gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	48
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.8 KiB
Average record size in memory	145.8 B

Variable types

Text	1
Numeric	15

Dataset

Description	공무원 직종별(정무직, 별정직, 일반직, 경찰, 소방, 교육 등) 연령별 신규가입자 현황에 대한 데이터입니다. 18세 이상부터 시작됩니다.
URL	https://www.data.go.kr/data/15054022/fileData.do

Alerts

`계` is highly overall correlated with `정무직` and 12 other fields	High correlation
`정무직` is highly overall correlated with `계` and 8 other fields	High correlation
`별정직` is highly overall correlated with `계약직` and 1 other fields	High correlation
`일반직` is highly overall correlated with `계` and 12 other fields	High correlation
`경찰직` is highly overall correlated with `계` and 11 other fields	High correlation
`소방직` is highly overall correlated with `계` and 11 other fields	High correlation
`교육` is highly overall correlated with `계` and 12 other fields	High correlation
`법관검사` is highly overall correlated with `계` and 11 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 12 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 12 other fields	High correlation
`계약직` is highly overall correlated with `계` and 9 other fields	High correlation
`공중보건의` is highly overall correlated with `계` and 10 other fields	High correlation
`기타` is highly overall correlated with `계` and 12 other fields	High correlation
`구분` has unique values	Unique
`정무직` has 33 (68.8%) zeros	Zeros
`별정직` has 4 (8.3%) zeros	Zeros
`일반직` has 6 (12.5%) zeros	Zeros
`경찰직` has 21 (43.8%) zeros	Zeros
`소방직` has 18 (37.5%) zeros	Zeros
`교육` has 6 (12.5%) zeros	Zeros
`법관검사` has 23 (47.9%) zeros	Zeros
`공안직` has 14 (29.2%) zeros	Zeros
`군무원` has 8 (16.7%) zeros	Zeros
`연구직` has 18 (37.5%) zeros	Zeros
`지도직` has 20 (41.7%) zeros	Zeros
`계약직` has 3 (6.2%) zeros	Zeros
`공중보건의` has 37 (77.1%) zeros	Zeros
`기타` has 2 (4.2%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 17:30:02.054029
Analysis finished	2023-12-12 17:30:28.864284
Duration	26.81 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

Distinct	46
Distinct (%)	95.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1480.0833

Minimum	15
Maximum	6779
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	15
5-th percentile	93.35
Q1	212.75
median	644.5
Q3	1604.5
95-th percentile	6131.6
Maximum	6779
Range	6764
Interquartile range (IQR)	1391.75

Descriptive statistics

Standard deviation	1922.4415
Coefficient of variation (CV)	1.2988738
Kurtosis	1.6452497
Mean	1480.0833
Median Absolute Deviation (MAD)	475
Skewness	1.6780316
Sum	71044
Variance	3695781.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
161	2	4.2%
422	2	4.2%
15	1	2.1%
261	1	2.1%
656	1	2.1%
690	1	2.1%
633	1	2.1%
519	1	2.1%
481	1	2.1%
523	1	2.1%
Other values (36)	36	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15	1	2.1%
64	1	2.1%
79	1	2.1%
120	1	2.1%
125	1	2.1%
148	1	2.1%
158	1	2.1%
161	2	4.2%
178	1	2.1%
187	1	2.1%

Value	Count	Frequency (%)
6779	1	2.1%
6502	1	2.1%
6371	1	2.1%
5687	1	2.1%
5047	1	2.1%
4872	1	2.1%
4216	1	2.1%
3281	1	2.1%
3137	1	2.1%
2620	1	2.1%

정무직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	20.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6041667

Minimum	0
Maximum	12
Zeros	33
Zeros (%)	68.8%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2.25
95-th percentile	7.65
Maximum	12
Range	12
Interquartile range (IQR)	2.25

