gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	48
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.3 KiB
Average record size in memory	154.8 B

Variable types

Text	1
Numeric	16

Dataset

Description	공무원의 직종별(정무직, 별정직, 일반직, 경찰,소방 기능직, 연구직 등) 공무원연금 가입자 수 데이터로 18세 이상부터 구분되고 있습니다.
URL	https://www.data.go.kr/data/15053029/fileData.do

Alerts

`계` is highly overall correlated with `별정직` and 11 other fields	High correlation
`별정직` is highly overall correlated with `계` and 11 other fields	High correlation
`일반직` is highly overall correlated with `계` and 11 other fields	High correlation
`경찰` is highly overall correlated with `계` and 11 other fields	High correlation
`소방` is highly overall correlated with `계` and 12 other fields	High correlation
`교육직` is highly overall correlated with `계` and 12 other fields	High correlation
`법관검사` is highly overall correlated with `계` and 10 other fields	High correlation
`기능직` is highly overall correlated with `교육직` and 4 other fields	High correlation
`공안직` is highly overall correlated with `계` and 12 other fields	High correlation
`군무원` is highly overall correlated with `계` and 11 other fields	High correlation
`연구직` is highly overall correlated with `계` and 12 other fields	High correlation
`지도직` is highly overall correlated with `계` and 10 other fields	High correlation
`계약직` is highly overall correlated with `계` and 12 other fields	High correlation
`공중보건의` is highly overall correlated with `소방`	High correlation
`기타` is highly overall correlated with `계` and 12 other fields	High correlation
`구분` has unique values	Unique
`계` has unique values	Unique
`정무직` has 32 (66.7%) zeros	Zeros
`별정직` has 4 (8.3%) zeros	Zeros
`일반직` has 5 (10.4%) zeros	Zeros
`경찰` has 7 (14.6%) zeros	Zeros
`소방` has 6 (12.5%) zeros	Zeros
`교육직` has 3 (6.2%) zeros	Zeros
`법관검사` has 8 (16.7%) zeros	Zeros
`기능직` has 29 (60.4%) zeros	Zeros
`공안직` has 7 (14.6%) zeros	Zeros
`군무원` has 6 (12.5%) zeros	Zeros
`연구직` has 10 (20.8%) zeros	Zeros
`지도직` has 9 (18.8%) zeros	Zeros
`계약직` has 3 (6.2%) zeros	Zeros
`공중보건의` has 35 (72.9%) zeros	Zeros
`기타` has 2 (4.2%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 15:52:26.394740
Analysis finished	2023-12-12 15:52:56.281372
Duration	29.89 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Text

UNIQUE

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

Length

Max length	5
Median length	3
Mean length	3.0833333
Min length	3

Characters and Unicode

Total characters	148
Distinct characters	13
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	48 ?
Unique (%)	100.0%

Sample

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

Value	Count	Frequency (%)
18세이상	1	2.1%
19세	1	2.1%
53세	1	2.1%
44세	1	2.1%
45세	1	2.1%
46세	1	2.1%
47세	1	2.1%
48세	1	2.1%
49세	1	2.1%
50세	1	2.1%
Other values (38)	38	79.2%

Most occurring characters

Value	Count	Frequency (%)
세	48	32.4%
2	15	10.1%
3	15	10.1%
4	15	10.1%
5	15	10.1%
6	10	6.8%
1	7	4.7%
8	5	3.4%
9	5	3.4%
0	5	3.4%
Other values (3)	8	5.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	96	64.9%
Other Letter	52	35.1%

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	92.3%
이	2	3.8%
상	2	3.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	96	64.9%
Hangul	52	35.1%

Most frequent character per script

Common

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%

Hangul

Value	Count	Frequency (%)
세	48	92.3%
이	2	3.8%
상	2	3.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	96	64.9%
Hangul	52	35.1%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
세	48	92.3%
이	2	3.8%
상	2	3.8%

ASCII

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%

계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	48
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26687.375

Minimum	15
Maximum	44190
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	15
5-th percentile	738.45
Q1	11739.75
median	34799.5
Q3	37867.5
95-th percentile	43060.9
Maximum	44190
Range	44175
Interquartile range (IQR)	26127.75

Descriptive statistics

Standard deviation	15536.131
Coefficient of variation (CV)	0.58215285
Kurtosis	-1.0632425
Mean	26687.375
Median Absolute Deviation (MAD)	5758.5
Skewness	-0.77326555
Sum	1280994
Variance	2.4137138 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
15	1	2.1%
43063	1	2.1%
38190	1	2.1%
36196	1	2.1%
35247	1	2.1%
38289	1	2.1%
38458	1	2.1%
37481	1	2.1%
39132	1	2.1%
37760	1	2.1%
Other values (38)	38	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15	1	2.1%
528	1	2.1%
652	1	2.1%
899	1	2.1%
1005	1	2.1%
1079	1	2.1%
1301	1	2.1%
1645	1	2.1%
2288	1	2.1%
4647	1	2.1%

Value	Count	Frequency (%)
44190	1	2.1%
43953	1	2.1%
43063	1	2.1%
43057	1	2.1%
42465	1	2.1%
41606	1	2.1%
39132	1	2.1%
38458	1	2.1%
38368	1	2.1%
38359	1	2.1%

정무직
Real number (ℝ)

ZEROS

Distinct	14
Distinct (%)	29.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6041667

Minimum	0
Maximum	39
Zeros	32
Zeros (%)	66.7%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4.5
95-th percentile	15.95
Maximum	39
Range	39
Interquartile range (IQR)	4.5

Descriptive statistics

Standard deviation	7.2837318
Coefficient of variation (CV)	2.0209198
Kurtosis	11.278521
Mean	3.6041667
Median Absolute Deviation (MAD)	0
Skewness	2.988033
Sum	173
Variance	53.052748
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	32	66.7%
3	2	4.2%
6	2	4.2%
14	2	4.2%
1	1	2.1%
13	1	2.1%
17	1	2.1%
18	1	2.1%
7	1	2.1%
11	1	2.1%
Other values (4)	4	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32	66.7%
1	1	2.1%
3	2	4.2%
4	1	2.1%
6	2	4.2%
7	1	2.1%
8	1	2.1%
9	1	2.1%
11	1	2.1%
13	1	2.1%

Value	Count	Frequency (%)
39	1	2.1%
18	1	2.1%
17	1	2.1%
14	2	4.2%
13	1	2.1%
11	1	2.1%
9	1	2.1%
8	1	2.1%
7	1	2.1%
6	2	4.2%

별정직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	35
Distinct (%)	72.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.229167

Minimum	0
Maximum	68
Zeros	4
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	17.25
median	38
Q3	48.25
95-th percentile	60.3
Maximum	68
Range	68
Interquartile range (IQR)	31

Descriptive statistics

Standard deviation	19.510215
Coefficient of variation (CV)	0.56998802
Kurtosis	-0.96138491
Mean	34.229167
Median Absolute Deviation (MAD)	14
Skewness	-0.35824227
Sum	1643
Variance	380.64849
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	4	8.3%
12	3	6.2%
37	3	6.2%
55	2	4.2%
11	2	4.2%
33	2	4.2%
44	2	4.2%
42	2	4.2%
41	2	4.2%
56	1	2.1%
Other values (25)	25	52.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	8.3%
4	1	2.1%
5	1	2.1%
8	1	2.1%
11	2	4.2%
12	3	6.2%
19	1	2.1%
22	1	2.1%
24	1	2.1%
26	1	2.1%

Value	Count	Frequency (%)
68	1	2.1%
64	1	2.1%
61	1	2.1%
59	1	2.1%
58	1	2.1%
57	1	2.1%
56	1	2.1%
55	2	4.2%
52	1	2.1%
50	1	2.1%

일반직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	44
Distinct (%)	91.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10736.896

Minimum	0
Maximum	18840
Zeros	5
Zeros (%)	10.4%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3640.25
median	13172
Q3	15557
95-th percentile	18219.4
Maximum	18840
Range	18840
Interquartile range (IQR)	11916.75

Descriptive statistics

Standard deviation	6582.6072
Coefficient of variation (CV)	0.6130829
Kurtosis	-1.1268035
Mean	10736.896
Median Absolute Deviation (MAD)	3537
Skewness	-0.66194492
Sum	515371
Variance	43330717
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	5	10.4%
15	1	2.1%
17179	1	2.1%
18253	1	2.1%
15332	1	2.1%
15181	1	2.1%
13622	1	2.1%
12972	1	2.1%
14382	1	2.1%
15034	1	2.1%
Other values (34)	34	70.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	10.4%
15	1	2.1%
505	1	2.1%
617	1	2.1%
765	1	2.1%
1054	1	2.1%
1772	1	2.1%
3281	1	2.1%
3760	1	2.1%
6688	1	2.1%

Value	Count	Frequency (%)
18840	1	2.1%
18559	1	2.1%
18253	1	2.1%
18157	1	2.1%
18066	1	2.1%
17275	1	2.1%
17179	1	2.1%
16821	1	2.1%
16597	1	2.1%
16467	1	2.1%

경찰
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	42
Distinct (%)	87.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2995.0208

Minimum	0
Maximum	5612
Zeros	7
Zeros (%)	14.6%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	944.25
median	3653
Q3	4472.75
95-th percentile	5294.45
Maximum	5612
Range	5612
Interquartile range (IQR)	3528.5

Descriptive statistics

Standard deviation	1918.9836
Coefficient of variation (CV)	0.64072463
Kurtosis	-1.1899162
Mean	2995.0208
Median Absolute Deviation (MAD)	977.5
Skewness	-0.56808581
Sum	143761
Variance	3682498.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	7	14.6%
4732	1	2.1%
3710	1	2.1%
3048	1	2.1%
3005	1	2.1%
2757	1	2.1%
3093	1	2.1%
4032	1	2.1%
4402	1	2.1%
4364	1	2.1%
Other values (32)	32	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	14.6%
2	1	2.1%
24	1	2.1%
121	1	2.1%
363	1	2.1%
783	1	2.1%
998	1	2.1%
1801	1	2.1%
2219	1	2.1%
2627	1	2.1%

Value	Count	Frequency (%)
5612	1	2.1%
5546	1	2.1%
5425	1	2.1%
5052	1	2.1%
5033	1	2.1%
5004	1	2.1%
4864	1	2.1%
4732	1	2.1%
4570	1	2.1%
4530	1	2.1%

소방
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	42
Distinct (%)	87.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1335.9167

Minimum	0
Maximum	3302
Zeros	6
Zeros (%)	12.5%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	356.75
median	1333.5
Q3	2000
95-th percentile	2958.25
Maximum	3302
Range	3302
Interquartile range (IQR)	1643.25

Descriptive statistics

Standard deviation	959.43055
Coefficient of variation (CV)	0.71818143
Kurtosis	-0.81625819
Mean	1335.9167
Median Absolute Deviation (MAD)	706.5
Skewness	0.08612238
Sum	64124
Variance	920506.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	6	12.5%
1570	2	4.2%
275	1	2.1%
1257	1	2.1%
2036	1	2.1%
1859	1	2.1%
1519	1	2.1%
1535	1	2.1%
1327	1	2.1%
1141	1	2.1%
Other values (32)	32	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	12.5%
3	1	2.1%
12	1	2.1%
54	1	2.1%
102	1	2.1%
168	1	2.1%
275	1	2.1%
384	1	2.1%
682	1	2.1%
761	1	2.1%

Value	Count	Frequency (%)
3302	1	2.1%
3235	1	2.1%
3037	1	2.1%
2812	1	2.1%
2592	1	2.1%
2545	1	2.1%
2296	1	2.1%
2263	1	2.1%
2101	1	2.1%
2086	1	2.1%

교육직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	46
Distinct (%)	95.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7889.7708

Minimum	0
Maximum	13199
Zeros	3
Zeros (%)	6.2%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	2.1
Q1	5644.25
median	9101.5
Q3	11226.5
95-th percentile	12956.65
Maximum	13199
Range	13199
Interquartile range (IQR)	5582.25

Descriptive statistics

Standard deviation	4331.4538
Coefficient of variation (CV)	0.54899614
Kurtosis	-0.69480478
Mean	7889.7708
Median Absolute Deviation (MAD)	2411.5
Skewness	-0.76848235
Sum	378709
Variance	18761492
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0	3	6.2%
8754	1	2.1%
12974	1	2.1%
12271	1	2.1%
12060	1	2.1%
11183	1	2.1%
10162	1	2.1%
9537	1	2.1%
9280	1	2.1%
9196	1	2.1%
Other values (36)	36	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	6.2%
6	1	2.1%
211	1	2.1%
212	1	2.1%
694	1	2.1%
724	1	2.1%
1853	1	2.1%
2001	1	2.1%
3913	1	2.1%
5345	1	2.1%

Value	Count	Frequency (%)
13199	1	2.1%
12974	1	2.1%
12964	1	2.1%
12943	1	2.1%
12858	1	2.1%
12702	1	2.1%
12271	1	2.1%
12060	1	2.1%
12059	1	2.1%
11930	1	2.1%

법관검사
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	35
Distinct (%)	72.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	113.10417

Minimum	0
Maximum	296
Zeros	8
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	13.75
median	76.5
Q3	203.75
95-th percentile	273
Maximum	296
Range	296
Interquartile range (IQR)	190

Descriptive statistics

Standard deviation	102.28418
Coefficient of variation (CV)	0.90433606
Kurtosis	-1.4409216
Mean	113.10417
Median Absolute Deviation (MAD)	76.5
Skewness	0.36963573
Sum	5429
Variance	10462.053
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	8	16.7%
238	2	4.2%
13	2	4.2%
20	2	4.2%
45	2	4.2%
67	2	4.2%
273	2	4.2%
182	1	2.1%
165	1	2.1%
144	1	2.1%
Other values (25)	25	52.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	16.7%
7	1	2.1%
9	1	2.1%
13	2	4.2%
14	1	2.1%
20	2	4.2%
28	1	2.1%
29	1	2.1%
33	1	2.1%
45	2	4.2%

Value	Count	Frequency (%)
296	1	2.1%
274	1	2.1%
273	2	4.2%
272	1	2.1%
264	1	2.1%
255	1	2.1%
238	2	4.2%
227	1	2.1%
225	1	2.1%
209	1	2.1%

기능직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	18.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3333333

Minimum	0
Maximum	10
Zeros	29
Zeros (%)	60.4%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	5.65
Maximum	10
Range	10
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.2249392
Coefficient of variation (CV)	1.6687044
Kurtosis	4.4198008
Mean	1.3333333
Median Absolute Deviation (MAD)	0
Skewness	2.0511112
Sum	64
Variance	4.9503546
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	29	60.4%
2	5	10.4%
1	4	8.3%
3	3	6.2%
4	2	4.2%
5	2	4.2%
7	1	2.1%
10	1	2.1%
6	1	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	60.4%
1	4	8.3%
2	5	10.4%
3	3	6.2%
4	2	4.2%
5	2	4.2%
6	1	2.1%
7	1	2.1%
10	1	2.1%

Value	Count	Frequency (%)
10	1	2.1%
7	1	2.1%
6	1	2.1%
5	2	4.2%
4	2	4.2%
3	3	6.2%
2	5	10.4%
1	4	8.3%
0	29	60.4%

공안직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	42
Distinct (%)	87.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	784.625

Minimum	0
Maximum	1695
Zeros	7
Zeros (%)	14.6%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	137.5
median	966.5
Q3	1220.75
95-th percentile	1604.45
Maximum	1695
Range	1695
Interquartile range (IQR)	1083.25

Descriptive statistics

Standard deviation	559.11361
Coefficient of variation (CV)	0.71258704
Kurtosis	-1.3205344
Mean	784.625
Median Absolute Deviation (MAD)	376.5
Skewness	-0.21398621
Sum	37662
Variance	312608.03
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	7	14.6%
1213	1	2.1%
1583	1	2.1%
1293	1	2.1%
1330	1	2.1%
1244	1	2.1%
1336	1	2.1%
1532	1	2.1%
1406	1	2.1%
1350	1	2.1%
Other values (32)	32	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	14.6%
2	1	2.1%
4	1	2.1%
24	1	2.1%
55	1	2.1%
130	1	2.1%
140	1	2.1%
276	1	2.1%
362	1	2.1%
458	1	2.1%

Value	Count	Frequency (%)
1695	1	2.1%
1623	1	2.1%
1616	1	2.1%
1583	1	2.1%
1532	1	2.1%
1406	1	2.1%
1350	1	2.1%
1336	1	2.1%
1334	1	2.1%
1330	1	2.1%

군무원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	42
Distinct (%)	87.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	727.3125

Minimum	0
Maximum	1523
Zeros	6
Zeros (%)	12.5%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	281
median	832.5
Q3	1014
95-th percentile	1341.8
Maximum	1523
Range	1523
Interquartile range (IQR)	733

Descriptive statistics

Standard deviation	461.65342
Coefficient of variation (CV)	0.63473874
Kurtosis	-0.99956124
Mean	727.3125
Median Absolute Deviation (MAD)	263
Skewness	-0.42653104
Sum	34911
Variance	213123.88
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	6	12.5%
641	2	4.2%
1351	1	2.1%
906	1	2.1%
889	1	2.1%
754	1	2.1%
902	1	2.1%
971	1	2.1%
1032	1	2.1%
1346	1	2.1%
Other values (32)	32	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	12.5%
17	1	2.1%
20	1	2.1%
26	1	2.1%
72	1	2.1%
156	1	2.1%
173	1	2.1%
317	1	2.1%
570	1	2.1%
641	2	4.2%

Value	Count	Frequency (%)
1523	1	2.1%
1351	1	2.1%
1346	1	2.1%
1334	1	2.1%
1325	1	2.1%
1301	1	2.1%
1236	1	2.1%
1159	1	2.1%
1156	1	2.1%
1145	1	2.1%

연구직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	39
Distinct (%)	81.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	229.33333

Minimum	0
Maximum	485
Zeros	10
Zeros (%)	20.8%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	27
median	286
Q3	361.75
95-th percentile	448.95
Maximum	485
Range	485
Interquartile range (IQR)	334.75

Descriptive statistics

Standard deviation	163.76713
Coefficient of variation (CV)	0.71410087
Kurtosis	-1.420425
Mean	229.33333
Median Absolute Deviation (MAD)	97
Skewness	-0.33682778
Sum	11008
Variance	26819.674
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	10	20.8%
3	1	2.1%
370	1	2.1%
385	1	2.1%
375	1	2.1%
378	1	2.1%
381	1	2.1%
372	1	2.1%
357	1	2.1%
322	1	2.1%
Other values (29)	29	60.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	20.8%
3	1	2.1%
12	1	2.1%
32	1	2.1%
68	1	2.1%
85	1	2.1%
113	1	2.1%
168	1	2.1%
203	1	2.1%
207	1	2.1%

Value	Count	Frequency (%)
485	1	2.1%
458	1	2.1%
450	1	2.1%
447	1	2.1%
397	1	2.1%
396	1	2.1%
385	1	2.1%
381	1	2.1%
378	1	2.1%
375	1	2.1%

지도직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	35
Distinct (%)	72.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	101.625

Minimum	0
Maximum	209
Zeros	9
Zeros (%)	18.8%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	21.25
median	108.5
Q3	155
95-th percentile	205.65
Maximum	209
Range	209
Interquartile range (IQR)	133.75

Descriptive statistics

Standard deviation	69.427331
Coefficient of variation (CV)	0.68317177
Kurtosis	-1.1355079
Mean	101.625
Median Absolute Deviation (MAD)	49.5
Skewness	-0.27267867
Sum	4878
Variance	4820.1543
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
0	9	18.8%
133	3	6.2%
155	2	4.2%
162	2	4.2%
105	2	4.2%
7	1	2.1%
196	1	2.1%
103	1	2.1%
149	1	2.1%
178	1	2.1%
Other values (25)	25	52.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	18.8%
1	1	2.1%
7	1	2.1%
19	1	2.1%
22	1	2.1%
78	1	2.1%
81	1	2.1%
83	1	2.1%
86	1	2.1%
89	1	2.1%

Value	Count	Frequency (%)
209	1	2.1%
208	1	2.1%
206	1	2.1%
205	1	2.1%
196	1	2.1%
187	1	2.1%
178	1	2.1%
171	1	2.1%
162	2	4.2%
161	1	2.1%

계약직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	43
Distinct (%)	89.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	330.79167

Minimum	0
Maximum	628
Zeros	3
Zeros (%)	6.2%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0.7
Q1	106
median	413
Q3	485.75
95-th percentile	609.85
Maximum	628
Range	628
Interquartile range (IQR)	379.75

Descriptive statistics

Standard deviation	208.78442
Coefficient of variation (CV)	0.6311659
Kurtosis	-1.3258178
Mean	330.79167
Median Absolute Deviation (MAD)	141
Skewness	-0.32630982
Sum	15878
Variance	43590.934
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
0	3	6.2%
416	2	4.2%
479	2	4.2%
438	2	4.2%
555	1	2.1%
591	1	2.1%
548	1	2.1%
550	1	2.1%
520	1	2.1%
428	1	2.1%
Other values (33)	33	68.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	6.2%
2	1	2.1%
7	1	2.1%
21	1	2.1%
30	1	2.1%
70	1	2.1%
73	1	2.1%
85	1	2.1%
101	1	2.1%
103	1	2.1%

Value	Count	Frequency (%)
628	1	2.1%
627	1	2.1%
620	1	2.1%
591	1	2.1%
590	1	2.1%
555	1	2.1%
554	1	2.1%
551	1	2.1%
550	1	2.1%
548	1	2.1%

공중보건의
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	14
Distinct (%)	29.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	70.229167

Minimum	0
Maximum	564
Zeros	35
Zeros (%)	72.9%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	5
95-th percentile	444
Maximum	564
Range	564
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	154.54563
Coefficient of variation (CV)	2.2005903
Kurtosis	3.3596363
Mean	70.229167
Median Absolute Deviation (MAD)	0
Skewness	2.1546043
Sum	3371
Variance	23884.351
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	35	72.9%
17	1	2.1%
169	1	2.1%
405	1	2.1%
564	1	2.1%
518	1	2.1%
465	1	2.1%
342	1	2.1%
388	1	2.1%
273	1	2.1%
Other values (4)	4	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	35	72.9%
1	1	2.1%
17	1	2.1%
39	1	2.1%
62	1	2.1%
128	1	2.1%
169	1	2.1%
273	1	2.1%
342	1	2.1%
388	1	2.1%

Value	Count	Frequency (%)
564	1	2.1%
518	1	2.1%
465	1	2.1%
405	1	2.1%
388	1	2.1%
342	1	2.1%
273	1	2.1%
169	1	2.1%
128	1	2.1%
62	1	2.1%

기타
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	47
Distinct (%)	97.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1333.5833

Minimum	0
Maximum	2398
Zeros	2
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	7.25
Q1	563.5
median	1575
Q3	1986.75
95-th percentile	2363.15
Maximum	2398
Range	2398
Interquartile range (IQR)	1423.25

Descriptive statistics

Standard deviation	800.23289
Coefficient of variation (CV)	0.60006215
Kurtosis	-1.1760126
Mean	1333.5833
Median Absolute Deviation (MAD)	518
Skewness	-0.47564581
Sum	64012
Variance	640372.67
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	2	4.2%
2	1	2.1%
1964	1	2.1%
1959	1	2.1%
2106	1	2.1%
2367	1	2.1%
2356	1	2.1%
2398	1	2.1%
2391	1	2.1%
2350	1	2.1%
Other values (37)	37	77.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	4.2%
2	1	2.1%
17	1	2.1%
49	1	2.1%
96	1	2.1%
216	1	2.1%
238	1	2.1%
250	1	2.1%
287	1	2.1%
304	1	2.1%

Value	Count	Frequency (%)
2398	1	2.1%
2391	1	2.1%
2367	1	2.1%
2356	1	2.1%
2350	1	2.1%
2250	1	2.1%
2118	1	2.1%
2106	1	2.1%
2080	1	2.1%
2066	1	2.1%

Phik (φk)
Auto

Heatmap
Table

	구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
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	1.000	1.000	1.000	1.000
계	1.000	1.000	0.578	0.848	0.966	0.894	0.857	0.840	0.657	0.000	0.950	0.901	0.883	0.718	0.869	0.459	0.896
정무직	1.000	0.578	1.000	0.539	0.546	0.305	0.000	0.483	0.467	0.000	0.532	0.560	0.000	0.000	0.707	0.000	0.543
별정직	1.000	0.848	0.539	1.000	0.749	0.711	0.854	0.724	0.735	0.000	0.863	0.707	0.808	0.569	0.846	0.702	0.884
일반직	1.000	0.966	0.546	0.749	1.000	0.963	0.796	0.899	0.579	0.000	0.848	0.805	0.772	0.889	0.739	0.518	0.740
경찰	1.000	0.894	0.305	0.711	0.963	1.000	0.825	0.875	0.711	0.316	0.804	0.746	0.648	0.879	0.670	0.540	0.690
소방	1.000	0.857	0.000	0.854	0.796	0.825	1.000	0.718	0.876	0.000	0.903	0.894	0.846	0.866	0.752	0.791	0.804
교육직	1.000	0.840	0.483	0.724	0.899	0.875	0.718	1.000	0.566	0.000	0.797	0.826	0.719	0.885	0.813	0.343	0.798
법관검사	1.000	0.657	0.467	0.735	0.579	0.711	0.876	0.566	1.000	0.713	0.766	0.811	0.789	0.558	0.805	0.459	0.688
기능직	1.000	0.000	0.000	0.000	0.000	0.316	0.000	0.000	0.713	1.000	0.288	0.188	0.000	0.694	0.000	0.000	0.351
공안직	1.000	0.950	0.532	0.863	0.848	0.804	0.903	0.797	0.766	0.288	1.000	0.857	0.914	0.667	0.889	0.602	0.882
군무원	1.000	0.901	0.560	0.707	0.805	0.746	0.894	0.826	0.811	0.188	0.857	1.000	0.723	0.827	0.843	0.000	0.860
연구직	1.000	0.883	0.000	0.808	0.772	0.648	0.846	0.719	0.789	0.000	0.914	0.723	1.000	0.642	0.936	0.677	0.945
지도직	1.000	0.718	0.000	0.569	0.889	0.879	0.866	0.885	0.558	0.694	0.667	0.827	0.642	1.000	0.558	0.384	0.640
계약직	1.000	0.869	0.707	0.846	0.739	0.670	0.752	0.813	0.805	0.000	0.889	0.843	0.936	0.558	1.000	0.401	0.924
공중보건의	1.000	0.459	0.000	0.702	0.518	0.540	0.791	0.343	0.459	0.000	0.602	0.000	0.677	0.384	0.401	1.000	0.614
기타	1.000	0.896	0.543	0.884	0.740	0.690	0.804	0.798	0.688	0.351	0.882	0.860	0.945	0.640	0.924	0.614	1.000

Heatmap
Table

	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
계	1.000	-0.279	0.865	0.957	0.831	0.811	0.847	0.747	0.484	0.880	0.854	0.822	0.832	0.851	0.167	0.823
정무직	-0.279	1.000	-0.257	-0.302	-0.236	-0.456	-0.350	-0.212	0.116	-0.391	-0.314	-0.230	-0.127	-0.246	-0.413	-0.028
별정직	0.865	-0.257	1.000	0.826	0.877	0.850	0.780	0.772	0.256	0.777	0.721	0.713	0.714	0.767	0.320	0.689
일반직	0.957	-0.302	0.826	1.000	0.862	0.842	0.759	0.667	0.480	0.824	0.847	0.780	0.876	0.756	0.209	0.771
경찰	0.831	-0.236	0.877	0.862	1.000	0.898	0.619	0.615	0.219	0.674	0.828	0.617	0.865	0.617	0.414	0.665
소방	0.811	-0.456	0.850	0.842	0.898	1.000	0.672	0.636	0.066	0.679	0.749	0.607	0.757	0.642	0.555	0.523
교육직	0.847	-0.350	0.780	0.759	0.619	0.672	1.000	0.924	0.537	0.949	0.664	0.933	0.569	0.967	-0.026	0.842
법관검사	0.747	-0.212	0.772	0.667	0.615	0.636	0.924	1.000	0.456	0.891	0.522	0.896	0.453	0.933	-0.119	0.817
기능직	0.484	0.116	0.256	0.480	0.219	0.066	0.537	0.456	1.000	0.589	0.463	0.644	0.454	0.564	-0.466	0.753
공안직	0.880	-0.391	0.777	0.824	0.674	0.679	0.949	0.891	0.589	1.000	0.747	0.944	0.641	0.940	-0.033	0.887
군무원	0.854	-0.314	0.721	0.847	0.828	0.749	0.664	0.522	0.463	0.747	1.000	0.646	0.930	0.657	0.337	0.753
연구직	0.822	-0.230	0.713	0.780	0.617	0.607	0.933	0.896	0.644	0.944	0.646	1.000	0.605	0.924	-0.144	0.896
지도직	0.832	-0.127	0.714	0.876	0.865	0.757	0.569	0.453	0.454	0.641	0.930	0.605	1.000	0.573	0.351	0.711
계약직	0.851	-0.246	0.767	0.756	0.617	0.642	0.967	0.933	0.564	0.940	0.657	0.924	0.573	1.000	-0.110	0.881
공중보건의	0.167	-0.413	0.320	0.209	0.414	0.555	-0.026	-0.119	-0.466	-0.033	0.337	-0.144	0.351	-0.110	1.000	-0.205
기타	0.823	-0.028	0.689	0.771	0.665	0.523	0.842	0.817	0.753	0.887	0.753	0.896	0.711	0.881	-0.205	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	계	별정직	일반직	경찰	소방	교육직	법관검사	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
0	18세이상	15	0	15	0	0	0	0	0	0	0	0	0	0	0
1	19세	528	0	505	0	3	0	0	0	20	0	0	0	0	0
2	20세	652	0	617	2	12	0	0	2	17	0	0	0	0	2
3	21세	899	0	765	24	54	6	0	4	26	0	1	2	0	17
4	22세	1645	4	1054	121	102	212	0	24	72	0	0	7	0	49
5	23세	4647	5	1772	363	168	2001	0	55	156	3	7	21	0	96
6	24세	9855	12	3760	998	384	3913	0	140	317	12	22	30	17	250
7	25세	16769	19	6688	1801	761	5744	0	276	641	32	78	73	169	487
8	26세	23207	24	9471	2627	1336	6943	7	458	888	68	109	103	405	768
9	27세	29626	26	12112	3596	1909	8146	14	612	1145	113	155	202	564	1032

	구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	기타
38	56세	29481	13	37	12499	3551	1315	8091	67	1	789	742	285	130	328	1633
39	57세	28601	17	33	11359	3485	1122	8891	63	0	668	696	260	108	321	1578
40	58세	25441	14	30	10180	2724	973	8332	67	1	497	641	222	83	255	1422
41	59세	21467	18	37	8546	2219	682	7226	45	0	362	570	203	91	162	1306
42	60세	12368	7	22	3281	783	275	6823	28	2	130	173	85	19	151	589
43	61세	5793	11	12	0	0	0	5345	20	0	0	0	0	0	101	304
44	62세	2288	9	12	0	0	0	1853	20	0	0	0	0	0	107	287
45	63세	1079	8	11	0	0	0	724	13	0	0	0	0	0	85	238
46	64세	1005	4	8	0	0	0	694	13	0	0	0	0	0	70	216
47	65세이상	1301	39	11	0	0	0	211	9	0	0	0	0	0	291	740

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

Hangul

ASCII

Interactions

Correlations

Missing values

Sample