gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	82
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	11.6 KiB
Average record size in memory	144.6 B

Variable types

Numeric	15
Categorical	1

Dataset

Description	연금급여 종류별(퇴직연금, 퇴직연금일시금, 유족연금 유족연금일시금 등) 급여지급액(정부부담급여) 추이에 대한 데이터입니다.
URL	https://www.data.go.kr/data/15054027/fileData.do

Alerts

`연도` is highly overall correlated with `재해보상급여(계)` and 7 other fields	High correlation
`재해보상급여(계)` is highly overall correlated with `연도` and 7 other fields	High correlation
`공무상요양비` is highly overall correlated with `연도` and 7 other fields	High correlation
`유족보상금` is highly overall correlated with `장해보상금` and 5 other fields	High correlation
`유족연금` is highly overall correlated with `연도` and 6 other fields	High correlation
`장해연금` is highly overall correlated with `연도` and 7 other fields	High correlation
`장해유족연금` is highly overall correlated with `연도` and 7 other fields	High correlation
`장해보상금` is highly overall correlated with `유족보상금` and 3 other fields	High correlation
`순직유족연금` is highly overall correlated with `연도` and 7 other fields	High correlation
`순직유족보상금` is highly overall correlated with `연도` and 7 other fields	High correlation
`부조급여(계)` is highly overall correlated with `유족보상금` and 3 other fields	High correlation
`재해부조금` is highly overall correlated with `공무상요양비` and 3 other fields	High correlation
`사망조위금` is highly overall correlated with `유족보상금` and 3 other fields	High correlation
`퇴직수당` is highly overall correlated with `연도` and 10 other fields	High correlation
`구분` is highly overall correlated with `유족보상금` and 5 other fields	High correlation
`재해보상급여(계)` has unique values	Unique
`공무상요양비` has unique values	Unique
`장해연금` has unique values	Unique
`부조급여(계)` has unique values	Unique
`공무상요양일시금` has 29 (35.4%) zeros	Zeros
`유족연금` has 60 (73.2%) zeros	Zeros
`장해유족연금` has 16 (19.5%) zeros	Zeros
`순직유족연금` has 48 (58.5%) zeros	Zeros
`순직유족보상금` has 48 (58.5%) zeros	Zeros
`사망조위금` has 6 (7.3%) zeros	Zeros
`퇴직수당` has 18 (22.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 13:58:06.160796
Analysis finished	2023-12-12 13:58:28.312857
Duration	22.15 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

연도
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2002

Minimum	1982
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	1982
5-th percentile	1984
Q1	1992
median	2002
Q3	2012
95-th percentile	2020
Maximum	2022
Range	40
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	11.904974
Coefficient of variation (CV)	0.0059465402
Kurtosis	-1.2011399
Mean	2002
Median Absolute Deviation (MAD)	10
Skewness	0
Sum	164164
Variance	141.7284
Monotonicity	Increasing

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
1982	2	2.4%
2013	2	2.4%
2005	2	2.4%
2006	2	2.4%
2007	2	2.4%
2008	2	2.4%
2009	2	2.4%
2010	2	2.4%
2011	2	2.4%
2012	2	2.4%
Other values (31)	62	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1982	2	2.4%
1983	2	2.4%
1984	2	2.4%
1985	2	2.4%
1986	2	2.4%
1987	2	2.4%
1988	2	2.4%
1989	2	2.4%
1990	2	2.4%
1991	2	2.4%

Value	Count	Frequency (%)
2022	2	2.4%
2021	2	2.4%
2020	2	2.4%
2019	2	2.4%
2018	2	2.4%
2017	2	2.4%
2016	2	2.4%
2015	2	2.4%
2014	2	2.4%
2013	2	2.4%

구분
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Memory size	788.0 B

건수	41
금액	41

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	건수
2nd row	금액
3rd row	건수
4th row	금액
5th row	건수

Common Values

Value	Count	Frequency (%)
건수	41	50.0%
금액	41	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
건수	41	50.0%
금액	41	50.0%

재해보상급여(계)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	82
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59628.671

Minimum	1464
Maximum	228030
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	1464
5-th percentile	3966.35
Q1	6505.75
median	33694.5
Q3	100675
95-th percentile	183638.1
Maximum	228030
Range	226566
Interquartile range (IQR)	94169.25

Descriptive statistics

Standard deviation	62239.79
Coefficient of variation (CV)	1.0437897
Kurtosis	0.099861071
Mean	59628.671
Median Absolute Deviation (MAD)	28798.5
Skewness	1.0420458
Sum	4889551
Variance	3.8737914 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1464	1	1.2%
155317	1	1.2%
122749	1	1.2%
68062	1	1.2%
120685	1	1.2%
61538	1	1.2%
116602	1	1.2%
61162	1	1.2%
111310	1	1.2%
60758	1	1.2%
Other values (72)	72	87.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1464	1	1.2%
2078	1	1.2%
3753	1	1.2%
3777	1	1.2%
3932	1	1.2%
4619	1	1.2%
4646	1	1.2%
4760	1	1.2%
4786	1	1.2%
4823	1	1.2%

Value	Count	Frequency (%)
228030	1	1.2%
222232	1	1.2%
200270	1	1.2%
198333	1	1.2%
184053	1	1.2%
175755	1	1.2%
175159	1	1.2%
171462	1	1.2%
157538	1	1.2%
155317	1	1.2%

공무상요양비
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	82
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30906.695

Minimum	712
Maximum	176647
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	712
5-th percentile	1486
Q1	3757
median	10565
Q3	33519.25
95-th percentile	135226.2
Maximum	176647
Range	175935
Interquartile range (IQR)	29762.25

Descriptive statistics

Standard deviation	44230.464
Coefficient of variation (CV)	1.4310965
Kurtosis	2.2079105
Mean	30906.695
Median Absolute Deviation (MAD)	8443
Skewness	1.7906389
Sum	2534349
Variance	1.956334 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1151	1	1.2%
113387	1	1.2%
82664	1	1.2%
14288	1	1.2%
82004	1	1.2%
14032	1	1.2%
79186	1	1.2%
15529	1	1.2%
75292	1	1.2%
13688	1	1.2%
Other values (72)	72	87.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
712	1	1.2%
746	1	1.2%
1083	1	1.2%
1151	1	1.2%
1474	1	1.2%
1714	1	1.2%
1719	1	1.2%
1740	1	1.2%
1839	1	1.2%
1841	1	1.2%

Value	Count	Frequency (%)
176647	1	1.2%
166094	1	1.2%
144313	1	1.2%
141756	1	1.2%
135736	1	1.2%
125540	1	1.2%
113988	1	1.2%
113428	1	1.2%
113387	1	1.2%
109597	1	1.2%

공무상요양일시금
Real number (ℝ)

ZEROS

Distinct	44
Distinct (%)	53.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.97561

Minimum	0
Maximum	1151
Zeros	29
Zeros (%)	35.4%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	16
Q3	63.5
95-th percentile	280.35
Maximum	1151
Range	1151
Interquartile range (IQR)	63.5

Descriptive statistics

Standard deviation	172.71106
Coefficient of variation (CV)	2.3666957
Kurtosis	23.005634
Mean	72.97561
Median Absolute Deviation (MAD)	16
Skewness	4.4850596
Sum	5984
Variance	29829.111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	29	35.4%
16	4	4.9%
12	3	3.7%
17	2	2.4%
51	2	2.4%
13	2	2.4%
49	2	2.4%
117	2	2.4%
440	1	1.2%
230	1	1.2%
Other values (34)	34	41.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	35.4%
1	1	1.2%
2	1	1.2%
9	1	1.2%
11	1	1.2%
12	3	3.7%
13	2	2.4%
14	1	1.2%
15	1	1.2%
16	4	4.9%

Value	Count	Frequency (%)
1151	1	1.2%
841	1	1.2%
478	1	1.2%
440	1	1.2%
283	1	1.2%
230	1	1.2%
218	1	1.2%
211	1	1.2%
160	1	1.2%
127	1	1.2%

유족보상금
Real number (ℝ)

HIGH CORRELATION

Distinct	80
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3778.3293

Minimum	68
Maximum	17138
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	68
5-th percentile	78.15
Q1	147.25
median	1404
Q3	7126
95-th percentile	11338.15
Maximum	17138
Range	17070
Interquartile range (IQR)	6978.75

Descriptive statistics

Standard deviation	4277.639
Coefficient of variation (CV)	1.1321509
Kurtosis	-0.027293886
Mean	3778.3293
Median Absolute Deviation (MAD)	1335.5
Skewness	0.89156957
Sum	309823
Variance	18298195
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
220	2	2.4%
99	2	2.4%
14019	1	1.2%
75	1	1.2%
7266	1	1.2%
5178	1	1.2%
72	1	1.2%
5802	1	1.2%
83	1	1.2%
8111	1	1.2%
Other values (70)	70	85.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
68	1	1.2%
69	1	1.2%
72	1	1.2%
75	1	1.2%
78	1	1.2%
81	1	1.2%
82	1	1.2%
83	1	1.2%
84	1	1.2%
86	1	1.2%

Value	Count	Frequency (%)
17138	1	1.2%
14019	1	1.2%
13739	1	1.2%
11485	1	1.2%
11371	1	1.2%
10714	1	1.2%
10703	1	1.2%
9293	1	1.2%
9053	1	1.2%
8920	1	1.2%

유족연금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	28.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1689.8902

Minimum	0
Maximum	21945
Zeros	60
Zeros (%)	73.2%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	278.75
95-th percentile	10701.3
Maximum	21945
Range	21945
Interquartile range (IQR)	278.75

Descriptive statistics

Standard deviation	4218.4617
Coefficient of variation (CV)	2.4962933
Kurtosis	10.397203
Mean	1689.8902
Median Absolute Deviation (MAD)	0
Skewness	3.180494
Sum	138571
Variance	17795419
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	60	73.2%
194	1	1.2%
21945	1	1.2%
7762	1	1.2%
18398	1	1.2%
6799	1	1.2%
16002	1	1.2%
5972	1	1.2%
14006	1	1.2%
5189	1	1.2%
Other values (13)	13	15.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	60	73.2%
194	1	1.2%
307	1	1.2%
783	1	1.2%
1255	1	1.2%
1267	1	1.2%
1830	1	1.2%
1897	1	1.2%
2605	1	1.2%
2858	1	1.2%

Value	Count	Frequency (%)
21945	1	1.2%
18398	1	1.2%
16002	1	1.2%
14006	1	1.2%
10856	1	1.2%
7762	1	1.2%
6799	1	1.2%
6136	1	1.2%
5972	1	1.2%
5189	1	1.2%

장해연금
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	82
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17933.61

Minimum	46
Maximum	54450
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	46
5-th percentile	97.9
Q1	440.25
median	12674.5
Q3	34283.75
95-th percentile	45535.15
Maximum	54450
Range	54404
Interquartile range (IQR)	33843.5

Descriptive statistics

Standard deviation	17922.185
Coefficient of variation (CV)	0.99936292
Kurtosis	-1.454377
Mean	17933.61
Median Absolute Deviation (MAD)	12531.5
Skewness	0.38712586
Sum	1470556
Variance	3.212047 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
46	1	1.2%
33914	1	1.2%
33295	1	1.2%
35266	1	1.2%
32723	1	1.2%
33678	1	1.2%
32157	1	1.2%
32795	1	1.2%
31211	1	1.2%
30523	1	1.2%
Other values (72)	72	87.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
46	1	1.2%
59	1	1.2%
70	1	1.2%
93	1	1.2%
97	1	1.2%
115	1	1.2%
120	1	1.2%
142	1	1.2%
144	1	1.2%
161	1	1.2%

Value	Count	Frequency (%)
54450	1	1.2%
51758	1	1.2%
49520	1	1.2%
46960	1	1.2%
45587	1	1.2%
44550	1	1.2%
44388	1	1.2%
43209	1	1.2%
43014	1	1.2%
41593	1	1.2%

장해유족연금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	67
Distinct (%)	81.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3330.2561

Minimum	0
Maximum	11580
Zeros	16
Zeros (%)	19.5%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	90.5
median	2030
Q3	6064
95-th percentile	10299.95
Maximum	11580
Range	11580
Interquartile range (IQR)	5973.5

Descriptive statistics

Standard deviation	3658.4154
Coefficient of variation (CV)	1.0985388
Kurtosis	-0.72136238
Mean	3330.2561
Median Absolute Deviation (MAD)	2030
Skewness	0.80684261
Sum	273081
Variance	13384004
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	16	19.5%
5220	1	1.2%
6863	1	1.2%
6765	1	1.2%
6344	1	1.2%
6148	1	1.2%
5812	1	1.2%
5469	1	1.2%
4842	1	1.2%
78	1	1.2%
Other values (57)	57	69.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	16	19.5%
78	1	1.2%
80	1	1.2%
82	1	1.2%
83	1	1.2%
89	1	1.2%
95	1	1.2%
96	1	1.2%
109	1	1.2%
113	1	1.2%

Value	Count	Frequency (%)
11580	1	1.2%
11130	1	1.2%
10830	1	1.2%
10524	1	1.2%
10304	1	1.2%
10223	1	1.2%
9891	1	1.2%
9461	1	1.2%
9337	1	1.2%
8871	1	1.2%

장해보상금
Real number (ℝ)

HIGH CORRELATION

Distinct	72
Distinct (%)	87.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	960.95122

Minimum	7
Maximum	5793
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	7
5-th percentile	17.05
Q1	47.25
median	272.5
Q3	1401
95-th percentile	3782.9
Maximum	5793
Range	5786
Interquartile range (IQR)	1353.75

Descriptive statistics

Standard deviation	1318.1347
Coefficient of variation (CV)	1.3716979
Kurtosis	3.4491473
Mean	960.95122
Median Absolute Deviation (MAD)	257
Skewness	1.8507507
Sum	78798
Variance	1737479.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47	2	2.4%
54	2	2.4%
22	2	2.4%
18	2	2.4%
13	2	2.4%
20	2	2.4%
2424	2	2.4%
48	2	2.4%
60	2	2.4%
34	2	2.4%
Other values (62)	62	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	1.2%
13	2	2.4%
14	1	1.2%
17	1	1.2%
18	2	2.4%
19	1	1.2%
20	2	2.4%
22	2	2.4%
26	1	1.2%
30	1	1.2%

Value	Count	Frequency (%)
5793	1	1.2%
5528	1	1.2%
4966	1	1.2%
3924	1	1.2%
3802	1	1.2%
3420	1	1.2%
2863	1	1.2%
2625	1	1.2%
2451	1	1.2%
2424	2	2.4%

순직유족연금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	35
Distinct (%)	42.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	588.68293

Minimum	0
Maximum	4655
Zeros	48
Zeros (%)	58.5%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	757
95-th percentile	3336.9
Maximum	4655
Range	4655
Interquartile range (IQR)	757

Descriptive statistics

Standard deviation	1091.4321
Coefficient of variation (CV)	1.8540237
Kurtosis	4.8250037
Mean	588.68293
Median Absolute Deviation (MAD)	0
Skewness	2.2653467
Sum	48272
Variance	1191224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	48	58.5%
8	1	1.2%
1825	1	1.2%
1167	1	1.2%
1979	1	1.2%
1308	1	1.2%
2328	1	1.2%
1491	1	1.2%
3390	1	1.2%
1633	1	1.2%
Other values (25)	25	30.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	48	58.5%
8	1	1.2%
11	1	1.2%
67	1	1.2%
88	1	1.2%
159	1	1.2%
274	1	1.2%
275	1	1.2%
342	1	1.2%
357	1	1.2%

Value	Count	Frequency (%)
4655	1	1.2%
4397	1	1.2%
4186	1	1.2%
3754	1	1.2%
3390	1	1.2%
2328	1	1.2%
2000	1	1.2%
1979	1	1.2%
1908	1	1.2%
1873	1	1.2%

순직유족보상금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	32.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	366.42683

Minimum	0
Maximum	3108
Zeros	48
Zeros (%)	58.5%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	14
95-th percentile	2741.55
Maximum	3108
Range	3108
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	837.73181
Coefficient of variation (CV)	2.2862186
Kurtosis	3.7296253
Mean	366.42683
Median Absolute Deviation (MAD)	0
Skewness	2.2510883
Sum	30047
Variance	701794.59
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	48	58.5%
14	5	6.1%
4	3	3.7%
9	2	2.4%
3	2	2.4%
10	1	1.2%
1926	1	1.2%
1964	1	1.2%
2809	1	1.2%
1654	1	1.2%
Other values (17)	17	20.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	48	58.5%
3	2	2.4%
4	3	3.7%
8	1	1.2%
9	2	2.4%
10	1	1.2%
14	5	6.1%
16	1	1.2%
17	1	1.2%
18	1	1.2%

Value	Count	Frequency (%)
3108	1	1.2%
2986	1	1.2%
2831	1	1.2%
2809	1	1.2%
2759	1	1.2%
2410	1	1.2%
1964	1	1.2%
1962	1	1.2%
1926	1	1.2%
1807	1	1.2%

부조급여(계)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	82
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19781.866

Minimum	17
Maximum	51095
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	17
5-th percentile	123.25
Q1	11467
median	15889
Q3	26818.75
95-th percentile	46376.4
Maximum	51095
Range	51078
Interquartile range (IQR)	15351.75

Descriptive statistics

Standard deviation	12396.118
Coefficient of variation (CV)	0.62664049
Kurtosis	-0.056204256
Mean	19781.866
Median Absolute Deviation (MAD)	6262
Skewness	0.70396698
Sum	1622113
Variance	1.5366374 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28	1	1.2%
12318	1	1.2%
12034	1	1.2%
32104	1	1.2%
11879	1	1.2%
32891	1	1.2%
13695	1	1.2%
27213	1	1.2%
11331	1	1.2%
27226	1	1.2%
Other values (72)	72	87.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17	1	1.2%
28	1	1.2%
85	1	1.2%
111	1	1.2%
123	1	1.2%
128	1	1.2%
4995	1	1.2%
7488	1	1.2%
9594	1	1.2%
9660	1	1.2%

Value	Count	Frequency (%)
51095	1	1.2%
47807	1	1.2%
47639	1	1.2%
47014	1	1.2%
46569	1	1.2%
42717	1	1.2%
39393	1	1.2%
39309	1	1.2%
38727	1	1.2%
37011	1	1.2%

재해부조금
Real number (ℝ)

HIGH CORRELATION

Distinct	67
Distinct (%)	81.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	117.76829

Minimum	3
Maximum	629
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	3
5-th percentile	8.05
Q1	19.5
median	80
Q3	149.5
95-th percentile	407
Maximum	629
Range	626
Interquartile range (IQR)	130

Descriptive statistics

Standard deviation	126.03638
Coefficient of variation (CV)	1.0702064
Kurtosis	3.6156223
Mean	117.76829
Median Absolute Deviation (MAD)	63
Skewness	1.8432901
Sum	9657
Variance	15885.168
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13	5	6.1%
14	2	2.4%
78	2	2.4%
17	2	2.4%
126	2	2.4%
26	2	2.4%
90	2	2.4%
18	2	2.4%
6	2	2.4%
150	2	2.4%
Other values (57)	59	72.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	1.2%
6	2	2.4%
7	1	1.2%
8	1	1.2%
9	1	1.2%
10	1	1.2%
11	1	1.2%
12	1	1.2%
13	5	6.1%
14	2	2.4%

Value	Count	Frequency (%)
629	1	1.2%
463	1	1.2%
449	1	1.2%
438	1	1.2%
408	1	1.2%
388	1	1.2%
365	1	1.2%
331	1	1.2%
266	1	1.2%
244	1	1.2%

사망조위금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	77
Distinct (%)	93.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19669.28

Minimum	0
Maximum	51040
Zeros	6
Zeros (%)	7.3%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	11448
median	15623
Q3	26715.5
95-th percentile	46280.7
Maximum	51040
Range	51040
Interquartile range (IQR)	15267.5

Descriptive statistics

Standard deviation	12363.307
Coefficient of variation (CV)	0.62855921
Kurtosis	-0.032181123
Mean	19669.28
Median Absolute Deviation (MAD)	6234
Skewness	0.71089812
Sum	1612881
Variance	1.5285137 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6	7.3%
11321	1	1.2%
33416	1	1.2%
12016	1	1.2%
31959	1	1.2%
11866	1	1.2%
32741	1	1.2%
13676	1	1.2%
27108	1	1.2%
27136	1	1.2%
Other values (67)	67	81.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	7.3%
4916	1	1.2%
7368	1	1.2%
9131	1	1.2%
9647	1	1.2%
10110	1	1.2%
10180	1	1.2%
10384	1	1.2%
10520	1	1.2%
10577	1	1.2%

Value	Count	Frequency (%)
51040	1	1.2%
47684	1	1.2%
47491	1	1.2%
46889	1	1.2%
46473	1	1.2%
42627	1	1.2%
39459	1	1.2%
38955	1	1.2%
38658	1	1.2%
36646	1	1.2%

퇴직수당
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	65
Distinct (%)	79.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	518902.38

Minimum	0
Maximum	2712953
Zeros	18
Zeros (%)	22.0%
Negative	0
Negative (%)	0.0%
Memory size	870.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	22588.75
median	36407
Q3	874005
95-th percentile	2270894.5
Maximum	2712953
Range	2712953
Interquartile range (IQR)	851416.25

Descriptive statistics

Standard deviation	781002.49
Coefficient of variation (CV)	1.5051049
Kurtosis	0.80719679
Mean	518902.38
Median Absolute Deviation (MAD)	36407
Skewness	1.4381096
Sum	42549995
Variance	6.0996488 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	18	22.0%
36684	1	1.2%
36130	1	1.2%
1539396	1	1.2%
23722	1	1.2%
884092	1	1.2%
29479	1	1.2%
1133252	1	1.2%
26473	1	1.2%
1000072	1	1.2%
Other values (55)	55	67.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	22.0%
3077	1	1.2%
16148	1	1.2%
22211	1	1.2%
23722	1	1.2%
24112	1	1.2%
26458	1	1.2%
26473	1	1.2%
26940	1	1.2%
28639	1	1.2%

Value	Count	Frequency (%)
2712953	1	1.2%
2566243	1	1.2%
2335012	1	1.2%
2280149	1	1.2%
2272105	1	1.2%
2247894	1	1.2%
2216637	1	1.2%
2071530	1	1.2%
2044082	1	1.2%
1930235	1	1.2%

Phik (φk)
Auto

Heatmap
Table

	연도	구분	재해보상급여(계)	공무상요양비	공무상요양일시금	유족보상금	유족연금	장해연금	장해유족연금	장해보상금	순직유족연금	순직유족보상금	부조급여(계)	재해부조금	사망조위금	퇴직수당
연도	1.000	0.000	0.841	0.664	0.364	0.279	0.574	0.934	0.966	0.406	0.717	0.383	0.831	0.517	0.831	0.516
구분	0.000	1.000	0.456	0.505	0.353	1.000	0.000	0.000	0.000	0.863	0.047	0.549	0.797	0.683	0.797	0.737
재해보상급여(계)	0.841	0.456	1.000	0.890	0.168	0.000	0.713	0.896	0.915	0.072	0.765	0.447	0.759	0.000	0.759	0.577
공무상요양비	0.664	0.505	0.890	1.000	0.000	0.000	0.829	0.753	0.796	0.000	0.851	0.000	0.490	0.000	0.490	0.346
공무상요양일시금	0.364	0.353	0.168	0.000	1.000	0.478	0.000	0.315	0.554	0.524	0.000	0.827	0.569	0.000	0.569	0.744
유족보상금	0.279	1.000	0.000	0.000	0.478	1.000	0.438	0.473	0.182	0.912	0.386	0.323	0.670	0.803	0.670	0.841
유족연금	0.574	0.000	0.713	0.829	0.000	0.438	1.000	0.723	0.758	0.000	0.971	0.691	0.518	0.000	0.518	0.841
장해연금	0.934	0.000	0.896	0.753	0.315	0.473	0.723	1.000	0.946	0.477	0.822	0.593	0.825	0.000	0.825	0.671
장해유족연금	0.966	0.000	0.915	0.796	0.554	0.182	0.758	0.946	1.000	0.000	0.828	0.677	0.769	0.000	0.769	0.410
장해보상금	0.406	0.863	0.072	0.000	0.524	0.912	0.000	0.477	0.000	1.000	0.000	0.285	0.529	0.722	0.529	0.886
순직유족연금	0.717	0.047	0.765	0.851	0.000	0.386	0.971	0.822	0.828	0.000	1.000	0.759	0.783	0.000	0.783	0.793
순직유족보상금	0.383	0.549	0.447	0.000	0.827	0.323	0.691	0.593	0.677	0.285	0.759	1.000	0.717	0.270	0.717	0.747
부조급여(계)	0.831	0.797	0.759	0.490	0.569	0.670	0.518	0.825	0.769	0.529	0.783	0.717	1.000	0.601	1.000	0.653
재해부조금	0.517	0.683	0.000	0.000	0.000	0.803	0.000	0.000	0.000	0.722	0.000	0.270	0.601	1.000	0.601	0.679
사망조위금	0.831	0.797	0.759	0.490	0.569	0.670	0.518	0.825	0.769	0.529	0.783	0.717	1.000	0.601	1.000	0.653
퇴직수당	0.516	0.737	0.577	0.346	0.744	0.841	0.841	0.671	0.410	0.886	0.793	0.747	0.653	0.679	0.653	1.000

Heatmap
Table

	연도	재해보상급여(계)	공무상요양비	공무상요양일시금	유족보상금	유족연금	장해연금	장해유족연금	장해보상금	순직유족연금	순직유족보상금	부조급여(계)	재해부조금	사망조위금	퇴직수당	구분
연도	1.000	0.932	0.883	0.042	-0.075	0.778	0.975	0.986	-0.143	0.890	0.833	0.379	-0.383	0.379	0.679	0.000
재해보상급여(계)	0.932	1.000	0.897	0.039	-0.122	0.723	0.944	0.944	-0.178	0.844	0.766	0.256	-0.355	0.256	0.522	0.329
공무상요양비	0.883	0.897	1.000	-0.001	-0.354	0.634	0.815	0.855	-0.429	0.767	0.689	0.143	-0.555	0.145	0.364	0.485
공무상요양일시금	0.042	0.039	-0.001	1.000	0.342	-0.452	0.070	0.058	0.461	-0.221	-0.069	0.238	0.300	0.235	0.334	0.365
유족보상금	-0.075	-0.122	-0.354	0.342	1.000	-0.070	0.056	-0.020	0.901	-0.097	0.029	0.566	0.748	0.565	0.527	0.955
유족연금	0.778	0.723	0.634	-0.452	-0.070	1.000	0.775	0.782	-0.242	0.870	0.734	0.343	-0.281	0.344	0.466	0.000
장해연금	0.975	0.944	0.815	0.070	0.056	0.775	1.000	0.984	-0.017	0.894	0.854	0.432	-0.245	0.432	0.704	0.000
장해유족연금	0.986	0.944	0.855	0.058	-0.020	0.782	0.984	1.000	-0.102	0.895	0.840	0.404	-0.333	0.404	0.689	0.000
장해보상금	-0.143	-0.178	-0.429	0.461	0.901	-0.242	-0.017	-0.102	1.000	-0.242	-0.106	0.485	0.714	0.483	0.518	0.856
순직유족연금	0.890	0.844	0.767	-0.221	-0.097	0.870	0.894	0.895	-0.242	1.000	0.952	0.377	-0.303	0.378	0.532	0.028
순직유족보상금	0.833	0.766	0.689	-0.069	0.029	0.734	0.854	0.840	-0.106	0.952	1.000	0.451	-0.179	0.451	0.590	0.397
부조급여(계)	0.379	0.256	0.143	0.238	0.566	0.343	0.432	0.404	0.485	0.377	0.451	1.000	0.483	1.000	0.675	0.598
재해부조금	-0.383	-0.355	-0.555	0.300	0.748	-0.281	-0.245	-0.333	0.714	-0.303	-0.179	0.483	1.000	0.478	0.110	0.661
사망조위금	0.379	0.256	0.145	0.235	0.565	0.344	0.432	0.404	0.483	0.378	0.451	1.000	0.478	1.000	0.676	0.598
퇴직수당	0.679	0.522	0.364	0.334	0.527	0.466	0.704	0.689	0.518	0.532	0.590	0.675	0.110	0.676	1.000	0.718
구분	0.000	0.329	0.485	0.365	0.955	0.000	0.000	0.000	0.856	0.028	0.397	0.598	0.661	0.598	0.718	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	재해보상급여(계)	공무상요양비	유족보상금	장해연금	장해보상금	부조급여(계)	재해부조금	사망조위금
0	1982	건수	1464	1151	220	46	47	28	28	0
1	1982	금액	3777	712	2525	93	447	17	17	0
2	1983	건수	2078	1719	256	59	44	111	111	0
3	1983	금액	4760	746	3415	120	479	123	123	0
4	1984	건수	3753	3415	234	70	34	85	85	0
5	1984	금액	4786	1083	3099	144	460	128	128	0
6	1985	건수	4969	4568	252	97	52	13576	57	13519
7	1985	금액	5546	1474	3215	223	634	4995	79	4916
8	1986	건수	5414	4997	251	115	51	17380	65	17315
9	1986	금액	6398	1714	3689	308	687	7488	120	7368

	연도	구분	재해보상급여(계)	공무상요양비	유족보상금	유족연금	장해연금	장해유족연금	장해보상금	순직유족연금	순직유족보상금	부조급여(계)	재해부조금	사망조위금	퇴직수당
72	2018	건수	198333	144313	86	4446	39170	8806	7	1491	14	13407	13	13394	35287
73	2018	금액	106155	25513	8237	10856	45587	9337	404	3390	2831	47014	126	46889	2071530
74	2019	건수	222232	166094	84	5189	39742	9461	20	1633	9	12997	8	13112	38786
75	2019	금액	120736	33954	8920	14006	46960	9891	1597	3754	1654	46569	98	46473	2335012
76	2020	건수	200270	141756	68	5972	40226	10304	22	1908	14	13125	9	13116	44488
77	2020	금액	126104	34217	7418	16002	49520	10223	1729	4186	2809	47807	123	47684	2566243
78	2021	건수	175755	113428	81	6799	43014	10524	22	1873	14	13054	13	13041	40378
79	2021	금액	127498	30689	8192	18398	51758	10830	1270	4397	1964	47639	148	47491	2216637
80	2022	건수	175159	109597	92	7762	44550	11130	19	2000	9	14014	3	14011	50191
81	2022	금액	135899	29211	10714	21945	54450	11580	1418	4655	1926	51095	55	51040	2712953

Overview

Variables

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample