gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	41
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.0 KiB
Average record size in memory	174.2 B

Variable types

Numeric	19

Dataset

Description	연도별 공무원연금 수입계(기여금, 연금부담금, 정부보전금 등), 지출계(연금급여, 퇴직수당, 관리운영비 등) 수지내역 현황
URL	https://www.data.go.kr/data/15054072/fileData.do

Alerts

`구분` is highly overall correlated with `수입계(A)` and 12 other fields	High correlation
`수입계(A)` is highly overall correlated with `구분` and 12 other fields	High correlation
`기여금` is highly overall correlated with `구분` and 12 other fields	High correlation
`연금부담금` is highly overall correlated with `구분` and 12 other fields	High correlation
`정부보전금` is highly overall correlated with `구분` and 13 other fields	High correlation
`퇴직수당부담금` is highly overall correlated with `퇴직수당` and 2 other fields	High correlation
`재해보상부담금` is highly overall correlated with `구분` and 10 other fields	High correlation
`퇴직연금이체금` is highly overall correlated with `구분` and 12 other fields	High correlation
`기금보전금` is highly overall correlated with `정부보전금` and 1 other fields	High correlation
`잡수익등` is highly overall correlated with `구분` and 12 other fields	High correlation
`지출계(B)` is highly overall correlated with `구분` and 14 other fields	High correlation
`연금급여` is highly overall correlated with `구분` and 14 other fields	High correlation
`퇴직수당` is highly overall correlated with `퇴직수당부담금` and 2 other fields	High correlation
`정부부담급여` is highly overall correlated with `구분` and 10 other fields	High correlation
`관리운영비등` is highly overall correlated with `구분` and 15 other fields	High correlation
`수지차(AB)` is highly overall correlated with `퇴직수당부담금` and 7 other fields	High correlation
`결산잉여금전년도` is highly overall correlated with `구분` and 12 other fields	High correlation
`결산잉여금금년도` is highly overall correlated with `구분` and 12 other fields	High correlation
`연금수지차` is highly overall correlated with `퇴직수당부담금` and 7 other fields	High correlation
`구분` has unique values	Unique
`수입계(A)` has unique values	Unique
`기여금` has unique values	Unique
`연금부담금` has unique values	Unique
`퇴직연금이체금` has unique values	Unique
`잡수익등` has unique values	Unique
`지출계(B)` has unique values	Unique
`연금급여` has unique values	Unique
`관리운영비등` has unique values	Unique
`정부보전금` has 20 (48.8%) zeros	Zeros
`퇴직수당부담금` has 20 (48.8%) zeros	Zeros
`재해보상부담금` has 21 (51.2%) zeros	Zeros
`퇴직연금이체금` has 1 (2.4%) zeros	Zeros
`기금보전금` has 36 (87.8%) zeros	Zeros
`퇴직수당` has 20 (48.8%) zeros	Zeros
`정부부담급여` has 21 (51.2%) zeros	Zeros
`수지차(AB)` has 21 (51.2%) zeros	Zeros
`결산잉여금전년도` has 29 (70.7%) zeros	Zeros
`결산잉여금금년도` has 30 (73.2%) zeros	Zeros
`연금수지차` has 21 (51.2%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 07:48:09.578865
Analysis finished	2023-12-12 07:48:36.181186
Duration	26.6 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%

수입계(A)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5866409.8

Minimum	254638
Maximum	18168364
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	254638
5-th percentile	371273
Q1	1272773
median	4413954
Q3	8939065
95-th percentile	15591159
Maximum	18168364
Range	17913726
Interquartile range (IQR)	7666292

Descriptive statistics

Standard deviation	5217537.6
Coefficient of variation (CV)	0.88939194
Kurtosis	-0.4744354
Mean	5866409.8
Median Absolute Deviation (MAD)	3776476
Skewness	0.77515712
Sum	2.405228 × 10⁸
Variance	2.7222698 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
254638	1	2.4%
9483603	1	2.4%
5899167	1	2.4%
6177531	1	2.4%
6805369	1	2.4%
7829292	1	2.4%
7630780	1	2.4%
8423210	1	2.4%
8939065	1	2.4%
8894942	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
254638	1	2.4%
363675	1	2.4%
371273	1	2.4%
372425	1	2.4%
407577	1	2.4%
460008	1	2.4%
542989	1	2.4%
637478	1	2.4%
797351	1	2.4%
984948	1	2.4%

Value	Count	Frequency (%)
18168364	1	2.4%
16688028	1	2.4%
15591159	1	2.4%
14575048	1	2.4%
13665020	1	2.4%
12837895	1	2.4%
12090062	1	2.4%
11428995	1	2.4%
10269583	1	2.4%
9483603	1	2.4%

기여금
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2125960.4

Minimum	128873
Maximum	6291729
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	128873
5-th percentile	208286
Q1	574423
median	1655832
Q3	3268348
95-th percentile	6039884
Maximum	6291729
Range	6162856
Interquartile range (IQR)	2693925

Descriptive statistics

Standard deviation	1899954.7
Coefficient of variation (CV)	0.89369242
Kurtosis	-0.26169757
Mean	2125960.4
Median Absolute Deviation (MAD)	1249576
Skewness	0.92446361
Sum	87164378
Variance	3.609828 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
128873	1	2.4%
3371481	1	2.4%
2004461	1	2.4%
2132103	1	2.4%
2202005	1	2.4%
2345226	1	2.4%
2307879	1	2.4%
2814036	1	2.4%
3020121	1	2.4%
3268348	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
128873	1	2.4%
205711	1	2.4%
208286	1	2.4%
212549	1	2.4%
212584	1	2.4%
229952	1	2.4%
274784	1	2.4%
322228	1	2.4%
406256	1	2.4%
482962	1	2.4%

Value	Count	Frequency (%)
6291729	1	2.4%
6208835	1	2.4%
6039884	1	2.4%
5710728	1	2.4%
5337564	1	2.4%
4867633	1	2.4%
4469181	1	2.4%
3818541	1	2.4%
3539936	1	2.4%
3371481	1	2.4%

연금부담금
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2344920.7

Minimum	122758
Maximum	7299673
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	122758
5-th percentile	150176
Q1	560266
median	1750735
Q3	3878833
95-th percentile	6894638
Maximum	7299673
Range	7176915
Interquartile range (IQR)	3318567

Descriptive statistics

Standard deviation	2213065.5
Coefficient of variation (CV)	0.94376987
Kurtosis	-0.28925778
Mean	2344920.7
Median Absolute Deviation (MAD)	1371200
Skewness	0.94776668
Sum	96141749
Variance	4.897659 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
122758	1	2.4%
4058735	1	2.4%
2051159	1	2.4%
2232993	1	2.4%
2323836	1	2.4%
2441985	1	2.4%
2477506	1	2.4%
3093527	1	2.4%
3510969	1	2.4%
3878833	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
122758	1	2.4%
144106	1	2.4%
150176	1	2.4%
155470	1	2.4%
193092	1	2.4%
219596	1	2.4%
261960	1	2.4%
306365	1	2.4%
379535	1	2.4%
464910	1	2.4%

Value	Count	Frequency (%)
7299673	1	2.4%
7038078	1	2.4%
6894638	1	2.4%
6478363	1	2.4%
5973515	1	2.4%
5514647	1	2.4%
5170030	1	2.4%
4347892	1	2.4%
4120138	1	2.4%
4058735	1	2.4%

정부보전금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	53.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	903440.85

Minimum	0
Maximum	4445087
Zeros	20
Zeros (%)	48.8%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	54777
Q3	1902773
95-th percentile	3072737
Maximum	4445087
Range	4445087
Interquartile range (IQR)	1902773

Descriptive statistics

Standard deviation	1196260.3
Coefficient of variation (CV)	1.3241158
Kurtosis	0.37734803
Mean	903440.85
Median Absolute Deviation (MAD)	54777
Skewness	1.1176247
Sum	37041075
Variance	1.4310387 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	20	48.8%
1998177	1	2.4%
4445087	1	2.4%
3239996	1	2.4%
2564405	1	2.4%
2056271	1	2.4%
2280553	1	2.4%
2282011	1	2.4%
2318853	1	2.4%
3072737	1	2.4%
Other values (12)	12	29.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	48.8%
54777	1	2.4%
59861	1	2.4%
174202	1	2.4%
609568	1	2.4%
647675	1	2.4%
989184	1	2.4%
1307172	1	2.4%
1357745	1	2.4%
1429360	1	2.4%

Value	Count	Frequency (%)
4445087	1	2.4%
3239996	1	2.4%
3072737	1	2.4%
2564405	1	2.4%
2554768	1	2.4%
2318853	1	2.4%
2282011	1	2.4%
2280553	1	2.4%
2056271	1	2.4%
1998177	1	2.4%

퇴직수당부담금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	53.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	431380.54

Minimum	0
Maximum	2280149
Zeros	20
Zeros (%)	48.8%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	14237
Q3	843744
95-th percentile	1297319
Maximum	2280149
Range	2280149
Interquartile range (IQR)	843744

Descriptive statistics

Standard deviation	567221.31
Coefficient of variation (CV)	1.3148978
Kurtosis	1.2618557
Mean	431380.54
Median Absolute Deviation (MAD)	14237
Skewness	1.276909
Sum	17686602
Variance	3.2174002 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	20	48.8%
521587	1	2.4%
1000072	1	2.4%
1133252	1	2.4%
884092	1	2.4%
1539397	1	2.4%
1230010	1	2.4%
1122224	1	2.4%
1196150	1	2.4%
843744	1	2.4%
Other values (12)	12	29.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	48.8%
14237	1	2.4%
121337	1	2.4%
246761	1	2.4%
307232	1	2.4%
459991	1	2.4%
521587	1	2.4%
535826	1	2.4%
551986	1	2.4%
640099	1	2.4%

Value	Count	Frequency (%)
2280149	1	2.4%
1539397	1	2.4%
1297319	1	2.4%
1230010	1	2.4%
1196150	1	2.4%
1133252	1	2.4%
1122224	1	2.4%
1054070	1	2.4%
1000072	1	2.4%
884092	1	2.4%

재해보상부담금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	51.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8765.3902

Minimum	0
Maximum	40093
Zeros	21
Zeros (%)	51.2%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	11291
95-th percentile	38747
Maximum	40093
Range	40093
Interquartile range (IQR)	11291

Descriptive statistics

Standard deviation	13311.6
Coefficient of variation (CV)	1.5186546
Kurtosis	0.94581699
Mean	8765.3902
Median Absolute Deviation (MAD)	0
Skewness	1.5222829
Sum	359381
Variance	1.771987 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	21	51.2%
1509	1	2.4%
4798	1	2.4%
38317	1	2.4%
38747	1	2.4%
36228	1	2.4%
40093	1	2.4%
39121	1	2.4%
34172	1	2.4%
20490	1	2.4%
Other values (11)	11	26.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	51.2%
1509	1	2.4%
4798	1	2.4%
4805	1	2.4%
5919	1	2.4%
5940	1	2.4%
6869	1	2.4%
7301	1	2.4%
7750	1	2.4%
9110	1	2.4%

Value	Count	Frequency (%)
40093	1	2.4%
39121	1	2.4%
38747	1	2.4%
38317	1	2.4%
36228	1	2.4%
34172	1	2.4%
20490	1	2.4%
17266	1	2.4%
16062	1	2.4%
13593	1	2.4%

퇴직연금이체금
Real number (ℝ)

HIGH CORRELATION UNIQUE ZEROS

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22850.707

Minimum	0
Maximum	76183
Zeros	1
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	716
Q1	3131
median	13821
Q3	36977
95-th percentile	66802
Maximum	76183
Range	76183
Interquartile range (IQR)	33846

Descriptive statistics

Standard deviation	22620.256
Coefficient of variation (CV)	0.98991494
Kurtosis	-0.35049015
Mean	22850.707
Median Absolute Deviation (MAD)	12663
Skewness	0.9023324
Sum	936879
Variance	5.11676 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	1	2.4%
41135	1	2.4%
20979	1	2.4%
22139	1	2.4%
23149	1	2.4%
25528	1	2.4%
27497	1	2.4%
30343	1	2.4%
33160	1	2.4%
36977	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	2.4%
429	1	2.4%
716	1	2.4%
846	1	2.4%
947	1	2.4%
1122	1	2.4%
1158	1	2.4%
1292	1	2.4%
1465	1	2.4%
2133	1	2.4%

Value	Count	Frequency (%)
76183	1	2.4%
70244	1	2.4%
66802	1	2.4%
62237	1	2.4%
58421	1	2.4%
53616	1	2.4%
51062	1	2.4%
48219	1	2.4%
43912	1	2.4%
41135	1	2.4%

기금보전금
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	6
Distinct (%)	14.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15750.22

Minimum	0
Maximum	250846
Zeros	36
Zeros (%)	87.8%
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	100159
Maximum	250846
Range	250846
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	48377.947
Coefficient of variation (CV)	3.0715729
Kurtosis	14.389046
Mean	15750.22
Median Absolute Deviation (MAD)	0
Skewness	3.6210477
Sum	645759
Variance	2.3404258 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	36	87.8%
128340	1	2.4%
67170	1	2.4%
100159	1	2.4%
250846	1	2.4%
99244	1	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36	87.8%
67170	1	2.4%
99244	1	2.4%
100159	1	2.4%
128340	1	2.4%
250846	1	2.4%

Value	Count	Frequency (%)
250846	1	2.4%
128340	1	2.4%
100159	1	2.4%
99244	1	2.4%
67170	1	2.4%
0	36	87.8%

잡수익등
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13340.902

Minimum	476
Maximum	55692
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	476
5-th percentile	1011
Q1	3440
median	9312
Q3	16850
95-th percentile	44880
Maximum	55692
Range	55216
Interquartile range (IQR)	13410

Descriptive statistics

Standard deviation	13763.167
Coefficient of variation (CV)	1.0316519
Kurtosis	1.9675932
Mean	13340.902
Median Absolute Deviation (MAD)	7291
Skewness	1.544138
Sum	546977
Variance	1.8942477 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
1498	1	2.4%
14075	1	2.4%
16850	1	2.4%
20397	1	2.4%
37185	1	2.4%
47796	1	2.4%
31033	1	2.4%
44880	1	2.4%
16998	1	2.4%
14884	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
476	1	2.4%
868	1	2.4%
1011	1	2.4%
1158	1	2.4%
1245	1	2.4%
1275	1	2.4%
1498	1	2.4%
1676	1	2.4%
1950	1	2.4%
2325	1	2.4%

