gimi9 Pandas Profiling

Dataset statistics

Number of variables	19
Number of observations	69
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	11.4 KiB
Average record size in memory	168.9 B

Variable types

Categorical	6
Numeric	13

Dataset

Description	춘천시 지방세 관련 전반적인 부과, 징수, 과세, 비과세 및 감면에 대한 통합 자료로, 시도명, 시군구명, 자치단체코드, 과세년도, 세목명, 부과금액, 수납급액, 환급금액, 결손금액, 미수납 금액, 징수율, 과세건수, 과세금액, 비과세건수, 비과세감면금액, 비과세금액, 감면금액, 비과세감면율, 데이터기준일에 대한 자료.기존 지방세 징수현황, 지방세 과세현황, 지방세 비과 감면율의 3개 목록을 단일 목록으로 통합
Author	강원특별자치도 춘천시
URL	https://www.data.go.kr/data/15103296/fileData.do

Alerts

`시도명` has constant value ""	Constant
`시군구명` has constant value ""	Constant
`자치단체코드` has constant value ""	Constant
`데이터기준일` has constant value ""	Constant
`부과금액` is highly overall correlated with `수납급액` and 5 other fields	High correlation
`수납급액` is highly overall correlated with `부과금액` and 5 other fields	High correlation
`환급금액` is highly overall correlated with `부과금액` and 4 other fields	High correlation
`결손금액` is highly overall correlated with `부과금액` and 2 other fields	High correlation
`미수납금액` is highly overall correlated with `부과금액` and 4 other fields	High correlation
`징수율` is highly overall correlated with `수납급액` and 1 other fields	High correlation
`과세건수` is highly overall correlated with `부과금액` and 9 other fields	High correlation
`과세금액` is highly overall correlated with `부과금액` and 6 other fields	High correlation
`비과세건수` is highly overall correlated with `과세건수` and 5 other fields	High correlation
`비과세감면금액` is highly overall correlated with `과세건수` and 4 other fields	High correlation
`비과세금액` is highly overall correlated with `과세건수` and 5 other fields	High correlation
`감면금액` is highly overall correlated with `과세건수` and 5 other fields	High correlation
`비과세감면율` is highly overall correlated with `과세건수` and 5 other fields	High correlation
`세목명` is highly overall correlated with `과세건수` and 4 other fields	High correlation
`부과금액` has 15 (21.7%) zeros	Zeros
`수납급액` has 15 (21.7%) zeros	Zeros
`환급금액` has 20 (29.0%) zeros	Zeros
`결손금액` has 29 (42.0%) zeros	Zeros
`미수납금액` has 24 (34.8%) zeros	Zeros
`징수율` has 15 (21.7%) zeros	Zeros
`과세건수` has 20 (29.0%) zeros	Zeros
`과세금액` has 20 (29.0%) zeros	Zeros
`비과세건수` has 31 (44.9%) zeros	Zeros
`비과세감면금액` has 31 (44.9%) zeros	Zeros
`비과세금액` has 39 (56.5%) zeros	Zeros
`감면금액` has 31 (44.9%) zeros	Zeros
`비과세감면율` has 38 (55.1%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 04:48:33.773552
Analysis finished	2023-12-12 04:48:54.646786
Duration	20.87 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

시도명
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	684.0 B

강원특별자치도	69

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
강원특별자치도	69	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
강원특별자치도	69	100.0%

시군구명
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	684.0 B

춘천시	69

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
춘천시	69	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
춘천시	69	100.0%

자치단체코드
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	684.0 B

51110	69

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	51110
2nd row	51110
3rd row	51110
4th row	51110
5th row	51110

Common Values

Value	Count	Frequency (%)
51110	69	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
51110	69	100.0%

과세년도
Categorical

Distinct	5
Distinct (%)	7.2%
Missing	0
Missing (%)	0.0%
Memory size	684.0 B

2018	15
2019	14
2020	14
2021	13
2022	13

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2018
2nd row	2018
3rd row	2018
4th row	2018
5th row	2018

Common Values

Value	Count	Frequency (%)
2018	15	21.7%
2019	14	20.3%
2020	14	20.3%
2021	13	18.8%
2022	13	18.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2018	15	21.7%
2019	14	20.3%
2020	14	20.3%
2021	13	18.8%
2022	13	18.8%

세목명
Categorical

HIGH CORRELATION

Distinct	15
Distinct (%)	21.7%
Missing	0
Missing (%)	0.0%
Memory size	684.0 B

레저세	5
재산세	5
주민세	5
취득세	5
자동차세	5
Other values (10)	44

Length

Max length	7
Median length	5
Mean length	4.3768116
Min length	3

Unique

Unique	1 ?
Unique (%)	1.4%

Sample

1st row	도축세
2nd row	레저세
3rd row	재산세
4th row	주민세
5th row	취득세

Common Values

Value	Count	Frequency (%)
레저세	5	7.2%
재산세	5	7.2%
주민세	5	7.2%
취득세	5	7.2%
자동차세	5	7.2%
과년도수입	5	7.2%
담배소비세	5	7.2%
도시계획세	5	7.2%
등록면허세	5	7.2%
지방교육세	5	7.2%
Other values (5)	19	27.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
레저세	5	7.2%
재산세	5	7.2%
주민세	5	7.2%
취득세	5	7.2%
자동차세	5	7.2%
과년도수입	5	7.2%
담배소비세	5	7.2%
도시계획세	5	7.2%
등록면허세	5	7.2%
지방교육세	5	7.2%
Other values (5)	19	27.5%

부과금액
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	55
Distinct (%)	79.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7106705 × 10¹⁰

Minimum	0
Maximum	1.44081 × 10¹¹
Zeros	15
Zeros (%)	21.7%
Negative	0
Negative (%)	0.0%
Memory size	753.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5.824361 × 10⁹
median	1.2437727 × 10¹⁰
Q3	4.4892983 × 10¹⁰
95-th percentile	1.0086522 × 10¹¹
Maximum	1.44081 × 10¹¹
Range	1.44081 × 10¹¹
Interquartile range (IQR)	3.9068622 × 10¹⁰

Descriptive statistics

Standard deviation	3.3082524 × 10¹⁰
Coefficient of variation (CV)	1.2204554
Kurtosis	2.617965
Mean	2.7106705 × 10¹⁰
Median Absolute Deviation (MAD)	1.2437727 × 10¹⁰
Skewness	1.677622
Sum	1.8703626 × 10¹²
Variance	1.0944534 × 10²¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15	21.7%
44892983000	1	1.4%
7752000000	1	1.4%
7921053000	1	1.4%
12437727000	1	1.4%
19430106000	1	1.4%
8518382000	1	1.4%
48540113000	1	1.4%
52241844000	1	1.4%
6249778000	1	1.4%
Other values (45)	45	65.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	21.7%
153874000	1	1.4%
5712509000	1	1.4%
5824361000	1	1.4%
5841858000	1	1.4%
6101778000	1	1.4%
6249778000	1	1.4%
6319197000	1	1.4%
7006309000	1	1.4%
7367265000	1	1.4%

Value	Count	Frequency (%)
144081000000	1	1.4%
126472000000	1	1.4%
113270000000	1	1.4%
105904000000	1	1.4%
93307049000	1	1.4%
83316107000	1	1.4%
73683219000	1	1.4%
59852333000	1	1.4%
57178225000	1	1.4%
55881600000	1	1.4%

수납급액
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	55
Distinct (%)	79.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5692884 × 10¹⁰

Minimum	0
Maximum	1.43694 × 10¹¹
Zeros	15
Zeros (%)	21.7%
Negative	0
Negative (%)	0.0%
Memory size	753.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.361535 × 10⁹
median	8.49877 × 10⁹
Q3	4.3675618 × 10¹⁰
95-th percentile	9.7591972 × 10¹⁰
Maximum	1.43694 × 10¹¹
Range	1.43694 × 10¹¹
Interquartile range (IQR)	4.2314083 × 10¹⁰

Descriptive statistics

Standard deviation	3.2861945 × 10¹⁰
Coefficient of variation (CV)	1.2790291
Kurtosis	2.8424792
Mean	2.5692884 × 10¹⁰
Median Absolute Deviation (MAD)	8.49877 × 10⁹
Skewness	1.7356101
Sum	1.772809 × 10¹²
Variance	1.0799074 × 10²¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15	21.7%
43675618000	1	1.4%
7752000000	1	1.4%
7739940000	1	1.4%
2859782000	1	1.4%
19430106000	1	1.4%
8498770000	1	1.4%
45828856000	1	1.4%
51154322000	1	1.4%
6090874000	1	1.4%
Other values (45)	45	65.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	21.7%
153874000	1	1.4%
1351103000	1	1.4%
1361535000	1	1.4%
2859782000	1	1.4%
5480940000	1	1.4%
5798263000	1	1.4%
5814561000	1	1.4%
5862940000	1	1.4%
6090874000	1	1.4%

Value	Count	Frequency (%)
143694000000	1	1.4%
126239000000	1	1.4%
112423000000	1	1.4%
100594000000	1	1.4%
93088929000	1	1.4%
81200749000	1	1.4%
72183930000	1	1.4%
58422264000	1	1.4%
55900571000	1	1.4%
53931102000	1	1.4%

환급금액
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	50
Distinct (%)	72.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9356006 × 10⁸

Minimum	0
Maximum	5.432514 × 10⁹
Zeros	20
Zeros (%)	29.0%
Negative	0
Negative (%)	0.0%
Memory size	753.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	22632000
Q3	3.13491 × 10⁸
95-th percentile	2.5982776 × 10⁹
Maximum	5.432514 × 10⁹
Range	5.432514 × 10⁹
Interquartile range (IQR)	3.13491 × 10⁸

Descriptive statistics

Standard deviation	1.0956605 × 10⁹
Coefficient of variation (CV)	2.2199132
Kurtosis	9.0260728
Mean	4.9356006 × 10⁸
Median Absolute Deviation (MAD)	22632000
Skewness	2.9703138
Sum	3.4055644 × 10¹⁰
Variance	1.2004719 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20	29.0%
83084000	1	1.4%
2006865000	1	1.4%
5321000	1	1.4%
3965439000	1	1.4%
2853000	1	1.4%
37224000	1	1.4%
357147000	1	1.4%
391019000	1	1.4%
1719000	1	1.4%
Other values (40)	40	58.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	29.0%
18000	1	1.4%
40000	1	1.4%
1719000	1	1.4%
1798000	1	1.4%
2033000	1	1.4%
2853000	1	1.4%
3421000	1	1.4%
4004000	1	1.4%
5321000	1	1.4%

Value	Count	Frequency (%)
5432514000	1	1.4%
4626246000	1	1.4%
3965439000	1	1.4%
2885172000	1	1.4%
2167936000	1	1.4%
2058458000	1	1.4%
2006865000	1	1.4%
1814308000	1	1.4%
1488771000	1	1.4%
1430794000	1	1.4%

결손금액
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	41
Distinct (%)	59.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7368732 × 10⁸

Minimum	0
Maximum	3.417949 × 10⁹
Zeros	29
Zeros (%)	42.0%
Negative	0
Negative (%)	0.0%
Memory size	753.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	86000
Q3	5489000
95-th percentile	1.2113324 × 10⁹
Maximum	3.417949 × 10⁹
Range	3.417949 × 10⁹
Interquartile range (IQR)	5489000

Descriptive statistics

Standard deviation	6.0178788 × 10⁸
Coefficient of variation (CV)	3.4647773
Kurtosis	16.918061
Mean	1.7368732 × 10⁸
Median Absolute Deviation (MAD)	86000
Skewness	4.0661223
Sum	1.1984425 × 10¹⁰
Variance	3.6214865 × 10¹⁷
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	29	42.0%
659000	1	1.4%
170000	1	1.4%
2927000	1	1.4%
118179000	1	1.4%
31000	1	1.4%
1175777000	1	1.4%
136000	1	1.4%
28943000	1	1.4%
6221000	1	1.4%
Other values (31)	31	44.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	42.0%
5000	1	1.4%
9000	1	1.4%
20000	1	1.4%
22000	1	1.4%
31000	1	1.4%
86000	1	1.4%
97000	1	1.4%
131000	1	1.4%
136000	1	1.4%

Value	Count	Frequency (%)
3417949000	1	1.4%
2564166000	1	1.4%
2232153000	1	1.4%
1235036000	1	1.4%
1175777000	1	1.4%
557754000	1	1.4%
479065000	1	1.4%
118179000	1	1.4%
51311000	1	1.4%
28943000	1	1.4%

미수납금액
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	46
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.2401269 × 10⁹

Minimum	0
Maximum	1.0477843 × 10¹⁰
Zeros	24
Zeros (%)	34.8%
Negative	0
Negative (%)	0.0%
Memory size	753.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.58916 × 10⁸
Q3	1.31189 × 10⁹
95-th percentile	7.789186 × 10⁹
Maximum	1.0477843 × 10¹⁰
Range	1.0477843 × 10¹⁰
Interquartile range (IQR)	1.31189 × 10⁹

Descriptive statistics

Standard deviation	2.318004 × 10⁹
Coefficient of variation (CV)	1.8691667
Kurtosis	6.2633852
Mean	1.2401269 × 10⁹
Median Absolute Deviation (MAD)	1.58916 × 10⁸
Skewness	2.5881855
Sum	8.5568758 × 10¹⁰
Variance	5.3731425 × 10¹⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0	24	34.8%
119171000	1	1.4%
1311890000	1	1.4%
181082000	1	1.4%
8402168000	1	1.4%
19476000	1	1.4%
2682314000	1	1.4%
1081301000	1	1.4%
158245000	1	1.4%
952893000	1	1.4%
Other values (36)	36	52.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	24	34.8%
16417000	1	1.4%
17514000	1	1.4%
19476000	1	1.4%
25518000	1	1.4%
27166000	1	1.4%
119171000	1	1.4%
141850000	1	1.4%
152519000	1	1.4%
156079000	1	1.4%

Value	Count	Frequency (%)
10477843000	1	1.4%
8642093000	1	1.4%
8402168000	1	1.4%
8168248000	1	1.4%
7220593000	1	1.4%
5310049000	1	1.4%
3146543000	1	1.4%
3067317000	1	1.4%
2754975000	1	1.4%
2732603000	1	1.4%

징수율
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	14
Distinct (%)	20.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	71.507246

Minimum	0
Maximum	100
Zeros	15
Zeros (%)	21.7%
Negative	0
Negative (%)	0.0%
Memory size	753.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	23
median	97
Q3	99
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	76

Descriptive statistics

Standard deviation	42.290182
Coefficient of variation (CV)	0.59141114
Kurtosis	-0.87960536
Mean	71.507246
Median Absolute Deviation (MAD)	3
Skewness	-1.0335375
Sum	4934
Variance	1788.4595
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
100	17	24.6%
0	15	21.7%
98	11	15.9%
97	9	13.0%
96	4	5.8%
94	4	5.8%
95	2	2.9%
45	1	1.4%
10	1	1.4%
99	1	1.4%
Other values (4)	4	5.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	21.7%
10	1	1.4%
12	1	1.4%
23	1	1.4%
45	1	1.4%
51	1	1.4%
93	1	1.4%
94	4	5.8%
95	2	2.9%
96	4	5.8%

Value	Count	Frequency (%)
100	17	24.6%
99	1	1.4%
98	11	15.9%
97	9	13.0%
96	4	5.8%
95	2	2.9%
94	4	5.8%
93	1	1.4%
51	1	1.4%
45	1	1.4%

과세건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	50
Distinct (%)	72.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	109047.2

Minimum	0
Maximum	603510
Zeros	20
Zeros (%)	29.0%
Negative	0
Negative (%)	0.0%
Memory size	753.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	78797
Q3	128715
95-th percentile	560208.6
Maximum	603510
Range	603510
Interquartile range (IQR)	128715

Descriptive statistics

Standard deviation	153517.59
Coefficient of variation (CV)	1.4078086
Kurtosis	4.1957868
Mean	109047.2
Median Absolute Deviation (MAD)	78797
Skewness	2.0881221
Sum	7524257
Variance	2.3567652 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20	29.0%
46459	1	1.4%
126839	1	1.4%
486	1	1.4%
109875	1	1.4%
214345	1	1.4%
235696	1	1.4%
114323	1	1.4%
594645	1	1.4%
108826	1	1.4%
Other values (40)	40	58.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	29.0%
6	1	1.4%
7	1	1.4%
9	1	1.4%
45	1	1.4%
89	1	1.4%
102	1	1.4%
274	1	1.4%
486	1	1.4%
655	1	1.4%

Value	Count	Frequency (%)
603510	1	1.4%
594645	1	1.4%
581646	1	1.4%
562065	1	1.4%
557424	1	1.4%
245944	1	1.4%
235696	1	1.4%
225319	1	1.4%
218160	1	1.4%
217494	1	1.4%

과세금액
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	50
Distinct (%)	72.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5966571 × 10¹⁰

Minimum	0
Maximum	1.44081 × 10¹¹
Zeros	20
Zeros (%)	29.0%
Negative	0
Negative (%)	0.0%
Memory size	753.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	7.942128 × 10⁹
Q3	4.4892983 × 10¹⁰
95-th percentile	1.0086522 × 10¹¹
Maximum	1.44081 × 10¹¹
Range	1.44081 × 10¹¹
Interquartile range (IQR)	4.4892983 × 10¹⁰

Descriptive statistics

Standard deviation	3.3702015 × 10¹⁰
Coefficient of variation (CV)	1.2979001
Kurtosis	2.4680058
Mean	2.5966571 × 10¹⁰
Median Absolute Deviation (MAD)	7.942128 × 10⁹
Skewness	1.6564566
Sum	1.7916934 × 10¹²
Variance	1.1358258 × 10²¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20	29.0%
126472000000	1	1.4%
7993101000	1	1.4%
19430106000	1	1.4%
8518382000	1	1.4%
48540113000	1	1.4%
52241844000	1	1.4%
6249778000	1	1.4%
32512868000	1	1.4%
73683219000	1	1.4%
Other values (40)	40	58.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20	29.0%
153874000	1	1.4%
5712509000	1	1.4%
5824361000	1	1.4%
5841858000	1	1.4%
6101778000	1	1.4%
6249778000	1	1.4%
6319197000	1	1.4%
7006309000	1	1.4%
7415889000	1	1.4%

Value	Count	Frequency (%)
144081000000	1	1.4%
126472000000	1	1.4%
113270000000	1	1.4%
105904000000	1	1.4%
93307049000	1	1.4%
83316107000	1	1.4%
73683219000	1	1.4%
59852333000	1	1.4%
57178225000	1	1.4%
55881600000	1	1.4%

비과세건수
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	39
Distinct (%)	56.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9081.8986

Minimum	0
Maximum	59079
Zeros	31
Zeros (%)	44.9%
Negative	0
Negative (%)	0.0%
Memory size	753.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	61
Q3	11447
95-th percentile	50309.2
Maximum	59079
Range	59079
Interquartile range (IQR)	11447

Descriptive statistics

Standard deviation	15234.032
Coefficient of variation (CV)	1.6774061
Kurtosis	3.090161
Mean	9081.8986
Median Absolute Deviation (MAD)	61
Skewness	1.9511627
Sum	626651
Variance	2.3207573 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	31	44.9%
50284	1	1.4%
7	1	1.4%
95	1	1.4%
5114	1	1.4%
5985	1	1.4%
29459	1	1.4%
53054	1	1.4%
22307	1	1.4%
317	1	1.4%
Other values (29)	29	42.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	44.9%
7	1	1.4%
12	1	1.4%
21	1	1.4%
61	1	1.4%
70	1	1.4%
95	1	1.4%
317	1	1.4%
372	1	1.4%
4136	1	1.4%

Value	Count	Frequency (%)
59079	1	1.4%
53917	1	1.4%
53054	1	1.4%
50326	1	1.4%
50284	1	1.4%
31185	1	1.4%
29459	1	1.4%
28219	1	1.4%
25131	1	1.4%
24743	1	1.4%

비과세감면금액
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	55.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0288485 × 10⁹

Minimum	0
Maximum	4.4108189 × 10¹⁰
Zeros	31
Zeros (%)	44.9%
Negative	0
Negative (%)	0.0%
Memory size	753.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	78000
Q3	1.21634 × 10⁹
95-th percentile	3.4980122 × 10¹⁰
Maximum	4.4108189 × 10¹⁰
Range	4.4108189 × 10¹⁰
Interquartile range (IQR)	1.21634 × 10⁹

Descriptive statistics

Standard deviation	1.1224774 × 10¹⁰
Coefficient of variation (CV)	2.2320763
Kurtosis	4.3072171
Mean	5.0288485 × 10⁹
Median Absolute Deviation (MAD)	78000
Skewness	2.3540303
Sum	3.4699054 × 10¹¹
Variance	1.2599554 × 10²⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	31	44.9%
5000	2	2.9%
1098750000	1	1.4%
7000	1	1.4%
1103158000	1	1.4%
276837000	1	1.4%
1216340000	1	1.4%
40355806000	1	1.4%
5646772000	1	1.4%
78000	1	1.4%
Other values (28)	28	40.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	44.9%
5000	2	2.9%
7000	1	1.4%
78000	1	1.4%
88000	1	1.4%
3559000	1	1.4%
9022000	1	1.4%
237302000	1	1.4%
245164000	1	1.4%
246762000	1	1.4%

Value	Count	Frequency (%)
44108189000	1	1.4%
40355806000	1	1.4%
37382413000	1	1.4%
35719619000	1	1.4%
33870876000	1	1.4%
30743244000	1	1.4%
25667478000	1	1.4%
20845484000	1	1.4%
20834720000	1	1.4%
16810894000	1	1.4%

비과세금액
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	31
Distinct (%)	44.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3912516 × 10⁹

Minimum	0
Maximum	3.901205 × 10¹⁰
Zeros	39
Zeros (%)	56.5%
Negative	0
Negative (%)	0.0%
Memory size	753.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	8.16987 × 10⁸
95-th percentile	3.0585103 × 10¹⁰
Maximum	3.901205 × 10¹⁰
Range	3.901205 × 10¹⁰
Interquartile range (IQR)	8.16987 × 10⁸

Descriptive statistics

Standard deviation	8.8652094 × 10⁹
Coefficient of variation (CV)	2.6141409
Kurtosis	8.6614511
Mean	3.3912516 × 10⁹
Median Absolute Deviation (MAD)	0
Skewness	3.1035729
Sum	2.3399636 × 10¹¹
Variance	7.8591937 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	39	56.5%
29458209000	1	1.4%
5998042000	1	1.4%
894144000	1	1.4%
4301871000	1	1.4%
39012050000	1	1.4%
212373000	1	1.4%
112278000	1	1.4%
10673800000	1	1.4%
819860000	1	1.4%
Other values (21)	21	30.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	39	56.5%
31526000	1	1.4%
33569000	1	1.4%
46107000	1	1.4%
68379000	1	1.4%
112278000	1	1.4%
193195000	1	1.4%
193795000	1	1.4%
195521000	1	1.4%
212373000	1	1.4%

Value	Count	Frequency (%)
39012050000	1	1.4%
35657635000	1	1.4%
32927489000	1	1.4%
31336365000	1	1.4%
29458209000	1	1.4%
10673800000	1	1.4%
8645835000	1	1.4%
7471386000	1	1.4%
5998042000	1	1.4%
5880312000	1	1.4%

감면금액
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	38
Distinct (%)	55.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6375969 × 10⁹

Minimum	0
Maximum	2.4745202 × 10¹⁰
Zeros	31
Zeros (%)	44.9%
Negative	0
Negative (%)	0.0%
Memory size	753.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	78000
Q3	9.04929 × 10⁸
95-th percentile	1.1685564 × 10¹⁰
Maximum	2.4745202 × 10¹⁰
Range	2.4745202 × 10¹⁰
Interquartile range (IQR)	9.04929 × 10⁸

Descriptive statistics

Standard deviation	4.2329222 × 10⁹
Coefficient of variation (CV)	2.5848377
Kurtosis	14.69911
Mean	1.6375969 × 10⁹
Median Absolute Deviation (MAD)	78000
Skewness	3.6445805
Sum	1.1299418 × 10¹¹
Variance	1.7917631 × 10¹⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
0	31	44.9%
5000	2	2.9%
278890000	1	1.4%
7000	1	1.4%
286171000	1	1.4%
208458000	1	1.4%
1020819000	1	1.4%
4698171000	1	1.4%
1345193000	1	1.4%
78000	1	1.4%
Other values (28)	28	40.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31	44.9%
5000	2	2.9%
7000	1	1.4%
78000	1	1.4%
88000	1	1.4%
3559000	1	1.4%
9022000	1	1.4%
132886000	1	1.4%
191195000	1	1.4%
208458000	1	1.4%

Value	Count	Frequency (%)
24745202000	1	1.4%
14993678000	1	1.4%
13374098000	1	1.4%
12188885000	1	1.4%
10930582000	1	1.4%
5096139000	1	1.4%
4698171000	1	1.4%
4454924000	1	1.4%
4412667000	1	1.4%
4383254000	1	1.4%

비과세감면율
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	32
Distinct (%)	46.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.846957

Minimum	0
Maximum	90.35
Zeros	38
Zeros (%)	55.1%
Negative	0
Negative (%)	0.0%
Memory size	753.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	14.05
95-th percentile	83.636
Maximum	90.35
Range	90.35
Interquartile range (IQR)	14.05

Descriptive statistics

Standard deviation	28.281318
Coefficient of variation (CV)	1.9048563
Kurtosis	2.0568458
Mean	14.846957
Median Absolute Deviation (MAD)	0
Skewness	1.9186054
Sum	1024.44
Variance	799.83296
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0.0	38	55.1%
3.16	1	1.4%
21.34	1	1.4%
13.08	1	1.4%
81.08	1	1.4%
77.14	1	1.4%
2.65	1	1.4%
3.22	1	1.4%
20.3	1	1.4%
14.05	1	1.4%
Other values (22)	22	31.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	38	55.1%
2.37	1	1.4%
2.44	1	1.4%
2.51	1	1.4%
2.65	1	1.4%
2.93	1	1.4%
3.16	1	1.4%
3.22	1	1.4%
3.24	1	1.4%
4.07	1	1.4%

Value	Count	Frequency (%)
90.35	1	1.4%
89.01	1	1.4%
88.78	1	1.4%
85.34	1	1.4%
81.08	1	1.4%
77.25	1	1.4%
77.14	1	1.4%
75.45	1	1.4%
74.09	1	1.4%
73.97	1	1.4%

데이터기준일
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Memory size	684.0 B

2023-11-08	69

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2023-11-08
2nd row	2023-11-08
3rd row	2023-11-08
4th row	2023-11-08
5th row	2023-11-08

Common Values

Value	Count	Frequency (%)
2023-11-08	69	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2023-11-08	69	100.0%

Heatmap
Table

	과세년도	세목명	부과금액	수납급액	환급금액	결손금액	미수납금액	징수율	과세건수	과세금액	비과세건수	비과세감면금액	비과세금액	감면금액	비과세감면율
과세년도	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
세목명	0.000	1.000	0.847	0.836	0.555	0.563	0.765	0.733	0.933	0.856	0.866	0.784	0.819	0.695	0.992
부과금액	0.000	0.847	1.000	0.999	0.556	0.000	0.553	0.000	0.719	1.000	0.746	0.858	0.671	0.935	0.832
수납급액	0.000	0.836	0.999	1.000	0.514	0.000	0.501	0.000	0.652	1.000	0.767	0.861	0.683	0.938	0.838
환급금액	0.000	0.555	0.556	0.514	1.000	0.936	0.874	0.895	0.000	0.509	0.000	0.000	0.000	0.000	0.000
결손금액	0.000	0.563	0.000	0.000	0.936	1.000	0.985	0.981	0.000	0.000	0.000	0.000	0.000	0.000	0.000
미수납금액	0.000	0.765	0.553	0.501	0.874	0.985	1.000	0.943	0.512	0.479	0.524	0.000	0.502	0.342	0.356
징수율	0.000	0.733	0.000	0.000	0.895	0.981	0.943	1.000	0.298	0.000	0.000	0.000	0.000	0.000	0.000
과세건수	0.000	0.933	0.719	0.652	0.000	0.000	0.512	0.298	1.000	0.715	0.697	0.593	0.746	0.669	0.529
과세금액	0.000	0.856	1.000	1.000	0.509	0.000	0.479	0.000	0.715	1.000	0.745	0.858	0.670	0.935	0.828
비과세건수	0.000	0.866	0.746	0.767	0.000	0.000	0.524	0.000	0.697	0.745	1.000	0.869	0.799	0.845	0.878
비과세감면금액	0.000	0.784	0.858	0.861	0.000	0.000	0.000	0.000	0.593	0.858	0.869	1.000	0.998	0.940	0.909
비과세금액	0.000	0.819	0.671	0.683	0.000	0.000	0.502	0.000	0.746	0.670	0.799	0.998	1.000	0.816	0.790
감면금액	0.000	0.695	0.935	0.938	0.000	0.000	0.342	0.000	0.669	0.935	0.845	0.940	0.816	1.000	0.757
비과세감면율	0.000	0.992	0.832	0.838	0.000	0.000	0.356	0.000	0.529	0.828	0.878	0.909	0.790	0.757	1.000

Heatmap
Table

	세목명	과세년도
세목명	1.000	0.000
과세년도	0.000	1.000

Heatmap
Table

	부과금액	수납급액	환급금액	결손금액	미수납금액	징수율	과세건수	과세금액	비과세건수	비과세감면금액	비과세금액	감면금액	비과세감면율	과세년도	세목명
부과금액	1.000	0.979	0.789	0.508	0.718	0.429	0.570	0.919	0.387	0.388	0.383	0.408	0.234	0.000	0.490
수납급액	0.979	1.000	0.698	0.424	0.625	0.510	0.634	0.965	0.442	0.443	0.437	0.460	0.297	0.000	0.474
환급금액	0.789	0.698	1.000	0.809	0.899	0.178	0.417	0.571	0.286	0.266	0.262	0.287	0.176	0.000	0.265
결손금액	0.508	0.424	0.809	1.000	0.814	0.011	0.416	0.306	0.260	0.201	0.190	0.189	0.172	0.000	0.275
미수납금액	0.718	0.625	0.899	0.814	1.000	-0.033	0.509	0.499	0.417	0.367	0.345	0.367	0.254	0.000	0.416
징수율	0.429	0.510	0.178	0.011	-0.033	1.000	0.382	0.540	0.229	0.257	0.339	0.259	0.329	0.000	0.346
과세건수	0.570	0.634	0.417	0.416	0.509	0.382	1.000	0.687	0.737	0.651	0.570	0.617	0.519	0.000	0.710
과세금액	0.919	0.965	0.571	0.306	0.499	0.540	0.687	1.000	0.492	0.495	0.482	0.512	0.350	0.000	0.506
비과세건수	0.387	0.442	0.286	0.260	0.417	0.229	0.737	0.492	1.000	0.972	0.908	0.958	0.877	0.000	0.571
비과세감면금액	0.388	0.443	0.266	0.201	0.367	0.257	0.651	0.495	0.972	1.000	0.938	0.992	0.914	0.000	0.438
비과세금액	0.383	0.437	0.262	0.190	0.345	0.339	0.570	0.482	0.908	0.938	1.000	0.920	0.956	0.000	0.513
감면금액	0.408	0.460	0.287	0.189	0.367	0.259	0.617	0.512	0.958	0.992	0.920	1.000	0.891	0.000	0.374
비과세감면율	0.234	0.297	0.176	0.172	0.254	0.329	0.519	0.350	0.877	0.914	0.956	0.891	1.000	0.000	0.802
과세년도	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000
세목명	0.490	0.474	0.265	0.275	0.416	0.346	0.710	0.506	0.571	0.438	0.513	0.374	0.802	0.000	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

	시도명	시군구명	자치단체코드	과세년도	세목명	부과금액	수납급액	환급금액	결손금액	미수납금액	징수율	과세건수	과세금액	비과세건수	비과세감면금액	비과세금액	감면금액	비과세감면율	데이터기준일
0	강원특별자치도	춘천시	51110	2018	도축세	0	0	0	0	0	0	0	0	0	0	0	0	0.0	2023-11-08
1	강원특별자치도	춘천시	51110	2018	레저세	0	0	0	0	0	0	0	0	0	0	0	0	0.0	2023-11-08
2	강원특별자치도	춘천시	51110	2018	재산세	44892983000	43675618000	17917000	528000	1216837000	97	211274	44892983000	50284	33870876000	29458209000	4412667000	75.45	2023-11-08
3	강원특별자치도	춘천시	51110	2018	주민세	5712509000	5480940000	12600000	1020000	230549000	96	124350	5712509000	17973	5071795000	4203100000	868695000	88.78	2023-11-08
4	강원특별자치도	춘천시	51110	2018	취득세	93307049000	93088929000	443944000	51311000	166809000	100	40604	93307049000	10675	20845484000	7471386000	13374098000	22.34	2023-11-08
5	강원특별자치도	춘천시	51110	2018	자동차세	51126231000	48057125000	269882000	1789000	3067317000	94	202283	51126231000	24509	1245371000	340442000	904929000	2.44	2023-11-08
6	강원특별자치도	춘천시	51110	2018	과년도수입	23509157000	10467148000	2167936000	2564166000	10477843000	45	0	0	0	0	0	0	0.0	2023-11-08
7	강원특별자치도	춘천시	51110	2018	담배소비세	18852774000	18852774000	40000	0	0	100	102	18852774000	0	0	0	0	0.0	2023-11-08
8	강원특별자치도	춘천시	51110	2018	도시계획세	0	0	0	0	0	0	0	0	0	0	0	0	0.0	2023-11-08
9	강원특별자치도	춘천시	51110	2018	등록면허세	5841858000	5814561000	74095000	131000	27166000	100	95935	5841858000	4136	297454000	31526000	265928000	5.09	2023-11-08

	시도명	시군구명	자치단체코드	과세년도	세목명	부과금액	수납급액	환급금액	결손금액	미수납금액	징수율	과세건수	과세금액	비과세건수	비과세감면금액	비과세금액	감면금액	비과세감면율	데이터기준일
59	강원특별자치도	춘천시	51110	2022	등록면허세	7578451000	7562034000	22632000	0	16417000	100	101080	7578451000	5588	245164000	112278000	132886000	3.22	2023-11-08
60	강원특별자치도	춘천시	51110	2022	레저세	153874000	153874000	0	0	0	100	45	153874000	0	0	0	0	0.0	2023-11-08
61	강원특별자치도	춘천시	51110	2022	자동차세	44315771000	41583146000	313491000	22000	2732603000	94	217494	44315771000	31185	1175185000	212373000	962812000	2.65	2023-11-08
62	강원특별자치도	춘천시	51110	2022	재산세	57178225000	55900571000	30781000	5000	1277649000	98	245944	57178225000	59079	44108189000	39012050000	5096139000	77.14	2023-11-08
63	강원특별자치도	춘천시	51110	2022	주민세	7006309000	6844321000	2033000	20000	161968000	98	118033	7006309000	24743	5680813000	4301871000	1378942000	81.08	2023-11-08
64	강원특별자치도	춘천시	51110	2022	지방교육세	34833856000	33833615000	123079000	9000	1000232000	97	603510	34833856000	372	88000	0	88000	0.0	2023-11-08
65	강원특별자치도	춘천시	51110	2022	지방소득세	83316107000	81200749000	1814308000	2687000	2112671000	97	128715	83316107000	0	0	0	0	0.0	2023-11-08
66	강원특별자치도	춘천시	51110	2022	지방소비세	15234998000	15234998000	0	0	0	100	9	15234998000	0	0	0	0	0.0	2023-11-08
67	강원특별자치도	춘천시	51110	2022	지역자원시설세	9014365000	8855449000	1798000	0	158916000	98	136442	9099341000	5507	1178982000	894144000	284838000	13.08	2023-11-08
68	강원특별자치도	춘천시	51110	2022	취득세	144081000000	143694000000	437604000	0	386459000	100	43220	144081000000	12737	30743244000	5998042000	24745202000	21.34	2023-11-08

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample