Dataset statistics
| Number of variables | 6 |
|---|---|
| Number of observations | 48 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.6 KiB |
| Average record size in memory | 55.8 B |
Variable types
| Numeric | 5 |
|---|---|
| Categorical | 1 |
Dataset
| Description | 부산교통공사_열차운행실적_20201231 |
|---|---|
| Author | 부산교통공사 |
| URL | http://data.busan.go.kr/dataSet/detail.nm?contentId=10&publicdatapk=3057438 |
계획(횟수) is highly overall correlated with 실적(횟수) and 3 other fields | High correlation |
실적(횟수) is highly overall correlated with 계획(횟수) and 3 other fields | High correlation |
계획(운행거리Km) is highly overall correlated with 계획(횟수) and 3 other fields | High correlation |
실적(운행거리Km) is highly overall correlated with 계획(횟수) and 3 other fields | High correlation |
호선별 is highly overall correlated with 계획(횟수) and 3 other fields | High correlation |
Reproduction
| Analysis started | 2023-12-10 16:15:26.175348 |
|---|---|
| Analysis finished | 2023-12-10 16:15:29.249082 |
| Duration | 3.07 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
월별
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 25.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 564.0 B |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3.75 |
| median | 6.5 |
| Q3 | 9.25 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 5.5 |
Descriptive statistics
| Standard deviation | 3.4885832 |
|---|---|
| Coefficient of variation (CV) | 0.53670511 |
| Kurtosis | -1.2175129 |
| Mean | 6.5 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0 |
| Sum | 312 |
| Variance | 12.170213 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1 | 4 | |
| 2 | 4 | |
| 3 | 4 | |
| 4 | 4 | |
| 5 | 4 | |
| 6 | 4 | |
| 7 | 4 | |
| 8 | 4 | |
| 9 | 4 | |
| 10 | 4 | |
| Other values (2) | 8 |
| Value | Count | Frequency (%) |
| 1 | 4 | |
| 2 | 4 | |
| 3 | 4 | |
| 4 | 4 | |
| 5 | 4 | |
| 6 | 4 | |
| 7 | 4 | |
| 8 | 4 | |
| 9 | 4 | |
| 10 | 4 |
| Value | Count | Frequency (%) |
| 12 | 4 | |
| 11 | 4 | |
| 10 | 4 | |
| 9 | 4 | |
| 8 | 4 | |
| 7 | 4 | |
| 6 | 4 | |
| 5 | 4 | |
| 4 | 4 | |
| 3 | 4 |
호선별
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 516.0 B |
| 1호선 | |
|---|---|
| 2호선 | |
| 3호선 | |
| 4호선 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1호선 |
|---|---|
| 2nd row | 2호선 |
| 3rd row | 3호선 |
| 4th row | 4호선 |
| 5th row | 1호선 |
Common Values
| Value | Count | Frequency (%) |
| 1호선 | 12 | |
| 2호선 | 12 | |
| 3호선 | 12 | |
| 4호선 | 12 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1호선 | 12 | |
| 2호선 | 12 | |
| 3호선 | 12 | |
| 4호선 | 12 |
계획(횟수)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 41 |
|---|---|
| Distinct (%) | 85.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10014.271 |
| Minimum | 8400 |
|---|---|
| Maximum | 11736 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 564.0 B |
Quantile statistics
| Minimum | 8400 |
|---|---|
| 5-th percentile | 9014.6 |
| Q1 | 9372.5 |
| median | 9650 |
| Q3 | 10700.5 |
| 95-th percentile | 11286.1 |
| Maximum | 11736 |
| Range | 3336 |
| Interquartile range (IQR) | 1328 |
Descriptive statistics
| Standard deviation | 829.6606 |
|---|---|
| Coefficient of variation (CV) | 0.082847829 |
| Kurtosis | -0.98110374 |
| Mean | 10014.271 |
| Median Absolute Deviation (MAD) | 630 |
| Skewness | 0.22835839 |
| Sum | 480685 |
| Variance | 688336.71 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=41)
| Value | Count | Frequency (%) |
| 10689 | 2 | 4.2% |
| 9528 | 2 | 4.2% |
| 10804 | 2 | 4.2% |
| 9624 | 2 | 4.2% |
| 9362 | 2 | 4.2% |
| 9660 | 2 | 4.2% |
| 9394 | 2 | 4.2% |
| 10660 | 1 | 2.1% |
| 9002 | 1 | 2.1% |
| 9640 | 1 | 2.1% |
| Other values (31) | 31 |
| Value | Count | Frequency (%) |
| 8400 | 1 | |
| 8628 | 1 | |
| 9002 | 1 | |
| 9038 | 1 | |
| 9052 | 1 | |
| 9102 | 1 | |
| 9116 | 1 | |
| 9284 | 1 | |
| 9348 | 1 | |
| 9356 | 1 |
| Value | Count | Frequency (%) |
| 11736 | 1 | |
| 11659 | 1 | |
| 11298 | 1 | |
| 11264 | 1 | |
| 11108 | 1 | |
| 10939 | 1 | |
| 10840 | 1 | |
| 10833 | 1 | |
| 10804 | 2 | |
| 10791 | 1 |
실적(횟수)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 47 |
|---|---|
| Distinct (%) | 97.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10023.292 |
| Minimum | 8400 |
|---|---|
| Maximum | 11739 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 564.0 B |
Quantile statistics
| Minimum | 8400 |
|---|---|
| 5-th percentile | 9017.2 |
| Q1 | 9379 |
| median | 9651 |
| Q3 | 10705.75 |
| 95-th percentile | 11289.35 |
| Maximum | 11739 |
| Range | 3339 |
| Interquartile range (IQR) | 1326.75 |
Descriptive statistics
| Standard deviation | 829.62799 |
|---|---|
| Coefficient of variation (CV) | 0.082770013 |
| Kurtosis | -0.98122687 |
| Mean | 10023.292 |
| Median Absolute Deviation (MAD) | 629 |
| Skewness | 0.21826106 |
| Sum | 481118 |
| Variance | 688282.59 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=47)
| Value | Count | Frequency (%) |
| 9394 | 2 | 4.2% |
| 10690 | 1 | 2.1% |
| 10696 | 1 | 2.1% |
| 11739 | 1 | 2.1% |
| 10945 | 1 | 2.1% |
| 9642 | 1 | 2.1% |
| 9380 | 1 | 2.1% |
| 11264 | 1 | 2.1% |
| 10229 | 1 | 2.1% |
| 9052 | 1 | 2.1% |
| Other values (37) | 37 |
| Value | Count | Frequency (%) |
| 8400 | 1 | |
| 8628 | 1 | |
| 9006 | 1 | |
| 9038 | 1 | |
| 9052 | 1 | |
| 9110 | 1 | |
| 9116 | 1 | |
| 9337 | 1 | |
| 9348 | 1 | |
| 9362 | 1 |
| Value | Count | Frequency (%) |
| 11739 | 1 | |
| 11660 | 1 | |
| 11303 | 1 | |
| 11264 | 1 | |
| 11129 | 1 | |
| 10945 | 1 | |
| 10852 | 1 | |
| 10840 | 1 | |
| 10834 | 1 | |
| 10814 | 1 |
계획(운행거리Km)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 42 |
|---|---|
| Distinct (%) | 87.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 289842.8 |
| Minimum | 100800 |
|---|---|
| Maximum | 461533.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 564.0 B |
Quantile statistics
| Minimum | 100800 |
|---|---|
| 5-th percentile | 108724.8 |
| Q1 | 145403.1 |
| median | 290323 |
| Q3 | 441647 |
| 95-th percentile | 457642.72 |
| Maximum | 461533.6 |
| Range | 360733.6 |
| Interquartile range (IQR) | 296243.9 |
Descriptive statistics
| Standard deviation | 152921.46 |
|---|---|
| Coefficient of variation (CV) | 0.52760139 |
| Kurtosis | -1.9741819 |
| Mean | 289842.8 |
| Median Absolute Deviation (MAD) | 151505.8 |
| Skewness | -0.042984904 |
| Sum | 13912454 |
| Variance | 2.3384974 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 454667.8 | 2 | 4.2% |
| 112344.0 | 2 | 4.2% |
| 461533.6 | 2 | 4.2% |
| 174194.4 | 2 | 4.2% |
| 174846.0 | 2 | 4.2% |
| 112728.0 | 2 | 4.2% |
| 454313.4 | 1 | 2.1% |
| 108024.0 | 1 | 2.1% |
| 455460.8 | 1 | 2.1% |
| 174484.0 | 1 | 2.1% |
| Other values (32) | 32 |
| Value | Count | Frequency (%) |
| 100800.0 | 1 | |
| 108024.0 | 1 | |
| 108456.0 | 1 | |
| 109224.0 | 1 | |
| 109392.0 | 1 | |
| 112176.0 | 1 | |
| 112344.0 | 2 | |
| 112560.0 | 1 | |
| 112728.0 | 2 | |
| 113112.0 | 1 |
| Value | Count | Frequency (%) |
| 461533.6 | 2 | |
| 458817.6 | 1 | |
| 455460.8 | 1 | |
| 455409.4 | 1 | |
| 454667.8 | 2 | |
| 454313.4 | 1 | |
| 452124.6 | 1 | |
| 449997.6 | 1 | |
| 448136.0 | 1 | |
| 442192.4 | 1 |
실적(운행거리Km)
Real number (ℝ)
HIGH CORRELATION
| Distinct | 47 |
|---|---|
| Distinct (%) | 97.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 290092.18 |
| Minimum | 100800 |
|---|---|
| Maximum | 461913.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 564.0 B |
Quantile statistics
| Minimum | 100800 |
|---|---|
| 5-th percentile | 108758.4 |
| Q1 | 145403.1 |
| median | 290393.4 |
| Q3 | 442465.38 |
| 95-th percentile | 457731.13 |
| Maximum | 461913.6 |
| Range | 361113.6 |
| Interquartile range (IQR) | 297062.28 |
Descriptive statistics
| Standard deviation | 153011.51 |
|---|---|
| Coefficient of variation (CV) | 0.52745824 |
| Kurtosis | -1.9737484 |
| Mean | 290092.18 |
| Median Absolute Deviation (MAD) | 153039.65 |
| Skewness | -0.043719082 |
| Sum | 13924425 |
| Variance | 2.3412522 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=47)
| Value | Count | Frequency (%) |
| 112728.0 | 2 | 4.2% |
| 454700.3 | 1 | 2.1% |
| 455713.4 | 1 | 2.1% |
| 432877.7 | 1 | 2.1% |
| 455641.6 | 1 | 2.1% |
| 174520.2 | 1 | 2.1% |
| 112560.0 | 1 | 2.1% |
| 415819.2 | 1 | 2.1% |
| 426716.8 | 1 | 2.1% |
| 167461.2 | 1 | 2.1% |
| Other values (37) | 37 |
| Value | Count | Frequency (%) |
| 100800.0 | 1 | |
| 108072.0 | 1 | |
| 108456.0 | 1 | |
| 109320.0 | 1 | |
| 109392.0 | 1 | |
| 112176.0 | 1 | |
| 112344.0 | 1 | |
| 112440.0 | 1 | |
| 112560.0 | 1 | |
| 112728.0 | 2 |
| Value | Count | Frequency (%) |
| 461913.6 | 1 | |
| 461533.6 | 1 | |
| 458817.6 | 1 | |
| 455713.4 | 1 | |
| 455641.6 | 1 | |
| 454700.3 | 1 | |
| 454667.8 | 1 | |
| 454577.4 | 1 | |
| 452124.6 | 1 | |
| 449997.6 | 1 |
| 월별 | 호선별 | 계획(횟수) | 실적(횟수) | 계획(운행거리Km) | 실적(운행거리Km) | |
|---|---|---|---|---|---|---|
| 월별 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| 호선별 | 0.000 | 1.000 | 0.766 | 0.789 | 0.843 | 0.843 |
| 계획(횟수) | 0.000 | 0.766 | 1.000 | 0.999 | 0.792 | 0.792 |
| 실적(횟수) | 0.000 | 0.789 | 0.999 | 1.000 | 0.786 | 0.786 |
| 계획(운행거리Km) | 0.000 | 0.843 | 0.792 | 0.786 | 1.000 | 1.000 |
| 실적(운행거리Km) | 0.000 | 0.843 | 0.792 | 0.786 | 1.000 | 1.000 |
| 월별 | 계획(횟수) | 실적(횟수) | 계획(운행거리Km) | 실적(운행거리Km) | 호선별 | |
|---|---|---|---|---|---|---|
| 월별 | 1.000 | 0.092 | 0.129 | -0.056 | -0.051 | 0.000 |
| 계획(횟수) | 0.092 | 1.000 | 0.995 | 0.856 | 0.854 | 0.561 |
| 실적(횟수) | 0.129 | 0.995 | 1.000 | 0.853 | 0.852 | 0.591 |
| 계획(운행거리Km) | -0.056 | 0.856 | 0.853 | 1.000 | 0.999 | 0.809 |
| 실적(운행거리Km) | -0.051 | 0.854 | 0.852 | 0.999 | 1.000 | 0.809 |
| 호선별 | 0.000 | 0.561 | 0.591 | 0.809 | 0.809 | 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.
| 월별 | 호선별 | 계획(횟수) | 실적(횟수) | 계획(운행거리Km) | 실적(운행거리Km) | |
|---|---|---|---|---|---|---|
| 0 | 1 | 1호선 | 10689 | 10690 | 454667.8 | 454700.3 |
| 1 | 1 | 2호선 | 10804 | 10814 | 461533.6 | 461913.6 |
| 2 | 1 | 3호선 | 9660 | 9668 | 174846.0 | 174986.8 |
| 3 | 1 | 4호선 | 9394 | 9394 | 112728.0 | 112728.0 |
| 4 | 2 | 1호선 | 9528 | 9528 | 405800.0 | 405800.0 |
| 5 | 2 | 2호선 | 9629 | 9629 | 411828.8 | 411828.8 |
| 6 | 2 | 3호선 | 8628 | 8628 | 156166.8 | 156166.8 |
| 7 | 2 | 4호선 | 8400 | 8400 | 100800.0 | 100800.0 |
| 8 | 3 | 1호선 | 10622 | 10622 | 452124.6 | 452124.6 |
| 9 | 3 | 2호선 | 10735 | 10735 | 458817.6 | 458817.6 |
| 월별 | 호선별 | 계획(횟수) | 실적(횟수) | 계획(운행거리Km) | 실적(운행거리Km) | |
|---|---|---|---|---|---|---|
| 38 | 10 | 3호선 | 9624 | 9640 | 174194.4 | 174484.0 |
| 39 | 10 | 4호선 | 9362 | 9362 | 112344.0 | 112344.0 |
| 40 | 11 | 1호선 | 10791 | 10852 | 415764.6 | 418161.5 |
| 41 | 11 | 2호선 | 10378 | 10454 | 442192.4 | 445368.4 |
| 42 | 11 | 3호선 | 9356 | 9460 | 169343.6 | 171226.0 |
| 43 | 11 | 4호선 | 9102 | 9110 | 109224.0 | 109320.0 |
| 44 | 12 | 1호선 | 11108 | 11129 | 428048.0 | 428863.7 |
| 45 | 12 | 2호선 | 10660 | 10666 | 454313.4 | 454577.4 |
| 46 | 12 | 3호선 | 9624 | 9630 | 174194.4 | 174303.0 |
| 47 | 12 | 4호선 | 9362 | 9370 | 112344.0 | 112440.0 |