Dataset statistics
| Number of variables | 6 |
|---|---|
| Number of observations | 20 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Total size in memory | 1.1 KiB |
| Average record size in memory | 54.4 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 5 |
Date has unique values | Unique |
User สะสม has unique values | Unique |
Total Transaction has unique values | Unique |
Reproduction
| Analysis started | 2024-12-03 10:07:12.128372 |
|---|---|
| Analysis finished | 2024-12-03 10:07:12.234162 |
| Duration | 0.11 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 20 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 288.0 B |
| Minimum | 2022-03-31 00:00:00 |
|---|---|
| Maximum | 2023-12-25 00:00:00 |
Histogram with fixed size bins (bins=20)
จำนวน MiniApps
Real number (ℝ≥0)
| Distinct | 17 |
|---|---|
| Distinct (%) | 85.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.6 |
| Minimum | 27 |
|---|---|
| Maximum | 77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 288.0 B |
Quantile statistics
| Minimum | 27 |
|---|---|
| 5-th percentile | 32.7 |
| Q1 | 47.75 |
| median | 53.5 |
| Q3 | 64.5 |
| 95-th percentile | 74.15 |
| Maximum | 77 |
| Range | 50 |
| Interquartile range (IQR) | 16.75 |
Descriptive statistics
| Standard deviation | 13.79320962 |
|---|---|
| Coefficient of variation (CV) | 0.2526228868 |
| Kurtosis | -0.5032315083 |
| Mean | 54.6 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | -0.1515131637 |
| Sum | 1092 |
| Variance | 190.2526316 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 40 | 2 | 10.0% |
| 74 | 2 | 10.0% |
| 50 | 2 | 10.0% |
| 61 | 1 | 5.0% |
| 77 | 1 | 5.0% |
| 33 | 1 | 5.0% |
| 66 | 1 | 5.0% |
| 70 | 1 | 5.0% |
| 44 | 1 | 5.0% |
| 49 | 1 | 5.0% |
| Other values (7) | 7 |
| Value | Count | Frequency (%) |
| 27 | 1 | |
| 33 | 1 | |
| 40 | 2 | |
| 44 | 1 | |
| 49 | 1 | |
| 50 | 2 | |
| 52 | 1 | |
| 53 | 1 | |
| 54 | 1 | |
| 56 | 1 |
| Value | Count | Frequency (%) |
| 77 | 1 | |
| 74 | 2 | |
| 70 | 1 | |
| 66 | 1 | |
| 64 | 1 | |
| 61 | 1 | |
| 58 | 1 | |
| 56 | 1 | |
| 54 | 1 | |
| 53 | 1 |
จำนวนบริการ
Real number (ℝ≥0)
| Distinct | 18 |
|---|---|
| Distinct (%) | 90.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.7 |
| Minimum | 45 |
|---|---|
| Maximum | 139 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 288.0 B |
Quantile statistics
| Minimum | 45 |
|---|---|
| 5-th percentile | 52.6 |
| Q1 | 77.25 |
| median | 84.5 |
| Q3 | 108.5 |
| 95-th percentile | 134.25 |
| Maximum | 139 |
| Range | 94 |
| Interquartile range (IQR) | 31.25 |
Descriptive statistics
| Standard deviation | 27.29391681 |
|---|---|
| Coefficient of variation (CV) | 0.2976435857 |
| Kurtosis | -0.6947601463 |
| Mean | 91.7 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 0.2799418552 |
| Sum | 1834 |
| Variance | 744.9578947 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 134 | 2 | 10.0% |
| 81 | 2 | 10.0% |
| 63 | 1 | 5.0% |
| 45 | 1 | 5.0% |
| 65 | 1 | 5.0% |
| 69 | 1 | 5.0% |
| 103 | 1 | 5.0% |
| 139 | 1 | 5.0% |
| 108 | 1 | 5.0% |
| 110 | 1 | 5.0% |
| Other values (8) | 8 |
| Value | Count | Frequency (%) |
| 45 | 1 | |
| 53 | 1 | |
| 63 | 1 | |
| 65 | 1 | |
| 69 | 1 | |
| 80 | 1 | |
| 81 | 2 | |
| 83 | 1 | |
| 84 | 1 | |
| 85 | 1 |
| Value | Count | Frequency (%) |
| 139 | 1 | |
| 134 | 2 | |
| 128 | 1 | |
| 110 | 1 | |
| 108 | 1 | |
| 103 | 1 | |
| 95 | 1 | |
| 94 | 1 | |
| 85 | 1 | |
| 84 | 1 |
| Distinct | 20 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 205024.95 |
| Minimum | 85333 |
|---|---|
| Maximum | 388229 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 288.0 B |
Quantile statistics
| Minimum | 85333 |
|---|---|
| 5-th percentile | 101828.8 |
| Q1 | 145434.75 |
| median | 185192 |
| Q3 | 239537.25 |
| 95-th percentile | 363646.8 |
| Maximum | 388229 |
| Range | 302896 |
| Interquartile range (IQR) | 94102.5 |
Descriptive statistics
| Standard deviation | 86455.32039 |
|---|---|
| Coefficient of variation (CV) | 0.4216819484 |
| Kurtosis | -0.1127414438 |
| Mean | 205024.95 |
| Median Absolute Deviation (MAD) | 48024 |
| Skewness | 0.8333027579 |
| Sum | 4100499 |
| Variance | 7474522424 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 177598 | 1 | 5.0% |
| 164380 | 1 | 5.0% |
| 302617 | 1 | 5.0% |
| 208486 | 1 | 5.0% |
| 174855 | 1 | 5.0% |
| 251847 | 1 | 5.0% |
| 102697 | 1 | 5.0% |
| 155323 | 1 | 5.0% |
| 220045 | 1 | 5.0% |
| 199663 | 1 | 5.0% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 85333 | 1 | |
| 102697 | 1 | |
| 118692 | 1 | |
| 129465 | 1 | |
| 139386 | 1 | |
| 147451 | 1 | |
| 155323 | 1 | |
| 164380 | 1 | |
| 174855 | 1 | |
| 177598 | 1 |
| Value | Count | Frequency (%) |
| 388229 | 1 | |
| 362353 | 1 | |
| 343859 | 1 | |
| 302617 | 1 | |
| 251847 | 1 | |
| 235434 | 1 | |
| 220045 | 1 | |
| 208486 | 1 | |
| 199663 | 1 | |
| 192786 | 1 |
DownloadsApps สะสม
Real number (ℝ≥0)
| Distinct | 19 |
|---|---|
| Distinct (%) | 95.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 455755.05 |
| Minimum | 185273 |
|---|---|
| Maximum | 774882 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 288.0 B |
Quantile statistics
| Minimum | 185273 |
|---|---|
| 5-th percentile | 236735.45 |
| Q1 | 330730.75 |
| median | 420956 |
| Q3 | 574725 |
| 95-th percentile | 756673.35 |
| Maximum | 774882 |
| Range | 589609 |
| Interquartile range (IQR) | 243994.25 |
Descriptive statistics
| Standard deviation | 174525.4489 |
|---|---|
| Coefficient of variation (CV) | 0.3829369503 |
| Kurtosis | -0.738945405 |
| Mean | 455755.05 |
| Median Absolute Deviation (MAD) | 115186.5 |
| Skewness | 0.4869410804 |
| Sum | 9115101 |
| Variance | 3.045913232 × 1010 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=19)
| Value | Count | Frequency (%) |
| 437453 | 2 | 10.0% |
| 565197 | 1 | 5.0% |
| 397980 | 1 | 5.0% |
| 755715 | 1 | 5.0% |
| 514329 | 1 | 5.0% |
| 335557 | 1 | 5.0% |
| 479151 | 1 | 5.0% |
| 603309 | 1 | 5.0% |
| 404459 | 1 | 5.0% |
| 352465 | 1 | 5.0% |
| Other values (9) | 9 |
| Value | Count | Frequency (%) |
| 185273 | 1 | |
| 239444 | 1 | |
| 269394 | 1 | |
| 295287 | 1 | |
| 316252 | 1 | |
| 335557 | 1 | |
| 352465 | 1 | |
| 374362 | 1 | |
| 397980 | 1 | |
| 404459 | 1 |
| Value | Count | Frequency (%) |
| 774882 | 1 | |
| 755715 | 1 | |
| 723921 | 1 | |
| 653218 | 1 | |
| 603309 | 1 | |
| 565197 | 1 | |
| 514329 | 1 | |
| 479151 | 1 | |
| 437453 | 2 | |
| 404459 | 1 |
| Distinct | 20 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5050649 |
| Minimum | 1349697 |
|---|---|
| Maximum | 10696065 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 288.0 B |
Quantile statistics
| Minimum | 1349697 |
|---|---|
| 5-th percentile | 1808374.1 |
| Q1 | 2899458.75 |
| median | 4225940.5 |
| Q3 | 6917587.75 |
| 95-th percentile | 9963549.45 |
| Maximum | 10696065 |
| Range | 9346368 |
| Interquartile range (IQR) | 4018129 |
Descriptive statistics
| Standard deviation | 2830677.793 |
|---|---|
| Coefficient of variation (CV) | 0.5604582288 |
| Kurtosis | -0.6595482188 |
| Mean | 5050649 |
| Median Absolute Deviation (MAD) | 1802497.5 |
| Skewness | 0.6890901102 |
| Sum | 101012980 |
| Variance | 8.012736767 × 1012 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 4782302 | 1 | 5.0% |
| 2199741 | 1 | 5.0% |
| 1832515 | 1 | 5.0% |
| 7442443 | 1 | 5.0% |
| 3493349 | 1 | 5.0% |
| 5367526 | 1 | 5.0% |
| 9924996 | 1 | 5.0% |
| 2663274 | 1 | 5.0% |
| 2978187 | 1 | 5.0% |
| 6742636 | 1 | 5.0% |
| Other values (10) | 10 |
| Value | Count | Frequency (%) |
| 1349697 | 1 | |
| 1832515 | 1 | |
| 2199741 | 1 | |
| 2394966 | 1 | |
| 2663274 | 1 | |
| 2978187 | 1 | |
| 3218876 | 1 | |
| 3493349 | 1 | |
| 3843306 | 1 | |
| 3946427 | 1 |
| Value | Count | Frequency (%) |
| 10696065 | 1 | |
| 9924996 | 1 | |
| 9373094 | 1 | |
| 8258165 | 1 | |
| 7442443 | 1 | |
| 6742636 | 1 | |
| 5999961 | 1 | |
| 5367526 | 1 | |
| 4782302 | 1 | |
| 4505454 | 1 |
First rows
| Date | จำนวน MiniApps | จำนวนบริการ | User สะสม | DownloadsApps สะสม | Total Transaction | |
|---|---|---|---|---|---|---|
| 0 | 2022-03-31 | 27 | 45 | 85333 | 185273 | 1349697 |
| 1 | 2022-06-06 | 33 | 53 | 102697 | 239444 | 1832515 |
| 2 | 2022-07-25 | 40 | 63 | 118692 | 269394 | 2199741 |
| 3 | 2022-08-25 | 40 | 65 | 129465 | 295287 | 2394966 |
| 4 | 2022-09-20 | 44 | 69 | 139386 | 316252 | 2663274 |
| 5 | 2022-10-25 | 49 | 80 | 147451 | 335557 | 2978187 |
| 6 | 2022-11-25 | 50 | 81 | 155323 | 352465 | 3218876 |
| 7 | 2022-12-27 | 50 | 81 | 164380 | 374362 | 3493349 |
| 8 | 2023-01-30 | 52 | 83 | 174855 | 397980 | 3843306 |
| 9 | 2023-02-08 | 53 | 84 | 177598 | 404459 | 3946427 |
Last rows
| Date | จำนวน MiniApps | จำนวนบริการ | User สะสม | DownloadsApps สะสม | Total Transaction | |
|---|---|---|---|---|---|---|
| 10 | 2023-03-24 | 54 | 85 | 192786 | 437453 | 4505454 |
| 11 | 2023-04-20 | 56 | 94 | 199663 | 437453 | 4782302 |
| 12 | 2023-05-25 | 58 | 95 | 208486 | 479151 | 5367526 |
| 13 | 2023-06-27 | 61 | 103 | 220045 | 514329 | 5999961 |
| 14 | 2023-07-25 | 64 | 108 | 235434 | 565197 | 6742636 |
| 15 | 2023-08-25 | 66 | 110 | 251847 | 603309 | 7442443 |
| 16 | 2023-09-25 | 70 | 128 | 302617 | 653218 | 8258165 |
| 17 | 2023-10-30 | 74 | 134 | 343859 | 723921 | 9373094 |
| 18 | 2023-11-25 | 74 | 134 | 362353 | 755715 | 9924996 |
| 19 | 2023-12-25 | 77 | 139 | 388229 | 774882 | 10696065 |