gimi9 Pandas Profiling

Dataset statistics

Number of variables	10
Number of observations	121
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	10.6 KiB
Average record size in memory	90.1 B

Variable types

Numeric	9
Categorical	1

Dataset

Description	산재보험의 보상과 요양 관련 보험급여 지급 등과 관련한 각종 통계자료(요양급여, 휴업급여, 상병보상연금 등) *2012년 ~ 2022년 데이터
URL	https://www.data.go.kr/data/3077238/fileData.do

Alerts

`요양급여(원)` is highly overall correlated with `휴업급여` and 7 other fields	High correlation
`휴업급여` is highly overall correlated with `요양급여(원)` and 6 other fields	High correlation
`상병보상연금` is highly overall correlated with `요양급여(원)` and 7 other fields	High correlation
`장해급여(일시금및연금)` is highly overall correlated with `요양급여(원)` and 7 other fields	High correlation
`유족급여(일시금및연금)` is highly overall correlated with `요양급여(원)` and 6 other fields	High correlation
`장례비` is highly overall correlated with `요양급여(원)` and 7 other fields	High correlation
`간병급여` is highly overall correlated with `요양급여(원)` and 7 other fields	High correlation
`재활급여` is highly overall correlated with `요양급여(원)` and 7 other fields	High correlation
`구분` is highly overall correlated with `요양급여(원)` and 5 other fields	High correlation
`요양급여(원)` has unique values	Unique
`휴업급여` has unique values	Unique
`상병보상연금` has unique values	Unique
`장해급여(일시금및연금)` has unique values	Unique
`유족급여(일시금및연금)` has unique values	Unique
`장례비` has unique values	Unique
`간병급여` has unique values	Unique
`재활급여` has 8 (6.6%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 15:52:07.012580
Analysis finished	2023-12-12 15:52:16.974599
Duration	9.96 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
Real number (ℝ)

Distinct	11
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017

Minimum	2012
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	2012
5-th percentile	2012
Q1	2014
median	2017
Q3	2020
95-th percentile	2022
Maximum	2022
Range	10
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.1754265
Coefficient of variation (CV)	0.0015743314
Kurtosis	-1.2206808
Mean	2017
Median Absolute Deviation (MAD)	3
Skewness	0
Sum	244057
Variance	10.083333
Monotonicity	Increasing

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2012	11	9.1%
2013	11	9.1%
2014	11	9.1%
2015	11	9.1%
2016	11	9.1%
2017	11	9.1%
2018	11	9.1%
2019	11	9.1%
2020	11	9.1%
2021	11	9.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2012	11	9.1%
2013	11	9.1%
2014	11	9.1%
2015	11	9.1%
2016	11	9.1%
2017	11	9.1%
2018	11	9.1%
2019	11	9.1%
2020	11	9.1%
2021	11	9.1%

Value	Count	Frequency (%)
2022	11	9.1%
2021	11	9.1%
2020	11	9.1%
2019	11	9.1%
2018	11	9.1%
2017	11	9.1%
2016	11	9.1%
2015	11	9.1%
2014	11	9.1%
2013	11	9.1%

구분
Categorical

HIGH CORRELATION

Distinct	12
Distinct (%)	9.9%
Missing	0
Missing (%)	0.0%
Memory size	1.1 KiB

전산업	11
금융및보험업	11
광업	11
제조업	11
건설업	11
Other values (7)	66

Length

Max length	11
Median length	10
Mean length	4.2809917
Min length	2

Unique

Unique	1 ?
Unique (%)	0.8%

Sample

1st row	전산업
2nd row	금융및보험업
3rd row	광업
4th row	제조업
5th row	전기·가스및상수도사업

Common Values

Value	Count	Frequency (%)
전산업	11	9.1%
금융및보험업	11	9.1%
광업	11	9.1%
제조업	11	9.1%
건설업	11	9.1%
운송·창고및통신업	11	9.1%
임업	11	9.1%
어업	11	9.1%
농업	11	9.1%
기타의사업	11	9.1%
Other values (2)	11	9.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
전산업	11	9.1%
금융및보험업	11	9.1%
광업	11	9.1%
제조업	11	9.1%
건설업	11	9.1%
운송·창고및통신업	11	9.1%
임업	11	9.1%
어업	11	9.1%
농업	11	9.1%
기타의사업	11	9.1%
Other values (2)	11	9.1%

요양급여(원)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	121
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7742392 × 10¹¹

Minimum	3.4237609 × 10⁸
Maximum	1.3606775 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	3.4237609 × 10⁸
5-th percentile	6.538233 × 10⁸
Q1	4.4999579 × 10⁹
median	4.6339209 × 10¹⁰
Q3	2.393076 × 10¹¹
95-th percentile	8.38072 × 10¹¹
Maximum	1.3606775 × 10¹²
Range	1.3603351 × 10¹²
Interquartile range (IQR)	2.3480764 × 10¹¹

Descriptive statistics

Standard deviation	2.8920235 × 10¹¹
Coefficient of variation (CV)	1.6300077
Kurtosis	6.096241
Mean	1.7742392 × 10¹¹
Median Absolute Deviation (MAD)	4.4821158 × 10¹⁰
Skewness	2.4512068
Sum	2.1468294 × 10¹³
Variance	8.3638002 × 10²²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
718016983380	1	0.8%
377256092720	1	0.8%
6726558420	1	0.8%
1309810379990	1	0.8%
272551852420	1	0.8%
6042438150	1	0.8%
692002840	1	0.8%
8375612920	1	0.8%
61361759120	1	0.8%
325693453450	1	0.8%
Other values (111)	111	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
342376090	1	0.8%
430118430	1	0.8%
514418800	1	0.8%
521383260	1	0.8%
546969860	1	0.8%
573613010	1	0.8%
653823300	1	0.8%
692002840	1	0.8%
780359840	1	0.8%
789868620	1	0.8%

Value	Count	Frequency (%)
1360677471480	1	0.8%
1316455994760	1	0.8%
1309810379990	1	0.8%
1085076361740	1	0.8%
1015138464070	1	0.8%
843740847280	1	0.8%
838072003810	1	0.8%
783256186350	1	0.8%
740573802200	1	0.8%
723328411610	1	0.8%

휴업급여
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	121
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9779832 × 10¹¹

Minimum	2.8853963 × 10⁸
Maximum	1.6933995 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	2.8853963 × 10⁸
5-th percentile	5.3178194 × 10⁸
Q1	2.9126519 × 10⁹
median	3.0351104 × 10¹⁰
Q3	2.8805912 × 10¹¹
95-th percentile	8.7667248 × 10¹¹
Maximum	1.6933995 × 10¹²
Range	1.693111 × 10¹²
Interquartile range (IQR)	2.8514647 × 10¹¹

Descriptive statistics

Standard deviation	3.3640999 × 10¹¹
Coefficient of variation (CV)	1.7007727
Kurtosis	6.6477851
Mean	1.9779832 × 10¹¹
Median Absolute Deviation (MAD)	2.9630684 × 10¹⁰
Skewness	2.4870762
Sum	2.3933597 × 10¹³
Variance	1.1317168 × 10²³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
724161626100	1	0.8%
459561032470	1	0.8%
3332036260	1	0.8%
1413340282560	1	0.8%
314510412120	1	0.8%
5977071560	1	0.8%
725525710	1	0.8%
14192520440	1	0.8%
63816759550	1	0.8%
460723452670	1	0.8%
Other values (111)	111	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
288539630	1	0.8%
299049610	1	0.8%
301592190	1	0.8%
342776660	1	0.8%
361378750	1	0.8%
461759170	1	0.8%
531781940	1	0.8%
575075590	1	0.8%
606268200	1	0.8%
680047190	1	0.8%

Value	Count	Frequency (%)
1693399494980	1	0.8%
1583963213850	1	0.8%
1413340282560	1	0.8%
1319084657040	1	0.8%
1107405266420	1	0.8%
921179158450	1	0.8%
876672482040	1	0.8%
816880625830	1	0.8%
779382228130	1	0.8%
731329366960	1	0.8%

상병보상연금
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	121
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8678927 × 10¹⁰

Minimum	53896650
Maximum	1.952111 × 10¹¹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	53896650
5-th percentile	1.1207917 × 10⁸
Q1	5.893447 × 10⁸
median	7.1887793 × 10⁹
Q3	3.7067767 × 10¹⁰
95-th percentile	1.5263953 × 10¹¹
Maximum	1.952111 × 10¹¹
Range	1.9515721 × 10¹¹
Interquartile range (IQR)	3.6478422 × 10¹⁰

Descriptive statistics

Standard deviation	4.5109594 × 10¹⁰
Coefficient of variation (CV)	1.5729178
Kurtosis	4.0571816
Mean	2.8678927 × 10¹⁰
Median Absolute Deviation (MAD)	7.0804015 × 10⁹
Skewness	2.1791574
Sum	3.4701502 × 10¹²
Variance	2.0348754 × 10²¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
195211104890	1	0.8%
34058499300	1	0.8%
1988986030	1	0.8%
146042930370	1	0.8%
21487597680	1	0.8%
434116860	1	0.8%
112079170	1	0.8%
645284230	1	0.8%
7305116090	1	0.8%
41061898870	1	0.8%
Other values (111)	111	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
53896650	1	0.8%
55610090	1	0.8%
64955870	1	0.8%
104453570	1	0.8%
107289440	1	0.8%
108377740	1	0.8%
112079170	1	0.8%
115290740	1	0.8%
116939160	1	0.8%
138103090	1	0.8%

Value	Count	Frequency (%)
195211104890	1	0.8%
169397446650	1	0.8%
166515580510	1	0.8%
162571665700	1	0.8%
158876975710	1	0.8%
154100630950	1	0.8%
152639525910	1	0.8%
148719616380	1	0.8%
146042930370	1	0.8%
143921373470	1	0.8%

장해급여(일시금및연금)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	121
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5898912 × 10¹¹

Minimum	8.7432957 × 10⁸
Maximum	2.5448259 × 10¹²
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	8.7432957 × 10⁸
5-th percentile	9.9842856 × 10⁸
Q1	5.6940938 × 10⁹
median	8.3241339 × 10¹⁰
Q3	5.9701569 × 10¹¹
95-th percentile	1.7725027 × 10¹²
Maximum	2.5448259 × 10¹²
Range	2.5439516 × 10¹²
Interquartile range (IQR)	5.9132159 × 10¹¹

Descriptive statistics

Standard deviation	5.7953432 × 10¹¹
Coefficient of variation (CV)	1.6143506
Kurtosis	4.2481345
Mean	3.5898912 × 10¹¹
Median Absolute Deviation (MAD)	8.2074004 × 10¹⁰
Skewness	2.1747166
Sum	4.3437684 × 10¹³
Variance	3.3586003 × 10²³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1712958058080	1	0.8%
767861036400	1	0.8%
13121803050	1	0.8%
2257946875660	1	0.8%
271585083640	1	0.8%
4810481740	1	0.8%
998428560	1	0.8%
11116959200	1	0.8%
93277091880	1	0.8%
718938322840	1	0.8%
Other values (111)	111	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
874329570	1	0.8%
932206020	1	0.8%
935526620	1	0.8%
947117320	1	0.8%
967209340	1	0.8%
993827890	1	0.8%
998428560	1	0.8%
1021418790	1	0.8%
1082239000	1	0.8%
1167335340	1	0.8%

Value	Count	Frequency (%)
2544825896820	1	0.8%
2434528221210	1	0.8%
2257946875660	1	0.8%
2157725159300	1	0.8%
1998757627330	1	0.8%
1832567545940	1	0.8%
1772502714970	1	0.8%
1712958058080	1	0.8%
1710783723310	1	0.8%
1667219394800	1	0.8%

유족급여(일시금및연금)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	121
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.123582 × 10¹¹

Minimum	3.5608476 × 10⁸
Maximum	8.8504259 × 10¹¹
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	3.5608476 × 10⁸
5-th percentile	5.161764 × 10⁸
Q1	4.234741 × 10⁹
median	3.8764106 × 10¹⁰
Q3	1.3555904 × 10¹¹
95-th percentile	5.3871289 × 10¹¹
Maximum	8.8504259 × 10¹¹
Range	8.846865 × 10¹¹
Interquartile range (IQR)	1.3132429 × 10¹¹

Descriptive statistics

Standard deviation	1.7977848 × 10¹¹
Coefficient of variation (CV)	1.6000477
Kurtosis	6.6311933
Mean	1.123582 × 10¹¹
Median Absolute Deviation (MAD)	3.824793 × 10¹⁰
Skewness	2.5679685
Sum	1.3595342 × 10¹³
Variance	3.2320303 × 10²²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
407497865540	1	0.8%
196217128720	1	0.8%
15021489830	1	0.8%
761244260860	1	0.8%
141231297580	1	0.8%
2621793050	1	0.8%
516176400	1	0.8%
5142689570	1	0.8%
46900785000	1	0.8%
190015326470	1	0.8%
Other values (111)	111	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
356084760	1	0.8%
366010650	1	0.8%
409138400	1	0.8%
429652990	1	0.8%
480366320	1	0.8%
511114610	1	0.8%
516176400	1	0.8%
536772720	1	0.8%
558749080	1	0.8%
600796180	1	0.8%

Value	Count	Frequency (%)
885042588610	1	0.8%
821770243220	1	0.8%
761244260860	1	0.8%
710174239720	1	0.8%
656225422910	1	0.8%
589255274910	1	0.8%
538712886800	1	0.8%
508938057010	1	0.8%
476888697100	1	0.8%
441921698030	1	0.8%

장례비
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	121
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.3126318 × 10⁹

Minimum	8794710
Maximum	3.8765391 × 10¹⁰
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	8794710
5-th percentile	25681820
Q1	1.6870475 × 10⁸
median	1.5710807 × 10⁹
Q3	6.8150407 × 10⁹
95-th percentile	2.4917522 × 10¹⁰
Maximum	3.8765391 × 10¹⁰
Range	3.8756596 × 10¹⁰
Interquartile range (IQR)	6.646336 × 10⁹

Descriptive statistics

Standard deviation	8.3508571 × 10⁹
Coefficient of variation (CV)	1.5718871
Kurtosis	5.3601297
Mean	5.3126318 × 10⁹
Median Absolute Deviation (MAD)	1.5457621 × 10⁹
Skewness	2.3852678
Sum	6.4282845 × 10¹¹
Variance	6.9736815 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23259205560	1	0.8%
7491076220	1	0.8%
267863580	1	0.8%
34179214710	1	0.8%
6858372460	1	0.8%
123518740	1	0.8%
24237760	1	0.8%
263252650	1	0.8%
2076489070	1	0.8%
8520262460	1	0.8%
Other values (111)	111	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8794710	1	0.8%
9300770	1	0.8%
9539140	1	0.8%
12505590	1	0.8%
24237760	1	0.8%
25318640	1	0.8%
25681820	1	0.8%
28578280	1	0.8%
31128450	1	0.8%
32218280	1	0.8%

Value	Count	Frequency (%)
38765390840	1	0.8%
34780558390	1	0.8%
34179214710	1	0.8%
32267572690	1	0.8%
31838396980	1	0.8%
27750762350	1	0.8%
24917522010	1	0.8%
24834954960	1	0.8%
24476600250	1	0.8%
24344043780	1	0.8%

간병급여
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	121
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8112853 × 10⁹

Minimum	32654520
Maximum	5.7278869 × 10¹⁰
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	32654520
5-th percentile	43808490
Q1	3.178519 × 10⁸
median	1.0782567 × 10⁹
Q3	1.4512451 × 10¹⁰
95-th percentile	5.3633135 × 10¹⁰
Maximum	5.7278869 × 10¹⁰
Range	5.7246214 × 10¹⁰
Interquartile range (IQR)	1.4194599 × 10¹⁰

Descriptive statistics

Standard deviation	1.5455684 × 10¹⁰
Coefficient of variation (CV)	1.5752966
Kurtosis	3.5050097
Mean	9.8112853 × 10⁹
Median Absolute Deviation (MAD)	1.0369286 × 10⁹
Skewness	2.0778165
Sum	1.1871655 × 10¹²
Variance	2.3887817 × 10²⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51682184890	1	0.8%
14552762320	1	0.8%
714560490	1	0.8%
52002578710	1	0.8%
12332568240	1	0.8%
176582550	1	0.8%
44412430	1	0.8%
272322670	1	0.8%
5461267490	1	0.8%
18465333060	1	0.8%
Other values (111)	111	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
32654520	1	0.8%
34199880	1	0.8%
35847760	1	0.8%
36989250	1	0.8%
37207800	1	0.8%
41328070	1	0.8%
43808490	1	0.8%
44412430	1	0.8%
48145100	1	0.8%
55130280	1	0.8%

Value	Count	Frequency (%)
57278868680	1	0.8%
56058078920	1	0.8%
55193235340	1	0.8%
54966320990	1	0.8%
54897259440	1	0.8%
54670911040	1	0.8%
53633134910	1	0.8%
52581988650	1	0.8%
52002578710	1	0.8%
51682184890	1	0.8%

재활급여
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	114
Distinct (%)	94.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3083443 × 10⁹

Minimum	0
Maximum	2.3108208 × 10¹⁰
Zeros	8
Zeros (%)	6.6%
Negative	0
Negative (%)	0.0%
Memory size	1.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	29312190
median	1.1211357 × 10⁸
Q3	4.9923203 × 10⁹
95-th percentile	1.683216 × 10¹⁰
Maximum	2.3108208 × 10¹⁰
Range	2.3108208 × 10¹⁰
Interquartile range (IQR)	4.9630081 × 10⁹

Descriptive statistics

Standard deviation	5.5170149 × 10⁹
Coefficient of variation (CV)	1.667606
Kurtosis	3.6251919
Mean	3.3083443 × 10⁹
Median Absolute Deviation (MAD)	1.1211357 × 10⁸
Skewness	2.0371772
Sum	4.0030966 × 10¹¹
Variance	3.0437453 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8	6.6%
18500327120	1	0.8%
83075860	1	0.8%
22252810240	1	0.8%
5255053160	1	0.8%
157221400	1	0.8%
63489340	1	0.8%
886459300	1	0.8%
7195157320	1	0.8%
3600000	1	0.8%
Other values (104)	104	86.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	6.6%
1648640	1	0.8%
3600000	1	0.8%
3799950	1	0.8%
5350900	1	0.8%
6292740	1	0.8%
6294510	1	0.8%
7448640	1	0.8%
8708520	1	0.8%
11985470	1	0.8%

Value	Count	Frequency (%)
23108208390	1	0.8%
22252810240	1	0.8%
20716789900	1	0.8%
20402560990	1	0.8%
20300338470	1	0.8%
18500327120	1	0.8%
16832159890	1	0.8%
14964677760	1	0.8%
14827690500	1	0.8%
14241968980	1	0.8%

Phik (φk)
Auto

Heatmap
Table

	연도	구분	요양급여(원)	휴업급여	상병보상연금	장해급여(일시금및연금)	유족급여(일시금및연금)	장례비	간병급여	재활급여
연도	1.000	0.000	0.146	0.000	0.000	0.000	0.000	0.000	0.000	0.000
구분	0.000	1.000	0.770	0.681	0.848	0.819	0.728	0.812	0.978	0.813
요양급여(원)	0.146	0.770	1.000	0.972	0.934	0.890	0.948	0.898	0.812	0.873
휴업급여	0.000	0.681	0.972	1.000	0.832	0.945	0.964	0.902	0.841	0.878
상병보상연금	0.000	0.848	0.934	0.832	1.000	0.845	0.856	0.920	0.810	0.785
장해급여(일시금및연금)	0.000	0.819	0.890	0.945	0.845	1.000	0.936	0.962	0.819	0.885
유족급여(일시금및연금)	0.000	0.728	0.948	0.964	0.856	0.936	1.000	0.922	0.851	0.967
장례비	0.000	0.812	0.898	0.902	0.920	0.962	0.922	1.000	0.881	0.818
간병급여	0.000	0.978	0.812	0.841	0.810	0.819	0.851	0.881	1.000	0.862
재활급여	0.000	0.813	0.873	0.878	0.785	0.885	0.967	0.818	0.862	1.000

Heatmap
Table

	연도	요양급여(원)	휴업급여	상병보상연금	장해급여(일시금및연금)	유족급여(일시금및연금)	장례비	간병급여	재활급여	구분
연도	1.000	0.142	0.140	0.001	0.122	0.172	0.125	-0.034	0.031	0.000
요양급여(원)	0.142	1.000	0.993	0.882	0.972	0.954	0.973	0.921	0.915	0.506
휴업급여	0.140	0.993	1.000	0.853	0.958	0.935	0.959	0.917	0.938	0.365
상병보상연금	0.001	0.882	0.853	1.000	0.930	0.938	0.921	0.912	0.726	0.620
장해급여(일시금및연금)	0.122	0.972	0.958	0.930	1.000	0.982	0.973	0.952	0.858	0.510
유족급여(일시금및연금)	0.172	0.954	0.935	0.938	0.982	1.000	0.969	0.948	0.823	0.411
장례비	0.125	0.973	0.959	0.921	0.973	0.969	1.000	0.926	0.850	0.501
간병급여	-0.034	0.921	0.917	0.912	0.952	0.948	0.926	1.000	0.847	0.762
재활급여	0.031	0.915	0.938	0.726	0.858	0.823	0.850	0.847	1.000	0.512
구분	0.000	0.506	0.365	0.620	0.510	0.411	0.501	0.762	0.512	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

	연도	구분	요양급여(원)	휴업급여	상병보상연금	장해급여(일시금및연금)	유족급여(일시금및연금)	장례비	간병급여	재활급여
0	2012	전산업	718016983380	724161626100	195211104890	1712958058080	407497865540	23259205560	51682184890	18500327120
1	2012	금융및보험업	3333985880	1954668270	1400097190	10673748450	8047039150	178036670	625262150	71388790
2	2012	광업	78022189820	27357091210	71461694150	117714936170	68628267200	3939555060	1078256690	58651150
3	2012	제조업	235012617810	278793110620	36152637750	613218971910	110815908570	6375295810	13416879460	8953219570
4	2012	전기·가스및상수도사업	1325400360	720419170	1102329810	5097078690	2982420310	25318640	309464410	16251980
5	2012	건설업	199011454430	249537560130	54828130690	648268904820	105884116270	6554429780	17384220740	4374166480
6	2012	운송·창고및통신업	38289751370	29110025130	8403251390	79986850210	27058550910	1499195910	5729821430	712912180
7	2012	임업	9104682450	13878811820	357952340	12140636700	3752523900	314271750	317851900	60188330
8	2012	어업	342376090	299049610	53896650	932206020	356084760	8794710	32654520	0
9	2012	농업	3309039860	2861985930	271980770	3799324810	1521644370	143175620	162682670	24607910

	연도	구분	요양급여(원)	휴업급여	상병보상연금	장해급여(일시금및연금)	유족급여(일시금및연금)	장례비	간병급여	재활급여
111	2022	금융및보험업	8000231010	5454840760	2107919940	13941082140	17291108520	289404250	710778610	27083070
112	2022	광업	92669879770	50990439660	29360277290	369031000430	140368837020	7433404610	813019590	83918100
113	2022	제조업	378989506690	522834749600	32498571890	869338237070	232198422980	8478184670	14203242860	7336430340
114	2022	전기·가스및상수도업	2131678660	1237824390	534673310	5949747430	5527373870	50327250	304492360	0
115	2022	건설업	386457633690	575477561810	42759213310	838119795870	237832643400	10467200950	17491324860	6311416880
116	2022	운송·창고및통신업	91015100530	115987025200	6045892520	111192904450	62626544630	3024889570	5107068280	1099522590
117	2022	임업	10332452960	16652217730	727485290	12069481350	6503234800	226511380	259764620	125544730
118	2022	어업	789868620	680047190	156633220	1082239000	409138400	12505590	36989250	0
119	2022	농업	7875680480	7660695850	497942950	5612112170	3624679060	226727580	174953260	163379980
120	2022	기타의사업	338193962350	396424092790	22389623220	318489296910	178660605930	8556234990	11516562870	5153042780

Overview

Variables

Common Values

Length

Interactions

Correlations

Missing values

Sample