gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	34
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.4 KiB
Average record size in memory	163.8 B

Variable types

Text	1
Categorical	2
Numeric	15

Dataset

Description	직종별(정무직, 별정직, 일반직, 소방, 경찰 등), 지역별(서울 부산 등 광역시, 도) 퇴직연금수급자 현황에 대한 데이터입니다.
Author	공공데이터포털
URL	https://www.data.go.kr/data/15054110/fileData.do

Alerts

`계` is highly overall correlated with `정무직` and 15 other fields	High correlation
`정무직` is highly overall correlated with `계` and 14 other fields	High correlation
`별정직` is highly overall correlated with `계` and 15 other fields	High correlation
`일반직` is highly overall correlated with `계` and 15 other fields	High correlation
`경찰` is highly overall correlated with `계` and 15 other fields	High correlation
`소방` is highly overall correlated with `계` and 15 other fields	High correlation
`교육직` is highly overall correlated with `계` and 14 other fields	High correlation
`법관검사` is highly overall correlated with `계` and 14 other fields	High correlation
`기능직` is highly overall correlated with `계` and 15 other fields	High correlation
`공안직` is highly overall correlated with `계` and 15 other fields	High correlation
`군무원` is highly overall correlated with `계` and 15 other fields	High correlation
`연구직` is highly overall correlated with `계` and 14 other fields	High correlation
`지도직` is highly overall correlated with `계` and 15 other fields	High correlation
`계약직` is highly overall correlated with `계` and 14 other fields	High correlation
`기타` is highly overall correlated with `계` and 15 other fields	High correlation
`남녀구분` is highly overall correlated with `계` and 10 other fields	High correlation
`고용직` is highly overall correlated with `계` and 13 other fields	High correlation
`계` has unique values	Unique
`일반직` has unique values	Unique
`교육직` has unique values	Unique
`기능직` has unique values	Unique
`공안직` has unique values	Unique
`군무원` has unique values	Unique
`정무직` has 14 (41.2%) zeros	Zeros
`법관검사` has 10 (29.4%) zeros	Zeros
`연구직` has 1 (2.9%) zeros	Zeros

Reproduction

Analysis started	2024-04-20 23:18:24.424926
Analysis finished	2024-04-20 23:19:13.463593
Duration	49.04 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

지역
Text

Distinct	17
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Memory size	400.0 B

Length

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

Characters and Unicode

Total characters	68
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	서울
2nd row	서울
3rd row	부산
4th row	부산
5th row	대구

Value	Count	Frequency (%)
서울	2	5.9%
강원	2	5.9%
전남	2	5.9%
전북	2	5.9%
경남	2	5.9%
경북	2	5.9%
충남	2	5.9%
충북	2	5.9%
경기	2	5.9%
부산	2	5.9%
Other values (7)	14	41.2%

Most occurring characters

Value	Count	Frequency (%)
전	6	8.8%
경	6	8.8%
남	6	8.8%
북	6	8.8%
산	4	5.9%
대	4	5.9%
충	4	5.9%
주	4	5.9%
울	4	5.9%
원	2	2.9%
Other values (11)	22	32.4%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	68	100.0%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
전	6	8.8%
경	6	8.8%
남	6	8.8%
북	6	8.8%
산	4	5.9%
대	4	5.9%
충	4	5.9%
주	4	5.9%
울	4	5.9%
원	2	2.9%
Other values (11)	22	32.4%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	68	100.0%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
전	6	8.8%
경	6	8.8%
남	6	8.8%
북	6	8.8%
산	4	5.9%
대	4	5.9%
충	4	5.9%
주	4	5.9%
울	4	5.9%
원	2	2.9%
Other values (11)	22	32.4%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	68	100.0%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
전	6	8.8%
경	6	8.8%
남	6	8.8%
북	6	8.8%
산	4	5.9%
대	4	5.9%
충	4	5.9%
주	4	5.9%
울	4	5.9%
원	2	2.9%
Other values (11)	22	32.4%

남녀구분
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Memory size	400.0 B

남	17
여	17

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	남
2nd row	여
3rd row	남
4th row	여
5th row	남

Common Values

Value	Count	Frequency (%)
남	17	50.0%
여	17	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
남	17	50.0%
여	17	50.0%

계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16059.118

Minimum	1089
Maximum	79520
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	434.0 B

Quantile statistics

Minimum	1089
5-th percentile	1869.1
Q1	4222.75
median	8794.5
Q3	23272.75
95-th percentile	42392.05
Maximum	79520
Range	78431
Interquartile range (IQR)	19050

Descriptive statistics

Standard deviation	17338.42
Coefficient of variation (CV)	1.0796621
Kurtosis	6.1282108
Mean	16059.118
Median Absolute Deviation (MAD)	6927.5
Skewness	2.2695083
Sum	546010
Variance	3.0062081 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
67003	1	2.9%
29140	1	2.9%
19086	1	2.9%
4017	1	2.9%
17898	1	2.9%
3990	1	2.9%
27552	1	2.9%
5272	1	2.9%
7320	1	2.9%
24447	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1089	1	2.9%
1860	1	2.9%
1874	1	2.9%
3178	1	2.9%
3460	1	2.9%
3990	1	2.9%
4017	1	2.9%
4165	1	2.9%
4206	1	2.9%
4273	1	2.9%

Value	Count	Frequency (%)
79520	1	2.9%
67003	1	2.9%
29140	1	2.9%
28704	1	2.9%
27552	1	2.9%
26859	1	2.9%
24983	1	2.9%
24447	1	2.9%
23531	1	2.9%
22498	1	2.9%

정무직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	13
Distinct (%)	38.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.411765

Minimum	0
Maximum	821
Zeros	14
Zeros (%)	41.2%
Negative	0
Negative (%)	0.0%
Memory size	434.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.5
Q3	10
95-th percentile	131.2
Maximum	821
Range	821
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	150.31686
Coefficient of variation (CV)	3.9133027
Kurtosis	24.062676
Mean	38.411765
Median Absolute Deviation (MAD)	3.5
Skewness	4.8093402
Sum	1306
Variance	22595.159
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	14	41.2%
10	3	8.8%
6	3	8.8%
11	2	5.9%
7	2	5.9%
1	2	5.9%
4	2	5.9%
821	1	2.9%
14	1	2.9%
12	1	2.9%
Other values (3)	3	8.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	41.2%
1	2	5.9%
3	1	2.9%
4	2	5.9%
6	3	8.8%
7	2	5.9%
10	3	8.8%
11	2	5.9%
12	1	2.9%
14	1	2.9%

Value	Count	Frequency (%)
821	1	2.9%
347	1	2.9%
15	1	2.9%
14	1	2.9%
12	1	2.9%
11	2	5.9%
10	3	8.8%
7	2	5.9%
6	3	8.8%
4	2	5.9%

별정직
Real number (ℝ)

HIGH CORRELATION

Distinct	32
Distinct (%)	94.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	268.20588

Minimum	3
Maximum	1606
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	434.0 B

Quantile statistics

Minimum	3
5-th percentile	10.85
Q1	29.5
median	64
Q3	262.5
95-th percentile	1247.45
Maximum	1606
Range	1603
Interquartile range (IQR)	233

Descriptive statistics

Standard deviation	416.23724
Coefficient of variation (CV)	1.5519318
Kurtosis	4.6071649
Mean	268.20588
Median Absolute Deviation (MAD)	60
Skewness	2.2665923
Sum	9119
Variance	173253.44
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
23	2	5.9%
27	2	5.9%
1538	1	2.9%
31	1	2.9%
37	1	2.9%
228	1	2.9%
34	1	2.9%
246	1	2.9%
412	1	2.9%
1091	1	2.9%
Other values (22)	22	64.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	2.9%
5	1	2.9%
14	1	2.9%
23	2	5.9%
24	1	2.9%
27	2	5.9%
29	1	2.9%
31	1	2.9%
33	1	2.9%
34	1	2.9%

Value	Count	Frequency (%)
1606	1	2.9%
1538	1	2.9%
1091	1	2.9%
933	1	2.9%
555	1	2.9%
447	1	2.9%
412	1	2.9%
311	1	2.9%
268	1	2.9%
246	1	2.9%

일반직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5708.1765

Minimum	366
Maximum	32636
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	434.0 B

Quantile statistics

Minimum	366
5-th percentile	475.2
Q1	1297.75
median	2309.5
Q3	7843
95-th percentile	16651.8
Maximum	32636
Range	32270
Interquartile range (IQR)	6545.25

Descriptive statistics

Standard deviation	7040.2288
Coefficient of variation (CV)	1.2333586
Kurtosis	7.5606318
Mean	5708.1765
Median Absolute Deviation (MAD)	1924
Skewness	2.567937
Sum	194078
Variance	49564821
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
26810	1	2.9%
10790	1	2.9%
7174	1	2.9%
1074	1	2.9%
6923	1	2.9%
1286	1	2.9%
11182	1	2.9%
1718	1	2.9%
1953	1	2.9%
9409	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
366	1	2.9%
405	1	2.9%
513	1	2.9%
1014	1	2.9%
1074	1	2.9%
1096	1	2.9%
1152	1	2.9%
1264	1	2.9%
1286	1	2.9%
1333	1	2.9%

Value	Count	Frequency (%)
32636	1	2.9%
26810	1	2.9%
11182	1	2.9%
10790	1	2.9%
9906	1	2.9%
9409	1	2.9%
8899	1	2.9%
8104	1	2.9%
8066	1	2.9%
7174	1	2.9%

경찰
Real number (ℝ)

HIGH CORRELATION

Distinct	31
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1390.0588

Minimum	4
Maximum	9169
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	434.0 B

Quantile statistics

Minimum	4
5-th percentile	7.6
Q1	15.75
median	162.5
Q3	2184.75
95-th percentile	5408.6
Maximum	9169
Range	9165
Interquartile range (IQR)	2169

Descriptive statistics

Standard deviation	2199.2505
Coefficient of variation (CV)	1.5821276
Kurtosis	6.4218804
Mean	1390.0588
Median Absolute Deviation (MAD)	158
Skewness	2.4258454
Sum	47262
Variance	4836702.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
9	3	8.8%
13	2	5.9%
9169	1	2.9%
15	1	2.9%
18	1	2.9%
1748	1	2.9%
1578	1	2.9%
2543	1	2.9%
3058	1	2.9%
102	1	2.9%
Other values (21)	21	61.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	2.9%
5	1	2.9%
9	3	8.8%
11	1	2.9%
13	2	5.9%
15	1	2.9%
18	1	2.9%
19	1	2.9%
20	1	2.9%
24	1	2.9%

Value	Count	Frequency (%)
9169	1	2.9%
8448	1	2.9%
3772	1	2.9%
3058	1	2.9%
2697	1	2.9%
2543	1	2.9%
2396	1	2.9%
2356	1	2.9%
2242	1	2.9%
2013	1	2.9%

소방
Real number (ℝ)

HIGH CORRELATION

Distinct	27
Distinct (%)	79.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	259.44118

Minimum	1
Maximum	2074
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	434.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	36
Q3	398.25
95-th percentile	857.75
Maximum	2074
Range	2073
Interquartile range (IQR)	394.25

Descriptive statistics

Standard deviation	420.6766
Coefficient of variation (CV)	1.621472
Kurtosis	10.383133
Mean	259.44118
Median Absolute Deviation (MAD)	35
Skewness	2.893268
Sum	8821
Variance	176968.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
4	5	14.7%
1	3	8.8%
2	2	5.9%
1212	1	2.9%
320	1	2.9%
187	1	2.9%
327	1	2.9%
3	1	2.9%
387	1	2.9%
7	1	2.9%
Other values (17)	17	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	8.8%
2	2	5.9%
3	1	2.9%
4	5	14.7%
6	1	2.9%
7	1	2.9%
9	1	2.9%
12	1	2.9%
20	1	2.9%
22	1	2.9%

Value	Count	Frequency (%)
2074	1	2.9%
1212	1	2.9%
667	1	2.9%
546	1	2.9%
540	1	2.9%
491	1	2.9%
436	1	2.9%
406	1	2.9%
402	1	2.9%
387	1	2.9%

교육직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4997.2353

Minimum	557
Maximum	20224
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	434.0 B

Quantile statistics

Minimum	557
5-th percentile	937.05
Q1	2425
median	4212.5
Q3	5704.25
95-th percentile	14428.3
Maximum	20224
Range	19667
Interquartile range (IQR)	3279.25

Descriptive statistics

Standard deviation	4376.2043
Coefficient of variation (CV)	0.87572507
Kurtosis	4.7178126
Mean	4997.2353
Median Absolute Deviation (MAD)	1779.5
Skewness	2.1062713
Sum	169906
Variance	19151164
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
11044	1	2.9%
6416	1	2.9%
4481	1	2.9%
2449	1	2.9%
4378	1	2.9%
2266	1	2.9%
4981	1	2.9%
3002	1	2.9%
4618	1	2.9%
5722	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
557	1	2.9%
666	1	2.9%
1083	1	2.9%
1183	1	2.9%
1413	1	2.9%
1851	1	2.9%
2050	1	2.9%
2266	1	2.9%
2417	1	2.9%
2449	1	2.9%

Value	Count	Frequency (%)
20224	1	2.9%
16819	1	2.9%
13141	1	2.9%
11044	1	2.9%
7572	1	2.9%
6416	1	2.9%
6389	1	2.9%
6043	1	2.9%
5722	1	2.9%
5651	1	2.9%

법관검사
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	61.235294

Minimum	0
Maximum	1482
Zeros	10
Zeros (%)	29.4%
Negative	0
Negative (%)	0.0%
Memory size	434.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2
Q3	10.75
95-th percentile	140.25
Maximum	1482
Range	1482
Interquartile range (IQR)	10.75

Descriptive statistics

Standard deviation	255.19441
Coefficient of variation (CV)	4.1674399
Kurtosis	31.645303
Mean	61.235294
Median Absolute Deviation (MAD)	2
Skewness	5.5595145
Sum	2082
Variance	65124.185
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	10	29.4%
1	5	14.7%
2	3	8.8%
9	2	5.9%
7	2	5.9%
1482	1	2.9%
10	1	2.9%
8	1	2.9%
11	1	2.9%
18	1	2.9%
Other values (7)	7	20.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	29.4%
1	5	14.7%
2	3	8.8%
3	1	2.9%
7	2	5.9%
8	1	2.9%
9	2	5.9%
10	1	2.9%
11	1	2.9%
18	1	2.9%

Value	Count	Frequency (%)
1482	1	2.9%
254	1	2.9%
79	1	2.9%
62	1	2.9%
53	1	2.9%
40	1	2.9%
19	1	2.9%
18	1	2.9%
11	1	2.9%
10	1	2.9%

기능직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1675

Minimum	34
Maximum	9087
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	434.0 B

Quantile statistics

Minimum	34
5-th percentile	62.3
Q1	256.5
median	477
Q3	2849.75
95-th percentile	5509.65
Maximum	9087
Range	9053
Interquartile range (IQR)	2593.25

Descriptive statistics

Standard deviation	2059.1125
Coefficient of variation (CV)	1.2293209
Kurtosis	4.2243863
Mean	1675
Median Absolute Deviation (MAD)	436
Skewness	1.8885799
Sum	56950
Variance	4239944.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
6289	1	2.9%
2783	1	2.9%
3146	1	2.9%
261	1	2.9%
2328	1	2.9%
192	1	2.9%
5090	1	2.9%
268	1	2.9%
310	1	2.9%
3204	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34	1	2.9%
48	1	2.9%
70	1	2.9%
115	1	2.9%
192	1	2.9%
195	1	2.9%
208	1	2.9%
239	1	2.9%
255	1	2.9%
261	1	2.9%

Value	Count	Frequency (%)
9087	1	2.9%
6289	1	2.9%
5090	1	2.9%
3570	1	2.9%
3204	1	2.9%
3146	1	2.9%
2900	1	2.9%
2885	1	2.9%
2872	1	2.9%
2783	1	2.9%

고용직
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	14.7%
Missing	0
Missing (%)	0.0%
Memory size	400.0 B

0	20
1	9
3	2
2	2
5	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	1 ?
Unique (%)	2.9%

Sample

1st row	5
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	20	58.8%
1	9	26.5%
3	2	5.9%
2	2	5.9%
5	1	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	20	58.8%
1	9	26.5%
3	2	5.9%
2	2	5.9%
5	1	2.9%

공안직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	426.23529

Minimum	1
Maximum	3757
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	434.0 B

Quantile statistics

Minimum	1
5-th percentile	3.3
Q1	16.25
median	109
Q3	518.25
95-th percentile	1601.2
Maximum	3757
Range	3756
Interquartile range (IQR)	502

Descriptive statistics

Standard deviation	809.92013
Coefficient of variation (CV)	1.9001714
Kurtosis	11.408032
Mean	426.23529
Median Absolute Deviation (MAD)	102.5
Skewness	3.3212347
Sum	14492
Variance	655970.61
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
3091	1	2.9%
652	1	2.9%
418	1	2.9%
14	1	2.9%
513	1	2.9%
9	1	2.9%
762	1	2.9%
17	1	2.9%
15	1	2.9%
525	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.9%
2	1	2.9%
4	1	2.9%
9	1	2.9%
11	1	2.9%
13	1	2.9%
14	1	2.9%
15	1	2.9%
16	1	2.9%
17	1	2.9%

Value	Count	Frequency (%)
3757	1	2.9%
3091	1	2.9%
799	1	2.9%
762	1	2.9%
705	1	2.9%
652	1	2.9%
565	1	2.9%
525	1	2.9%
520	1	2.9%
513	1	2.9%

군무원
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	34
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	422.85294

Minimum	1
Maximum	2701
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	434.0 B

Quantile statistics

Minimum	1
5-th percentile	9.3
Q1	49.75
median	130
Q3	502
95-th percentile	1555.55
Maximum	2701
Range	2700
Interquartile range (IQR)	452.25

Descriptive statistics

Standard deviation	617.05464
Coefficient of variation (CV)	1.4592653
Kurtosis	5.6027238
Mean	422.85294
Median Absolute Deviation (MAD)	119
Skewness	2.2824845
Sum	14377
Variance	380756.43
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
1285	1	2.9%
2058	1	2.9%
493	1	2.9%
45	1	2.9%
505	1	2.9%
65	1	2.9%
727	1	2.9%
35	1	2.9%
117	1	2.9%
913	1	2.9%
Other values (24)	24	70.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.9%
8	1	2.9%
10	1	2.9%
12	1	2.9%
16	1	2.9%
22	1	2.9%
29	1	2.9%
35	1	2.9%
45	1	2.9%
64	1	2.9%

Value	Count	Frequency (%)
2701	1	2.9%
2058	1	2.9%
1285	1	2.9%
1156	1	2.9%
992	1	2.9%
913	1	2.9%
802	1	2.9%
727	1	2.9%
505	1	2.9%
493	1	2.9%

연구직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	30
Distinct (%)	88.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	96.176471

Minimum	0
Maximum	955
Zeros	1
Zeros (%)	2.9%
Negative	0
Negative (%)	0.0%
Memory size	434.0 B

Quantile statistics

Minimum	0
5-th percentile	2.3
Q1	8
median	38
Q3	131
95-th percentile	285.95
Maximum	955
Range	955
Interquartile range (IQR)	123

Descriptive statistics

Standard deviation	175.29326
Coefficient of variation (CV)	1.822621
Kurtosis	18.161011
Mean	96.176471
Median Absolute Deviation (MAD)	34
Skewness	3.9478423
Sum	3270
Variance	30727.725
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
11	3	8.8%
7	2	5.9%
8	2	5.9%
427	1	2.9%
146	1	2.9%
3	1	2.9%
87	1	2.9%
57	1	2.9%
210	1	2.9%
4	1	2.9%
Other values (20)	20	58.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.9%
1	1	2.9%
3	1	2.9%
4	1	2.9%
5	1	2.9%
6	1	2.9%
7	2	5.9%
8	2	5.9%
9	1	2.9%
11	3	8.8%

Value	Count	Frequency (%)
955	1	2.9%
427	1	2.9%
210	1	2.9%
173	1	2.9%
157	1	2.9%
146	1	2.9%
138	1	2.9%
137	1	2.9%
132	1	2.9%
128	1	2.9%

지도직
Real number (ℝ)

HIGH CORRELATION

Distinct	30
Distinct (%)	88.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	135.67647

Minimum	2
Maximum	544
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	434.0 B

Quantile statistics

Minimum	2
5-th percentile	2.65
Q1	14.25
median	34
Q3	235.5
95-th percentile	526.6
Maximum	544
Range	542
Interquartile range (IQR)	221.25

Descriptive statistics

Standard deviation	181.69217
Coefficient of variation (CV)	1.3391575
Kurtosis	0.07667715
Mean	135.67647
Median Absolute Deviation (MAD)	30
Skewness	1.2633186
Sum	4613
Variance	33012.044
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
2	2	5.9%
17	2	5.9%
4	2	5.9%
14	2	5.9%
85	1	2.9%
521	1	2.9%
9	1	2.9%
344	1	2.9%
537	1	2.9%
24	1	2.9%
Other values (20)	20	58.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	2	5.9%
3	1	2.9%
4	2	5.9%
5	1	2.9%
9	1	2.9%
14	2	5.9%
15	1	2.9%
17	2	5.9%
22	1	2.9%
23	1	2.9%

Value	Count	Frequency (%)
544	1	2.9%
537	1	2.9%
521	1	2.9%
447	1	2.9%
410	1	2.9%
363	1	2.9%
344	1	2.9%
325	1	2.9%
250	1	2.9%
192	1	2.9%

계약직
Real number (ℝ)

HIGH CORRELATION

Distinct	28
Distinct (%)	82.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	71.882353

Minimum	7
Maximum	552
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	434.0 B

Quantile statistics

Minimum	7
5-th percentile	7.65
Q1	11.25
median	31
Q3	65.75
95-th percentile	325.15
Maximum	552
Range	545
Interquartile range (IQR)	54.5

Descriptive statistics

Standard deviation	126.08289
Coefficient of variation (CV)	1.7540173
Kurtosis	10.563037
Mean	71.882353
Median Absolute Deviation (MAD)	21
Skewness	3.2757819
Sum	2444
Variance	15896.895
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
11	3	8.8%
65	2	5.9%
10	2	5.9%
12	2	5.9%
7	2	5.9%
552	1	2.9%
122	1	2.9%
30	1	2.9%
9	1	2.9%
32	1	2.9%
Other values (18)	18	52.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	2	5.9%
8	1	2.9%
9	1	2.9%
10	2	5.9%
11	3	8.8%
12	2	5.9%
13	1	2.9%
16	1	2.9%
18	1	2.9%
22	1	2.9%

Value	Count	Frequency (%)
552	1	2.9%
526	1	2.9%
217	1	2.9%
122	1	2.9%
105	1	2.9%
79	1	2.9%
74	1	2.9%
71	1	2.9%
66	1	2.9%
65	2	5.9%

기타
Real number (ℝ)

HIGH CORRELATION

Distinct	33
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	507.82353

Minimum	26
Maximum	3441
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	434.0 B

Quantile statistics

Minimum	26
5-th percentile	40.7
Q1	114.25
median	196
Q3	584.75
95-th percentile	1669.4
Maximum	3441
Range	3415
Interquartile range (IQR)	470.5

Descriptive statistics

Standard deviation	758.13381
Coefficient of variation (CV)	1.492908
Kurtosis	10.625742
Mean	507.82353
Median Absolute Deviation (MAD)	168.5
Skewness	3.2209975
Sum	17266
Variance	574766.88
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
517	2	5.9%
3193	1	2.9%
179	1	2.9%
552	1	2.9%
98	1	2.9%
99	1	2.9%
651	1	2.9%
142	1	2.9%
846	1	2.9%
788	1	2.9%
Other values (23)	23	67.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26	1	2.9%
29	1	2.9%
47	1	2.9%
73	1	2.9%
98	1	2.9%
99	1	2.9%
103	1	2.9%
110	1	2.9%
114	1	2.9%
115	1	2.9%

Value	Count	Frequency (%)
3441	1	2.9%
3193	1	2.9%
849	1	2.9%
846	1	2.9%
788	1	2.9%
651	1	2.9%
635	1	2.9%
630	1	2.9%
586	1	2.9%
581	1	2.9%

Heatmap
Table

	지역	남녀구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	기타
지역	1.000	0.000	0.000	0.288	0.000	0.000	0.000	0.000	0.374	0.288	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
남녀구분	0.000	1.000	0.834	0.038	0.736	0.916	0.952	0.952	0.492	0.038	0.655	0.255	0.680	0.736	0.397	0.762	0.454	0.878
계	0.000	0.834	1.000	1.000	0.763	0.988	0.918	0.972	0.895	1.000	0.886	0.736	0.916	0.822	0.856	0.637	0.708	0.888
정무직	0.288	0.038	1.000	1.000	0.709	1.000	0.912	1.000	1.000	1.000	1.000	0.815	1.000	0.852	1.000	0.432	0.682	0.648
별정직	0.000	0.736	0.763	0.709	1.000	0.807	0.947	0.936	0.562	0.709	0.929	0.718	0.861	0.983	0.679	0.767	0.701	0.873
일반직	0.000	0.916	0.988	1.000	0.807	1.000	0.934	0.982	0.881	1.000	0.945	0.775	0.905	0.860	0.853	0.724	0.774	0.921
경찰	0.000	0.952	0.918	0.912	0.947	0.934	1.000	0.979	0.659	0.912	0.734	0.679	0.840	0.890	0.677	0.697	0.677	0.922
소방	0.000	0.952	0.972	1.000	0.936	0.982	0.979	1.000	0.840	1.000	0.870	0.829	0.936	0.947	0.851	0.748	0.661	0.908
교육직	0.374	0.492	0.895	1.000	0.562	0.881	0.659	0.840	1.000	1.000	0.805	0.705	0.855	0.668	0.847	0.000	0.920	0.940
법관검사	0.288	0.038	1.000	1.000	0.709	1.000	0.912	1.000	1.000	1.000	1.000	0.815	1.000	0.852	1.000	0.432	0.682	0.648
기능직	0.000	0.655	0.886	1.000	0.929	0.945	0.734	0.870	0.805	1.000	1.000	0.769	0.926	0.940	0.858	0.704	0.769	0.890
고용직	0.000	0.255	0.736	0.815	0.718	0.775	0.679	0.829	0.705	0.815	0.769	1.000	0.930	0.740	0.946	0.811	0.707	0.615
공안직	0.000	0.680	0.916	1.000	0.861	0.905	0.840	0.936	0.855	1.000	0.926	0.930	1.000	0.889	0.970	0.638	0.882	0.793
군무원	0.000	0.736	0.822	0.852	0.983	0.860	0.890	0.947	0.668	0.852	0.940	0.740	0.889	1.000	0.784	0.730	0.557	0.827
연구직	0.000	0.397	0.856	1.000	0.679	0.853	0.677	0.851	0.847	1.000	0.858	0.946	0.970	0.784	1.000	0.761	0.873	0.783
지도직	0.000	0.762	0.637	0.432	0.767	0.724	0.697	0.748	0.000	0.432	0.704	0.811	0.638	0.730	0.761	1.000	0.000	0.674
계약직	0.000	0.454	0.708	0.682	0.701	0.774	0.677	0.661	0.920	0.682	0.769	0.707	0.882	0.557	0.873	0.000	1.000	0.733
기타	0.000	0.878	0.888	0.648	0.873	0.921	0.922	0.908	0.940	0.648	0.890	0.615	0.793	0.827	0.783	0.674	0.733	1.000

Heatmap
Table

	남녀구분	고용직
남녀구분	1.000	0.291
고용직	0.291	1.000

Heatmap
Table

	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	기타	남녀구분	고용직
계	1.000	0.726	0.925	0.931	0.852	0.829	0.908	0.835	0.910	0.872	0.858	0.849	0.765	0.855	0.944	0.607	0.598
정무직	0.726	1.000	0.770	0.781	0.830	0.839	0.527	0.803	0.784	0.824	0.826	0.819	0.694	0.851	0.786	0.044	0.813
별정직	0.925	0.770	1.000	0.953	0.927	0.913	0.783	0.839	0.957	0.937	0.946	0.894	0.839	0.867	0.921	0.731	0.546
일반직	0.931	0.781	0.953	1.000	0.932	0.941	0.759	0.832	0.962	0.943	0.928	0.887	0.899	0.846	0.965	0.701	0.645
경찰	0.852	0.830	0.927	0.932	1.000	0.940	0.659	0.875	0.904	0.962	0.909	0.886	0.852	0.813	0.905	0.752	0.529
소방	0.829	0.839	0.913	0.941	0.940	1.000	0.629	0.812	0.893	0.917	0.918	0.874	0.867	0.808	0.882	0.752	0.715
교육직	0.908	0.527	0.783	0.759	0.659	0.629	1.000	0.703	0.738	0.691	0.705	0.716	0.541	0.751	0.782	0.347	0.505
법관검사	0.835	0.803	0.839	0.832	0.875	0.812	0.703	1.000	0.835	0.891	0.839	0.893	0.675	0.880	0.837	0.044	0.813
기능직	0.910	0.784	0.957	0.962	0.904	0.893	0.738	0.835	1.000	0.936	0.928	0.879	0.840	0.861	0.936	0.647	0.612
공안직	0.872	0.824	0.937	0.943	0.962	0.917	0.691	0.891	0.936	1.000	0.928	0.910	0.861	0.865	0.910	0.773	0.630
군무원	0.858	0.826	0.946	0.928	0.909	0.918	0.705	0.839	0.928	0.928	1.000	0.874	0.823	0.888	0.874	0.731	0.574
연구직	0.849	0.819	0.894	0.887	0.886	0.874	0.716	0.893	0.879	0.910	0.874	1.000	0.773	0.887	0.881	0.457	0.672
지도직	0.765	0.694	0.839	0.899	0.852	0.867	0.541	0.675	0.840	0.861	0.823	0.773	1.000	0.714	0.860	0.687	0.592
계약직	0.855	0.851	0.867	0.846	0.813	0.808	0.751	0.880	0.861	0.865	0.888	0.887	0.714	1.000	0.868	0.523	0.330
기타	0.944	0.786	0.921	0.965	0.905	0.882	0.782	0.837	0.936	0.910	0.874	0.881	0.860	0.868	1.000	0.660	0.532
남녀구분	0.607	0.044	0.731	0.701	0.752	0.752	0.347	0.044	0.647	0.773	0.731	0.457	0.687	0.523	0.660	1.000	0.291
고용직	0.598	0.813	0.546	0.645	0.529	0.715	0.505	0.813	0.612	0.630	0.574	0.672	0.592	0.330	0.532	0.291	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

	지역	남녀구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	기타
0	서울	남	67003	821	1538	26810	9169	1212	11044	1482	6289	5	3091	1285	427	85	552	3193
1	서울	여	28704	14	161	5415	149	22	20224	62	1449	0	106	174	110	15	217	586
2	부산	남	26859	11	933	9906	3772	546	5165	79	3570	1	799	1156	173	48	65	635
3	부산	여	10269	0	45	1772	30	12	7572	2	495	0	21	92	26	2	25	175
4	대구	남	22498	7	555	8066	2697	491	5651	53	2397	0	705	992	138	192	71	483
5	대구	여	6501	0	35	1515	19	4	4369	1	299	0	23	66	11	17	13	129
6	인천	남	14862	10	221	5515	2242	406	3306	9	1652	0	396	406	50	66	66	517
7	인천	여	4273	1	27	1014	24	4	2887	0	195	0	13	16	7	4	8	73
8	광주	남	18755	4	207	6896	1955	297	6043	40	1618	0	565	327	128	250	48	377
9	광주	여	4797	0	29	1264	33	1	3043	1	208	0	20	22	6	14	11	145

	지역	남녀구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	기타
24	경북	남	27552	10	412	11182	2543	540	4981	9	5090	1	762	727	63	537	44	651
25	경북	여	5272	0	31	1718	15	9	3002	0	268	0	17	35	1	24	10	142
26	경남	남	29140	6	1091	10790	3058	667	6416	18	2783	3	652	2058	157	521	74	846
27	경남	여	7320	0	47	1953	20	7	4618	0	310	1	15	117	4	37	12	179
28	전북	남	23531	4	268	8899	2396	387	6389	11	2872	2	520	310	210	410	65	788
29	전북	여	5211	0	27	1665	11	3	2965	0	280	0	18	12	11	23	16	180
30	전남	남	19629	3	201	8104	2013	327	4138	8	2885	1	455	328	57	447	32	630
31	전남	여	3460	0	23	1096	13	4	2050	1	115	0	11	10	8	17	9	103
32	제주	남	6627	6	81	2666	718	187	1851	7	459	0	191	74	87	64	30	206
33	제주	여	1860	0	14	513	5	1	1183	0	70	1	1	8	3	4	10	47

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Most occurring scripts

Most frequent character per script

Hangul

Most occurring blocks

Most frequent character per block

Hangul

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample