Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 26 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.3 KiB |
| Average record size in memory | 130.1 B |
Variable types
| Categorical | 1 |
|---|---|
| Numeric | 13 |
Dataset
| Description | 부산광역시영도구_생활쓰레기배출량현황_20221231 |
|---|---|
| Author | 부산광역시 영도구 |
| URL | http://data.busan.go.kr/dataSet/detail.nm?contentId=10&publicdatapk=15053276 |
1월 is highly overall correlated with 2월 and 11 other fields | High correlation |
2월 is highly overall correlated with 1월 and 11 other fields | High correlation |
3월 is highly overall correlated with 1월 and 11 other fields | High correlation |
4월 is highly overall correlated with 1월 and 11 other fields | High correlation |
5월 is highly overall correlated with 1월 and 11 other fields | High correlation |
6월 is highly overall correlated with 1월 and 11 other fields | High correlation |
7월 is highly overall correlated with 1월 and 11 other fields | High correlation |
8월 is highly overall correlated with 1월 and 11 other fields | High correlation |
9월 is highly overall correlated with 1월 and 11 other fields | High correlation |
10월 is highly overall correlated with 1월 and 11 other fields | High correlation |
11월 is highly overall correlated with 1월 and 11 other fields | High correlation |
12월 is highly overall correlated with 1월 and 11 other fields | High correlation |
구분 is highly overall correlated with 1월 and 11 other fields | High correlation |
1월 has unique values | Unique |
2월 has unique values | Unique |
3월 has unique values | Unique |
4월 has unique values | Unique |
5월 has unique values | Unique |
6월 has unique values | Unique |
7월 has unique values | Unique |
8월 has unique values | Unique |
9월 has unique values | Unique |
10월 has unique values | Unique |
11월 has unique values | Unique |
12월 has unique values | Unique |
Reproduction
| Analysis started | 2023-12-10 16:20:04.884424 |
|---|---|
| Analysis finished | 2023-12-10 16:20:23.725108 |
| Duration | 18.84 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
구분
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 11.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 340.0 B |
| 음식물쓰레기 | |
|---|---|
| 재활용품 | |
| 일반쓰레기 |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 일반쓰레기 |
|---|---|
| 2nd row | 일반쓰레기 |
| 3rd row | 일반쓰레기 |
| 4th row | 일반쓰레기 |
| 5th row | 일반쓰레기 |
Common Values
| Value | Count | Frequency (%) |
| 음식물쓰레기 | 9 | |
| 재활용품 | 9 | |
| 일반쓰레기 | 8 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 음식물쓰레기 | 9 | |
| 재활용품 | 9 | |
| 일반쓰레기 | 8 |
년도
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 34.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2018.1538 |
| Minimum | 2014 |
|---|---|
| Maximum | 2022 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 2014 |
|---|---|
| 5-th percentile | 2014.25 |
| Q1 | 2016 |
| median | 2018 |
| Q3 | 2020 |
| 95-th percentile | 2022 |
| Maximum | 2022 |
| Range | 8 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.5564398 |
|---|---|
| Coefficient of variation (CV) | 0.001266722 |
| Kurtosis | -1.1911518 |
| Mean | 2018.1538 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.029834923 |
| Sum | 52472 |
| Variance | 6.5353846 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 2015 | 3 | |
| 2016 | 3 | |
| 2017 | 3 | |
| 2018 | 3 | |
| 2019 | 3 | |
| 2020 | 3 | |
| 2021 | 3 | |
| 2022 | 3 | |
| 2014 | 2 |
| Value | Count | Frequency (%) |
| 2014 | 2 | |
| 2015 | 3 | |
| 2016 | 3 | |
| 2017 | 3 | |
| 2018 | 3 | |
| 2019 | 3 | |
| 2020 | 3 | |
| 2021 | 3 | |
| 2022 | 3 |
| Value | Count | Frequency (%) |
| 2022 | 3 | |
| 2021 | 3 | |
| 2020 | 3 | |
| 2019 | 3 | |
| 2018 | 3 | |
| 2017 | 3 | |
| 2016 | 3 | |
| 2015 | 3 | |
| 2014 | 2 |
1월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 620.98962 |
| Minimum | 229.6 |
|---|---|
| Maximum | 922.37 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 229.6 |
|---|---|
| 5-th percentile | 365.125 |
| Q1 | 433.925 |
| median | 702.85 |
| Q3 | 730.55 |
| 95-th percentile | 892.965 |
| Maximum | 922.37 |
| Range | 692.77 |
| Interquartile range (IQR) | 296.625 |
Descriptive statistics
| Standard deviation | 187.42555 |
|---|---|
| Coefficient of variation (CV) | 0.30181753 |
| Kurtosis | -0.8606443 |
| Mean | 620.98962 |
| Median Absolute Deviation (MAD) | 85.19 |
| Skewness | -0.38837404 |
| Sum | 16145.73 |
| Variance | 35128.337 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 731.7 | 1 | 3.8% |
| 734.9 | 1 | 3.8% |
| 444.2 | 1 | 3.8% |
| 430.5 | 1 | 3.8% |
| 393.1 | 1 | 3.8% |
| 466.2 | 1 | 3.8% |
| 423.8 | 1 | 3.8% |
| 403.2 | 1 | 3.8% |
| 229.6 | 1 | 3.8% |
| 367.3 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 229.6 | 1 | |
| 364.4 | 1 | |
| 367.3 | 1 | |
| 393.1 | 1 | |
| 403.2 | 1 | |
| 423.8 | 1 | |
| 430.5 | 1 | |
| 444.2 | 1 | |
| 466.2 | 1 | |
| 594.82 | 1 |
| Value | Count | Frequency (%) |
| 922.37 | 1 | |
| 896.8 | 1 | |
| 881.46 | 1 | |
| 765.2 | 1 | |
| 752.1 | 1 | |
| 734.9 | 1 | |
| 731.7 | 1 | |
| 727.1 | 1 | |
| 724.6 | 1 | |
| 713.8 | 1 |
2월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 599.10346 |
| Minimum | 271.7 |
|---|---|
| Maximum | 860.72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 271.7 |
|---|---|
| 5-th percentile | 354.875 |
| Q1 | 418.5 |
| median | 651.2 |
| Q3 | 730.525 |
| 95-th percentile | 833.735 |
| Maximum | 860.72 |
| Range | 589.02 |
| Interquartile range (IQR) | 312.025 |
Descriptive statistics
| Standard deviation | 174.20749 |
|---|---|
| Coefficient of variation (CV) | 0.29078031 |
| Kurtosis | -1.2274823 |
| Mean | 599.10346 |
| Median Absolute Deviation (MAD) | 95.85 |
| Skewness | -0.37335597 |
| Sum | 15576.69 |
| Variance | 30348.249 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 730.6 | 1 | 3.8% |
| 607.7 | 1 | 3.8% |
| 394.2 | 1 | 3.8% |
| 384.6 | 1 | 3.8% |
| 459.8 | 1 | 3.8% |
| 417.7 | 1 | 3.8% |
| 388.9 | 1 | 3.8% |
| 420.9 | 1 | 3.8% |
| 271.7 | 1 | 3.8% |
| 353.0 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 271.7 | 1 | |
| 353.0 | 1 | |
| 360.5 | 1 | |
| 384.6 | 1 | |
| 388.9 | 1 | |
| 394.2 | 1 | |
| 417.7 | 1 | |
| 420.9 | 1 | |
| 459.8 | 1 | |
| 594.19 | 1 |
| Value | Count | Frequency (%) |
| 860.72 | 1 | |
| 841.08 | 1 | |
| 811.7 | 1 | |
| 751.5 | 1 | |
| 742.6 | 1 | |
| 739.8 | 1 | |
| 730.6 | 1 | |
| 730.3 | 1 | |
| 712.6 | 1 | |
| 707.7 | 1 |
3월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 637.24231 |
| Minimum | 262.9 |
|---|---|
| Maximum | 1059.85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 262.9 |
|---|---|
| 5-th percentile | 354.95 |
| Q1 | 471.3 |
| median | 669.2 |
| Q3 | 766.25 |
| 95-th percentile | 908.7875 |
| Maximum | 1059.85 |
| Range | 796.95 |
| Interquartile range (IQR) | 294.95 |
Descriptive statistics
| Standard deviation | 192.73909 |
|---|---|
| Coefficient of variation (CV) | 0.30245808 |
| Kurtosis | -0.32946161 |
| Mean | 637.24231 |
| Median Absolute Deviation (MAD) | 132.65 |
| Skewness | -0.037647574 |
| Sum | 16568.3 |
| Variance | 37148.356 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 786.2 | 1 | 3.8% |
| 645.5 | 1 | 3.8% |
| 470.9 | 1 | 3.8% |
| 520.9 | 1 | 3.8% |
| 420.4 | 1 | 3.8% |
| 400.9 | 1 | 3.8% |
| 465.2 | 1 | 3.8% |
| 375.2 | 1 | 3.8% |
| 262.9 | 1 | 3.8% |
| 472.5 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 262.9 | 1 | |
| 348.2 | 1 | |
| 375.2 | 1 | |
| 400.9 | 1 | |
| 420.4 | 1 | |
| 465.2 | 1 | |
| 470.9 | 1 | |
| 472.5 | 1 | |
| 520.9 | 1 | |
| 645.5 | 1 |
| Value | Count | Frequency (%) |
| 1059.85 | 1 | |
| 937.35 | 1 | |
| 823.1 | 1 | |
| 822.5 | 1 | |
| 786.2 | 1 | |
| 778.4 | 1 | |
| 768.7 | 1 | |
| 758.9 | 1 | |
| 749.27 | 1 | |
| 713.5 | 1 |
4월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 605.83115 |
| Minimum | 255.7 |
|---|---|
| Maximum | 962.03 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 255.7 |
|---|---|
| 5-th percentile | 353.45 |
| Q1 | 417.925 |
| median | 634.24 |
| Q3 | 748.3 |
| 95-th percentile | 906.86 |
| Maximum | 962.03 |
| Range | 706.33 |
| Interquartile range (IQR) | 330.375 |
Descriptive statistics
| Standard deviation | 187.84707 |
|---|---|
| Coefficient of variation (CV) | 0.31006505 |
| Kurtosis | -0.7699173 |
| Mean | 605.83115 |
| Median Absolute Deviation (MAD) | 145.26 |
| Skewness | -0.018644682 |
| Sum | 15751.61 |
| Variance | 35286.521 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 765.4 | 1 | 3.8% |
| 618.7 | 1 | 3.8% |
| 400.8 | 1 | 3.8% |
| 407.1 | 1 | 3.8% |
| 462.4 | 1 | 3.8% |
| 421.3 | 1 | 3.8% |
| 416.8 | 1 | 3.8% |
| 344.8 | 1 | 3.8% |
| 255.7 | 1 | 3.8% |
| 388.7 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 255.7 | 1 | |
| 344.8 | 1 | |
| 379.4 | 1 | |
| 388.7 | 1 | |
| 400.8 | 1 | |
| 407.1 | 1 | |
| 416.8 | 1 | |
| 421.3 | 1 | |
| 462.4 | 1 | |
| 603.42 | 1 |
| Value | Count | Frequency (%) |
| 962.03 | 1 | |
| 937.88 | 1 | |
| 813.8 | 1 | |
| 779.9 | 1 | |
| 779.1 | 1 | |
| 777.1 | 1 | |
| 765.4 | 1 | |
| 697.0 | 1 | |
| 678.0 | 1 | |
| 669.9 | 1 |
5월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 656.37115 |
| Minimum | 324.2 |
|---|---|
| Maximum | 1075.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 324.2 |
|---|---|
| 5-th percentile | 372.325 |
| Q1 | 446.05 |
| median | 696.55 |
| Q3 | 809.5 |
| 95-th percentile | 953.5275 |
| Maximum | 1075.2 |
| Range | 751 |
| Interquartile range (IQR) | 363.45 |
Descriptive statistics
| Standard deviation | 206.83859 |
|---|---|
| Coefficient of variation (CV) | 0.31512444 |
| Kurtosis | -0.92748781 |
| Mean | 656.37115 |
| Median Absolute Deviation (MAD) | 158.95 |
| Skewness | 0.0064849735 |
| Sum | 17065.65 |
| Variance | 42782.204 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 809.2 | 1 | 3.8% |
| 660.9 | 1 | 3.8% |
| 442.7 | 1 | 3.8% |
| 469.6 | 1 | 3.8% |
| 389.2 | 1 | 3.8% |
| 429.5 | 1 | 3.8% |
| 421.3 | 1 | 3.8% |
| 456.1 | 1 | 3.8% |
| 324.2 | 1 | 3.8% |
| 366.7 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 324.2 | 1 | |
| 366.7 | 1 | |
| 389.2 | 1 | |
| 396.8 | 1 | |
| 421.3 | 1 | |
| 429.5 | 1 | |
| 442.7 | 1 | |
| 456.1 | 1 | |
| 469.6 | 1 | |
| 644.97 | 1 |
| Value | Count | Frequency (%) |
| 1075.2 | 1 | |
| 982.27 | 1 | |
| 867.3 | 1 | |
| 860.0 | 1 | |
| 851.0 | 1 | |
| 830.4 | 1 | |
| 809.6 | 1 | |
| 809.2 | 1 | |
| 763.2 | 1 | |
| 724.2 | 1 |
6월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 666.48115 |
| Minimum | 346.1 |
|---|---|
| Maximum | 1052.34 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 346.1 |
|---|---|
| 5-th percentile | 360.225 |
| Q1 | 456.325 |
| median | 718.4 |
| Q3 | 775.05 |
| 95-th percentile | 954.58 |
| Maximum | 1052.34 |
| Range | 706.24 |
| Interquartile range (IQR) | 318.725 |
Descriptive statistics
| Standard deviation | 202.4422 |
|---|---|
| Coefficient of variation (CV) | 0.30374782 |
| Kurtosis | -0.93479596 |
| Mean | 666.48115 |
| Median Absolute Deviation (MAD) | 139.25 |
| Skewness | -0.04884284 |
| Sum | 17328.51 |
| Variance | 40982.845 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 827.9 | 1 | 3.8% |
| 724.7 | 1 | 3.8% |
| 451.7 | 1 | 3.8% |
| 549.4 | 1 | 3.8% |
| 453.8 | 1 | 3.8% |
| 416.2 | 1 | 3.8% |
| 463.9 | 1 | 3.8% |
| 423.9 | 1 | 3.8% |
| 346.6 | 1 | 3.8% |
| 401.1 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 346.1 | 1 | |
| 346.6 | 1 | |
| 401.1 | 1 | |
| 416.2 | 1 | |
| 423.9 | 1 | |
| 451.7 | 1 | |
| 453.8 | 1 | |
| 463.9 | 1 | |
| 549.4 | 1 | |
| 653.84 | 1 |
| Value | Count | Frequency (%) |
| 1052.34 | 1 | |
| 955.94 | 1 | |
| 950.5 | 1 | |
| 926.7 | 1 | |
| 827.9 | 1 | |
| 817.3 | 1 | |
| 779.8 | 1 | |
| 760.8 | 1 | |
| 752.2 | 1 | |
| 751.8 | 1 |
7월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 700.21615 |
| Minimum | 343.8 |
|---|---|
| Maximum | 1060.71 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 343.8 |
|---|---|
| 5-th percentile | 361.775 |
| Q1 | 466.925 |
| median | 760.35 |
| Q3 | 851.425 |
| 95-th percentile | 994.4 |
| Maximum | 1060.71 |
| Range | 716.91 |
| Interquartile range (IQR) | 384.5 |
Descriptive statistics
| Standard deviation | 225.62206 |
|---|---|
| Coefficient of variation (CV) | 0.32221773 |
| Kurtosis | -1.2425142 |
| Mean | 700.21615 |
| Median Absolute Deviation (MAD) | 180.85 |
| Skewness | -0.26970603 |
| Sum | 18205.62 |
| Variance | 50905.313 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 872.0 | 1 | 3.8% |
| 746.2 | 1 | 3.8% |
| 465.8 | 1 | 3.8% |
| 544.6 | 1 | 3.8% |
| 470.3 | 1 | 3.8% |
| 360.6 | 1 | 3.8% |
| 441.1 | 1 | 3.8% |
| 414.4 | 1 | 3.8% |
| 343.8 | 1 | 3.8% |
| 405.0 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 343.8 | 1 | |
| 360.6 | 1 | |
| 365.3 | 1 | |
| 405.0 | 1 | |
| 414.4 | 1 | |
| 441.1 | 1 | |
| 465.8 | 1 | |
| 470.3 | 1 | |
| 544.6 | 1 | |
| 694.04 | 1 |
| Value | Count | Frequency (%) |
| 1060.71 | 1 | |
| 995.2 | 1 | |
| 992.0 | 1 | |
| 986.9 | 1 | |
| 906.3 | 1 | |
| 872.0 | 1 | |
| 856.7 | 1 | |
| 835.6 | 1 | |
| 810.6 | 1 | |
| 806.8 | 1 |
8월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 715.05692 |
| Minimum | 338.2 |
|---|---|
| Maximum | 1791.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 338.2 |
|---|---|
| 5-th percentile | 378.725 |
| Q1 | 460.425 |
| median | 734.04 |
| Q3 | 798.5 |
| 95-th percentile | 1027.11 |
| Maximum | 1791.8 |
| Range | 1453.6 |
| Interquartile range (IQR) | 338.075 |
Descriptive statistics
| Standard deviation | 295.84056 |
|---|---|
| Coefficient of variation (CV) | 0.41373009 |
| Kurtosis | 6.137614 |
| Mean | 715.05692 |
| Median Absolute Deviation (MAD) | 144.65 |
| Skewness | 1.8378912 |
| Sum | 18591.48 |
| Variance | 87521.639 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 800.7 | 1 | 3.8% |
| 711.8 | 1 | 3.8% |
| 436.5 | 1 | 3.8% |
| 505.2 | 1 | 3.8% |
| 445.5 | 1 | 3.8% |
| 539.7 | 1 | 3.8% |
| 440.6 | 1 | 3.8% |
| 438.5 | 1 | 3.8% |
| 390.8 | 1 | 3.8% |
| 374.7 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 338.2 | 1 | |
| 374.7 | 1 | |
| 390.8 | 1 | |
| 436.5 | 1 | |
| 438.5 | 1 | |
| 440.6 | 1 | |
| 445.5 | 1 | |
| 505.2 | 1 | |
| 539.7 | 1 | |
| 705.06 | 1 |
| Value | Count | Frequency (%) |
| 1791.8 | 1 | |
| 1030.45 | 1 | |
| 1017.09 | 1 | |
| 940.6 | 1 | |
| 829.0 | 1 | |
| 817.1 | 1 | |
| 800.7 | 1 | |
| 791.9 | 1 | |
| 771.0 | 1 | |
| 766.5 | 1 |
9월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 689.20308 |
| Minimum | 349.4 |
|---|---|
| Maximum | 1180.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 349.4 |
|---|---|
| 5-th percentile | 369.275 |
| Q1 | 471.625 |
| median | 682.03 |
| Q3 | 808.85 |
| 95-th percentile | 1146.4025 |
| Maximum | 1180.7 |
| Range | 831.3 |
| Interquartile range (IQR) | 337.225 |
Descriptive statistics
| Standard deviation | 239.80015 |
|---|---|
| Coefficient of variation (CV) | 0.34793831 |
| Kurtosis | -0.41057023 |
| Mean | 689.20308 |
| Median Absolute Deviation (MAD) | 163.98 |
| Skewness | 0.43405549 |
| Sum | 17919.28 |
| Variance | 57504.114 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 820.5 | 1 | 3.8% |
| 647.9 | 1 | 3.8% |
| 434.5 | 1 | 3.8% |
| 537.4 | 1 | 3.8% |
| 498.7 | 1 | 3.8% |
| 462.6 | 1 | 3.8% |
| 365.5 | 1 | 3.8% |
| 403.0 | 1 | 3.8% |
| 349.4 | 1 | 3.8% |
| 432.6 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 349.4 | 1 | |
| 365.5 | 1 | |
| 380.6 | 1 | |
| 403.0 | 1 | |
| 432.6 | 1 | |
| 434.5 | 1 | |
| 462.6 | 1 | |
| 498.7 | 1 | |
| 537.4 | 1 | |
| 647.9 | 1 |
| Value | Count | Frequency (%) |
| 1180.7 | 1 | |
| 1174.61 | 1 | |
| 1061.78 | 1 | |
| 962.0 | 1 | |
| 886.8 | 1 | |
| 820.5 | 1 | |
| 811.3 | 1 | |
| 801.5 | 1 | |
| 769.4 | 1 | |
| 764.2 | 1 |
10월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 661.14154 |
| Minimum | 331.3 |
|---|---|
| Maximum | 1004.96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 331.3 |
|---|---|
| 5-th percentile | 366 |
| Q1 | 462.475 |
| median | 671.55 |
| Q3 | 824.875 |
| 95-th percentile | 908.1225 |
| Maximum | 1004.96 |
| Range | 673.66 |
| Interquartile range (IQR) | 362.4 |
Descriptive statistics
| Standard deviation | 195.25214 |
|---|---|
| Coefficient of variation (CV) | 0.29532578 |
| Kurtosis | -1.1647631 |
| Mean | 661.14154 |
| Median Absolute Deviation (MAD) | 184.15 |
| Skewness | -0.1700864 |
| Sum | 17189.68 |
| Variance | 38123.398 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 783.4 | 1 | 3.8% |
| 650.3 | 1 | 3.8% |
| 395.4 | 1 | 3.8% |
| 477.4 | 1 | 3.8% |
| 457.5 | 1 | 3.8% |
| 440.2 | 1 | 3.8% |
| 565.7 | 1 | 3.8% |
| 454.6 | 1 | 3.8% |
| 356.2 | 1 | 3.8% |
| 412.6 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 331.3 | 1 | |
| 356.2 | 1 | |
| 395.4 | 1 | |
| 412.6 | 1 | |
| 440.2 | 1 | |
| 454.6 | 1 | |
| 457.5 | 1 | |
| 477.4 | 1 | |
| 565.7 | 1 | |
| 610.68 | 1 |
| Value | Count | Frequency (%) |
| 1004.96 | 1 | |
| 916.23 | 1 | |
| 883.8 | 1 | |
| 875.9 | 1 | |
| 865.7 | 1 | |
| 845.7 | 1 | |
| 838.7 | 1 | |
| 783.4 | 1 | |
| 782.4 | 1 | |
| 758.8 | 1 |
11월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 626.60231 |
| Minimum | 276 |
|---|---|
| Maximum | 979.04 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 276 |
|---|---|
| 5-th percentile | 316.825 |
| Q1 | 401.9 |
| median | 693.175 |
| Q3 | 764.85 |
| 95-th percentile | 906.725 |
| Maximum | 979.04 |
| Range | 703.04 |
| Interquartile range (IQR) | 362.95 |
Descriptive statistics
| Standard deviation | 206.8304 |
|---|---|
| Coefficient of variation (CV) | 0.33008241 |
| Kurtosis | -1.1440851 |
| Mean | 626.60231 |
| Median Absolute Deviation (MAD) | 124.125 |
| Skewness | -0.30189855 |
| Sum | 16291.66 |
| Variance | 42778.813 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 772.2 | 1 | 3.8% |
| 670.2 | 1 | 3.8% |
| 371.5 | 1 | 3.8% |
| 474.8 | 1 | 3.8% |
| 391.9 | 1 | 3.8% |
| 348.4 | 1 | 3.8% |
| 431.9 | 1 | 3.8% |
| 365.3 | 1 | 3.8% |
| 369.1 | 1 | 3.8% |
| 276.0 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 276.0 | 1 | |
| 306.3 | 1 | |
| 348.4 | 1 | |
| 365.3 | 1 | |
| 369.1 | 1 | |
| 371.5 | 1 | |
| 391.9 | 1 | |
| 431.9 | 1 | |
| 474.8 | 1 | |
| 664.07 | 1 |
| Value | Count | Frequency (%) |
| 979.04 | 1 | |
| 911.7 | 1 | |
| 891.8 | 1 | |
| 831.6 | 1 | |
| 803.0 | 1 | |
| 773.3 | 1 | |
| 772.2 | 1 | |
| 742.8 | 1 | |
| 727.7 | 1 | |
| 713.3 | 1 |
12월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 26 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 644.275 |
| Minimum | 234.6 |
|---|---|
| Maximum | 971.81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 366.0 B |
Quantile statistics
| Minimum | 234.6 |
|---|---|
| 5-th percentile | 319.85 |
| Q1 | 408.025 |
| median | 745.95 |
| Q3 | 782.925 |
| 95-th percentile | 915.055 |
| Maximum | 971.81 |
| Range | 737.21 |
| Interquartile range (IQR) | 374.9 |
Descriptive statistics
| Standard deviation | 219.26289 |
|---|---|
| Coefficient of variation (CV) | 0.340325 |
| Kurtosis | -1.2488347 |
| Mean | 644.275 |
| Median Absolute Deviation (MAD) | 93.55 |
| Skewness | -0.48118762 |
| Sum | 16751.15 |
| Variance | 48076.214 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 789.8 | 1 | 3.8% |
| 717.4 | 1 | 3.8% |
| 307.1 | 1 | 3.8% |
| 420.1 | 1 | 3.8% |
| 420.3 | 1 | 3.8% |
| 358.1 | 1 | 3.8% |
| 373.1 | 1 | 3.8% |
| 404.0 | 1 | 3.8% |
| 373.3 | 1 | 3.8% |
| 234.6 | 1 | 3.8% |
| Other values (16) | 16 |
| Value | Count | Frequency (%) |
| 234.6 | 1 | |
| 307.1 | 1 | |
| 358.1 | 1 | |
| 373.1 | 1 | |
| 373.3 | 1 | |
| 393.9 | 1 | |
| 404.0 | 1 | |
| 420.1 | 1 | |
| 420.3 | 1 | |
| 671.03 | 1 |
| Value | Count | Frequency (%) |
| 971.81 | 1 | |
| 921.2 | 1 | |
| 896.62 | 1 | |
| 848.1 | 1 | |
| 830.9 | 1 | |
| 809.2 | 1 | |
| 789.8 | 1 | |
| 762.3 | 1 | |
| 760.1 | 1 | |
| 758.7 | 1 |
| 구분 | 년도 | 1월 | 2월 | 3월 | 4월 | 5월 | 6월 | 7월 | 8월 | 9월 | 10월 | 11월 | 12월 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 구분 | 1.000 | 0.000 | 0.791 | 0.879 | 0.997 | 1.000 | 1.000 | 0.927 | 0.997 | 0.989 | 0.942 | 0.939 | 0.930 | 0.795 |
| 년도 | 0.000 | 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 |
| 1월 | 0.791 | 0.000 | 1.000 | 0.738 | 0.518 | 0.922 | 0.685 | 0.738 | 0.771 | 0.727 | 0.724 | 0.350 | 0.828 | 0.505 |
| 2월 | 0.879 | 0.000 | 0.738 | 1.000 | 0.673 | 0.618 | 0.910 | 0.845 | 0.712 | 0.761 | 0.704 | 0.720 | 0.931 | 0.806 |
| 3월 | 0.997 | 0.000 | 0.518 | 0.673 | 1.000 | 0.743 | 0.846 | 0.859 | 0.885 | 0.808 | 0.814 | 0.904 | 0.821 | 0.716 |
| 4월 | 1.000 | 0.000 | 0.922 | 0.618 | 0.743 | 1.000 | 0.829 | 0.683 | 0.828 | 0.753 | 0.680 | 0.637 | 0.843 | 0.582 |
| 5월 | 1.000 | 0.000 | 0.685 | 0.910 | 0.846 | 0.829 | 1.000 | 0.887 | 0.647 | 0.764 | 0.791 | 0.759 | 0.914 | 0.792 |
| 6월 | 0.927 | 0.000 | 0.738 | 0.845 | 0.859 | 0.683 | 0.887 | 1.000 | 0.852 | 0.826 | 0.910 | 0.881 | 0.788 | 0.829 |
| 7월 | 0.997 | 0.000 | 0.771 | 0.712 | 0.885 | 0.828 | 0.647 | 0.852 | 1.000 | 0.980 | 0.863 | 0.724 | 0.857 | 0.726 |
| 8월 | 0.989 | 0.000 | 0.727 | 0.761 | 0.808 | 0.753 | 0.764 | 0.826 | 0.980 | 1.000 | 0.917 | 0.756 | 0.875 | 0.654 |
| 9월 | 0.942 | 0.000 | 0.724 | 0.704 | 0.814 | 0.680 | 0.791 | 0.910 | 0.863 | 0.917 | 1.000 | 0.916 | 0.822 | 0.612 |
| 10월 | 0.939 | 0.000 | 0.350 | 0.720 | 0.904 | 0.637 | 0.759 | 0.881 | 0.724 | 0.756 | 0.916 | 1.000 | 0.859 | 0.731 |
| 11월 | 0.930 | 0.000 | 0.828 | 0.931 | 0.821 | 0.843 | 0.914 | 0.788 | 0.857 | 0.875 | 0.822 | 0.859 | 1.000 | 0.749 |
| 12월 | 0.795 | 0.000 | 0.505 | 0.806 | 0.716 | 0.582 | 0.792 | 0.829 | 0.726 | 0.654 | 0.612 | 0.731 | 0.749 | 1.000 |
| 년도 | 1월 | 2월 | 3월 | 4월 | 5월 | 6월 | 7월 | 8월 | 9월 | 10월 | 11월 | 12월 | 구분 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 년도 | 1.000 | 0.200 | 0.076 | 0.178 | 0.130 | 0.150 | 0.078 | 0.146 | 0.100 | 0.112 | 0.091 | 0.134 | -0.014 | 0.000 |
| 1월 | 0.200 | 1.000 | 0.866 | 0.888 | 0.905 | 0.904 | 0.899 | 0.897 | 0.867 | 0.876 | 0.908 | 0.889 | 0.837 | 0.638 |
| 2월 | 0.076 | 0.866 | 1.000 | 0.889 | 0.950 | 0.943 | 0.943 | 0.945 | 0.973 | 0.956 | 0.938 | 0.941 | 0.945 | 0.721 |
| 3월 | 0.178 | 0.888 | 0.889 | 1.000 | 0.945 | 0.924 | 0.930 | 0.941 | 0.908 | 0.923 | 0.934 | 0.934 | 0.878 | 0.770 |
| 4월 | 0.130 | 0.905 | 0.950 | 0.945 | 1.000 | 0.930 | 0.946 | 0.969 | 0.958 | 0.958 | 0.956 | 0.939 | 0.928 | 0.885 |
| 5월 | 0.150 | 0.904 | 0.943 | 0.924 | 0.930 | 1.000 | 0.920 | 0.954 | 0.942 | 0.939 | 0.959 | 0.934 | 0.891 | 0.885 |
| 6월 | 0.078 | 0.899 | 0.943 | 0.930 | 0.946 | 0.920 | 1.000 | 0.946 | 0.941 | 0.937 | 0.951 | 0.964 | 0.929 | 0.820 |
| 7월 | 0.146 | 0.897 | 0.945 | 0.941 | 0.969 | 0.954 | 0.946 | 1.000 | 0.932 | 0.948 | 0.962 | 0.954 | 0.932 | 0.798 |
| 8월 | 0.100 | 0.867 | 0.973 | 0.908 | 0.958 | 0.942 | 0.941 | 0.932 | 1.000 | 0.962 | 0.943 | 0.941 | 0.933 | 0.812 |
| 9월 | 0.112 | 0.876 | 0.956 | 0.923 | 0.958 | 0.939 | 0.937 | 0.948 | 0.962 | 1.000 | 0.932 | 0.925 | 0.920 | 0.774 |
| 10월 | 0.091 | 0.908 | 0.938 | 0.934 | 0.956 | 0.959 | 0.951 | 0.962 | 0.943 | 0.932 | 1.000 | 0.968 | 0.929 | 0.770 |
| 11월 | 0.134 | 0.889 | 0.941 | 0.934 | 0.939 | 0.934 | 0.964 | 0.954 | 0.941 | 0.925 | 0.968 | 1.000 | 0.953 | 0.825 |
| 12월 | -0.014 | 0.837 | 0.945 | 0.878 | 0.928 | 0.891 | 0.929 | 0.932 | 0.933 | 0.920 | 0.929 | 0.953 | 1.000 | 0.634 |
| 구분 | 0.000 | 0.638 | 0.721 | 0.770 | 0.885 | 0.885 | 0.820 | 0.798 | 0.812 | 0.774 | 0.770 | 0.825 | 0.634 | 1.000 |
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.
| 구분 | 년도 | 1월 | 2월 | 3월 | 4월 | 5월 | 6월 | 7월 | 8월 | 9월 | 10월 | 11월 | 12월 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 일반쓰레기 | 2015 | 731.7 | 730.6 | 786.2 | 765.4 | 809.2 | 827.9 | 872.0 | 800.7 | 820.5 | 783.4 | 772.2 | 789.8 |
| 1 | 일반쓰레기 | 2016 | 713.8 | 811.7 | 778.4 | 779.9 | 830.4 | 950.5 | 986.9 | 1791.8 | 962.0 | 875.9 | 891.8 | 921.2 |
| 2 | 일반쓰레기 | 2017 | 710.9 | 712.6 | 758.9 | 697.0 | 851.0 | 779.8 | 835.6 | 771.0 | 801.5 | 845.7 | 727.7 | 750.4 |
| 3 | 일반쓰레기 | 2018 | 765.2 | 730.3 | 822.5 | 777.1 | 809.6 | 817.3 | 856.7 | 791.9 | 769.4 | 838.7 | 773.3 | 762.3 |
| 4 | 일반쓰레기 | 2019 | 752.1 | 739.8 | 768.7 | 779.1 | 860.0 | 743.5 | 906.3 | 829.0 | 886.8 | 883.8 | 803.0 | 830.9 |
| 5 | 일반쓰레기 | 2020 | 896.8 | 751.5 | 823.1 | 813.8 | 867.3 | 926.7 | 992.0 | 940.6 | 1180.7 | 865.7 | 831.6 | 809.2 |
| 6 | 일반쓰레기 | 2021 | 881.46 | 860.72 | 1059.85 | 962.03 | 1075.2 | 1052.34 | 1060.71 | 1017.09 | 1061.78 | 1004.96 | 979.04 | 971.81 |
| 7 | 일반쓰레기 | 2022 | 922.37 | 841.08 | 937.35 | 937.88 | 982.27 | 955.94 | 995.2 | 1030.45 | 1174.61 | 916.23 | 911.7 | 896.62 |
| 8 | 음식물쓰레기 | 2014 | 724.6 | 707.7 | 669.8 | 678.0 | 709.4 | 752.2 | 801.1 | 766.5 | 811.3 | 746.9 | 693.1 | 758.7 |
| 9 | 음식물쓰레기 | 2015 | 712.2 | 697.4 | 713.5 | 669.9 | 691.3 | 760.8 | 785.4 | 765.6 | 751.9 | 758.8 | 742.8 | 848.1 |
| 구분 | 년도 | 1월 | 2월 | 3월 | 4월 | 5월 | 6월 | 7월 | 8월 | 9월 | 10월 | 11월 | 12월 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 16 | 음식물쓰레기 | 2022 | 672.78 | 594.19 | 749.27 | 621.58 | 667.61 | 653.84 | 694.04 | 736.88 | 659.13 | 610.68 | 664.07 | 671.03 |
| 17 | 재활용품 | 2014 | 364.4 | 360.5 | 348.2 | 379.4 | 396.8 | 346.1 | 365.3 | 338.2 | 380.6 | 331.3 | 306.3 | 393.9 |
| 18 | 재활용품 | 2015 | 367.3 | 353.0 | 472.5 | 388.7 | 366.7 | 401.1 | 405.0 | 374.7 | 432.6 | 412.6 | 276.0 | 234.6 |
| 19 | 재활용품 | 2016 | 229.6 | 271.7 | 262.9 | 255.7 | 324.2 | 346.6 | 343.8 | 390.8 | 349.4 | 356.2 | 369.1 | 373.3 |
| 20 | 재활용품 | 2017 | 403.2 | 420.9 | 375.2 | 344.8 | 456.1 | 423.9 | 414.4 | 438.5 | 403.0 | 454.6 | 365.3 | 404.0 |
| 21 | 재활용품 | 2018 | 423.8 | 388.9 | 465.2 | 416.8 | 421.3 | 463.9 | 441.1 | 440.6 | 365.5 | 565.7 | 431.9 | 373.1 |
| 22 | 재활용품 | 2019 | 466.2 | 417.7 | 400.9 | 421.3 | 429.5 | 416.2 | 360.6 | 539.7 | 462.6 | 440.2 | 348.4 | 358.1 |
| 23 | 재활용품 | 2020 | 393.1 | 459.8 | 420.4 | 462.4 | 389.2 | 453.8 | 470.3 | 445.5 | 498.7 | 457.5 | 391.9 | 420.3 |
| 24 | 재활용품 | 2021 | 430.5 | 384.6 | 520.9 | 407.1 | 469.6 | 549.4 | 544.6 | 505.2 | 537.4 | 477.4 | 474.8 | 420.1 |
| 25 | 재활용품 | 2022 | 444.2 | 394.2 | 470.9 | 400.8 | 442.7 | 451.7 | 465.8 | 436.5 | 434.5 | 395.4 | 371.5 | 307.1 |