Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 29 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.7 KiB |
| Average record size in memory | 129.4 B |
Variable types
| Categorical | 1 |
|---|---|
| Numeric | 13 |
Dataset
| Description | 5년간 영도구의 월별 생활쓰레기 배출량에 대한 데이터로 일반쓰레기, 음식물쓰레기, 재활용품 배출량에 대한 항목을 제공합니다. |
|---|---|
| Author | 부산광역시 영도구 |
| URL | https://www.data.go.kr/data/15053276/fileData.do |
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 | 2024-03-14 20:40:44.701967 |
|---|---|
| Analysis finished | 2024-03-14 20:41:27.255721 |
| Duration | 42.55 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
구분
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | 10.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 360.0 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 | 10 | |
| 재활용품 | 10 | |
| 일반쓰레기 | 9 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 음식물쓰레기 | 10 | |
| 재활용품 | 10 | |
| 일반쓰레기 | 9 |
년도
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 34.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2018.6552 |
| Minimum | 2014 |
|---|---|
| Maximum | 2023 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 389.0 B |
Quantile statistics
| Minimum | 2014 |
|---|---|
| 5-th percentile | 2014.4 |
| Q1 | 2016 |
| median | 2019 |
| Q3 | 2021 |
| 95-th percentile | 2023 |
| Maximum | 2023 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.8444917 |
|---|---|
| Coefficient of variation (CV) | 0.0014091023 |
| Kurtosis | -1.1923214 |
| Mean | 2018.6552 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.024079223 |
| Sum | 58541 |
| Variance | 8.091133 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 2015 | 3 | |
| 2016 | 3 | |
| 2017 | 3 | |
| 2018 | 3 | |
| 2019 | 3 | |
| 2020 | 3 | |
| 2021 | 3 | |
| 2022 | 3 | |
| 2023 | 3 | |
| 2014 | 2 |
| Value | Count | Frequency (%) |
| 2014 | 2 | |
| 2015 | 3 | |
| 2016 | 3 | |
| 2017 | 3 | |
| 2018 | 3 | |
| 2019 | 3 | |
| 2020 | 3 | |
| 2021 | 3 | |
| 2022 | 3 | |
| 2023 | 3 |
| Value | Count | Frequency (%) |
| 2023 | 3 | |
| 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 | 29 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 618.91517 |
| Minimum | 229.6 |
|---|---|
| Maximum | 922.37 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 389.0 B |
Quantile statistics
| Minimum | 229.6 |
|---|---|
| 5-th percentile | 320.12 |
| Q1 | 430.5 |
| median | 694.8 |
| Q3 | 731.7 |
| 95-th percentile | 890.664 |
| Maximum | 922.37 |
| Range | 692.77 |
| Interquartile range (IQR) | 301.2 |
Descriptive statistics
| Standard deviation | 192.52303 |
|---|---|
| Coefficient of variation (CV) | 0.31106529 |
| Kurtosis | -0.9318795 |
| Mean | 618.91517 |
| Median Absolute Deviation (MAD) | 99.98 |
| Skewness | -0.41917612 |
| Sum | 17948.54 |
| Variance | 37065.117 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 731.7 | 1 | 3.4% |
| 713.8 | 1 | 3.4% |
| 290.6 | 1 | 3.4% |
| 444.2 | 1 | 3.4% |
| 430.5 | 1 | 3.4% |
| 393.1 | 1 | 3.4% |
| 466.2 | 1 | 3.4% |
| 423.8 | 1 | 3.4% |
| 403.2 | 1 | 3.4% |
| 229.6 | 1 | 3.4% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 229.6 | 1 | |
| 290.6 | 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 |
| Value | Count | Frequency (%) |
| 922.37 | 1 | |
