gimi9 Pandas Profiling

Dataset statistics

Number of variables	10
Number of observations	41
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.7 KiB
Average record size in memory	93.2 B

Variable types

Numeric	10

Dataset

Description	퇴직사유(정년퇴직, 당연퇴직, 일반퇴직, 사망 등)별 퇴직자 추이에 대한 데이터입니다. 1982년부터 시작되며 연 단위로 구분됩니다.
URL	https://www.data.go.kr/data/15054059/fileData.do

Alerts

`구분` is highly overall correlated with `의원면직` and 5 other fields	High correlation
`계` is highly overall correlated with `명예퇴직` and 2 other fields	High correlation
`의원면직` is highly overall correlated with `구분` and 5 other fields	High correlation
`명예퇴직` is highly overall correlated with `구분` and 5 other fields	High correlation
`정년퇴직` is highly overall correlated with `구분` and 6 other fields	High correlation
`일반퇴직` is highly overall correlated with `구분` and 7 other fields	High correlation
`당연퇴직` is highly overall correlated with `일반퇴직`	High correlation
`직권면직` is highly overall correlated with `구분` and 4 other fields	High correlation
`사망` is highly overall correlated with `구분` and 5 other fields	High correlation
`구분` has unique values	Unique
`계` has unique values	Unique
`정년퇴직` has unique values	Unique
`당연퇴직` has unique values	Unique
`사망` has unique values	Unique
`기타` has unique values	Unique
`의원면직` has 9 (22.0%) zeros	Zeros
`명예퇴직` has 14 (34.1%) zeros	Zeros
`일반퇴직` has 32 (78.0%) zeros	Zeros
`직권면직` has 1 (2.4%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 14:40:39.596478
Analysis finished	2023-12-12 14:40:50.288763
Duration	10.69 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2002

Minimum	1982
Maximum	2022
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	1982
5-th percentile	1984
Q1	1992
median	2002
Q3	2012
95-th percentile	2020
Maximum	2022
Range	40
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	11.979149
Coefficient of variation (CV)	0.0059835907
Kurtosis	-1.2
Mean	2002
Median Absolute Deviation (MAD)	10
Skewness	0
Sum	82082
Variance	143.5
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
1982	1	2.4%
2013	1	2.4%
2005	1	2.4%
2006	1	2.4%
2007	1	2.4%
2008	1	2.4%
2009	1	2.4%
2010	1	2.4%
2011	1	2.4%
2012	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1982	1	2.4%
1983	1	2.4%
1984	1	2.4%
1985	1	2.4%
1986	1	2.4%
1987	1	2.4%
1988	1	2.4%
1989	1	2.4%
1990	1	2.4%
1991	1	2.4%

Value	Count	Frequency (%)
2022	1	2.4%
2021	1	2.4%
2020	1	2.4%
2019	1	2.4%
2018	1	2.4%
2017	1	2.4%
2016	1	2.4%
2015	1	2.4%
2014	1	2.4%
2013	1	2.4%

계
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36509.317

Minimum	23095
Maximum	94797
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	23095
5-th percentile	24496
Q1	28820
median	34757
Q3	38844
95-th percentile	54993
Maximum	94797
Range	71702
Interquartile range (IQR)	10024

Descriptive statistics

Standard deviation	12973.485
Coefficient of variation (CV)	0.35534725
Kurtosis	9.6518802
Mean	36509.317
Median Absolute Deviation (MAD)	5393
Skewness	2.6326078
Sum	1496882
Variance	1.6831132 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
38844	1	2.4%
29364	1	2.4%
34757	1	2.4%
30021	1	2.4%
30909	1	2.4%
36934	1	2.4%
24280	1	2.4%
30035	1	2.4%
26163	1	2.4%
35408	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23095	1	2.4%
24280	1	2.4%
24496	1	2.4%
24651	1	2.4%
24899	1	2.4%
25589	1	2.4%
26163	1	2.4%
27129	1	2.4%
27384	1	2.4%
27866	1	2.4%

Value	Count	Frequency (%)
94797	1	2.4%
64345	1	2.4%
54993	1	2.4%
54900	1	2.4%
47319	1	2.4%
44676	1	2.4%
44010	1	2.4%
42907	1	2.4%
40340	1	2.4%
39781	1	2.4%

의원면직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	33
Distinct (%)	80.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11115.317

Minimum	0
Maximum	33498
Zeros	9
Zeros (%)	22.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4986
median	9006
Q3	17889
95-th percentile	25086
Maximum	33498
Range	33498
Interquartile range (IQR)	12903