Descriptive statistics

Standard deviation	2.9080928
Coefficient of variation (CV)	1.8128371
Kurtosis	2.7995434
Mean	1.6041667
Median Absolute Deviation (MAD)	0
Skewness	1.846983
Sum	77
Variance	8.4570035
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	33	68.8%
5	3	6.2%
1	2	4.2%
3	2	4.2%
8	2	4.2%
7	2	4.2%
2	1	2.1%
4	1	2.1%
6	1	2.1%
12	1	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	33	68.8%
1	2	4.2%
2	1	2.1%
3	2	4.2%
4	1	2.1%
5	3	6.2%
6	1	2.1%
7	2	4.2%
8	2	4.2%
12	1	2.1%

Value	Count	Frequency (%)
12	1	2.1%
8	2	4.2%
7	2	4.2%
6	1	2.1%
5	3	6.2%
4	1	2.1%
3	2	4.2%
2	1	2.1%
1	2	4.2%
0	33	68.8%

별정직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.625

Minimum	0
Maximum	38
Zeros	4
Zeros (%)	8.3%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	15.75
median	21.5
Q3	26
95-th percentile	32.65
Maximum	38
Range	38
Interquartile range (IQR)	10.25

Descriptive statistics

Standard deviation	9.6284706
Coefficient of variation (CV)	0.49062271
Kurtosis	-0.23659282
Mean	19.625
Median Absolute Deviation (MAD)	4.5
Skewness	-0.65447531
Sum	942
Variance	92.707447
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	4	8.3%
26	4	8.3%
20	4	8.3%
21	3	6.2%
24	3	6.2%
28	3	6.2%
25	3	6.2%
23	3	6.2%
19	3	6.2%
9	2	4.2%
Other values (14)	16	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	8.3%
4	1	2.1%
5	2	4.2%
8	1	2.1%
9	2	4.2%
11	1	2.1%
12	1	2.1%
17	1	2.1%
18	1	2.1%
19	3	6.2%

Value	Count	Frequency (%)
38	1	2.1%
34	1	2.1%
33	1	2.1%
32	1	2.1%
30	1	2.1%
29	1	2.1%
28	3	6.2%
26	4	8.3%
25	3	6.2%
24	3	6.2%

일반직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	42
Distinct (%)	87.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	601.45833

Minimum	0
Maximum	3161
Zeros	6
Zeros (%)	12.5%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	26
median	184
Q3	654.75
95-th percentile	2836.4
Maximum	3161
Range	3161
Interquartile range (IQR)	628.75

Descriptive statistics

Standard deviation	894.21883
Coefficient of variation (CV)	1.4867511
Kurtosis	2.0766245
Mean	601.45833
Median Absolute Deviation (MAD)	184
Skewness	1.7893518
Sum	28870
Variance	799627.32
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0	6	12.5%
4	2	4.2%
15	1	2.1%
114	1	2.1%
291	1	2.1%
234	1	2.1%
195	1	2.1%
173	1	2.1%
133	1	2.1%
124	1	2.1%
Other values (32)	32	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	12.5%
4	2	4.2%
6	1	2.1%
11	1	2.1%
15	1	2.1%
17	1	2.1%
29	1	2.1%
40	1	2.1%
55	1	2.1%
65	1	2.1%

Value	Count	Frequency (%)
3161	1	2.1%
2958	1	2.1%
2870	1	2.1%
2774	1	2.1%
2307	1	2.1%
1895	1	2.1%
1866	1	2.1%
1533	1	2.1%
1162	1	2.1%
910	1	2.1%

경찰직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	52.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	117.33333

Minimum	0
Maximum	700
Zeros	21
Zeros (%)	43.8%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2.5
Q3	115.5
95-th percentile	598
Maximum	700
Range	700
Interquartile range (IQR)	115.5

Descriptive statistics

Standard deviation	208.75501
Coefficient of variation (CV)	1.779162
Kurtosis	1.8703453
Mean	117.33333
Median Absolute Deviation (MAD)	2.5
Skewness	1.7878852
Sum	5632
Variance	43578.652
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	21	43.8%
2	3	6.2%
598	2	4.2%
144	1	2.1%
5	1	2.1%
9	1	2.1%
3	1	2.1%
16	1	2.1%
20	1	2.1%
29	1	2.1%
Other values (15)	15	31.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	43.8%
2	3	6.2%
3	1	2.1%
5	1	2.1%
9	1	2.1%
11	1	2.1%
16	1	2.1%
20	1	2.1%
29	1	2.1%
32	1	2.1%

Value	Count	Frequency (%)
700	1	2.1%
690	1	2.1%
598	2	4.2%
533	1	2.1%
493	1	2.1%
444	1	2.1%
320	1	2.1%
262	1	2.1%
219	1	2.1%
187	1	2.1%

소방직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	54.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	81.75

Minimum	0
Maximum	516
Zeros	18
Zeros (%)	37.5%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5
Q3	76.75
95-th percentile	445.95
Maximum	516
Range	516
Interquartile range (IQR)	76.75

Descriptive statistics

Standard deviation	147.41323
Coefficient of variation (CV)	1.8032199
Kurtosis	2.7529589
Mean	81.75
Median Absolute Deviation (MAD)	5
Skewness	1.9687709
Sum	3924
Variance	21730.66
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	18	37.5%
3	3	6.2%
8	2	4.2%
36	2	4.2%
1	2	4.2%
162	1	2.1%
4	1	2.1%
7	1	2.1%
6	1	2.1%
20	1	2.1%
Other values (16)	16	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	37.5%
1	2	4.2%
3	3	6.2%
4	1	2.1%
6	1	2.1%
7	1	2.1%
8	2	4.2%
20	1	2.1%
25	1	2.1%
35	1	2.1%

Value	Count	Frequency (%)
516	1	2.1%
512	1	2.1%
468	1	2.1%
405	1	2.1%
391	1	2.1%
273	1	2.1%
271	1	2.1%
206	1	2.1%
167	1	2.1%
162	1	2.1%

교육
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	83.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	281.45833

Minimum	0
Maximum	1963
Zeros	6
Zeros (%)	12.5%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6.75
median	79
Q3	224.75
95-th percentile	1648.55
Maximum	1963
Range	1963
Interquartile range (IQR)	218

Descriptive statistics

Standard deviation	501.46865
Coefficient of variation (CV)	1.7816799
Kurtosis	5.19845
Mean	281.45833
Median Absolute Deviation (MAD)	79
Skewness	2.445567
Sum	13510
Variance	251470.81
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	6	12.5%
212	2	4.2%
5	2	4.2%
36	2	4.2%
27	1	2.1%
97	1	2.1%
70	1	2.1%
88	1	2.1%
53	1	2.1%
51	1	2.1%
Other values (30)	30	62.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	12.5%
1	1	2.1%
2	1	2.1%
3	1	2.1%
5	2	4.2%
6	1	2.1%
7	1	2.1%
11	1	2.1%
12	1	2.1%
13	1	2.1%

Value	Count	Frequency (%)
1963	1	2.1%
1890	1	2.1%
1791	1	2.1%
1384	1	2.1%
1086	1	2.1%
767	1	2.1%
600	1	2.1%
469	1	2.1%
370	1	2.1%
308	1	2.1%

법관검사
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	31.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1458333

Minimum	0
Maximum	23
Zeros	23
Zeros (%)	47.9%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	7
95-th percentile	16.65
Maximum	23
Range	23
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.2602752
Coefficient of variation (CV)	1.5100161
Kurtosis	1.0900959
Mean	4.1458333
Median Absolute Deviation (MAD)	1
Skewness	1.4826933
Sum	199
Variance	39.191046
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	23	47.9%
1	6	12.5%
5	2	4.2%
11	2	4.2%
15	2	4.2%
7	2	4.2%
2	2	4.2%
3	2	4.2%
14	1	2.1%
16	1	2.1%
Other values (5)	5	10.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	47.9%
1	6	12.5%
2	2	4.2%
3	2	4.2%
5	2	4.2%
7	2	4.2%
8	1	2.1%
10	1	2.1%
11	2	4.2%
14	1	2.1%

Value	Count	Frequency (%)
23	1	2.1%
19	1	2.1%
17	1	2.1%
16	1	2.1%
15	2	4.2%
14	1	2.1%
11	2	4.2%
10	1	2.1%
8	1	2.1%
7	2	4.2%

공안직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	56.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.0625

Minimum	0
Maximum	187
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	5.5
Q3	41.5
95-th percentile	162.85
Maximum	187
Range	187
Interquartile range (IQR)	41.5

Descriptive statistics

Standard deviation	53.408664
Coefficient of variation (CV)	1.5232417
Kurtosis	1.4892143
Mean	35.0625
Median Absolute Deviation (MAD)	5.5
Skewness	1.6247345
Sum	1683
Variance	2852.4854
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	14	29.2%
1	4	8.3%
30	2	4.2%
4	2	4.2%
3	2	4.2%
166	2	4.2%
2	2	4.2%
7	1	2.1%
9	1	2.1%
16	1	2.1%
Other values (17)	17	35.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	29.2%
1	4	8.3%
2	2	4.2%
3	2	4.2%
4	2	4.2%
7	1	2.1%
9	1	2.1%
14	1	2.1%
15	1	2.1%
16	1	2.1%

Value	Count	Frequency (%)
187	1	2.1%
166	2	4.2%
157	1	2.1%
139	1	2.1%
120	1	2.1%
93	1	2.1%
92	1	2.1%
88	1	2.1%
76	1	2.1%
65	1	2.1%

군무원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	83.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.8125

Minimum	0
Maximum	213
Zeros	8
Zeros (%)	16.7%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.75
median	36
Q3	80.5
95-th percentile	184.25
Maximum	213
Range	213
Interquartile range (IQR)	75.75

Descriptive statistics

Standard deviation	60.47706
Coefficient of variation (CV)	1.1238478
Kurtosis	0.64187118
Mean	53.8125
Median Absolute Deviation (MAD)	34
Skewness	1.2335246
Sum	2583
Variance	3657.4747
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	8	16.7%
9	2	4.2%
18	1	2.1%
31	1	2.1%
54	1	2.1%
52	1	2.1%
46	1	2.1%
87	1	2.1%
82	1	2.1%
42	1	2.1%
Other values (30)	30	62.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	16.7%
1	1	2.1%
2	1	2.1%
3	1	2.1%
4	1	2.1%
5	1	2.1%
6	1	2.1%
9	2	4.2%
10	1	2.1%
11	1	2.1%

Value	Count	Frequency (%)
213	1	2.1%
200	1	2.1%
186	1	2.1%
181	1	2.1%
173	1	2.1%
151	1	2.1%
123	1	2.1%
105	1	2.1%
102	1	2.1%
95	1	2.1%

연구직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	47.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.770833

Minimum	0
Maximum	55
Zeros	18
Zeros (%)	37.5%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	4.5
Q3	23
95-th percentile	45.3
Maximum	55
Range	55
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	16.564817
Coefficient of variation (CV)	1.2970819
Kurtosis	0.082205208
Mean	12.770833
Median Absolute Deviation (MAD)	4.5
Skewness	1.1618902
Sum	613
Variance	274.39317
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	18	37.5%
8	3	6.2%
3	3	6.2%
23	2	4.2%
19	2	4.2%
5	2	4.2%
37	2	4.2%
4	1	2.1%
1	1	2.1%
2	1	2.1%
Other values (13)	13	27.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	37.5%
1	1	2.1%
2	1	2.1%
3	3	6.2%
4	1	2.1%
5	2	4.2%
6	1	2.1%
7	1	2.1%
8	3	6.2%
10	1	2.1%

Value	Count	Frequency (%)
55	1	2.1%
53	1	2.1%
46	1	2.1%
44	1	2.1%
38	1	2.1%
37	2	4.2%
35	1	2.1%
34	1	2.1%
31	1	2.1%
24	1	2.1%

지도직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	13
Distinct (%)	27.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.75

Minimum	0
Maximum	43
Zeros	20
Zeros (%)	41.7%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2.25
95-th percentile	28.85
Maximum	43
Range	43
Interquartile range (IQR)	2.25

Descriptive statistics

Standard deviation	9.9177468
Coefficient of variation (CV)	2.0879467
Kurtosis	6.6691673
Mean	4.75
Median Absolute Deviation (MAD)	1
Skewness	2.6740958
Sum	228
Variance	98.361702
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	20	41.7%
1	11	22.9%
2	5	10.4%
15	2	4.2%
4	2	4.2%
5	1	2.1%
43	1	2.1%
32	1	2.1%
37	1	2.1%
23	1	2.1%
Other values (3)	3	6.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	41.7%
1	11	22.9%
2	5	10.4%
3	1	2.1%
4	2	4.2%
5	1	2.1%
8	1	2.1%
15	2	4.2%
18	1	2.1%
23	1	2.1%

Value	Count	Frequency (%)
43	1	2.1%
37	1	2.1%
32	1	2.1%
23	1	2.1%
18	1	2.1%
15	2	4.2%
8	1	2.1%
5	1	2.1%
4	2	4.2%
3	1	2.1%

계약직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	40
Distinct (%)	83.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	73.916667

Minimum	0
Maximum	159
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	39.5
median	79
Q3	107.25
95-th percentile	135.3
Maximum	159
Range	159
Interquartile range (IQR)	67.75

Descriptive statistics

Standard deviation	43.835201
Coefficient of variation (CV)	0.59303541
Kurtosis	-0.99973989
Mean	73.916667
Median Absolute Deviation (MAD)	32.5
Skewness	-0.18644825
Sum	3548
Variance	1921.5248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0	3	6.2%
96	2	4.2%
120	2	4.2%
48	2	4.2%
87	2	4.2%
23	2	4.2%
16	2	4.2%
12	1	2.1%
77	1	2.1%
104	1	2.1%
Other values (30)	30	62.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	6.2%
2	1	2.1%
5	1	2.1%
12	1	2.1%
16	2	4.2%
23	2	4.2%
37	1	2.1%
38	1	2.1%
40	1	2.1%
48	2	4.2%

Value	Count	Frequency (%)
159	1	2.1%
138	1	2.1%
136	1	2.1%
134	1	2.1%
132	1	2.1%
127	1	2.1%
120	2	4.2%
118	1	2.1%
116	1	2.1%
112	1	2.1%

공중보건의
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	25.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.854167

Minimum	0
Maximum	238
Zeros	37
Zeros (%)	77.1%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	136.1
Maximum	238
Range	238
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	54.361669
Coefficient of variation (CV)	2.4874739
Kurtosis	7.042108
Mean	21.854167
Median Absolute Deviation (MAD)	0
Skewness	2.7394589
Sum	1049
Variance	2955.191
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	37	77.1%
16	1	2.1%
141	1	2.1%
238	1	2.1%
202	1	2.1%
125	1	2.1%
127	1	2.1%
86	1	2.1%
60	1	2.1%
34	1	2.1%
Other values (2)	2	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	37	77.1%
2	1	2.1%
16	1	2.1%
18	1	2.1%
34	1	2.1%
60	1	2.1%
86	1	2.1%
125	1	2.1%
127	1	2.1%
141	1	2.1%

Value	Count	Frequency (%)
238	1	2.1%
202	1	2.1%
141	1	2.1%
127	1	2.1%
125	1	2.1%
86	1	2.1%
60	1	2.1%
34	1	2.1%
18	1	2.1%
16	1	2.1%

기타
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	44
Distinct (%)	91.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	170.54167

Minimum	0
Maximum	380
Zeros	2
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	564.0 B

Quantile statistics

Minimum	0
5-th percentile	6.9
Q1	85
median	185.5
Q3	228.25
95-th percentile	359.95
Maximum	380
Range	380
Interquartile range (IQR)	143.25

Descriptive statistics

Standard deviation	102.13778
Coefficient of variation (CV)	0.5989022
Kurtosis	-0.49297399
Mean	170.54167
Median Absolute Deviation (MAD)	65.5
Skewness	0.20614016
Sum	8186
Variance	10432.126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	2	4.2%
209	2	4.2%
233	2	4.2%
345	2	4.2%
123	1	2.1%
192	1	2.1%
217	1	2.1%
180	1	2.1%
202	1	2.1%
188	1	2.1%
Other values (34)	34	70.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	4.2%
2	1	2.1%
16	1	2.1%
37	1	2.1%
44	1	2.1%
50	1	2.1%
59	1	2.1%
67	1	2.1%
68	1	2.1%
75	1	2.1%

Value	Count	Frequency (%)
380	1	2.1%
379	1	2.1%
368	1	2.1%
345	2	4.2%
292	1	2.1%
278	1	2.1%
239	1	2.1%
235	1	2.1%
233	2	4.2%
232	1	2.1%

Phik (φk)
Auto

Heatmap
Table

	구분	계	정무직	별정직	일반직	경찰직	소방직	교육	법관검사	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
계	1.000	1.000	0.000	0.000	0.979	0.969	0.866	0.878	0.891	0.891	0.961	0.915	0.936	0.604	0.847	0.799
정무직	1.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.447	0.000	0.522
별정직	1.000	0.000	0.000	1.000	0.000	0.534	0.000	0.000	0.000	0.000	0.531	0.000	0.000	0.801	0.000	0.670
일반직	1.000	0.979	0.000	0.000	1.000	0.979	0.829	0.829	0.917	0.841	0.929	0.943	0.878	0.717	0.898	0.753
경찰직	1.000	0.969	0.000	0.534	0.979	1.000	0.886	0.863	0.880	0.839	0.954	0.923	0.884	0.521	0.891	0.819
소방직	1.000	0.866	0.000	0.000	0.829	0.886	1.000	0.947	0.808	0.923	0.800	0.780	0.823	0.264	0.936	0.770
교육	1.000	0.878	0.000	0.000	0.829	0.863	0.947	1.000	0.675	0.913	0.873	0.802	0.936	0.573	0.982	0.535
법관검사	1.000	0.891	0.000	0.000	0.917	0.880	0.808	0.675	1.000	0.808	0.753	0.884	0.486	0.409	0.762	0.485
공안직	1.000	0.891	0.000	0.000	0.841	0.839	0.923	0.913	0.808	1.000	0.882	0.762	0.970	0.476	0.884	0.670
군무원	1.000	0.961	0.000	0.531	0.929	0.954	0.800	0.873	0.753	0.882	1.000	0.861	0.850	0.516	0.866	0.800
연구직	1.000	0.915	0.000	0.000	0.943	0.923	0.780	0.802	0.884	0.762	0.861	1.000	0.819	0.700	0.795	0.656
지도직	1.000	0.936	0.000	0.000	0.878	0.884	0.823	0.936	0.486	0.970	0.850	0.819	1.000	0.416	0.928	0.597
계약직	1.000	0.604	0.447	0.801	0.717	0.521	0.264	0.573	0.409	0.476	0.516	0.700	0.416	1.000	0.405	0.696
공중보건의	1.000	0.847	0.000	0.000	0.898	0.891	0.936	0.982	0.762	0.884	0.866	0.795	0.928	0.405	1.000	0.607
기타	1.000	0.799	0.522	0.670	0.753	0.819	0.770	0.535	0.485	0.670	0.800	0.656	0.597	0.696	0.607	1.000

Heatmap
Table

	계	정무직	별정직	일반직	경찰직	소방직	교육	법관검사	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
계	1.000	-0.716	0.357	0.965	0.914	0.913	0.966	0.633	0.953	0.964	0.886	0.862	0.627	0.725	0.795
정무직	-0.716	1.000	-0.234	-0.792	-0.671	-0.733	-0.654	-0.341	-0.751	-0.732	-0.654	-0.612	-0.438	-0.355	-0.480
별정직	0.357	-0.234	1.000	0.227	0.122	0.129	0.355	0.456	0.272	0.377	0.490	0.295	0.729	0.066	0.609
일반직	0.965	-0.792	0.227	1.000	0.927	0.952	0.896	0.602	0.940	0.935	0.844	0.834	0.526	0.733	0.696
경찰직	0.914	-0.671	0.122	0.927	1.000	0.975	0.900	0.609	0.956	0.891	0.834	0.817	0.485	0.762	0.651
소방직	0.913	-0.733	0.129	0.952	0.975	1.000	0.864	0.608	0.950	0.898	0.827	0.794	0.493	0.754	0.645
교육	0.966	-0.654	0.355	0.896	0.900	0.864	1.000	0.596	0.934	0.929	0.845	0.857	0.603	0.698	0.761
법관검사	0.633	-0.341	0.456	0.602	0.609	0.608	0.596	1.000	0.642	0.618	0.751	0.581	0.798	0.521	0.701
공안직	0.953	-0.751	0.272	0.940	0.956	0.950	0.934	0.642	1.000	0.936	0.898	0.845	0.614	0.745	0.763
군무원	0.964	-0.732	0.377	0.935	0.891	0.898	0.929	0.618	0.936	1.000	0.875	0.822	0.647	0.731	0.794
연구직	0.886	-0.654	0.490	0.844	0.834	0.827	0.845	0.751	0.898	0.875	1.000	0.797	0.786	0.699	0.864
지도직	0.862	-0.612	0.295	0.834	0.817	0.794	0.857	0.581	0.845	0.822	0.797	1.000	0.535	0.749	0.755
계약직	0.627	-0.438	0.729	0.526	0.485	0.493	0.603	0.798	0.614	0.647	0.786	0.535	1.000	0.380	0.824
공중보건의	0.725	-0.355	0.066	0.733	0.762	0.754	0.698	0.521	0.745	0.731	0.699	0.749	0.380	1.000	0.655
기타	0.795	-0.480	0.609	0.696	0.651	0.645	0.761	0.701	0.763	0.794	0.864	0.755	0.824	0.655	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	경찰직	소방직	교육	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	498	0	485	0	3	0	0	0	10	0	0	0	0	0
2	20세	178	0	159	2	8	0	0	2	5	0	0	0	0	2
3	21세	213	0	128	11	36	6	0	4	9	0	1	2	0	16
4	22세	694	4	292	62	35	212	0	14	33	0	0	5	0	37
5	23세	3137	5	855	219	76	1791	0	36	64	3	5	16	0	67
6	24세	4872	12	1866	444	167	1963	0	88	123	8	15	23	16	147
7	25세	6502	19	2870	598	273	1890	0	139	181	19	43	51	141	278
8	26세	6779	20	3161	690	405	1384	5	187	213	38	32	61	238	345
9	27세	6371	23	2958	700	468	1086	11	166	200	44	37	96	202	380

	구분	계	정무직	별정직	일반직	교육	법관검사	공안직	군무원	계약직	기타
38	56세	212	4	20	11	12	1	1	1	69	93
39	57세	187	7	19	6	5	1	0	3	59	87
40	58세	161	7	19	4	5	1	0	2	48	75
41	59세	125	5	17	4	2	0	0	0	38	59
42	60세	148	5	20	0	7	0	0	0	48	68
43	61세	161	8	9	0	3	0	0	0	37	104
44	62세	120	6	11	0	1	0	0	0	23	79
45	63세	79	5	8	0	0	0	0	0	16	50
46	64세	64	3	5	0	0	0	0	0	12	44
47	65세이상	158	12	9	0	0	0	0	0	40	97

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