| 896.8 | 1 | |
| 881.46 | 1 | |
| 839.98 | 1 | |
| 765.2 | 1 | |
| 752.1 | 1 | |
| 734.9 | 1 | |
| 731.7 | 1 | |
| 727.1 | 1 | |
| 724.6 | 1 |
2월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 29 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 591.82724 |
| Minimum | 264.3 |
|---|---|
| Maximum | 860.72 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 389.0 B |
Quantile statistics
| Minimum | 264.3 |
|---|---|
| 5-th percentile | 304.22 |
| Q1 | 417.7 |
| median | 632.5 |
| Q3 | 730.6 |
| 95-th percentile | 829.328 |
| Maximum | 860.72 |
| Range | 596.42 |
| Interquartile range (IQR) | 312.9 |
Descriptive statistics
| Standard deviation | 178.77377 |
|---|---|
| Coefficient of variation (CV) | 0.30207087 |
| Kurtosis | -1.1655892 |
| Mean | 591.82724 |
| Median Absolute Deviation (MAD) | 119 |
| Skewness | -0.40099195 |
| Sum | 17162.99 |
| Variance | 31960.061 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 730.6 | 1 | 3.4% |
| 811.7 | 1 | 3.4% |
| 264.3 | 1 | 3.4% |
| 394.2 | 1 | 3.4% |
| 384.6 | 1 | 3.4% |
| 459.8 | 1 | 3.4% |
| 417.7 | 1 | 3.4% |
| 388.9 | 1 | 3.4% |
| 420.9 | 1 | 3.4% |
| 271.7 | 1 | 3.4% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 264.3 | 1 | |
| 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 |
| Value | Count | Frequency (%) |
| 860.72 | 1 | |
| 841.08 | 1 | |
| 811.7 | 1 | |
| 755.75 | 1 | |
| 751.5 | 1 | |
| 742.6 | 1 | |
| 739.8 | 1 | |
| 730.6 | 1 | |
| 730.3 | 1 | |
| 712.6 | 1 |
3월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 29 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 631.20345 |
| Minimum | 262.9 |
|---|---|
| Maximum | 1059.85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 389.0 B |
Quantile statistics
| Minimum | 262.9 |
|---|---|
| 5-th percentile | 309.86 |
| Q1 | 470.9 |
| median | 668.6 |
| Q3 | 768.7 |
| 95-th percentile | 898.678 |
| Maximum | 1059.85 |
| Range | 796.95 |
| Interquartile range (IQR) | 297.8 |
Descriptive statistics
| Standard deviation | 197.68828 |
|---|---|
| Coefficient of variation (CV) | 0.31319266 |
| Kurtosis | -0.46197147 |
| Mean | 631.20345 |
| Median Absolute Deviation (MAD) | 147.7 |
| Skewness | -0.10900359 |
| Sum | 18304.9 |
| Variance | 39080.658 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 786.2 | 1 | 3.4% |
| 778.4 | 1 | 3.4% |
| 284.3 | 1 | 3.4% |
| 470.9 | 1 | 3.4% |
| 520.9 | 1 | 3.4% |
| 420.4 | 1 | 3.4% |
| 400.9 | 1 | 3.4% |
| 465.2 | 1 | 3.4% |
| 375.2 | 1 | 3.4% |
| 262.9 | 1 | 3.4% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 262.9 | 1 | |
| 284.3 | 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 |
| Value | Count | Frequency (%) |
| 1059.85 | 1 | |
| 937.35 | 1 | |
| 840.67 | 1 | |
| 823.1 | 1 | |
| 822.5 | 1 | |
| 786.2 | 1 | |
| 778.4 | 1 | |
| 768.7 | 1 | |
| 758.9 | 1 | |
| 749.27 | 1 |
4월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 29 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 596.28172 |
| Minimum | 255.7 |
|---|---|
| Maximum | 962.03 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 389.0 B |
Quantile statistics
| Minimum | 255.7 |
|---|---|
| 5-th percentile | 293.32 |
| Q1 | 416.8 |
| median | 621.58 |
| Q3 | 748.9 |
| 95-th percentile | 888.248 |
| Maximum | 962.03 |
| Range | 706.33 |
| Interquartile range (IQR) | 332.1 |
Descriptive statistics
| Standard deviation | 191.389 |
|---|---|
| Coefficient of variation (CV) | 0.32097077 |
| Kurtosis | -0.77172437 |
| Mean | 596.28172 |
| Median Absolute Deviation (MAD) | 157.52 |
| Skewness | -0.069099183 |
| Sum | 17292.17 |
| Variance | 36629.751 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 765.4 | 1 | 3.4% |
| 779.9 | 1 | 3.4% |
| 259.0 | 1 | 3.4% |
| 400.8 | 1 | 3.4% |
| 407.1 | 1 | 3.4% |
| 462.4 | 1 | 3.4% |
| 421.3 | 1 | 3.4% |
| 416.8 | 1 | 3.4% |
| 344.8 | 1 | 3.4% |
| 255.7 | 1 | 3.4% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 255.7 | 1 | |
| 259.0 | 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 |
| Value | Count | Frequency (%) |
| 962.03 | 1 | |
| 937.88 | 1 | |
| 813.8 | 1 | |
| 779.9 | 1 | |
| 779.1 | 1 | |
| 777.1 | 1 | |
| 765.4 | 1 | |
| 748.9 | 1 | |
| 697.0 | 1 | |
| 678.0 | 1 |
5월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 29 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 651.78621 |
| Minimum | 305.9 |
|---|---|
| Maximum | 1075.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 389.0 B |
Quantile statistics
| Minimum | 305.9 |
|---|---|
| 5-th percentile | 341.2 |
| Q1 | 442.7 |
| median | 691.3 |
| Q3 | 809.6 |
| 95-th percentile | 937.722 |
| Maximum | 1075.2 |
| Range | 769.3 |
| Interquartile range (IQR) | 366.9 |
Descriptive statistics
| Standard deviation | 210.25554 |
|---|---|
| Coefficient of variation (CV) | 0.3225836 |
| Kurtosis | -0.95826576 |
| Mean | 651.78621 |
| Median Absolute Deviation (MAD) | 168.7 |
| Skewness | -0.061171373 |
| Sum | 18901.8 |
| Variance | 44207.393 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 809.2 | 1 | 3.4% |
| 830.4 | 1 | 3.4% |
| 305.9 | 1 | 3.4% |
| 442.7 | 1 | 3.4% |
| 469.6 | 1 | 3.4% |
| 389.2 | 1 | 3.4% |
| 429.5 | 1 | 3.4% |
| 421.3 | 1 | 3.4% |
| 456.1 | 1 | 3.4% |
| 324.2 | 1 | 3.4% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 305.9 | 1 | |
| 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 |
| Value | Count | Frequency (%) |
| 1075.2 | 1 | |
| 982.27 | 1 | |
| 870.9 | 1 | |
| 867.3 | 1 | |
| 860.0 | 1 | |
| 851.0 | 1 | |
| 830.4 | 1 | |
| 809.6 | 1 | |
| 809.2 | 1 | |
| 763.2 | 1 |
6월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 29 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 659.0969 |
| Minimum | 285.6 |
|---|---|
| Maximum | 1052.34 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 389.0 B |
Quantile statistics
| Minimum | 285.6 |
|---|---|
| 5-th percentile | 346.3 |
| Q1 | 453.8 |
| median | 715.9 |
| Q3 | 779.8 |
| 95-th percentile | 953.764 |
| Maximum | 1052.34 |
| Range | 766.74 |
| Interquartile range (IQR) | 326 |
Descriptive statistics
| Standard deviation | 207.26436 |
|---|---|
| Coefficient of variation (CV) | 0.31446721 |
| Kurtosis | -0.89942794 |
| Mean | 659.0969 |
| Median Absolute Deviation (MAD) | 136.12 |
| Skewness | -0.13600228 |
| Sum | 19113.81 |
| Variance | 42958.515 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 827.9 | 1 | 3.4% |
| 950.5 | 1 | 3.4% |
| 285.6 | 1 | 3.4% |
| 451.7 | 1 | 3.4% |
| 549.4 | 1 | 3.4% |
| 453.8 | 1 | 3.4% |
| 416.2 | 1 | 3.4% |
| 463.9 | 1 | 3.4% |
| 423.9 | 1 | 3.4% |
| 346.6 | 1 | 3.4% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 285.6 | 1 | |
| 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 |
| Value | Count | Frequency (%) |
| 1052.34 | 1 | |
| 955.94 | 1 | |
| 950.5 | 1 | |
| 926.7 | 1 | |
| 852.02 | 1 | |
| 827.9 | 1 | |
| 817.3 | 1 | |
| 779.8 | 1 | |
| 760.8 | 1 | |
| 752.2 | 1 |
7월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 29 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 692.49931 |
| Minimum | 286.4 |
|---|---|
| Maximum | 1060.71 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 389.0 B |
Quantile statistics
| Minimum | 286.4 |
|---|---|
| 5-th percentile | 350.52 |
| Q1 | 465.8 |
| median | 756.2 |
| Q3 | 856.7 |
| 95-th percentile | 993.92 |
| Maximum | 1060.71 |
| Range | 774.31 |
| Interquartile range (IQR) | 390.9 |
Descriptive statistics
| Standard deviation | 230.6515 |
|---|---|
| Coefficient of variation (CV) | 0.33307109 |
| Kurtosis | -1.1969751 |
| Mean | 692.49931 |
| Median Absolute Deviation (MAD) | 160.27 |
| Skewness | -0.30559354 |
| Sum | 20082.48 |
| Variance | 53200.116 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 872.0 | 1 | 3.4% |
| 986.9 | 1 | 3.4% |
| 286.4 | 1 | 3.4% |
| 465.8 | 1 | 3.4% |
| 544.6 | 1 | 3.4% |
| 470.3 | 1 | 3.4% |
| 360.6 | 1 | 3.4% |
| 441.1 | 1 | 3.4% |
| 414.4 | 1 | 3.4% |
| 343.8 | 1 | 3.4% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 286.4 | 1 | |
| 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 |
| Value | Count | Frequency (%) |
| 1060.71 | 1 | |
| 995.2 | 1 | |
| 992.0 | 1 | |
| 986.9 | 1 | |
| 916.47 | 1 | |
| 906.3 | 1 | |
| 872.0 | 1 | |
| 856.7 | 1 | |
| 835.6 | 1 | |
| 810.6 | 1 |
8월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 29 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 703.65517 |
| Minimum | 338.2 |
|---|---|
| Maximum | 1791.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 389.0 B |
Quantile statistics
| Minimum | 338.2 |
|---|---|
| 5-th percentile | 369 |
| Q1 | 445.5 |
| median | 731.2 |
| Q3 | 800.7 |
| 95-th percentile | 1025.106 |
| Maximum | 1791.8 |
| Range | 1453.6 |
| Interquartile range (IQR) | 355.2 |
Descriptive statistics
| Standard deviation | 288.29453 |
|---|---|
| Coefficient of variation (CV) | 0.40970996 |
| Kurtosis | 6.2662101 |
| Mean | 703.65517 |
| Median Absolute Deviation (MAD) | 107.36 |
| Skewness | 1.8179668 |
| Sum | 20406 |
| Variance | 83113.737 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 800.7 | 1 | 3.4% |
| 1791.8 | 1 | 3.4% |
| 365.2 | 1 | 3.4% |
| 436.5 | 1 | 3.4% |
| 505.2 | 1 | 3.4% |
| 445.5 | 1 | 3.4% |
| 539.7 | 1 | 3.4% |
| 440.6 | 1 | 3.4% |
| 438.5 | 1 | 3.4% |
| 390.8 | 1 | 3.4% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 338.2 | 1 | |
| 365.2 | 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 |
| Value | Count | Frequency (%) |
| 1791.8 | 1 | |
| 1030.45 | 1 | |
| 1017.09 | 1 | |
| 940.6 | 1 | |
| 829.0 | 1 | |
| 825.48 | 1 | |
| 817.1 | 1 | |
| 800.7 | 1 | |
| 791.9 | 1 | |
| 771.0 | 1 |
9월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 29 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 675.69517 |
| Minimum | 282.2 |
|---|---|
| Maximum | 1180.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 389.0 B |
Quantile statistics
| Minimum | 282.2 |
|---|---|
| 5-th percentile | 355.84 |
| Q1 | 462.6 |
| median | 667.9 |
| Q3 | 811.3 |
| 95-th percentile | 1129.478 |
| Maximum | 1180.7 |
| Range | 898.5 |
| Interquartile range (IQR) | 348.7 |
Descriptive statistics
| Standard deviation | 240.87969 |
|---|---|
| Coefficient of variation (CV) | 0.35649165 |
| Kurtosis | -0.35884886 |
| Mean | 675.69517 |
| Median Absolute Deviation (MAD) | 152.6 |
| Skewness | 0.37661577 |
| Sum | 19595.16 |
| Variance | 58023.024 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 820.5 | 1 | 3.4% |
| 962.0 | 1 | 3.4% |
| 282.2 | 1 | 3.4% |
| 434.5 | 1 | 3.4% |
| 537.4 | 1 | 3.4% |
| 498.7 | 1 | 3.4% |
| 462.6 | 1 | 3.4% |
| 365.5 | 1 | 3.4% |
| 403.0 | 1 | 3.4% |
| 349.4 | 1 | 3.4% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 282.2 | 1 | |
| 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 |
| Value | Count | Frequency (%) |
| 1180.7 | 1 | |
| 1174.61 | 1 | |
| 1061.78 | 1 | |
| 962.0 | 1 | |
| 886.8 | 1 | |
| 820.5 | 1 | |
| 812.09 | 1 | |
| 811.3 | 1 | |
| 801.5 | 1 | |
| 769.4 | 1 |
10월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 29 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 657.83414 |
| Minimum | 331.3 |
|---|---|
| Maximum | 1004.96 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 389.0 B |
Quantile statistics
| Minimum | 331.3 |
|---|---|
| 5-th percentile | 360.04 |
| Q1 | 457.5 |
| median | 664.8 |
| Q3 | 838.7 |
| 95-th percentile | 903.258 |
| Maximum | 1004.96 |
| Range | 673.66 |
| Interquartile range (IQR) | 381.2 |
Descriptive statistics
| Standard deviation | 197.12344 |
|---|---|
| Coefficient of variation (CV) | 0.29965523 |
| Kurtosis | -1.2066626 |
| Mean | 657.83414 |
| Median Absolute Deviation (MAD) | 187.4 |
| Skewness | -0.16918459 |
| Sum | 19077.19 |
| Variance | 38857.649 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 783.4 | 1 | 3.4% |
| 875.9 | 1 | 3.4% |
| 365.8 | 1 | 3.4% |
| 395.4 | 1 | 3.4% |
| 477.4 | 1 | 3.4% |
| 457.5 | 1 | 3.4% |
| 440.2 | 1 | 3.4% |
| 565.7 | 1 | 3.4% |
| 454.6 | 1 | 3.4% |
| 356.2 | 1 | 3.4% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 331.3 | 1 | |
| 356.2 | 1 | |
| 365.8 | 1 | |
| 395.4 | 1 | |
| 412.6 | 1 | |
| 440.2 | 1 | |
| 454.6 | 1 | |
| 457.5 | 1 | |
| 477.4 | 1 | |
| 565.7 | 1 |
| Value | Count | Frequency (%) |
| 1004.96 | 1 | |
| 916.23 | 1 | |
| 883.8 | 1 | |
| 879.46 | 1 | |
| 875.9 | 1 | |
| 865.7 | 1 | |
| 845.7 | 1 | |
| 838.7 | 1 | |
| 783.4 | 1 | |
| 782.4 | 1 |
11월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 29 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 619.19 |
| Minimum | 276 |
|---|---|
| Maximum | 979.04 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 389.0 B |
Quantile statistics
| Minimum | 276 |
|---|---|
| 5-th percentile | 299.04 |
| Q1 | 391.9 |
| median | 693.1 |
| Q3 | 769.55 |
| 95-th percentile | 903.74 |
| Maximum | 979.04 |
| Range | 703.04 |
| Interquartile range (IQR) | 377.65 |
Descriptive statistics
| Standard deviation | 206.97245 |
|---|---|
| Coefficient of variation (CV) | 0.33426324 |
| Kurtosis | -1.1499661 |
| Mean | 619.19 |
| Median Absolute Deviation (MAD) | 109.9 |
| Skewness | -0.29758639 |
| Sum | 17956.51 |
| Variance | 42837.597 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 772.2 | 1 | 3.4% |
| 891.8 | 1 | 3.4% |
| 294.2 | 1 | 3.4% |
| 371.5 | 1 | 3.4% |
| 474.8 | 1 | 3.4% |
| 391.9 | 1 | 3.4% |
| 348.4 | 1 | 3.4% |
| 431.9 | 1 | 3.4% |
| 365.3 | 1 | 3.4% |
| 369.1 | 1 | 3.4% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 276.0 | 1 | |
| 294.2 | 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 |
| Value | Count | Frequency (%) |
| 979.04 | 1 | |
| 911.7 | 1 | |
| 891.8 | 1 | |
| 831.6 | 1 | |
| 803.0 | 1 | |
| 773.3 | 1 | |
| 772.2 | 1 | |
| 769.55 | 1 | |
| 742.8 | 1 | |
| 727.7 | 1 |
12월
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 29 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 633.90655 |
| Minimum | 233.8 |
|---|---|
| Maximum | 971.81 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 389.0 B |
Quantile statistics
| Minimum | 233.8 |
|---|---|
| 5-th percentile | 263.6 |
| Q1 | 404 |
| median | 743.2 |
| Q3 | 770.36 |
| 95-th percentile | 911.368 |
| Maximum | 971.81 |
| Range | 738.01 |
| Interquartile range (IQR) | 366.36 |
Descriptive statistics
| Standard deviation | 222.28042 |
|---|---|
| Coefficient of variation (CV) | 0.35065172 |
| Kurtosis | -1.1840105 |
| Mean | 633.90655 |
| Median Absolute Deviation (MAD) | 104.9 |
| Skewness | -0.49300883 |
| Sum | 18383.29 |
| Variance | 49408.585 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 789.8 | 1 | 3.4% |
| 921.2 | 1 | 3.4% |
| 233.8 | 1 | 3.4% |
| 307.1 | 1 | 3.4% |
| 420.1 | 1 | 3.4% |
| 420.3 | 1 | 3.4% |
| 358.1 | 1 | 3.4% |
| 373.1 | 1 | 3.4% |
| 404.0 | 1 | 3.4% |
| 373.3 | 1 | 3.4% |
| Other values (19) | 19 |
| Value | Count | Frequency (%) |
| 233.8 | 1 | |
| 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 |
| Value | Count | Frequency (%) |
| 971.81 | 1 | |
| 921.2 | 1 | |
| 896.62 | 1 | |
| 848.1 | 1 | |
| 830.9 | 1 | |
| 809.2 | 1 | |
| 789.8 | 1 | |
| 770.36 | 1 | |
| 762.3 | 1 | |
| 760.1 | 1 |
| 구분 | 년도 | 1월 | 2월 | 3월 | 4월 | 5월 | 6월 | 7월 | 8월 | 9월 | 10월 | 11월 | 12월 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 구분 | 1.000 | 0.000 | 0.954 | 0.982 | 0.946 | 1.000 | 1.000 | 0.887 | 1.000 | 0.982 | 0.887 | 0.946 | 0.998 | 0.812 |
| 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 | 0.954 | 0.000 | 1.000 | 0.900 | 0.694 | 0.945 | 0.624 | 0.730 | 0.765 | 0.757 | 0.592 | 0.340 | 0.874 | 0.635 |
| 2월 | 0.982 | 0.000 | 0.900 | 1.000 | 0.671 | 0.865 | 0.910 | 0.735 | 0.939 | 0.757 | 0.752 | 0.704 | 0.913 | 0.749 |
| 3월 | 0.946 | 0.000 | 0.694 | 0.671 | 1.000 | 0.802 | 0.980 | 0.813 | 0.904 | 0.746 | 0.750 | 0.960 | 0.837 | 0.755 |
| 4월 | 1.000 | 0.000 | 0.945 | 0.865 | 0.802 | 1.000 | 0.822 | 0.745 | 0.751 | 0.822 | 0.847 | 0.581 | 0.952 | 0.786 |
| 5월 | 1.000 | 0.000 | 0.624 | 0.910 | 0.980 | 0.822 | 1.000 | 0.817 | 0.960 | 0.822 | 0.796 | 0.862 | 0.909 | 0.690 |
| 6월 | 0.887 | 0.000 | 0.730 | 0.735 | 0.813 | 0.745 | 0.817 | 1.000 | 0.838 | 0.808 | 0.920 | 0.940 | 0.746 | 0.645 |
| 7월 | 1.000 | 0.000 | 0.765 | 0.939 | 0.904 | 0.751 | 0.960 | 0.838 | 1.000 | 0.864 | 0.764 | 0.843 | 0.893 | 0.701 |
| 8월 | 0.982 | 0.000 | 0.757 | 0.757 | 0.746 | 0.822 | 0.822 | 0.808 | 0.864 | 1.000 | 0.940 | 0.720 | 0.940 | 0.714 |
| 9월 | 0.887 | 0.000 | 0.592 | 0.752 | 0.750 | 0.847 | 0.796 | 0.920 | 0.764 | 0.940 | 1.000 | 0.840 | 0.839 | 0.838 |
| 10월 | 0.946 | 0.000 | 0.340 | 0.704 | 0.960 | 0.581 | 0.862 | 0.940 | 0.843 | 0.720 | 0.840 | 1.000 | 0.791 | 0.687 |
| 11월 | 0.998 | 0.000 | 0.874 | 0.913 | 0.837 | 0.952 | 0.909 | 0.746 | 0.893 | 0.940 | 0.839 | 0.791 | 1.000 | 0.690 |
| 12월 | 0.812 | 0.000 | 0.635 | 0.749 | 0.755 | 0.786 | 0.690 | 0.645 | 0.701 | 0.714 | 0.838 | 0.687 | 0.690 | 1.000 |
| 년도 | 1월 | 2월 | 3월 | 4월 | 5월 | 6월 | 7월 | 8월 | 9월 | 10월 | 11월 | 12월 | 구분 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 년도 | 1.000 | 0.121 | 0.013 | 0.107 | 0.033 | 0.080 | 0.010 | 0.059 | 0.033 | 0.017 | 0.054 | 0.037 | -0.086 | 0.000 |
| 1월 | 0.121 | 1.000 | 0.897 | 0.917 | 0.924 | 0.929 | 0.921 | 0.921 | 0.896 | 0.901 | 0.928 | 0.906 | 0.867 | 0.654 |
| 2월 | 0.013 | 0.897 | 1.000 | 0.917 | 0.957 | 0.955 | 0.958 | 0.960 | 0.977 | 0.963 | 0.950 | 0.950 | 0.952 | 0.736 |
| 3월 | 0.107 | 0.917 | 0.917 | 1.000 | 0.953 | 0.943 | 0.946 | 0.954 | 0.926 | 0.936 | 0.945 | 0.939 | 0.899 | 0.800 |
| 4월 | 0.033 | 0.924 | 0.957 | 0.953 | 1.000 | 0.940 | 0.955 | 0.974 | 0.965 | 0.967 | 0.958 | 0.952 | 0.941 | 0.877 |
| 5월 | 0.080 | 0.929 | 0.955 | 0.943 | 0.940 | 1.000 | 0.938 | 0.963 | 0.951 | 0.946 | 0.965 | 0.940 | 0.907 | 0.877 |
| 6월 | 0.010 | 0.921 | 0.958 | 0.946 | 0.955 | 0.938 | 1.000 | 0.961 | 0.954 | 0.951 | 0.957 | 0.967 | 0.942 | 0.710 |
| 7월 | 0.059 | 0.921 | 0.960 | 0.954 | 0.974 | 0.963 | 0.961 | 1.000 | 0.949 | 0.961 | 0.967 | 0.962 | 0.945 | 0.877 |
| 8월 | 0.033 | 0.896 | 0.977 | 0.926 | 0.965 | 0.951 | 0.954 | 0.949 | 1.000 | 0.970 | 0.952 | 0.954 | 0.944 | 0.788 |
| 9월 | 0.017 | 0.901 | 0.963 | 0.936 | 0.967 | 0.946 | 0.951 | 0.961 | 0.970 | 1.000 | 0.942 | 0.942 | 0.938 | 0.710 |
| 10월 | 0.054 | 0.928 | 0.950 | 0.945 | 0.958 | 0.965 | 0.957 | 0.967 | 0.952 | 0.942 | 1.000 | 0.965 | 0.934 | 0.800 |
| 11월 | 0.037 | 0.906 | 0.950 | 0.939 | 0.952 | 0.940 | 0.967 | 0.962 | 0.954 | 0.942 | 0.965 | 1.000 | 0.962 | 0.824 |
| 12월 | -0.086 | 0.867 | 0.952 | 0.899 | 0.941 | 0.907 | 0.942 | 0.945 | 0.944 | 0.938 | 0.934 | 0.962 | 1.000 | 0.668 |
| 구분 | 0.000 | 0.654 | 0.736 | 0.800 | 0.877 | 0.877 | 0.710 | 0.877 | 0.788 | 0.710 | 0.800 | 0.824 | 0.668 | 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 | 일반쓰레기 | 2023 | 839.98 | 755.75 | 840.67 | 748.9 | 870.9 | 852.02 | 916.47 | 825.48 | 812.09 | 879.46 | 769.55 | 770.36 |
| 9 | 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 |
| 구분 | 년도 | 1월 | 2월 | 3월 | 4월 | 5월 | 6월 | 7월 | 8월 | 9월 | 10월 | 11월 | 12월 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 19 | 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 |
| 20 | 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 |
| 21 | 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 |
| 22 | 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 |
| 23 | 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 |
| 24 | 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 |
| 25 | 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 |
| 26 | 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 |
| 27 | 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 |
| 28 | 재활용품 | 2023 | 290.6 | 264.3 | 284.3 | 259.0 | 305.9 | 285.6 | 286.4 | 365.2 | 282.2 | 365.8 | 294.2 | 233.8 |