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 공실률 데이터입니다. - (단위: %) - 공표시기 : 계간(분기)
Author	한국부동산원
URL	https://www.data.go.kr/data/15069730/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 13 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 11 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 13 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 13 other fields	High correlation
`2016_3분기` is highly overall correlated with `2013_1분기` and 12 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	2023-12-13 00:02:02.057290
Analysis finished	2023-12-13 00:02:22.559987
Duration	20.5 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	51
Distinct (%)	79.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.0375

Minimum	0.4
Maximum	25.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.4
5-th percentile	1.905
Q1	5.4
median	7.1
Q3	12.45
95-th percentile	18.9
Maximum	25.6
Range	25.2
Interquartile range (IQR)	7.05

Descriptive statistics

Standard deviation	5.5172888
Coefficient of variation (CV)	0.61048839
Kurtosis	0.48230603
Mean	9.0375
Median Absolute Deviation (MAD)	3.05
Skewness	0.89776682
Sum	578.4
Variance	30.440476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.2	3	4.7%
5.7	2	3.1%
18.9	2	3.1%
13.2	2	3.1%
4.6	2	3.1%
5.4	2	3.1%
10.5	2	3.1%
6.6	2	3.1%
10.2	2	3.1%
5.9	2	3.1%
Other values (41)	43	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.4	1	1.6%
0.9	1	1.6%
1.4	1	1.6%
1.8	1	1.6%
2.5	1	1.6%
2.7	1	1.6%
2.8	1	1.6%
3.0	1	1.6%
3.9	1	1.6%
4.2	1	1.6%

Value	Count	Frequency (%)
25.6	1	1.6%
22.6	1	1.6%
20.7	1	1.6%
18.9	2	3.1%
18.4	1	1.6%
16.6	1	1.6%
16.5	1	1.6%
15.1	1	1.6%
15.0	1	1.6%
14.7	1	1.6%

2013_2분기
Real number (ℝ)

HIGH CORRELATION

Distinct	55
Distinct (%)	85.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.678125

Minimum	0.4
Maximum	35.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.4
5-th percentile	3.015
Q1	5.9
median	7.65
Q3	12.5
95-th percentile	19.425
Maximum	35.4
Range	35
Interquartile range (IQR)	6.6

Descriptive statistics

Standard deviation	6.0277261
Coefficient of variation (CV)	0.62281962
Kurtosis	3.9869194
Mean	9.678125
Median Absolute Deviation (MAD)	2.7
Skewness	1.5131931
Sum	619.4
Variance	36.333482
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.6	3	4.7%
7.2	2	3.1%
8.9	2	3.1%
6.8	2	3.1%
6.6	2	3.1%
19.0	2	3.1%
5.6	2	3.1%
5.9	2	3.1%
7.0	1	1.6%
20.6	1	1.6%
Other values (45)	45	70.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.4	1	1.6%
0.8	1	1.6%
1.5	1	1.6%
3.0	1	1.6%
3.1	1	1.6%
3.5	1	1.6%
3.6	1	1.6%
3.8	1	1.6%
4.4	1	1.6%
4.6	1	1.6%

Value	Count	Frequency (%)
35.4	1	1.6%
21.0	1	1.6%
20.6	1	1.6%
19.5	1	1.6%
19.0	2	3.1%
17.5	1	1.6%
17.4	1	1.6%
17.3	1	1.6%
16.2	1	1.6%
15.4	1	1.6%

2013_3분기
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	82.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.178125

Minimum	0.8
Maximum	24.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.8
5-th percentile	3.015
Q1	6.2
median	8.7
Q3	14.15
95-th percentile	21.275
Maximum	24.1
Range	23.3
Interquartile range (IQR)	7.95

Descriptive statistics

Standard deviation	5.5107822
Coefficient of variation (CV)	0.54143393
Kurtosis	-0.15350551
Mean	10.178125
Median Absolute Deviation (MAD)	3.15
Skewness	0.68077443
Sum	651.4
Variance	30.36872
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.0	3	4.7%
6.8	2	3.1%
5.6	2	3.1%
15.9	2	3.1%
11.5	2	3.1%
7.9	2	3.1%
6.2	2	3.1%
7.2	2	3.1%
8.7	2	3.1%
8.5	2	3.1%
Other values (43)	43	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.8	1	1.6%
2.0	1	1.6%
2.1	1	1.6%
3.0	1	1.6%
3.1	1	1.6%
3.4	1	1.6%
4.1	1	1.6%
4.4	1	1.6%
4.9	1	1.6%
5.1	1	1.6%

Value	Count	Frequency (%)
24.1	1	1.6%
22.8	1	1.6%
22.0	1	1.6%
21.5	1	1.6%
20.0	1	1.6%
19.0	1	1.6%
17.6	1	1.6%
17.3	1	1.6%
16.3	1	1.6%
15.9	2	3.1%

2013_4분기
Real number (ℝ)

HIGH CORRELATION

Distinct	56
Distinct (%)	87.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.360938

Minimum	0.1
Maximum	27.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.1
5-th percentile	4.275
Q1	7.675
median	10.2
Q3	14.75
95-th percentile	20.095
Maximum	27.3
Range	27.2
Interquartile range (IQR)	7.075

Descriptive statistics

Standard deviation	5.5078765
Coefficient of variation (CV)	0.48480828
Kurtosis	0.54026846
Mean	11.360938
Median Absolute Deviation (MAD)	3.15
Skewness	0.61694176
Sum	727.1
Variance	30.336704
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.4	3	4.7%
9.7	2	3.1%
8.5	2	3.1%
7.1	2	3.1%
10.4	2	3.1%
7.9	2	3.1%
9.5	2	3.1%
16.3	1	1.6%
10.0	1	1.6%
12.0	1	1.6%
Other values (46)	46	71.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	1	1.6%
0.4	1	1.6%
2.6	1	1.6%
4.2	1	1.6%
4.7	1	1.6%
5.1	1	1.6%
5.4	1	1.6%
6.4	1	1.6%
6.5	1	1.6%
6.8	1	1.6%

Value	Count	Frequency (%)
27.3	1	1.6%
25.6	1	1.6%
22.6	1	1.6%
20.2	1	1.6%
19.5	1	1.6%
19.1	1	1.6%
18.5	1	1.6%
18.1	1	1.6%
17.5	1	1.6%
17.2	1	1.6%

2014_1분기
Real number (ℝ)

HIGH CORRELATION

Distinct	61
Distinct (%)	95.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.6875

Minimum	0.4
Maximum	22.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.4
5-th percentile	4.63
Q1	8.075
median	10.65
Q3	15.475
95-th percentile	20.935
Maximum	22.5
Range	22.1
Interquartile range (IQR)	7.4

Descriptive statistics

Standard deviation	5.1867811
Coefficient of variation (CV)	0.44378876
Kurtosis	-0.56024892
Mean	11.6875
Median Absolute Deviation (MAD)	3.1
Skewness	0.27852314
Sum	748
Variance	26.902698
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.2	2	3.1%
10.1	2	3.1%
9.8	2	3.1%
8.9	1	1.6%
9.0	1	1.6%
12.5	1	1.6%
12.9	1	1.6%
5.5	1	1.6%
17.5	1	1.6%
14.4	1	1.6%
Other values (51)	51	79.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.4	1	1.6%
2.5	1	1.6%
3.2	1	1.6%
4.6	1	1.6%
4.8	1	1.6%
4.9	1	1.6%
5.5	1	1.6%
6.2	1	1.6%
6.3	1	1.6%
6.5	1	1.6%

Value	Count	Frequency (%)
22.5	1	1.6%
22.2	1	1.6%
21.5	1	1.6%
21.1	1	1.6%
20.0	1	1.6%
19.4	1	1.6%
19.2	1	1.6%
18.5	1	1.6%
18.3	1	1.6%
18.1	1	1.6%

2014_2분기
Real number (ℝ)

HIGH CORRELATION

Distinct	54
Distinct (%)	84.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.132812

Minimum	0.8
Maximum	25.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.8
5-th percentile	4.845
Q1	8.05
median	11.3
Q3	15.725
95-th percentile	21.59
Maximum	25.4
Range	24.6
Interquartile range (IQR)	7.675

Descriptive statistics

Standard deviation	5.4023233
Coefficient of variation (CV)	0.44526554
Kurtosis	-0.16567842
Mean	12.132812
Median Absolute Deviation (MAD)	3.7
Skewness	0.50463808
Sum	776.5
Variance	29.185097
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.6	3	4.7%
8.7	3	4.7%
10.6	3	4.7%
11.3	2	3.1%
14.3	2	3.1%
10.1	2	3.1%
11.8	2	3.1%
10.4	1	1.6%
22.7	1	1.6%
12.0	1	1.6%
Other values (44)	44	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.8	1	1.6%
3.8	1	1.6%
3.9	1	1.6%
4.8	1	1.6%
5.1	1	1.6%
5.2	1	1.6%
6.1	1	1.6%
6.6	1	1.6%
7.1	1	1.6%
7.2	1	1.6%

Value	Count	Frequency (%)
25.4	1	1.6%
25.3	1	1.6%
22.7	1	1.6%
21.8	1	1.6%
20.4	1	1.6%
20.3	1	1.6%
20.2	1	1.6%
18.8	1	1.6%
18.3	1	1.6%
18.2	1	1.6%

2014_3분기
Real number (ℝ)

HIGH CORRELATION

Distinct	56
Distinct (%)	87.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.701562

Minimum	0.8
Maximum	39.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.8
5-th percentile	5.015
Q1	8.5
median	11.1
Q3	16.375
95-th percentile	22.445
Maximum	39.7
Range	38.9
Interquartile range (IQR)	7.875

Descriptive statistics

Standard deviation	6.7779402
Coefficient of variation (CV)	0.53363043
Kurtosis	3.1156394
Mean	12.701562
Median Absolute Deviation (MAD)	4.5
Skewness	1.3039407
Sum	812.9
Variance	45.940474
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.6	2	3.1%
6.1	2	3.1%
8.5	2	3.1%
14.0	2	3.1%
11.1	2	3.1%
9.2	2	3.1%
8.7	2	3.1%
6.0	2	3.1%
17.9	1	1.6%
13.3	1	1.6%
Other values (46)	46	71.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.8	1	1.6%
2.2	1	1.6%
3.9	1	1.6%
5.0	1	1.6%
5.1	1	1.6%
5.5	1	1.6%
6.0	2	3.1%
6.1	2	3.1%
6.3	1	1.6%
6.6	1	1.6%

Value	Count	Frequency (%)
39.7	1	1.6%
29.1	1	1.6%
28.1	1	1.6%
22.7	1	1.6%
21.0	1	1.6%
20.7	1	1.6%
20.5	1	1.6%
19.8	1	1.6%
19.6	1	1.6%
19.4	1	1.6%

2014_4분기
Real number (ℝ)

HIGH CORRELATION

Distinct	55
Distinct (%)	85.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.55

Minimum	1.6
Maximum	42.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	1.6
5-th percentile	4.345
Q1	7.975
median	10.85
Q3	15.85
95-th percentile	23.59
Maximum	42.6
Range	41
Interquartile range (IQR)	7.875

Descriptive statistics

Standard deviation	7.189918
Coefficient of variation (CV)	0.57290183
Kurtosis	4.0733633
Mean	12.55
Median Absolute Deviation (MAD)	4.1
Skewness	1.5794705
Sum	803.2
Variance	51.694921
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.8	2	3.1%
10.1	2	3.1%
8.0	2	3.1%
14.6	2	3.1%
11.1	2	3.1%
15.8	2	3.1%
6.3	2	3.1%
11.4	2	3.1%
9.3	2	3.1%
17.4	1	1.6%
Other values (45)	45	70.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.6	1	1.6%
2.2	1	1.6%
4.2	1	1.6%
4.3	1	1.6%
4.6	1	1.6%
4.9	1	1.6%
5.0	1	1.6%
5.2	1	1.6%
6.1	1	1.6%
6.3	2	3.1%

Value	Count	Frequency (%)
42.6	1	1.6%
31.1	1	1.6%
28.2	1	1.6%
23.8	1	1.6%
22.4	1	1.6%
21.6	1	1.6%
20.9	1	1.6%
20.3	1	1.6%
20.2	1	1.6%
20.1	1	1.6%

2015_1분기
Real number (ℝ)

HIGH CORRELATION

Distinct	55
Distinct (%)	85.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.804687

Minimum	1.5
Maximum	43.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	1.5
5-th percentile	4.205
Q1	8.075
median	10.55
Q3	16.425
95-th percentile	25.135
Maximum	43.1
Range	41.6
Interquartile range (IQR)	8.35

Descriptive statistics

Standard deviation	7.4074272
Coefficient of variation (CV)	0.5784934
Kurtosis	3.7135331
Mean	12.804687
Median Absolute Deviation (MAD)	3.9
Skewness	1.5668644
Sum	819.5
Variance	54.869978
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.0	2	3.1%
8.5	2	3.1%
5.4	2	3.1%
18.4	2	3.1%
9.4	2	3.1%
18.9	2	3.1%
8.8	2	3.1%
10.0	2	3.1%
9.2	2	3.1%
20.2	1	1.6%
Other values (45)	45	70.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.5	1	1.6%
3.6	1	1.6%
3.7	1	1.6%
4.1	1	1.6%
4.8	1	1.6%
5.3	1	1.6%
5.4	2	3.1%
6.0	1	1.6%
6.1	1	1.6%
6.8	1	1.6%

Value	Count	Frequency (%)
43.1	1	1.6%
31.1	1	1.6%
30.7	1	1.6%
25.6	1	1.6%
22.5	1	1.6%
22.4	1	1.6%
22.0	1	1.6%
20.3	1	1.6%
20.2	1	1.6%
18.9	2	3.1%

2015_2분기
Real number (ℝ)

HIGH CORRELATION

Distinct	56
Distinct (%)	87.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.704688

Minimum	1.1
Maximum	37.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	1.1
5-th percentile	3.16
Q1	8.175
median	10.75
Q3	16.15
95-th percentile	23.65
Maximum	37.2
Range	36.1
Interquartile range (IQR)	7.975

Descriptive statistics

Standard deviation	7.0690344
Coefficient of variation (CV)	0.55641151
Kurtosis	1.6174974
Mean	12.704688
Median Absolute Deviation (MAD)	4.3
Skewness	1.0709509
Sum	813.1
Variance	49.971248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.2	3	4.7%
16.1	2	3.1%
8.1	2	3.1%
9.0	2	3.1%
14.2	2	3.1%
8.8	2	3.1%
16.3	2	3.1%
10.2	1	1.6%
14.8	1	1.6%
8.3	1	1.6%
Other values (46)	46	71.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.1	1	1.6%
2.3	1	1.6%
3.0	1	1.6%
3.1	1	1.6%
3.5	1	1.6%
4.1	1	1.6%
5.3	1	1.6%
5.5	1	1.6%
5.7	1	1.6%
6.6	1	1.6%

Value	Count	Frequency (%)
37.2	1	1.6%
31.3	1	1.6%
28.8	1	1.6%
23.8	1	1.6%
22.8	1	1.6%
22.6	1	1.6%
21.8	1	1.6%
21.7	1	1.6%
20.8	1	1.6%
18.8	1	1.6%

2015_3분기
Real number (ℝ)

HIGH CORRELATION

Distinct	58
Distinct (%)	90.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.860938

Minimum	1.3
Maximum	38.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	1.3
5-th percentile	3.165
Q1	7.975
median	11.1
Q3	17.5
95-th percentile	23.695
Maximum	38.9
Range	37.6
Interquartile range (IQR)	9.525

Descriptive statistics

Standard deviation	7.2811916
Coefficient of variation (CV)	0.56614781
Kurtosis	1.7503638
Mean	12.860938
Median Absolute Deviation (MAD)	4.25
Skewness	1.0434248
Sum	823.1
Variance	53.015751
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.3	3	4.7%
11.0	2	3.1%
19.5	2	3.1%
17.5	2	3.1%
9.0	2	3.1%
15.1	1	1.6%
23.8	1	1.6%
31.6	1	1.6%
22.7	1	1.6%
10.1	1	1.6%
Other values (48)	48	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.3	1	1.6%
1.6	1	1.6%
1.7	1	1.6%
3.0	1	1.6%
4.1	1	1.6%
4.3	1	1.6%
5.0	1	1.6%
5.1	1	1.6%
5.5	1	1.6%
6.6	1	1.6%

Value	Count	Frequency (%)
38.9	1	1.6%
31.6	1	1.6%
28.2	1	1.6%
23.8	1	1.6%
23.1	1	1.6%
22.7	1	1.6%
22.2	1	1.6%
21.8	1	1.6%
19.5	2	3.1%
19.1	1	1.6%

2015_4분기
Real number (ℝ)

HIGH CORRELATION

Distinct	56
Distinct (%)	87.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.44375

Minimum	0.5
Maximum	41.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.5
5-th percentile	3.215
Q1	8.45
median	11.45
Q3	17.35
95-th percentile	24.11
Maximum	41.6
Range	41.1
Interquartile range (IQR)	8.9

Descriptive statistics

Standard deviation	7.9007509
Coefficient of variation (CV)	0.58768952
Kurtosis	1.9786584
Mean	13.44375
Median Absolute Deviation (MAD)	4.9
Skewness	1.0492499
Sum	860.4
Variance	62.421865
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.7	2	3.1%
8.1	2	3.1%
19.6	2	3.1%
15.8	2	3.1%
8.5	2	3.1%
10.0	2	3.1%
9.1	2	3.1%
9.0	2	3.1%
0.5	1	1.6%
16.4	1	1.6%
Other values (46)	46	71.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	1	1.6%
1.2	1	1.6%
1.6	1	1.6%
3.2	1	1.6%
3.3	1	1.6%
4.1	1	1.6%
4.6	1	1.6%
5.0	1	1.6%
5.1	1	1.6%
5.9	1	1.6%

Value	Count	Frequency (%)
41.6	1	1.6%
36.5	1	1.6%
26.8	1	1.6%
24.2	1	1.6%
23.6	1	1.6%
23.4	1	1.6%
23.0	1	1.6%
22.6	1	1.6%
22.1	1	1.6%
21.9	1	1.6%

2016_1분기
Real number (ℝ)

HIGH CORRELATION

Distinct	54
Distinct (%)	84.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.140625

Minimum	0.5
Maximum	39.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.5
5-th percentile	4.03
Q1	8.825
median	12.6
Q3	18.3
95-th percentile	26.11
Maximum	39.5
Range	39
Interquartile range (IQR)	9.475

Descriptive statistics

Standard deviation	7.9977322
Coefficient of variation (CV)	0.56558548
Kurtosis	1.0711316
Mean	14.140625
Median Absolute Deviation (MAD)	4.85
Skewness	0.87629937
Sum	905
Variance	63.96372
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.2	3	4.7%
10.4	2	3.1%
14.8	2	3.1%
17.8	2	3.1%
7.8	2	3.1%
4.7	2	3.1%
24.9	2	3.1%
4.2	2	3.1%
7.3	2	3.1%
10.2	1	1.6%
Other values (44)	44	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	1	1.6%
1.2	1	1.6%
2.6	1	1.6%
4.0	1	1.6%
4.2	2	3.1%
4.7	2	3.1%
5.3	1	1.6%
7.3	2	3.1%
7.8	2	3.1%
8.1	1	1.6%

Value	Count	Frequency (%)
39.5	1	1.6%
37.2	1	1.6%
28.4	1	1.6%
26.2	1	1.6%
25.6	1	1.6%
24.9	2	3.1%
24.4	1	1.6%
23.9	1	1.6%
23.4	1	1.6%
23.1	1	1.6%

2016_2분기
Real number (ℝ)

HIGH CORRELATION

Distinct	57
Distinct (%)	89.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.085938

Minimum	0.5
Maximum	41.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.5
5-th percentile	4.3
Q1	9.325
median	11.95
Q3	18.35
95-th percentile	26.635
Maximum	41.3
Range	40.8
Interquartile range (IQR)	9.025

Descriptive statistics

Standard deviation	8.137077
Coefficient of variation (CV)	0.57767379
Kurtosis	1.4271088
Mean	14.085938
Median Absolute Deviation (MAD)	5.4
Skewness	1.0112674
Sum	901.5
Variance	66.212021
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.5	3	4.7%
10.4	2	3.1%
11.1	2	3.1%
4.3	2	3.1%
10.5	2	3.1%
25.7	2	3.1%
21.4	1	1.6%
25.0	1	1.6%
9.1	1	1.6%
18.5	1	1.6%
Other values (47)	47	73.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.5	1	1.6%
1.2	1	1.6%
3.5	1	1.6%
4.3	2	3.1%
4.7	1	1.6%
5.2	1	1.6%
5.3	1	1.6%
5.7	1	1.6%
6.2	1	1.6%
6.6	1	1.6%

Value	Count	Frequency (%)
41.3	1	1.6%
37.7	1	1.6%
27.8	1	1.6%
26.8	1	1.6%
25.7	2	3.1%
25.0	1	1.6%
24.2	1	1.6%
24.0	1	1.6%
23.5	1	1.6%
22.4	1	1.6%

2016_3분기
Real number (ℝ)

HIGH CORRELATION

Distinct	50
Distinct (%)	78.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.779687

Minimum	1.2
Maximum	40.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	1.2
5-th percentile	4.6
Q1	8.05
median	11.45
Q3	18.45
95-th percentile	27.665
Maximum	40.7
Range	39.5
Interquartile range (IQR)	10.4

Descriptive statistics

Standard deviation	8.1506681
Coefficient of variation (CV)	0.59149876
Kurtosis	1.3759489
Mean	13.779687
Median Absolute Deviation (MAD)	5.7
Skewness	1.0757769
Sum	881.9
Variance	66.43339
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.8	4	6.2%
4.6	3	4.7%
13.3	3	4.7%
7.9	3	4.7%
17.2	3	4.7%
5.5	2	3.1%
10.1	2	3.1%
9.5	2	3.1%
23.2	1	1.6%
22.8	1	1.6%
Other values (40)	40	62.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.2	1	1.6%
2.2	1	1.6%
2.5	1	1.6%
4.6	3	4.7%
4.7	1	1.6%
5.3	1	1.6%
5.5	2	3.1%
5.8	1	1.6%
6.7	1	1.6%
7.0	1	1.6%

Value	Count	Frequency (%)
40.7	1	1.6%
37.4	1	1.6%
29.3	1	1.6%
27.8	1	1.6%
26.9	1	1.6%
25.4	1	1.6%
24.5	1	1.6%
23.2	1	1.6%
23.1	1	1.6%
22.8	1	1.6%

2016_4분기
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	82.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.809375

Minimum	1.2
Maximum	40
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	1.2
5-th percentile	4.615
Q1	8.475
median	12.75
Q3	17.775
95-th percentile	27.71
Maximum	40
Range	38.8
Interquartile range (IQR)	9.3

Descriptive statistics

Standard deviation	7.9314667
Coefficient of variation (CV)	0.57435378
Kurtosis	1.4815678
Mean	13.809375
Median Absolute Deviation (MAD)	4.8
Skewness	1.1139635
Sum	883.8
Variance	62.908165
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.4	2	3.1%
8.6	2	3.1%
10.4	2	3.1%
17.1	2	3.1%
22.4	2	3.1%
9.0	2	3.1%
6.3	2	3.1%
13.5	2	3.1%
10.9	2	3.1%
13.9	2	3.1%
Other values (43)	44	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.2	1	1.6%
2.2	1	1.6%
3.8	1	1.6%
4.6	1	1.6%
4.7	1	1.6%
5.7	1	1.6%
5.9	1	1.6%
6.1	1	1.6%
6.2	1	1.6%
6.3	2	3.1%

Value	Count	Frequency (%)
40.0	1	1.6%
36.9	1	1.6%
29.5	1	1.6%
27.8	1	1.6%
27.2	1	1.6%
25.4	1	1.6%
24.7	1	1.6%
23.7	1	1.6%
22.4	2	3.1%
20.7	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	0.794	0.903	0.878	0.871	0.805	0.731	0.746	0.733	0.847	0.718	0.676	0.686	0.610	0.642	0.691
2013_2분기	1.000	0.794	1.000	0.827	0.778	0.746	0.724	0.774	0.775	0.718	0.735	0.771	0.757	0.633	0.628	0.683	0.615
2013_3분기	1.000	0.903	0.827	1.000	0.926	0.907	0.878	0.709	0.768	0.701	0.837	0.764	0.747	0.711	0.633	0.716	0.672
2013_4분기	1.000	0.878	0.778	0.926	1.000	0.931	0.910	0.795	0.822	0.749	0.844	0.693	0.671	0.740	0.582	0.759	0.740
2014_1분기	1.000	0.871	0.746	0.907	0.931	1.000	0.916	0.598	0.705	0.584	0.604	0.594	0.534	0.509	0.492	0.629	0.559
2014_2분기	1.000	0.805	0.724	0.878	0.910	0.916	1.000	0.839	0.833	0.737	0.857	0.718	0.679	0.740	0.739	0.753	0.741
2014_3분기	1.000	0.731	0.774	0.709	0.795	0.598	0.839	1.000	0.881	0.909	0.861	0.801	0.809	0.676	0.836	0.670	0.646
2014_4분기	1.000	0.746	0.775	0.768	0.822	0.705	0.833	0.881	1.000	0.899	0.860	0.941	0.928	0.892	0.775	0.884	0.883
2015_1분기	1.000	0.733	0.718	0.701	0.749	0.584	0.737	0.909	0.899	1.000	0.880	0.851	0.829	0.726	0.900	0.714	0.744
2015_2분기	1.000	0.847	0.735	0.837	0.844	0.604	0.857	0.861	0.860	0.880	1.000	0.946	0.932	0.823	0.853	0.823	0.805
2015_3분기	1.000	0.718	0.771	0.764	0.693	0.594	0.718	0.801	0.941	0.851	0.946	1.000	0.991	0.927	0.893	0.945	0.933
2015_4분기	1.000	0.676	0.757	0.747	0.671	0.534	0.679	0.809	0.928	0.829	0.932	0.991	1.000	0.944	0.886	0.931	0.921
2016_1분기	1.000	0.686	0.633	0.711	0.740	0.509	0.740	0.676	0.892	0.726	0.823	0.927	0.944	1.000	0.915	0.971	0.970
2016_2분기	1.000	0.610	0.628	0.633	0.582	0.492	0.739	0.836	0.775	0.900	0.853	0.893	0.886	0.915	1.000	0.895	0.884
2016_3분기	1.000	0.642	0.683	0.716	0.759	0.629	0.753	0.670	0.884	0.714	0.823	0.945	0.931	0.971	0.895	1.000	0.979
2016_4분기	1.000	0.691	0.615	0.672	0.740	0.559	0.741	0.646	0.883	0.744	0.805	0.933	0.921	0.970	0.884	0.979	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	0.893	0.853	0.822	0.831	0.727	0.707	0.683	0.607	0.643	0.622	0.645	0.630	0.615	0.599	0.623
2013_2분기	0.893	1.000	0.914	0.871	0.878	0.745	0.688	0.626	0.550	0.564	0.509	0.561	0.555	0.534	0.520	0.564
2013_3분기	0.853	0.914	1.000	0.914	0.888	0.775	0.723	0.623	0.593	0.601	0.538	0.556	0.537	0.527	0.498	0.552
2013_4분기	0.822	0.871	0.914	1.000	0.954	0.820	0.713	0.622	0.580	0.576	0.551	0.592	0.579	0.552	0.506	0.576
2014_1분기	0.831	0.878	0.888	0.954	1.000	0.826	0.711	0.607	0.531	0.525	0.499	0.523	0.516	0.494	0.468	0.517
2014_2분기	0.727	0.745	0.775	0.820	0.826	1.000	0.914	0.842	0.750	0.712	0.655	0.655	0.646	0.642	0.593	0.633
2014_3분기	0.707	0.688	0.723	0.713	0.711	0.914	1.000	0.931	0.805	0.757	0.707	0.709	0.690	0.689	0.642	0.682
2014_4분기	0.683	0.626	0.623	0.622	0.607	0.842	0.931	1.000	0.894	0.855	0.796	0.796	0.779	0.775	0.719	0.765
2015_1분기	0.607	0.550	0.593	0.580	0.531	0.750	0.805	0.894	1.000	0.950	0.881	0.854	0.834	0.832	0.757	0.788
2015_2분기	0.643	0.564	0.601	0.576	0.525	0.712	0.757	0.855	0.950	1.000	0.923	0.888	0.852	0.849	0.791	0.813
2015_3분기	0.622	0.509	0.538	0.551	0.499	0.655	0.707	0.796	0.881	0.923	1.000	0.963	0.924	0.926	0.896	0.893
2015_4분기	0.645	0.561	0.556	0.592	0.523	0.655	0.709	0.796	0.854	0.888	0.963	1.000	0.951	0.942	0.906	0.921
2016_1분기	0.630	0.555	0.537	0.579	0.516	0.646	0.690	0.779	0.834	0.852	0.924	0.951	1.000	0.981	0.942	0.943
2016_2분기	0.615	0.534	0.527	0.552	0.494	0.642	0.689	0.775	0.832	0.849	0.926	0.942	0.981	1.000	0.964	0.963
2016_3분기	0.599	0.520	0.498	0.506	0.468	0.593	0.642	0.719	0.757	0.791	0.896	0.906	0.942	0.964	1.000	0.961
2016_4분기	0.623	0.564	0.552	0.576	0.517	0.633	0.682	0.765	0.788	0.813	0.893	0.921	0.943	0.963	0.961	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	6.2	6.4	6.8	8.4	8.9	10.4	10.4	10.8	12.0	10.2	10.1	10.2	10.1	10.2	9.4	9.4
1	서울 도심	6.2	6.8	7.1	7.7	8.2	12.2	12.6	14.1	13.4	11.1	9.8	10.7	10.9	11.5	10.3	10.4
2	서울 도심 광화문	4.6	4.9	5.1	7.0	7.8	7.1	6.0	4.3	4.8	5.7	5.5	8.2	8.6	12.1	11.6	11.2
3	서울 도심 동대문	5.2	4.6	4.9	5.4	6.2	7.4	8.7	9.3	5.4	7.6	7.9	6.2	8.9	9.4	5.8	6.6
4	서울 도심 명동	5.9	6.6	6.8	6.8	7.4	7.6	12.9	11.4	10.5	9.2	10.5	14.6	15.5	14.1	13.3	13.0
5	서울 도심 서울역	1.4	1.5	2.1	2.6	2.5	21.8	21.0	31.1	30.7	20.8	17.5	15.4	14.1	14.6	11.3	12.9
6	서울 도심 종로	10.1	9.9	10.0	10.5	11.0	10.8	10.8	10.1	9.4	8.1	6.6	6.6	7.3	7.0	7.9	6.5
7	서울 도심 충무로	12.0	19.0	19.0	18.5	18.5	18.8	19.6	20.3	18.9	18.3	13.4	17.2	16.0	14.5	10.1	13.9
8	서울 강남	5.9	6.2	6.9	9.7	10.1	10.1	10.3	10.1	10.6	11.0	11.5	11.5	10.4	10.0	9.0	8.6
9	서울 강남 강남대로	8.8	10.1	8.5	12.2	12.8	13.0	11.1	11.3	14.3	14.2	18.5	22.6	24.9	22.4	18.6	13.9

	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	7.2	7.2	6.5	6.5	6.5	5.2	6.0	6.5	7.5	7.5	7.5	8.5	8.5	6.6	7.0	7.0
55	경기 평촌범계	1.8	7.7	5.2	7.1	9.8	8.1	6.1	6.1	5.4	3.5	1.6	1.6	4.2	4.3	9.5	6.3
56	강원	13.2	14.7	17.3	19.1	19.2	18.3	18.1	19.4	18.5	16.1	17.8	17.5	19.2	21.4	17.7	18.0
57	충북	10.7	10.3	15.6	16.4	13.7	17.8	20.5	20.2	20.3	21.7	21.8	23.0	23.4	25.7	26.9	27.2
58	충남	8.4	8.9	7.7	13.0	11.8	11.6	10.2	9.0	8.5	9.9	9.4	10.0	10.2	10.3	10.1	10.1
59	전북	16.6	17.5	16.3	17.5	19.4	20.3	20.7	20.9	22.5	22.6	23.1	24.2	25.6	25.0	23.1	22.4
60	전남	14.7	14.9	14.1	13.4	14.3	14.9	15.0	15.4	18.6	18.6	18.3	19.3	18.9	18.7	18.2	18.2
61	경북	12.6	10.4	10.8	11.4	10.8	11.4	12.0	12.6	14.9	14.2	13.7	15.8	17.8	18.2	17.2	18.8
62	경남	6.5	7.1	7.2	7.5	7.5	7.6	8.5	8.0	9.2	9.0	9.0	9.1	9.7	10.4	12.6	13.5
63	제주	3.9	3.5	4.1	6.4	8.1	7.9	7.9	7.9	7.9	8.8	11.9	10.9	10.5	10.5	10.8	10.4

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