gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	42
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.4 KiB
Average record size in memory	155.1 B

Variable types

Text	1
Numeric	15
Categorical	1

Dataset

Description	공무원이 근무한 연수와 직종별(정무직,별정직,일반직,경찰,소방,교육직,연구직 등) 공무원연금 가입자 수 데이터입니다.
URL	https://www.data.go.kr/data/15053031/fileData.do

Alerts

`계` is highly overall correlated with `별정직` and 12 other fields	High correlation
`별정직` is highly overall correlated with `계` and 12 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 10 other fields	High correlation
`소방` is highly overall correlated with `계` and 11 other fields	High correlation
`교육직` is highly overall correlated with `계` and 9 other fields	High correlation
`법관검사` is highly overall correlated with `계` and 5 other fields	High correlation
`공안직` is highly overall correlated with `계` and 11 other fields	High correlation
`군무원` is highly overall correlated with `계` and 10 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 11 other fields	High correlation
`계약직` is highly overall correlated with `계` and 12 other fields	High correlation
`공중보건의` is highly overall correlated with `계` and 9 other fields	High correlation
`기타` is highly overall correlated with `계` and 11 other fields	High correlation
`기능직` is highly imbalanced (54.4%)	Imbalance
`구분` has unique values	Unique
`계` has unique values	Unique
`일반직` has unique values	Unique
`경찰` has unique values	Unique
`소방` has unique values	Unique
`교육직` has unique values	Unique
`공안직` has unique values	Unique
`군무원` has unique values	Unique
`기타` has unique values	Unique
`정무직` has 17 (40.5%) zeros	Zeros
`별정직` has 3 (7.1%) zeros	Zeros
`지도직` has 1 (2.4%) zeros	Zeros
`공중보건의` has 33 (78.6%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 04:09:16.110438
Analysis finished	2023-12-12 04:09:42.550684
Duration	26.44 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Text

UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	468.0 B

Length

Max length	5
Median length	3
Mean length	3
Min length	2

Characters and Unicode

Total characters	126
Distinct characters	17
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	42 ?
Unique (%)	100.0%

Sample

1st row	1년미만
2nd row	1년이상
3rd row	2년
4th row	3년
5th row	4년

Value	Count	Frequency (%)
1년미만	1	2.4%
30년	1	2.4%
39년	1	2.4%
23년	1	2.4%
24년	1	2.4%
25년	1	2.4%
26년	1	2.4%
27년	1	2.4%
28년	1	2.4%
29년	1	2.4%
Other values (32)	32	76.2%

Most occurring characters

Value	Count	Frequency (%)
년	42	33.3%
3	16	12.7%
1	15	11.9%
2	14	11.1%
4	5	4.0%
6	4	3.2%
0	4	3.2%
8	4	3.2%
7	4	3.2%
5	4	3.2%
Other values (7)	14	11.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	74	58.7%
Other Letter	52	41.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	16	21.6%
1	15	20.3%
2	14	18.9%
4	5	6.8%
6	4	5.4%
0	4	5.4%
8	4	5.4%
7	4	5.4%
5	4	5.4%
9	4	5.4%

Other Letter

Value	Count	Frequency (%)
년	42	80.8%
이	3	5.8%
상	3	5.8%
만	1	1.9%
미	1	1.9%
초	1	1.9%
과	1	1.9%

Most occurring scripts

Value	Count	Frequency (%)
Common	74	58.7%
Hangul	52	41.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	16	21.6%
1	15	20.3%
2	14	18.9%
4	5	6.8%
6	4	5.4%
0	4	5.4%
8	4	5.4%
7	4	5.4%
5	4	5.4%
9	4	5.4%

Hangul

Value	Count	Frequency (%)
년	42	80.8%
이	3	5.8%
상	3	5.8%
만	1	1.9%
미	1	1.9%
초	1	1.9%
과	1	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	74	58.7%
Hangul	52	41.3%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
년	42	80.8%
이	3	5.8%
상	3	5.8%
만	1	1.9%
미	1	1.9%
초	1	1.9%
과	1	1.9%

