Dataset statistics
Number of variables | 6 |
---|---|
Number of observations | 187 |
Missing cells | 0 |
Missing cells (%) | 0.0% |
Duplicate rows | 0 |
Duplicate rows (%) | 0.0% |
Total size in memory | 9.8 KiB |
Average record size in memory | 53.7 B |
Variable types
Numeric | 5 |
---|---|
Categorical | 1 |
Dataset
Description | 연도에 따른 지자체별 지하수 부담금 징수계획, 실적, 전년도 대비 증감량, 전년도 대비 증가율에 대한 정보를 제공합니다. |
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URL | https://www.data.go.kr/data/15118890/fileData.do |
계획(백만원) is highly overall correlated with 실적(백만원) | High correlation |
실적(백만원) is highly overall correlated with 계획(백만원) and 1 other fields | High correlation |
전년도대비증감 is highly overall correlated with 전년도대비증감율 | High correlation |
전년도대비증감율 is highly overall correlated with 전년도대비증감 | High correlation |
행정구역 is highly overall correlated with 실적(백만원) | High correlation |
계획(백만원) has 73 (39.0%) zeros | Zeros |
실적(백만원) has 60 (32.1%) zeros | Zeros |
전년도대비증감 has 61 (32.6%) zeros | Zeros |
전년도대비증감율 has 65 (34.8%) zeros | Zeros |
Reproduction
Analysis started | 2023-12-12 01:15:27.034994 |
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Analysis finished | 2023-12-12 01:15:30.976016 |
Duration | 3.94 seconds |
Software version | ydata-profiling vv4.5.1 |
Download configuration | config.json |
년도
Real number (ℝ)
Distinct | 11 |
---|---|
Distinct (%) | 5.9% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 2014 |
Minimum | 2009 |
---|---|
Maximum | 2019 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.8 KiB |
Quantile statistics
Minimum | 2009 |
---|---|
5-th percentile | 2009 |
Q1 | 2011 |
median | 2014 |
Q3 | 2017 |
95-th percentile | 2019 |
Maximum | 2019 |
Range | 10 |
Interquartile range (IQR) | 6 |
Descriptive statistics
Standard deviation | 3.170767 |
---|---|
Coefficient of variation (CV) | 0.001574363 |
Kurtosis | -1.2204747 |
Mean | 2014 |
Median Absolute Deviation (MAD) | 3 |
Skewness | 0 |
Sum | 376618 |
Variance | 10.053763 |
Monotonicity | Decreasing |
Value | Count | Frequency (%) |
2019 | 17 | |
2018 | 17 | |
2017 | 17 | |
2016 | 17 | |
2015 | 17 | |
2014 | 17 | |
2013 | 17 | |
2012 | 17 | |
2011 | 17 | |
2010 | 17 |
Value | Count | Frequency (%) |
2009 | 17 | |
2010 | 17 | |
2011 | 17 | |
2012 | 17 | |
2013 | 17 | |
2014 | 17 | |
2015 | 17 | |
2016 | 17 | |
2017 | 17 | |
2018 | 17 |
Value | Count | Frequency (%) |
2019 | 17 | |
2018 | 17 | |
2017 | 17 | |
2016 | 17 | |
2015 | 17 | |
2014 | 17 | |
2013 | 17 | |
2012 | 17 | |
2011 | 17 | |
2010 | 17 |
행정구역
Categorical
HIGH CORRELATION
 
Distinct | 17 |
---|---|
Distinct (%) | 9.1% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 1.6 KiB |
서울특별시 | 11 |
---|---|
부산광역시 | 11 |
대구광역시 | 11 |
인천광역시 | 11 |
광주광역시 | 11 |
Other values (12) |
Length
Max length | 7 |
---|---|
Median length | 5 |
Mean length | 4.6470588 |
Min length | 3 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 서울특별시 |
---|---|
2nd row | 부산광역시 |
3rd row | 대구광역시 |
4th row | 인천광역시 |
5th row | 광주광역시 |
Common Values
Value | Count | Frequency (%) |
서울특별시 | 11 | 5.9% |
부산광역시 | 11 | 5.9% |
대구광역시 | 11 | 5.9% |
인천광역시 | 11 | 5.9% |
광주광역시 | 11 | 5.9% |
대전광역시 | 11 | 5.9% |
울산광역시 | 11 | 5.9% |
세종특별자치시 | 11 | 5.9% |
경기도 | 11 | 5.9% |
강원도 | 11 | 5.9% |
Other values (7) | 77 |
Length
Value | Count | Frequency (%) |
서울특별시 | 11 | 5.9% |
강원도 | 11 | 5.9% |
경상남도 | 11 | 5.9% |
경상북도 | 11 | 5.9% |
전라남도 | 11 | 5.9% |
전라북도 | 11 | 5.9% |
충청남도 | 11 | 5.9% |
충청북도 | 11 | 5.9% |
경기도 | 11 | 5.9% |
부산광역시 | 11 | 5.9% |
Other values (7) | 77 |
계획(백만원)
Real number (ℝ)
HIGH CORRELATION
  ZEROS
 
Distinct | 111 |
---|---|
Distinct (%) | 59.4% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 581.50615 |
Minimum | 0 |
---|---|
Maximum | 3891 |
Zeros | 73 |
Zeros (%) | 39.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.8 KiB |
Quantile statistics
Minimum | 0 |
---|---|
5-th percentile | 0 |
Q1 | 0 |
median | 208 |
Q3 | 772 |
95-th percentile | 2570.7 |
Maximum | 3891 |
Range | 3891 |
Interquartile range (IQR) | 772 |
Descriptive statistics
Standard deviation | 859.36752 |
---|---|
Coefficient of variation (CV) | 1.4778305 |
Kurtosis | 3.9880423 |
Mean | 581.50615 |
Median Absolute Deviation (MAD) | 208 |
Skewness | 2.0165332 |
Sum | 108741.65 |
Variance | 738512.54 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
0.0 | 73 | |
45.0 | 2 | 1.1% |
1530.0 | 2 | 1.1% |
145.0 | 2 | 1.1% |
499.0 | 2 | 1.1% |
288.0 | 1 | 0.5% |
1698.0 | 1 | 0.5% |
156.0 | 1 | 0.5% |
2571.0 | 1 | 0.5% |
41.0 | 1 | 0.5% |
Other values (101) | 101 |
Value | Count | Frequency (%) |
0.0 | 73 | |
26.0 | 1 | 0.5% |
27.0 | 1 | 0.5% |
28.0 | 1 | 0.5% |
32.0 | 1 | 0.5% |
36.0 | 1 | 0.5% |
38.0 | 1 | 0.5% |
41.0 | 1 | 0.5% |
45.0 | 2 | 1.1% |
48.0 | 1 | 0.5% |
Value | Count | Frequency (%) |
3891.0 | 1 | |
3823.0 | 1 | |
3740.0 | 1 | |
3680.0 | 1 | |
3528.2 | 1 | |
3260.0 | 1 | |
2610.0 | 1 | |
2596.0 | 1 | |
2582.0 | 1 | |
2571.0 | 1 |
실적(백만원)
Real number (ℝ)
HIGH CORRELATION
  ZEROS
 
Distinct | 124 |
---|---|
Distinct (%) | 66.3% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 626.64065 |
Minimum | 0 |
---|---|
Maximum | 3794 |
Zeros | 60 |
Zeros (%) | 32.1% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.8 KiB |
Quantile statistics
Minimum | 0 |
---|---|
5-th percentile | 0 |
Q1 | 0 |
median | 274 |
Q3 | 899.5 |
95-th percentile | 2463.5 |
Maximum | 3794 |
Range | 3794 |
Interquartile range (IQR) | 899.5 |
Descriptive statistics
Standard deviation | 855.41963 |
---|---|
Coefficient of variation (CV) | 1.365088 |
Kurtosis | 3.332618 |
Mean | 626.64065 |
Median Absolute Deviation (MAD) | 274 |
Skewness | 1.8679793 |
Sum | 117181.8 |
Variance | 731742.74 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
0.0 | 60 | |
474.0 | 2 | 1.1% |
262.0 | 2 | 1.1% |
471.0 | 2 | 1.1% |
734.0 | 2 | 1.1% |
245.0 | 1 | 0.5% |
37.0 | 1 | 0.5% |
3142.0 | 1 | 0.5% |
149.0 | 1 | 0.5% |
1539.0 | 1 | 0.5% |
Other values (114) | 114 |
Value | Count | Frequency (%) |
0.0 | 60 | |
24.0 | 1 | 0.5% |
25.0 | 1 | 0.5% |
26.0 | 1 | 0.5% |
27.0 | 1 | 0.5% |
31.0 | 1 | 0.5% |
36.0 | 1 | 0.5% |
37.0 | 1 | 0.5% |
39.0 | 1 | 0.5% |
41.0 | 1 | 0.5% |
Value | Count | Frequency (%) |
3794.0 | 1 | |
3711.0 | 1 | |
3649.0 | 1 | |
3588.0 | 1 | |
3448.8 | 1 | |
3230.0 | 1 | |
3142.0 | 1 | |
2507.0 | 1 | |
2501.0 | 1 | |
2474.0 | 1 |
전년도대비증감
Real number (ℝ)
HIGH CORRELATION
  ZEROS
 
Distinct | 97 |
---|---|
Distinct (%) | 51.9% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 42.293055 |
Minimum | -219 |
---|---|
Maximum | 1507 |
Zeros | 61 |
Zeros (%) | 32.6% |
Negative | 63 |
Negative (%) | 33.7% |
Memory size | 1.8 KiB |
Quantile statistics
Minimum | -219 |
---|---|
5-th percentile | -61.7 |
Q1 | -5 |
median | 0 |
Q3 | 11.5 |
95-th percentile | 372.4 |
Maximum | 1507 |
Range | 1726 |
Interquartile range (IQR) | 16.5 |
Descriptive statistics
Standard deviation | 164.2229 |
---|---|
Coefficient of variation (CV) | 3.8829757 |
Kurtosis | 35.696111 |
Mean | 42.293055 |
Median Absolute Deviation (MAD) | 7 |
Skewness | 4.9586281 |
Sum | 7908.8013 |
Variance | 26969.162 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
0.0 | 61 | |
-1.0 | 5 | 2.7% |
-5.0 | 4 | 2.1% |
-3.0 | 4 | 2.1% |
6.0 | 3 | 1.6% |
8.0 | 3 | 1.6% |
-2.0 | 3 | 1.6% |
-15.0 | 2 | 1.1% |
-69.0 | 2 | 1.1% |
-6.0 | 2 | 1.1% |
Other values (87) | 98 |
Value | Count | Frequency (%) |
-219.0 | 1 | |
-168.0 | 1 | |
-139.2 | 1 | |
-85.0 | 1 | |
-83.0 | 1 | |
-75.0 | 1 | |
-72.0 | 1 | |
-69.0 | 2 | |
-62.0 | 1 | |
-61.0 | 2 |
Value | Count | Frequency (%) |
1507.0 | 1 | |
652.0 | 1 | |
641.0 | 1 | |
510.0 | 1 | |
469.0 | 1 | |
442.0 | 1 | |
416.0 | 1 | |
410.0 | 1 | |
401.0 | 1 | |
397.0 | 1 |
전년도대비증감율
Real number (ℝ)
HIGH CORRELATION
  ZEROS
 
Distinct | 103 |
---|---|
Distinct (%) | 55.1% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 8.5695187 |
Minimum | -28.2 |
---|---|
Maximum | 243.6 |
Zeros | 65 |
Zeros (%) | 34.8% |
Negative | 60 |
Negative (%) | 32.1% |
Memory size | 1.8 KiB |
Quantile statistics
Minimum | -28.2 |
---|---|
5-th percentile | -8.01 |
Q1 | -2 |
median | 0 |
Q3 | 3.65 |
95-th percentile | 45.01 |
Maximum | 243.6 |
Range | 271.8 |
Interquartile range (IQR) | 5.65 |
Descriptive statistics
Standard deviation | 33.619802 |
---|---|
Coefficient of variation (CV) | 3.9231843 |
Kurtosis | 26.511537 |
Mean | 8.5695187 |
Median Absolute Deviation (MAD) | 2.2 |
Skewness | 4.8725973 |
Sum | 1602.5 |
Variance | 1130.2911 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
0.0 | 65 | |
-1.0 | 3 | 1.6% |
-2.8 | 3 | 1.6% |
-2.0 | 3 | 1.6% |
-5.0 | 2 | 1.1% |
-1.3 | 2 | 1.1% |
-6.8 | 2 | 1.1% |
10.9 | 2 | 1.1% |
-3.9 | 2 | 1.1% |
-11.4 | 2 | 1.1% |
Other values (93) | 101 |
Value | Count | Frequency (%) |
-28.2 | 1 | |
-16.1 | 1 | |
-13.9 | 1 | |
-11.4 | 2 | |
-10.8 | 1 | |
-10.5 | 1 | |
-10.2 | 1 | |
-10.1 | 1 | |
-8.1 | 1 | |
-7.8 | 1 |
Value | Count | Frequency (%) |
243.6 | 1 | |
221.0 | 1 | |
179.0 | 1 | |
151.6 | 1 | |
145.9 | 1 | |
98.3 | 1 | |
66.5 | 1 | |
55.9 | 1 | |
53.0 | 1 | |
48.7 | 1 |
년도 | 행정구역 | 계획(백만원) | 실적(백만원) | 전년도대비증감 | 전년도대비증감율 | |
---|---|---|---|---|---|---|
년도 | 1.000 | 0.000 | 0.081 | 0.000 | 0.000 | 0.145 |
행정구역 | 0.000 | 1.000 | 0.814 | 0.845 | 0.408 | 0.430 |
계획(백만원) | 0.081 | 0.814 | 1.000 | 0.996 | 0.678 | 0.264 |
실적(백만원) | 0.000 | 0.845 | 0.996 | 1.000 | 0.674 | 0.212 |
전년도대비증감 | 0.000 | 0.408 | 0.678 | 0.674 | 1.000 | 0.734 |
전년도대비증감율 | 0.145 | 0.430 | 0.264 | 0.212 | 0.734 | 1.000 |
년도 | 계획(백만원) | 실적(백만원) | 전년도대비증감 | 전년도대비증감율 | 행정구역 | |
---|---|---|---|---|---|---|
년도 | 1.000 | -0.071 | 0.140 | -0.349 | -0.324 | 0.000 |
계획(백만원) | -0.071 | 1.000 | 0.871 | 0.163 | 0.193 | 0.485 |
실적(백만원) | 0.140 | 0.871 | 1.000 | 0.026 | 0.097 | 0.533 |
전년도대비증감 | -0.349 | 0.163 | 0.026 | 1.000 | 0.957 | 0.191 |
전년도대비증감율 | -0.324 | 0.193 | 0.097 | 0.957 | 1.000 | 0.190 |
행정구역 | 0.000 | 0.485 | 0.533 | 0.191 | 0.190 | 1.000 |
년도 | 행정구역 | 계획(백만원) | 실적(백만원) | 전년도대비증감 | 전년도대비증감율 | |
---|---|---|---|---|---|---|
0 | 2019 | 서울특별시 | 0.0 | 156.0 | -9.0 | -5.0 |
1 | 2019 | 부산광역시 | 0.0 | 1291.0 | -75.0 | -5.0 |
2 | 2019 | 대구광역시 | 0.0 | 959.0 | -43.0 | -4.0 |
3 | 2019 | 인천광역시 | 0.0 | 204.0 | 13.0 | 7.0 |
4 | 2019 | 광주광역시 | 0.0 | 0.0 | 0.0 | 0.0 |
5 | 2019 | 대전광역시 | 0.0 | 322.0 | -3.0 | -1.0 |
6 | 2019 | 울산광역시 | 0.0 | 572.0 | -42.0 | -7.0 |
7 | 2019 | 세종특별자치시 | 0.0 | 0.0 | 0.0 | 0.0 |
8 | 2019 | 경기도 | 0.0 | 2413.0 | -7.0 | 0.0 |
9 | 2019 | 강원도 | 0.0 | 1129.0 | -1.0 | 0.0 |
년도 | 행정구역 | 계획(백만원) | 실적(백만원) | 전년도대비증감 | 전년도대비증감율 | |
---|---|---|---|---|---|---|
177 | 2009 | 세종특별자치시 | 0.0 | 0.0 | 0.0 | 0.0 |
178 | 2009 | 경기도 | 1195.0 | 1106.0 | 258.0 | 30.4 |
179 | 2009 | 강원도 | 353.0 | 347.0 | 246.0 | 243.6 |
180 | 2009 | 충청북도 | 419.0 | 398.0 | 274.0 | 221.0 |
181 | 2009 | 충청남도 | 692.0 | 668.0 | 140.0 | 26.5 |
182 | 2009 | 전라북도 | 0.0 | 0.0 | 0.0 | 0.0 |
183 | 2009 | 전라남도 | 45.0 | 41.0 | 8.0 | 24.2 |
184 | 2009 | 경상북도 | 0.0 | 0.0 | 0.0 | 0.0 |
185 | 2009 | 경상남도 | 463.0 | 442.0 | 442.0 | 0.0 |
186 | 2009 | 제주특별자치도 | 0.0 | 0.0 | 0.0 | 0.0 |