Descriptive statistics

Standard deviation	9144.176
Coefficient of variation (CV)	0.82266443
Kurtosis	-0.59312399
Mean	11115.317
Median Absolute Deviation (MAD)	8010
Skewness	0.47560045
Sum	455728
Variance	83615954
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	9	22.0%
33498	1	2.4%
5482	1	2.4%
11685	1	2.4%
9006	1	2.4%
7261	1	2.4%
6296	1	2.4%
5715	1	2.4%
5741	1	2.4%
5824	1	2.4%
Other values (23)	23	56.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	22.0%
4677	1	2.4%
4986	1	2.4%
5026	1	2.4%
5330	1	2.4%
5482	1	2.4%
5601	1	2.4%
5715	1	2.4%
5741	1	2.4%
5824	1	2.4%

Value	Count	Frequency (%)
33498	1	2.4%
30237	1	2.4%
25086	1	2.4%
21902	1	2.4%
21481	1	2.4%
21372	1	2.4%
20704	1	2.4%
20681	1	2.4%
19342	1	2.4%
18168	1	2.4%

명예퇴직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	28
Distinct (%)	68.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6568.2195

Minimum	0
Maximum	35409
Zeros	14
Zeros (%)	34.1%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3944
Q3	10497
95-th percentile	17369
Maximum	35409
Range	35409
Interquartile range (IQR)	10497

Descriptive statistics

Standard deviation	7409.4395
Coefficient of variation (CV)	1.1280743
Kurtosis	4.3431112
Mean	6568.2195
Median Absolute Deviation (MAD)	3944
Skewness	1.6905925
Sum	269297
Variance	54899794
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	14	34.1%
6226	1	2.4%
13887	1	2.4%
12780	1	2.4%
12721	1	2.4%
10693	1	2.4%
10497	1	2.4%
9261	1	2.4%
10297	1	2.4%
15298	1	2.4%
Other values (18)	18	43.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	34.1%
2738	1	2.4%
2875	1	2.4%
3122	1	2.4%
3231	1	2.4%
3482	1	2.4%
3621	1	2.4%
3944	1	2.4%
5387	1	2.4%
6226	1	2.4%

Value	Count	Frequency (%)
35409	1	2.4%
20342	1	2.4%
17369	1	2.4%
15298	1	2.4%
14816	1	2.4%
13887	1	2.4%
12780	1	2.4%
12721	1	2.4%
12381	1	2.4%
10693	1	2.4%

정년퇴직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9751.4634

Minimum	2386
Maximum	23870
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	2386
5-th percentile	3159
Q1	5040
median	8050
Q3	14349
95-th percentile	19338
Maximum	23870
Range	21484
Interquartile range (IQR)	9309

Descriptive statistics

Standard deviation	5546.2721
Coefficient of variation (CV)	0.56876306
Kurtosis	-0.47951608
Mean	9751.4634
Median Absolute Deviation (MAD)	3714
Skewness	0.6248832
Sum	399810
Variance	30761135
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
2386	1	2.4%
7527	1	2.4%
9612	1	2.4%
13660	1	2.4%
11544	1	2.4%
11270	1	2.4%
6246	1	2.4%
11055	1	2.4%
6426	1	2.4%
12020	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2386	1	2.4%
3120	1	2.4%
3159	1	2.4%
3310	1	2.4%
3440	1	2.4%
3576	1	2.4%
3625	1	2.4%
4336	1	2.4%
4355	1	2.4%
4771	1	2.4%

Value	Count	Frequency (%)
23870	1	2.4%
20180	1	2.4%
19338	1	2.4%
17377	1	2.4%
17261	1	2.4%
16362	1	2.4%
15871	1	2.4%
15823	1	2.4%
14839	1	2.4%
14452	1	2.4%

일반퇴직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	24.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2628.122

Minimum	0
Maximum	19595
Zeros	32
Zeros (%)	78.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	13935
Maximum	19595
Range	19595
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5279.9234
Coefficient of variation (CV)	2.00901
Kurtosis	2.2302526
Mean	2628.122
Median Absolute Deviation (MAD)	0
Skewness	1.8239592
Sum	107753
Variance	27877591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	32	78.0%
9892	1	2.4%
8609	1	2.4%
10448	1	2.4%
9167	1	2.4%
10037	1	2.4%
10350	1	2.4%
13935	1	2.4%
15720	1	2.4%
19595	1	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	32	78.0%
8609	1	2.4%
9167	1	2.4%
9892	1	2.4%
10037	1	2.4%
10350	1	2.4%
10448	1	2.4%
13935	1	2.4%
15720	1	2.4%
19595	1	2.4%

Value	Count	Frequency (%)
19595	1	2.4%
15720	1	2.4%
13935	1	2.4%
10448	1	2.4%
10350	1	2.4%
10037	1	2.4%
9892	1	2.4%
9167	1	2.4%
8609	1	2.4%
0	32	78.0%

당연퇴직
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1817.4146

Minimum	172
Maximum	5425
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	172
5-th percentile	191
Q1	536
median	1187
Q3	3364
95-th percentile	4403
Maximum	5425
Range	5253
Interquartile range (IQR)	2828

Descriptive statistics

Standard deviation	1601.6493
Coefficient of variation (CV)	0.88127898
Kurtosis	-0.85523299
Mean	1817.4146
Median Absolute Deviation (MAD)	979
Skewness	0.67762215
Sum	74514
Variance	2565280.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
564	1	2.4%
799	1	2.4%
3654	1	2.4%
5425	1	2.4%
4403	1	2.4%
1187	1	2.4%
1836	1	2.4%
1591	1	2.4%
613	1	2.4%
3534	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
172	1	2.4%
186	1	2.4%
191	1	2.4%
195	1	2.4%
208	1	2.4%
216	1	2.4%
245	1	2.4%
264	1	2.4%
408	1	2.4%
480	1	2.4%

Value	Count	Frequency (%)
5425	1	2.4%
5233	1	2.4%
4403	1	2.4%
4115	1	2.4%
4049	1	2.4%
3654	1	2.4%
3568	1	2.4%
3539	1	2.4%
3534	1	2.4%
3460	1	2.4%

직권면직
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	39
Distinct (%)	95.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1849.4634

Minimum	0
Maximum	16253
Zeros	1
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	3
Q1	74
median	492
Q3	1381
95-th percentile	11650
Maximum	16253
Range	16253
Interquartile range (IQR)	1307

Descriptive statistics

Standard deviation	3624.6158
Coefficient of variation (CV)	1.9598202
Kurtosis	8.3897993
Mean	1849.4634
Median Absolute Deviation (MAD)	487
Skewness	2.9307405
Sum	75828
Variance	13137840
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
112	2	4.9%
5	2	4.9%
146	1	2.4%
276	1	2.4%
11650	1	2.4%
74	1	2.4%
96	1	2.4%
164	1	2.4%
121	1	2.4%
298	1	2.4%
Other values (29)	29	70.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.4%
1	1	2.4%
3	1	2.4%
4	1	2.4%
5	2	4.9%
6	1	2.4%
9	1	2.4%
28	1	2.4%
61	1	2.4%
74	1	2.4%

Value	Count	Frequency (%)
16253	1	2.4%
13187	1	2.4%
11650	1	2.4%
4206	1	2.4%
4145	1	2.4%
3947	1	2.4%
3883	1	2.4%
3123	1	2.4%
1836	1	2.4%
1445	1	2.4%

사망
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1162.6829

Minimum	653
Maximum	2145
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	653
5-th percentile	680
Q1	835
median	945
Q3	1520
95-th percentile	1783
Maximum	2145
Range	1492
Interquartile range (IQR)	685

Descriptive statistics

Standard deviation	423.83761
Coefficient of variation (CV)	0.36453413
Kurtosis	-1.132698
Mean	1162.6829
Median Absolute Deviation (MAD)	234
Skewness	0.54095517
Sum	47670
Variance	179638.32
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
1384	1	2.4%
836	1	2.4%
901	1	2.4%
844	1	2.4%
826	1	2.4%
858	1	2.4%
835	1	2.4%
830	1	2.4%
875	1	2.4%
837	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
653	1	2.4%
672	1	2.4%
680	1	2.4%
711	1	2.4%
729	1	2.4%
735	1	2.4%
748	1	2.4%
763	1	2.4%
826	1	2.4%
830	1	2.4%

Value	Count	Frequency (%)
2145	1	2.4%
1813	1	2.4%
1783	1	2.4%
1756	1	2.4%
1745	1	2.4%
1725	1	2.4%
1708	1	2.4%
1704	1	2.4%
1565	1	2.4%
1558	1	2.4%

기타
Real number (ℝ)

UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1616.6341

Minimum	191
Maximum	6511
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	191
5-th percentile	290
Q1	407
median	609
Q3	1893
95-th percentile	5720
Maximum	6511
Range	6320
Interquartile range (IQR)	1486

Descriptive statistics

Standard deviation	1865.5731
Coefficient of variation (CV)	1.153986
Kurtosis	0.72006738
Mean	1616.6341
Median Absolute Deviation (MAD)	256
Skewness	1.4516576
Sum	66282
Variance	3480363.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
512	1	2.4%
4948	1	2.4%
487	1	2.4%
333	1	2.4%
1221	1	2.4%
5318	1	2.4%
4116	1	2.4%
4611	1	2.4%
5720	1	2.4%
5760	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
191	1	2.4%
278	1	2.4%
290	1	2.4%
325	1	2.4%
333	1	2.4%
382	1	2.4%
386	1	2.4%
389	1	2.4%
392	1	2.4%
396	1	2.4%

Value	Count	Frequency (%)
6511	1	2.4%
5760	1	2.4%
5720	1	2.4%
5318	1	2.4%
4948	1	2.4%
4611	1	2.4%
4116	1	2.4%
3639	1	2.4%
2872	1	2.4%
2642	1	2.4%

Phik (φk)
Auto

Heatmap
Table

	구분	계	의원면직	명예퇴직	정년퇴직	일반퇴직	당연퇴직	직권면직	사망	기타
구분	1.000	0.668	0.790	0.756	0.847	0.577	0.787	0.268	0.823	0.784
계	0.668	1.000	0.354	0.947	0.789	0.743	0.000	0.757	0.666	0.000
의원면직	0.790	0.354	1.000	0.457	0.473	0.156	0.525	0.272	0.760	0.000
명예퇴직	0.756	0.947	0.457	1.000	0.732	0.409	0.280	0.765	0.593	0.000
정년퇴직	0.847	0.789	0.473	0.732	1.000	0.861	0.000	0.657	0.532	0.000
일반퇴직	0.577	0.743	0.156	0.409	0.861	1.000	0.000	0.000	0.220	0.000
당연퇴직	0.787	0.000	0.525	0.280	0.000	0.000	1.000	0.306	0.000	0.879
직권면직	0.268	0.757	0.272	0.765	0.657	0.000	0.306	1.000	0.610	0.531
사망	0.823	0.666	0.760	0.593	0.532	0.220	0.000	0.610	1.000	0.000
기타	0.784	0.000	0.000	0.000	0.000	0.000	0.879	0.531	0.000	1.000

Heatmap
Table

	구분	계	의원면직	명예퇴직	정년퇴직	일반퇴직	당연퇴직	직권면직	사망	기타
구분	1.000	0.361	-0.953	0.806	0.836	0.722	-0.223	-0.775	-0.876	0.055
계	0.361	1.000	-0.211	0.579	0.572	0.555	-0.225	-0.101	-0.303	0.047
의원면직	-0.953	-0.211	1.000	-0.751	-0.773	-0.714	0.264	0.782	0.877	0.012
명예퇴직	0.806	0.579	-0.751	1.000	0.816	0.574	-0.106	-0.496	-0.743	0.018
정년퇴직	0.836	0.572	-0.773	0.816	1.000	0.650	-0.064	-0.550	-0.708	-0.008
일반퇴직	0.722	0.555	-0.714	0.574	0.650	1.000	-0.685	-0.711	-0.694	-0.262
당연퇴직	-0.223	-0.225	0.264	-0.106	-0.064	-0.685	1.000	0.483	0.355	0.233
직권면직	-0.775	-0.101	0.782	-0.496	-0.550	-0.711	0.483	1.000	0.807	0.122
사망	-0.876	-0.303	0.877	-0.743	-0.708	-0.694	0.355	0.807	1.000	0.102
기타	0.055	0.047	0.012	0.018	-0.008	-0.262	0.233	0.122	0.102	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	의원면직	정년퇴직	당연퇴직	직권면직	사망	기타
0	1982	38844	33498	2386	564	500	1384	512
1	1983	36604	30237	3159	264	1010	1458	476
2	1984	34768	25086	3440	245	4145	1463	389
3	1985	28820	21481	3625	581	1445	1398	290
4	1986	24651	18168	3310	587	750	1558	278
5	1987	25589	16369	3120	641	3123	2145	191
6	1988	27129	15839	3576	1401	3883	1565	865
7	1989	24496	15320	4355	645	986	1520	1670
8	1990	27866	17889	5040	654	875	1515	1893
9	1991	30811	20704	4771	686	1298	1725	1627

	구분	계	의원면직	명예퇴직	정년퇴직	일반퇴직	당연퇴직	직권면직	사망	기타
31	2013	29364	5330	9863	7527	0	799	61	836	4948
32	2014	44010	0	17369	14452	9892	408	28	763	1098
33	2015	40340	0	15298	14349	8609	480	9	838	757
34	2016	38398	0	10297	15823	10448	536	5	680	609
35	2017	37059	0	9261	17261	9167	195	0	729	446
36	2018	37710	0	10497	15871	10037	186	1	711	407
37	2019	39781	0	10693	17377	10350	172	5	653	531
38	2020	47319	0	12721	19338	13935	208	3	672	442
39	2021	44676	0	12780	14839	15720	216	4	735	382
40	2022	54993	0	13887	20180	19595	191	6	748	386

Overview

Variables

Interactions

Correlations

Missing values

Sample