gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	34
Missing cells	48
Missing cells (%)	7.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.5 KiB
Average record size in memory	165.9 B

Variable types

Numeric	18

Dataset

Description	연간 지역별 판매되는 도시가스의 통계자료 데이터로 강원, 서울, 경기, 인천, 대전, 세종, 충남, 충북, 대구, 경남, 경북, 울산, 부산, 광주, 전남, 전북, 제주의 속성정보를 포함하고 있습니다.단위는 ㎥ 입니다.
Author	한국가스공사
URL	https://www.data.go.kr/data/15040818/fileData.do

Alerts

`연도` is highly overall correlated with `강원` and 16 other fields	High correlation
`강원` is highly overall correlated with `연도` and 16 other fields	High correlation
`서울` is highly overall correlated with `연도` and 13 other fields	High correlation
`경기` is highly overall correlated with `연도` and 15 other fields	High correlation
`인천` is highly overall correlated with `연도` and 14 other fields	High correlation
`대전` is highly overall correlated with `연도` and 15 other fields	High correlation
`세종` is highly overall correlated with `연도` and 11 other fields	High correlation
`충남` is highly overall correlated with `연도` and 14 other fields	High correlation
`충북` is highly overall correlated with `연도` and 16 other fields	High correlation
`대구` is highly overall correlated with `연도` and 16 other fields	High correlation
`경남` is highly overall correlated with `연도` and 16 other fields	High correlation
`경북` is highly overall correlated with `연도` and 16 other fields	High correlation
`울산` is highly overall correlated with `연도` and 15 other fields	High correlation
`부산` is highly overall correlated with `연도` and 16 other fields	High correlation
`광주` is highly overall correlated with `연도` and 16 other fields	High correlation
`전남` is highly overall correlated with `연도` and 16 other fields	High correlation
`전북` is highly overall correlated with `연도` and 16 other fields	High correlation
`제주` is highly overall correlated with `연도` and 15 other fields	High correlation
`경기` has 4 (11.8%) missing values	Missing
`세종` has 24 (70.6%) missing values	Missing
`충남` has 4 (11.8%) missing values	Missing
`제주` has 16 (47.1%) missing values	Missing
`연도` has unique values	Unique
`강원` has unique values	Unique
`서울` has unique values	Unique
`인천` has unique values	Unique
`대전` has unique values	Unique
`충북` has unique values	Unique
`대구` has unique values	Unique
`경남` has unique values	Unique
`경북` has unique values	Unique
`울산` has unique values	Unique
`부산` has unique values	Unique
`광주` has unique values	Unique
`전남` has unique values	Unique
`전북` has unique values	Unique

Reproduction

Analysis started	2024-01-06 12:37:43.937024
Analysis finished	2024-01-06 12:39:39.580095
Duration	1 minute and 55.64 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2005.5

Minimum	1989
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	1989
5-th percentile	1990.65
Q1	1997.25
median	2005.5
Q3	2013.75
95-th percentile	2020.35
Maximum	2022
Range	33
Interquartile range (IQR)	16.5

Descriptive statistics

Standard deviation	9.9582462
Coefficient of variation (CV)	0.004965468
Kurtosis	-1.2
Mean	2005.5
Median Absolute Deviation (MAD)	8.5
Skewness	0
Sum	68187
Variance	99.166667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
1989	1	2.9%
2015	1	2.9%
2009	1	2.9%
2010	1	2.9%
2011	1	2.9%
2012	1	2.9%
2013	1	2.9%
2014	1	2.9%
2016	1	2.9%
2007	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1989	1	2.9%
1990	1	2.9%
1991	1	2.9%
1992	1	2.9%
1993	1	2.9%
1994	1	2.9%
1995	1	2.9%
1996	1	2.9%
1997	1	2.9%
1998	1	2.9%

Value	Count	Frequency (%)
2022	1	2.9%
2021	1	2.9%
2020	1	2.9%
2019	1	2.9%
2018	1	2.9%
2017	1	2.9%
2016	1	2.9%
2015	1	2.9%
2014	1	2.9%
2013	1	2.9%

강원
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	198676.41

Minimum	3094
Maximum	490442
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	3094
5-th percentile	10302.85
Q1	73089
median	185525.5
Q3	302625.75
95-th percentile	431746.35
Maximum	490442
Range	487348
Interquartile range (IQR)	229536.75

Descriptive statistics

Standard deviation	145453.19
Coefficient of variation (CV)	0.73211101
Kurtosis	-1.0269149
Mean	198676.41
Median Absolute Deviation (MAD)	115779.5
Skewness	0.36926337
Sum	6754998
Variance	2.115663 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
3094	1	2.9%
303995	1	2.9%
234503	1	2.9%
265539	1	2.9%
282691	1	2.9%
298518	1	2.9%
307873	1	2.9%
296437	1	2.9%
329207	1	2.9%
201820	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3094	1	2.9%
6397	1	2.9%
12406	1	2.9%
18897	1	2.9%
28601	1	2.9%
37948	1	2.9%
53370	1	2.9%
66705	1	2.9%
72436	1	2.9%
75048	1	2.9%

Value	Count	Frequency (%)
490442	1	2.9%
459931	1	2.9%
416570	1	2.9%
413340	1	2.9%
407645	1	2.9%
363885	1	2.9%
329207	1	2.9%
307873	1	2.9%
303995	1	2.9%
298518	1	2.9%

서울
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3712948.8

Minimum	319989
Maximum	5133109
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	319989
5-th percentile	659275.95
Q1	3165549.5
median	4259137
Q3	4703922
95-th percentile	4941501.5
Maximum	5133109
Range	4813120
Interquartile range (IQR)	1538372.5

Descriptive statistics

Standard deviation	1427004.2
Coefficient of variation (CV)	0.38433176
Kurtosis	0.45712672
Mean	3712948.8
Median Absolute Deviation (MAD)	557530.5
Skewness	-1.3118179
Sum	1.2624026 × 10⁸
Variance	2.0363409 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
319989.0	1	2.9%
4166211.0	1	2.9%
4820090.0	1	2.9%
5133109.0	1	2.9%
4927023.0	1	2.9%
4931781.0	1	2.9%
4731122.0	1	2.9%
4261204.0	1	2.9%
4250538.0	1	2.9%
4847689.0	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
319989.0	1	2.9%
501129.0	1	2.9%
744432.0	1	2.9%
1073312.0	1	2.9%
1421167.0	1	2.9%
1894184.0	1	2.9%
2452297.0	1	2.9%
2977508.0	1	2.9%
3138085.0	1	2.9%
3247943.0	1	2.9%

Value	Count	Frequency (%)
5133109.0	1	2.9%
4959554.0	1	2.9%
4931781.0	1	2.9%
4927023.0	1	2.9%
4853863.0	1	2.9%
4847689.0	1	2.9%
4820090.0	1	2.9%
4813245.0	1	2.9%
4731122.0	1	2.9%
4622322.0	1	2.9%

경기
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	30
Distinct (%)	100.0%
Missing	4
Missing (%)	11.8%
Infinite	0
Infinite (%)	0.0%
Mean	3699854.3

Minimum	386308
Maximum	5631491
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	386308
5-th percentile	702998.65
Q1	2650084.5
median	4136028
Q3	5153239
95-th percentile	5505900.8
Maximum	5631491
Range	5245183
Interquartile range (IQR)	2503154.5

Descriptive statistics

Standard deviation	1654659.4
Coefficient of variation (CV)	0.44722284
Kurtosis	-0.79234903
Mean	3699854.3
Median Absolute Deviation (MAD)	1090714.5
Skewness	-0.72268609
Sum	1.1099563 × 10⁸
Variance	2.7378976 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
4291039.0	1	2.9%
5631491.0	1	2.9%
5498483.0	1	2.9%
5236434.0	1	2.9%
5279044.857	1	2.9%
5511970.0	1	2.9%
5260344.0	1	2.9%
4969753.0	1	2.9%
4763556.0	1	2.9%
4797282.0	1	2.9%
Other values (20)	20	58.8%
(Missing)	4	11.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
386308.0	1	2.9%
571618.0	1	2.9%
863575.0	1	2.9%
1174932.0	1	2.9%
1429039.0	1	2.9%
1580507.0	1	2.9%
2078424.0	1	2.9%
2600747.0	1	2.9%
2798097.0	1	2.9%
3116858.0	1	2.9%

Value	Count	Frequency (%)
5631491.0	1	2.9%
5511970.0	1	2.9%
5498483.0	1	2.9%
5279044.857	1	2.9%
5260344.0	1	2.9%
5236434.0	1	2.9%
5217051.0	1	2.9%
5214401.0	1	2.9%
4969753.0	1	2.9%
4879639.0	1	2.9%

인천
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1106962.3

Minimum	113349
Maximum	1574147
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	113349
5-th percentile	275402.95
Q1	694451.5
median	1387572.5
Q3	1478078.2
95-th percentile	1569850.9
Maximum	1574147
Range	1460798
Interquartile range (IQR)	783626.75

Descriptive statistics

Standard deviation	480216.87
Coefficient of variation (CV)	0.43381502
Kurtosis	-0.90479087
Mean	1106962.3
Median Absolute Deviation (MAD)	167754
Skewness	-0.815466
Sum	37636719
Variance	2.3060825 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
113349.0	1	2.9%
1393452.0	1	2.9%
1421974.0	1	2.9%
1527655.0	1	2.9%
1529080.0	1	2.9%
1569847.0	1	2.9%
1569858.0	1	2.9%
1479928.0	1	2.9%
1448692.0	1	2.9%
1441279.0	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
113349.0	1	2.9%
205370.0	1	2.9%
313113.0	1	2.9%
319128.0	1	2.9%
394821.0	1	2.9%
452930.0	1	2.9%
522337.0	1	2.9%
624902.0	1	2.9%
693540.0	1	2.9%
697186.0	1	2.9%

Value	Count	Frequency (%)
1574147.0	1	2.9%
1569858.0	1	2.9%
1569847.0	1	2.9%
1543709.0	1	2.9%
1529080.0	1	2.9%
1527655.0	1	2.9%
1504512.709	1	2.9%
1485274.0	1	2.9%
1479928.0	1	2.9%
1472529.0	1	2.9%

대전
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	455585.15

Minimum	3844
Maximum	782858
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	3844
5-th percentile	20991
Q1	244389.25
median	538485
Q3	680064.5
95-th percentile	747711.5
Maximum	782858
Range	779014
Interquartile range (IQR)	435675.25

Descriptive statistics

Standard deviation	251465.11
Coefficient of variation (CV)	0.55196073
Kurtosis	-1.1324199
Mean	455585.15
Median Absolute Deviation (MAD)	179139.5
Skewness	-0.4955773
Sum	15489895
Variance	6.3234701 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
3844	1	2.9%
616966	1	2.9%
588324	1	2.9%
642407	1	2.9%
694119	1	2.9%
782858	1	2.9%
750539	1	2.9%
650047	1	2.9%
654218	1	2.9%
547170	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3844	1	2.9%
11592	1	2.9%
26052	1	2.9%
49930	1	2.9%
93889	1	2.9%
139305	1	2.9%
190635	1	2.9%
229125	1	2.9%
243117	1	2.9%
248206	1	2.9%

Value	Count	Frequency (%)
782858	1	2.9%
750539	1	2.9%
746189	1	2.9%
734652	1	2.9%
718098	1	2.9%
717151	1	2.9%
695599	1	2.9%
694119	1	2.9%
688680	1	2.9%
654218	1	2.9%

세종
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	10
Distinct (%)	100.0%
Missing	24
Missing (%)	70.6%
Infinite	0
Infinite (%)	0.0%
Mean	89938.7

Minimum	69119
Maximum	109413
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	69119
5-th percentile	71713.7
Q1	78222.25
median	87177.5
Q3	104105.25
95-th percentile	107115.3
Maximum	109413
Range	40294
Interquartile range (IQR)	25883

Descriptive statistics

Standard deviation	14489.257
Coefficient of variation (CV)	0.16110147
Kurtosis	-1.6823604
Mean	89938.7
Median Absolute Deviation (MAD)	14357
Skewness	0.027675887
Sum	899387
Variance	2.0993856 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
74885	1	2.9%
69119	1	2.9%
76727	1	2.9%
82708	1	2.9%
84999	1	2.9%
89356	1	2.9%
104307	1	2.9%
104274	1	2.9%
103599	1	2.9%
109413	1	2.9%
(Missing)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
69119	1	2.9%
74885	1	2.9%
76727	1	2.9%
82708	1	2.9%
84999	1	2.9%
89356	1	2.9%
103599	1	2.9%
104274	1	2.9%
104307	1	2.9%
109413	1	2.9%

Value	Count	Frequency (%)
109413	1	2.9%
104307	1	2.9%
104274	1	2.9%
103599	1	2.9%
89356	1	2.9%
84999	1	2.9%
82708	1	2.9%
76727	1	2.9%
74885	1	2.9%
69119	1	2.9%

충남
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	30
Distinct (%)	100.0%
Missing	4
Missing (%)	11.8%
Infinite	0
Infinite (%)	0.0%
Mean	828647.77

Minimum	305
Maximum	1660010
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	305
5-th percentile	9995.85
Q1	228521.75
median	888511
Q3	1425906.2
95-th percentile	1584307.9
Maximum	1660010
Range	1659705
Interquartile range (IQR)	1197384.5

Descriptive statistics

Standard deviation	604063.83
Coefficient of variation (CV)	0.72897539
Kurtosis	-1.6552735
Mean	828647.77
Median Absolute Deviation (MAD)	597629.5
Skewness	-0.088366255
Sum	24859433
Variance	3.6489311 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
933738	1	2.9%
1571906	1	2.9%
1594455	1	2.9%
1478566	1	2.9%
1550913	1	2.9%
1504009	1	2.9%
1379695	1	2.9%
1302614	1	2.9%
1260344	1	2.9%
1504915	1	2.9%
Other values (20)	20	58.8%
(Missing)	4	11.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
305	1	2.9%
3762	1	2.9%
17615	1	2.9%
34880	1	2.9%
85368	1	2.9%
106758	1	2.9%
126453	1	2.9%
210260	1	2.9%
283307	1	2.9%
347226	1	2.9%

Value	Count	Frequency (%)
1660010	1	2.9%
1594455	1	2.9%
1571906	1	2.9%
1550913	1	2.9%
1504915	1	2.9%
1504009	1	2.9%
1478566	1	2.9%
1441310	1	2.9%
1379695	1	2.9%
1302614	1	2.9%

충북
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	409610.24

Minimum	700
Maximum	1011823
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	700
5-th percentile	8927.7
Q1	119443.25
median	316542.5
Q3	714800
95-th percentile	923355.55
Maximum	1011823
Range	1011123
Interquartile range (IQR)	595356.75

Descriptive statistics

Standard deviation	329262.92
Coefficient of variation (CV)	0.80384445
Kurtosis	-1.3414233
Mean	409610.24
Median Absolute Deviation (MAD)	281162.5
Skewness	0.35054951
Sum	13926748
Variance	1.0841407 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
700	1	2.9%
702872	1	2.9%
462297	1	2.9%
563490	1	2.9%
651311	1	2.9%
721053	1	2.9%
718776	1	2.9%
697543	1	2.9%
742339	1	2.9%
380580	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
700	1	2.9%
5302	1	2.9%
10880	1	2.9%
18367	1	2.9%
30373	1	2.9%
40387	1	2.9%
66302	1	2.9%
99191	1	2.9%
118028	1	2.9%
123689	1	2.9%

Value	Count	Frequency (%)
1011823	1	2.9%
964028	1	2.9%
901455	1	2.9%
882465	1	2.9%
852493	1	2.9%
784914	1	2.9%
742339	1	2.9%
721053	1	2.9%
718776	1	2.9%
702872	1	2.9%

대구
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	652736.53

Minimum	20855
Maximum	1004383
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	20855
5-th percentile	43923.7
Q1	372840
median	778614.5
Q3	948594.5
95-th percentile	983148.65
Maximum	1004383
Range	983528
Interquartile range (IQR)	575754.5

Descriptive statistics

Standard deviation	346692.95
Coefficient of variation (CV)	0.53113766
Kurtosis	-0.9229092
Mean	652736.53
Median Absolute Deviation (MAD)	182943
Skewness	-0.81069662
Sum	22193042
Variance	1.20196 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
20855	1	2.9%
928277	1	2.9%
806218	1	2.9%
902882	1	2.9%
954672	1	2.9%
966132	1	2.9%
970475	1	2.9%
933462	1	2.9%
935036	1	2.9%
777571	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20855	1	2.9%
34890	1	2.9%
48788	1	2.9%
66596	1	2.9%
95587	1	2.9%
126843	1	2.9%
172955	1	2.9%
241125	1	2.9%
343753	1	2.9%
460101	1	2.9%

Value	Count	Frequency (%)
1004383	1	2.9%
1004013	1	2.9%
971914	1	2.9%
970951	1	2.9%
970475	1	2.9%
966132	1	2.9%
956983	1	2.9%
954672	1	2.9%
953114	1	2.9%
935036	1	2.9%

경남
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	633928.53

Minimum	29263
Maximum	1324051
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	29263
5-th percentile	53848.7
Q1	197054.25
median	672840
Q3	1032626.5
95-th percentile	1230103.5
Maximum	1324051
Range	1294788
Interquartile range (IQR)	835572.25

Descriptive statistics

Standard deviation	429335.23
Coefficient of variation (CV)	0.67726125
Kurtosis	-1.4956314
Mean	633928.53
Median Absolute Deviation (MAD)	393852
Skewness	-0.0071179551
Sum	21553570
Variance	1.8432874 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
29263	1	2.9%
1027795	1	2.9%
800429	1	2.9%
907217	1	2.9%
954781	1	2.9%
1005173	1	2.9%
1051350	1	2.9%
1034237	1	2.9%
1063225	1	2.9%
721413	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29263	1	2.9%
45647	1	2.9%
58265	1	2.9%
74797	1	2.9%
90025	1	2.9%
116257	1	2.9%
146106	1	2.9%
173502	1	2.9%
196582	1	2.9%
198471	1	2.9%

Value	Count	Frequency (%)
1324051	1	2.9%
1316482	1	2.9%
1183592	1	2.9%
1160107	1	2.9%
1122209	1	2.9%
1070159	1	2.9%
1063225	1	2.9%
1051350	1	2.9%
1034237	1	2.9%
1027795	1	2.9%

경북
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	816731.06

Minimum	6437
Maximum	1577407
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	6437
5-th percentile	20426.85
Q1	311737.5
median	836561.5
Q3	1374529.5
95-th percentile	1519623.7
Maximum	1577407
Range	1570970
Interquartile range (IQR)	1062792

Descriptive statistics

Standard deviation	562168.18
Coefficient of variation (CV)	0.68831493
Kurtosis	-1.5314075
Mean	816731.06
Median Absolute Deviation (MAD)	540171.5
Skewness	-0.11716915
Sum	27768856
Variance	3.1603307 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
6437	1	2.9%
1319382	1	2.9%
1044778	1	2.9%
1231860	1	2.9%
1335269	1	2.9%
1451325	1	2.9%
1439696	1	2.9%
1383377	1	2.9%
1347987	1	2.9%
848062	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6437	1	2.9%
13245	1	2.9%
24294	1	2.9%
38357	1	2.9%
55802	1	2.9%
71927	1	2.9%
120996	1	2.9%
210320	1	2.9%
303034	1	2.9%
337848	1	2.9%

Value	Count	Frequency (%)
1577407	1	2.9%
1556051	1	2.9%
1500009	1	2.9%
1495929	1	2.9%
1479257	1	2.9%
1451325	1	2.9%
1439696	1	2.9%
1417020	1	2.9%
1383377	1	2.9%
1347987	1	2.9%

울산
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1210423.6

Minimum	21628
Maximum	3101053
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	21628
5-th percentile	54766.2
Q1	282308
median	985734.5
Q3	1997480.2
95-th percentile	2848809.4
Maximum	3101053
Range	3079425
Interquartile range (IQR)	1715172.2

Descriptive statistics

Standard deviation	964897.69
Coefficient of variation (CV)	0.797157
Kurtosis	-1.1079607
Mean	1210423.6
Median Absolute Deviation (MAD)	814850
Skewness	0.39767262
Sum	41154404
Variance	9.3102755 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
21628	1	2.9%
1789084	1	2.9%
1360863	1	2.9%
1830750	1	2.9%
2382495	1	2.9%
2938566	1	2.9%
3101053	1	2.9%
2607319	1	2.9%
1708269	1	2.9%
1062211	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21628	1	2.9%
34845	1	2.9%
65493	1	2.9%
87413	1	2.9%
97092	1	2.9%
121640	1	2.9%
159384	1	2.9%
213993	1	2.9%
268970	1	2.9%
322322	1	2.9%

Value	Count	Frequency (%)
3101053	1	2.9%
2938566	1	2.9%
2800479	1	2.9%
2607319	1	2.9%
2382495	1	2.9%
2345387	1	2.9%
2134812	1	2.9%
2112563	1	2.9%
2053057	1	2.9%
1830750	1	2.9%

부산
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	876717.82

Minimum	36623
Maximum	1461840
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	36623
5-th percentile	62802.4
Q1	428251
median	1035203.5
Q3	1316795.2
95-th percentile	1432461
Maximum	1461840
Range	1425217
Interquartile range (IQR)	888544.25

Descriptive statistics

Standard deviation	502245.56
Coefficient of variation (CV)	0.57287025
Kurtosis	-1.3390579
Mean	876717.82
Median Absolute Deviation (MAD)	370551
Skewness	-0.45000554
Sum	29808406
Variance	2.522506 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
36623	1	2.9%
1296982	1	2.9%
1160866	1	2.9%
1275714	1	2.9%
1297956	1	2.9%
1359726	1	2.9%
1318036	1	2.9%
1313073	1	2.9%
1361004	1	2.9%
1072919	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36623	1	2.9%
51404	1	2.9%
68940	1	2.9%
102003	1	2.9%
153877	1	2.9%
196830	1	2.9%
253637	1	2.9%
325281	1	2.9%
418137	1	2.9%
458593	1	2.9%

Value	Count	Frequency (%)
1461840	1	2.9%
1439559	1	2.9%
1428639	1	2.9%
1427371	1	2.9%
1421999	1	2.9%
1408886	1	2.9%
1361004	1	2.9%
1359726	1	2.9%
1318036	1	2.9%
1313073	1	2.9%

광주
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	388467.59

Minimum	18064
Maximum	653410
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	18064
5-th percentile	36358.05
Q1	196389.5
median	456783
Q3	587822
95-th percentile	636058.4
Maximum	653410
Range	635346
Interquartile range (IQR)	391432.5

Descriptive statistics

Standard deviation	218594.04
Coefficient of variation (CV)	0.56270857
Kurtosis	-1.3926855
Mean	388467.59
Median Absolute Deviation (MAD)	169573
Skewness	-0.38894124
Sum	13207898
Variance	4.7783354 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
18064	1	2.9%
566883	1	2.9%
512363	1	2.9%
565168	1	2.9%
578463	1	2.9%
599276	1	2.9%
590363	1	2.9%
580199	1	2.9%
595195	1	2.9%
480851	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18064	1	2.9%
27286	1	2.9%
41243	1	2.9%
63723	1	2.9%
85305	1	2.9%
102529	1	2.9%
130967	1	2.9%
172429	1	2.9%
196348	1	2.9%
196514	1	2.9%

Value	Count	Frequency (%)
653410	1	2.9%
639844	1	2.9%
634020	1	2.9%
627613	1	2.9%
625099	1	2.9%
624409	1	2.9%
599276	1	2.9%
595195	1	2.9%
590363	1	2.9%
580199	1	2.9%

전남
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	348424.5

Minimum	7458
Maximum	916293
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	7458
5-th percentile	19018.05
Q1	95354.25
median	271315.5
Q3	567310.5
95-th percentile	842130.25
Maximum	916293
Range	908835
Interquartile range (IQR)	471956.25

Descriptive statistics

Standard deviation	276199.1
Coefficient of variation (CV)	0.79270862
Kurtosis	-0.81507233
Mean	348424.5
Median Absolute Deviation (MAD)	205009.5
Skewness	0.55669758
Sum	11846433
Variance	7.6285945 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
7458	1	2.9%
547347	1	2.9%
374877	1	2.9%
457891	1	2.9%
465549	1	2.9%
518472	1	2.9%
594959	1	2.9%
573965	1	2.9%
588393	1	2.9%
309961	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7458	1	2.9%
11727	1	2.9%
22944	1	2.9%
31651	1	2.9%
46688	1	2.9%
57721	1	2.9%
74891	1	2.9%
91364	1	2.9%
93368	1	2.9%
101313	1	2.9%

Value	Count	Frequency (%)
916293	1	2.9%
913744	1	2.9%
803569	1	2.9%
742686	1	2.9%
727612	1	2.9%
627055	1	2.9%
594959	1	2.9%
588393	1	2.9%
573965	1	2.9%
547347	1	2.9%

전북
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	474099.74

Minimum	8176
Maximum	1003743
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	8176
5-th percentile	20709.7
Q1	166936.75
median	434529
Q3	827869.75
95-th percentile	931900.15
Maximum	1003743
Range	995567
Interquartile range (IQR)	660933

Descriptive statistics

Standard deviation	341822.71
Coefficient of variation (CV)	0.72099325
Kurtosis	-1.6074872
Mean	474099.74
Median Absolute Deviation (MAD)	351271.5
Skewness	0.075762622
Sum	16119391
Variance	1.1684277 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
8176	1	2.9%
820207	1	2.9%
585837	1	2.9%
700849	1	2.9%
768433	1	2.9%
812973	1	2.9%
834110	1	2.9%
830627	1	2.9%
830424	1	2.9%
540486	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8176	1	2.9%
14510	1	2.9%
24048	1	2.9%
35541	1	2.9%
53022	1	2.9%
65890	1	2.9%
102419	1	2.9%
142757	1	2.9%
166360	1	2.9%
168667	1	2.9%

Value	Count	Frequency (%)
1003743	1	2.9%
947207	1	2.9%
923658	1	2.9%
908431	1	2.9%
883121	1	2.9%
861812	1	2.9%
834110	1	2.9%
830627	1	2.9%
830424	1	2.9%
820207	1	2.9%

제주
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	18
Distinct (%)	100.0%
Missing	16
Missing (%)	47.1%
Infinite	0
Infinite (%)	0.0%
Mean	14945.222

Minimum	843
Maximum	34276
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	438.0 B

Quantile statistics

Minimum	843
5-th percentile	2169
Q1	7907.5
median	13126.5
Q3	22211.75
95-th percentile	30465.45
Maximum	34276
Range	33433
Interquartile range (IQR)	14304.25

Descriptive statistics

Standard deviation	9710.8128
Coefficient of variation (CV)	0.64976035
Kurtosis	-0.7386024
Mean	14945.222
Median Absolute Deviation (MAD)	8313.5
Skewness	0.3710241
Sum	269014
Variance	94299885
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
15960	1	2.9%
34276	1	2.9%
29793	1	2.9%
25200	1	2.9%
23847	1	2.9%
22577	1	2.9%
21116	1	2.9%
19218	1	2.9%
843	1	2.9%
2403	1	2.9%
Other values (8)	8	23.5%
(Missing)	16	47.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
843	1	2.9%
2403	1	2.9%
4262	1	2.9%
4489	1	2.9%
7642	1	2.9%
8704	1	2.9%
10753	1	2.9%
11678	1	2.9%
12089	1	2.9%
14164	1	2.9%

Value	Count	Frequency (%)
34276	1	2.9%
29793	1	2.9%
25200	1	2.9%
23847	1	2.9%
22577	1	2.9%
21116	1	2.9%
19218	1	2.9%
15960	1	2.9%
14164	1	2.9%
12089	1	2.9%

Phik (φk)
Auto

Heatmap
Table

	연도	강원	서울	경기	인천	대전	세종	충남	충북	대구	경남	경북	울산	부산	광주	전남	전북	제주
연도	1.000	0.943	0.891	0.840	0.826	0.916	1.000	0.871	0.925	0.918	0.955	0.938	0.841	0.972	0.981	0.894	0.959	0.972
강원	0.943	1.000	0.497	0.942	0.790	0.941	0.589	0.851	0.971	0.785	0.987	0.945	0.922	0.947	0.928	0.956	0.978	0.875
서울	0.891	0.497	1.000	0.798	0.896	0.880	0.385	0.000	0.000	0.943	0.436	0.582	0.000	0.905	0.906	0.000	0.333	0.931
경기	0.840	0.942	0.798	1.000	0.914	0.920	0.000	0.899	0.877	0.940	0.975	0.980	0.894	0.973	0.945	0.787	0.951	0.894
인천	0.826	0.790	0.896	0.914	1.000	0.947	0.000	0.806	0.400	0.932	0.920	0.890	0.742	0.965	0.932	0.257	0.811	0.896
대전	0.916	0.941	0.880	0.920	0.947	1.000	0.443	0.926	0.912	0.941	0.952	0.957	0.878	0.966	0.954	0.810	0.903	0.586
세종	1.000	0.589	0.385	0.000	0.000	0.443	1.000	0.000	0.589	NaN	0.587	0.616	0.000	1.000	0.000	0.682	0.561	0.424
충남	0.871	0.851	0.000	0.899	0.806	0.926	0.000	1.000	0.794	0.859	0.885	0.764	0.817	0.955	0.962	0.681	0.912	0.937
충북	0.925	0.971	0.000	0.877	0.400	0.912	0.589	0.794	1.000	0.803	0.980	0.947	0.959	0.914	0.924	0.982	0.971	0.576
대구	0.918	0.785	0.943	0.940	0.932	0.941	NaN	0.859	0.803	1.000	0.928	0.949	0.645	0.980	0.959	0.738	0.910	0.000
경남	0.955	0.987	0.436	0.975	0.920	0.952	0.587	0.885	0.980	0.928	1.000	0.971	0.888	0.986	0.960	0.941	0.983	0.954
경북	0.938	0.945	0.582	0.980	0.890	0.957	0.616	0.764	0.947	0.949	0.971	1.000	0.866	0.954	0.963	0.825	0.973	0.000
울산	0.841	0.922	0.000	0.894	0.742	0.878	0.000	0.817	0.959	0.645	0.888	0.866	1.000	0.872	0.903	0.945	0.900	0.000
부산	0.972	0.947	0.905	0.973	0.965	0.966	1.000	0.955	0.914	0.980	0.986	0.954	0.872	1.000	0.992	0.778	0.954	0.787
광주	0.981	0.928	0.906	0.945	0.932	0.954	0.000	0.962	0.924	0.959	0.960	0.963	0.903	0.992	1.000	0.755	0.966	0.753
전남	0.894	0.956	0.000	0.787	0.257	0.810	0.682	0.681	0.982	0.738	0.941	0.825	0.945	0.778	0.755	1.000	0.920	0.706
전북	0.959	0.978	0.333	0.951	0.811	0.903	0.561	0.912	0.971	0.910	0.983	0.973	0.900	0.954	0.966	0.920	1.000	0.712
제주	0.972	0.875	0.931	0.894	0.896	0.586	0.424	0.937	0.576	0.000	0.954	0.000	0.000	0.787	0.753	0.706	0.712	1.000

Heatmap
Table

	연도	강원	서울	경기	인천	대전	세종	충남	충북	대구	경남	경북	울산	부산	광주	전남	전북	제주
연도	1.000	0.998	0.598	0.985	0.900	0.956	0.939	0.966	0.997	0.973	0.998	0.988	0.928	0.990	0.993	0.996	0.996	1.000
강원	0.998	1.000	0.609	0.991	0.909	0.965	0.939	0.971	0.999	0.979	0.998	0.991	0.932	0.991	0.995	0.997	0.996	0.990
서울	0.598	0.609	1.000	0.487	0.795	0.699	-0.042	0.475	0.617	0.672	0.609	0.646	0.727	0.643	0.635	0.610	0.618	-0.746
경기	0.985	0.991	0.487	1.000	0.915	0.968	0.794	0.974	0.992	0.988	0.990	0.993	0.932	0.996	0.996	0.989	0.993	0.932
인천	0.900	0.909	0.795	0.915	1.000	0.958	0.091	0.911	0.912	0.954	0.910	0.933	0.975	0.936	0.926	0.912	0.922	0.337
대전	0.956	0.965	0.699	0.968	0.958	1.000	0.382	0.965	0.969	0.983	0.963	0.981	0.978	0.974	0.975	0.965	0.966	0.705
세종	0.939	0.939	-0.042	0.794	0.091	0.382	1.000	0.212	0.939	0.588	0.879	0.733	-0.261	0.770	0.855	0.818	0.806	0.939
충남	0.966	0.971	0.475	0.974	0.911	0.965	0.212	1.000	0.969	0.972	0.973	0.982	0.954	0.964	0.971	0.976	0.981	0.841
충북	0.997	0.999	0.617	0.992	0.912	0.969	0.939	0.969	1.000	0.980	0.997	0.993	0.935	0.993	0.997	0.995	0.994	0.981
대구	0.973	0.979	0.672	0.988	0.954	0.983	0.588	0.972	0.980	1.000	0.978	0.990	0.970	0.987	0.987	0.980	0.983	0.822
경남	0.998	0.998	0.609	0.990	0.910	0.963	0.879	0.973	0.997	0.978	1.000	0.991	0.934	0.992	0.996	0.999	0.998	0.990
경북	0.988	0.991	0.646	0.993	0.933	0.981	0.733	0.982	0.993	0.990	0.991	1.000	0.958	0.991	0.996	0.991	0.993	0.917
울산	0.928	0.932	0.727	0.932	0.975	0.978	-0.261	0.954	0.935	0.970	0.934	0.958	1.000	0.948	0.945	0.938	0.945	0.511
부산	0.990	0.991	0.643	0.996	0.936	0.974	0.770	0.964	0.993	0.987	0.992	0.991	0.948	1.000	0.995	0.989	0.993	0.930
광주	0.993	0.995	0.635	0.996	0.926	0.975	0.855	0.971	0.997	0.987	0.996	0.996	0.945	0.995	1.000	0.994	0.995	0.955
전남	0.996	0.997	0.610	0.989	0.912	0.965	0.818	0.976	0.995	0.980	0.999	0.991	0.938	0.989	0.994	1.000	0.998	0.979
전북	0.996	0.996	0.618	0.993	0.922	0.966	0.806	0.981	0.994	0.983	0.998	0.993	0.945	0.993	0.995	0.998	1.000	0.973
제주	1.000	0.990	-0.746	0.932	0.337	0.705	0.939	0.841	0.981	0.822	0.990	0.917	0.511	0.930	0.955	0.979	0.973	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

	연도	강원	서울	경기	인천	대전	세종	충남	충북	대구	경남	경북	울산	부산	광주	전남	전북	제주
0	1989	3094	319989.0	<NA>	113349.0	3844	<NA>	<NA>	700	20855	29263	6437	21628	36623	18064	7458	8176	<NA>
1	1990	6397	501129.0	<NA>	205370.0	11592	<NA>	<NA>	5302	34890	45647	13245	34845	51404	27286	11727	14510	<NA>
2	1991	12406	744432.0	<NA>	319128.0	26052	<NA>	<NA>	10880	48788	58265	24294	65493	68940	41243	22944	24048	<NA>
3	1992	18897	1073312.0	<NA>	452930.0	49930	<NA>	<NA>	18367	66596	74797	38357	87413	102003	63723	31651	35541	<NA>
4	1993	28601	1421167.0	386308.0	313113.0	93889	<NA>	305	30373	95587	90025	55802	97092	153877	85305	46688	53022	<NA>
5	1994	37948	1894184.0	571618.0	394821.0	139305	<NA>	3762	40387	126843	116257	71927	121640	196830	102529	57721	65890	<NA>
6	1995	53370	2452297.0	863575.0	522337.0	190635	<NA>	17615	66302	172955	146106	120996	159384	253637	130967	74891	102419	<NA>
7	1996	66705	2977508.0	1174932.0	624902.0	229125	<NA>	34880	99191	241125	173502	210320	213993	325281	172429	93368	142757	<NA>
8	1997	72436	3247943.0	1429039.0	693540.0	248206	<NA>	85368	118028	343753	198471	303034	268970	418137	196514	101313	168667	<NA>
9	1998	75048	3138085.0	1580507.0	697186.0	243117	<NA>	106758	123689	460101	196582	337848	322322	458593	196348	91364	166360	<NA>

	연도	강원	서울	경기	인천	대전	세종	충남	충북	대구	경남	경북	울산	부산	광주	전남	전북	제주
24	2013	307873	4731122.0	5217051.0	1569858.0	750539	74885	1660010	718776	970475	1051350	1439696	3101053	1318036	590363	594959	834110	12089
25	2014	296437	4261204.0	4797282.0	1479928.0	650047	69119	1504915	697543	933462	1034237	1383377	2607319	1313073	580199	573965	830627	14164
26	2015	303995	4166211.0	4763556.0	1393452.0	616966	76727	1260344	702872	928277	1027795	1319382	1789084	1296982	566883	547347	820207	15960
27	2016	329207	4250538.0	4969753.0	1448692.0	654218	82708	1302614	742339	935036	1063225	1347987	1708269	1361004	595195	588393	830424	19218
28	2017	363885	4432120.0	5260344.0	1485274.0	688680	84999	1379695	784914	956983	1070159	1417020	2112563	1427371	624409	627055	861812	21116
29	2018	407645	4622322.0	5511970.0	1574147.0	746189	89356	1504009	852493	1004383	1160107	1500009	2800479	1461840	634020	742686	923658	22577
30	2019	413340	4295798.85	5279044.857	1504512.709	734652	104307	1550913	882465	971914	1122209	1495929	2345387	1428639	625099	727612	908431	23847
31	2020	416570	4180225.0	5236434.0	1393145.0	718098	104274	1478566	901455	953114	1183592	1479257	1774920	1408886	627613	803569	883121	25200
32	2021	459931	4201860.0	5498483.0	1472529.0	695599	103599	1594455	964028	1004013	1316482	1577407	2134812	1421999	639844	916293	947207	29793
33	2022	490442	4318148.0	5631491.0	1543709.0	717151	109413	1571906	1011823	970951	1324051	1556051	2053057	1439559	653410	913744	1003743	34276

Overview

Variables

Interactions

Correlations

Missing values

Sample