gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	41
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.8 KiB
Average record size in memory	120.2 B

Variable types

Numeric	13

Dataset

Description	연도별 공무원연금기금운용수익(공공금융, 주택 및 시설투자, 유가증권 등) 현황에 대한 데이터입니다. 1982년부터 시작됩니다.
URL	https://www.data.go.kr/data/15054071/fileData.do

Alerts

`구분` is highly overall correlated with `기금회계기금운용수익(계)` and 7 other fields	High correlation
`기금회계기금운용수익(계)` is highly overall correlated with `구분` and 9 other fields	High correlation
`공공금융` is highly overall correlated with `구분` and 5 other fields	High correlation
`주택및시설운영등` is highly overall correlated with `기금회계기금운용수익(계)` and 4 other fields	High correlation
`투자유가증권` is highly overall correlated with `구분` and 8 other fields	High correlation
`연금수입` is highly overall correlated with `구분` and 5 other fields	High correlation
`지불준비금등` is highly overall correlated with `구분` and 9 other fields	High correlation
`기금회계(비용)` is highly overall correlated with `구분` and 9 other fields	High correlation
`순이익` is highly overall correlated with `투자유가증권`	High correlation
`연금회계(결산상잉여금)` is highly overall correlated with `기금회계기금운용수익(계)` and 5 other fields	High correlation
`연금회계(적립금)` is highly overall correlated with `구분` and 7 other fields	High correlation
`기금총액` is highly overall correlated with `구분` and 6 other fields	High correlation
`구분` has unique values	Unique
`기금회계기금운용수익(계)` has unique values	Unique
`주택및시설운영등` has unique values	Unique
`투자유가증권` has unique values	Unique
`지불준비금등` has unique values	Unique
`기금회계(비용)` has unique values	Unique
`순이익` has unique values	Unique
`기금총액` has unique values	Unique
`공공금융` has 2 (4.9%) zeros	Zeros
`연금수입` has 31 (75.6%) zeros	Zeros
`연금회계(결산상잉여금)` has 21 (51.2%) zeros	Zeros
`연금회계(적립금)` has 30 (73.2%) zeros	Zeros
`기타포괄손익누계액` has 29 (70.7%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 06:50:34.718396
Analysis finished	2023-12-12 06:50:53.755635
Duration	19.04 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%

기금회계기금운용수익(계)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4572855.7

Minimum	116012
Maximum	21835332
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	116012
5-th percentile	175313
Q1	531510
median	745338
Q3	1219793
95-th percentile	19097216
Maximum	21835332
Range	21719320
Interquartile range (IQR)	688283

Descriptive statistics

Standard deviation	7180954.8
Coefficient of variation (CV)	1.5703436
Kurtosis	0.13031182
Mean	4572855.7
Median Absolute Deviation (MAD)	243906
Skewness	1.378515
Sum	1.8748708 × 10⁸
Variance	5.1566112 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
116012	1	2.4%
11935651	1	2.4%
929586	1	2.4%
960388	1	2.4%
890641	1	2.4%
593514	1	2.4%
852869	1	2.4%
978976	1	2.4%
732451	1	2.4%
989244	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
116012	1	2.4%
130900	1	2.4%
175313	1	2.4%
227801	1	2.4%
268804	1	2.4%
283624	1	2.4%
352109	1	2.4%
385166	1	2.4%
451308	1	2.4%
518887	1	2.4%

Value	Count	Frequency (%)
21835332	1	2.4%
20166109	1	2.4%
19097216	1	2.4%
17721976	1	2.4%
17084724	1	2.4%
16529124	1	2.4%
15154251	1	2.4%
14944311	1	2.4%
13505843	1	2.4%
11935651	1	2.4%

공공금융
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	90.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45282.829

Minimum	0
Maximum	187884
Zeros	2
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	0
5-th percentile	119
Q1	274
median	2096
Q3	90223
95-th percentile	178018
Maximum	187884
Range	187884
Interquartile range (IQR)	89949

Descriptive statistics

Standard deviation	68368.151
Coefficient of variation (CV)	1.509803
Kurtosis	-0.43760525
Mean	45282.829
Median Absolute Deviation (MAD)	1977
Skewness	1.1588447
Sum	1856596
Variance	4.674204 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	2	4.9%
151	2	4.9%
390	2	4.9%
147	2	4.9%
280	1	2.4%
263	1	2.4%
359	1	2.4%
344	1	2.4%
345	1	2.4%
119	1	2.4%
Other values (27)	27	65.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	4.9%
119	1	2.4%
146	1	2.4%
147	2	4.9%
151	2	4.9%
152	1	2.4%
263	1	2.4%
274	1	2.4%
280	1	2.4%
344	1	2.4%

Value	Count	Frequency (%)
187884	1	2.4%
178798	1	2.4%
178018	1	2.4%
169639	1	2.4%
166247	1	2.4%
160825	1	2.4%
154897	1	2.4%
147650	1	2.4%
132630	1	2.4%
112287	1	2.4%

주택및시설운영등
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	264551.93

Minimum	5265
Maximum	659339
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	5265
5-th percentile	33298
Q1	148465
median	234109
Q3	324984
95-th percentile	614276
Maximum	659339
Range	654074
Interquartile range (IQR)	176519

Descriptive statistics

Standard deviation	171733.27
Coefficient of variation (CV)	0.64914768
Kurtosis	-0.0030392802
Mean	264551.93
Median Absolute Deviation (MAD)	90875
Skewness	0.75759192
Sum	10846629
Variance	2.9492316 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
5265	1	2.4%
621365	1	2.4%
463272	1	2.4%
614276	1	2.4%
304834	1	2.4%
249339	1	2.4%
319811	1	2.4%
341754	1	2.4%
303393	1	2.4%
548490	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5265	1	2.4%
5854	1	2.4%
33298	1	2.4%
60372	1	2.4%
68495	1	2.4%
77680	1	2.4%
118762	1	2.4%
133345	1	2.4%
138482	1	2.4%
139608	1	2.4%

Value	Count	Frequency (%)
659339	1	2.4%
621365	1	2.4%
614276	1	2.4%
601833	1	2.4%
548490	1	2.4%
463272	1	2.4%
461296	1	2.4%
403775	1	2.4%
387366	1	2.4%
341754	1	2.4%

투자유가증권
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	263983.88

Minimum	85873
Maximum	687173
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	85873
5-th percentile	119851
Q1	161254
median	246260
Q3	316479
95-th percentile	507456
Maximum	687173
Range	601300
Interquartile range (IQR)	155225

Descriptive statistics

Standard deviation	132538.19
Coefficient of variation (CV)	0.50206926
Kurtosis	1.5040284
Mean	263983.88
Median Absolute Deviation (MAD)	78112
Skewness	1.1664813
Sum	10823339
Variance	1.7566372 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
85873	1	2.4%
207228	1	2.4%
428199	1	2.4%
270286	1	2.4%
430359	1	2.4%
213619	1	2.4%
384889	1	2.4%
389774	1	2.4%
274467	1	2.4%
324372	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
85873	1	2.4%
99533	1	2.4%
119851	1	2.4%
120095	1	2.4%
120371	1	2.4%
127077	1	2.4%
128407	1	2.4%
140122	1	2.4%
156236	1	2.4%
160755	1	2.4%

Value	Count	Frequency (%)
687173	1	2.4%
549861	1	2.4%
507456	1	2.4%
464699	1	2.4%
430359	1	2.4%
428199	1	2.4%
389774	1	2.4%
384889	1	2.4%
324372	1	2.4%
320510	1	2.4%

연금수입
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	26.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3848216.8

Minimum	0
Maximum	21018057
Zeros	31
Zeros (%)	75.6%
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	18310885
Maximum	21018057
Range	21018057
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7017278.8
Coefficient of variation (CV)	1.8235144
Kurtosis	0.20327267
Mean	3848216.8
Median Absolute Deviation (MAD)	0
Skewness	1.3977349
Sum	1.5777689 × 10⁸
Variance	4.9242202 × 10¹³
Monotonicity	Increasing

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	31	75.6%
10860598	1	2.4%
12646089	1	2.4%
13787053	1	2.4%
14141396	1	2.4%
15013054	1	2.4%
15877806	1	2.4%
17068950	1	2.4%
18310885	1	2.4%
19053002	1	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	75.6%
10860598	1	2.4%
12646089	1	2.4%
13787053	1	2.4%
14141396	1	2.4%
15013054	1	2.4%
15877806	1	2.4%
17068950	1	2.4%
18310885	1	2.4%
19053002	1	2.4%

Value	Count	Frequency (%)
21018057	1	2.4%
19053002	1	2.4%
18310885	1	2.4%
17068950	1	2.4%
15877806	1	2.4%
15013054	1	2.4%
14141396	1	2.4%
13787053	1	2.4%
12646089	1	2.4%
10860598	1	2.4%

지불준비금등
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	150820.22

Minimum	9246
Maximum	1501659
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	9246
5-th percentile	12982
Q1	37725
median	93972
Q3	176075
95-th percentile	357894
Maximum	1501659
Range	1492413
Interquartile range (IQR)	138350

Descriptive statistics

Standard deviation	236527.39
Coefficient of variation (CV)	1.5682738
Kurtosis	27.744874
Mean	150820.22
Median Absolute Deviation (MAD)	69923
Skewness	4.8828284
Sum	6183629
Variance	5.5945207 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
12982	1	2.4%
244364	1	2.4%
37725	1	2.4%
75467	1	2.4%
155104	1	2.4%
130211	1	2.4%
148050	1	2.4%
247168	1	2.4%
153906	1	2.4%
114281	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9246	1	2.4%
11060	1	2.4%
12982	1	2.4%
13092	1	2.4%
15042	1	2.4%
15406	1	2.4%
19163	1	2.4%
19734	1	2.4%
23273	1	2.4%
24049	1	2.4%

Value	Count	Frequency (%)
1501659	1	2.4%
362673	1	2.4%
357894	1	2.4%
286175	1	2.4%
277925	1	2.4%
247168	1	2.4%
244364	1	2.4%
222038	1	2.4%
191206	1	2.4%
181038	1	2.4%

기금회계(비용)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4202388.8

Minimum	2007
Maximum	21321155
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	2007
5-th percentile	29199
Q1	137928
median	335563
Q3	883453
95-th percentile	18614151
Maximum	21321155
Range	21319148
Interquartile range (IQR)	745525

Descriptive statistics

Standard deviation	7111262.5
Coefficient of variation (CV)	1.6921953
Kurtosis	0.1191443
Mean	4202388.8
Median Absolute Deviation (MAD)	247591
Skewness	1.3763865
Sum	1.7229794 × 10⁸
Variance	5.0570055 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
2007	1	2.4%
11644780	1	2.4%
421919	1	2.4%
566936	1	2.4%
309237	1	2.4%
711726	1	2.4%
351637	1	2.4%
335563	1	2.4%
543393	1	2.4%
683409	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2007	1	2.4%
3759	1	2.4%
29199	1	2.4%
51600	1	2.4%
60084	1	2.4%
65361	1	2.4%
87972	1	2.4%
106338	1	2.4%
116787	1	2.4%
129758	1	2.4%

Value	Count	Frequency (%)
21321155	1	2.4%
19508259	1	2.4%
18614151	1	2.4%
17649998	1	2.4%
16249197	1	2.4%
15493392	1	2.4%
14792098	1	2.4%
14637481	1	2.4%
13293696	1	2.4%
11644780	1	2.4%

순이익
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	371894.68

Minimum	-118212
Maximum	1591332
Zeros	0
Zeros (%)	0.0%
Negative	1
Negative (%)	2.4%
Memory size	501.0 B

Quantile statistics

Minimum	-118212
5-th percentile	92022
Q1	218263
median	334521
Q3	501232
95-th percentile	643413
Maximum	1591332
Range	1709544
Interquartile range (IQR)	282969

Descriptive statistics

Standard deviation	260344.17
Coefficient of variation (CV)	0.7000481
Kurtosis	11.422233
Mean	371894.68
Median Absolute Deviation (MAD)	145463
Skewness	2.4925552
Sum	15247682
Variance	6.7779085 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
114005	1	2.4%
290871	1	2.4%
507668	1	2.4%
393452	1	2.4%
581404	1	2.4%
-118212	1	2.4%
501232	1	2.4%
643413	1	2.4%
189058	1	2.4%
305835	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-118212	1	2.4%
71978	1	2.4%
92022	1	2.4%
114005	1	2.4%
146114	1	2.4%
176201	1	2.4%
185679	1	2.4%
189058	1	2.4%
208720	1	2.4%
212147	1	2.4%

Value	Count	Frequency (%)
1591332	1	2.4%
657850	1	2.4%
643413	1	2.4%
597434	1	2.4%
596521	1	2.4%
581404	1	2.4%
546610	1	2.4%
524222	1	2.4%
514177	1	2.4%
507668	1	2.4%

연금회계(결산상잉여금)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	51.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-134548.05

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	33217
95-th percentile	50845
Maximum	377605
Range	3129576
Interquartile range (IQR)	33217

Descriptive statistics

Standard deviation	534053.08
Coefficient of variation (CV)	-3.9692369
Kurtosis	16.183119
Mean	-134548.05
Median Absolute Deviation (MAD)	0
Skewness	-3.8971986
Sum	-5516470
Variance	2.852127 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	21	51.2%
55580	1	2.4%
41768	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%
25676	1	2.4%
32189	1	2.4%

Value	Count	Frequency (%)
377605	1	2.4%
55580	1	2.4%
50845	1	2.4%
43845	1	2.4%
41768	1	2.4%
38365	1	2.4%
37211	1	2.4%
36399	1	2.4%
33351	1	2.4%
33236	1	2.4%

연금회계(적립금)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	26.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19894.78

Minimum	0
Maximum	150000
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	30000
95-th percentile	101200
Maximum	150000
Range	150000
Interquartile range (IQR)	30000

Descriptive statistics

Standard deviation	39138.165
Coefficient of variation (CV)	1.967258
Kurtosis	3.8455728
Mean	19894.78
Median Absolute Deviation (MAD)	0
Skewness	2.1025427
Sum	815686
Variance	1.531796 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	30	73.2%
30000	2	4.9%
51758	1	2.4%
140000	1	2.4%
150000	1	2.4%
101200	1	2.4%
67028	1	2.4%
78800	1	2.4%
50000	1	2.4%
76400	1	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30	73.2%
30000	2	4.9%
40500	1	2.4%
50000	1	2.4%
51758	1	2.4%
67028	1	2.4%
76400	1	2.4%
78800	1	2.4%
101200	1	2.4%
140000	1	2.4%

Value	Count	Frequency (%)
150000	1	2.4%
140000	1	2.4%
101200	1	2.4%
78800	1	2.4%
76400	1	2.4%
67028	1	2.4%
51758	1	2.4%
50000	1	2.4%
40500	1	2.4%
30000	2	4.9%

기타포괄손익누계액
Real number (ℝ)

ZEROS

Distinct	13
Distinct (%)	31.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	319679.85

Minimum	-961874
Maximum	11970937
Zeros	29
Zeros (%)	70.7%
Negative	7
Negative (%)	17.1%
Memory size	501.0 B

Quantile statistics

Minimum	-961874
5-th percentile	-392590
Q1	0
median	0
Q3	0
95-th percentile	1204728
Maximum	11970937
Range	12932811
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1897739.6
Coefficient of variation (CV)	5.9363752
Kurtosis	38.046239
Mean	319679.85
Median Absolute Deviation (MAD)	0
Skewness	6.071365
Sum	13106874
Variance	3.6014154 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	29	70.7%
-9320	1	2.4%
41323	1	2.4%
-34190	1	2.4%
-51906	1	2.4%
-79843	1	2.4%
1204728	1	2.4%
-961874	1	2.4%
-392590	1	2.4%
11970937	1	2.4%
Other values (3)	3	7.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-961874	1	2.4%
-571801	1	2.4%
-392590	1	2.4%
-79843	1	2.4%
-51906	1	2.4%
-34190	1	2.4%
-9320	1	2.4%
0	29	70.7%
41323	1	2.4%
782698	1	2.4%

Value	Count	Frequency (%)
11970937	1	2.4%
1208712	1	2.4%
1204728	1	2.4%
782698	1	2.4%
41323	1	2.4%
0	29	70.7%
-9320	1	2.4%
-34190	1	2.4%
-51906	1	2.4%
-79843	1	2.4%

기금총액
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	41
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5601886.7

Minimum	770409
Maximum	15175240
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	501.0 B

Quantile statistics

Minimum	770409
5-th percentile	1467187
Q1	2789334
median	4784413
Q3	6357637
95-th percentile	13308678
Maximum	15175240
Range	14404831
Interquartile range (IQR)	3568303

Descriptive statistics

Standard deviation	3779303.1
Coefficient of variation (CV)	0.67464825
Kurtosis	0.54303545
Mean	5601886.7
Median Absolute Deviation (MAD)	1995079
Skewness	1.1213424
Sum	2.2967736 × 10⁸
Variance	1.4283132 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
770409	1	2.4%
8366994	1	2.4%
3829452	1	2.4%
4222904	1	2.4%
4804308	1	2.4%
4686096	1	2.4%
5187328	1	2.4%
5830741	1	2.4%
6010479	1	2.4%
6357637	1	2.4%
Other values (31)	31	75.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
770409	1	2.4%
1137856	1	2.4%
1467187	1	2.4%
1775152	1	2.4%
1782953	1	2.4%
2089636	1	2.4%
2095100	1	2.4%
2443008	1	2.4%
2628963	1	2.4%
2727627	1	2.4%

Value	Count	Frequency (%)
15175240	1	2.4%
15117616	1	2.4%
13308678	1	2.4%
12042915	1	2.4%
10950561	1	2.4%
10837898	1	2.4%
10321103	1	2.4%
8754222	1	2.4%
8527235	1	2.4%
8366994	1	2.4%

Phik (φk)
Auto

Heatmap
Table

	구분	기금회계기금운용수익(계)	공공금융	주택및시설운영등	투자유가증권	연금수입	지불준비금등	기금회계(비용)	순이익	연금회계(결산상잉여금)	연금회계(적립금)	기타포괄손익누계액	기금총액
구분	1.000	0.741	0.567	0.886	0.625	0.741	0.636	0.741	0.761	0.538	0.675	0.507	0.810
기금회계기금운용수익(계)	0.741	1.000	0.000	0.088	0.671	1.000	0.834	1.000	0.374	0.000	0.000	0.895	0.917
공공금융	0.567	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.905	0.000	0.000
주택및시설운영등	0.886	0.088	0.000	1.000	0.330	0.088	0.431	0.088	0.478	0.225	0.635	0.000	0.657
투자유가증권	0.625	0.671	0.000	0.330	1.000	0.671	0.000	0.671	0.474	0.000	0.000	0.612	0.807
연금수입	0.741	1.000	0.000	0.088	0.671	1.000	0.836	1.000	0.380	0.000	0.000	0.896	0.917
지불준비금등	0.636	0.834	0.000	0.431	0.000	0.836	1.000	0.834	0.632	0.000	0.000	0.621	0.745
기금회계(비용)	0.741	1.000	0.000	0.088	0.671	1.000	0.834	1.000	0.374	0.000	0.000	0.895	0.917
순이익	0.761	0.374	0.000	0.478	0.474	0.380	0.632	0.374	1.000	0.000	0.000	0.000	0.663
연금회계(결산상잉여금)	0.538	0.000	0.000	0.225	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000
연금회계(적립금)	0.675	0.000	0.905	0.635	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000
기타포괄손익누계액	0.507	0.895	0.000	0.000	0.612	0.896	0.621	0.895	0.000	0.000	0.000	1.000	0.990
기금총액	0.810	0.917	0.000	0.657	0.807	0.917	0.745	0.917	0.663	0.000	0.000	0.990	1.000

Heatmap
Table

	구분	기금회계기금운용수익(계)	공공금융	주택및시설운영등	투자유가증권	연금수입	지불준비금등	기금회계(비용)	순이익	연금회계(결산상잉여금)	연금회계(적립금)	기타포괄손익누계액	기금총액
구분	1.000	0.907	-0.753	0.480	0.737	0.754	0.853	0.940	0.293	-0.439	-0.774	-0.093	0.831
기금회계기금운용수익(계)	0.907	1.000	-0.516	0.556	0.730	0.753	0.857	0.936	0.478	-0.580	-0.774	-0.064	0.877
공공금융	-0.753	-0.516	1.000	-0.127	-0.556	-0.588	-0.551	-0.620	-0.006	0.033	0.419	0.074	-0.394
주택및시설운영등	0.480	0.556	-0.127	1.000	0.435	0.015	0.553	0.540	0.326	-0.598	-0.737	-0.169	0.385
투자유가증권	0.737	0.730	-0.556	0.435	1.000	0.335	0.574	0.668	0.576	-0.531	-0.764	0.131	0.541
연금수입	0.754	0.753	-0.588	0.015	0.335	1.000	0.668	0.754	0.136	-0.153	-0.334	-0.127	0.753
지불준비금등	0.853	0.857	-0.551	0.553	0.574	0.668	1.000	0.853	0.337	-0.553	-0.744	-0.179	0.780
기금회계(비용)	0.940	0.936	-0.620	0.540	0.668	0.754	0.853	1.000	0.248	-0.541	-0.774	-0.086	0.803
순이익	0.293	0.478	-0.006	0.326	0.576	0.136	0.337	0.248	1.000	-0.414	-0.448	0.007	0.456
연금회계(결산상잉여금)	-0.439	-0.580	0.033	-0.598	-0.531	-0.153	-0.553	-0.541	-0.414	1.000	0.722	0.029	-0.398
연금회계(적립금)	-0.774	-0.774	0.419	-0.737	-0.764	-0.334	-0.744	-0.774	-0.448	0.722	1.000	0.063	-0.632
기타포괄손익누계액	-0.093	-0.064	0.074	-0.169	0.131	-0.127	-0.179	-0.086	0.007	0.029	0.063	1.000	-0.081
기금총액	0.831	0.877	-0.394	0.385	0.541	0.753	0.780	0.803	0.456	-0.398	-0.632	-0.081	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	기금회계기금운용수익(계)	공공금융	주택및시설운영등	투자유가증권	지불준비금등	기금회계(비용)	순이익	연금회계(결산상잉여금)	연금회계(적립금)	기금총액
0	1982	116012	11892	5265	85873	12982	2007	114005	55580	51758	770409
1	1983	130900	10107	5854	99533	15406	3759	185679	41768	140000	1137856
2	1984	175313	12674	33298	120095	9246	29199	146114	33217	150000	1467187
3	1985	227801	14215	60372	140122	13092	51600	176201	38365	101200	1782953
4	1986	268804	24013	68495	161254	15042	60084	208720	36399	67028	2095100
5	1987	283624	57803	77680	128407	19734	65361	218263	50845	78800	2443008
6	1988	352109	90223	118762	119851	23273	87972	264137	32189	50000	2789334
7	1989	385166	112287	133345	120371	19163	106338	278828	33351	76400	3177913
8	1990	451308	132630	148465	127077	43136	116787	334521	25676	40500	3578610
9	1991	531510	147650	156800	156236	70824	129758	401752	33236	30000	4043598

	구분	기금회계기금운용수익(계)	공공금융	주택및시설운영등	투자유가증권	연금수입	지불준비금등	기금회계(비용)	순이익	기타포괄손익누계액	기금총액
31	2013	11935651	2096	621365	207228	10860598	244364	11644780	290871	-34190	8366994
32	2014	13505843	1696	387366	192767	12646089	277925	13293696	212147	-51906	8527235
33	2015	14944311	274	601833	197257	13787053	357894	14637481	306830	-79843	8754222
34	2016	15154251	147	403775	246260	14141396	362673	14792098	362153	1204728	10321103
35	2017	17084724	147	253385	316479	15013054	1501659	15493392	1591332	-961874	10950561
36	2018	16529124	146	160562	268572	15877806	222038	16249197	279927	-392590	10837898
37	2019	17721976	151	156382	305287	17068950	191206	17649998	71978	11970937	12042915
38	2020	19097216	152	138482	507456	18310885	140241	18614151	483065	782698	13308678
39	2021	20166109	151	139608	687173	19053002	286175	19508259	657850	1208712	15175240
40	2022	21835332	0	176501	464699	21018057	176075	21321155	514177	-571801	15117616

Overview

Variables

Interactions

Correlations

Missing values

Sample