gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	43
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.0 KiB
Average record size in memory	119.1 B

Variable types

Text	1
Numeric	12

Dataset

Description	공무원연금 급여종류별 퇴직자 추이 데이터 현황으로 연 단위(1982년~)로 구분되어 있으며, 퇴직급여, 퇴직연금, 유족급여 등의 데이터가 있습니다.
URL	https://www.data.go.kr/data/15053008/fileData.do

Alerts

`합계` is highly overall correlated with `퇴직급여(계)`	High correlation
`퇴직급여(계)` is highly overall correlated with `합계` and 1 other fields	High correlation
`퇴직일시금` is highly overall correlated with `퇴직연금일시금` and 6 other fields	High correlation
`퇴직연금일시금` is highly overall correlated with `퇴직일시금` and 6 other fields	High correlation
`퇴직연금(정상연금)` is highly overall correlated with `퇴직급여(계)` and 7 other fields	High correlation
`퇴직연금(조기연금)` is highly overall correlated with `퇴직일시금` and 7 other fields	High correlation
`퇴직연금(수급대기자)` is highly overall correlated with `퇴직일시금` and 7 other fields	High correlation
`퇴직연금공제일시금` is highly overall correlated with `퇴직연금(조기연금)` and 3 other fields	High correlation
`유족급여(계)` is highly overall correlated with `퇴직일시금` and 7 other fields	High correlation
`유족일시금` is highly overall correlated with `퇴직일시금` and 7 other fields	High correlation
`유족연금일시금` is highly overall correlated with `퇴직일시금` and 6 other fields	High correlation
`구분` has unique values	Unique
`합계` has unique values	Unique
`퇴직급여(계)` has unique values	Unique
`퇴직일시금` has unique values	Unique
`퇴직연금(정상연금)` has unique values	Unique
`퇴직연금공제일시금` has unique values	Unique
`퇴직연금일시금` has 19 (44.2%) zeros	Zeros
`퇴직연금(조기연금)` has 20 (46.5%) zeros	Zeros
`퇴직연금(수급대기자)` has 19 (44.2%) zeros	Zeros
`유족연금일시금` has 19 (44.2%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 08:40:45.317583
Analysis finished	2023-12-12 08:41:02.620671
Duration	17.3 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Text

UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	476.0 B

Length

Max length	4
Median length	4
Mean length	3.8604651
Min length	1

Characters and Unicode

Total characters	166
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

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

Unique

Unique	43 ?
Unique (%)	100.0%

Sample

1st row	1982
2nd row	1983
3rd row	1984
4th row	1985
5th row	1986

Value	Count	Frequency (%)
1982	1	2.3%
2004	1	2.3%
2006	1	2.3%
2007	1	2.3%
2008	1	2.3%
2009	1	2.3%
2010	1	2.3%
2011	1	2.3%
2012	1	2.3%
2013	1	2.3%
Other values (33)	33	76.7%

Most occurring characters

Value	Count	Frequency (%)
0	37	22.3%
1	32	19.3%
9	32	19.3%
2	31	18.7%
8	12	7.2%
3	4	2.4%
4	4	2.4%
5	4	2.4%
6	4	2.4%
7	4	2.4%
Other values (2)	2	1.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	164	98.8%
Other Letter	2	1.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	37	22.6%
1	32	19.5%
9	32	19.5%
2	31	18.9%
8	12	7.3%
3	4	2.4%
4	4	2.4%
5	4	2.4%
6	4	2.4%
7	4	2.4%

Other Letter

Value	Count	Frequency (%)
남	1	50.0%
여	1	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	164	98.8%
Hangul	2	1.2%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	37	22.6%
1	32	19.5%
9	32	19.5%
2	31	18.9%
8	12	7.3%
3	4	2.4%
4	4	2.4%
5	4	2.4%
6	4	2.4%
7	4	2.4%

Hangul

Value	Count	Frequency (%)
남	1	50.0%
여	1	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	164	98.8%
Hangul	2	1.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	37	22.6%
1	32	19.5%
9	32	19.5%
2	31	18.9%
8	12	7.3%
3	4	2.4%
4	4	2.4%
5	4	2.4%
6	4	2.4%
7	4	2.4%

Hangul

Value	Count	Frequency (%)
남	1	50.0%
여	1	50.0%

합계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35490.349

Minimum	17631
Maximum	94822
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	17631
5-th percentile	23872.2
Q1	28538.5
median	33916
Q3	37643
95-th percentile	54468.7
Maximum	94822
Range	77191
Interquartile range (IQR)	9104.5

Descriptive statistics

Standard deviation	12703.2
Coefficient of variation (CV)	0.35793393
Kurtosis	11.048997
Mean	35490.349
Median Absolute Deviation (MAD)	4764
Skewness	2.7792923
Sum	1526085
Variance	1.6137129 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
40851	1	2.3%
37594	1	2.3%
29455	1	2.3%
30604	1	2.3%
36586	1	2.3%
23822	1	2.3%
29152	1	2.3%
25437	1	2.3%
34173	1	2.3%
28029	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17631	1	2.3%
22647	1	2.3%
23822	1	2.3%
24324	1	2.3%
24665	1	2.3%
25101	1	2.3%
25437	1	2.3%
26485	1	2.3%
27206	1	2.3%
28029	1	2.3%

Value	Count	Frequency (%)
94822	1	2.3%
64567	1	2.3%
54912	1	2.3%
50479	1	2.3%
43627	1	2.3%
42992	1	2.3%
41904	1	2.3%
41057	1	2.3%
40851	1	2.3%
38474	1	2.3%

퇴직급여(계)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34193.581

Minimum	17411
Maximum	92761
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	17411
5-th percentile	22963.5
Q1	27074.5
median	32321
Q3	36554.5
95-th percentile	52406.8
Maximum	92761
Range	75350
Interquartile range (IQR)	9480

Descriptive statistics

Standard deviation	12521.544
Coefficient of variation (CV)	0.36619575
Kurtosis	11.050124
Mean	34193.581
Median Absolute Deviation (MAD)	5154
Skewness	2.7815244
Sum	1470324
Variance	1.5678906 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
39448	1	2.3%
36070	1	2.3%
28599	1	2.3%
29765	1	2.3%
35710	1	2.3%
22959	1	2.3%
28295	1	2.3%
24512	1	2.3%
33301	1	2.3%
27167	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17411	1	2.3%
21671	1	2.3%
22959	1	2.3%
23004	1	2.3%
23238	1	2.3%
23704	1	2.3%
24512	1	2.3%
25381	1	2.3%
25554	1	2.3%
26503	1	2.3%

Value	Count	Frequency (%)
92761	1	2.3%
62338	1	2.3%
52704	1	2.3%
49732	1	2.3%
42968	1	2.3%
41125	1	2.3%
40678	1	2.3%
40327	1	2.3%
39448	1	2.3%
37618	1	2.3%

퇴직일시금
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18089.186

Minimum	5083
Maximum	54447
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	5083
5-th percentile	5600.2
Q1	8468
median	11675
Q3	25972
95-th percentile	37735
Maximum	54447
Range	49364
Interquartile range (IQR)	17504

Descriptive statistics

Standard deviation	12076.435
Coefficient of variation (CV)	0.6676052
Kurtosis	0.41283187
Mean	18089.186
Median Absolute Deviation (MAD)	6122
Skewness	0.98449927
Sum	777835
Variance	1.4584027 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
37795	1	2.3%
34236	1	2.3%
9452	1	2.3%
9449	1	2.3%
10234	1	2.3%
8358	1	2.3%
8838	1	2.3%
8537	1	2.3%
10818	1	2.3%
7850	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5083	1	2.3%
5452	1	2.3%
5553	1	2.3%
6025	1	2.3%
6339	1	2.3%
6458	1	2.3%
7185	1	2.3%
7380	1	2.3%
7850	1	2.3%
8358	1	2.3%

Value	Count	Frequency (%)
54447	1	2.3%
42256	1	2.3%
37795	1	2.3%
37195	1	2.3%
34236	1	2.3%
33111	1	2.3%
32099	1	2.3%
28599	1	2.3%
28121	1	2.3%
27510	1	2.3%

퇴직연금일시금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	58.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	675.53488

Minimum	0
Maximum	2535
Zeros	19
Zeros (%)	44.2%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	963
Q3	1174.5
95-th percentile	1482.6
Maximum	2535
Range	2535
Interquartile range (IQR)	1174.5

Descriptive statistics

Standard deviation	663.01804
Coefficient of variation (CV)	0.98147121
Kurtosis	-0.5908887
Mean	675.53488
Median Absolute Deviation (MAD)	521
Skewness	0.38228413
Sum	29048
Variance	439592.92
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	19	44.2%
2535	1	2.3%
469	1	2.3%
1098	1	2.3%
1567	1	2.3%
1189	1	2.3%
1102	1	2.3%
963	1	2.3%
1124	1	2.3%
1199	1	2.3%
Other values (15)	15	34.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
469	1	2.3%
904	1	2.3%
963	1	2.3%
1008	1	2.3%
1027	1	2.3%
1098	1	2.3%
1102	1	2.3%
1105	1	2.3%
1117	1	2.3%

Value	Count	Frequency (%)
2535	1	2.3%
1567	1	2.3%
1484	1	2.3%
1470	1	2.3%
1454	1	2.3%
1226	1	2.3%
1199	1	2.3%
1189	1	2.3%
1186	1	2.3%
1184	1	2.3%

퇴직연금(정상연금)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14494.14

Minimum	1550
Maximum	38314
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	1550
5-th percentile	1744.7
Q1	4991
median	13271
Q3	22175
95-th percentile	30825.9
Maximum	38314
Range	36764
Interquartile range (IQR)	17184

Descriptive statistics

Standard deviation	10270.777
Coefficient of variation (CV)	0.70861582
Kurtosis	-0.92479136
Mean	14494.14
Median Absolute Deviation (MAD)	9165
Skewness	0.42689874
Sum	623248
Variance	1.0548885 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
1653	1	2.3%
1834	1	2.3%
16792	1	2.3%
17984	1	2.3%
22607	1	2.3%
12159	1	2.3%
16705	1	2.3%
13271	1	2.3%
19374	1	2.3%
16390	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1550	1	2.3%
1653	1	2.3%
1744	1	2.3%
1751	1	2.3%
1834	1	2.3%
2837	1	2.3%
2990	1	2.3%
3761	1	2.3%
3821	1	2.3%
3847	1	2.3%

Value	Count	Frequency (%)
38314	1	2.3%
31617	1	2.3%
30848	1	2.3%
30627	1	2.3%
28746	1	2.3%
27519	1	2.3%
26138	1	2.3%
25840	1	2.3%
25633	1	2.3%
25327	1	2.3%

퇴직연금(조기연금)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	55.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	87.883721

Minimum	0
Maximum	566
Zeros	20
Zeros (%)	46.5%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	24
Q3	135
95-th percentile	346.5
Maximum	566
Range	566
Interquartile range (IQR)	135

Descriptive statistics

Standard deviation	132.31334
Coefficient of variation (CV)	1.50555
Kurtosis	3.4266573
Mean	87.883721
Median Absolute Deviation (MAD)	24
Skewness	1.8682831
Sum	3779
Variance	17506.819
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	20	46.5%
167	1	2.3%
219	1	2.3%
347	1	2.3%
566	1	2.3%
407	1	2.3%
342	1	2.3%
241	1	2.3%
234	1	2.3%
214	1	2.3%
Other values (14)	14	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	46.5%
18	1	2.3%
24	1	2.3%
25	1	2.3%
38	1	2.3%
45	1	2.3%
51	1	2.3%
52	1	2.3%
58	1	2.3%
81	1	2.3%

Value	Count	Frequency (%)
566	1	2.3%
407	1	2.3%
347	1	2.3%
342	1	2.3%
241	1	2.3%
234	1	2.3%
219	1	2.3%
214	1	2.3%
178	1	2.3%
167	1	2.3%

퇴직연금(수급대기자)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	55.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	846.83721

Minimum	0
Maximum	3345
Zeros	19
Zeros (%)	44.2%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	40
Q3	1651
95-th percentile	2655.8
Maximum	3345
Range	3345
Interquartile range (IQR)	1651

Descriptive statistics

Standard deviation	1007.3822
Coefficient of variation (CV)	1.1895818
Kurtosis	-0.75223462
Mean	846.83721
Median Absolute Deviation (MAD)	40
Skewness	0.72815963
Sum	36414
Variance	1014818.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	19	44.2%
1484	2	4.7%
1794	1	2.3%
1397	1	2.3%
1948	1	2.3%
3345	1	2.3%
2695	1	2.3%
2277	1	2.3%
1858	1	2.3%
2111	1	2.3%
Other values (14)	14	32.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
10	1	2.3%
23	1	2.3%
40	1	2.3%
103	1	2.3%
694	1	2.3%
1097	1	2.3%
1200	1	2.3%
1242	1	2.3%
1315	1	2.3%

Value	Count	Frequency (%)
3345	1	2.3%
2755	1	2.3%
2695	1	2.3%
2303	1	2.3%
2277	1	2.3%
2111	1	2.3%
1948	1	2.3%
1924	1	2.3%
1858	1	2.3%
1807	1	2.3%

퇴직연금공제일시금
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	43
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3144.2558

Minimum	222
Maximum	24257
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	222
5-th percentile	386.1
Q1	1080.5
median	2297
Q3	3700
95-th percentile	8968.8
Maximum	24257
Range	24035
Interquartile range (IQR)	2619.5

Descriptive statistics

Standard deviation	3991.7728
Coefficient of variation (CV)	1.2695445
Kurtosis	18.978162
Mean	3144.2558
Median Absolute Deviation (MAD)	1262
Skewness	3.9273018
Sum	135203
Variance	15934250
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
222	1	2.3%
381	1	2.3%
2421	1	2.3%
2313	1	2.3%
2297	1	2.3%
1101	1	2.3%
1246	1	2.3%
1006	1	2.3%
1206	1	2.3%
1357	1	2.3%
Other values (33)	33	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
222	1	2.3%
232	1	2.3%
381	1	2.3%
432	1	2.3%
471	1	2.3%
664	1	2.3%
788	1	2.3%
804	1	2.3%
1006	1	2.3%
1035	1	2.3%

Value	Count	Frequency (%)
24257	1	2.3%
11324	1	2.3%
9285	1	2.3%
6123	1	2.3%
5268	1	2.3%
4725	1	2.3%
4115	1	2.3%
3944	1	2.3%
3930	1	2.3%
3926	1	2.3%

유족급여(계)
Real number (ℝ)

HIGH CORRELATION

Distinct	42
Distinct (%)	97.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1296.7674

Minimum	220
Maximum	2437
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	220
5-th percentile	653.6
Q1	847.5
median	949
Q3	1906
95-th percentile	2311.8
Maximum	2437
Range	2217
Interquartile range (IQR)	1058.5

Descriptive statistics

Standard deviation	632.1405
Coefficient of variation (CV)	0.48747407
Kurtosis	-1.2485504
Mean	1296.7674
Median Absolute Deviation (MAD)	296
Skewness	0.46609934
Sum	55761
Variance	399601.61
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
856	2	4.7%
1403	1	2.3%
779	1	2.3%
839	1	2.3%
876	1	2.3%
863	1	2.3%
857	1	2.3%
925	1	2.3%
872	1	2.3%
862	1	2.3%
Other values (32)	32	74.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
220	1	2.3%
527	1	2.3%
653	1	2.3%
659	1	2.3%
683	1	2.3%
696	1	2.3%
730	1	2.3%
744	1	2.3%
747	1	2.3%
779	1	2.3%

Value	Count	Frequency (%)
2437	1	2.3%
2345	1	2.3%
2314	1	2.3%
2292	1	2.3%
2229	1	2.3%
2208	1	2.3%
2189	1	2.3%
2085	1	2.3%
2061	1	2.3%
2042	1	2.3%

유족일시금
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	93.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	791.74419

Minimum	47
Maximum	1627
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	47
5-th percentile	95.5
Q1	282.5
median	447
Q3	1502.5
95-th percentile	1611.1
Maximum	1627
Range	1580
Interquartile range (IQR)	1220

Descriptive statistics

Standard deviation	618.34669
Coefficient of variation (CV)	0.78099302
Kurtosis	-1.7679434
Mean	791.74419
Median Absolute Deviation (MAD)	352
Skewness	0.29618003
Sum	34045
Variance	382352.62
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
284	2	4.7%
1557	2	4.7%
95	2	4.7%
1384	1	2.3%
368	1	2.3%
373	1	2.3%
408	1	2.3%
362	1	2.3%
318	1	2.3%
341	1	2.3%
Other values (30)	30	69.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
47	1	2.3%
95	2	4.7%
100	1	2.3%
120	1	2.3%
125	1	2.3%
127	1	2.3%
142	1	2.3%
160	1	2.3%
240	1	2.3%
281	1	2.3%

Value	Count	Frequency (%)
1627	1	2.3%
1614	1	2.3%
1612	1	2.3%
1603	1	2.3%
1591	1	2.3%
1585	1	2.3%
1582	1	2.3%
1572	1	2.3%
1557	2	4.7%
1510	1	2.3%

유족연금일시금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	51.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	86.883721

Minimum	0
Maximum	218
Zeros	19
Zeros (%)	44.2%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	121
Q3	146.5
95-th percentile	199.7
Maximum	218
Range	218
Interquartile range (IQR)	146.5

Descriptive statistics

Standard deviation	82.24997
Coefficient of variation (CV)	0.94666722
Kurtosis	-1.7152925
Mean	86.883721
Median Absolute Deviation (MAD)	79
Skewness	0.053921725
Sum	3736
Variance	6765.0576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	19	44.2%
134	2	4.7%
135	2	4.7%
126	2	4.7%
145	1	2.3%
166	1	2.3%
92	1	2.3%
218	1	2.3%
187	1	2.3%
200	1	2.3%
Other values (12)	12	27.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	44.2%
92	1	2.3%
119	1	2.3%
121	1	2.3%
126	2	4.7%
131	1	2.3%
132	1	2.3%
134	2	4.7%
135	2	4.7%
139	1	2.3%

Value	Count	Frequency (%)
218	1	2.3%
211	1	2.3%
200	1	2.3%
197	1	2.3%
194	1	2.3%
190	1	2.3%
187	1	2.3%
182	1	2.3%
174	1	2.3%
166	1	2.3%

유족연금
Real number (ℝ)

Distinct	42
Distinct (%)	97.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	418.13953

Minimum	19
Maximum	1385
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	519.0 B

Quantile statistics

Minimum	19
5-th percentile	56.9
Q1	300
median	371
Q3	452
95-th percentile	920.6
Maximum	1385
Range	1366
Interquartile range (IQR)	152

Descriptive statistics

Standard deviation	282.0014
Coefficient of variation (CV)	0.67441937
Kurtosis	3.1489203
Mean	418.13953
Median Absolute Deviation (MAD)	81
Skewness	1.4818171
Sum	17980
Variance	79524.79
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
452	2	4.7%
19	1	2.3%
420	1	2.3%
354	1	2.3%
332	1	2.3%
347	1	2.3%
366	1	2.3%
400	1	2.3%
449	1	2.3%
443	1	2.3%
Other values (32)	32	74.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	1	2.3%
29	1	2.3%
56	1	2.3%
65	1	2.3%
81	1	2.3%
86	1	2.3%
118	1	2.3%
243	1	2.3%
265	1	2.3%
272	1	2.3%

Value	Count	Frequency (%)
1385	1	2.3%
1182	1	2.3%
927	1	2.3%
863	1	2.3%
788	1	2.3%
702	1	2.3%
665	1	2.3%
617	1	2.3%
471	1	2.3%
457	1	2.3%

Phik (φk)
Auto

Heatmap
Table

	구분	합계	퇴직급여(계)	퇴직일시금	퇴직연금일시금	퇴직연금(정상연금)	퇴직연금(조기연금)	퇴직연금(수급대기자)	퇴직연금공제일시금	유족급여(계)	유족일시금	유족연금일시금	유족연금
구분	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
합계	1.000	1.000	0.998	0.787	0.330	0.789	0.235	0.000	0.838	0.000	0.785	0.000	0.762
퇴직급여(계)	1.000	0.998	1.000	0.789	0.319	0.772	0.349	0.000	0.834	0.000	0.778	0.000	0.760
퇴직일시금	1.000	0.787	0.789	1.000	0.648	0.674	0.000	0.000	0.962	0.897	0.861	0.121	0.931
퇴직연금일시금	1.000	0.330	0.319	0.648	1.000	0.783	0.733	0.746	0.000	0.557	0.785	0.932	0.370
퇴직연금(정상연금)	1.000	0.789	0.772	0.674	0.783	1.000	0.741	0.786	0.767	0.631	0.720	0.669	0.694
퇴직연금(조기연금)	1.000	0.235	0.349	0.000	0.733	0.741	1.000	0.936	0.000	0.310	0.616	0.732	0.000
퇴직연금(수급대기자)	1.000	0.000	0.000	0.000	0.746	0.786	0.936	1.000	0.000	0.142	0.609	0.747	0.000
퇴직연금공제일시금	1.000	0.838	0.834	0.962	0.000	0.767	0.000	0.000	1.000	0.680	0.740	0.000	0.922
유족급여(계)	1.000	0.000	0.000	0.897	0.557	0.631	0.310	0.142	0.680	1.000	0.812	0.464	0.840
유족일시금	1.000	0.785	0.778	0.861	0.785	0.720	0.616	0.609	0.740	0.812	1.000	0.791	0.705
유족연금일시금	1.000	0.000	0.000	0.121	0.932	0.669	0.732	0.747	0.000	0.464	0.791	1.000	0.000
유족연금	1.000	0.762	0.760	0.931	0.370	0.694	0.000	0.000	0.922	0.840	0.705	0.000	1.000

Heatmap
Table

	합계	퇴직급여(계)	퇴직일시금	퇴직연금일시금	퇴직연금(정상연금)	퇴직연금(조기연금)	퇴직연금(수급대기자)	퇴직연금공제일시금	유족급여(계)	유족일시금	유족연금일시금	유족연금
합계	1.000	0.995	0.257	-0.163	0.451	0.099	0.095	0.035	0.048	-0.080	-0.058	0.419
퇴직급여(계)	0.995	1.000	0.200	-0.114	0.500	0.159	0.155	-0.000	-0.017	-0.149	-0.011	0.401
퇴직일시금	0.257	0.200	1.000	-0.646	-0.585	-0.859	-0.861	0.446	0.870	0.830	-0.719	0.087
퇴직연금일시금	-0.163	-0.114	-0.646	1.000	0.581	0.692	0.769	-0.297	-0.675	-0.681	0.918	-0.109
퇴직연금(정상연금)	0.451	0.500	-0.585	0.581	1.000	0.773	0.783	-0.105	-0.627	-0.766	0.656	0.389
퇴직연금(조기연금)	0.099	0.159	-0.859	0.692	0.773	1.000	0.974	-0.596	-0.919	-0.928	0.783	-0.014
퇴직연금(수급대기자)	0.095	0.155	-0.861	0.769	0.783	0.974	1.000	-0.555	-0.910	-0.926	0.850	0.019
퇴직연금공제일시금	0.035	-0.000	0.446	-0.297	-0.105	-0.596	-0.555	1.000	0.683	0.571	-0.391	0.482
유족급여(계)	0.048	-0.017	0.870	-0.675	-0.627	-0.919	-0.910	0.683	1.000	0.926	-0.765	0.313
유족일시금	-0.080	-0.149	0.830	-0.681	-0.766	-0.928	-0.926	0.571	0.926	1.000	-0.775	0.066
유족연금일시금	-0.058	-0.011	-0.719	0.918	0.656	0.783	0.850	-0.391	-0.765	-0.775	1.000	-0.084
유족연금	0.419	0.401	0.087	-0.109	0.389	-0.014	0.019	0.482	0.313	0.066	-0.084	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

	구분	합계	퇴직급여(계)	퇴직일시금	퇴직연금(정상연금)	퇴직연금공제일시금	유족급여(계)	유족일시금	유족연금
0	1982	40851	39448	37795	1653	222	1403	1384	19
1	1983	37594	36070	34236	1834	381	1524	1495	29
2	1984	35191	33649	32099	1550	471	1542	1486	56
3	1985	31863	30350	28599	1751	1509	1513	1448	65
4	1986	28625	26982	25238	1744	1841	1643	1557	86
5	1987	24324	23004	19243	3761	3713	1320	1202	118
6	1988	27206	25381	22391	2990	3311	1825	1582	243
7	1989	25101	23238	20401	2837	3170	1863	1591	272
8	1990	28452	26503	22682	3821	3687	1949	1603	346
9	1991	30968	28926	25079	3847	3930	2042	1585	457

	구분	합계	퇴직급여(계)	퇴직일시금	퇴직연금일시금	퇴직연금(정상연금)	퇴직연금(조기연금)	퇴직연금(수급대기자)	퇴직연금공제일시금	유족급여(계)	유족일시금	유족연금일시금	유족연금
33	2015	38474	37618	6339	904	28746	145	1484	2048	856	284	131	441
34	2016	36134	35451	6025	1166	25327	178	2755	1619	683	127	166	390
35	2017	35176	34432	5083	1199	25633	214	2303	1259	744	95	197	452
36	2018	35558	34862	5553	1124	25840	234	2111	1060	696	120	190	386
37	2019	37692	37039	6458	963	27519	241	1858	788	653	100	182	371
38	2020	43627	42968	8399	1102	30848	342	2277	1035	659	125	200	334
39	2021	41057	40327	9898	1189	26138	407	2695	804	730	160	187	383
40	2022	50479	49732	12637	1567	31617	566	3345	664	747	142	218	387
41	남	32848	32321	7185	1098	21743	347	1948	432	527	95	126	306
42	여	17631	17411	5452	469	9874	219	1397	232	220	47	92	81

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample