gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	40
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	6.5 KiB
Average record size in memory	165.2 B

Variable types

Numeric	18

Dataset

Description	공무원연금기금 연도별 기금 운용 데이터(공공자금기금,주택도시기금,국민투자기금,채권예금,주식,신탁상품 등)입니다.
Author	공무원연금공단
URL	https://www.data.go.kr/data/15052898/fileData.do

Alerts

`구분` is highly correlated with `투자유가증권(계)` and 1 other fields	High correlation
`기금총액` is highly correlated with `주식` and 3 other fields	High correlation
`공공금융(계)` is highly correlated with `공공자금기금`	High correlation
`공공자금기금` is highly correlated with `공공금융(계)`	High correlation
`투자유가증권(계)` is highly correlated with `구분` and 2 other fields	High correlation
`채권예금` is highly correlated with `투자유가증권(계)`	High correlation
`주식` is highly correlated with `기금총액` and 1 other fields	High correlation
`계` is highly correlated with `기금총액` and 3 other fields	High correlation
`융자사업(연금대출)` is highly correlated with `구분` and 2 other fields	High correlation
`주택사업` is highly correlated with `기금총액` and 2 other fields	High correlation
`시설운영사업` is highly correlated with `기금총액` and 3 other fields	High correlation
`구분` has unique values	Unique
`기금총액` has unique values	Unique
`투자유가증권(계)` has unique values	Unique
`채권예금` has unique values	Unique
`주식` has unique values	Unique
`신탁상품` has unique values	Unique
`계` has unique values	Unique
`주택사업` has unique values	Unique
`시설운영사업` has unique values	Unique
`지불준비금` has unique values	Unique
`공공금융(계)` has 3 (7.5%) zeros	Zeros
`공공자금기금` has 20 (50.0%) zeros	Zeros
`주택도시기금` has 3 (7.5%) zeros	Zeros
`국민투자기금` has 34 (85.0%) zeros	Zeros
`사회간접자본투자` has 20 (50.0%) zeros	Zeros
`융자사업(연금대출)` has 19 (47.5%) zeros	Zeros
`융자사업(목적대출)` has 19 (47.5%) zeros	Zeros
`학자금대출` has 31 (77.5%) zeros	Zeros

Reproduction

Analysis started	2022-11-19 08:53:40.666220
Analysis finished	2022-11-19 08:54:22.910349
Duration	42.24 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

구분
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	40
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2001.5

Minimum	1982
Maximum	2021
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	1982
5-th percentile	1983.95
Q1	1991.75
median	2001.5
Q3	2011.25
95-th percentile	2019.05
Maximum	2021
Range	39
Interquartile range (IQR)	19.5

Descriptive statistics

Standard deviation	11.69045194
Coefficient of variation (CV)	0.005840845338
Kurtosis	-1.2
Mean	2001.5
Median Absolute Deviation (MAD)	10
Skewness	0
Sum	80060
Variance	136.6666667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
1982	1	2.5%
2001	1	2.5%
1984	1	2.5%
1985	1	2.5%
1986	1	2.5%
1987	1	2.5%
1988	1	2.5%
1989	1	2.5%
1990	1	2.5%
1992	1	2.5%
Other values (30)	30	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1982	1	2.5%
1983	1	2.5%
1984	1	2.5%
1985	1	2.5%
1986	1	2.5%
1987	1	2.5%
1988	1	2.5%
1989	1	2.5%
1990	1	2.5%
1991	1	2.5%

Value	Count	Frequency (%)
2021	1	2.5%
2020	1	2.5%
2019	1	2.5%
2018	1	2.5%
2017	1	2.5%
2016	1	2.5%
2015	1	2.5%
2014	1	2.5%
2013	1	2.5%
2012	1	2.5%

기금총액
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	40
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53639.95

Minimum	7704
Maximum	151752
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	7704
5-th percentile	14507.35
Q1	27738.75
median	47352.5
Q3	62405.25
95-th percentile	121061.9
Maximum	151752
Range	144048
Interquartile range (IQR)	34666.5

Descriptive statistics

Standard deviation	35027.86255
Coefficient of variation (CV)	0.6530181805
Kurtosis	0.7073264187
Mean	53639.95
Median Absolute Deviation (MAD)	18068.5
Skewness	1.120069732
Sum	2145598
Variance	1226951155
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
7704	1	2.5%
20896	1	2.5%
14672	1	2.5%
17830	1	2.5%
20951	1	2.5%
24430	1	2.5%
27893	1	2.5%
31779	1	2.5%
35786	1	2.5%
44918	1	2.5%
Other values (30)	30	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7704	1	2.5%
11379	1	2.5%
14672	1	2.5%
17752	1	2.5%
17830	1	2.5%
20896	1	2.5%
20951	1	2.5%
24430	1	2.5%
26290	1	2.5%
27276	1	2.5%

Value	Count	Frequency (%)
151752	1	2.5%
133087	1	2.5%
120429	1	2.5%
109506	1	2.5%
108379	1	2.5%
103211	1	2.5%
87542	1	2.5%
85272	1	2.5%
83670	1	2.5%
63576	1	2.5%

공공금융(계)
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	21
Distinct (%)	52.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4578.55

Minimum	0
Maximum	18585
Zeros	3
Zeros (%)	7.5%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	100
median	425
Q3	8032.75
95-th percentile	17685.5
Maximum	18585
Range	18585
Interquartile range (IQR)	7932.75

Descriptive statistics

Standard deviation	6751.06098
Coefficient of variation (CV)	1.474497599
Kurtosis	-0.3471326969
Mean	4578.55
Median Absolute Deviation (MAD)	375
Skewness	1.167469632
Sum	183142
Variance	45576824.36
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
100	16	40.0%
0	3	7.5%
600	3	7.5%
15335	1	2.5%
17135	1	2.5%
1354	1	2.5%
1504	1	2.5%
4354	1	2.5%
7344	1	2.5%
9844	1	2.5%
Other values (11)	11	27.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	7.5%
100	16	40.0%
250	1	2.5%
600	3	7.5%
1157	1	2.5%
1354	1	2.5%
1379	1	2.5%
1504	1	2.5%
4354	1	2.5%
7344	1	2.5%

Value	Count	Frequency (%)
18585	1	2.5%
18550	1	2.5%
17640	1	2.5%
17135	1	2.5%
16529	1	2.5%
16179	1	2.5%
15335	1	2.5%
13335	1	2.5%
11839	1	2.5%
9844	1	2.5%

공공자금기금
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	19
Distinct (%)	47.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4263.55

Minimum	0
Maximum	17985
Zeros	20
Zeros (%)	50.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	156
Q3	7560.25
95-th percentile	17133
Maximum	17985
Range	17985
Interquartile range (IQR)	7560.25

Descriptive statistics

Standard deviation	6586.272515
Coefficient of variation (CV)	1.544786039
Kurtosis	-0.3054429962
Mean	4263.55
Median Absolute Deviation (MAD)	156
Skewness	1.190559577
Sum	170542
Variance	43378985.64
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	20	50.0%
500	3	7.5%
14735	1	2.5%
654	1	2.5%
904	1	2.5%
3704	1	2.5%
6504	1	2.5%
9304	1	2.5%
11339	1	2.5%
12935	1	2.5%
Other values (9)	9	22.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	50.0%
312	1	2.5%
454	1	2.5%
500	3	7.5%
654	1	2.5%
904	1	2.5%
3704	1	2.5%
6504	1	2.5%
6979	1	2.5%
9304	1	2.5%

Value	Count	Frequency (%)
17985	1	2.5%
17950	1	2.5%
17090	1	2.5%
16535	1	2.5%
15979	1	2.5%
15679	1	2.5%
14735	1	2.5%
12935	1	2.5%
11339	1	2.5%
9304	1	2.5%

주택도시기금
Real number (ℝ_≥0)

ZEROS

Distinct	13
Distinct (%)	32.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	265.25

Minimum	0
Maximum	740
Zeros	3
Zeros (%)	7.5%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	100
median	100
Q3	462.5
95-th percentile	600
Maximum	740
Range	740
Interquartile range (IQR)	362.5

Descriptive statistics

Standard deviation	219.3023612
Coefficient of variation (CV)	0.8267761027
Kurtosis	-1.195862562
Mean	265.25
Median Absolute Deviation (MAD)	100
Skewness	0.5851290656
Sum	10610
Variance	48093.52564
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
100	19	47.5%
600	4	10.0%
0	3	7.5%
300	2	5.0%
450	2	5.0%
500	2	5.0%
550	2	5.0%
345	1	2.5%
435	1	2.5%
740	1	2.5%
Other values (3)	3	7.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	7.5%
100	19	47.5%
250	1	2.5%
300	2	5.0%
345	1	2.5%
400	1	2.5%
435	1	2.5%
450	2	5.0%
500	2	5.0%
540	1	2.5%

Value	Count	Frequency (%)
740	1	2.5%
600	4	10.0%
550	2	5.0%
540	1	2.5%
500	2	5.0%
450	2	5.0%
435	1	2.5%
400	1	2.5%
345	1	2.5%
300	2	5.0%

국민투자기금
Real number (ℝ_≥0)

ZEROS

Distinct	7
Distinct (%)	17.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.75

Minimum	0
Maximum	500
Zeros	34
Zeros (%)	85.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	404.5
Maximum	500
Range	500
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	133.1181758
Coefficient of variation (CV)	2.675742226
Kurtosis	6.122878389
Mean	49.75
Median Absolute Deviation (MAD)	0
Skewness	2.684019968
Sum	1990
Variance	17720.44872
Monotonicity	Decreasing

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	34	85.0%
500	1	2.5%
490	1	2.5%
400	1	2.5%
300	1	2.5%
200	1	2.5%
100	1	2.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	34	85.0%
100	1	2.5%
200	1	2.5%
300	1	2.5%
400	1	2.5%
490	1	2.5%
500	1	2.5%

Value	Count	Frequency (%)
500	1	2.5%
490	1	2.5%
400	1	2.5%
300	1	2.5%
200	1	2.5%
100	1	2.5%
0	34	85.0%

투자유가증권(계)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	40
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32060.725

Minimum	4687
Maximum	82100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	4687
5-th percentile	7978.35
Q1	12440.25
median	32782.5
Q3	39920.25
95-th percentile	77869.65
Maximum	82100
Range	77413
Interquartile range (IQR)	27480

Descriptive statistics

Standard deviation	21840.54976
Coefficient of variation (CV)	0.68122445
Kurtosis	0.02033692008
Mean	32060.725
Median Absolute Deviation (MAD)	16574
Skewness	0.8549529368
Sum	1282429
Variance	477009613.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
4687	1	2.5%
35072	1	2.5%
9384	1	2.5%
10718	1	2.5%
10314	1	2.5%
8936	1	2.5%
8836	1	2.5%
7994	1	2.5%
10015	1	2.5%
12497	1	2.5%
Other values (30)	30	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4687	1	2.5%
7681	1	2.5%
7994	1	2.5%
8836	1	2.5%
8936	1	2.5%
9384	1	2.5%
10015	1	2.5%
10314	1	2.5%
10718	1	2.5%
12270	1	2.5%

Value	Count	Frequency (%)
82100	1	2.5%
78566	1	2.5%
77833	1	2.5%
73155	1	2.5%
72563	1	2.5%
58182	1	2.5%
45896	1	2.5%
42828	1	2.5%
42361	1	2.5%
41412	1	2.5%

채권예금
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	40
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16837.25

Minimum	831
Maximum	37518
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	831
5-th percentile	3405.7
Q1	6025.5
median	18405.5
Q3	25705.5
95-th percentile	33990
Maximum	37518
Range	36687
Interquartile range (IQR)	19680

Descriptive statistics

Standard deviation	11053.18435
Coefficient of variation (CV)	0.6564720696
Kurtosis	-1.32981569
Mean	16837.25
Median Absolute Deviation (MAD)	10475
Skewness	0.2189205609
Sum	673490
Variance	122172884.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
4482	1	2.5%
19200	1	2.5%
8334	1	2.5%
9034	1	2.5%
8279	1	2.5%
6320	1	2.5%
4235	1	2.5%
3409	1	2.5%
3343	1	2.5%
4225	1	2.5%
Other values (30)	30	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
831	1	2.5%
3343	1	2.5%
3409	1	2.5%
4225	1	2.5%
4235	1	2.5%
4463	1	2.5%
4482	1	2.5%
4753	1	2.5%
5236	1	2.5%
5799	1	2.5%

Value	Count	Frequency (%)
37518	1	2.5%
36517	1	2.5%
33857	1	2.5%
32160	1	2.5%
31325	1	2.5%
29860	1	2.5%
29033	1	2.5%
28728	1	2.5%
27017	1	2.5%
25845	1	2.5%

주식
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	40
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6717.3

Minimum	45
Maximum	28052
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	45
5-th percentile	79.6
Q1	598.5
median	2842.5
Q3	7534.25
95-th percentile	27394.55
Maximum	28052
Range	28007
Interquartile range (IQR)	6935.75

Descriptive statistics

Standard deviation	8884.561973
Coefficient of variation (CV)	1.322638854
Kurtosis	0.9140426738
Mean	6717.3
Median Absolute Deviation (MAD)	2386
Skewness	1.501791751
Sum	268692
Variance	78935441.45
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
45	1	2.5%
449	1	2.5%
80	1	2.5%
114	1	2.5%
110	1	2.5%
125	1	2.5%
610	1	2.5%
464	1	2.5%
564	1	2.5%
1481	1	2.5%
Other values (30)	30	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
45	1	2.5%
72	1	2.5%
80	1	2.5%
110	1	2.5%
114	1	2.5%
125	1	2.5%
449	1	2.5%
464	1	2.5%
550	1	2.5%
564	1	2.5%

Value	Count	Frequency (%)
28052	1	2.5%
27481	1	2.5%
27390	1	2.5%
26162	1	2.5%
23212	1	2.5%
20588	1	2.5%
16094	1	2.5%
13848	1	2.5%
11445	1	2.5%
10355	1	2.5%

신탁상품
Real number (ℝ_≥0)

UNIQUE

Distinct	40
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7503.35

Minimum	160
Maximum	23550
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	160
5-th percentile	962.5
Q1	4108.75
median	6632.5
Q3	9014.25
95-th percentile	17030.45
Maximum	23550
Range	23390
Interquartile range (IQR)	4905.5

Descriptive statistics

Standard deviation	5047.950326
Coefficient of variation (CV)	0.6727595442
Kurtosis	1.674044028
Mean	7503.35
Median Absolute Deviation (MAD)	2536
Skewness	1.188617859
Sum	300134
Variance	25481802.49
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
160	1	2.5%
15423	1	2.5%
970	1	2.5%
1570	1	2.5%
1925	1	2.5%
2491	1	2.5%
3991	1	2.5%
4121	1	2.5%
6108	1	2.5%
6791	1	2.5%
Other values (30)	30	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
160	1	2.5%
820	1	2.5%
970	1	2.5%
1570	1	2.5%
1925	1	2.5%
2491	1	2.5%
3036	1	2.5%
3948	1	2.5%
3991	1	2.5%
4072	1	2.5%

Value	Count	Frequency (%)
23550	1	2.5%
18293	1	2.5%
16964	1	2.5%
15423	1	2.5%
14463	1	2.5%
13166	1	2.5%
12262	1	2.5%
11932	1	2.5%
9742	1	2.5%
9378	1	2.5%

사회간접자본투자
Real number (ℝ_≥0)

ZEROS

Distinct	21
Distinct (%)	52.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1002.825

Minimum	0
Maximum	3300
Zeros	20
Zeros (%)	50.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	36
Q3	2072.75
95-th percentile	2533.4
Maximum	3300
Range	3300
Interquartile range (IQR)	2072.75

Descriptive statistics

Standard deviation	1130.032763
Coefficient of variation (CV)	1.126849413
Kurtosis	-1.687383483
Mean	1002.825
Median Absolute Deviation (MAD)	36
Skewness	0.3541863508
Sum	40113
Variance	1276974.046
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	20	50.0%
2399	1	2.5%
2617	1	2.5%
261	1	2.5%
2213	1	2.5%
3300	1	2.5%
2090	1	2.5%
2529	1	2.5%
1861	1	2.5%
1944	1	2.5%
Other values (11)	11	27.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	50.0%
72	1	2.5%
261	1	2.5%
1861	1	2.5%
1924	1	2.5%
1938	1	2.5%
1944	1	2.5%
1961	1	2.5%
1988	1	2.5%
2055	1	2.5%

Value	Count	Frequency (%)
3300	1	2.5%
2617	1	2.5%
2529	1	2.5%
2399	1	2.5%
2342	1	2.5%
2262	1	2.5%
2213	1	2.5%
2183	1	2.5%
2107	1	2.5%
2090	1	2.5%

계
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	40
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15806.65

Minimum	1155
Maximum	55913
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	1155
5-th percentile	3138.8
Q1	7614.25
median	11119
Q3	18961.25
95-th percentile	36213.25
Maximum	55913
Range	54758
Interquartile range (IQR)	11347

Descriptive statistics

Standard deviation	12477.39504
Coefficient of variation (CV)	0.7893763095
Kurtosis	1.490538844
Mean	15806.65
Median Absolute Deviation (MAD)	4956.5
Skewness	1.358063321
Sum	632266
Variance	155685387.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
1155	1	2.5%
7400	1	2.5%
3325	1	2.5%
4394	1	2.5%
5565	1	2.5%
7060	1	2.5%
7895	1	2.5%
9878	1	2.5%
10471	1	2.5%
10940	1	2.5%
Other values (30)	30	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1155	1	2.5%
1938	1	2.5%
3202	1	2.5%
3325	1	2.5%
4228	1	2.5%
4394	1	2.5%
5565	1	2.5%
7060	1	2.5%
7400	1	2.5%
7477	1	2.5%

Value	Count	Frequency (%)
55913	1	2.5%
40607	1	2.5%
35982	1	2.5%
35816	1	2.5%
34407	1	2.5%
33502	1	2.5%
31117	1	2.5%
30021	1	2.5%
27711	1	2.5%
20498	1	2.5%

융자사업(연금대출)
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	22
Distinct (%)	55.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5659

Minimum	0
Maximum	19376
Zeros	19
Zeros (%)	47.5%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5369.5
Q3	9018
95-th percentile	16084.3
Maximum	19376
Range	19376
Interquartile range (IQR)	9018

Descriptive statistics

Standard deviation	6137.462263
Coefficient of variation (CV)	1.084548907
Kurtosis	-1.016728788
Mean	5659
Median Absolute Deviation (MAD)	5369.5
Skewness	0.5532439353
Sum	226360
Variance	37668443.03
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	19	47.5%
8632	1	2.5%
19376	1	2.5%
6497	1	2.5%
7180	1	2.5%
7601	1	2.5%
7711	1	2.5%
8241	1	2.5%
8456	1	2.5%
8396	1	2.5%
Other values (12)	12	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	47.5%
4242	1	2.5%
6497	1	2.5%
7180	1	2.5%
7601	1	2.5%
7711	1	2.5%
8241	1	2.5%
8312	1	2.5%
8396	1	2.5%
8456	1	2.5%

Value	Count	Frequency (%)
19376	1	2.5%
16717	1	2.5%
16051	1	2.5%
15094	1	2.5%
14313	1	2.5%
12847	1	2.5%
12728	1	2.5%
12670	1	2.5%
12581	1	2.5%
10176	1	2.5%

융자사업(목적대출)
Real number (ℝ_≥0)

ZEROS

Distinct	22
Distinct (%)	55.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1123.875

Minimum	0
Maximum	6643
Zeros	19
Zeros (%)	47.5%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	204
Q3	1762.75
95-th percentile	4651.55
Maximum	6643
Range	6643
Interquartile range (IQR)	1762.75

Descriptive statistics

Standard deviation	1712.80728
Coefficient of variation (CV)	1.524019379
Kurtosis	2.448860764
Mean	1123.875
Median Absolute Deviation (MAD)	204
Skewness	1.747004025
Sum	44955
Variance	2933708.779
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	19	47.5%
2347	1	2.5%
2038	1	2.5%
1693	1	2.5%
2514	1	2.5%
3336	1	2.5%
4607	1	2.5%
5498	1	2.5%
6643	1	2.5%
4421	1	2.5%
Other values (12)	12	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	47.5%
72	1	2.5%
336	1	2.5%
407	1	2.5%
514	1	2.5%
590	1	2.5%
650	1	2.5%
780	1	2.5%
859	1	2.5%
886	1	2.5%

Value	Count	Frequency (%)
6643	1	2.5%
5498	1	2.5%
4607	1	2.5%
4421	1	2.5%
3336	1	2.5%
3108	1	2.5%
2514	1	2.5%
2347	1	2.5%
2038	1	2.5%
1972	1	2.5%

학자금대출
Real number (ℝ)

ZEROS

Distinct	10
Distinct (%)	25.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	786.225

Minimum	-11141
Maximum	12227
Zeros	31
Zeros (%)	77.5%
Negative	3
Negative (%)	7.5%
Memory size	488.0 B

Quantile statistics

Minimum	-11141
5-th percentile	-10304.75
Q1	0
median	0
Q3	0
95-th percentile	11172.65
Maximum	12227
Range	23368
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	5050.839623
Coefficient of variation (CV)	6.424165631
Kurtosis	1.894841661
Mean	786.225
Median Absolute Deviation (MAD)	0
Skewness	0.2874397952
Sum	31449
Variance	25510980.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	31	77.5%
8877	1	2.5%
9318	1	2.5%
10020	1	2.5%
11139	1	2.5%
12227	1	2.5%
11812	1	2.5%
-11141	1	2.5%
-10509	1	2.5%
-10294	1	2.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-11141	1	2.5%
-10509	1	2.5%
-10294	1	2.5%
0	31	77.5%
8877	1	2.5%
9318	1	2.5%
10020	1	2.5%
11139	1	2.5%
11812	1	2.5%
12227	1	2.5%

Value	Count	Frequency (%)
12227	1	2.5%
11812	1	2.5%
11139	1	2.5%
10020	1	2.5%
9318	1	2.5%
8877	1	2.5%
0	31	77.5%
-10294	1	2.5%
-10509	1	2.5%
-11141	1	2.5%

주택사업
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	40
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7538.875

Minimum	151
Maximum	34646
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	151
5-th percentile	331.15
Q1	1410.25
median	4362
Q3	6904.5
95-th percentile	23225.95
Maximum	34646
Range	34495
Interquartile range (IQR)	5494.25

Descriptive statistics

Standard deviation	8741.850233
Coefficient of variation (CV)	1.159569595
Kurtosis	1.233504594
Mean	7538.875
Median Absolute Deviation (MAD)	2914.5
Skewness	1.461142126
Sum	301555
Variance	76419945.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
333	1	2.5%
151	1	2.5%
741	1	2.5%
935	1	2.5%
1236	1	2.5%
1464	1	2.5%
1249	1	2.5%
1724	1	2.5%
4384	1	2.5%
6775	1	2.5%
Other values (30)	30	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
151	1	2.5%
296	1	2.5%
333	1	2.5%
510	1	2.5%
548	1	2.5%
741	1	2.5%
935	1	2.5%
1044	1	2.5%
1236	1	2.5%
1249	1	2.5%

Value	Count	Frequency (%)
34646	1	2.5%
23738	1	2.5%
23199	1	2.5%
22891	1	2.5%
21888	1	2.5%
21380	1	2.5%
19678	1	2.5%
17373	1	2.5%
17351	1	2.5%
7293	1	2.5%

시설운영사업
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	40
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3883.15

Minimum	308
Maximum	12185
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	308
5-th percentile	885.35
Q1	1780
median	2761.5
Q3	3580.25
95-th percentile	10130.3
Maximum	12185
Range	11877
Interquartile range (IQR)	1800.25

Descriptive statistics

Standard deviation	3264.215581
Coefficient of variation (CV)	0.8406102214
Kurtosis	0.3538131106
Mean	3883.15
Median Absolute Deviation (MAD)	1003
Skewness	1.289548972
Sum	155326
Variance	10655103.36
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
308	1	2.5%
2671	1	2.5%
891	1	2.5%
945	1	2.5%
993	1	2.5%
989	1	2.5%
1148	1	2.5%
1511	1	2.5%
1666	1	2.5%
1818	1	2.5%
Other values (30)	30	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
308	1	2.5%
778	1	2.5%
891	1	2.5%
945	1	2.5%
989	1	2.5%
993	1	2.5%
1148	1	2.5%
1511	1	2.5%
1617	1	2.5%
1666	1	2.5%

Value	Count	Frequency (%)
12185	1	2.5%
11200	1	2.5%
10074	1	2.5%
9692	1	2.5%
9366	1	2.5%
9353	1	2.5%
8205	1	2.5%
8108	1	2.5%
7710	1	2.5%
3824	1	2.5%

지불준비금
Real number (ℝ_≥0)

UNIQUE

Distinct	40
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7121.775

Minimum	381
Maximum	22787
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	488.0 B

Quantile statistics

Minimum	381
5-th percentile	569.4
Q1	1864
median	6289.5
Q3	10530.75
95-th percentile	21631.4
Maximum	22787
Range	22406
Interquartile range (IQR)	8666.75

Descriptive statistics

Standard deviation	6308.437222
Coefficient of variation (CV)	0.8857956368
Kurtosis	0.5335260381
Mean	7121.775
Median Absolute Deviation (MAD)	4296
Skewness	1.055230144
Sum	284871
Variance	39796380.18
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
705	1	2.5%
21576	1	2.5%
609	1	2.5%
1214	1	2.5%
718	1	2.5%
1090	1	2.5%
1318	1	2.5%
2068	1	2.5%
1965	1	2.5%
4346	1	2.5%
Other values (30)	30	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
381	1	2.5%
425	1	2.5%
577	1	2.5%
609	1	2.5%
705	1	2.5%
718	1	2.5%
1090	1	2.5%
1214	1	2.5%
1318	1	2.5%
1561	1	2.5%

Value	Count	Frequency (%)
22787	1	2.5%
22684	1	2.5%
21576	1	2.5%
17565	1	2.5%
13835	1	2.5%
13814	1	2.5%
12944	1	2.5%
12731	1	2.5%
11678	1	2.5%
10557	1	2.5%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

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

	구분	기금총액	공공금융(계)	공공자금기금	주택도시기금	국민투자기금	투자유가증권(계)	채권예금	주식	신탁상품	계	융자사업(목적대출)	주택사업	시설운영사업	지불준비금
0	1982	7704	1157	312	345	500	4687	4482	45	160	1155	514	333	308	705
1	1983	11379	1379	454	435	490	7681	6789	72	820	1938	650	510	778	381
2	1984	14672	1354	654	300	400	9384	8334	80	970	3325	1693	741	891	609
3	1985	17830	1504	904	300	300	10718	9034	114	1570	4394	2514	935	945	1214
4	1986	20951	4354	3704	450	200	10314	8279	110	1925	5565	3336	1236	993	718
5	1987	24430	7344	6504	740	100	8936	6320	125	2491	7060	4607	1464	989	1090
6	1988	27893	9844	9304	540	0	8836	4235	610	3991	7895	5498	1249	1148	1318
7	1989	31779	11839	11339	500	0	7994	3409	464	4121	9878	6643	1724	1511	2068
8	1990	35786	13335	12935	400	0	10015	3343	564	6108	10471	4421	4384	1666	1965
9	1991	40436	15335	14735	600	0	12270	4753	856	6661	10418	3108	5693	1617	2413

Last rows

	구분	기금총액	공공금융(계)	공공자금기금	주택도시기금	투자유가증권(계)	채권예금	주식	신탁상품	사회간접자본투자	계	융자사업(연금대출)	학자금대출	주택사업	시설운영사업	지불준비금
30	2012	63576	600	500	100	38344	22554	10355	3036	2399	20498	10176	0	6498	3824	4134
31	2013	83670	600	500	100	38037	20302	11445	3948	2342	35816	12847	8877	23738	8108	9217
32	2014	85272	100	0	100	38939	19095	13848	4072	1924	33502	12728	9318	21888	8205	12731
33	2015	87542	100	0	100	45896	22584	16094	5111	2107	27711	12670	10020	17351	7710	13835
34	2016	103211	100	0	100	58182	28728	20588	6604	2262	34407	12581	11139	22891	10074	10522
35	2017	109506	100	0	100	72563	33857	27390	9378	1938	31117	14313	12227	19678	9353	5726
36	2018	108379	100	0	100	77833	36517	26162	13166	1988	30021	15094	11812	17373	9366	425
37	2019	120429	100	0	100	82100	37518	28052	14463	2067	35982	16051	-11141	21380	9692	2247
38	2020	133087	100	0	100	78566	32160	27481	16964	1961	40607	16717	-10509	23199	11200	13814
39	2021	151752	0	0	0	73155	29033	23212	18293	2617	55913	19376	-10294	34646	12185	22684

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows