Dataset statistics
Number of variables | 10 |
---|---|
Number of observations | 331 |
Missing cells | 48 |
Missing cells (%) | 1.5% |
Duplicate rows | 1 |
Duplicate rows (%) | 0.3% |
Total size in memory | 27.6 KiB |
Average record size in memory | 85.4 B |
Variable types
Categorical | 6 |
---|---|
Boolean | 1 |
Numeric | 3 |
Dataset
Description | 최근 3년간 지방세 부과 징수 자료에 따른 지방세 세목별 통계자료를 근거로 연도별 지방세 납부 현황을 추출한 자료에 해당됩니다 |
---|---|
Author | 충청북도 진천군 |
URL | https://www.data.go.kr/data/15079487/fileData.do |
Dataset has 1 (0.3%) duplicate rows | Duplicates |
납부매체전자고지여부 is highly overall correlated with 시도명 and 3 other fields | High correlation |
납부매체 is highly overall correlated with 시도명 and 3 other fields | High correlation |
시도명 is highly overall correlated with 납부건수 and 8 other fields | High correlation |
자치단체코드 is highly overall correlated with 납부건수 and 8 other fields | High correlation |
납부년도 is highly overall correlated with 시도명 and 2 other fields | High correlation |
세목명 is highly overall correlated with 시도명 and 2 other fields | High correlation |
시군구명 is highly overall correlated with 납부건수 and 8 other fields | High correlation |
납부건수 is highly overall correlated with 납부금액 and 4 other fields | High correlation |
납부금액 is highly overall correlated with 납부건수 and 4 other fields | High correlation |
납부매체비율 is highly overall correlated with 납부건수 and 4 other fields | High correlation |
시도명 is highly imbalanced (77.5%) | Imbalance |
시군구명 is highly imbalanced (77.5%) | Imbalance |
자치단체코드 is highly imbalanced (77.5%) | Imbalance |
납부매체전자고지여부 has 12 (3.6%) missing values | Missing |
납부건수 has 12 (3.6%) missing values | Missing |
납부금액 has 12 (3.6%) missing values | Missing |
납부매체비율 has 12 (3.6%) missing values | Missing |
납부매체비율 has 15 (4.5%) zeros | Zeros |
Reproduction
Analysis started | 2024-03-30 07:33:38.763486 |
---|---|
Analysis finished | 2024-03-30 07:33:45.270324 |
Duration | 6.51 seconds |
Software version | ydata-profiling vv4.5.1 |
Download configuration | config.json |
시도명
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 2 |
---|---|
Distinct (%) | 0.6% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 2.7 KiB |
충청북도 | |
---|---|
<NA> | 12 |
Length
Max length | 4 |
---|---|
Median length | 4 |
Mean length | 4 |
Min length | 4 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 충청북도 |
---|---|
2nd row | 충청북도 |
3rd row | 충청북도 |
4th row | 충청북도 |
5th row | 충청북도 |
Common Values
Value | Count | Frequency (%) |
충청북도 | 319 | |
<NA> | 12 | 3.6% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
충청북도 | 319 | |
na | 12 | 3.6% |
시군구명
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 2 |
---|---|
Distinct (%) | 0.6% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 2.7 KiB |
진천군 | |
---|---|
<NA> | 12 |
Length
Max length | 4 |
---|---|
Median length | 3 |
Mean length | 3.0362538 |
Min length | 3 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 진천군 |
---|---|
2nd row | 진천군 |
3rd row | 진천군 |
4th row | 진천군 |
5th row | 진천군 |
Common Values
Value | Count | Frequency (%) |
진천군 | 319 | |
<NA> | 12 | 3.6% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
진천군 | 319 | |
na | 12 | 3.6% |
자치단체코드
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 2 |
---|---|
Distinct (%) | 0.6% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 2.7 KiB |
43750 | |
---|---|
<NA> | 12 |
Length
Max length | 5 |
---|---|
Median length | 5 |
Mean length | 4.9637462 |
Min length | 4 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 43750 |
---|---|
2nd row | 43750 |
3rd row | 43750 |
4th row | 43750 |
5th row | 43750 |
Common Values
Value | Count | Frequency (%) |
43750 | 319 | |
<NA> | 12 | 3.6% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
43750 | 319 | |
na | 12 | 3.6% |
납부년도
Categorical
HIGH CORRELATION
 
Distinct | 5 |
---|---|
Distinct (%) | 1.5% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 2.7 KiB |
2020 | |
---|---|
2022 | |
2021 | |
2019 | |
<NA> |
Length
Max length | 4 |
---|---|
Median length | 4 |
Mean length | 4 |
Min length | 4 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 2019 |
---|---|
2nd row | 2019 |
3rd row | 2019 |
4th row | 2019 |
5th row | 2019 |
Common Values
Value | Count | Frequency (%) |
2020 | 83 | |
2022 | 82 | |
2021 | 79 | |
2019 | 75 | |
<NA> | 12 | 3.6% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
2020 | 83 | |
2022 | 82 | |
2021 | 79 | |
2019 | 75 | |
na | 12 | 3.6% |
세목명
Categorical
HIGH CORRELATION
 
Distinct | 15 |
---|---|
Distinct (%) | 4.5% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 2.7 KiB |
자동차세 | |
---|---|
주민세 | |
재산세 | |
등록면허세 | |
지방소득세 | |
Other values (10) |
Length
Max length | 7 |
---|---|
Median length | 5 |
Mean length | 3.9697885 |
Min length | 3 |
Unique
Unique | 2 ? |
---|---|
Unique (%) | 0.6% |
Sample
1st row | 등록면허세 |
---|---|
2nd row | 자동차세 |
3rd row | 자동차세 |
4th row | 재산세 |
5th row | 재산세 |
Common Values
Value | Count | Frequency (%) |
자동차세 | 44 | |
주민세 | 44 | |
재산세 | 43 | |
등록면허세 | 40 | |
지방소득세 | 36 | |
취득세 | 35 | |
등록세 | 23 | |
지역자원시설세 | 16 | 4.8% |
면허세 | 12 | 3.6% |
담배소비세 | 12 | 3.6% |
Other values (5) | 26 |
Length
Value | Count | Frequency (%) |
자동차세 | 44 | |
주민세 | 44 | |
재산세 | 43 | |
등록면허세 | 40 | |
지방소득세 | 36 | |
취득세 | 35 | |
등록세 | 23 | |
지역자원시설세 | 16 | 4.8% |
면허세 | 12 | 3.6% |
담배소비세 | 12 | 3.6% |
Other values (5) | 26 |
납부매체
Categorical
HIGH CORRELATION
 
Distinct | 11 |
---|---|
Distinct (%) | 3.3% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 2.7 KiB |
가상계좌 | |
---|---|
은행창구 | |
ARS | |
위택스 | |
기타 | |
Other values (6) |
Length
Max length | 5 |
---|---|
Median length | 4 |
Mean length | 3.9274924 |
Min length | 2 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | ARS |
---|---|
2nd row | ARS |
3rd row | ARS |
4th row | ARS |
5th row | ARS |
Common Values
Value | Count | Frequency (%) |
가상계좌 | 41 | |
은행창구 | 39 | |
ARS | 38 | |
위택스 | 36 | |
기타 | 33 | |
인터넷지로 | 32 | |
지자체방문 | 32 | |
자동화기기 | 31 | |
페이사납부 | 21 | |
자동이체 | 16 | 4.8% |
Length
Value | Count | Frequency (%) |
가상계좌 | 41 | |
은행창구 | 39 | |
ars | 38 | |
위택스 | 36 | |
기타 | 33 | |
인터넷지로 | 32 | |
지자체방문 | 32 | |
자동화기기 | 31 | |
페이사납부 | 21 | |
자동이체 | 16 | 4.8% |
납부매체전자고지여부
Boolean
HIGH CORRELATION
  MISSING
 
Distinct | 2 |
---|---|
Distinct (%) | 0.6% |
Missing | 12 |
Missing (%) | 3.6% |
Memory size | 794.0 B |
False | |
---|---|
True | |
(Missing) | 12 |
Value | Count | Frequency (%) |
False | 160 | |
True | 159 | |
(Missing) | 12 | 3.6% |
납부건수
Real number (ℝ)
HIGH CORRELATION
  MISSING
 
Distinct | 251 |
---|---|
Distinct (%) | 78.7% |
Missing | 12 |
Missing (%) | 3.6% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 3604.9091 |
Minimum | 1 |
---|---|
Maximum | 51015 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 3.0 KiB |
Quantile statistics
Minimum | 1 |
---|---|
5-th percentile | 2 |
Q1 | 30 |
median | 887 |
Q3 | 3258 |
95-th percentile | 15993 |
Maximum | 51015 |
Range | 51014 |
Interquartile range (IQR) | 3228 |
Descriptive statistics
Standard deviation | 7386.8769 |
---|---|
Coefficient of variation (CV) | 2.049116 |
Kurtosis | 15.849477 |
Mean | 3604.9091 |
Median Absolute Deviation (MAD) | 883 |
Skewness | 3.720115 |
Sum | 1149966 |
Variance | 54565950 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
1 | 14 | 4.2% |
3 | 12 | 3.6% |
2 | 8 | 2.4% |
6 | 7 | 2.1% |
4 | 6 | 1.8% |
9 | 5 | 1.5% |
30 | 4 | 1.2% |
5 | 4 | 1.2% |
14 | 3 | 0.9% |
12 | 3 | 0.9% |
Other values (241) | 253 | |
(Missing) | 12 | 3.6% |
Value | Count | Frequency (%) |
1 | 14 | |
2 | 8 | |
3 | 12 | |
4 | 6 | |
5 | 4 | 1.2% |
6 | 7 | |
7 | 2 | 0.6% |
8 | 1 | 0.3% |
9 | 5 | 1.5% |
10 | 1 | 0.3% |
Value | Count | Frequency (%) |
51015 | 1 | |
47797 | 1 | |
42833 | 1 | |
38347 | 1 | |
37916 | 1 | |
34885 | 1 | |
32047 | 1 | |
29564 | 1 | |
28677 | 1 | |
26541 | 1 |
납부금액
Real number (ℝ)
HIGH CORRELATION
  MISSING
 
Distinct | 318 |
---|---|
Distinct (%) | 99.7% |
Missing | 12 |
Missing (%) | 3.6% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 2.3916572 × 109 |
Minimum | 2140 |
---|---|
Maximum | 5.0644438 × 1010 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 3.0 KiB |
Quantile statistics
Minimum | 2140 |
---|---|
5-th percentile | 28842 |
Q1 | 5805415 |
median | 1.6336036 × 108 |
Q3 | 2.290966 × 109 |
95-th percentile | 1.2282418 × 1010 |
Maximum | 5.0644438 × 1010 |
Range | 5.0644435 × 1010 |
Interquartile range (IQR) | 2.2851606 × 109 |
Descriptive statistics
Standard deviation | 5.1989288 × 109 |
---|---|
Coefficient of variation (CV) | 2.1737767 |
Kurtosis | 28.121686 |
Mean | 2.3916572 × 109 |
Median Absolute Deviation (MAD) | 1.6330899 × 108 |
Skewness | 4.3381396 |
Sum | 7.6293865 × 1011 |
Variance | 2.7028861 × 1019 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
3090 | 2 | 0.6% |
15883420350 | 1 | 0.3% |
284560 | 1 | 0.3% |
435547390 | 1 | 0.3% |
38820330 | 1 | 0.3% |
16307400 | 1 | 0.3% |
457000 | 1 | 0.3% |
7192350 | 1 | 0.3% |
105919380 | 1 | 0.3% |
267871920 | 1 | 0.3% |
Other values (308) | 308 | |
(Missing) | 12 | 3.6% |
Value | Count | Frequency (%) |
2140 | 1 | |
2960 | 1 | |
3090 | 2 | |
6150 | 1 | |
6180 | 1 | |
8000 | 1 | |
8400 | 1 | |
11330 | 1 | |
11580 | 1 | |
12600 | 1 |
Value | Count | Frequency (%) |
50644437580 | 1 | |
33077498540 | 1 | |
21870794670 | 1 | |
21601482060 | 1 | |
19572798830 | 1 | |
18825732560 | 1 | |
18500591600 | 1 | |
17049466090 | 1 | |
16896579410 | 1 | |
15883420350 | 1 |
납부매체비율
Real number (ℝ)
HIGH CORRELATION
  MISSING
  ZEROS
 
Distinct | 244 |
---|---|
Distinct (%) | 76.5% |
Missing | 12 |
Missing (%) | 3.6% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 12.539122 |
Minimum | 0 |
---|---|
Maximum | 77.01 |
Zeros | 15 |
Zeros (%) | 4.5% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 3.0 KiB |
Quantile statistics
Minimum | 0 |
---|---|
5-th percentile | 0.01 |
Q1 | 0.215 |
median | 9.83 |
Q3 | 19.645 |
95-th percentile | 38.713 |
Maximum | 77.01 |
Range | 77.01 |
Interquartile range (IQR) | 19.43 |
Descriptive statistics
Standard deviation | 13.778951 |
---|---|
Coefficient of variation (CV) | 1.0988769 |
Kurtosis | 2.0833522 |
Mean | 12.539122 |
Median Absolute Deviation (MAD) | 9.62 |
Skewness | 1.3585008 |
Sum | 3999.98 |
Variance | 189.8595 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
0.0 | 15 | 4.5% |
0.01 | 10 | 3.0% |
0.02 | 7 | 2.1% |
0.03 | 6 | 1.8% |
0.09 | 5 | 1.5% |
0.04 | 4 | 1.2% |
0.14 | 4 | 1.2% |
0.13 | 4 | 1.2% |
0.12 | 3 | 0.9% |
0.05 | 3 | 0.9% |
Other values (234) | 258 | |
(Missing) | 12 | 3.6% |
Value | Count | Frequency (%) |
0.0 | 15 | |
0.01 | 10 | |
0.02 | 7 | |
0.03 | 6 | 1.8% |
0.04 | 4 | 1.2% |
0.05 | 3 | 0.9% |
0.06 | 3 | 0.9% |
0.07 | 2 | 0.6% |
0.08 | 1 | 0.3% |
0.09 | 5 | 1.5% |
Value | Count | Frequency (%) |
77.01 | 1 | |
63.28 | 1 | |
61.76 | 1 | |
57.31 | 1 | |
55.68 | 1 | |
48.51 | 1 | |
47.88 | 1 | |
46.47 | 1 | |
46.04 | 1 | |
46.01 | 1 |
납부년도 | 세목명 | 납부매체 | 납부매체전자고지여부 | 납부건수 | 납부금액 | 납부매체비율 | |
---|---|---|---|---|---|---|---|
납부년도 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
세목명 | 0.000 | 1.000 | 0.164 | 0.050 | 0.000 | 0.453 | 0.482 |
납부매체 | 0.000 | 0.164 | 1.000 | 0.996 | 0.572 | 0.289 | 0.506 |
납부매체전자고지여부 | 0.000 | 0.050 | 0.996 | 1.000 | 0.196 | 0.064 | 0.196 |
납부건수 | 0.000 | 0.000 | 0.572 | 0.196 | 1.000 | 0.460 | 0.593 |
납부금액 | 0.000 | 0.453 | 0.289 | 0.064 | 0.460 | 1.000 | 0.180 |
납부매체비율 | 0.000 | 0.482 | 0.506 | 0.196 | 0.593 | 0.180 | 1.000 |
납부매체전자고지여부 | 납부매체 | 시도명 | 자치단체코드 | 납부년도 | 세목명 | 시군구명 | |
---|---|---|---|---|---|---|---|
납부매체전자고지여부 | 1.000 | 0.931 | 1.000 | 1.000 | 0.000 | 0.037 | 1.000 |
납부매체 | 0.931 | 1.000 | 1.000 | 1.000 | 0.000 | 0.065 | 1.000 |
시도명 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
자치단체코드 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
납부년도 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 |
세목명 | 0.037 | 0.065 | 1.000 | 1.000 | 0.000 | 1.000 | 1.000 |
시군구명 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
납부건수 | 납부금액 | 납부매체비율 | 시도명 | 시군구명 | 자치단체코드 | 납부년도 | 세목명 | 납부매체 | 납부매체전자고지여부 | |
---|---|---|---|---|---|---|---|---|---|---|
납부건수 | 1.000 | 0.809 | 0.818 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.207 | 0.148 |
납부금액 | 0.809 | 1.000 | 0.618 | 1.000 | 1.000 | 1.000 | 0.000 | 0.182 | 0.150 | 0.069 |
납부매체비율 | 0.818 | 0.618 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.216 | 0.176 | 0.148 |
시도명 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
시군구명 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
자치단체코드 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
납부년도 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 |
세목명 | 0.000 | 0.182 | 0.216 | 1.000 | 1.000 | 1.000 | 0.000 | 1.000 | 0.065 | 0.037 |
납부매체 | 0.207 | 0.150 | 0.176 | 1.000 | 1.000 | 1.000 | 0.000 | 0.065 | 1.000 | 0.931 |
납부매체전자고지여부 | 0.148 | 0.069 | 0.148 | 1.000 | 1.000 | 1.000 | 0.000 | 0.037 | 0.931 | 1.000 |
시도명 | 시군구명 | 자치단체코드 | 납부년도 | 세목명 | 납부매체 | 납부매체전자고지여부 | 납부건수 | 납부금액 | 납부매체비율 | |
---|---|---|---|---|---|---|---|---|---|---|
0 | 충청북도 | 진천군 | 43750 | 2019 | 등록면허세 | ARS | N | 66 | 748710 | 1.98 |
1 | 충청북도 | 진천군 | 43750 | 2019 | 자동차세 | ARS | N | 2062 | 377299380 | 61.76 |
2 | 충청북도 | 진천군 | 43750 | 2019 | 자동차세 | ARS | Y | 6 | 302690 | 0.18 |
3 | 충청북도 | 진천군 | 43750 | 2019 | 재산세 | ARS | N | 745 | 118491820 | 22.31 |
4 | 충청북도 | 진천군 | 43750 | 2019 | 재산세 | ARS | Y | 3 | 51370 | 0.09 |
5 | 충청북도 | 진천군 | 43750 | 2019 | 주민세 | ARS | N | 406 | 5987630 | 12.16 |
6 | 충청북도 | 진천군 | 43750 | 2019 | 주민세 | ARS | Y | 17 | 189970 | 0.51 |
7 | 충청북도 | 진천군 | 43750 | 2019 | 지방소득세 | ARS | N | 24 | 6314540 | 0.72 |
8 | 충청북도 | 진천군 | 43750 | 2019 | 취득세 | ARS | N | 10 | 29654700 | 0.3 |
9 | 충청북도 | 진천군 | 43750 | 2019 | 등록면허세 | 가상계좌 | Y | 10814 | 210779560 | 9.63 |
시도명 | 시군구명 | 자치단체코드 | 납부년도 | 세목명 | 납부매체 | 납부매체전자고지여부 | 납부건수 | 납부금액 | 납부매체비율 | |
---|---|---|---|---|---|---|---|---|---|---|
321 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
322 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
323 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
324 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
325 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
326 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
327 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
328 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
329 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
330 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
Most frequently occurring
시도명 | 시군구명 | 자치단체코드 | 납부년도 | 세목명 | 납부매체 | 납부매체전자고지여부 | 납부건수 | 납부금액 | 납부매체비율 | # duplicates | |
---|---|---|---|---|---|---|---|---|---|---|---|
0 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 12 |