ASCII

Value	Count	Frequency (%)
3	16	21.6%
1	15	20.3%
2	14	18.9%
4	5	6.8%
6	4	5.4%
0	4	5.4%
8	4	5.4%
7	4	5.4%
5	4	5.4%
9	4	5.4%

계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30499.857

Minimum	1871
Maximum	64070
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	1871
5-th percentile	3326.2
Q1	24209.5
median	28052
Q3	37785.5
95-th percentile	57381.55
Maximum	64070
Range	62199
Interquartile range (IQR)	13576

Descriptive statistics

Standard deviation	15242.84
Coefficient of variation (CV)	0.4997676
Kurtosis	0.007314927
Mean	30499.857
Median Absolute Deviation (MAD)	8546.5
Skewness	0.16513203
Sum	1280994
Variance	2.3234418 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
50252	1	2.4%
26010	1	2.4%
17565	1	2.4%
26425	1	2.4%
24158	1	2.4%
27847	1	2.4%
26146	1	2.4%
24996	1	2.4%
31106	1	2.4%
27296	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1871	1	2.4%
3108	1	2.4%
3194	1	2.4%
5838	1	2.4%
7187	1	2.4%
12151	1	2.4%
17565	1	2.4%
17934	1	2.4%
22488	1	2.4%
22584	1	2.4%

Value	Count	Frequency (%)
64070	1	2.4%
61921	1	2.4%
57438	1	2.4%
56309	1	2.4%
50252	1	2.4%
46286	1	2.4%
45459	1	2.4%
44745	1	2.4%
42872	1	2.4%
38615	1	2.4%

정무직
Real number (ℝ)

ZEROS

Distinct	12
Distinct (%)	28.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1190476

Minimum	0
Maximum	51
Zeros	17
Zeros (%)	40.5%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	14.95
Maximum	51
Range	51
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	9.4099127
Coefficient of variation (CV)	2.2844875
Kurtosis	15.909862
Mean	4.1190476
Median Absolute Deviation (MAD)	1
Skewness	3.7495069
Sum	173
Variance	88.546458
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	17	40.5%
1	12	28.6%
3	3	7.1%
4	2	4.8%
51	1	2.4%
30	1	2.4%
2	1	2.4%
14	1	2.4%
12	1	2.4%
9	1	2.4%
Other values (2)	2	4.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17	40.5%
1	12	28.6%
2	1	2.4%
3	3	7.1%
4	2	4.8%
9	1	2.4%
11	1	2.4%
12	1	2.4%
14	1	2.4%
15	1	2.4%

Value	Count	Frequency (%)
51	1	2.4%
30	1	2.4%
15	1	2.4%
14	1	2.4%
12	1	2.4%
11	1	2.4%
9	1	2.4%
4	2	4.8%
3	3	7.1%
2	1	2.4%

별정직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	61.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.119048

Minimum	0
Maximum	759
Zeros	3
Zeros (%)	7.1%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	0
5-th percentile	0.05
Q1	5.25
median	13.5
Q3	28.25
95-th percentile	77.95
Maximum	759
Range	759
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	116.32423
Coefficient of variation (CV)	2.9735957
Kurtosis	38.190356
Mean	39.119048
Median Absolute Deviation (MAD)	9.5
Skewness	6.0590253
Sum	1643
Variance	13531.327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
6	4	9.5%
17	4	9.5%
0	3	7.1%
8	3	7.1%
54	2	4.8%
4	2	4.8%
26	2	4.8%
5	2	4.8%
15	2	4.8%
2	2	4.8%
Other values (16)	16	38.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	7.1%
1	1	2.4%
2	2	4.8%
3	1	2.4%
4	2	4.8%
5	2	4.8%
6	4	9.5%
8	3	7.1%
10	1	2.4%
11	1	2.4%

Value	Count	Frequency (%)
759	1	2.4%
88	1	2.4%
78	1	2.4%
77	1	2.4%
74	1	2.4%
57	1	2.4%
54	2	4.8%
50	1	2.4%
30	1	2.4%
29	1	2.4%

일반직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12270.738

Minimum	927
Maximum	28631
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	927
5-th percentile	1095.95
Q1	8453.75
median	12123
Q3	16457.75
95-th percentile	25627.3
Maximum	28631
Range	27704
Interquartile range (IQR)	8004

Descriptive statistics

Standard deviation	7141.7015
Coefficient of variation (CV)	0.58201075
Kurtosis	-0.050781982
Mean	12270.738
Median Absolute Deviation (MAD)	3750
Skewness	0.44546902
Sum	515371
Variance	51003900
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
17714	1	2.4%
12200	1	2.4%
4335	1	2.4%
8440	1	2.4%
8789	1	2.4%
12205	1	2.4%
12046	1	2.4%
11859	1	2.4%
16689	1	2.4%
14379	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
927	1	2.4%
944	1	2.4%
1071	1	2.4%
1570	1	2.4%
2561	1	2.4%
4115	1	2.4%
4335	1	2.4%
4990	1	2.4%
5556	1	2.4%
8306	1	2.4%

Value	Count	Frequency (%)
28631	1	2.4%
27907	1	2.4%
25630	1	2.4%
25576	1	2.4%
20985	1	2.4%
19795	1	2.4%
18885	1	2.4%
17714	1	2.4%
17202	1	2.4%
16848	1	2.4%

경찰
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3422.881

Minimum	75
Maximum	6826
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	75
5-th percentile	614.7
Q1	2269.75
median	3376
Q3	4322.5
95-th percentile	6179.5
Maximum	6826
Range	6751
Interquartile range (IQR)	2052.75

Descriptive statistics

Standard deviation	1673.8084
Coefficient of variation (CV)	0.48900573
Kurtosis	-0.47285268
Mean	3422.881
Median Absolute Deviation (MAD)	1087.5
Skewness	0.088625902
Sum	143761
Variance	2801634.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
3354	1	2.4%
3179	1	2.4%
1979	1	2.4%
5656	1	2.4%
4261	1	2.4%
4147	1	2.4%
3211	1	2.4%
2105	1	2.4%
2583	1	2.4%
2142	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
75	1	2.4%
277	1	2.4%
598	1	2.4%
932	1	2.4%
1546	1	2.4%
1855	1	2.4%
1979	1	2.4%
2105	1	2.4%
2121	1	2.4%
2142	1	2.4%

Value	Count	Frequency (%)
6826	1	2.4%
6348	1	2.4%
6190	1	2.4%
5980	1	2.4%
5866	1	2.4%
5656	1	2.4%
5323	1	2.4%
5215	1	2.4%
4965	1	2.4%
4745	1	2.4%

소방
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1526.7619

Minimum	10
Maximum	4069
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	10
5-th percentile	94.1
Q1	812
median	1460
Q3	2086.5
95-th percentile	3514.05
Maximum	4069
Range	4059
Interquartile range (IQR)	1274.5

Descriptive statistics

Standard deviation	1023.2589
Coefficient of variation (CV)	0.67021509
Kurtosis	0.14997627
Mean	1526.7619
Median Absolute Deviation (MAD)	683.5
Skewness	0.67295817
Sum	64124
Variance	1047058.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
2169	1	2.4%
1425	1	2.4%
661	1	2.4%
746	1	2.4%
554	1	2.4%
1129	1	2.4%
1561	1	2.4%
1448	1	2.4%
1575	1	2.4%
1500	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	2.4%
22	1	2.4%
94	1	2.4%
96	1	2.4%
188	1	2.4%
312	1	2.4%
459	1	2.4%
554	1	2.4%
661	1	2.4%
746	1	2.4%

Value	Count	Frequency (%)
4069	1	2.4%
3748	1	2.4%
3524	1	2.4%
3325	1	2.4%
3131	1	2.4%
2777	1	2.4%
2441	1	2.4%
2365	1	2.4%
2185	1	2.4%
2173	1	2.4%

교육직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9016.881

Minimum	81
Maximum	13742
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	81
5-th percentile	1912.45
Q1	6803.5
median	9661
Q3	12057
95-th percentile	13356.2
Maximum	13742
Range	13661
Interquartile range (IQR)	5253.5

Descriptive statistics

Standard deviation	3608.6068
Coefficient of variation (CV)	0.40020566
Kurtosis	-0.14703287
Mean	9016.881
Median Absolute Deviation (MAD)	2509.5
Skewness	-0.79948191
Sum	378709
Variance	13022043
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
12300	1	2.4%
6650	1	2.4%
8095	1	2.4%
8623	1	2.4%
7449	1	2.4%
7207	1	2.4%
5943	1	2.4%
6669	1	2.4%
7314	1	2.4%
6448	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
81	1	2.4%
1707	1	2.4%
1894	1	2.4%
2263	1	2.4%
2989	1	2.4%
4619	1	2.4%
5943	1	2.4%
6448	1	2.4%
6533	1	2.4%
6650	1	2.4%

Value	Count	Frequency (%)
13742	1	2.4%
13649	1	2.4%
13394	1	2.4%
12638	1	2.4%
12541	1	2.4%
12454	1	2.4%
12409	1	2.4%
12401	1	2.4%
12300	1	2.4%
12226	1	2.4%

법관검사
Real number (ℝ)

HIGH CORRELATION

Distinct	41
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	129.2619

Minimum	1
Maximum	268
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	1
5-th percentile	8.05
Q1	42.5
median	142.5
Q3	197.25
95-th percentile	247.65
Maximum	268
Range	267
Interquartile range (IQR)	154.75

Descriptive statistics

Standard deviation	84.08447
Coefficient of variation (CV)	0.65049691
Kurtosis	-1.2709188
Mean	129.2619
Median Absolute Deviation (MAD)	72.5
Skewness	-0.12333377
Sum	5429
Variance	7070.198
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
9	2	4.8%
141	1	2.4%
42	1	2.4%
174	1	2.4%
155	1	2.4%
139	1	2.4%
107	1	2.4%
87	1	2.4%
79	1	2.4%
55	1	2.4%
Other values (31)	31	73.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.4%
7	1	2.4%
8	1	2.4%
9	2	4.8%
14	1	2.4%
20	1	2.4%
23	1	2.4%
32	1	2.4%
35	1	2.4%
42	1	2.4%

Value	Count	Frequency (%)
268	1	2.4%
265	1	2.4%
248	1	2.4%
241	1	2.4%
234	1	2.4%
231	1	2.4%
226	1	2.4%
223	1	2.4%
207	1	2.4%
200	1	2.4%

기능직
Categorical

IMBALANCE

Distinct	5
Distinct (%)	11.9%
Missing	0
Missing (%)	0.0%
Memory size	468.0 B

0	33
1	6
2	1
52	1
4	1

Length

Max length	2
Median length	1
Mean length	1.0238095
Min length	1

Unique

Unique	3 ?
Unique (%)	7.1%

Sample

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

Common Values

Value	Count	Frequency (%)
0	33	78.6%
1	6	14.3%
2	1	2.4%
52	1	2.4%
4	1	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	33	78.6%
1	6	14.3%
2	1	2.4%
52	1	2.4%
4	1	2.4%

공안직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	896.71429

Minimum	3
Maximum	1771
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	3
5-th percentile	19.6
Q1	597.25
median	963
Q3	1274.25
95-th percentile	1536.1
Maximum	1771
Range	1768
Interquartile range (IQR)	677

Descriptive statistics

Standard deviation	486.74751
Coefficient of variation (CV)	0.54281226
Kurtosis	-0.63121746
Mean	896.71429
Median Absolute Deviation (MAD)	338.5
Skewness	-0.39281876
Sum	37662
Variance	236923.14
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
1116	1	2.4%
585	1	2.4%
966	1	2.4%
869	1	2.4%
811	1	2.4%
704	1	2.4%
700	1	2.4%
565	1	2.4%
569	1	2.4%
634	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	2.4%
5	1	2.4%
19	1	2.4%
31	1	2.4%
43	1	2.4%
98	1	2.4%
356	1	2.4%
486	1	2.4%
565	1	2.4%
569	1	2.4%

