Dataset statistics
Number of variables | 7 |
---|---|
Number of observations | 125 |
Missing cells | 1 |
Missing cells (%) | 0.1% |
Duplicate rows | 0 |
Duplicate rows (%) | 0.0% |
Total size in memory | 7.6 KiB |
Average record size in memory | 62.1 B |
Variable types
Categorical | 3 |
---|---|
Numeric | 4 |
Dataset
Description | 연수구 주정차위반 단속(단속건수, 단속금액 등)입니다- 주정차위반 단속월 / 단속동 / 단속건수 / 단속금액 등으로 작성함 |
---|---|
Author | 인천광역시 연수구 |
URL | https://data.incheon.go.kr/findData/publicDataDetail?dataId=15085420&srcSe=7661IVAWM27C61E190 |
단속대상 is highly overall correlated with 단속월 and 5 other fields | High correlation |
단속동 is highly overall correlated with 단속건수 and 4 other fields | High correlation |
단속년도 is highly overall correlated with 단속월 and 5 other fields | High correlation |
단속월 is highly overall correlated with 단속년도 and 1 other fields | High correlation |
단속건수 is highly overall correlated with 부과건수 and 4 other fields | High correlation |
부과건수 is highly overall correlated with 단속건수 and 4 other fields | High correlation |
단속금액 is highly overall correlated with 단속건수 and 4 other fields | High correlation |
단속년도 is highly imbalanced (93.3%) | Imbalance |
단속대상 is highly imbalanced (93.3%) | Imbalance |
Reproduction
Analysis started | 2024-01-28 16:42:33.279519 |
---|---|
Analysis finished | 2024-01-28 16:42:35.539690 |
Duration | 2.26 seconds |
Software version | ydata-profiling vv4.5.1 |
Download configuration | config.json |
단속년도
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 2 |
---|---|
Distinct (%) | 1.6% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 1.1 KiB |
2023 | |
---|---|
<NA> | 1 |
Length
Max length | 4 |
---|---|
Median length | 4 |
Mean length | 4 |
Min length | 4 |
Unique
Unique | 1 ? |
---|---|
Unique (%) | 0.8% |
Sample
1st row | 2023 |
---|---|
2nd row | 2023 |
3rd row | 2023 |
4th row | 2023 |
5th row | 2023 |
Common Values
Value | Count | Frequency (%) |
2023 | 124 | |
<NA> | 1 | 0.8% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
2023 | 124 | |
na | 1 | 0.8% |
단속대상
Categorical
HIGH CORRELATION
  IMBALANCE
 
Distinct | 2 |
---|---|
Distinct (%) | 1.6% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 1.1 KiB |
주정차 | |
---|---|
<NA> | 1 |
Length
Max length | 4 |
---|---|
Median length | 3 |
Mean length | 3.008 |
Min length | 3 |
Unique
Unique | 1 ? |
---|---|
Unique (%) | 0.8% |
Sample
1st row | 주정차 |
---|---|
2nd row | 주정차 |
3rd row | 주정차 |
4th row | 주정차 |
5th row | 주정차 |
Common Values
Value | Count | Frequency (%) |
주정차 | 124 | |
<NA> | 1 | 0.8% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
주정차 | 124 | |
na | 1 | 0.8% |
단속월
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 6 |
---|---|
Distinct (%) | 4.8% |
Missing | 1 |
Missing (%) | 0.8% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 3.4919355 |
Minimum | 1 |
---|---|
Maximum | 6 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.2 KiB |
Quantile statistics
Minimum | 1 |
---|---|
5-th percentile | 1 |
Q1 | 2 |
median | 3.5 |
Q3 | 5 |
95-th percentile | 6 |
Maximum | 6 |
Range | 5 |
Interquartile range (IQR) | 3 |
Descriptive statistics
Standard deviation | 1.7226184 |
---|---|
Coefficient of variation (CV) | 0.49331335 |
Kurtosis | -1.2803388 |
Mean | 3.4919355 |
Median Absolute Deviation (MAD) | 1.5 |
Skewness | 0.0090211892 |
Sum | 433 |
Variance | 2.9674141 |
Monotonicity | Increasing |
Value | Count | Frequency (%) |
1 | 21 | |
2 | 21 | |
4 | 21 | |
6 | 21 | |
3 | 20 | |
5 | 20 | |
(Missing) | 1 | 0.8% |
Value | Count | Frequency (%) |
1 | 21 | |
2 | 21 | |
3 | 20 | |
4 | 21 | |
5 | 20 | |
6 | 21 |
Value | Count | Frequency (%) |
6 | 21 | |
5 | 20 | |
4 | 21 | |
3 | 20 | |
2 | 21 | |
1 | 21 |
단속동
Categorical
HIGH CORRELATION
 
Distinct | 23 |
---|---|
Distinct (%) | 18.4% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 1.1 KiB |
101 옥련동 | 6 |
---|---|
102 선학동 | 6 |
103 연수동 | 6 |
104 청학동 | 6 |
105 동춘동 | 6 |
Other values (18) |
Length
Max length | 8 |
---|---|
Median length | 7 |
Mean length | 7.424 |
Min length | 2 |
Unique
Unique | 2 ? |
---|---|
Unique (%) | 1.6% |
Sample
1st row | 101 옥련동 |
---|---|
2nd row | 102 선학동 |
3rd row | 103 연수동 |
4th row | 104 청학동 |
5th row | 105 동춘동 |
Common Values
Value | Count | Frequency (%) |
101 옥련동 | 6 | 4.8% |
102 선학동 | 6 | 4.8% |
103 연수동 | 6 | 4.8% |
104 청학동 | 6 | 4.8% |
105 동춘동 | 6 | 4.8% |
106 송도동 | 6 | 4.8% |
620 옥련동 | 6 | 4.8% |
640 옥련2동 | 6 | 4.8% |
750 선학동 | 6 | 4.8% |
761 연수1동 | 6 | 4.8% |
Other values (13) | 65 |
Length
Value | Count | Frequency (%) |
선학동 | 12 | 4.8% |
청학동 | 12 | 4.8% |
동춘동 | 12 | 4.8% |
옥련동 | 12 | 4.8% |
송도동 | 12 | 4.8% |
101 | 6 | 2.4% |
동춘3동 | 6 | 2.4% |
766 | 6 | 2.4% |
770 | 6 | 2.4% |
790 | 6 | 2.4% |
Other values (30) | 159 |
단속건수
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 97 |
---|---|
Distinct (%) | 77.6% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 873.216 |
Minimum | 0 |
---|---|
Maximum | 54576 |
Zeros | 1 |
Zeros (%) | 0.8% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.2 KiB |
Quantile statistics
Minimum | 0 |
---|---|
5-th percentile | 6.2 |
Q1 | 32 |
median | 80 |
Q3 | 314 |
95-th percentile | 3488 |
Maximum | 54576 |
Range | 54576 |
Interquartile range (IQR) | 282 |
Descriptive statistics
Standard deviation | 4953.7297 |
---|---|
Coefficient of variation (CV) | 5.6729718 |
Kurtosis | 113.86009 |
Mean | 873.216 |
Median Absolute Deviation (MAD) | 65 |
Skewness | 10.465211 |
Sum | 109152 |
Variance | 24539438 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
21 | 3 | 2.4% |
72 | 3 | 2.4% |
50 | 3 | 2.4% |
8 | 3 | 2.4% |
57 | 2 | 1.6% |
32 | 2 | 1.6% |
25 | 2 | 1.6% |
87 | 2 | 1.6% |
61 | 2 | 1.6% |
22 | 2 | 1.6% |
Other values (87) | 101 |
Value | Count | Frequency (%) |
0 | 1 | 0.8% |
1 | 2 | |
2 | 2 | |
3 | 1 | 0.8% |
6 | 1 | 0.8% |
7 | 1 | 0.8% |
8 | 3 | |
10 | 1 | 0.8% |
11 | 1 | 0.8% |
15 | 1 | 0.8% |
Value | Count | Frequency (%) |
54576 | 1 | |
5530 | 1 | |
5503 | 1 | |
5198 | 1 | |
4644 | 1 | |
4006 | 1 | |
3947 | 1 | |
1652 | 1 | |
1485 | 1 | |
1462 | 1 |
부과건수
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 98 |
---|---|
Distinct (%) | 78.4% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 872.992 |
Minimum | 0 |
---|---|
Maximum | 54562 |
Zeros | 1 |
Zeros (%) | 0.8% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.2 KiB |
Quantile statistics
Minimum | 0 |
---|---|
5-th percentile | 6.2 |
Q1 | 32 |
median | 80 |
Q3 | 314 |
95-th percentile | 3488 |
Maximum | 54562 |
Range | 54562 |
Interquartile range (IQR) | 282 |
Descriptive statistics
Standard deviation | 4952.4362 |
---|---|
Coefficient of variation (CV) | 5.6729457 |
Kurtosis | 113.86223 |
Mean | 872.992 |
Median Absolute Deviation (MAD) | 65 |
Skewness | 10.465343 |
Sum | 109124 |
Variance | 24526624 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
72 | 3 | 2.4% |
8 | 3 | 2.4% |
50 | 3 | 2.4% |
21 | 3 | 2.4% |
61 | 2 | 1.6% |
81 | 2 | 1.6% |
19 | 2 | 1.6% |
2 | 2 | 1.6% |
30 | 2 | 1.6% |
80 | 2 | 1.6% |
Other values (88) | 101 |
Value | Count | Frequency (%) |
0 | 1 | 0.8% |
1 | 2 | |
2 | 2 | |
3 | 1 | 0.8% |
6 | 1 | 0.8% |
7 | 1 | 0.8% |
8 | 3 | |
10 | 1 | 0.8% |
11 | 1 | 0.8% |
15 | 1 | 0.8% |
Value | Count | Frequency (%) |
54562 | 1 | |
5525 | 1 | |
5502 | 1 | |
5198 | 1 | |
4641 | 1 | |
4005 | 1 | |
3947 | 1 | |
1652 | 1 | |
1484 | 1 | |
1462 | 1 |
단속금액
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 117 |
---|---|
Distinct (%) | 93.6% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 40222400 |
Minimum | 0 |
---|---|
Maximum | 2.5139 × 109 |
Zeros | 1 |
Zeros (%) | 0.8% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.2 KiB |
Quantile statistics
Minimum | 0 |
---|---|
5-th percentile | 320000 |
Q1 | 1420000 |
median | 4930000 |
Q3 | 15880000 |
95-th percentile | 1.52206 × 108 |
Maximum | 2.5139 × 109 |
Range | 2.5139 × 109 |
Interquartile range (IQR) | 14460000 |
Descriptive statistics
Standard deviation | 2.2774807 × 108 |
---|---|
Coefficient of variation (CV) | 5.6622199 |
Kurtosis | 114.74622 |
Mean | 40222400 |
Median Absolute Deviation (MAD) | 4090000 |
Skewness | 10.520938 |
Sum | 5.0278 × 109 |
Variance | 5.1869184 × 1016 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
6000000 | 3 | 2.4% |
320000 | 2 | 1.6% |
840000 | 2 | 1.6% |
760000 | 2 | 1.6% |
120000 | 2 | 1.6% |
1040000 | 2 | 1.6% |
2290000 | 2 | 1.6% |
3530000 | 1 | 0.8% |
40100000 | 1 | 0.8% |
6820000 | 1 | 0.8% |
Other values (107) | 107 |
Value | Count | Frequency (%) |
0 | 1 | |
80000 | 1 | |
120000 | 2 | |
240000 | 1 | |
250000 | 1 | |
320000 | 2 | |
360000 | 1 | |
400000 | 1 | |
450000 | 1 | |
610000 | 1 |
Value | Count | Frequency (%) |
2513900000 | 1 | |
244260000 | 1 | |
241650000 | 1 | |
230780000 | 1 | |
203740000 | 1 | |
175420000 | 1 | |
172430000 | 1 | |
71310000 | 1 | |
64780000 | 1 | |
63410000 | 1 |
단속월 | 단속동 | 단속건수 | 부과건수 | 단속금액 | |
---|---|---|---|---|---|
단속월 | 1.000 | 0.000 | 0.000 | 0.000 | NaN |
단속동 | 0.000 | 1.000 | 0.902 | 0.902 | 1.000 |
단속건수 | 0.000 | 0.902 | 1.000 | 1.000 | 1.000 |
부과건수 | 0.000 | 0.902 | 1.000 | 1.000 | 1.000 |
단속금액 | NaN | 1.000 | 1.000 | 1.000 | 1.000 |
단속대상 | 단속동 | 단속년도 | |
---|---|---|---|
단속대상 | 1.000 | 1.000 | 1.000 |
단속동 | 1.000 | 1.000 | 1.000 |
단속년도 | 1.000 | 1.000 | 1.000 |
단속월 | 단속건수 | 부과건수 | 단속금액 | 단속년도 | 단속대상 | 단속동 | |
---|---|---|---|---|---|---|---|
단속월 | 1.000 | 0.043 | 0.043 | 0.037 | 1.000 | 1.000 | 0.000 |
단속건수 | 0.043 | 1.000 | 1.000 | 0.978 | 1.000 | 1.000 | 0.701 |
부과건수 | 0.043 | 1.000 | 1.000 | 0.978 | 1.000 | 1.000 | 0.701 |
단속금액 | 0.037 | 0.978 | 0.978 | 1.000 | 1.000 | 1.000 | 0.911 |
단속년도 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
단속대상 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
단속동 | 0.000 | 0.701 | 0.701 | 0.911 | 1.000 | 1.000 | 1.000 |
단속년도 | 단속대상 | 단속월 | 단속동 | 단속건수 | 부과건수 | 단속금액 | |
---|---|---|---|---|---|---|---|
0 | 2023 | 주정차 | 1 | 101 옥련동 | 543 | 543 | 23450000 |
1 | 2023 | 주정차 | 1 | 102 선학동 | 95 | 95 | 4170000 |
2 | 2023 | 주정차 | 1 | 103 연수동 | 1652 | 1652 | 71310000 |
3 | 2023 | 주정차 | 1 | 104 청학동 | 383 | 383 | 16650000 |
4 | 2023 | 주정차 | 1 | 105 동춘동 | 288 | 288 | 12550000 |
5 | 2023 | 주정차 | 1 | 106 송도동 | 3947 | 3947 | 172430000 |
6 | 2023 | 주정차 | 1 | 620 옥련동 | 59 | 59 | 5250000 |
7 | 2023 | 주정차 | 1 | 630 옥련1동 | 1 | 1 | 120000 |
8 | 2023 | 주정차 | 1 | 640 옥련2동 | 26 | 26 | 1040000 |
9 | 2023 | 주정차 | 1 | 750 선학동 | 73 | 73 | 8150000 |
단속년도 | 단속대상 | 단속월 | 단속동 | 단속건수 | 부과건수 | 단속금액 | |
---|---|---|---|---|---|---|---|
115 | 2023 | 주정차 | 6 | 766 청학동 | 22 | 22 | 880000 |
116 | 2023 | 주정차 | 6 | 770 동춘동 | 122 | 122 | 4970000 |
117 | 2023 | 주정차 | 6 | 780 동춘1동 | 2 | 2 | 80000 |
118 | 2023 | 주정차 | 6 | 790 동춘2동 | 52 | 52 | 2090000 |
119 | 2023 | 주정차 | 6 | 795 동춘3동 | 57 | 57 | 2290000 |
120 | 2023 | 주정차 | 6 | 810 송도동 | 520 | 520 | 35610000 |
121 | 2023 | 주정차 | 6 | 820 송도1동 | 63 | 63 | 2530000 |
122 | 2023 | 주정차 | 6 | 840 송도3동 | 20 | 20 | 800000 |
123 | 2023 | 주정차 | 6 | 850 송도4동 | 45 | 45 | 1810000 |
124 | <NA> | <NA> | <NA> | 합계 | 54576 | 54562 | 2513900000 |