Value	Count	Frequency (%)
55692	1	2.4%
47796	1	2.4%
44880	1	2.4%
37185	1	2.4%
31631	1	2.4%
31033	1	2.4%
25430	1	2.4%
20397	1	2.4%
19829	1	2.4%
16998	1	2.4%

지출계(B)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5982418.7

Minimum	161112
Maximum	18168364
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	161112
5-th percentile	190458
Q1	1209500
median	4926361
Q3	8939065
95-th percentile	15591159
Maximum	18168364
Range	18007252
Interquartile range (IQR)	7729565

Descriptive statistics

Standard deviation	5213865
Coefficient of variation (CV)	0.87153128
Kurtosis	-0.51753442
Mean	5982418.7
Median Absolute Deviation (MAD)	4008624
Skewness	0.69854654
Sum	2.4527916 × 10⁸
Variance	2.7184388 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
161112	1	2.4%
9483603	1	2.4%
5899167	1	2.4%
6177531	1	2.4%
6805369	1	2.4%
7829292	1	2.4%
7630780	1	2.4%
8423210	1	2.4%
8939065	1	2.4%
8894942	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
161112	1	2.4%
184060	1	2.4%
190458	1	2.4%
233674	1	2.4%
289704	1	2.4%
349019	1	2.4%
459638	1	2.4%
535402	1	2.4%
723615	1	2.4%
917737	1	2.4%

Value	Count	Frequency (%)
18168364	1	2.4%
16688028	1	2.4%
15591159	1	2.4%
14575048	1	2.4%
13665020	1	2.4%
12837895	1	2.4%
12090062	1	2.4%
11428995	1	2.4%
10269583	1	2.4%
9483603	1	2.4%

연금급여
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5496132.6

Minimum	156726
Maximum	18100237
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	156726
5-th percentile	183772
Q1	887114
median	3695648
Q3	8862297
95-th percentile	15542029
Maximum	18100237
Range	17943511
Interquartile range (IQR)	7975183

Descriptive statistics

Standard deviation	5257831.7
Coefficient of variation (CV)	0.95664207
Kurtosis	-0.30555168
Mean	5496132.6
Median Absolute Deviation (MAD)	3188038
Skewness	0.90153118
Sum	2.2534144 × 10⁸
Variance	2.7644794 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
156726	1	2.4%
9441888	1	2.4%
4667193	1	2.4%
5022460	1	2.4%
5540585	1	2.4%
6249578	1	2.4%
6712351	1	2.4%
7255120	1	2.4%
7902508	1	2.4%
8862297	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
156726	1	2.4%
177005	1	2.4%
183772	1	2.4%
220416	1	2.4%
272815	1	2.4%
327348	1	2.4%
437096	1	2.4%
507610	1	2.4%
688521	1	2.4%
861340	1	2.4%

Value	Count	Frequency (%)
18100237	1	2.4%
16629294	1	2.4%
15542029	1	2.4%
14524919	1	2.4%
13618565	1	2.4%
12791128	1	2.4%
12045787	1	2.4%
11385735	1	2.4%
10230119	1	2.4%
9441888	1	2.4%

퇴직수당
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	53.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	446410.51

Minimum	0
Maximum	2280149
Zeros	20
Zeros (%)	48.8%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	16148
Q3	843744
95-th percentile	1297319
Maximum	2280149
Range	2280149
Interquartile range (IQR)	843744

Descriptive statistics

Standard deviation	565062.1
Coefficient of variation (CV)	1.2657903
Kurtosis	1.1806814
Mean	446410.51
Median Absolute Deviation (MAD)	16148
Skewness	1.2136941
Sum	18302831
Variance	3.1929518 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	20	48.8%
521587	1	2.4%
1000072	1	2.4%
1133252	1	2.4%
884092	1	2.4%
1539396	1	2.4%
1230010	1	2.4%
1122224	1	2.4%
1196150	1	2.4%
843744	1	2.4%
Other values (12)	12	29.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	48.8%
16148	1	2.4%
274917	1	2.4%
400340	1	2.4%
460812	1	2.4%
521587	1	2.4%
535826	1	2.4%
551986	1	2.4%
613571	1	2.4%
640099	1	2.4%

Value	Count	Frequency (%)
2280149	1	2.4%
1539396	1	2.4%
1297319	1	2.4%
1230010	1	2.4%
1196150	1	2.4%
1133252	1	2.4%
1122224	1	2.4%
1054070	1	2.4%
1000072	1	2.4%
884092	1	2.4%

정부부담급여
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	51.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14483.146

Minimum	0
Maximum	59883
Zeros	21
Zeros (%)	51.2%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	33477
95-th percentile	46810
Maximum	59883
Range	59883
Interquartile range (IQR)	33477

