.9	11.9	11.9	11.0	11.0	10.6	10.4	10.4	10.0	9.9	9.9	9.9	9.7	9.7	9.7	9.6
61	경북	11.2	11.2	11.2	11.1	11.1	11.1	11.1	11.0	11.0	10.8	10.8	10.8	10.7	10.7	10.7	10.6
62	경남	12.0	12.0	12.0	12.0	12.0	12.0	12.0	11.9	11.8	11.8	11.8	11.7	11.6	11.3	11.2	11.0
63	제주	10.0	10.0	10.0	10.0	10.0	10.0	10.0	10.0	10.0	10.0	10.0	10.0	10.0	10.0	10.0	10.0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Other 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