gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	39
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.9 KiB
Average record size in memory	155.4 B

Variable types

Text	1
Numeric	15
Categorical	1

Dataset

Description	직종별(정무직, 별정직, 일반직, 소방, 경찰, 교육직 등), 연령별 퇴직연금수급자 현황(퇴직당시 연령기준)에 대한 데이터입니다.
URL	https://www.data.go.kr/data/15054107/fileData.do

Alerts

`계` is highly overall correlated with `정무직` and 14 other fields	High correlation
`정무직` is highly overall correlated with `계` and 10 other fields	High correlation
`별정직` is highly overall correlated with `계` and 13 other fields	High correlation
`일반직` is highly overall correlated with `계` and 13 other fields	High correlation
`경찰` is highly overall correlated with `계` and 14 other fields	High correlation
`소방` is highly overall correlated with `계` and 14 other fields	High correlation
`교육직` is highly overall correlated with `계` and 12 other fields	High correlation
`법관_검사` is highly overall correlated with `계` and 12 other fields	High correlation
`기능직` is highly overall correlated with `계` and 11 other fields	High correlation
`공안직` is highly overall correlated with `계` and 14 other fields	High correlation
`군무원` is highly overall correlated with `계` and 13 other fields	High correlation
`연구직` is highly overall correlated with `계` and 13 other fields	High correlation
`지도직` is highly overall correlated with `계` and 13 other fields	High correlation
`계약직` is highly overall correlated with `계` and 13 other fields	High correlation
`기타` is highly overall correlated with `계` and 13 other fields	High correlation
`고용직` is highly overall correlated with `계` and 4 other fields	High correlation
`구분` has unique values	Unique
`계` has unique values	Unique
`정무직` has 2 (5.1%) zeros	Zeros
`별정직` has 4 (10.3%) zeros	Zeros
`일반직` has 6 (15.4%) zeros	Zeros
`경찰` has 12 (30.8%) zeros	Zeros
`소방` has 14 (35.9%) zeros	Zeros
`교육직` has 9 (23.1%) zeros	Zeros
`법관_검사` has 7 (17.9%) zeros	Zeros
`기능직` has 13 (33.3%) zeros	Zeros
`공안직` has 12 (30.8%) zeros	Zeros
`군무원` has 14 (35.9%) zeros	Zeros
`연구직` has 13 (33.3%) zeros	Zeros
`지도직` has 14 (35.9%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 05:14:21.821979
Analysis finished	2023-12-12 05:14:50.151761
Duration	28.33 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Text

UNIQUE

Distinct	39
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	444.0 B

Length

Max length	5
Median length	3
Mean length	3.1538462
Min length	3

Characters and Unicode

Total characters	123
Distinct characters	15
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	39 ?
Unique (%)	100.0%

Sample

1st row	38세미만
2nd row	38세이상
3rd row	39세
4th row	40세
5th row	41세

Value	Count	Frequency (%)
38세미만	1	2.6%
57세	1	2.6%
59세	1	2.6%
60세	1	2.6%
61세	1	2.6%
62세	1	2.6%
63세	1	2.6%
64세	1	2.6%
65세	1	2.6%
58세	1	2.6%
Other values (29)	29	74.4%

Most occurring characters

Value	Count	Frequency (%)
세	39	31.7%
4	14	11.4%
5	14	11.4%
6	13	10.6%
7	9	7.3%
3	7	5.7%
8	5	4.1%
9	4	3.3%
0	4	3.3%
1	4	3.3%
Other values (5)	10	8.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	78	63.4%
Other Letter	45	36.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	14	17.9%
5	14	17.9%
6	13	16.7%
7	9	11.5%
3	7	9.0%
8	5	6.4%
9	4	5.1%
0	4	5.1%
1	4	5.1%
2	4	5.1%

Other Letter

Value	Count	Frequency (%)
세	39	86.7%
이	2	4.4%
상	2	4.4%
미	1	2.2%
만	1	2.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	78	63.4%
Hangul	45	36.6%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	14	17.9%
5	14	17.9%
6	13	16.7%
7	9	11.5%
3	7	9.0%
8	5	6.4%
9	4	5.1%
0	4	5.1%
1	4	5.1%
2	4	5.1%

Hangul

Value	Count	Frequency (%)
세	39	86.7%
이	2	4.4%
상	2	4.4%
미	1	2.2%
만	1	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	78	63.4%
Hangul	45	36.6%

Most frequent character per block

Hangul

Value	Count	Frequency (%)
세	39	86.7%
이	2	4.4%
상	2	4.4%
미	1	2.2%
만	1	2.2%

ASCII

Value	Count	Frequency (%)
4	14	17.9%
5	14	17.9%
6	13	16.7%
7	9	11.5%
3	7	9.0%
8	5	6.4%
9	4	5.1%
0	4	5.1%
1	4	5.1%
2	4	5.1%

계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	39
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14000.256

Minimum	9
Maximum	141145
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	9
5-th percentile	16.3
Q1	610
median	5754
Q3	13497.5
95-th percentile	51883
Maximum	141145
Range	141136
Interquartile range (IQR)	12887.5

Descriptive statistics

Standard deviation	25816.037
Coefficient of variation (CV)	1.8439689
Kurtosis	15.516733
Mean	14000.256
Median Absolute Deviation (MAD)	5631
Skewness	3.5940417
Sum	546010
Variance	6.6646778 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
670	1	2.6%
550	1	2.6%
50912	1	2.6%
141145	1	2.6%
16302	1	2.6%
48353	1	2.6%
21525	1	2.6%
1619	1	2.6%
7639	1	2.6%
3193	1	2.6%
Other values (29)	29	74.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9	1	2.6%
10	1	2.6%
17	1	2.6%
21	1	2.6%
26	1	2.6%
51	1	2.6%
55	1	2.6%
99	1	2.6%
123	1	2.6%
550	1	2.6%

Value	Count	Frequency (%)
141145	1	2.6%
60622	1	2.6%
50912	1	2.6%
48353	1	2.6%
42240	1	2.6%
24091	1	2.6%
21525	1	2.6%
19380	1	2.6%
16302	1	2.6%
14709	1	2.6%

정무직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.487179

Minimum	0
Maximum	153
Zeros	2
Zeros (%)	5.1%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0.9
Q1	3
median	10
Q3	43.5
95-th percentile	132.9
Maximum	153
Range	153
Interquartile range (IQR)	40.5

Descriptive statistics

Standard deviation	46.320322
Coefficient of variation (CV)	1.3832255
Kurtosis	0.88975065
Mean	33.487179
Median Absolute Deviation (MAD)	9
Skewness	1.4882117
Sum	1306
Variance	2145.5722
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
3	5	12.8%
1	5	12.8%
0	2	5.1%
5	2	5.1%
8	2	5.1%
16	2	5.1%
113	2	5.1%
94	1	2.6%
12	1	2.6%
13	1	2.6%
Other values (16)	16	41.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	5.1%
1	5	12.8%
3	5	12.8%
4	1	2.6%
5	2	5.1%
6	1	2.6%
7	1	2.6%
8	2	5.1%
10	1	2.6%
12	1	2.6%

Value	Count	Frequency (%)
153	1	2.6%
150	1	2.6%
131	1	2.6%
113	2	5.1%
102	1	2.6%
94	1	2.6%
85	1	2.6%
52	1	2.6%
50	1	2.6%
37	1	2.6%

별정직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	79.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	233.82051

Minimum	0
Maximum	1447
Zeros	4
Zeros (%)	10.3%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.5
median	67
Q3	345.5
95-th percentile	864.5
Maximum	1447
Range	1447
Interquartile range (IQR)	341

Descriptive statistics

Standard deviation	329.0347
Coefficient of variation (CV)	1.4072106
Kurtosis	3.9531851
Mean	233.82051
Median Absolute Deviation (MAD)	67
Skewness	1.9010575
Sum	9119
Variance	108263.84
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	4	10.3%
10	2	5.1%
3	2	5.1%
1	2	5.1%
4	2	5.1%
5	2	5.1%
28	1	2.6%
41	1	2.6%
489	1	2.6%
854	1	2.6%
Other values (21)	21	53.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	10.3%
1	2	5.1%
3	2	5.1%
4	2	5.1%
5	2	5.1%
10	2	5.1%
25	1	2.6%
28	1	2.6%
34	1	2.6%
41	1	2.6%

Value	Count	Frequency (%)
1447	1	2.6%
959	1	2.6%
854	1	2.6%
694	1	2.6%
630	1	2.6%
615	1	2.6%
497	1	2.6%
489	1	2.6%
391	1	2.6%
362	1	2.6%

일반직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	32
Distinct (%)	82.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4976.359

Minimum	0
Maximum	88635
Zeros	6
Zeros (%)	15.4%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.5
median	1587
Q3	2717
95-th percentile	18171
Maximum	88635
Range	88635
Interquartile range (IQR)	2712.5

Descriptive statistics

Standard deviation	14638.553
Coefficient of variation (CV)	2.9416192
Kurtosis	29.737971
Mean	4976.359
Median Absolute Deviation (MAD)	1571
Skewness	5.2404505
Sum	194078
Variance	2.1428724 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	6	15.4%
1	3	7.7%
231	1	2.6%
4035	1	2.6%
5	1	2.6%
4	1	2.6%
16	1	2.6%
20	1	2.6%
23	1	2.6%
2887	1	2.6%
Other values (22)	22	56.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	15.4%
1	3	7.7%
4	1	2.6%
5	1	2.6%
16	1	2.6%
20	1	2.6%
23	1	2.6%
231	1	2.6%
233	1	2.6%
775	1	2.6%

Value	Count	Frequency (%)
88635	1	2.6%
23760	1	2.6%
17550	1	2.6%
14619	1	2.6%
6929	1	2.6%
5325	1	2.6%
4035	1	2.6%
3413	1	2.6%
2898	1	2.6%
2887	1	2.6%

경찰
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	28
Distinct (%)	71.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1211.8462

Minimum	0
Maximum	16950
Zeros	12
Zeros (%)	30.8%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	90
Q3	510
95-th percentile	5656.5
Maximum	16950
Range	16950
Interquartile range (IQR)	510

Descriptive statistics

Standard deviation	3205.2619
Coefficient of variation (CV)	2.6449413
Kurtosis	16.483307
Mean	1211.8462
Median Absolute Deviation (MAD)	90
Skewness	3.8969081
Sum	47262
Variance	10273704
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	12	30.8%
51	1	2.6%
679	1	2.6%
1	1	2.6%
2	1	2.6%
449	1	2.6%
16950	1	2.6%
5181	1	2.6%
4689	1	2.6%
9936	1	2.6%
Other values (18)	18	46.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	30.8%
1	1	2.6%
2	1	2.6%
11	1	2.6%
17	1	2.6%
31	1	2.6%
51	1	2.6%
53	1	2.6%
90	1	2.6%
137	1	2.6%

Value	Count	Frequency (%)
16950	1	2.6%
9936	1	2.6%
5181	1	2.6%
4689	1	2.6%
2341	1	2.6%
1791	1	2.6%
1218	1	2.6%
975	1	2.6%
679	1	2.6%
540	1	2.6%

소방
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	25
Distinct (%)	64.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	226.17949

Minimum	0
Maximum	4754
Zeros	14
Zeros (%)	35.9%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	15
Q3	96.5
95-th percentile	770
Maximum	4754
Range	4754
Interquartile range (IQR)	96.5

Descriptive statistics

Standard deviation	780.04483
Coefficient of variation (CV)	3.4487868
Kurtosis	31.814625
Mean	226.17949
Median Absolute Deviation (MAD)	15
Skewness	5.4685284
Sum	8821
Variance	608469.94
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	14	35.9%
15	2	5.1%
8	1	2.6%
112	1	2.6%
38	1	2.6%
4754	1	2.6%
725	1	2.6%
594	1	2.6%
1175	1	2.6%
307	1	2.6%
Other values (15)	15	38.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	35.9%
3	1	2.6%
4	1	2.6%
8	1	2.6%
12	1	2.6%
13	1	2.6%
15	2	5.1%
30	1	2.6%
36	1	2.6%
38	1	2.6%

Value	Count	Frequency (%)
4754	1	2.6%
1175	1	2.6%
725	1	2.6%
594	1	2.6%
307	1	2.6%
251	1	2.6%
180	1	2.6%
134	1	2.6%
118	1	2.6%
112	1	2.6%

교육직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	79.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4356.5641

Minimum	0
Maximum	47950
Zeros	9
Zeros (%)	23.1%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	96
median	1177
Q3	5696.5
95-th percentile	11897.6
Maximum	47950
Range	47950
Interquartile range (IQR)	5600.5

Descriptive statistics

Standard deviation	8493.6407
Coefficient of variation (CV)	1.9496191
Kurtosis	18.675434
Mean	4356.5641
Median Absolute Deviation (MAD)	1177
Skewness	3.9425345
Sum	169906
Variance	72141933
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	9	23.1%
194	1	2.6%
84	1	2.6%
3029	1	2.6%
7401	1	2.6%
1378	1	2.6%
21164	1	2.6%
47950	1	2.6%
10868	1	2.6%
9751	1	2.6%
Other values (21)	21	53.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	23.1%
84	1	2.6%
108	1	2.6%
175	1	2.6%
194	1	2.6%
287	1	2.6%
419	1	2.6%
614	1	2.6%
741	1	2.6%
842	1	2.6%

Value	Count	Frequency (%)
47950	1	2.6%
21164	1	2.6%
10868	1	2.6%
10242	1	2.6%
9751	1	2.6%
9563	1	2.6%
9437	1	2.6%
7785	1	2.6%
7401	1	2.6%
6443	1	2.6%

법관_검사
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	79.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.384615

Minimum	0
Maximum	186
Zeros	7
Zeros (%)	17.9%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5
median	26
Q3	86
95-th percentile	170.2
Maximum	186
Range	186
Interquartile range (IQR)	81

Descriptive statistics

Standard deviation	58.943155
Coefficient of variation (CV)	1.1041225
Kurtosis	-0.29566184
Mean	53.384615
Median Absolute Deviation (MAD)	26
Skewness	0.97340852
Sum	2082
Variance	3474.2955
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	7	17.9%
8	2	5.1%
56	2	5.1%
2	1	2.6%
3	1	2.6%
1	1	2.6%
26	1	2.6%
10	1	2.6%
22	1	2.6%
35	1	2.6%
Other values (21)	21	53.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	17.9%
1	1	2.6%
2	1	2.6%
3	1	2.6%
7	1	2.6%
8	2	5.1%
9	1	2.6%
10	1	2.6%
14	1	2.6%
15	1	2.6%

Value	Count	Frequency (%)
186	1	2.6%
181	1	2.6%
169	1	2.6%
157	1	2.6%
149	1	2.6%
143	1	2.6%
119	1	2.6%
107	1	2.6%
104	1	2.6%
88	1	2.6%

기능직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	69.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1460.2564

Minimum	0
Maximum	14332
Zeros	13
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1163
Q3	1814
95-th percentile	4411.7
Maximum	14332
Range	14332
Interquartile range (IQR)	1814

Descriptive statistics

Standard deviation	2460.0045
Coefficient of variation (CV)	1.6846387
Kurtosis	20.219524
Mean	1460.2564
Median Absolute Deviation (MAD)	1130
Skewness	4.0619838
Sum	56950
Variance	6051622
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	13	33.3%
33	1	2.6%
159	1	2.6%
1	1	2.6%
744	1	2.6%
1163	1	2.6%
5633	1	2.6%
4276	1	2.6%
14332	1	2.6%
2345	1	2.6%
Other values (17)	17	43.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	33.3%
1	1	2.6%
33	1	2.6%
159	1	2.6%
549	1	2.6%
744	1	2.6%
845	1	2.6%
1163	1	2.6%
1353	1	2.6%
1443	1	2.6%

Value	Count	Frequency (%)
14332	1	2.6%
5633	1	2.6%
4276	1	2.6%
2390	1	2.6%
2345	1	2.6%
2281	1	2.6%
1971	1	2.6%
1965	1	2.6%
1849	1	2.6%
1823	1	2.6%

고용직
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	12.8%
Missing	0
Missing (%)	0.0%
Memory size	444.0 B

0	27
1	5
2	4
3	2
5	1

Length

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

Unique

Unique	1 ?
Unique (%)	2.6%

Sample

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

Common Values

Value	Count	Frequency (%)
0	27	69.2%
1	5	12.8%
2	4	10.3%
3	2	5.1%
5	1	2.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	27	69.2%
1	5	12.8%
2	4	10.3%
3	2	5.1%
5	1	2.6%

공안직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	27
Distinct (%)	69.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	371.58974

Minimum	0
Maximum	3382
Zeros	12
Zeros (%)	30.8%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	67
Q3	338
95-th percentile	1568
Maximum	3382
Range	3382
Interquartile range (IQR)	338

Descriptive statistics

Standard deviation	699.68909
Coefficient of variation (CV)	1.8829613
Kurtosis	9.3517789
Mean	371.58974
Median Absolute Deviation (MAD)	67
Skewness	2.8934687
Sum	14492
Variance	489564.83
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	12	30.8%
1	2	5.1%
10	1	2.6%
6	1	2.6%
67	1	2.6%
3382	1	2.6%
1271	1	2.6%
1490	1	2.6%
2270	1	2.6%
1042	1	2.6%
Other values (17)	17	43.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	30.8%
1	2	5.1%
6	1	2.6%
10	1	2.6%
18	1	2.6%
19	1	2.6%
46	1	2.6%
67	1	2.6%
82	1	2.6%
110	1	2.6%

Value	Count	Frequency (%)
3382	1	2.6%
2270	1	2.6%
1490	1	2.6%
1271	1	2.6%
1042	1	2.6%
922	1	2.6%
698	1	2.6%
601	1	2.6%
473	1	2.6%
378	1	2.6%

군무원
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	59.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	368.64103

Minimum	0
Maximum	3675
Zeros	14
Zeros (%)	35.9%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	14
Q3	201
95-th percentile	2493.8
Maximum	3675
Range	3675
Interquartile range (IQR)	201

Descriptive statistics

Standard deviation	821.78085
Coefficient of variation (CV)	2.229217
Kurtosis	8.0429241
Mean	368.64103
Median Absolute Deviation (MAD)	14
Skewness	2.8579763
Sum	14377
Variance	675323.76
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	14	35.9%
12	2	5.1%
57	2	5.1%
1	2	5.1%
324	1	2.6%
3675	1	2.6%
991	1	2.6%
2636	1	2.6%
2478	1	2.6%
1280	1	2.6%
Other values (13)	13	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	35.9%
1	2	5.1%
9	1	2.6%
12	2	5.1%
14	1	2.6%
20	1	2.6%
27	1	2.6%
32	1	2.6%
57	2	5.1%
70	1	2.6%

Value	Count	Frequency (%)
3675	1	2.6%
2636	1	2.6%
2478	1	2.6%
1280	1	2.6%
991	1	2.6%
961	1	2.6%
629	1	2.6%
443	1	2.6%
324	1	2.6%
220	1	2.6%

연구직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	83.846154

Minimum	0
Maximum	1581
Zeros	13
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	11
Q3	38
95-th percentile	292.4
Maximum	1581
Range	1581
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	259.79724
Coefficient of variation (CV)	3.0984992
Kurtosis	30.811674
Mean	83.846154
Median Absolute Deviation (MAD)	11
Skewness	5.3483593
Sum	3270
Variance	67494.607
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	13	33.3%
19	2	5.1%
5	1	2.6%
34	1	2.6%
1	1	2.6%
104	1	2.6%
1581	1	2.6%
377	1	2.6%
283	1	2.6%
252	1	2.6%
Other values (16)	16	41.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	33.3%
1	1	2.6%
4	1	2.6%
5	1	2.6%
7	1	2.6%
9	1	2.6%
10	1	2.6%
11	1	2.6%
13	1	2.6%
19	2	5.1%

Value	Count	Frequency (%)
1581	1	2.6%
377	1	2.6%
283	1	2.6%
252	1	2.6%
136	1	2.6%
104	1	2.6%
84	1	2.6%
70	1	2.6%
61	1	2.6%
39	1	2.6%

지도직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	26
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	118.28205

Minimum	0
Maximum	1625
Zeros	14
Zeros (%)	35.9%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	14
Q3	59.5
95-th percentile	660.3
Maximum	1625
Range	1625
Interquartile range (IQR)	59.5

Descriptive statistics

Standard deviation	303.05636
Coefficient of variation (CV)	2.56215
Kurtosis	16.577035
Mean	118.28205
Median Absolute Deviation (MAD)	14
Skewness	3.8470329
Sum	4613
Variance	91843.155
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0	14	35.9%
51	1	2.6%
1	1	2.6%
205	1	2.6%
1625	1	2.6%
651	1	2.6%
551	1	2.6%
744	1	2.6%
172	1	2.6%
117	1	2.6%
Other values (16)	16	41.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	35.9%
1	1	2.6%
3	1	2.6%
4	1	2.6%
8	1	2.6%
11	1	2.6%
14	1	2.6%
15	1	2.6%
16	1	2.6%
17	1	2.6%

Value	Count	Frequency (%)
1625	1	2.6%
744	1	2.6%
651	1	2.6%
551	1	2.6%
205	1	2.6%
172	1	2.6%
117	1	2.6%
91	1	2.6%
75	1	2.6%
68	1	2.6%

계약직
Real number (ℝ)

HIGH CORRELATION

Distinct	34
Distinct (%)	87.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.666667

Minimum	1
Maximum	277
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	1
5-th percentile	6.5
Q1	22.5
median	43
Q3	73.5
95-th percentile	158.1
Maximum	277
Range	276
Interquartile range (IQR)	51

Descriptive statistics

Standard deviation	59.8715
Coefficient of variation (CV)	0.95539627
Kurtosis	4.330082
Mean	62.666667
Median Absolute Deviation (MAD)	25
Skewness	1.9370186
Sum	2444
Variance	3584.5965
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
66	2	5.1%
36	2	5.1%
21	2	5.1%
43	2	5.1%
74	2	5.1%
7	1	2.6%
40	1	2.6%
59	1	2.6%
32	1	2.6%
24	1	2.6%
Other values (24)	24	61.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	2.6%
2	1	2.6%
7	1	2.6%
8	1	2.6%
10	1	2.6%
11	1	2.6%
12	1	2.6%
17	1	2.6%
21	2	5.1%
24	1	2.6%

Value	Count	Frequency (%)
277	1	2.6%
231	1	2.6%
150	1	2.6%
148	1	2.6%
141	1	2.6%
119	1	2.6%
105	1	2.6%
88	1	2.6%
74	2	5.1%
73	1	2.6%

기타
Real number (ℝ)

HIGH CORRELATION

Distinct	37
Distinct (%)	94.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	442.71795

Minimum	2
Maximum	8361
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	483.0 B

Quantile statistics

Minimum	2
5-th percentile	5.8
Q1	35
median	93
Q3	198
95-th percentile	1170.9
Maximum	8361
Range	8359
Interquartile range (IQR)	163

Descriptive statistics

Standard deviation	1355.5851
Coefficient of variation (CV)	3.0619609
Kurtosis	32.673411
Mean	442.71795
Median Absolute Deviation (MAD)	69
Skewness	5.5477547
Sum	17266
Variance	1837610.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
105	2	5.1%
35	2	5.1%
57	1	2.6%
1863	1	2.6%
8361	1	2.6%
180	1	2.6%
171	1	2.6%
163	1	2.6%
140	1	2.6%
125	1	2.6%
Other values (27)	27	69.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	2.6%
4	1	2.6%
6	1	2.6%
8	1	2.6%
10	1	2.6%
13	1	2.6%
24	1	2.6%
29	1	2.6%
33	1	2.6%
35	2	5.1%

Value	Count	Frequency (%)
8361	1	2.6%
1863	1	2.6%
1094	1	2.6%
989	1	2.6%
801	1	2.6%
681	1	2.6%
521	1	2.6%
419	1	2.6%
311	1	2.6%
216	1	2.6%

Phik (φk)
Auto

Heatmap
Table

	구분	계	정무직	별정직	일반직	경찰	소방	교육직	법관_검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	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	0.883	0.933	0.975	0.991	0.994	0.766	0.637	0.851	0.663	0.918	0.910	0.975	0.910	0.848	0.975
정무직	1.000	0.883	1.000	0.841	0.754	0.870	0.860	0.862	0.712	0.721	0.600	0.854	0.835	0.754	0.828	0.855	0.754
별정직	1.000	0.933	0.841	1.000	0.988	0.946	0.997	0.687	0.794	0.889	0.698	0.940	0.924	0.988	0.908	0.928	0.988
일반직	1.000	0.975	0.754	0.988	1.000	1.000	0.989	0.446	0.691	0.828	0.494	0.920	0.920	1.000	0.864	0.997	1.000
경찰	1.000	0.991	0.870	0.946	1.000	1.000	1.000	0.607	0.654	0.911	0.675	0.937	0.952	1.000	0.921	0.901	1.000
소방	1.000	0.994	0.860	0.997	0.989	1.000	1.000	0.446	0.653	0.828	0.666	0.950	0.950	0.989	0.864	0.969	0.989
교육직	1.000	0.766	0.862	0.687	0.446	0.607	0.446	1.000	0.622	0.645	0.000	0.658	0.626	0.446	0.838	0.747	0.446
법관_검사	1.000	0.637	0.712	0.794	0.691	0.654	0.653	0.622	1.000	0.845	0.000	0.710	0.722	0.691	0.707	0.676	0.691
기능직	1.000	0.851	0.721	0.889	0.828	0.911	0.828	0.645	0.845	1.000	0.847	0.872	0.860	0.828	0.945	0.800	0.828
고용직	1.000	0.663	0.600	0.698	0.494	0.675	0.666	0.000	0.000	0.847	1.000	0.726	0.690	0.494	0.753	0.367	0.494
공안직	1.000	0.918	0.854	0.940	0.920	0.937	0.950	0.658	0.710	0.872	0.726	1.000	0.988	0.920	0.895	0.837	0.920
군무원	1.000	0.910	0.835	0.924	0.920	0.952	0.950	0.626	0.722	0.860	0.690	0.988	1.000	0.920	0.917	0.872	0.920
연구직	1.000	0.975	0.754	0.988	1.000	1.000	0.989	0.446	0.691	0.828	0.494	0.920	0.920	1.000	0.864	0.997	1.000
지도직	1.000	0.910	0.828	0.908	0.864	0.921	0.864	0.838	0.707	0.945	0.753	0.895	0.917	0.864	1.000	0.869	0.864
계약직	1.000	0.848	0.855	0.928	0.997	0.901	0.969	0.747	0.676	0.800	0.367	0.837	0.872	0.997	0.869	1.000	0.997
기타	1.000	0.975	0.754	0.988	1.000	1.000	0.989	0.446	0.691	0.828	0.494	0.920	0.920	1.000	0.864	0.997	1.000

Heatmap
Table

	계	정무직	별정직	일반직	경찰	소방	교육직	법관_검사	기능직	공안직	군무원	연구직	지도직	계약직	기타	고용직
계	1.000	0.770	0.895	0.862	0.829	0.762	0.951	0.754	0.606	0.776	0.734	0.780	0.809	0.970	0.917	0.513
정무직	0.770	1.000	0.674	0.615	0.577	0.544	0.768	0.497	0.300	0.540	0.498	0.555	0.595	0.770	0.877	0.369
별정직	0.895	0.674	1.000	0.980	0.966	0.944	0.779	0.817	0.813	0.947	0.919	0.939	0.954	0.902	0.854	0.498
일반직	0.862	0.615	0.980	1.000	0.985	0.970	0.735	0.806	0.835	0.967	0.951	0.968	0.970	0.871	0.815	0.414
경찰	0.829	0.577	0.966	0.985	1.000	0.987	0.684	0.790	0.841	0.982	0.971	0.972	0.975	0.844	0.765	0.527
소방	0.762	0.544	0.944	0.970	0.987	1.000	0.604	0.772	0.863	0.987	0.986	0.974	0.967	0.776	0.717	0.588
교육직	0.951	0.768	0.779	0.735	0.684	0.604	1.000	0.671	0.446	0.606	0.565	0.645	0.669	0.931	0.889	0.000
법관_검사	0.754	0.497	0.817	0.806	0.790	0.772	0.671	1.000	0.737	0.780	0.767	0.744	0.746	0.729	0.687	0.000
기능직	0.606	0.300	0.813	0.835	0.841	0.863	0.446	0.737	1.000	0.864	0.869	0.833	0.817	0.604	0.504	0.479
공안직	0.776	0.540	0.947	0.967	0.982	0.987	0.606	0.780	0.864	1.000	0.987	0.954	0.958	0.782	0.727	0.560
군무원	0.734	0.498	0.919	0.951	0.971	0.986	0.565	0.767	0.869	0.987	1.000	0.948	0.933	0.742	0.692	0.518
연구직	0.780	0.555	0.939	0.968	0.972	0.974	0.645	0.744	0.833	0.954	0.948	1.000	0.972	0.801	0.726	0.414
지도직	0.809	0.595	0.954	0.970	0.975	0.967	0.669	0.746	0.817	0.958	0.933	0.972	1.000	0.809	0.735	0.371
계약직	0.970	0.770	0.902	0.871	0.844	0.776	0.931	0.729	0.604	0.782	0.742	0.801	0.809	1.000	0.930	0.213
기타	0.917	0.877	0.854	0.815	0.765	0.717	0.889	0.687	0.504	0.727	0.692	0.726	0.735	0.930	1.000	0.414
고용직	0.513	0.369	0.498	0.414	0.527	0.588	0.000	0.000	0.479	0.560	0.518	0.414	0.371	0.213	0.414	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	법관_검사	기능직	고용직	공안직	군무원	연구직	지도직	계약직	기타
0	38세미만	670	0	10	231	51	8	194	8	33	2	10	12	5	0	49	57
1	38세이상	550	1	3	233	11	3	84	2	159	1	6	1	9	3	21	13
2	39세	1579	1	25	775	17	4	108	7	549	2	18	14	10	4	21	24
3	40세	2475	1	34	1260	31	12	175	9	845	3	19	9	4	8	36	29
4	41세	3514	0	51	1587	53	13	287	15	1353	1	46	12	13	15	27	41
5	42세	4022	1	67	1563	90	15	419	14	1657	0	82	20	7	16	36	35
6	43세	4825	3	90	1706	137	15	614	24	1971	3	110	27	19	14	41	51
7	44세	5562	5	118	1737	183	39	741	64	2390	0	136	32	20	17	38	42
8	45세	5810	3	131	1833	201	30	842	84	2281	0	197	57	11	11	64	65
9	46세	5754	7	170	1829	264	46	965	104	1965	0	213	57	19	22	43	50

	구분	계	정무직	별정직	일반직	교육직	법관_검사	공안직	계약직	기타
29	66세	3193	10	4	5	3029	8	0	32	105
30	67세	123	13	4	1	0	0	0	24	81
31	68세	99	12	5	1	0	1	1	17	62
32	69세	55	8	1	1	0	3	0	7	35
33	70세	51	5	1	0	0	0	0	12	33
34	71세	26	3	3	0	0	0	0	10	10
35	72세	10	1	0	0	0	0	0	1	8
36	73세	17	3	0	0	0	0	0	8	6
37	74세	9	3	0	0	0	0	0	2	4
38	75세이상	21	8	0	0	0	0	0	11	2

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