gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	48
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.6 KiB
Average record size in memory	118.8 B

Variable types

Text	1
Numeric	12

Dataset

Description	공무원이 퇴직시 선택하는 급여(퇴직일시금, 퇴직연금, 유족연금, 유족일시금 등)종류에 따른 연령별 퇴직자 수 데이터입니다.
URL	https://www.data.go.kr/data/15053026/fileData.do

Alerts

`합 계` is highly overall correlated with `퇴직급여(계)` and 3 other fields	High correlation
`퇴직급여(계)` is highly overall correlated with `합 계` and 3 other fields	High correlation
`퇴직일시금` is highly overall correlated with `퇴직연금` and 1 other fields	High correlation
`퇴직연금일시금` is highly overall correlated with `조기연금` and 5 other fields	High correlation
`퇴직연금` is highly overall correlated with `합 계` and 6 other fields	High correlation
`조기연금` is highly overall correlated with `퇴직연금일시금` and 6 other fields	High correlation
`수급대기자` is highly overall correlated with `퇴직연금일시금` and 5 other fields	High correlation
`퇴직연금공제일시금` is highly overall correlated with `합 계` and 8 other fields	High correlation
`유족급여(계)` is highly overall correlated with `합 계` and 7 other fields	High correlation
`유족일시금` is highly overall correlated with `퇴직일시금` and 1 other fields	High correlation
`유족연금일시금` is highly overall correlated with `퇴직연금일시금` and 5 other fields	High correlation
`유족연금` is highly overall correlated with `퇴직연금일시금` and 6 other fields	High correlation
`구 분` has unique values	Unique
`퇴직연금일시금` has 14 (29.2%) zeros	Zeros
`퇴직연금` has 30 (62.5%) zeros	Zeros
`조기연금` has 25 (52.1%) zeros	Zeros
`수급대기자` has 17 (35.4%) zeros	Zeros
`퇴직연금공제일시금` has 17 (35.4%) zeros	Zeros
`유족급여(계)` has 4 (8.3%) zeros	Zeros
`유족일시금` has 13 (27.1%) zeros	Zeros
`유족연금일시금` has 17 (35.4%) zeros	Zeros
`유족연금` has 17 (35.4%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 05:22:00.809440
Analysis finished	2023-12-12 05:22:15.493656
Duration	14.68 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구 분
Text

UNIQUE

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	516.0 B

Length

Max length	6
Median length	3
Mean length	3.0625
Min length	3

Characters and Unicode

Total characters	147
Distinct characters	14
Distinct categories	3 ?
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	48 ?
Unique (%)	100.0%

Sample

1st row	18세
2nd row	19세
3rd row	20세
4th row	21세
5th row	22세

Value	Count	Frequency (%)
18세	1	2.0%
43세	1	2.0%
44세	1	2.0%
45세	1	2.0%
46세	1	2.0%
47세	1	2.0%
48세	1	2.0%
49세	1	2.0%
50세	1	2.0%
51세	1	2.0%
Other values (39)	39	79.6%

Most occurring characters

Value	Count	Frequency (%)
세	48	32.7%
2	15	10.2%
3	15	10.2%
4	15	10.2%
5	15	10.2%
6	10	6.8%
1	7	4.8%
8	5	3.4%
9	5	3.4%
0	5	3.4%
Other values (4)	7	4.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	96	65.3%
Other Letter	50	34.0%
Space Separator	1	0.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	15	15.6%
3	15	15.6%
4	15	15.6%
5	15	15.6%
6	10	10.4%
1	7	7.3%
8	5	5.2%
9	5	5.2%
0	5	5.2%
7	4	4.2%

Other Letter

Value	Count	Frequency (%)
세	48	96.0%
이	1	2.0%
상	1	2.0%

Space Separator

Value	Count	Frequency (%)
	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	97	66.0%
Hangul	50	34.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	15	15.5%
3	15	15.5%
4	15	15.5%
5	15	15.5%
6	10	10.3%
1	7	7.2%
8	5	5.2%
9	5	5.2%
0	5	5.2%
7	4	4.1%

Hangul

Value	Count	Frequency (%)
세	48	96.0%
이	1	2.0%
상	1	2.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	97	66.0%
Hangul	50	34.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
세	48	96.0%
이	1	2.0%
상	1	2.0%

ASCII

Value	Count	Frequency (%)
2	15	15.5%
3	15	15.5%
4	15	15.5%
5	15	15.5%
6	10	10.3%
1	7	7.2%
8	5	5.2%
9	5	5.2%
0	5	5.2%
7	4	4.1%

합 계
Real number (ℝ)

HIGH CORRELATION

Distinct	47
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1051.6458

Minimum	1
Maximum	16421
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	1
5-th percentile	11.15
Q1	405.75
median	500
Q3	860
95-th percentile	2753
Maximum	16421
Range	16420
Interquartile range (IQR)	454.25

Descriptive statistics

Standard deviation	2369.2437
Coefficient of variation (CV)	2.2528913
Kurtosis	39.64819
Mean	1051.6458
Median Absolute Deviation (MAD)	260.5
Skewness	6.0737816
Sum	50479
Variance	5613315.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
442	2	4.2%
7	1	2.1%
412	1	2.1%
403	1	2.1%
468	1	2.1%
482	1	2.1%
484	1	2.1%
598	1	2.1%
589	1	2.1%
610	1	2.1%
Other values (37)	37	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.1%
7	1	2.1%
8	1	2.1%
17	1	2.1%
36	1	2.1%
68	1	2.1%
75	1	2.1%
164	1	2.1%
309	1	2.1%
387	1	2.1%

Value	Count	Frequency (%)
16421	1	2.1%
3237	1	2.1%
2914	1	2.1%
2454	1	2.1%
2028	1	2.1%
1424	1	2.1%
1381	1	2.1%
1265	1	2.1%
1076	1	2.1%
994	1	2.1%

퇴직급여(계)
Real number (ℝ)

HIGH CORRELATION

Distinct	47
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1036.0833

Minimum	1
Maximum	16391
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	1
5-th percentile	11.15
Q1	393.5
median	486.5
Q3	852
95-th percentile	2723.25
Maximum	16391
Range	16390
Interquartile range (IQR)	458.5

Descriptive statistics

Standard deviation	2365.7424
Coefficient of variation (CV)	2.2833514
Kurtosis	39.740181
Mean	1036.0833
Median Absolute Deviation (MAD)	266
Skewness	6.0838579
Sum	49732
Variance	5596736.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
394	2	4.2%
1	1	2.1%
392	1	2.1%
383	1	2.1%
446	1	2.1%
456	1	2.1%
459	1	2.1%
563	1	2.1%
558	1	2.1%
573	1	2.1%
Other values (37)	37	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.1%
7	1	2.1%
8	1	2.1%
17	1	2.1%
35	1	2.1%
67	1	2.1%
74	1	2.1%
160	1	2.1%
304	1	2.1%
377	1	2.1%

Value	Count	Frequency (%)
16391	1	2.1%
3226	1	2.1%
2886	1	2.1%
2421	1	2.1%
1995	1	2.1%
1391	1	2.1%
1377	1	2.1%
1222	1	2.1%
1069	1	2.1%
956	1	2.1%

퇴직일시금
Real number (ℝ)

HIGH CORRELATION

Distinct	47
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	263.27083

Minimum	1
Maximum	947
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	1
5-th percentile	11.15
Q1	91.25
median	200.5
Q3	323.25
95-th percentile	805.15
Maximum	947
Range	946
Interquartile range (IQR)	232

Descriptive statistics

Standard deviation	238.65864
Coefficient of variation (CV)	0.90651379
Kurtosis	1.1741851
Mean	263.27083
Median Absolute Deviation (MAD)	121.5
Skewness	1.3515785
Sum	12637
Variance	56957.946
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
35	2	4.2%
1	1	2.1%
126	1	2.1%
209	1	2.1%
200	1	2.1%
208	1	2.1%
228	1	2.1%
190	1	2.1%
205	1	2.1%
199	1	2.1%
Other values (37)	37	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.1%
7	1	2.1%
8	1	2.1%
17	1	2.1%
35	2	4.2%
42	1	2.1%
66	1	2.1%
67	1	2.1%
69	1	2.1%
72	1	2.1%

Value	Count	Frequency (%)
947	1	2.1%
821	1	2.1%
816	1	2.1%
785	1	2.1%
713	1	2.1%
631	1	2.1%
552	1	2.1%
474	1	2.1%
430	1	2.1%
421	1	2.1%

퇴직연금일시금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	62.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.645833

Minimum	0
Maximum	98
Zeros	14
Zeros (%)	29.2%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	34
Q3	59.5
95-th percentile	76.65
Maximum	98
Range	98
Interquartile range (IQR)	59.5

Descriptive statistics

Standard deviation	30.654207
Coefficient of variation (CV)	0.93899294
Kurtosis	-1.4011003
Mean	32.645833
Median Absolute Deviation (MAD)	33.5
Skewness	0.30227891
Sum	1567
Variance	939.68041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
0	14	29.2%
54	3	6.2%
2	2	4.2%
34	2	4.2%
70	2	4.2%
39	1	2.1%
50	1	2.1%
36	1	2.1%
46	1	2.1%
98	1	2.1%
Other values (20)	20	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	29.2%
2	2	4.2%
4	1	2.1%
8	1	2.1%
9	1	2.1%
12	1	2.1%
15	1	2.1%
17	1	2.1%
19	1	2.1%
34	2	4.2%

Value	Count	Frequency (%)
98	1	2.1%
79	1	2.1%
77	1	2.1%
76	1	2.1%
74	1	2.1%
72	1	2.1%
70	2	4.2%
69	1	2.1%
68	1	2.1%
67	1	2.1%

퇴직연금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	39.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	658.6875

Minimum	0
Maximum	15566
Zeros	30
Zeros (%)	62.5%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	204.75
95-th percentile	2457.45
Maximum	15566
Range	15566
Interquartile range (IQR)	204.75

Descriptive statistics

Standard deviation	2313.8745
Coefficient of variation (CV)	3.5128562
Kurtosis	38.503302
Mean	658.6875
Median Absolute Deviation (MAD)	0
Skewness	5.9690598
Sum	31617
Variance	5354015.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	30	62.5%
1	1	2.1%
791	1	2.1%
39	1	2.1%
1331	1	2.1%
3143	1	2.1%
978	1	2.1%
15566	1	2.1%
2623	1	2.1%
2150	1	2.1%
Other values (9)	9	18.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30	62.5%
1	1	2.1%
30	1	2.1%
39	1	2.1%
64	1	2.1%
99	1	2.1%
158	1	2.1%
345	1	2.1%
604	1	2.1%
791	1	2.1%

Value	Count	Frequency (%)
15566	1	2.1%
3143	1	2.1%
2623	1	2.1%
2150	1	2.1%
1699	1	2.1%
1331	1	2.1%
1111	1	2.1%
978	1	2.1%
885	1	2.1%
791	1	2.1%

조기연금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	41.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.791667

Minimum	0
Maximum	91
Zeros	25
Zeros (%)	52.1%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	14
95-th percentile	47.25
Maximum	91
Range	91
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	20.021221
Coefficient of variation (CV)	1.6979127
Kurtosis	4.0877842
Mean	11.791667
Median Absolute Deviation (MAD)	0
Skewness	1.9744725
Sum	566
Variance	400.84929
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	25	52.1%
2	2	4.2%
41	2	4.2%
14	2	4.2%
1	2	4.2%
40	1	2.1%
91	1	2.1%
37	1	2.1%
49	1	2.1%
51	1	2.1%
Other values (10)	10	20.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25	52.1%
1	2	4.2%
2	2	4.2%
3	1	2.1%
4	1	2.1%
5	1	2.1%
8	1	2.1%
9	1	2.1%
11	1	2.1%
14	2	4.2%

Value	Count	Frequency (%)
91	1	2.1%
51	1	2.1%
49	1	2.1%
44	1	2.1%
41	2	4.2%
40	1	2.1%
38	1	2.1%
37	1	2.1%
31	1	2.1%
29	1	2.1%

수급대기자
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	29
Distinct (%)	60.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	69.6875

Minimum	0
Maximum	518
Zeros	17
Zeros (%)	35.4%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	30.5
Q3	119
95-th percentile	166.3
Maximum	518
Range	518
Interquartile range (IQR)	119

Descriptive statistics

Standard deviation	92.278523
Coefficient of variation (CV)	1.3241761
Kurtosis	10.658402
Mean	69.6875
Median Absolute Deviation (MAD)	30.5
Skewness	2.5429041
Sum	3345
Variance	8515.3258
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	17	35.4%
119	3	6.2%
96	2	4.2%
125	1	2.1%
8	1	2.1%
518	1	2.1%
103	1	2.1%
104	1	2.1%
138	1	2.1%
167	1	2.1%
Other values (19)	19	39.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	35.4%
1	1	2.1%
2	1	2.1%
3	1	2.1%
8	1	2.1%
10	1	2.1%
12	1	2.1%
26	1	2.1%
35	1	2.1%
45	1	2.1%

Value	Count	Frequency (%)
518	1	2.1%
189	1	2.1%
167	1	2.1%
165	1	2.1%
162	1	2.1%
161	1	2.1%
156	1	2.1%
143	1	2.1%
138	1	2.1%
125	1	2.1%

퇴직연금공제일시금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	39.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.833333

Minimum	0
Maximum	222
Zeros	17
Zeros (%)	35.4%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4
Q3	13
95-th percentile	43.85
Maximum	222
Range	222
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	33.571983
Coefficient of variation (CV)	2.4268903
Kurtosis	32.686848
Mean	13.833333
Median Absolute Deviation (MAD)	4
Skewness	5.3635004
Sum	664
Variance	1127.078
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	17	35.4%
9	4	8.3%
4	3	6.2%
1	3	6.2%
3	2	4.2%
6	2	4.2%
7	2	4.2%
10	2	4.2%
13	2	4.2%
17	2	4.2%
Other values (9)	9	18.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	35.4%
1	3	6.2%
3	2	4.2%
4	3	6.2%
6	2	4.2%
7	2	4.2%
9	4	8.3%
10	2	4.2%
13	2	4.2%
15	1	2.1%

Value	Count	Frequency (%)
222	1	2.1%
62	1	2.1%
47	1	2.1%
38	1	2.1%
33	1	2.1%
32	1	2.1%
28	1	2.1%
24	1	2.1%
17	2	4.2%
15	1	2.1%

유족급여(계)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	56.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.5625

Minimum	0
Maximum	43
Zeros	4
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5.75
median	11
Q3	26
95-th percentile	37.65
Maximum	43
Range	43
Interquartile range (IQR)	20.25

Descriptive statistics

Standard deviation	12.727765
Coefficient of variation (CV)	0.81784838
Kurtosis	-0.86709743
Mean	15.5625
Median Absolute Deviation (MAD)	9
Skewness	0.6072223
Sum	747
Variance	161.99601
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	4	8.3%
33	3	6.2%
1	3	6.2%
20	3	6.2%
10	3	6.2%
11	3	6.2%
7	3	6.2%
12	2	4.2%
26	2	4.2%
9	2	4.2%
Other values (17)	20	41.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	8.3%
1	3	6.2%
2	1	2.1%
4	2	4.2%
5	2	4.2%
6	2	4.2%
7	3	6.2%
9	2	4.2%
10	3	6.2%
11	3	6.2%

Value	Count	Frequency (%)
43	1	2.1%
41	1	2.1%
38	1	2.1%
37	1	2.1%
35	1	2.1%
33	3	6.2%
31	1	2.1%
30	1	2.1%
28	1	2.1%
26	2	4.2%

유족일시금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	22.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9583333

Minimum	0
Maximum	10
Zeros	13
Zeros (%)	27.1%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	5
95-th percentile	9
Maximum	10
Range	10
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.0663467
Coefficient of variation (CV)	1.0365116
Kurtosis	-0.13759822
Mean	2.9583333
Median Absolute Deviation (MAD)	2
Skewness	0.95582546
Sum	142
Variance	9.4024823
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	13	27.1%
1	9	18.8%
3	5	10.4%
4	4	8.3%
5	4	8.3%
2	4	8.3%
9	3	6.2%
6	2	4.2%
10	2	4.2%
7	1	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	27.1%
1	9	18.8%
2	4	8.3%
3	5	10.4%
4	4	8.3%
5	4	8.3%
6	2	4.2%
7	1	2.1%
8	1	2.1%
9	3	6.2%

Value	Count	Frequency (%)
10	2	4.2%
9	3	6.2%
8	1	2.1%
7	1	2.1%
6	2	4.2%
5	4	8.3%
4	4	8.3%
3	5	10.4%
2	4	8.3%
1	9	18.8%

유족연금일시금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	14
Distinct (%)	29.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5416667

Minimum	0
Maximum	17
Zeros	17
Zeros (%)	35.4%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	8
95-th percentile	14.65
Maximum	17
Range	17
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	4.7398641
Coefficient of variation (CV)	1.0436398
Kurtosis	0.020940508
Mean	4.5416667
Median Absolute Deviation (MAD)	3
Skewness	0.87576901
Sum	218
Variance	22.466312
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	17	35.4%
7	5	10.4%
3	4	8.3%
8	4	8.3%
2	3	6.2%
9	3	6.2%
4	2	4.2%
5	2	4.2%
10	2	4.2%
15	2	4.2%
Other values (4)	4	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	35.4%
1	1	2.1%
2	3	6.2%
3	4	8.3%
4	2	4.2%
5	2	4.2%
6	1	2.1%
7	5	10.4%
8	4	8.3%
9	3	6.2%

Value	Count	Frequency (%)
17	1	2.1%
15	2	4.2%
14	1	2.1%
10	2	4.2%
9	3	6.2%
8	4	8.3%
7	5	10.4%
6	1	2.1%
5	2	4.2%
4	2	4.2%

유족연금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	43.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.0625

Minimum	0
Maximum	28
Zeros	17
Zeros (%)	35.4%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3
Q3	15.25
95-th percentile	26
Maximum	28
Range	28
Interquartile range (IQR)	15.25

Descriptive statistics

Standard deviation	9.5969992
Coefficient of variation (CV)	1.1903255
Kurtosis	-0.72920083
Mean	8.0625
Median Absolute Deviation (MAD)	3
Skewness	0.89628189
Sum	387
Variance	92.102394
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	17	35.4%
3	4	8.3%
1	3	6.2%
5	2	4.2%
9	2	4.2%
22	2	4.2%
16	2	4.2%
26	2	4.2%
21	2	4.2%
24	1	2.1%
Other values (11)	11	22.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	35.4%
1	3	6.2%
2	1	2.1%
3	4	8.3%
4	1	2.1%
5	2	4.2%
6	1	2.1%
7	1	2.1%
9	2	4.2%
10	1	2.1%

Value	Count	Frequency (%)
28	1	2.1%
27	1	2.1%
26	2	4.2%
25	1	2.1%
24	1	2.1%
22	2	4.2%
21	2	4.2%
16	2	4.2%
15	1	2.1%
14	1	2.1%

Phik (φk)
Auto

Heatmap
Table

	구 분	합 계	퇴직급여(계)	퇴직일시금	퇴직연금일시금	퇴직연금	조기연금	수급대기자	퇴직연금공제일시금	유족급여(계)	유족일시금	유족연금일시금	유족연금
구 분	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
합 계	1.000	1.000	1.000	0.000	0.964	1.000	0.985	0.718	0.838	0.445	0.000	0.000	0.656
퇴직급여(계)	1.000	1.000	1.000	0.000	0.964	1.000	0.985	0.718	0.838	0.445	0.000	0.000	0.656
퇴직일시금	1.000	0.000	0.000	1.000	0.000	0.000	0.167	0.192	0.000	0.605	0.894	0.301	0.000
퇴직연금일시금	1.000	0.964	0.964	0.000	1.000	0.807	0.806	0.848	0.762	0.677	0.000	0.802	0.875
퇴직연금	1.000	1.000	1.000	0.000	0.807	1.000	0.855	0.645	0.974	0.381	0.000	0.000	0.626
조기연금	1.000	0.985	0.985	0.167	0.806	0.855	1.000	0.770	0.824	0.810	0.000	0.685	0.807
수급대기자	1.000	0.718	0.718	0.192	0.848	0.645	0.770	1.000	0.653	0.923	0.453	0.663	0.726
퇴직연금공제일시금	1.000	0.838	0.838	0.000	0.762	0.974	0.824	0.653	1.000	0.559	0.043	0.268	0.656
유족급여(계)	1.000	0.445	0.445	0.605	0.677	0.381	0.810	0.923	0.559	1.000	0.695	0.753	0.791
유족일시금	1.000	0.000	0.000	0.894	0.000	0.000	0.000	0.453	0.043	0.695	1.000	0.000	0.000
유족연금일시금	1.000	0.000	0.000	0.301	0.802	0.000	0.685	0.663	0.268	0.753	0.000	1.000	0.636
유족연금	1.000	0.656	0.656	0.000	0.875	0.626	0.807	0.726	0.656	0.791	0.000	0.636	1.000

Heatmap
Table

	합 계	퇴직급여(계)	퇴직일시금	퇴직연금일시금	퇴직연금	조기연금	수급대기자	퇴직연금공제일시금	유족급여(계)	유족일시금	유족연금일시금	유족연금
합 계	1.000	0.999	0.095	0.267	0.713	0.444	0.300	0.652	0.553	-0.038	0.372	0.476
퇴직급여(계)	0.999	1.000	0.104	0.251	0.710	0.429	0.283	0.640	0.540	-0.032	0.357	0.463
퇴직일시금	0.095	0.104	1.000	0.075	-0.507	-0.229	0.033	-0.375	0.100	0.861	-0.097	-0.212
퇴직연금일시금	0.267	0.251	0.075	1.000	0.291	0.738	0.910	0.647	0.805	-0.104	0.893	0.805
퇴직연금	0.713	0.710	-0.507	0.291	1.000	0.600	0.333	0.834	0.486	-0.511	0.467	0.617
조기연금	0.444	0.429	-0.229	0.738	0.600	1.000	0.858	0.730	0.873	-0.346	0.868	0.900
수급대기자	0.300	0.283	0.033	0.910	0.333	0.858	1.000	0.634	0.888	-0.121	0.914	0.867
퇴직연금공제일시금	0.652	0.640	-0.375	0.647	0.834	0.730	0.634	1.000	0.707	-0.470	0.738	0.843
유족급여(계)	0.553	0.540	0.100	0.805	0.486	0.873	0.888	0.707	1.000	-0.037	0.886	0.918
유족일시금	-0.038	-0.032	0.861	-0.104	-0.511	-0.346	-0.121	-0.470	-0.037	1.000	-0.278	-0.363
유족연금일시금	0.372	0.357	-0.097	0.893	0.467	0.868	0.914	0.738	0.886	-0.278	1.000	0.903
유족연금	0.476	0.463	-0.212	0.805	0.617	0.900	0.867	0.843	0.918	-0.363	0.903	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

	구 분	합 계	퇴직급여(계)	퇴직일시금	유족급여(계)	유족일시금
0	18세	1	1	1	0	0
1	19세	7	7	7	0	0
2	20세	8	8	8	0	0
3	21세	17	17	17	0	0
4	22세	36	35	35	1	1
5	23세	68	67	67	1	1
6	24세	164	160	160	4	4
7	25세	309	304	304	5	5
8	26세	436	430	430	6	6
9	27세	557	552	552	5	5

	구 분	합 계	퇴직급여(계)	퇴직일시금	퇴직연금일시금	퇴직연금	조기연금	수급대기자	퇴직연금공제일시금	유족급여(계)	유족일시금	유족연금일시금	유족연금
38	56세	1424	1391	107	36	1111	41	96	24	33	0	7	26
39	57세	2028	1995	95	46	1699	51	104	32	33	0	8	25
40	58세	2454	2421	80	39	2150	49	103	33	33	0	7	26
41	59세	2914	2886	72	35	2623	37	119	47	28	1	5	22
42	60세	16421	16391	118	98	15566	91	518	222	30	0	8	22
43	61세	1076	1069	69	12	978	2	8	17	7	0	4	3
44	62세	3237	3226	66	17	3143	0	0	62	11	1	3	7
45	63세	1381	1377	42	4	1331	0	0	38	4	0	3	1
46	64세	75	74	35	0	39	0	0	1	1	0	0	1
47	65세 이상	947	945	145	9	791	0	0	13	2	2	0	0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Space Separator

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

Hangul

ASCII

Interactions

Correlations

Missing values

Sample