gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	850
Missing cells	26
Missing cells (%)	0.2%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	145.4 KiB
Average record size in memory	175.2 B

Variable types

Categorical	4
Numeric	15
Text	1

Dataset

Description	1. 직역구분: 지역, 직장 2. 연월: 2022년 1월 ~ 2023년 5월 3. 시도, 시군구: 서울특별시_구단위별 구분 4. 연령: 65세 ~ 99세(5세 단위), 100세 이상 5. 성별: 남자, 여자 1. 부과보험료 기준 자료 2. 지역보험료는 세대 단위로 산정됨에 따라, 세대주의 연령에 따라 자료 구분 1. 직장가입자의 보수월액 보험료이며, 산정보험료 기준임 2. 보수월액보험료는 사업장 단위로 부과되므로, 본 자료는 서울시에 소재한 사업장의 가입자를 기준으로 발췌됨 ※ 민원인의 제공 신청에 따른 제공 건으로서 2023-07-10 발췌
URL	https://www.data.go.kr/data/15116515/fileData.do

Alerts

`시도` has constant value ""	Constant
`65-69세(남자)` is highly overall correlated with `65-69세(여자)` and 5 other fields	High correlation
`65-69세(여자)` is highly overall correlated with `65-69세(남자)` and 2 other fields	High correlation
`70-74세(여자)` is highly overall correlated with `65-69세(남자)` and 13 other fields	High correlation
`75-79세(남자)` is highly overall correlated with `65-69세(남자)` and 13 other fields	High correlation
`75-79세(여자)` is highly overall correlated with `65-69세(남자)` and 13 other fields	High correlation
`80-84세(남자)` is highly overall correlated with `65-69세(남자)` and 13 other fields	High correlation
`80-84세(여자)` is highly overall correlated with `70-74세(여자)` and 12 other fields	High correlation
`85-89세(남자)` is highly overall correlated with `65-69세(남자)` and 13 other fields	High correlation
`85-89세(여자)` is highly overall correlated with `70-74세(여자)` and 12 other fields	High correlation
`90-94세(남자)` is highly overall correlated with `70-74세(여자)` and 12 other fields	High correlation
`90-94세(여자)` is highly overall correlated with `70-74세(여자)` and 12 other fields	High correlation
`95-99세(남자)` is highly overall correlated with `70-74세(여자)` and 12 other fields	High correlation
`95-99세(여자)` is highly overall correlated with `70-74세(여자)` and 11 other fields	High correlation
`100세이상(남자)` is highly overall correlated with `75-79세(여자)` and 10 other fields	High correlation
`100세이상(여자)` is highly overall correlated with `70-74세(여자)` and 12 other fields	High correlation
`직역구분` is highly overall correlated with `70-74세(여자)` and 11 other fields	High correlation
`100세이상(남자)` has 17 (2.0%) missing values	Missing
`100세이상(여자)` has 9 (1.1%) missing values	Missing
`65-69세(남자)` has unique values	Unique
`65-69세(여자)` has unique values	Unique
`70-74세(남자)` has unique values	Unique
`70-74세(여자)` has unique values	Unique
`75-79세(남자)` has unique values	Unique
`75-79세(여자)` has unique values	Unique
`80-84세(남자)` has unique values	Unique
`80-84세(여자)` has unique values	Unique
`90-94세(여자)` has 34 (4.0%) zeros	Zeros
`95-99세(남자)` has 95 (11.2%) zeros	Zeros
`95-99세(여자)` has 244 (28.7%) zeros	Zeros
`100세이상(남자)` has 318 (37.4%) zeros	Zeros
`100세이상(여자)` has 391 (46.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 06:41:35.481276
Analysis finished	2023-12-12 06:42:02.579860
Duration	27.1 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

직역구분
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	6.8 KiB

지역	425
직장	425

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
지역	425	50.0%
직장	425	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
지역	425	50.0%
직장	425	50.0%

연월
Categorical

Distinct	17
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	6.8 KiB

2022년1월	50
2022년2월	50
2022년3월	50
2022년4월	50
2022년5월	50
Other values (12)	600

Length

Max length	8
Median length	7
Mean length	7.1764706
Min length	7

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2022년1월
2nd row	2022년1월
3rd row	2022년1월
4th row	2022년1월
5th row	2022년1월

Common Values

Value	Count	Frequency (%)
2022년1월	50	5.9%
2022년2월	50	5.9%
2022년3월	50	5.9%
2022년4월	50	5.9%
2022년5월	50	5.9%
2022년6월	50	5.9%
2022년7월	50	5.9%
2022년8월	50	5.9%
2022년9월	50	5.9%
2022년10월	50	5.9%
Other values (7)	350	41.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2022년1월	50	5.9%
2022년10월	50	5.9%
2023년4월	50	5.9%
2023년3월	50	5.9%
2023년2월	50	5.9%
2023년1월	50	5.9%
2022년12월	50	5.9%
2022년11월	50	5.9%
2022년9월	50	5.9%
2022년2월	50	5.9%
Other values (7)	350	41.2%

시도
Categorical

CONSTANT

Distinct	1
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.8 KiB

서울특별시	850

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
서울특별시	850	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
서울특별시	850	100.0%

시군구
Categorical

Distinct	25
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Memory size	6.8 KiB

종로구	34
중구	34
용산구	34
성동구	34
광진구	34
Other values (20)	680

Length

Max length	4
Median length	3
Mean length	3.08
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	종로구
2nd row	중구
3rd row	용산구
4th row	성동구
5th row	광진구

Common Values

Value	Count	Frequency (%)
종로구	34	4.0%
중구	34	4.0%
용산구	34	4.0%
성동구	34	4.0%
광진구	34	4.0%
동대문구	34	4.0%
중랑구	34	4.0%
성북구	34	4.0%
강북구	34	4.0%
도봉구	34	4.0%
Other values (15)	510	60.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
종로구	34	4.0%
마포구	34	4.0%
송파구	34	4.0%
강남구	34	4.0%
서초구	34	4.0%
관악구	34	4.0%
동작구	34	4.0%
영등포구	34	4.0%
금천구	34	4.0%
구로구	34	4.0%
Other values (15)	510	60.0%

65-69세(남자)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	850
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.2794773 × 10⁸

Minimum	1.2457328 × 10⁸
Maximum	2.9942706 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 KiB

Quantile statistics

Minimum	1.2457328 × 10⁸
5-th percentile	2.1883721 × 10⁸
Q1	3.2348088 × 10⁸
median	4.9723978 × 10⁸
Q3	7.1108261 × 10⁸
95-th percentile	1.6430398 × 10⁹
Maximum	2.9942706 × 10⁹
Range	2.8696973 × 10⁹
Interquartile range (IQR)	3.8760173 × 10⁸

Descriptive statistics

Standard deviation	4.6447162 × 10⁸
Coefficient of variation (CV)	0.73966606
Kurtosis	6.1383522
Mean	6.2794773 × 10⁸
Median Absolute Deviation (MAD)	1.8962837 × 10⁸
Skewness	2.2722598
Sum	5.3375557 × 10¹¹
Variance	2.1573389 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
234399670	1	0.1%
217781690	1	0.1%
227169220	1	0.1%
238608080	1	0.1%
578436400	1	0.1%
379667180	1	0.1%
593359800	1	0.1%
650111150	1	0.1%
623962470	1	0.1%
1147220510	1	0.1%
Other values (840)	840	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
124573280	1	0.1%
125243320	1	0.1%
134120720	1	0.1%
134343850	1	0.1%
137995360	1	0.1%
138267830	1	0.1%
139059500	1	0.1%
141155490	1	0.1%
141594460	1	0.1%
142271230	1	0.1%

Value	Count	Frequency (%)
2994270620	1	0.1%
2925122990	1	0.1%
2786328260	1	0.1%
2764900410	1	0.1%
2764486400	1	0.1%
2712988640	1	0.1%
2711278300	1	0.1%
2697302120	1	0.1%
2678446900	1	0.1%
2605437920	1	0.1%

65-69세(여자)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	850
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0703298 × 10⁸

Minimum	50773240
Maximum	9.2271929 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 KiB

Quantile statistics

Minimum	50773240
5-th percentile	81981300
Q1	1.2185243 × 10⁸
median	1.5821426 × 10⁸
Q3	2.3579562 × 10⁸
95-th percentile	4.8042816 × 10⁸
Maximum	9.2271929 × 10⁸
Range	8.7194605 × 10⁸
Interquartile range (IQR)	1.1394319 × 10⁸

Descriptive statistics

Standard deviation	1.3897462 × 10⁸
Coefficient of variation (CV)	0.67126802
Kurtosis	6.4154709
Mean	2.0703298 × 10⁸
Median Absolute Deviation (MAD)	47486430
Skewness	2.3091803
Sum	1.7597804 × 10¹¹
Variance	1.9313945 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
74420800	1	0.1%
91276200	1	0.1%
128427130	1	0.1%
100937450	1	0.1%
218313330	1	0.1%
131999610	1	0.1%
236377690	1	0.1%
187193270	1	0.1%
180212410	1	0.1%
382624590	1	0.1%
Other values (840)	840	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50773240	1	0.1%
52464890	1	0.1%
54720540	1	0.1%
56248640	1	0.1%
57158110	1	0.1%
57863210	1	0.1%
58006000	1	0.1%
58772260	1	0.1%
59417710	1	0.1%
60328060	1	0.1%

Value	Count	Frequency (%)
922719290	1	0.1%
901999330	1	0.1%
860815220	1	0.1%
859671530	1	0.1%
855284390	1	0.1%
853229240	1	0.1%
852366530	1	0.1%
844347130	1	0.1%
842166040	1	0.1%
815290690	1	0.1%

70-74세(남자)
Text

UNIQUE

Distinct	850
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	6.8 KiB

Length

Max length	10
Median length	9
Mean length	9.0011765
Min length	1

Characters and Unicode

Total characters	7651
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	850 ?
Unique (%)	100.0%

Sample

1st row	159512720
2nd row	102437870
3rd row	270830220
4th row	263779940
5th row	367497610

Value	Count	Frequency (%)
159512720	1	0.1%
126156630	1	0.1%
156272840	1	0.1%
134984340	1	0.1%
100698040	1	0.1%
85955870	1	0.1%
301259090	1	0.1%
158449530	1	0.1%
261935720	1	0.1%
277157990	1	0.1%
Other values (839)	839	98.8%

Most occurring characters

Value	Count	Frequency (%)
0	1454	19.0%
1	921	12.0%
2	712	9.3%
3	712	9.3%
4	691	9.0%
5	663	8.7%
6	650	8.5%
8	627	8.2%
9	617	8.1%
7	603	7.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7650	> 99.9%
Space Separator	1	< 0.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	1454	19.0%
1	921	12.0%
2	712	9.3%
3	712	9.3%
4	691	9.0%
5	663	8.7%
6	650	8.5%
8	627	8.2%
9	617	8.1%
7	603	7.9%

Space Separator

Value	Count	Frequency (%)
	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7651	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	1454	19.0%
1	921	12.0%
2	712	9.3%
3	712	9.3%
4	691	9.0%
5	663	8.7%
6	650	8.5%
8	627	8.2%
9	617	8.1%
7	603	7.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7651	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	1454	19.0%
1	921	12.0%
2	712	9.3%
3	712	9.3%
4	691	9.0%
5	663	8.7%
6	650	8.5%
8	627	8.2%
9	617	8.1%
7	603	7.9%

70-74세(여자)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	850
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1178316 × 10⁸

Minimum	26834210
Maximum	5.2815431 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 KiB

Quantile statistics

Minimum	26834210
5-th percentile	37428326
Q1	55642030
median	87711990
Q3	1.3872719 × 10⁸
95-th percentile	2.6617652 × 10⁸
Maximum	5.2815431 × 10⁸
Range	5.013201 × 10⁸
Interquartile range (IQR)	83085160

Descriptive statistics

Standard deviation	82478890
Coefficient of variation (CV)	0.73784718
Kurtosis	5.9020464
Mean	1.1178316 × 10⁸
Median Absolute Deviation (MAD)	35281805
Skewness	2.1755308
Sum	9.5015686 × 10¹⁰
Variance	6.8027672 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67375010	1	0.1%
30849490	1	0.1%
43569590	1	0.1%
32101630	1	0.1%
73396820	1	0.1%
44123370	1	0.1%
87478210	1	0.1%
56544930	1	0.1%
68099460	1	0.1%
139956550	1	0.1%
Other values (840)	840	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26834210	1	0.1%
29063060	1	0.1%
29545220	1	0.1%
29855820	1	0.1%
29947900	1	0.1%
30469840	1	0.1%
30515260	1	0.1%
30550610	1	0.1%
30849490	1	0.1%
30863210	1	0.1%

Value	Count	Frequency (%)
528154310	1	0.1%
525303350	1	0.1%
523057430	1	0.1%
522677880	1	0.1%
520977000	1	0.1%
492844480	1	0.1%
445142750	1	0.1%
444189150	1	0.1%
443980150	1	0.1%
443668340	1	0.1%

75-79세(남자)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	850
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3824676 × 10⁸

Minimum	12568590
Maximum	1.5705095 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 KiB

Quantile statistics

Minimum	12568590
5-th percentile	40467604
Q1	78680385
median	1.9045838 × 10⁸
Q3	3.1424729 × 10⁸
95-th percentile	5.6421252 × 10⁸
Maximum	1.5705095 × 10⁹
Range	1.5579409 × 10⁹
Interquartile range (IQR)	2.355669 × 10⁸

Descriptive statistics

Standard deviation	2.3638914 × 10⁸
Coefficient of variation (CV)	0.99220296
Kurtosis	8.9660787
Mean	2.3824676 × 10⁸
Median Absolute Deviation (MAD)	1.1481712 × 10⁸
Skewness	2.6523261
Sum	2.0250974 × 10¹¹
Variance	5.5879825 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
146616170	1	0.1%
46433650	1	0.1%
35346770	1	0.1%
40469160	1	0.1%
109520850	1	0.1%
45380870	1	0.1%
121369500	1	0.1%
94374030	1	0.1%
97602690	1	0.1%
194431130	1	0.1%
Other values (840)	840	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12568590	1	0.1%
17308630	1	0.1%
23081230	1	0.1%
28456220	1	0.1%
30423660	1	0.1%
30441050	1	0.1%
30478700	1	0.1%
30980250	1	0.1%
31378880	1	0.1%
31977200	1	0.1%

Value	Count	Frequency (%)
1570509490	1	0.1%
1563993580	1	0.1%
1532335270	1	0.1%
1530768760	1	0.1%
1530487600	1	0.1%
1476604500	1	0.1%
1201137370	1	0.1%
1190585160	1	0.1%
1173346630	1	0.1%
1165881740	1	0.1%

75-79세(여자)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	850
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75620780

Minimum	3226090
Maximum	4.6938875 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 KiB

Quantile statistics

Minimum	3226090
5-th percentile	12747684
Q1	21206748
median	61335550
Q3	95287545
95-th percentile	1.9163051 × 10⁸
Maximum	4.6938875 × 10⁸
Range	4.6616266 × 10⁸
Interquartile range (IQR)	74080798

Descriptive statistics

Standard deviation	76048326
Coefficient of variation (CV)	1.0056538
Kurtosis	7.6238608
Mean	75620780
Median Absolute Deviation (MAD)	39442475
Skewness	2.453061
Sum	6.4277663 × 10¹⁰
Variance	5.7833479 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
67735070	1	0.1%
10942300	1	0.1%
14538990	1	0.1%
10675190	1	0.1%
29490670	1	0.1%
14351730	1	0.1%
27127010	1	0.1%
16590690	1	0.1%
20056380	1	0.1%
42998440	1	0.1%
Other values (840)	840	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3226090	1	0.1%
6694440	1	0.1%
8021390	1	0.1%
8363350	1	0.1%
8954440	1	0.1%
9450550	1	0.1%
9581840	1	0.1%
9658240	1	0.1%
9824050	1	0.1%
10054290	1	0.1%

Value	Count	Frequency (%)
469388750	1	0.1%
468919850	1	0.1%
468151540	1	0.1%
465210440	1	0.1%
463012240	1	0.1%
447450350	1	0.1%
390249120	1	0.1%
387898850	1	0.1%
381703980	1	0.1%
377595880	1	0.1%

80-84세(남자)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	850
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.4779243 × 10⁸

Minimum	-11649160
Maximum	1.1178973 × 10⁹
Zeros	0
Zeros (%)	0.0%
Negative	2
Negative (%)	0.2%
Memory size	7.6 KiB

Quantile statistics

Minimum	-11649160
5-th percentile	15791998
Q1	34425150
median	1.0504626 × 10⁸
Q3	2.0707201 × 10⁸
95-th percentile	3.7405231 × 10⁸
Maximum	1.1178973 × 10⁹
Range	1.1295464 × 10⁹
Interquartile range (IQR)	1.7264686 × 10⁸

Descriptive statistics

Standard deviation	1.6297632 × 10⁸
Coefficient of variation (CV)	1.1027379
Kurtosis	9.5212965
Mean	1.4779243 × 10⁸
Median Absolute Deviation (MAD)	79860590
Skewness	2.6718848
Sum	1.2562356 × 10¹¹
Variance	2.656128 × 10¹⁶
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
131558690	1	0.1%
9989430	1	0.1%
15616060	1	0.1%
14705030	1	0.1%
58541560	1	0.1%
18952430	1	0.1%
37795850	1	0.1%
41997300	1	0.1%
35568810	1	0.1%
73447770	1	0.1%
Other values (840)	840	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-11649160	1	0.1%
-684480	1	0.1%
8621050	1	0.1%
9989430	1	0.1%
10199720	1	0.1%
10206200	1	0.1%
10268580	1	0.1%
10639910	1	0.1%
10744240	1	0.1%
10758470	1	0.1%

Value	Count	Frequency (%)
1117897270	1	0.1%
1103973660	1	0.1%
1095807940	1	0.1%
1078907120	1	0.1%
1064776940	1	0.1%
1022621420	1	0.1%
734721170	1	0.1%
729346300	1	0.1%
724191260	1	0.1%
719093820	1	0.1%

80-84세(여자)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	850
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50244048

Minimum	1147120
Maximum	3.3999483 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	7.6 KiB

Quantile statistics

Minimum	1147120
5-th percentile	3502624.5
Q1	7164870
median	32450635
Q3	71473940
95-th percentile	1.5628942 × 10⁸
Maximum	3.3999483 × 10⁸
Range	3.3884771 × 10⁸
Interquartile range (IQR)	64309070

Descriptive statistics

Standard deviation	56264333
Coefficient of variation (CV)	1.1198209
Kurtosis	5.5154088
Mean	50244048
Median Absolute Deviation (MAD)	27043830
Skewness	2.0457368
Sum	4.2707441 × 10¹⁰
Variance	3.1656752 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
59532260	1	0.1%
3282330	1	0.1%
2940420	1	0.1%
3746610	1	0.1%
12342620	1	0.1%
4759530	1	0.1%
8118220	1	0.1%
2792310	1	0.1%
6866810	1	0.1%
18213530	1	0.1%
Other values (840)	840	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1147120	1	0.1%
1236010	1	0.1%
1703220	1	0.1%
2408500	1	0.1%
2445190	1	0.1%
2521250	1	0.1%
2591280	1	0.1%
2759320	1	0.1%
2792310	1	0.1%
2847980	1	0.1%

Value	Count	Frequency (%)
339994830	1	0.1%
338370120	1	0.1%
337095890	1	0.1%
329256480	1	0.1%
325852380	1	0.1%
312197830	1	0.1%
263305510	1	0.1%
255517710	1	0.1%
252011120	1	0.1%
250413710	1	0.1%

85-89세(남자)
Real number (ℝ)

HIGH CORRELATION

Distinct	848
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	57810947

Minimum	-8460
Maximum	4.1597766 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	1
Negative (%)	0.1%
Memory size	7.6 KiB

Quantile statistics

Minimum	-8460
5-th percentile	3929450
Q1	9031047.5
median	38170260
Q3	80064952
95-th percentile	1.7311349 × 10⁸
Maximum	4.1597766 × 10⁸
Range	4.1598612 × 10⁸
Interquartile range (IQR)	71033905

Descriptive statistics

Standard deviation	67822589
Coefficient of variation (CV)	1.173179
Kurtosis	7.3646832
Mean	57810947
Median Absolute Deviation (MAD)	30646640
Skewness	2.4527091
Sum	4.9139305 × 10¹⁰
Variance	4.5999036 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2638050	2	0.2%
3949180	2	0.2%
67532390	1	0.1%
4091810	1	0.1%
621590	1	0.1%
5138750	1	0.1%
8020330	1	0.1%
5216790	1	0.1%
18334960	1	0.1%
3304160	1	0.1%
Other values (838)	838	98.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-8460	1	0.1%
256950	1	0.1%
621590	1	0.1%
1369020	1	0.1%
1866360	1	0.1%
1937490	1	0.1%
2030730	1	0.1%
2172020	1	0.1%
2324560	1	0.1%
2357790	1	0.1%

Value	Count	Frequency (%)
415977660	1	0.1%
409924310	1	0.1%
406627340	1	0.1%
403875350	1	0.1%
400881730	1	0.1%
376238610	1	0.1%
330308780	1	0.1%
329210690	1	0.1%
326716420	1	0.1%
326453480	1	0.1%

85-89세(여자)
Real number (ℝ)

HIGH CORRELATION

Distinct	818
Distinct (%)	96.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24345619

Minimum	-4821510
Maximum	1.9474603 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	7
Negative (%)	0.8%
Memory size	7.6 KiB

Quantile statistics

Minimum	-4821510
5-th percentile	946816
Q1	2206067.5
median	16600155
Q3	38046628
95-th percentile	87343824
Maximum	1.9474603 × 10⁸
Range	1.9956754 × 10⁸
Interquartile range (IQR)	35840560

Descriptive statistics

Standard deviation	29845871
Coefficient of variation (CV)	1.2259237
Kurtosis	6.1578033
Mean	24345619
Median Absolute Deviation (MAD)	14575220
Skewness	2.0900124
Sum	2.0693776 × 10¹⁰
Variance	8.9077604 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1055420	3	0.4%
1077580	3	0.4%
1813150	3	0.4%
1840610	3	0.4%
718320	3	0.4%
2193750	3	0.4%
1176000	2	0.2%
1015230	2	0.2%
2588710	2	0.2%
4316510	2	0.2%
Other values (808)	824	96.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-4821510	1	0.1%
-3321440	1	0.1%
-1721720	1	0.1%
-1524760	1	0.1%
-966160	1	0.1%
-265490	1	0.1%
-23120	1	0.1%
194260	1	0.1%
293880	1	0.1%
299050	1	0.1%

Value	Count	Frequency (%)
194746030	1	0.1%
190864140	1	0.1%
188913700	1	0.1%
188157530	1	0.1%
183206330	1	0.1%
170470710	1	0.1%
118086140	1	0.1%
117147090	1	0.1%
116525210	1	0.1%
116263620	1	0.1%

90-94세(남자)
Real number (ℝ)

HIGH CORRELATION

Distinct	786
Distinct (%)	92.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14161962

Minimum	-10720150
Maximum	92180480
Zeros	0
Zeros (%)	0.0%
Negative	6
Negative (%)	0.7%
Memory size	7.6 KiB

Quantile statistics

Minimum	-10720150
5-th percentile	414604.5
Q1	1971435
median	9429080
Q3	20362215
95-th percentile	50774262
Maximum	92180480
Range	1.0290063 × 10⁸
Interquartile range (IQR)	18390780

Descriptive statistics

Standard deviation	16401244
Coefficient of variation (CV)	1.1581195
Kurtosis	4.7629014
Mean	14161962
Median Absolute Deviation (MAD)	7904440
Skewness	2.0063476
Sum	1.2037668 × 10¹⁰
Variance	2.690008 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3499530	5	0.6%
2705190	5	0.6%
407850	4	0.5%
230880	4	0.5%
1011130	3	0.4%
596890	3	0.4%
1323370	3	0.4%
1585880	3	0.4%
99070	3	0.4%
1597410	3	0.4%
Other values (776)	814	95.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10720150	1	0.1%
-6605290	1	0.1%
-5069070	1	0.1%
-3610260	1	0.1%
-506030	1	0.1%
-1900	1	0.1%
99070	3	0.4%
100120	1	0.1%
117790	1	0.1%
150490	1	0.1%

Value	Count	Frequency (%)
92180480	1	0.1%
91429970	1	0.1%
88059140	1	0.1%
86954760	1	0.1%
84014300	1	0.1%
83186960	1	0.1%
79349220	1	0.1%
79154110	1	0.1%
78783220	1	0.1%
77674570	1	0.1%

90-94세(여자)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	664
Distinct (%)	78.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8467637.6

Minimum	-8447930
Maximum	75990410
Zeros	34
Zeros (%)	4.0%
Negative	11
Negative (%)	1.3%
Memory size	7.6 KiB

Quantile statistics

Minimum	-8447930
5-th percentile	0
Q1	569770
median	4769415
Q3	11877868
95-th percentile	33741711
Maximum	75990410
Range	84438340
Interquartile range (IQR)	11308098

Descriptive statistics

Standard deviation	11114581
Coefficient of variation (CV)	1.3125953
Kurtosis	8.3099816
Mean	8467637.6
Median Absolute Deviation (MAD)	4529425
Skewness	2.3980002
Sum	7.1974919 × 10⁹
Variance	1.2353391 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34	4.0%
752550	11	1.3%
741950	8	0.9%
132190	7	0.8%
1996630	7	0.8%
45430	6	0.7%
84630	5	0.6%
68130	5	0.6%
85840	5	0.6%
3217790	5	0.6%
Other values (654)	757	89.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-8447930	1	0.1%
-1580010	1	0.1%
-1318860	1	0.1%
-606380	1	0.1%
-596040	1	0.1%
-360990	1	0.1%
-268320	1	0.1%
-122350	1	0.1%
-112560	1	0.1%
-105890	1	0.1%

Value	Count	Frequency (%)
75990410	1	0.1%
75658630	1	0.1%
75037080	1	0.1%
73393680	1	0.1%
72179700	1	0.1%
66789420	1	0.1%
46052040	1	0.1%
44442630	1	0.1%
44098160	1	0.1%
42323420	1	0.1%

95-99세(남자)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	549
Distinct (%)	64.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2308684.7

Minimum	-2912240
Maximum	17803230
Zeros	95
Zeros (%)	11.2%
Negative	6
Negative (%)	0.7%
Memory size	7.6 KiB

Quantile statistics

Minimum	-2912240
5-th percentile	0
Q1	208240
median	1381860
Q3	3192962.5
95-th percentile	9404306
Maximum	17803230
Range	20715470
Interquartile range (IQR)	2984722.5

Descriptive statistics

Standard deviation	2899822
Coefficient of variation (CV)	1.2560494
Kurtosis	5.2301765
Mean	2308684.7
Median Absolute Deviation (MAD)	1294490
Skewness	2.1116765
Sum	1.962382 × 10⁹
Variance	8.4089676 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	95	11.2%
76040	11	1.3%
208240	9	1.1%
352400	9	1.1%
103970	6	0.7%
901590	6	0.7%
69900	6	0.7%
399760	6	0.7%
101170	5	0.6%
106350	5	0.6%
Other values (539)	692	81.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2912240	1	0.1%
-2718790	1	0.1%
-1343370	1	0.1%
-1023940	1	0.1%
-637920	1	0.1%
-11300	1	0.1%
0	95	11.2%
27960	2	0.2%
34950	2	0.2%
35450	3	0.4%

Value	Count	Frequency (%)
17803230	1	0.1%
16502440	1	0.1%
16290970	1	0.1%
16270000	1	0.1%
15960760	1	0.1%
13914500	1	0.1%
12939090	1	0.1%
12814040	1	0.1%
12397760	1	0.1%
12269700	1	0.1%

95-99세(여자)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	482
Distinct (%)	56.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1484293.2

Minimum	-9869040
Maximum	14361180
Zeros	244
Zeros (%)	28.7%
Negative	8
Negative (%)	0.9%
Memory size	7.6 KiB

Quantile statistics

Minimum	-9869040
5-th percentile	0
Q1	0
median	789690
Q3	2071145
95-th percentile	5328054.5
Maximum	14361180
Range	24230220
Interquartile range (IQR)	2071145

Descriptive statistics

Standard deviation	2298304.2
Coefficient of variation (CV)	1.5484165
Kurtosis	9.8573583
Mean	1484293.2
Median Absolute Deviation (MAD)	789690
Skewness	2.47811
Sum	1.2616492 × 10⁹
Variance	5.2822021 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	244	28.7%
161550	11	1.3%
90870	8	0.9%
1286190	6	0.7%
165940	6	0.7%
307550	6	0.7%
610260	5	0.6%
2429220	5	0.6%
618990	5	0.6%
629870	5	0.6%
Other values (472)	549	64.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-9869040	1	0.1%
-5661950	1	0.1%
-1524500	1	0.1%
-746120	1	0.1%
-655620	1	0.1%
-576890	1	0.1%
-515650	1	0.1%
-149570	1	0.1%
0	244	28.7%
14040	1	0.1%

Value	Count	Frequency (%)
14361180	1	0.1%
14263930	1	0.1%
14095640	1	0.1%
13587830	1	0.1%
13445880	1	0.1%
13081200	1	0.1%
12836370	1	0.1%
12785110	1	0.1%
12336190	1	0.1%
12098800	1	0.1%

100세이상(남자)
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	245
Distinct (%)	29.4%
Missing	17
Missing (%)	2.0%
Infinite	0
Infinite (%)	0.0%
Mean	248528.21

Minimum	-165250
Maximum	2334230
Zeros	318
Zeros (%)	37.4%
Negative	2
Negative (%)	0.2%
Memory size	7.6 KiB

Quantile statistics

Minimum	-165250
5-th percentile	0
Q1	0
median	80670
Q3	338120
95-th percentile	1118902
Maximum	2334230
Range	2499480
Interquartile range (IQR)	338120

Descriptive statistics

Standard deviation	398161.7
Coefficient of variation (CV)	1.6020785
Kurtosis	6.6262008
Mean	248528.21
Median Absolute Deviation (MAD)	80670
Skewness	2.4654412
Sum	2.07024 × 10⁸
Variance	1.5853274 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	318	37.4%
140640	11	1.3%
20520	11	1.3%
524250	10	1.2%
69660	8	0.9%
11790	8	0.9%
1858710	8	0.9%
554510	7	0.8%
13420	6	0.7%
10260	6	0.7%
Other values (235)	440	51.8%
(Missing)	17	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-165250	1	0.1%
-84390	1	0.1%
0	318	37.4%
2870	5	0.6%
10260	6	0.7%
11790	8	0.9%
13180	2	0.2%
13420	6	0.7%
13470	5	0.6%
16290	4	0.5%

Value	Count	Frequency (%)
2334230	1	0.1%
2003730	1	0.1%
1869330	1	0.1%
1868830	2	0.2%
1858710	8	0.9%
1833550	2	0.2%
1810680	1	0.1%
1808690	2	0.2%
1789430	2	0.2%
1784770	1	0.1%

100세이상(여자)
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	262
Distinct (%)	31.2%
Missing	9
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	217739.68

Minimum	-277700
Maximum	2837010
Zeros	391
Zeros (%)	46.0%
Negative	1
Negative (%)	0.1%
Memory size	7.6 KiB

Quantile statistics

Minimum	-277700
5-th percentile	0
Q1	0
median	18020
Q3	223280
95-th percentile	1168590
Maximum	2837010
Range	3114710
Interquartile range (IQR)	223280

Descriptive statistics

Standard deviation	440629.72
Coefficient of variation (CV)	2.0236538
Kurtosis	8.9957823
Mean	217739.68
Median Absolute Deviation (MAD)	18020
Skewness	2.906252
Sum	1.8311907 × 10⁸
Variance	1.9415455 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	391	46.0%
4600	8	0.9%
387800	7	0.8%
62400	7	0.8%
10260	6	0.7%
18020	6	0.7%
68150	6	0.7%
183020	6	0.7%
13420	6	0.7%
1592370	6	0.7%
Other values (252)	392	46.1%
(Missing)	9	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-277700	1	0.1%
0	391	46.0%
4600	8	0.9%
4670	1	0.1%
10260	6	0.7%
11490	2	0.2%
13420	6	0.7%
14650	1	0.1%
14930	4	0.5%
18020	6	0.7%

Value	Count	Frequency (%)
2837010	1	0.1%
2621520	2	0.2%
2407020	1	0.1%
2337900	1	0.1%
2152000	2	0.2%
2085080	3	0.4%
1935390	1	0.1%
1935110	2	0.2%
1926380	1	0.1%
1924070	1	0.1%

Heatmap
Table

	직역구분	연월	시군구	65-69세(남자)	65-69세(여자)	70-74세(여자)	75-79세(남자)	75-79세(여자)	80-84세(남자)	80-84세(여자)	85-89세(남자)	85-89세(여자)	90-94세(남자)	90-94세(여자)	95-99세(남자)	95-99세(여자)	100세이상(남자)	100세이상(여자)
직역구분	1.000	0.000	0.000	0.384	0.263	0.788	0.649	0.953	0.773	0.843	0.961	0.893	0.904	0.773	0.794	0.638	0.539	0.922
연월	0.000	1.000	0.000	0.000	0.210	0.235	0.000	0.311	0.007	0.288	0.045	0.186	0.000	0.000	0.102	0.125	0.000	0.000
시군구	0.000	0.000	1.000	0.817	0.821	0.812	0.744	0.713	0.688	0.674	0.704	0.666	0.730	0.633	0.697	0.727	0.711	0.713
65-69세(남자)	0.384	0.000	0.817	1.000	0.968	0.920	0.778	0.823	0.662	0.637	0.638	0.622	0.755	0.540	0.741	0.592	0.375	0.640
65-69세(여자)	0.263	0.210	0.821	0.968	1.000	0.925	0.776	0.829	0.653	0.670	0.644	0.684	0.787	0.578	0.778	0.578	0.429	0.576
70-74세(여자)	0.788	0.235	0.812	0.920	0.925	1.000	0.938	0.962	0.882	0.866	0.846	0.859	0.914	0.779	0.894	0.771	0.628	0.792
75-79세(남자)	0.649	0.000	0.744	0.778	0.776	0.938	1.000	0.888	0.970	0.846	0.858	0.859	0.825	0.795	0.839	0.733	0.619	0.662
75-79세(여자)	0.953	0.311	0.713	0.823	0.829	0.962	0.888	1.000	0.920	0.918	0.919	0.881	0.933	0.826	0.906	0.823	0.624	0.842
80-84세(남자)	0.773	0.007	0.688	0.662	0.653	0.882	0.970	0.920	1.000	0.883	0.918	0.864	0.854	0.813	0.827	0.766	0.630	0.703
80-84세(여자)	0.843	0.288	0.674	0.637	0.670	0.866	0.846	0.918	0.883	1.000	0.914	0.976	0.859	0.921	0.783	0.797	0.784	0.740
85-89세(남자)	0.961	0.045	0.704	0.638	0.644	0.846	0.858	0.919	0.918	0.914	1.000	0.888	0.876	0.829	0.827	0.907	0.616	0.711
85-89세(여자)	0.893	0.186	0.666	0.622	0.684	0.859	0.859	0.881	0.864	0.976	0.888	1.000	0.863	0.962	0.861	0.775	0.770	0.705
90-94세(남자)	0.904	0.000	0.730	0.755	0.787	0.914	0.825	0.933	0.854	0.859	0.876	0.863	1.000	0.823	0.898	0.792	0.590	0.864
90-94세(여자)	0.773	0.000	0.633	0.540	0.578	0.779	0.795	0.826	0.813	0.921	0.829	0.962	0.823	1.000	0.860	0.731	0.772	0.657
95-99세(남자)	0.794	0.102	0.697	0.741	0.778	0.894	0.839	0.906	0.827	0.783	0.827	0.861	0.898	0.860	1.000	0.736	0.608	0.725
95-99세(여자)	0.638	0.125	0.727	0.592	0.578	0.771	0.733	0.823	0.766	0.797	0.907	0.775	0.792	0.731	0.736	1.000	0.475	0.697
100세이상(남자)	0.539	0.000	0.711	0.375	0.429	0.628	0.619	0.624	0.630	0.784	0.616	0.770	0.590	0.772	0.608	0.475	1.000	0.488
100세이상(여자)	0.922	0.000	0.713	0.640	0.576	0.792	0.662	0.842	0.703	0.740	0.711	0.705	0.864	0.657	0.725	0.697	0.488	1.000

Heatmap
Table

	직역구분	시군구	연월
직역구분	1.000	0.000	0.000
시군구	0.000	1.000	0.000
연월	0.000	0.000	1.000

Heatmap
Table

	65-69세(남자)	65-69세(여자)	70-74세(여자)	75-79세(남자)	75-79세(여자)	80-84세(남자)	80-84세(여자)	85-89세(남자)	85-89세(여자)	90-94세(남자)	90-94세(여자)	95-99세(남자)	95-99세(여자)	100세이상(남자)	100세이상(여자)	직역구분	연월	시군구
65-69세(남자)	1.000	0.922	0.831	0.742	0.610	0.605	0.464	0.538	0.449	0.470	0.370	0.389	0.330	0.072	0.212	0.292	0.000	0.450
65-69세(여자)	0.922	1.000	0.752	0.584	0.490	0.453	0.344	0.398	0.309	0.330	0.244	0.276	0.176	-0.019	0.076	0.201	0.083	0.455
70-74세(여자)	0.831	0.752	1.000	0.940	0.906	0.875	0.811	0.836	0.769	0.795	0.720	0.651	0.642	0.381	0.565	0.621	0.093	0.443
75-79세(남자)	0.742	0.584	0.940	1.000	0.953	0.957	0.881	0.913	0.863	0.860	0.805	0.731	0.749	0.456	0.696	0.698	0.000	0.429
75-79세(여자)	0.610	0.490	0.906	0.953	1.000	0.969	0.954	0.951	0.922	0.910	0.887	0.784	0.815	0.560	0.769	0.811	0.125	0.338
80-84세(남자)	0.605	0.453	0.875	0.957	0.969	1.000	0.946	0.968	0.928	0.916	0.882	0.807	0.839	0.568	0.791	0.836	0.000	0.374
80-84세(여자)	0.464	0.344	0.811	0.881	0.954	0.946	1.000	0.949	0.940	0.920	0.919	0.802	0.842	0.629	0.828	0.870	0.118	0.330
85-89세(남자)	0.538	0.398	0.836	0.913	0.951	0.968	0.949	1.000	0.951	0.928	0.909	0.825	0.842	0.589	0.809	0.824	0.017	0.366
85-89세(여자)	0.449	0.309	0.769	0.863	0.922	0.928	0.940	0.951	1.000	0.909	0.913	0.804	0.879	0.608	0.832	0.927	0.075	0.323
90-94세(남자)	0.470	0.330	0.795	0.860	0.910	0.916	0.920	0.928	0.909	1.000	0.911	0.809	0.831	0.573	0.783	0.740	0.000	0.355
90-94세(여자)	0.370	0.244	0.720	0.805	0.887	0.882	0.919	0.909	0.913	0.911	1.000	0.793	0.828	0.634	0.819	0.790	0.000	0.297
95-99세(남자)	0.389	0.276	0.651	0.731	0.784	0.807	0.802	0.825	0.804	0.809	0.793	1.000	0.743	0.579	0.697	0.626	0.032	0.323
95-99세(여자)	0.330	0.176	0.642	0.749	0.815	0.839	0.842	0.842	0.879	0.831	0.828	0.743	1.000	0.621	0.813	0.482	0.049	0.363
100세이상(남자)	0.072	-0.019	0.381	0.456	0.560	0.568	0.629	0.589	0.608	0.573	0.634	0.579	0.621	1.000	0.671	0.540	0.000	0.362
100세이상(여자)	0.212	0.076	0.565	0.696	0.769	0.791	0.828	0.809	0.832	0.783	0.819	0.697	0.813	0.671	1.000	0.763	0.000	0.337
직역구분	0.292	0.201	0.621	0.698	0.811	0.836	0.870	0.824	0.927	0.740	0.790	0.626	0.482	0.540	0.763	1.000	0.000	0.000
연월	0.000	0.083	0.093	0.000	0.125	0.000	0.118	0.017	0.075	0.000	0.000	0.032	0.049	0.000	0.000	0.000	1.000	0.000
시군구	0.450	0.455	0.443	0.429	0.338	0.374	0.330	0.366	0.323	0.355	0.297	0.323	0.363	0.362	0.337	0.000	0.000	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

	직역구분	연월	시도	시군구	65-69세(남자)	65-69세(여자)	70-74세(남자)	70-74세(여자)	75-79세(남자)	75-79세(여자)	80-84세(남자)	80-84세(여자)	85-89세(남자)	85-89세(여자)	90-94세(남자)	90-94세(여자)	95-99세(남자)	95-99세(여자)	100세이상(남자)	100세이상(여자)
0	지역	2022년1월	서울특별시	종로구	234399670	74420800	159512720	67375010	146616170	67735070	131558690	59532260	67532390	25771050	25002750	23848130	3531380	1991850	668370	165940
1	지역	2022년1월	서울특별시	중구	147901730	59417710	102437870	40217740	80227950	32032480	64259350	31460450	23263470	17527340	6645110	10643070	4030170	530260	233670	4600
2	지역	2022년1월	서울특별시	용산구	328376380	112017120	270830220	102023280	211365650	85541150	183039240	86950490	99722810	55526370	42997120	16157610	6228780	2759970	342510	695830
3	지역	2022년1월	서울특별시	성동구	364317640	111218500	263779940	83211510	196180020	75855170	135683980	55686700	56310840	25958800	11231060	9268580	1885510	2175600	401970	10260
4	지역	2022년1월	서울특별시	광진구	486955090	128744800	367497610	95861330	321602190	83219440	205841540	60957660	73494240	35596830	30331440	10143590	3442130	1115100	664550	307600
5	지역	2022년1월	서울특별시	동대문구	440202470	122578860		102505200	237128900	84238320	166575610	66941280	54831880	24383790	13020170	10898010	2760130	1040270	1858710	18020
6	지역	2022년1월	서울특별시	중랑구	496855430	124221380	327954340	94566240	232738680	72277420	131477980	49462770	44693030	18158170	8165300	5412870	1022840	285370	<NA>	<NA>
7	지역	2022년1월	서울특별시	성북구	493477060	148354520	324810940	97086300	277853230	92136040	194312640	77392700	84514410	45817050	22602730	11637920	3704970	1645880	69660	71200
8	지역	2022년1월	서울특별시	강북구	254782670	86574010	165865170	64838320	134245720	55615090	97348790	33581990	32592680	17922810	5031040	3086610	2183750	1478440	26840	193280
9	지역	2022년1월	서울특별시	도봉구	473525040	113361180	302793790	85490430	236643440	66596590	142743390	51422150	50138820	22578760	8324450	11207160	1338350	1740100	20520	98520

	직역구분	연월	시도	시군구	65-69세(남자)	65-69세(여자)	70-74세(남자)	70-74세(여자)	75-79세(남자)	75-79세(여자)	80-84세(남자)	80-84세(여자)	85-89세(남자)	85-89세(여자)	90-94세(남자)	90-94세(여자)	95-99세(남자)	95-99세(여자)	100세이상(남자)
840	직장	2023년5월	서울특별시	강서구	712579000	295884030	309426570	105489580	151835070	35696770	47370870	9124470	10124580	2489370	1772490	301320	0	35450	109000
841	직장	2023년5월	서울특별시	구로구	764743180	233338850	335957330	74041350	115063750	22852980	54175330	5269960	9576440	3136280	1938020	331340	265870	0	0
842	직장	2023년5월	서울특별시	금천구	739547470	216036730	340015210	84379550	113276070	28958530	49437880	8982680	16750890	2144150	2338640	3217790	0	0	0
843	직장	2023년5월	서울특별시	영등포구	1327566590	467675070	549403640	176251420	230096470	57751280	98557210	19717590	31319260	7362090	15360090	1159660	1527860	179400	0
844	직장	2023년5월	서울특별시	동작구	311158280	134061250	119098130	55378700	59500300	18569760	30834720	8115090	8330300	984990	2562540	1206230	165810	0	0
845	직장	2023년5월	서울특별시	관악구	331481610	151515090	174942550	74670310	80831920	25403480	29088210	8914770	5334680	1977560	3594000	1005050	37630	182830	0
846	직장	2023년5월	서울특별시	서초구	2148831820	604470440	876984340	253458170	433668470	96202930	199247130	32807970	76641200	9716930	18190670	8401830	2068750	121530	0
847	직장	2023년5월	서울특별시	강남구	2994270620	922719290	1328178850	338751790	615341140	141938050	257631220	53240330	95344000	30905470	17383190	8621780	8527530	296330	0
848	직장	2023년5월	서울특별시	송파구	1648563610	436808170	678450580	176237280	239436890	62481190	70684380	26127280	21070210	2516560	10077450	1037990	827520	84810	106350
849	직장	2023년5월	서울특별시	강동구	533897960	240200590	234775050	82354350	96463200	25362490	34658910	7521980	6666360	1813150	1575840	625940	106350	0	103680

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values (Plot)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample