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 소득수익률 데이터입니다. - (단위 : %) - 공표시기 : 계간(분기)
Author	한국부동산원
URL	https://www.data.go.kr/data/15043984/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 07:02:24.266020
Analysis finished	2023-12-12 07:02:54.095378
Duration	29.83 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	8
Mean length	6.40625
Min length	2

Characters and Unicode

Total characters	410
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 (%)
	81	19.8%
서	31	7.6%
울	31	7.6%
산	16	3.9%
기	14	3.4%
대	14	3.4%
도	14	3.4%
남	11	2.7%
로	9	2.2%
동	9	2.2%
Other values (77)	180	43.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	328	80.0%
Space Separator	81	19.8%
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 (%)
	81	100.0%

Other Punctuation

Value	Count	Frequency (%)
/	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	328	80.0%
Common	82	20.0%

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 (%)
	81	98.8%
/	1	1.2%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	328	80.0%
ASCII	82	20.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	81	98.8%
/	1	1.2%

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	54
Distinct (%)	84.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2948437

Minimum	0.53
Maximum	2.27
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.53
5-th percentile	0.7515
Q1	1.04
median	1.32
Q3	1.49
95-th percentile	1.7555
Maximum	2.27
Range	1.74
Interquartile range (IQR)	0.45

Descriptive statistics

Standard deviation	0.35657984
Coefficient of variation (CV)	0.27538445
Kurtosis	0.65020035
Mean	1.2948437
Median Absolute Deviation (MAD)	0.225
Skewness	0.31918007
Sum	82.87
Variance	0.12714918
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.49	3	4.7%
1.32	3	4.7%
1.08	2	3.1%
1.53	2	3.1%
1.37	2	3.1%
1.04	2	3.1%
1.45	2	3.1%
1.65	2	3.1%
1.22	1	1.6%
1.56	1	1.6%
Other values (44)	44	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.53	1	1.6%
0.62	1	1.6%
0.63	1	1.6%
0.75	1	1.6%
0.76	1	1.6%
0.79	1	1.6%
0.82	1	1.6%
0.9	1	1.6%
0.91	1	1.6%
0.92	1	1.6%

Value	Count	Frequency (%)
2.27	1	1.6%
2.26	1	1.6%
2.08	1	1.6%
1.76	1	1.6%
1.73	1	1.6%
1.72	1	1.6%
1.65	2	3.1%
1.64	1	1.6%
1.63	1	1.6%
1.62	1	1.6%

2013_2분기
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	82.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2785938

Minimum	0.52
Maximum	2.25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.52
5-th percentile	0.743
Q1	1.0475
median	1.28
Q3	1.5125
95-th percentile	1.7485
Maximum	2.25
Range	1.73
Interquartile range (IQR)	0.465

Descriptive statistics

Standard deviation	0.34115521
Coefficient of variation (CV)	0.26682065
Kurtosis	0.41260422
Mean	1.2785938
Median Absolute Deviation (MAD)	0.235
Skewness	0.10408203
Sum	81.83
Variance	0.11638688
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.29	3	4.7%
1.37	3	4.7%
1.63	3	4.7%
1.17	2	3.1%
1.45	2	3.1%
1.4	2	3.1%
1.27	2	3.1%
1.52	2	3.1%
1.43	1	1.6%
1.51	1	1.6%
Other values (43)	43	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.52	1	1.6%
0.54	1	1.6%
0.63	1	1.6%
0.74	1	1.6%
0.76	1	1.6%
0.79	1	1.6%
0.83	1	1.6%
0.86	1	1.6%
0.92	1	1.6%
0.93	1	1.6%

Value	Count	Frequency (%)
2.25	1	1.6%
2.08	1	1.6%
1.76	1	1.6%
1.75	1	1.6%
1.74	1	1.6%
1.7	1	1.6%
1.66	1	1.6%
1.64	1	1.6%
1.63	3	4.7%
1.58	1	1.6%

2013_3분기
Real number (ℝ)

HIGH CORRELATION

Distinct	49
Distinct (%)	76.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0125

Minimum	0.16
Maximum	1.95
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.16
5-th percentile	0.3975
Q1	0.795
median	1.04
Q3	1.265
95-th percentile	1.5385
Maximum	1.95
Range	1.79
Interquartile range (IQR)	0.47

Descriptive statistics

Standard deviation	0.35979271
Coefficient of variation (CV)	0.35535082
Kurtosis	-0.067497315
Mean	1.0125
Median Absolute Deviation (MAD)	0.25
Skewness	-0.17290148
Sum	64.8
Variance	0.12945079
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
0.8	3	4.7%
0.94	3	4.7%
1.11	3	4.7%
1.31	2	3.1%
1.04	2	3.1%
1.0	2	3.1%
1.14	2	3.1%
1.32	2	3.1%
1.19	2	3.1%
1.09	2	3.1%
Other values (39)	41	64.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.16	1	1.6%
0.29	1	1.6%
0.32	1	1.6%
0.39	1	1.6%
0.44	1	1.6%
0.45	1	1.6%
0.51	1	1.6%
0.56	1	1.6%
0.57	1	1.6%
0.61	1	1.6%

Value	Count	Frequency (%)
1.95	1	1.6%
1.58	1	1.6%
1.55	1	1.6%
1.54	1	1.6%
1.53	1	1.6%
1.49	1	1.6%
1.43	1	1.6%
1.4	2	3.1%
1.39	1	1.6%
1.37	1	1.6%

2013_4분기
Real number (ℝ)

HIGH CORRELATION

Distinct	49
Distinct (%)	76.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2278125

Minimum	0.46
Maximum	1.98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.46
5-th percentile	0.7275
Q1	1.0375
median	1.23
Q3	1.44
95-th percentile	1.6385
Maximum	1.98
Range	1.52
Interquartile range (IQR)	0.4025

Descriptive statistics

Standard deviation	0.30972834
Coefficient of variation (CV)	0.2522603
Kurtosis	0.098495516
Mean	1.2278125
Median Absolute Deviation (MAD)	0.205
Skewness	-0.29552539
Sum	78.58
Variance	0.095931647
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
1.35	3	4.7%
1.22	2	3.1%
1.0	2	3.1%
1.44	2	3.1%
1.51	2	3.1%
1.08	2	3.1%
1.23	2	3.1%
1.49	2	3.1%
1.3	2	3.1%
1.13	2	3.1%
Other values (39)	43	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.46	1	1.6%
0.53	1	1.6%
0.54	1	1.6%
0.72	1	1.6%
0.77	1	1.6%
0.78	1	1.6%
0.81	1	1.6%
0.82	1	1.6%
0.87	1	1.6%
0.88	1	1.6%

Value	Count	Frequency (%)
1.98	1	1.6%
1.75	1	1.6%
1.72	1	1.6%
1.64	1	1.6%
1.63	1	1.6%
1.62	1	1.6%
1.61	2	3.1%
1.6	1	1.6%
1.57	1	1.6%
1.51	2	3.1%

2014_1분기
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	82.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2375

Minimum	0.48
Maximum	2.02
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.48
5-th percentile	0.7915
Q1	1.0075
median	1.25
Q3	1.4175
95-th percentile	1.6685
Maximum	2.02
Range	1.54
Interquartile range (IQR)	0.41

Descriptive statistics

Standard deviation	0.30704945
Coefficient of variation (CV)	0.24812077
Kurtosis	-0.057278063
Mean	1.2375
Median Absolute Deviation (MAD)	0.215
Skewness	-0.16712639
Sum	79.2
Variance	0.094279365
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.38	3	4.7%
1.39	2	3.1%
1.12	2	3.1%
0.99	2	3.1%
0.81	2	3.1%
1.19	2	3.1%
1.24	2	3.1%
0.96	2	3.1%
1.41	2	3.1%
1.21	2	3.1%
Other values (43)	43	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.48	1	1.6%
0.58	1	1.6%
0.63	1	1.6%
0.79	1	1.6%
0.8	1	1.6%
0.81	2	3.1%
0.82	1	1.6%
0.89	1	1.6%
0.91	1	1.6%
0.96	2	3.1%

Value	Count	Frequency (%)
2.02	1	1.6%
1.75	1	1.6%
1.69	1	1.6%
1.67	1	1.6%
1.66	1	1.6%
1.64	1	1.6%
1.62	1	1.6%
1.61	1	1.6%
1.59	1	1.6%
1.58	1	1.6%

2014_2분기
Real number (ℝ)

HIGH CORRELATION

Distinct	44
Distinct (%)	68.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2314063

Minimum	0.46
Maximum	1.78
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.46
5-th percentile	0.7745
Q1	1.035
median	1.26
Q3	1.45
95-th percentile	1.684
Maximum	1.78
Range	1.32
Interquartile range (IQR)	0.415

Descriptive statistics

Standard deviation	0.29591326
Coefficient of variation (CV)	0.24030515
Kurtosis	-0.21390873
Mean	1.2314063
Median Absolute Deviation (MAD)	0.21
Skewness	-0.36691863
Sum	78.81
Variance	0.087564658
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
1.56	3	4.7%
1.47	3	4.7%
1.3	3	4.7%
1.11	2	3.1%
1.24	2	3.1%
1.32	2	3.1%
1.26	2	3.1%
1.42	2	3.1%
1.02	2	3.1%
1.04	2	3.1%
Other values (34)	41	64.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.46	1	1.6%
0.58	1	1.6%
0.67	1	1.6%
0.77	1	1.6%
0.8	2	3.1%
0.81	1	1.6%
0.83	1	1.6%
0.86	1	1.6%
0.89	1	1.6%
0.92	1	1.6%

Value	Count	Frequency (%)
1.78	2	3.1%
1.71	1	1.6%
1.69	1	1.6%
1.65	2	3.1%
1.59	1	1.6%
1.56	3	4.7%
1.49	1	1.6%
1.47	3	4.7%
1.46	1	1.6%
1.45	2	3.1%

2014_3분기
Real number (ℝ)

HIGH CORRELATION

Distinct	51
Distinct (%)	79.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.98859375

Minimum	0.19
Maximum	1.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.19
5-th percentile	0.429
Q1	0.755
median	1.02
Q3	1.2325
95-th percentile	1.4785
Maximum	1.7
Range	1.51
Interquartile range (IQR)	0.4775

Descriptive statistics

Standard deviation	0.33724781
Coefficient of variation (CV)	0.34113893
Kurtosis	-0.39541633
Mean	0.98859375
Median Absolute Deviation (MAD)	0.24
Skewness	-0.27083231
Sum	63.27
Variance	0.11373609
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.29	3	4.7%
0.94	2	3.1%
0.76	2	3.1%
1.03	2	3.1%
1.01	2	3.1%
0.88	2	3.1%
1.26	2	3.1%
1.47	2	3.1%
1.04	2	3.1%
0.93	2	3.1%
Other values (41)	43	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.19	1	1.6%
0.29	1	1.6%
0.33	1	1.6%
0.42	1	1.6%
0.48	1	1.6%
0.49	1	1.6%
0.54	1	1.6%
0.55	1	1.6%
0.59	1	1.6%
0.6	1	1.6%

Value	Count	Frequency (%)
1.7	1	1.6%
1.58	1	1.6%
1.53	1	1.6%
1.48	1	1.6%
1.47	2	3.1%
1.44	1	1.6%
1.37	1	1.6%
1.34	1	1.6%
1.29	3	4.7%
1.27	1	1.6%

2014_4분기
Real number (ℝ)

HIGH CORRELATION

Distinct	50
Distinct (%)	78.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.178125

Minimum	0.39
Maximum	2.06
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.39
5-th percentile	0.586
Q1	0.95
median	1.22
Q3	1.4075
95-th percentile	1.637
Maximum	2.06
Range	1.67
Interquartile range (IQR)	0.4575

Descriptive statistics

Standard deviation	0.33390368
Coefficient of variation (CV)	0.28341957
Kurtosis	-0.021928093
Mean	1.178125
Median Absolute Deviation (MAD)	0.24
Skewness	-0.13292186
Sum	75.4
Variance	0.11149167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.3	4	6.2%
1.26	3	4.7%
1.23	3	4.7%
1.11	3	4.7%
1.1	2	3.1%
1.61	2	3.1%
1.33	2	3.1%
0.95	2	3.1%
1.15	2	3.1%
0.58	1	1.6%
Other values (40)	40	62.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.39	1	1.6%
0.5	1	1.6%
0.53	1	1.6%
0.58	1	1.6%
0.62	1	1.6%
0.72	1	1.6%
0.74	1	1.6%
0.78	1	1.6%
0.79	1	1.6%
0.8	1	1.6%

Value	Count	Frequency (%)
2.06	1	1.6%
1.73	1	1.6%
1.67	1	1.6%
1.64	1	1.6%
1.62	1	1.6%
1.61	2	3.1%
1.57	1	1.6%
1.56	1	1.6%
1.55	1	1.6%
1.52	1	1.6%

2015_1분기
Real number (ℝ)

HIGH CORRELATION

Distinct	52
Distinct (%)	81.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.183125

Minimum	0.47
Maximum	2.14
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.47
5-th percentile	0.5945
Q1	0.995
median	1.2
Q3	1.4225
95-th percentile	1.6625
Maximum	2.14
Range	1.67
Interquartile range (IQR)	0.4275

Descriptive statistics

Standard deviation	0.33361357
Coefficient of variation (CV)	0.28197661
Kurtosis	0.12037157
Mean	1.183125
Median Absolute Deviation (MAD)	0.22
Skewness	0.047658788
Sum	75.72
Variance	0.11129802
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.0	4	6.2%
0.88	3	4.7%
1.29	2	3.1%
1.08	2	3.1%
1.45	2	3.1%
1.58	2	3.1%
1.32	2	3.1%
1.23	2	3.1%
1.11	2	3.1%
0.7	1	1.6%
Other values (42)	42	65.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.47	1	1.6%
0.5	1	1.6%
0.56	1	1.6%
0.59	1	1.6%
0.62	1	1.6%
0.7	1	1.6%
0.76	1	1.6%
0.78	1	1.6%
0.82	1	1.6%
0.88	3	4.7%

Value	Count	Frequency (%)
2.14	1	1.6%
1.76	1	1.6%
1.69	1	1.6%
1.67	1	1.6%
1.62	1	1.6%
1.61	1	1.6%
1.58	2	3.1%
1.56	1	1.6%
1.55	1	1.6%
1.54	1	1.6%

2015_2분기
Real number (ℝ)

HIGH CORRELATION

Distinct	50
Distinct (%)	78.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1853125

Minimum	0.56
Maximum	2.16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.56
5-th percentile	0.62
Q1	0.9575
median	1.195
Q3	1.4175
95-th percentile	1.6525
Maximum	2.16
Range	1.6
Interquartile range (IQR)	0.46

Descriptive statistics

Standard deviation	0.33586169
Coefficient of variation (CV)	0.28335286
Kurtosis	-0.078603384
Mean	1.1853125
Median Absolute Deviation (MAD)	0.24
Skewness	0.16076377
Sum	75.86
Variance	0.11280308
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.11	3	4.7%
1.32	2	3.1%
1.08	2	3.1%
1.25	2	3.1%
1.35	2	3.1%
0.56	2	3.1%
1.55	2	3.1%
0.74	2	3.1%
0.62	2	3.1%
0.98	2	3.1%
Other values (40)	43	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.56	2	3.1%
0.58	1	1.6%
0.62	2	3.1%
0.74	2	3.1%
0.77	1	1.6%
0.79	1	1.6%
0.81	1	1.6%
0.85	1	1.6%
0.86	1	1.6%
0.88	1	1.6%

Value	Count	Frequency (%)
2.16	1	1.6%
1.78	1	1.6%
1.71	1	1.6%
1.66	1	1.6%
1.61	2	3.1%
1.6	1	1.6%
1.58	1	1.6%
1.57	1	1.6%
1.55	2	3.1%
1.53	1	1.6%

2015_3분기
Real number (ℝ)

HIGH CORRELATION

Distinct	52
Distinct (%)	81.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.92875

Minimum	0.22
Maximum	1.86
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.22
5-th percentile	0.37
Q1	0.7
median	0.92
Q3	1.2025
95-th percentile	1.464
Maximum	1.86
Range	1.64
Interquartile range (IQR)	0.5025

Descriptive statistics

Standard deviation	0.35740467
Coefficient of variation (CV)	0.38482333
Kurtosis	-0.45373981
Mean	0.92875
Median Absolute Deviation (MAD)	0.255
Skewness	0.13653944
Sum	59.44
Variance	0.1277381
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.52	3	4.7%
0.92	2	3.1%
0.81	2	3.1%
0.89	2	3.1%
1.31	2	3.1%
0.99	2	3.1%
0.37	2	3.1%
0.93	2	3.1%
0.67	2	3.1%
1.11	2	3.1%
Other values (42)	43	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.22	1	1.6%
0.34	1	1.6%
0.35	1	1.6%
0.37	2	3.1%
0.39	2	3.1%
0.51	1	1.6%
0.52	3	4.7%
0.53	1	1.6%
0.6	1	1.6%
0.61	1	1.6%

Value	Count	Frequency (%)
1.86	1	1.6%
1.57	1	1.6%
1.56	1	1.6%
1.47	1	1.6%
1.43	1	1.6%
1.4	1	1.6%
1.39	1	1.6%
1.36	1	1.6%
1.31	2	3.1%
1.3	1	1.6%

2015_4분기
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	82.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1325

Minimum	0.44
Maximum	2.15
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.44
5-th percentile	0.5515
Q1	0.9075
median	1.1
Q3	1.385
95-th percentile	1.6525
Maximum	2.15
Range	1.71
Interquartile range (IQR)	0.4775

Descriptive statistics

Standard deviation	0.34966651
Coefficient of variation (CV)	0.3087563
Kurtosis	-0.039146125
Mean	1.1325
Median Absolute Deviation (MAD)	0.26
Skewness	0.21478651
Sum	72.48
Variance	0.12226667
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.1	3	4.7%
0.91	2	3.1%
0.93	2	3.1%
1.55	2	3.1%
1.09	2	3.1%
1.36	2	3.1%
1.41	2	3.1%
1.04	2	3.1%
0.7	2	3.1%
1.08	2	3.1%
Other values (43)	43	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.44	1	1.6%
0.5	1	1.6%
0.54	1	1.6%
0.55	1	1.6%
0.56	1	1.6%
0.68	1	1.6%
0.7	2	3.1%
0.72	1	1.6%
0.73	1	1.6%
0.75	1	1.6%

Value	Count	Frequency (%)
2.15	1	1.6%
1.76	1	1.6%
1.68	1	1.6%
1.66	1	1.6%
1.61	1	1.6%
1.6	1	1.6%
1.59	1	1.6%
1.55	2	3.1%
1.53	1	1.6%
1.47	1	1.6%

2016_1분기
Real number (ℝ)

HIGH CORRELATION

Distinct	52
Distinct (%)	81.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1459375

Minimum	0.45
Maximum	2.17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.45
5-th percentile	0.593
Q1	0.925
median	1.115
Q3	1.3825
95-th percentile	1.7
Maximum	2.17
Range	1.72
Interquartile range (IQR)	0.4575

Descriptive statistics

Standard deviation	0.34679814
Coefficient of variation (CV)	0.30263268
Kurtosis	0.052071186
Mean	1.1459375
Median Absolute Deviation (MAD)	0.23
Skewness	0.33897448
Sum	73.34
Variance	0.12026895
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.01	3	4.7%
1.32	2	3.1%
0.94	2	3.1%
0.76	2	3.1%
1.18	2	3.1%
1.1	2	3.1%
1.43	2	3.1%
1.25	2	3.1%
1.47	2	3.1%
1.11	2	3.1%
Other values (42)	43	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.45	1	1.6%
0.57	1	1.6%
0.58	1	1.6%
0.59	1	1.6%
0.61	1	1.6%
0.7	1	1.6%
0.71	1	1.6%
0.74	1	1.6%
0.76	2	3.1%
0.77	1	1.6%

Value	Count	Frequency (%)
2.17	1	1.6%
1.76	1	1.6%
1.75	1	1.6%
1.7	2	3.1%
1.63	1	1.6%
1.61	1	1.6%
1.58	1	1.6%
1.55	1	1.6%
1.54	1	1.6%
1.47	2	3.1%

2016_2분기
Real number (ℝ)

HIGH CORRELATION

Distinct	51
Distinct (%)	79.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.139375

Minimum	0.44
Maximum	2.16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.44
5-th percentile	0.59
Q1	0.9
median	1.125
Q3	1.3525
95-th percentile	1.674
Maximum	2.16
Range	1.72
Interquartile range (IQR)	0.4525

Descriptive statistics

Standard deviation	0.3450966
Coefficient of variation (CV)	0.30288237
Kurtosis	0.072744289
Mean	1.139375
Median Absolute Deviation (MAD)	0.225
Skewness	0.28324927
Sum	72.92
Variance	0.11909167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.21	3	4.7%
0.99	2	3.1%
1.42	2	3.1%
0.72	2	3.1%
0.59	2	3.1%
1.16	2	3.1%
1.33	2	3.1%
1.12	2	3.1%
1.34	2	3.1%
0.95	2	3.1%
Other values (41)	43	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.44	1	1.6%
0.55	1	1.6%
0.56	1	1.6%
0.59	2	3.1%
0.7	1	1.6%
0.72	2	3.1%
0.73	1	1.6%
0.75	1	1.6%
0.76	1	1.6%
0.79	1	1.6%

Value	Count	Frequency (%)
2.16	1	1.6%
1.76	1	1.6%
1.75	1	1.6%
1.68	1	1.6%
1.64	1	1.6%
1.61	1	1.6%
1.57	1	1.6%
1.56	1	1.6%
1.55	1	1.6%
1.51	1	1.6%

2016_3분기
Real number (ℝ)

HIGH CORRELATION

Distinct	48
Distinct (%)	75.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.90375

Minimum	0.18
Maximum	1.88
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.18
5-th percentile	0.3135
Q1	0.6275
median	0.925
Q3	1.18
95-th percentile	1.5155
Maximum	1.88
Range	1.7
Interquartile range (IQR)	0.5525

Descriptive statistics

Standard deviation	0.37276956
Coefficient of variation (CV)	0.41246977
Kurtosis	-0.3152165
Mean	0.90375
Median Absolute Deviation (MAD)	0.265
Skewness	0.13380542
Sum	57.84
Variance	0.13895714
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
1.31	3	4.7%
0.44	3	4.7%
0.78	3	4.7%
1.01	3	4.7%
1.18	2	3.1%
1.16	2	3.1%
0.39	2	3.1%
0.72	2	3.1%
0.94	2	3.1%
0.99	2	3.1%
Other values (38)	40	62.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.18	1	1.6%
0.2	1	1.6%
0.24	1	1.6%
0.3	1	1.6%
0.39	2	3.1%
0.44	3	4.7%
0.45	1	1.6%
0.48	1	1.6%
0.51	1	1.6%
0.53	1	1.6%

Value	Count	Frequency (%)
1.88	1	1.6%
1.61	1	1.6%
1.53	1	1.6%
1.52	1	1.6%
1.49	1	1.6%
1.39	1	1.6%
1.37	1	1.6%
1.33	1	1.6%
1.31	3	4.7%
1.23	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	1.1160938

Minimum	0.41
Maximum	2.18
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	708.0 B

Quantile statistics

Minimum	0.41
5-th percentile	0.543
Q1	0.8775
median	1.1
Q3	1.3275
95-th percentile	1.667
Maximum	2.18
Range	1.77
Interquartile range (IQR)	0.45

Descriptive statistics

Standard deviation	0.35757391
Coefficient of variation (CV)	0.32037982
Kurtosis	0.19296006
Mean	1.1160938
Median Absolute Deviation (MAD)	0.225
Skewness	0.2487828
Sum	71.43
Variance	0.1278591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.29	3	4.7%
1.19	2	3.1%
1.76	2	3.1%
1.28	2	3.1%
1.1	2	3.1%
1.04	2	3.1%
1.56	2	3.1%
1.39	2	3.1%
1.21	2	3.1%
1.37	2	3.1%
Other values (43)	43	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.41	1	1.6%
0.45	1	1.6%
0.47	1	1.6%
0.54	1	1.6%
0.56	1	1.6%
0.63	1	1.6%
0.65	1	1.6%
0.67	1	1.6%
0.68	1	1.6%
0.72	1	1.6%

Value	Count	Frequency (%)
2.18	1	1.6%
1.76	2	3.1%
1.67	1	1.6%
1.65	1	1.6%
1.61	1	1.6%
1.59	1	1.6%
1.56	2	3.1%
1.42	1	1.6%
1.41	1	1.6%
1.39	2	3.1%

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	0.919	0.887	0.965	0.920	0.916	0.894	0.943	0.813	0.836	0.923	0.824	0.810	0.839	0.930	0.822
2013_2분기	1.000	0.919	1.000	0.958	0.895	0.950	0.888	0.769	0.836	0.963	0.943	0.788	0.931	0.953	0.914	0.825	0.899
2013_3분기	1.000	0.887	0.958	1.000	0.879	0.950	0.805	0.813	0.719	0.872	0.873	0.801	0.873	0.878	0.873	0.830	0.845
2013_4분기	1.000	0.965	0.895	0.879	1.000	0.948	0.949	0.910	0.940	0.825	0.827	0.921	0.820	0.786	0.791	0.928	0.792
2014_1분기	1.000	0.920	0.950	0.950	0.948	1.000	0.900	0.771	0.873	0.898	0.918	0.818	0.901	0.879	0.889	0.822	0.878
2014_2분기	1.000	0.916	0.888	0.805	0.949	0.900	1.000	0.898	0.949	0.848	0.854	0.854	0.796	0.802	0.770	0.839	0.759
2014_3분기	1.000	0.894	0.769	0.813	0.910	0.771	0.898	1.000	0.944	0.826	0.801	0.930	0.797	0.810	0.792	0.874	0.773
2014_4분기	1.000	0.943	0.836	0.719	0.940	0.873	0.949	0.944	1.000	0.898	0.941	0.936	0.889	0.881	0.887	0.917	0.857
2015_1분기	1.000	0.813	0.963	0.872	0.825	0.898	0.848	0.826	0.898	1.000	0.977	0.836	0.967	0.973	0.956	0.840	0.960
2015_2분기	1.000	0.836	0.943	0.873	0.827	0.918	0.854	0.801	0.941	0.977	1.000	0.876	0.990	0.978	0.975	0.886	0.964
2015_3분기	1.000	0.923	0.788	0.801	0.921	0.818	0.854	0.930	0.936	0.836	0.876	1.000	0.894	0.874	0.880	0.950	0.866
2015_4분기	1.000	0.824	0.931	0.873	0.820	0.901	0.796	0.797	0.889	0.967	0.990	0.894	1.000	0.994	0.992	0.888	0.981
2016_1분기	1.000	0.810	0.953	0.878	0.786	0.879	0.802	0.810	0.881	0.973	0.978	0.874	0.994	1.000	0.995	0.856	0.975
2016_2분기	1.000	0.839	0.914	0.873	0.791	0.889	0.770	0.792	0.887	0.956	0.975	0.880	0.992	0.995	1.000	0.868	0.983
2016_3분기	1.000	0.930	0.825	0.830	0.928	0.822	0.839	0.874	0.917	0.840	0.886	0.950	0.888	0.856	0.868	1.000	0.870
2016_4분기	1.000	0.822	0.899	0.845	0.792	0.878	0.759	0.773	0.857	0.960	0.964	0.866	0.981	0.975	0.983	0.870	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	0.974	0.942	0.921	0.923	0.900	0.898	0.883	0.863	0.885	0.872	0.867	0.866	0.862	0.859	0.829
2013_2분기	0.974	1.000	0.961	0.947	0.942	0.922	0.915	0.899	0.879	0.895	0.875	0.875	0.870	0.859	0.849	0.837
2013_3분기	0.942	0.961	1.000	0.920	0.914	0.889	0.916	0.858	0.837	0.857	0.876	0.834	0.827	0.822	0.864	0.807
2013_4분기	0.921	0.947	0.920	1.000	0.989	0.971	0.915	0.940	0.924	0.931	0.890	0.907	0.902	0.893	0.877	0.870
2014_1분기	0.923	0.942	0.914	0.989	1.000	0.977	0.913	0.943	0.924	0.931	0.889	0.907	0.904	0.899	0.881	0.869
2014_2분기	0.900	0.922	0.889	0.971	0.977	1.000	0.938	0.976	0.963	0.961	0.900	0.925	0.920	0.917	0.884	0.880
2014_3분기	0.898	0.915	0.916	0.915	0.913	0.938	1.000	0.919	0.901	0.913	0.933	0.890	0.877	0.877	0.887	0.844
2014_4분기	0.883	0.899	0.858	0.940	0.943	0.976	0.919	1.000	0.980	0.975	0.894	0.934	0.926	0.920	0.884	0.886
2015_1분기	0.863	0.879	0.837	0.924	0.924	0.963	0.901	0.980	1.000	0.985	0.911	0.951	0.941	0.938	0.892	0.905
2015_2분기	0.885	0.895	0.857	0.931	0.931	0.961	0.913	0.975	0.985	1.000	0.940	0.973	0.961	0.961	0.920	0.929
2015_3분기	0.872	0.875	0.876	0.890	0.889	0.900	0.933	0.894	0.911	0.940	1.000	0.946	0.939	0.946	0.960	0.938
2015_4분기	0.867	0.875	0.834	0.907	0.907	0.925	0.890	0.934	0.951	0.973	0.946	1.000	0.989	0.985	0.943	0.961
2016_1분기	0.866	0.870	0.827	0.902	0.904	0.920	0.877	0.926	0.941	0.961	0.939	0.989	1.000	0.996	0.946	0.970
2016_2분기	0.862	0.859	0.822	0.893	0.899	0.917	0.877	0.920	0.938	0.961	0.946	0.985	0.996	1.000	0.950	0.973
2016_3분기	0.859	0.849	0.864	0.877	0.881	0.884	0.887	0.884	0.892	0.920	0.960	0.943	0.946	0.950	1.000	0.961
2016_4분기	0.829	0.837	0.807	0.870	0.869	0.880	0.844	0.886	0.905	0.929	0.938	0.961	0.970	0.973	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	1.45	1.43	1.25	1.39	1.39	1.36	1.17	1.31	1.29	1.32	1.13	1.3	1.32	1.31	1.11	1.29
1	서울 도심	1.72	1.7	1.54	1.64	1.66	1.56	1.48	1.48	1.49	1.53	1.43	1.55	1.58	1.56	1.37	1.56
2	서울 도심 광화문	1.73	1.75	1.55	1.61	1.61	1.65	1.53	1.67	1.69	1.66	1.4	1.59	1.7	1.57	1.31	1.56
3	서울 도심 동대문	1.45	1.45	1.23	1.41	1.39	1.39	1.27	1.3	1.37	1.33	1.11	1.37	1.2	1.19	1.16	1.19
4	서울 도심 명동	1.31	1.29	1.18	1.36	1.38	1.37	1.29	1.26	1.31	1.32	1.27	1.18	1.17	1.21	0.97	1.19
5	서울 도심 서울역	2.08	2.08	1.95	1.98	2.02	1.45	1.44	1.3	1.23	1.41	1.57	1.66	1.75	1.75	1.61	1.76
6	서울 도심 종로	1.76	1.74	1.58	1.75	1.75	1.78	1.7	1.73	1.76	1.78	1.56	1.76	1.76	1.76	1.49	1.76
7	서울 도심 충무로	1.47	1.27	1.11	1.14	1.21	1.21	1.08	1.06	1.08	1.11	1.18	1.1	1.15	1.22	1.31	1.31
8	서울 강남	1.29	1.25	1.1	1.19	1.18	1.19	0.99	1.15	1.14	1.14	0.92	1.08	1.11	1.12	0.94	1.1
9	서울 강남 강남대로	1.08	1.02	0.99	0.99	0.97	0.98	0.93	1.01	1.0	0.98	0.81	0.82	0.78	0.8	0.78	0.89

	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	1.13	1.19	1.0	1.2	1.21	1.24	0.91	1.17	1.16	1.11	0.93	1.09	1.1	1.12	0.91	1.07
55	경기 평촌범계	1.53	1.5	1.14	1.47	1.44	1.46	1.07	1.49	1.43	1.55	1.11	1.47	1.47	1.5	1.01	1.39
56	강원	1.33	1.37	1.03	1.22	1.26	1.24	0.98	1.1	1.08	1.11	0.81	1.1	1.07	1.04	0.72	1.04
57	충북	0.79	0.76	0.44	0.77	0.81	0.77	0.48	0.62	0.62	0.62	0.39	0.54	0.57	0.56	0.18	0.45
58	충남	1.04	1.03	0.64	0.78	0.8	0.81	0.59	0.78	0.82	0.79	0.52	0.76	0.77	0.76	0.51	0.86
59	전북	1.03	1.01	0.69	1.0	0.99	0.96	0.55	0.86	0.88	0.86	0.53	0.75	0.76	0.75	0.44	0.78
60	전남	1.19	1.22	0.96	1.22	1.22	1.23	0.93	1.14	1.1	1.1	0.85	1.05	1.06	1.09	0.78	1.06
61	경북	1.4	1.45	1.07	1.35	1.36	1.23	0.94	1.15	1.12	1.09	0.78	1.04	1.01	0.99	0.68	0.95
62	경남	0.96	0.97	0.69	0.95	0.96	0.95	0.62	0.9	0.88	0.88	0.61	0.87	0.89	0.88	0.59	0.79
63	제주	0.92	0.92	0.45	0.82	0.82	0.83	0.61	0.79	0.78	0.77	0.52	0.72	0.71	0.7	0.48	0.68

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