Value	Count	Frequency (%)
1771	1	2.4%
1682	1	2.4%
1540	1	2.4%
1462	1	2.4%
1439	1	2.4%
1413	1	2.4%
1387	1	2.4%
1381	1	2.4%
1380	1	2.4%
1311	1	2.4%

군무원
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	831.21429

Minimum	28
Maximum	4265
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	28
5-th percentile	81.9
Q1	497.5
median	684.5
Q3	876.75
95-th percentile	2265.2
Maximum	4265
Range	4237
Interquartile range (IQR)	379.25

Descriptive statistics

Standard deviation	777.11563
Coefficient of variation (CV)	0.93491612
Kurtosis	9.5246578
Mean	831.21429
Median Absolute Deviation (MAD)	198
Skewness	2.7937525
Sum	34911
Variance	603908.71
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
2117	1	2.4%
514	1	2.4%
770	1	2.4%
1129	1	2.4%
910	1	2.4%
795	1	2.4%
902	1	2.4%
689	1	2.4%
704	1	2.4%
616	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
28	1	2.4%
37	1	2.4%
79	1	2.4%
137	1	2.4%
176	1	2.4%
276	1	2.4%
285	1	2.4%
384	1	2.4%
407	1	2.4%
426	1	2.4%

Value	Count	Frequency (%)
4265	1	2.4%
2854	1	2.4%
2273	1	2.4%
2117	1	2.4%
1257	1	2.4%
1198	1	2.4%
1129	1	2.4%
910	1	2.4%
905	1	2.4%
902	1	2.4%

연구직
Real number (ℝ)

HIGH CORRELATION

Distinct	40
Distinct (%)	95.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	262.09524

Minimum	1
Maximum	633
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	1
5-th percentile	2.55
Q1	136
median	272
Q3	374.5
95-th percentile	506.85
Maximum	633
Range	632
Interquartile range (IQR)	238.5

Descriptive statistics

Standard deviation	168.56508
Coefficient of variation (CV)	0.64314438
Kurtosis	-0.59405833
Mean	262.09524
Median Absolute Deviation (MAD)	116.5
Skewness	0.20637347
Sum	11008
Variance	28414.186
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
1	2	4.8%
289	2	4.8%
347	1	2.4%
246	1	2.4%
132	1	2.4%
114	1	2.4%
149	1	2.4%
173	1	2.4%
220	1	2.4%
209	1	2.4%
Other values (30)	30	71.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	4.8%
2	1	2.4%
13	1	2.4%
18	1	2.4%
38	1	2.4%
41	1	2.4%
107	1	2.4%
114	1	2.4%
120	1	2.4%
132	1	2.4%

Value	Count	Frequency (%)
633	1	2.4%
601	1	2.4%
507	1	2.4%
504	1	2.4%
502	1	2.4%
470	1	2.4%
450	1	2.4%
424	1	2.4%
382	1	2.4%
380	1	2.4%

지도직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	41
Distinct (%)	97.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	116.14286

Minimum	0
Maximum	282
Zeros	1
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	0
5-th percentile	3.65
Q1	50
median	104.5
Q3	168
95-th percentile	262.3
Maximum	282
Range	282
Interquartile range (IQR)	118

Descriptive statistics

Standard deviation	78.133273
Coefficient of variation (CV)	0.67273421
Kurtosis	-0.65408797
Mean	116.14286
Median Absolute Deviation (MAD)	63
Skewness	0.45231532
Sum	4878
Variance	6104.8084
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
168	2	4.8%
93	1	2.4%
1	1	2.4%
38	1	2.4%
74	1	2.4%
131	1	2.4%
194	1	2.4%
126	1	2.4%
42	1	2.4%
100	1	2.4%
Other values (31)	31	73.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.4%
1	1	2.4%
3	1	2.4%
16	1	2.4%
28	1	2.4%
36	1	2.4%
37	1	2.4%
38	1	2.4%
39	1	2.4%
42	1	2.4%

Value	Count	Frequency (%)
282	1	2.4%
272	1	2.4%
263	1	2.4%
249	1	2.4%
225	1	2.4%
213	1	2.4%
196	1	2.4%
194	1	2.4%
186	1	2.4%
172	1	2.4%

계약직
Real number (ℝ)

HIGH CORRELATION

Distinct	37
Distinct (%)	88.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	378.04762

Minimum	3
Maximum	2795
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	3
5-th percentile	4.05
Q1	56.75
median	122
Q3	385.75
95-th percentile	1784.05
Maximum	2795
Range	2792
Interquartile range (IQR)	329

Descriptive statistics

Standard deviation	621.31505
Coefficient of variation (CV)	1.6434836
Kurtosis	6.177647
Mean	378.04762
Median Absolute Deviation (MAD)	102
Skewness	2.5212033
Sum	15878
Variance	386032.39
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
140	2	4.8%
76	2	4.8%
4	2	4.8%
63	2	4.8%
62	2	4.8%
44	1	2.4%
66	1	2.4%
70	1	2.4%
69	1	2.4%
55	1	2.4%
Other values (27)	27	64.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	2.4%
4	2	4.8%
5	1	2.4%
14	1	2.4%
20	1	2.4%
23	1	2.4%
35	1	2.4%
44	1	2.4%
53	1	2.4%
55	1	2.4%

Value	Count	Frequency (%)
2795	1	2.4%
2069	1	2.4%
1791	1	2.4%
1652	1	2.4%
1197	1	2.4%
690	1	2.4%
659	1	2.4%
559	1	2.4%
475	1	2.4%
429	1	2.4%

공중보건의
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	23.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	80.261905

Minimum	0
Maximum	976
Zeros	33
Zeros (%)	78.6%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	870.6
Maximum	976
Range	976
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	246.88815
Coefficient of variation (CV)	3.0760315
Kurtosis	9.9542498
Mean	80.261905
Median Absolute Deviation (MAD)	0
Skewness	3.3492695
Sum	3371
Variance	60953.759
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	33	78.6%
909	1	2.4%
967	1	2.4%
976	1	2.4%
141	1	2.4%
54	1	2.4%
89	1	2.4%
127	1	2.4%
93	1	2.4%
15	1	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	33	78.6%
15	1	2.4%
54	1	2.4%
89	1	2.4%
93	1	2.4%
127	1	2.4%
141	1	2.4%
909	1	2.4%
967	1	2.4%
976	1	2.4%

Value	Count	Frequency (%)
976	1	2.4%
967	1	2.4%
909	1	2.4%
141	1	2.4%
127	1	2.4%
93	1	2.4%
89	1	2.4%
54	1	2.4%
15	1	2.4%
0	33	78.6%

기타
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	42
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1524.0952

Minimum	70
Maximum	6387
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	510.0 B

Quantile statistics

Minimum	70
5-th percentile	93.05
Q1	716.75
median	1192.5
Q3	1565
95-th percentile	4852.2
Maximum	6387
Range	6317
Interquartile range (IQR)	848.25

Descriptive statistics

Standard deviation	1472.5367
Coefficient of variation (CV)	0.96617107
Kurtosis	3.0650088
Mean	1524.0952
Median Absolute Deviation (MAD)	461
Skewness	1.8802748
Sum	64012
Variance	2168364.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
6387	1	2.4%
1012	1	2.4%
359	1	2.4%
565	1	2.4%
884	1	2.4%
1194	1	2.4%
1212	1	2.4%
1191	1	2.4%
1233	1	2.4%
1119	1	2.4%
Other values (32)	32	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
70	1	2.4%
77	1	2.4%
89	1	2.4%
170	1	2.4%
230	1	2.4%
297	1	2.4%
359	1	2.4%
465	1	2.4%
562	1	2.4%
565	1	2.4%

Value	Count	Frequency (%)
6387	1	2.4%
5134	1	2.4%
4860	1	2.4%
4704	1	2.4%
4313	1	2.4%
2960	1	2.4%
2501	1	2.4%
1840	1	2.4%
1828	1	2.4%
1756	1	2.4%

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	0.570	0.590	0.965	0.773	0.907	0.782	0.637	0.000	0.838	0.793	0.891	0.861	0.820	0.651	0.867
정무직	1.000	0.570	1.000	0.779	0.527	0.000	0.000	0.000	0.000	0.000	0.688	0.787	0.315	0.398	0.791	0.564	0.715
별정직	1.000	0.590	0.779	1.000	0.590	0.459	0.650	0.000	0.000	0.000	0.000	0.857	0.487	0.789	0.938	0.824	0.998
일반직	1.000	0.965	0.527	0.590	1.000	0.771	0.902	0.725	0.574	0.000	0.780	0.800	0.871	0.910	0.795	0.651	0.893
경찰	1.000	0.773	0.000	0.459	0.771	1.000	0.816	0.845	0.631	0.000	0.000	0.535	0.736	0.722	0.614	0.250	0.663
소방	1.000	0.907	0.000	0.650	0.902	0.816	1.000	0.698	0.865	0.000	0.880	0.834	0.908	0.894	0.856	0.827	0.897
교육직	1.000	0.782	0.000	0.000	0.725	0.845	0.698	1.000	0.648	0.000	0.746	0.000	0.622	0.570	0.000	0.000	0.000
법관검사	1.000	0.637	0.000	0.000	0.574	0.631	0.865	0.648	1.000	0.497	0.788	0.623	0.871	0.733	0.344	0.440	0.452
기능직	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.497	1.000	0.000	0.000	0.368	0.000	0.000	0.000	0.000
공안직	1.000	0.838	0.688	0.000	0.780	0.000	0.880	0.746	0.788	0.000	1.000	0.592	0.840	0.747	0.307	0.163	0.534
군무원	1.000	0.793	0.787	0.857	0.800	0.535	0.834	0.000	0.623	0.000	0.592	1.000	0.862	0.692	0.933	0.871	0.881
연구직	1.000	0.891	0.315	0.487	0.871	0.736	0.908	0.622	0.871	0.368	0.840	0.862	1.000	0.814	0.796	0.837	0.757
지도직	1.000	0.861	0.398	0.789	0.910	0.722	0.894	0.570	0.733	0.000	0.747	0.692	0.814	1.000	0.764	0.579	0.821
계약직	1.000	0.820	0.791	0.938	0.795	0.614	0.856	0.000	0.344	0.000	0.307	0.933	0.796	0.764	1.000	0.921	0.952
공중보건의	1.000	0.651	0.564	0.824	0.651	0.250	0.827	0.000	0.440	0.000	0.163	0.871	0.837	0.579	0.921	1.000	0.987
기타	1.000	0.867	0.715	0.998	0.893	0.663	0.897	0.000	0.452	0.000	0.534	0.881	0.757	0.821	0.952	0.987	1.000

Heatmap
Table

	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	공안직	군무원	연구직	지도직	계약직	공중보건의	기타	기능직
계	1.000	0.145	0.931	0.947	0.719	0.903	0.754	0.532	0.834	0.785	0.952	0.836	0.909	0.713	0.942	0.000
정무직	0.145	1.000	0.061	0.281	0.255	0.196	-0.053	-0.262	-0.149	0.270	0.084	0.201	0.074	0.285	0.240	0.000
별정직	0.931	0.061	1.000	0.846	0.658	0.877	0.714	0.610	0.848	0.747	0.923	0.744	0.952	0.711	0.903	0.000
일반직	0.947	0.281	0.846	1.000	0.661	0.884	0.604	0.393	0.745	0.773	0.927	0.859	0.814	0.711	0.935	0.000
경찰	0.719	0.255	0.658	0.661	1.000	0.648	0.450	0.247	0.575	0.721	0.650	0.702	0.648	0.553	0.663	0.000
소방	0.903	0.196	0.877	0.884	0.648	1.000	0.611	0.495	0.738	0.755	0.911	0.781	0.880	0.681	0.894	0.000
교육직	0.754	-0.053	0.714	0.604	0.450	0.611	1.000	0.725	0.736	0.468	0.704	0.573	0.750	0.406	0.655	0.000
법관검사	0.532	-0.262	0.610	0.393	0.247	0.495	0.725	1.000	0.751	0.335	0.593	0.391	0.654	0.017	0.468	0.199
공안직	0.834	-0.149	0.848	0.745	0.575	0.738	0.736	0.751	1.000	0.668	0.877	0.698	0.871	0.488	0.729	0.000
군무원	0.785	0.270	0.747	0.773	0.721	0.755	0.468	0.335	0.668	1.000	0.753	0.771	0.783	0.681	0.768	0.000
연구직	0.952	0.084	0.923	0.927	0.650	0.911	0.704	0.593	0.877	0.753	1.000	0.843	0.928	0.686	0.917	0.130
지도직	0.836	0.201	0.744	0.859	0.702	0.781	0.573	0.391	0.698	0.771	0.843	1.000	0.761	0.621	0.847	0.000
계약직	0.909	0.074	0.952	0.814	0.648	0.880	0.750	0.654	0.871	0.783	0.928	0.761	1.000	0.714	0.886	0.000
공중보건의	0.713	0.285	0.711	0.711	0.553	0.681	0.406	0.017	0.488	0.681	0.686	0.621	0.714	1.000	0.702	0.000
기타	0.942	0.240	0.903	0.935	0.663	0.894	0.655	0.468	0.729	0.768	0.917	0.847	0.886	0.702	1.000	0.000
기능직	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.199	0.000	0.000	0.130	0.000	0.000	0.000	0.000	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	정무직	별정직	일반직	경찰	소방	교육직	법관검사	공안직	군무원	연구직	지도직	계약직	공중보건의	기타
0	1년미만	50252	51	759	17714	3354	2169	12300	141	1116	2117	347	93	2795	909	6387
1	1년이상	64070	30	88	28631	5323	3524	11904	147	1682	4265	633	225	1791	967	4860
2	2년	57438	4	74	25630	4745	2777	12409	140	991	2854	601	272	1652	976	4313
3	3년	61921	4	54	27907	6826	3748	11894	131	1381	2273	507	282	2069	141	4704
4	4년	56309	0	77	25576	4343	4069	12401	120	1387	1198	504	249	1197	54	5134
5	5년	46286	0	57	20985	5215	3325	9370	160	1413	1257	502	263	690	89	2960
6	6년	45459	1	78	19795	4965	3131	11051	144	1439	905	450	213	659	127	2501
7	7년	44745	1	50	18885	5980	2365	12108	158	1164	888	470	196	559	93	1828
8	8년	42872	1	54	17202	6190	2173	12226	154	1233	843	382	168	475	15	1756
9	9년	38615	1	26	13690	6348	2185	11766	198	1124	693	375	172	429	0	1608

	구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관검사	기능직	공안직	군무원	연구직	지도직	계약직	기타
32	32년	26010	3	6	12200	3179	1425	6650	32	0	585	514	222	138	44	1012
33	33년	1871	0	0	944	598	94	81	1	0	31	28	18	1	5	70
34	33년초과	24364	15	8	9241	3737	802	8459	35	0	640	426	148	39	53	761
35	34년이상	22584	11	3	8306	4204	842	7421	23	1	486	384	107	59	35	702
36	35년	17934	1	5	5556	4157	459	6533	20	0	356	285	38	36	23	465
37	36년	12151	0	2	4115	2326	312	4619	8	0	98	276	41	37	20	297
38	37년	7187	0	4	2561	932	188	2989	9	0	43	176	13	28	14	230
39	38년	5838	0	1	1570	1546	96	2263	14	0	19	137	2	16	4	170
40	39년	3108	0	0	927	277	22	1707	7	0	5	79	1	3	3	77
41	40년이상	3194	1	0	1071	75	10	1894	9	0	3	37	1	0	4	89

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

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample