gimi9 Pandas Profiling

Dataset statistics

Number of variables	11
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.0 MiB
Average record size in memory	106.0 B

Variable types

Numeric	9
Categorical	2

Dataset

Description	회계연도,자치단체코드,기준일,세목코드,세목코드명,전일누계,수입액,과오납반환액,과목경정액,당일누계,출력순서
Author	서울특별시
URL	https://data.seoul.go.kr/dataList/OA-13268/S/1/datasetView.do

Alerts

`자치단체코드` has constant value ""	Constant
`회계연도` is highly overall correlated with `기준일`	High correlation
`기준일` is highly overall correlated with `회계연도`	High correlation
`세목코드` is highly overall correlated with `출력순서` and 1 other fields	High correlation
`전일누계` is highly overall correlated with `당일누계`	High correlation
`수입액` is highly overall correlated with `당일누계`	High correlation
`당일누계` is highly overall correlated with `전일누계` and 1 other fields	High correlation
`출력순서` is highly overall correlated with `세목코드` and 1 other fields	High correlation
`세목코드명` is highly overall correlated with `세목코드` and 1 other fields	High correlation
`과오납반환액` is highly skewed (γ1 = 53.26260326)	Skewed
`과목경정액` is highly skewed (γ1 = -39.71300472)	Skewed
`세목코드` has 177 (1.8%) zeros	Zeros
`전일누계` has 3136 (31.4%) zeros	Zeros
`수입액` has 6935 (69.3%) zeros	Zeros
`과오납반환액` has 8987 (89.9%) zeros	Zeros
`과목경정액` has 9704 (97.0%) zeros	Zeros
`당일누계` has 3108 (31.1%) zeros	Zeros

Reproduction

Analysis started	2024-05-10 23:15:48.559840
Analysis finished	2024-05-10 23:16:23.978328
Duration	35.42 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

회계연도
Real number (ℝ)

HIGH CORRELATION

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2021.1767

Minimum	2019
Maximum	2024
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	2019
5-th percentile	2019
Q1	2020
median	2021
Q3	2022
95-th percentile	2024
Maximum	2024
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.5509731
Coefficient of variation (CV)	0.00076736148
Kurtosis	-1.1313827
Mean	2021.1767
Median Absolute Deviation (MAD)	1
Skewness	0.11763327
Sum	20211767
Variance	2.4055177
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2020	1924	19.2%
2021	1914	19.1%
2019	1865	18.6%
2022	1829	18.3%
2023	1812	18.1%
2024	656	6.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2019	1865	18.6%
2020	1924	19.2%
2021	1914	19.1%
2022	1829	18.3%
2023	1812	18.1%
2024	656	6.6%

Value	Count	Frequency (%)
2024	656	6.6%
2023	1812	18.1%
2022	1829	18.3%
2021	1914	19.1%
2020	1924	19.2%
2019	1865	18.6%

자치단체코드
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

0	10000

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	10000	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	10000	100.0%

기준일
Real number (ℝ)

HIGH CORRELATION

Distinct	1908
Distinct (%)	19.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20212715

Minimum	20190203
Maximum	20240509
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	20190203
5-th percentile	20190505
Q1	20200511
median	20210818
Q3	20221226
95-th percentile	20240128
Maximum	20240509
Range	50306
Interquartile range (IQR)	20715

Descriptive statistics

Standard deviation	15223.291
Coefficient of variation (CV)	0.0007531542
Kurtosis	-1.1041787
Mean	20212715
Median Absolute Deviation (MAD)	10392.5
Skewness	0.098478465
Sum	2.0212715 × 10¹¹
Variance	2.317486 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20210116	19	0.2%
20200111	16	0.2%
20210112	16	0.2%
20210119	15	0.1%
20200103	15	0.1%
20210109	14	0.1%
20190325	14	0.1%
20210522	14	0.1%
20200116	13	0.1%
20200120	13	0.1%
Other values (1898)	9851	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20190203	1	< 0.1%
20190204	7	0.1%
20190205	7	0.1%
20190206	7	0.1%
20190207	6	0.1%
20190208	6	0.1%
20190209	4	< 0.1%
20190210	4	< 0.1%
20190211	3	< 0.1%
20190212	3	< 0.1%

Value	Count	Frequency (%)
20240509	3	< 0.1%
20240508	6	0.1%
20240507	4	< 0.1%
20240506	4	< 0.1%
20240505	6	0.1%
20240504	7	0.1%
20240503	5	0.1%
20240502	7	0.1%
20240501	6	0.1%
20240430	3	< 0.1%

세목코드
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	49
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39056166

Minimum	0
Maximum	90000000
Zeros	177
Zeros (%)	1.8%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	10100003
Q1	10135000
median	20000013
Q3	80000004
95-th percentile	80000014
Maximum	90000000
Range	90000000
Interquartile range (IQR)	69865004

Descriptive statistics

Standard deviation	31958684
Coefficient of variation (CV)	0.81827501
Kurtosis	-1.6756596
Mean	39056166
Median Absolute Deviation (MAD)	9896013
Skewness	0.45798341
Sum	3.9056166 × 10¹¹
Variance	1.0213575 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
20000020	241	2.4%
10200002	235	2.4%
10200001	231	2.3%
80000010	228	2.3%
80000002	226	2.3%
10100005	224	2.2%
20000000	218	2.2%
10129999	217	2.2%
80000013	216	2.2%
80000006	215	2.1%
Other values (39)	7749	77.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	177	1.8%
10000000	185	1.8%
10100003	206	2.1%
10100005	224	2.2%
10101000	208	2.1%
10104000	186	1.9%
10106000	197	2.0%
10109000	188	1.9%
10110000	212	2.1%
10113000	185	1.8%

Value	Count	Frequency (%)
90000000	206	2.1%
80000015	192	1.9%
80000014	204	2.0%
80000013	216	2.2%
80000012	198	2.0%
80000011	202	2.0%
80000010	228	2.3%
80000009	191	1.9%
80000008	206	2.1%
80000007	205	2.1%

세목코드명
Categorical

HIGH CORRELATION

Distinct	48
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

지역개발기금	433
임시적세외수입	235
경상적세외수입	231
체육진흥기금	228
중소기업육성기금	226
Other values (43)	8647

Length

Max length	9
Median length	7
Mean length	5.1692
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	남북교류협력기금
2nd row	도로굴착복구기금
3rd row	보통세
4th row	지방세
5th row	재난관리기금

Common Values

Value	Count	Frequency (%)
지역개발기금	433	4.3%
임시적세외수입	235	2.4%
경상적세외수입	231	2.3%
체육진흥기금	228	2.3%
중소기업육성기금	226	2.3%
보통세	224	2.2%
특별회계	218	2.2%
목적세	217	2.2%
남북교류협력기금	216	2.2%
도로굴착복구기금	215	2.1%
Other values (38)	7557	75.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
지역개발기금	433	4.3%
임시적세외수입	235	2.4%
경상적세외수입	231	2.3%
체육진흥기금	228	2.3%
중소기업육성기금	226	2.3%
보통세	224	2.2%
특별회계	218	2.2%
목적세	217	2.2%
남북교류협력기금	216	2.2%
도로굴착복구기금	215	2.1%
Other values (38)	7557	75.6%

전일누계
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	5500
Distinct (%)	55.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3833822 × 10¹²

Minimum	-2.0938012 × 10¹³
Maximum	6.1030868 × 10¹³
Zeros	3136
Zeros (%)	31.4%
Negative	2
Negative (%)	< 0.1%
Memory size	166.0 KiB

Quantile statistics

Minimum	-2.0938012 × 10¹³
5-th percentile	0
Q1	0
median	2.8293088 × 10¹⁰
Q3	4.8318529 × 10¹¹
95-th percentile	6.7199526 × 10¹²
Maximum	6.1030868 × 10¹³
Range	8.1968879 × 10¹³
Interquartile range (IQR)	4.8318529 × 10¹¹

Descriptive statistics

Standard deviation	4.9652104 × 10¹²
Coefficient of variation (CV)	3.589182
Kurtosis	44.314225
Mean	1.3833822 × 10¹²
Median Absolute Deviation (MAD)	2.8293088 × 10¹⁰
Skewness	6.0831014
Sum	1.3833822 × 10¹⁶
Variance	2.4653314 × 10²⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3136	31.4%
6226623520	41	0.4%
6627748506	16	0.2%
899393380	12	0.1%
6839646287	11	0.1%
88425965347	10	0.1%
140440	10	0.1%
14019575110	10	0.1%
96497538547	10	0.1%
1055621182194	9	0.1%
Other values (5490)	6735	67.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-20938011638396	1	< 0.1%
-4935685285020	1	< 0.1%
0	3136	31.4%
3941	1	< 0.1%
4713	1	< 0.1%
8420	2	< 0.1%
18490	3	< 0.1%
41038	1	< 0.1%
60970	1	< 0.1%
140000	7	0.1%

Value	Count	Frequency (%)
61030867590285	1	< 0.1%
59605440417110	1	< 0.1%
59587738056330	1	< 0.1%
58067097330014	1	< 0.1%
57686088429911	1	< 0.1%
55255094359813	1	< 0.1%
55200363341838	1	< 0.1%
54887557572820	1	< 0.1%
53714341390644	1	< 0.1%
53538858008360	1	< 0.1%

수입액
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2999
Distinct (%)	30.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.5098178 × 10⁹

Minimum	-7.4329337 × 10¹⁰
Maximum	1.5985862 × 10¹²
Zeros	6935
Zeros (%)	69.3%
Negative	17
Negative (%)	0.2%
Memory size	166.0 KiB

Quantile statistics

Minimum	-7.4329337 × 10¹⁰
5-th percentile	0
Q1	0
median	0
Q3	8098125
95-th percentile	1.3655897 × 10¹⁰
Maximum	1.5985862 × 10¹²
Range	1.6729156 × 10¹²
Interquartile range (IQR)	8098125

Descriptive statistics

Standard deviation	6.5761695 × 10¹⁰
Coefficient of variation (CV)	7.7277442
Kurtosis	212.95284
Mean	8.5098178 × 10⁹
Median Absolute Deviation (MAD)	0
Skewness	13.258978
Sum	8.5098178 × 10¹³
Variance	4.3246006 × 10²¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6935	69.3%
14490	6	0.1%
100000000	5	0.1%
10399999	3	< 0.1%
1000000000	3	< 0.1%
26833333	2	< 0.1%
20000000	2	< 0.1%
24534820	2	< 0.1%
21782080	2	< 0.1%
1920000	2	< 0.1%
Other values (2989)	3038	30.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-74329336777	1	< 0.1%
-57618903230	1	< 0.1%
-53377764310	1	< 0.1%
-36435660720	1	< 0.1%
-32901159670	1	< 0.1%
-29450566020	1	< 0.1%
-16630674930	1	< 0.1%
-8224831630	1	< 0.1%
-7709682690	1	< 0.1%
-6097722720	1	< 0.1%

Value	Count	Frequency (%)
1598586221414	1	< 0.1%
1457613562300	1	< 0.1%
1437175110210	1	< 0.1%
1316201162788	1	< 0.1%
1277478567796	1	< 0.1%
1144987174575	1	< 0.1%
1137578829542	1	< 0.1%
1092049876310	1	< 0.1%
1091936587230	1	< 0.1%
1016774724560	1	< 0.1%

과오납반환액
Real number (ℝ)

SKEWED ZEROS

Distinct	982
Distinct (%)	9.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5414088 × 10⁸

Minimum	0
Maximum	2.1964721 × 10¹¹
Zeros	8987
Zeros (%)	89.9%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	9979670.5
Maximum	2.1964721 × 10¹¹
Range	2.1964721 × 10¹¹
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	2.998107 × 10⁹
Coefficient of variation (CV)	19.450434
Kurtosis	3432.157
Mean	1.5414088 × 10⁸
Median Absolute Deviation (MAD)	0
Skewness	53.262603
Sum	1.5414088 × 10¹²
Variance	8.9886454 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8987	89.9%
3184930	2	< 0.1%
868860	2	< 0.1%
4098730	2	< 0.1%
1994070	2	< 0.1%
43710040	2	< 0.1%
5452084150	2	< 0.1%
19814190	2	< 0.1%
96815870	2	< 0.1%
1130490	2	< 0.1%
Other values (972)	995	10.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8987	89.9%
520	1	< 0.1%
720	1	< 0.1%
2870	1	< 0.1%
4670	1	< 0.1%
9000	1	< 0.1%
9440	1	< 0.1%
11370	1	< 0.1%
15880	1	< 0.1%
16160	1	< 0.1%

Value	Count	Frequency (%)
219647214620	1	< 0.1%
140198704930	1	< 0.1%
85751652810	1	< 0.1%
48677811730	1	< 0.1%
43998013800	1	< 0.1%
30981566540	1	< 0.1%
29739852480	1	< 0.1%
29481583010	1	< 0.1%
29018318180	1	< 0.1%
26932093980	1	< 0.1%

과목경정액
Real number (ℝ)

SKEWED ZEROS

Distinct	276
Distinct (%)	2.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-14843822

Minimum	-8.4699021 × 10¹⁰
Maximum	4.4701678 × 10¹⁰
Zeros	9704
Zeros (%)	97.0%
Negative	211
Negative (%)	2.1%
Memory size	166.0 KiB

Quantile statistics

Minimum	-8.4699021 × 10¹⁰
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4.4701678 × 10¹⁰
Range	1.294007 × 10¹¹
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.1834909 × 10⁹
Coefficient of variation (CV)	-79.729524
Kurtosis	3140.3959
Mean	-14843822
Median Absolute Deviation (MAD)	0
Skewness	-39.713005
Sum	-1.4843822 × 10¹¹
Variance	1.4006506 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9704	97.0%
-687539270	3	< 0.1%
-3662400	2	< 0.1%
-112000000	2	< 0.1%
8317520	2	< 0.1%
2626870	2	< 0.1%
-7545060	2	< 0.1%
-4216530	2	< 0.1%
-132320	2	< 0.1%
-6020380	2	< 0.1%
Other values (266)	277	2.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-84699021000	1	< 0.1%
-44916272260	1	< 0.1%
-37038678010	1	< 0.1%
-16839271890	1	< 0.1%
-12777489610	1	< 0.1%
-9155071030	1	< 0.1%
-6238263490	1	< 0.1%
-5647800000	1	< 0.1%
-4896782880	1	< 0.1%
-4296893000	1	< 0.1%

Value	Count	Frequency (%)
44701678021	1	< 0.1%
16835417240	1	< 0.1%
12658000000	1	< 0.1%
12108690410	1	< 0.1%
9175874620	1	< 0.1%
3619094350	1	< 0.1%
3470982000	1	< 0.1%
3365717960	1	< 0.1%
2337989950	1	< 0.1%
1716421560	1	< 0.1%

당일누계
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	5557
Distinct (%)	55.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3917227 × 10¹²

Minimum	-2.0491385 × 10¹³
Maximum	6.2343849 × 10¹³
Zeros	3108
Zeros (%)	31.1%
Negative	2
Negative (%)	< 0.1%
Memory size	166.0 KiB

Quantile statistics

Minimum	-2.0491385 × 10¹³
5-th percentile	0
Q1	0
median	2.8773459 × 10¹⁰
Q3	4.8812608 × 10¹¹
95-th percentile	6.7384535 × 10¹²
Maximum	6.2343849 × 10¹³
Range	8.2835233 × 10¹³
Interquartile range (IQR)	4.8812608 × 10¹¹

Descriptive statistics

Standard deviation	4.9852319 × 10¹²
Coefficient of variation (CV)	3.5820583
Kurtosis	44.254335
Mean	1.3917227 × 10¹²
Median Absolute Deviation (MAD)	2.8773459 × 10¹⁰
Skewness	6.0772697
Sum	1.3917227 × 10¹⁶
Variance	2.4852538 × 10²⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3108	31.1%
6226623520	41	0.4%
6627748506	16	0.2%
140440	11	0.1%
6839646287	11	0.1%
899393380	11	0.1%
96497538547	10	0.1%
14019575110	10	0.1%
10000000	10	0.1%
88425965347	10	0.1%
Other values (5547)	6762	67.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-20491384641836	1	< 0.1%
-4911034956830	1	< 0.1%
0	3108	31.1%
4713	1	< 0.1%
8420	2	< 0.1%
18490	2	< 0.1%
47420	1	< 0.1%
64570	1	< 0.1%
101470	1	< 0.1%
140000	7	0.1%

Value	Count	Frequency (%)
62343848523853	1	< 0.1%
59627185549480	1	< 0.1%
59609368206680	1	< 0.1%
58182712930117	1	< 0.1%
57607939755894	1	< 0.1%
55723539113109	1	< 0.1%
55200362016398	1	< 0.1%
55049394426600	1	< 0.1%
53788013327414	1	< 0.1%
53570314781170	1	< 0.1%

출력순서
Real number (ℝ)

HIGH CORRELATION

Distinct	48
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	771.7983

Minimum	1
Maximum	1272
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	96
median	1025
Q3	1260
95-th percentile	1270
Maximum	1272
Range	1271
Interquartile range (IQR)	1164

Descriptive statistics

Standard deviation	523.65002
Coefficient of variation (CV)	0.6784804
Kurtosis	-1.5972912
Mean	771.7983
Median Absolute Deviation (MAD)	241
Skewness	-0.4838549
Sum	7717983
Variance	274209.34
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
907	424	4.2%
1197	241	2.4%
293	235	2.4%
249	231	2.3%
1267	228	2.3%
1259	226	2.3%
5	224	2.2%
96	217	2.2%
1270	216	2.2%
1263	215	2.1%
Other values (38)	7543	75.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	177	1.8%
2	185	1.8%
4	206	2.1%
5	224	2.2%
6	208	2.1%
31	186	1.9%
43	190	1.9%
75	197	2.0%
81	188	1.9%
86	212	2.1%

Value	Count	Frequency (%)
1272	192	1.9%
1271	204	2.0%
1270	216	2.2%
1269	198	2.0%
1268	202	2.0%
1267	228	2.3%
1266	191	1.9%
1265	206	2.1%
1264	205	2.1%
1263	215	2.1%

Phik (φk)
Auto

Heatmap
Table

	회계연도	기준일	세목코드	세목코드명	전일누계	수입액	과오납반환액	과목경정액	당일누계	출력순서
회계연도	1.000	0.986	0.000	0.000	0.084	0.056	0.000	0.020	0.087	0.000
기준일	0.986	1.000	0.022	0.000	0.126	0.046	0.000	0.033	0.124	0.000
세목코드	0.000	0.022	1.000	0.999	0.523	0.296	0.093	0.113	0.513	0.800
세목코드명	0.000	0.000	0.999	1.000	0.706	0.381	0.111	0.090	0.695	1.000
전일누계	0.084	0.126	0.523	0.706	1.000	0.385	0.233	0.067	0.998	0.353
수입액	0.056	0.046	0.296	0.381	0.385	1.000	0.456	0.521	0.394	0.122
과오납반환액	0.000	0.000	0.093	0.111	0.233	0.456	1.000	0.000	0.245	0.000
과목경정액	0.020	0.033	0.113	0.090	0.067	0.521	0.000	1.000	0.071	0.012
당일누계	0.087	0.124	0.513	0.695	0.998	0.394	0.245	0.071	1.000	0.337
출력순서	0.000	0.000	0.800	1.000	0.353	0.122	0.000	0.012	0.337	1.000

Heatmap
Table

	회계연도	기준일	세목코드	전일누계	수입액	과오납반환액	과목경정액	당일누계	출력순서	세목코드명
회계연도	1.000	0.983	-0.002	0.229	0.139	0.047	-0.016	0.231	-0.002	0.000
기준일	0.983	1.000	-0.002	0.238	0.128	0.043	-0.014	0.240	-0.002	0.000
세목코드	-0.002	-0.002	1.000	-0.072	-0.127	-0.102	0.035	-0.073	0.913	0.992
전일누계	0.229	0.238	-0.072	1.000	0.496	0.436	-0.108	0.998	-0.133	0.319
수입액	0.139	0.128	-0.127	0.496	1.000	0.416	-0.137	0.505	-0.156	0.139
과오납반환액	0.047	0.043	-0.102	0.436	0.416	1.000	-0.202	0.438	-0.194	0.045
과목경정액	-0.016	-0.014	0.035	-0.108	-0.137	-0.202	1.000	-0.109	0.060	0.036
당일누계	0.231	0.240	-0.073	0.998	0.505	0.438	-0.109	1.000	-0.134	0.311
출력순서	-0.002	-0.002	0.913	-0.133	-0.156	-0.194	0.060	-0.134	1.000	0.998
세목코드명	0.000	0.000	0.992	0.319	0.139	0.045	0.036	0.311	0.998	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

	회계연도	기준일	세목코드	세목코드명	전일누계	수입액	과오납반환액	당일누계	출력순서
64383	2020	20201102	80000013	남북교류협력기금	39303570541	0	0	39303570541	1270
86622	2019	20190904	80000006	도로굴착복구기금	0	0	0	0	1263
84528	2019	20191016	10100005	보통세	6226623520	0	0	6226623520	5
52187	2021	20210608	10100003	지방세	284316262930	19241590	0	284335504520	4
12344	2023	20230831	80000012	재난관리기금	389097259929	5251612543	0	394348872472	1269
21501	2023	20230225	80000006	도로굴착복구기금	6314574407	0	0	6314574407	1263
67688	2020	20200826	90000000	기타수입	0	0	0	0	907
80086	2019	20200108	10140000	지방소득세	0	0	0	0	88
70880	2020	20200622	20000010	교통사업	418083015449	263270910	26265790	418320020569	1070
10326	2023	20231011	80000003	식품진흥기금	4006897648	181110	0	4007078758	1260

	회계연도	기준일	세목코드	세목코드명	전일누계	수입액	당일누계	출력순서
39389	2022	20220225	80000009	사회복지기금	20685637985	0	20685637985	1266
9504	2023	20231028	80000014	대외협력기금	3793142539	0	3793142539	1271
44114	2021	20211120	10135000	지역자원시설세	0	0	0	170
47850	2021	20210905	20000010	교통사업	363875738866	0	363875738866	1070
76454	2020	20200229	10135000	지역자원시설세	0	0	0	170
7932	2023	20231129	80000010	체육진흥기금	11610239798	905370	11611145168	1267
72379	2020	20200522	50105000	재산세	0	0	0	43
47879	2021	20210904	50105000	재산세	1989920701070	0	1989920701070	43
59363	2021	20210122	80000003	식품진흥기금	40128000	2560000	42688000	1260
42184	2021	20211230	80000011	감채기금	1057453878194	0	1057453878194	1268

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Interactions

Correlations

Missing values

Sample