Descriptive statistics

Standard deviation	18868.907
Coefficient of variation (CV)	1.3028182
Kurtosis	-0.65323311
Mean	14483.146
Median Absolute Deviation (MAD)	0
Skewness	0.91275812
Sum	593809
Variance	3.5603566 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	21	51.2%
3794	1	2.4%
4769	1	2.4%
38316	1	2.4%
38747	1	2.4%
36228	1	2.4%
40093	1	2.4%
39140	1	2.4%
40885	1	2.4%
59883	1	2.4%
Other values (11)	11	26.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	51.2%
3794	1	2.4%
4769	1	2.4%
4786	1	2.4%
10539	1	2.4%
13886	1	2.4%
18355	1	2.4%
18612	1	2.4%
23021	1	2.4%
29742	1	2.4%

Value	Count	Frequency (%)
59883	1	2.4%
53073	1	2.4%
46810	1	2.4%
40885	1	2.4%
40093	1	2.4%
39653	1	2.4%
39140	1	2.4%
38747	1	2.4%
38316	1	2.4%
36228	1	2.4%

관리운영비등
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25392.366

Minimum	592
Maximum	68127
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	592
5-th percentile	2269
Q1	7816
median	25427
Q3	39464
95-th percentile	50129
Maximum	68127
Range	67535
Interquartile range (IQR)	31648

Descriptive statistics

Standard deviation	18329.045
Coefficient of variation (CV)	0.72183289
Kurtosis	-0.94997724
Mean	25392.366
Median Absolute Deviation (MAD)	16288
Skewness	0.2657431
Sum	1041087
Variance	3.3595388 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
592	1	2.4%
41715	1	2.4%
35824	1	2.4%
32847	1	2.4%
34774	1	2.4%
40318	1	2.4%
34337	1	2.4%
34838	1	2.4%
36485	1	2.4%
32645	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
592	1	2.4%
1917	1	2.4%
2269	1	2.4%
2719	1	2.4%
3003	1	2.4%
3316	1	2.4%
3930	1	2.4%
4771	1	2.4%
5352	1	2.4%
6772	1	2.4%

Value	Count	Frequency (%)
68127	1	2.4%
58734	1	2.4%
50129	1	2.4%
49130	1	2.4%
46767	1	2.4%
46455	1	2.4%
44275	1	2.4%
43260	1	2.4%
41715	1	2.4%
40318	1	2.4%

수지차(AB)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	51.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-116008.88

Minimum	-2751971
Maximum	377605
Zeros	21
Zeros (%)	51.2%
Negative	7
Negative (%)	17.1%
Memory size	501.0 B

Quantile statistics

Minimum	-2751971
5-th percentile	-945833
Q1	0
median	0
Q3	67211
95-th percentile	173217
Maximum	377605
Range	3129576
Interquartile range (IQR)	67211

Descriptive statistics

Standard deviation	541631.47
Coefficient of variation (CV)	-4.6688795
Kurtosis	15.701519
Mean	-116008.88
Median Absolute Deviation (MAD)	0
Skewness	-3.8246681
Sum	-4756364
Variance	2.9336465 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	21	51.2%
93526	1	2.4%
173217	1	2.4%
377605	1	2.4%
-945833	1	2.4%
-2751971	1	2.4%
-1753460	1	2.4%
-76365	1	2.4%
43845	1	2.4%
-638460	1	2.4%
Other values (11)	11	26.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2751971	1	2.4%
-1753460	1	2.4%
-945833	1	2.4%
-638460	1	2.4%
-183146	1	2.4%
-76365	1	2.4%
-39795	1	2.4%
0	21	51.2%
43845	1	2.4%
63273	1	2.4%

Value	Count	Frequency (%)
377605	1	2.4%
188365	1	2.4%
173217	1	2.4%
137599	1	2.4%
117873	1	2.4%
110989	1	2.4%
102076	1	2.4%
93526	1	2.4%
83351	1	2.4%
73736	1	2.4%

결산잉여금전년도
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	13
Distinct (%)	31.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11002.683

Minimum	0
Maximum	55580
Zeros	29
Zeros (%)	70.7%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	32189
95-th percentile	41768
Maximum	55580
Range	55580
Interquartile range (IQR)	32189

Descriptive statistics

Standard deviation	17860.351
Coefficient of variation (CV)	1.6232724
Kurtosis	-0.25027043
Mean	11002.683
Median Absolute Deviation (MAD)	0
Skewness	1.1717923
Sum	451110
Variance	3.1899215 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	29	70.7%
55580	1	2.4%
41768	1	2.4%
33217	1	2.4%
38365	1	2.4%
36399	1	2.4%
50845	1	2.4%
32189	1	2.4%
33351	1	2.4%
25676	1	2.4%
Other values (3)	3	7.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	70.7%
25676	1	2.4%
32189	1	2.4%
33217	1	2.4%
33236	1	2.4%
33273	1	2.4%
33351	1	2.4%
36399	1	2.4%
37211	1	2.4%
38365	1	2.4%

Value	Count	Frequency (%)
55580	1	2.4%
50845	1	2.4%
41768	1	2.4%
38365	1	2.4%
37211	1	2.4%
36399	1	2.4%
33351	1	2.4%
33273	1	2.4%
33236	1	2.4%
33217	1	2.4%

결산잉여금금년도
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	12
Distinct (%)	29.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9647.0732

Minimum	0
Maximum	50845
Zeros	30
Zeros (%)	73.2%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	25676
95-th percentile	38365
Maximum	50845
Range	50845
Interquartile range (IQR)	25676

Descriptive statistics

Standard deviation	16445.564
Coefficient of variation (CV)	1.7047206
Kurtosis	-0.24277581
Mean	9647.0732
Median Absolute Deviation (MAD)	0
Skewness	1.2302575
Sum	395530
Variance	2.7045658 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	30	73.2%
41768	1	2.4%
33217	1	2.4%
38365	1	2.4%
36399	1	2.4%
50845	1	2.4%
32189	1	2.4%
33351	1	2.4%
25676	1	2.4%
33236	1	2.4%
Other values (2)	2	4.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30	73.2%
25676	1	2.4%
32189	1	2.4%
33217	1	2.4%
33236	1	2.4%
33273	1	2.4%
33351	1	2.4%
36399	1	2.4%
37211	1	2.4%
38365	1	2.4%

Value	Count	Frequency (%)
50845	1	2.4%
41768	1	2.4%
38365	1	2.4%
37211	1	2.4%
36399	1	2.4%
33351	1	2.4%
33273	1	2.4%
33236	1	2.4%
33217	1	2.4%
32189	1	2.4%

연금수지차
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	51.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-114653.27

Minimum	-2751971
Maximum	377605
Zeros	21
Zeros (%)	51.2%
Negative	7
Negative (%)	17.1%
Memory size	501.0 B

Quantile statistics

Minimum	-2751971
5-th percentile	-945833
Q1	0
median	0
Q3	66176
95-th percentile	181768
Maximum	377605
Range	3129576
Interquartile range (IQR)	66176

Descriptive statistics

Standard deviation	542032.53
Coefficient of variation (CV)	-4.7275803
Kurtosis	15.688264
Mean	-114653.27
Median Absolute Deviation (MAD)	0
Skewness	-3.8232297
Sum	-4700784
Variance	2.9379926 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	21	51.2%
107338	1	2.4%
181768	1	2.4%
377605	1	2.4%
-945833	1	2.4%
-2751971	1	2.4%
-1753460	1	2.4%
-76365	1	2.4%
43845	1	2.4%
-638460	1	2.4%
Other values (11)	11	26.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-2751971	1	2.4%
-1753460	1	2.4%
-945833	1	2.4%
-638460	1	2.4%
-183146	1	2.4%
-76365	1	2.4%
-6522	1	2.4%
0	21	51.2%
43845	1	2.4%
63236	1	2.4%

Value	Count	Frequency (%)
377605	1	2.4%
183217	1	2.4%
181768	1	2.4%
139565	1	2.4%
129645	1	2.4%
109751	1	2.4%
107338	1	2.4%
103427	1	2.4%
82189	1	2.4%
67211	1	2.4%

Phik (φk)
Auto

Heatmap
Table

	구분	수입계(A)	기여금	연금부담금	정부보전금	퇴직수당부담금	재해보상부담금	퇴직연금이체금	기금보전금	잡수익등	지출계(B)	연금급여	퇴직수당	정부부담급여	관리운영비등	수지차(AB)	결산잉여금전년도	결산잉여금금년도	연금수지차
구분	1.000	0.934	0.887	0.891	0.713	0.679	0.773	0.978	0.296	0.722	0.943	0.965	0.665	0.827	0.928	0.811	0.512	0.758	0.811
수입계(A)	0.934	1.000	0.883	0.915	0.848	0.573	0.439	0.990	0.848	0.861	0.992	0.985	0.548	0.000	0.930	0.296	0.000	0.000	0.296
기여금	0.887	0.883	1.000	0.993	0.843	0.653	0.529	0.892	0.605	0.849	0.889	0.881	0.626	0.000	0.818	0.498	0.000	0.000	0.498
연금부담금	0.891	0.915	0.993	1.000	0.876	0.608	0.575	0.926	0.703	0.898	0.856	0.885	0.593	0.000	0.769	0.342	0.000	0.000	0.342
정부보전금	0.713	0.848	0.843	0.876	1.000	0.000	0.000	0.871	0.807	0.930	0.835	0.869	0.000	0.000	0.829	0.000	0.000	0.000	0.000
퇴직수당부담금	0.679	0.573	0.653	0.608	0.000	1.000	0.696	0.423	0.000	0.471	0.713	0.315	0.998	0.350	0.595	0.438	0.000	0.000	0.438
재해보상부담금	0.773	0.439	0.529	0.575	0.000	0.696	1.000	0.351	0.000	0.000	0.294	0.000	0.676	0.934	0.455	0.795	0.655	0.527	0.814
퇴직연금이체금	0.978	0.990	0.892	0.926	0.871	0.423	0.351	1.000	0.900	0.823	0.992	0.998	0.366	0.000	0.935	0.195	0.000	0.000	0.195
기금보전금	0.296	0.848	0.605	0.703	0.807	0.000	0.000	0.900	1.000	0.000	0.897	0.897	0.000	0.000	0.766	0.000	0.000	0.000	0.000
잡수익등	0.722	0.861	0.849	0.898	0.930	0.471	0.000	0.823	0.000	1.000	0.781	0.819	0.460	0.000	0.851	0.000	0.000	0.000	0.000
지출계(B)	0.943	0.992	0.889	0.856	0.835	0.713	0.294	0.992	0.897	0.781	1.000	0.994	0.672	0.000	0.948	0.632	0.000	0.000	0.632
연금급여	0.965	0.985	0.881	0.885	0.869	0.315	0.000	0.998	0.897	0.819	0.994	1.000	0.221	0.000	0.935	0.000	0.000	0.000	0.000
퇴직수당	0.665	0.548	0.626	0.593	0.000	0.998	0.676	0.366	0.000	0.460	0.672	0.221	1.000	0.000	0.639	0.429	0.000	0.000	0.393
정부부담급여	0.827	0.000	0.000	0.000	0.000	0.350	0.934	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.878	0.781	0.800	0.861
관리운영비등	0.928	0.930	0.818	0.769	0.829	0.595	0.455	0.935	0.766	0.851	0.948	0.935	0.639	0.000	1.000	0.764	0.000	0.175	0.644
수지차(AB)	0.811	0.296	0.498	0.342	0.000	0.438	0.795	0.195	0.000	0.000	0.632	0.000	0.429	0.878	0.764	1.000	0.336	0.397	0.999
결산잉여금전년도	0.512	0.000	0.000	0.000	0.000	0.000	0.655	0.000	0.000	0.000	0.000	0.000	0.000	0.781	0.000	0.336	1.000	0.904	0.383
결산잉여금금년도	0.758	0.000	0.000	0.000	0.000	0.000	0.527	0.000	0.000	0.000	0.000	0.000	0.000	0.800	0.175	0.397	0.904	1.000	0.408
연금수지차	0.811	0.296	0.498	0.342	0.000	0.438	0.814	0.195	0.000	0.000	0.632	0.000	0.393	0.861	0.644	0.999	0.383	0.408	1.000

Heatmap
Table

	구분	수입계(A)	기여금	연금부담금	정부보전금	퇴직수당부담금	재해보상부담금	퇴직연금이체금	기금보전금	잡수익등	지출계(B)	연금급여	퇴직수당	정부부담급여	관리운영비등	수지차(AB)	결산잉여금전년도	결산잉여금금년도	연금수지차
구분	1.000	0.998	0.998	1.000	0.929	0.018	-0.688	0.993	0.490	0.884	0.989	0.993	0.015	-0.708	0.972	-0.459	-0.788	-0.764	-0.458
수입계(A)	0.998	1.000	0.997	0.998	0.924	0.032	-0.679	0.991	0.490	0.884	0.994	0.996	0.030	-0.701	0.973	-0.473	-0.789	-0.763	-0.472
기여금	0.998	0.997	1.000	0.998	0.928	0.017	-0.689	0.991	0.490	0.887	0.987	0.990	0.015	-0.710	0.969	-0.456	-0.789	-0.767	-0.454
연금부담금	1.000	0.998	0.998	1.000	0.929	0.016	-0.689	0.993	0.490	0.886	0.988	0.992	0.013	-0.708	0.969	-0.458	-0.788	-0.764	-0.458
정부보전금	0.929	0.924	0.928	0.929	1.000	-0.181	-0.795	0.927	0.519	0.823	0.905	0.914	-0.183	-0.807	0.893	-0.257	-0.595	-0.562	-0.257
퇴직수당부담금	0.018	0.032	0.017	0.016	-0.181	1.000	0.160	0.019	-0.351	0.305	0.047	0.038	0.999	0.113	0.083	-0.507	-0.439	-0.453	-0.504
재해보상부담금	-0.688	-0.679	-0.689	-0.689	-0.795	0.160	1.000	-0.689	-0.338	-0.693	-0.638	-0.653	0.164	0.968	-0.605	-0.109	0.363	0.329	-0.109
퇴직연금이체금	0.993	0.991	0.991	0.993	0.927	0.019	-0.689	1.000	0.490	0.891	0.983	0.987	0.016	-0.715	0.964	-0.454	-0.776	-0.759	-0.454
기금보전금	0.490	0.490	0.490	0.490	0.519	-0.351	-0.338	0.490	1.000	0.288	0.490	0.490	-0.351	-0.338	0.503	-0.101	-0.234	-0.221	-0.101
잡수익등	0.884	0.884	0.887	0.886	0.823	0.305	-0.693	0.891	0.288	1.000	0.867	0.874	0.304	-0.714	0.861	-0.472	-0.767	-0.744	-0.473
지출계(B)	0.989	0.994	0.987	0.988	0.905	0.047	-0.638	0.983	0.490	0.867	1.000	0.999	0.046	-0.664	0.976	-0.517	-0.787	-0.765	-0.517
연금급여	0.993	0.996	0.990	0.992	0.914	0.038	-0.653	0.987	0.490	0.874	0.999	1.000	0.037	-0.677	0.975	-0.508	-0.787	-0.765	-0.507
퇴직수당	0.015	0.030	0.015	0.013	-0.183	0.999	0.164	0.016	-0.351	0.304	0.046	0.037	1.000	0.121	0.081	-0.522	-0.439	-0.453	-0.519
정부부담급여	-0.708	-0.701	-0.710	-0.708	-0.807	0.113	0.968	-0.715	-0.338	-0.714	-0.664	-0.677	0.121	1.000	-0.636	-0.099	0.403	0.335	-0.096
관리운영비등	0.972	0.973	0.969	0.969	0.893	0.083	-0.605	0.964	0.503	0.861	0.976	0.975	0.081	-0.636	1.000	-0.515	-0.788	-0.764	-0.514
수지차(AB)	-0.459	-0.473	-0.456	-0.458	-0.257	-0.507	-0.109	-0.454	-0.101	-0.472	-0.517	-0.508	-0.522	-0.099	-0.515	1.000	0.686	0.760	0.998
결산잉여금전년도	-0.788	-0.789	-0.789	-0.788	-0.595	-0.439	0.363	-0.776	-0.234	-0.767	-0.787	-0.787	-0.439	0.403	-0.788	0.686	1.000	0.916	0.690
결산잉여금금년도	-0.764	-0.763	-0.767	-0.764	-0.562	-0.453	0.329	-0.759	-0.221	-0.744	-0.765	-0.765	-0.453	0.335	-0.764	0.760	0.916	1.000	0.755
연금수지차	-0.458	-0.472	-0.454	-0.458	-0.257	-0.504	-0.109	-0.454	-0.101	-0.473	-0.517	-0.507	-0.519	-0.096	-0.514	0.998	0.690	0.755	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	수입계(A)	기여금	연금부담금	퇴직수당부담금	재해보상부담금	퇴직연금이체금	잡수익등	지출계(B)	연금급여	퇴직수당	정부부담급여	관리운영비등	수지차(AB)	결산잉여금전년도	결산잉여금금년도	연금수지차
0	1982	254638	128873	122758	0	1509	0	1498	161112	156726	0	3794	592	93526	55580	41768	107338
1	1983	363675	212549	144106	0	4798	947	1275	190458	183772	0	4769	1917	173217	41768	33217	181768
2	1984	372425	212584	150176	0	6869	846	1950	184060	177005	0	4786	2269	188365	33217	38365	183217
3	1985	371273	208286	155470	0	5919	1122	476	233674	220416	0	10539	2719	137599	38365	36399	139565
4	1986	407577	205711	193092	0	5940	1158	1676	289704	272815	0	13886	3003	117873	36399	50845	103427
5	1987	460008	229952	219596	0	7750	1465	1245	349019	327348	0	18355	3316	110989	50845	32189	129645
6	1988	542989	274784	261960	0	4805	429	1011	459638	437096	0	18612	3930	83351	32189	33351	82189
7	1989	637478	322228	306365	0	7301	716	868	535402	507610	0	23021	4771	102076	33351	25676	109751
8	1990	797351	406256	379535	0	9110	1292	1158	723615	688521	0	29742	5352	73736	25676	33236	66176
9	1991	984948	482962	464910	14237	17266	2133	3440	917737	861340	16148	33477	6772	67211	33236	37211	63236

	구분	수입계(A)	기여금	연금부담금	정부보전금	퇴직연금이체금	기금보전금	잡수익등	지출계(B)	연금급여	관리운영비등
31	2013	9483603	3371481	4058735	1998177	41135	0	14075	9483603	9441888	41715
32	2014	10269583	3539936	4120138	2554768	43912	0	10829	10269583	10230119	39464
33	2015	11428995	3818541	4347892	3072737	48219	128340	13266	11428995	11385735	43260
34	2016	12090062	4469181	5170030	2318853	51062	67170	13766	12090062	12045787	44275
35	2017	12837895	4867633	5514647	2282011	53616	100159	19829	12837895	12791128	46767
36	2018	13665020	5337564	5973515	2280553	58421	0	14967	13665020	13618565	46455
37	2019	14575048	5710728	6478363	2056271	62237	250846	16603	14575048	14524919	50129
38	2020	15591159	6039884	6894638	2564405	66802	0	25430	15591159	15542029	49130
39	2021	16688028	6208835	7038078	3239996	70244	99244	31631	16688028	16629294	58734
40	2022	18168364	6291729	7299673	4445087	76183	0	55692	18168364	18100237	68127

Overview

Variables

Interactions

Correlations

Missing values

Sample