Dataset statistics
Number of variables | 6 |
---|---|
Number of observations | 34 |
Missing cells | 8 |
Missing cells (%) | 3.9% |
Total size in memory | 1.7 KiB |
Average record size in memory | 51.8 B |
Variable types
DateTime | 1 |
---|---|
Numeric | 5 |
จำนวน MiniApps has 8 (23.5%) missing values | Missing |
Date has unique values | Unique |
User สะสม has unique values | Unique |
Total Transaction has unique values | Unique |
Reproduction
Analysis started | 2025-04-01 10:02:44.710840 |
---|---|
Analysis finished | 2025-04-01 10:02:44.817411 |
Duration | 0.11 seconds |
Software version | pandas-profiling v3.1.0 |
Download configuration | config.json |
Distinct | 34 |
---|---|
Distinct (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 400.0 B |
Minimum | 2022-03-31 00:00:00 |
---|---|
Maximum | 2025-02-25 00:00:00 |
Histogram with fixed size bins (bins=34)
Distinct | 21 |
---|---|
Distinct (%) | 80.8% |
Missing | 8 |
Missing (%) | 23.5% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 61.19230769 |
Minimum | 27 |
---|---|
Maximum | 87 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 400.0 B |
Quantile statistics
Minimum | 27 |
---|---|
5-th percentile | 34.75 |
Q1 | 50 |
median | 59.5 |
Q3 | 76.25 |
95-th percentile | 86 |
Maximum | 87 |
Range | 60 |
Interquartile range (IQR) | 26.25 |
Descriptive statistics
Standard deviation | 17.26040377 |
---|---|
Coefficient of variation (CV) | 0.2820681949 |
Kurtosis | -0.9491871498 |
Mean | 61.19230769 |
Median Absolute Deviation (MAD) | 14.5 |
Skewness | -0.1347645176 |
Sum | 1591 |
Variance | 297.9215385 |
Monotonicity | Increasing |
Histogram with fixed size bins (bins=21)
Value | Count | Frequency (%) |
86 | 2 | 5.9% |
79 | 2 | 5.9% |
40 | 2 | 5.9% |
74 | 2 | 5.9% |
50 | 2 | 5.9% |
54 | 1 | 2.9% |
33 | 1 | 2.9% |
44 | 1 | 2.9% |
49 | 1 | 2.9% |
52 | 1 | 2.9% |
Other values (11) | 11 | |
(Missing) | 8 |
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 (%) |
87 | 1 | |
86 | 2 | |
82 | 1 | |
79 | 2 | |
77 | 1 | |
74 | 2 | |
70 | 1 | |
66 | 1 | |
64 | 1 | |
61 | 1 |
จำนวนบริการ
Real number (ℝ≥0)
Distinct | 29 |
---|---|
Distinct (%) | 85.3% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 118.8235294 |
Minimum | 45 |
---|---|
Maximum | 175 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 400.0 B |
Quantile statistics
Minimum | 45 |
---|---|
5-th percentile | 59.5 |
Q1 | 83.25 |
median | 131 |
Q3 | 150.75 |
95-th percentile | 173 |
Maximum | 175 |
Range | 130 |
Interquartile range (IQR) | 67.5 |
Descriptive statistics
Standard deviation | 39.62129102 |
---|---|
Coefficient of variation (CV) | 0.3334465086 |
Kurtosis | -1.300297377 |
Mean | 118.8235294 |
Median Absolute Deviation (MAD) | 36.5 |
Skewness | -0.2110671359 |
Sum | 4040 |
Variance | 1569.846702 |
Monotonicity | Increasing |
Histogram with fixed size bins (bins=29)
Value | Count | Frequency (%) |
134 | 2 | 5.9% |
143 | 2 | 5.9% |
173 | 2 | 5.9% |
81 | 2 | 5.9% |
150 | 2 | 5.9% |
63 | 1 | 2.9% |
151 | 1 | 2.9% |
65 | 1 | 2.9% |
69 | 1 | 2.9% |
139 | 1 | 2.9% |
Other values (19) | 19 |
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 (%) |
175 | 1 | |
173 | 2 | |
172 | 1 | |
170 | 1 | |
155 | 1 | |
153 | 1 | |
152 | 1 | |
151 | 1 | |
150 | 2 | |
146 | 1 |
Distinct | 34 |
---|---|
Distinct (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 6628727.559 |
Minimum | 85333 |
---|---|
Maximum | 32804289 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 400.0 B |
Quantile statistics
Minimum | 85333 |
---|---|
5-th percentile | 113093.75 |
Q1 | 175540.75 |
median | 323238 |
Q3 | 770274.75 |
95-th percentile | 32011455.1 |
Maximum | 32804289 |
Range | 32718956 |
Interquartile range (IQR) | 594734 |
Descriptive statistics
Standard deviation | 12433574.46 |
---|---|
Coefficient of variation (CV) | 1.875710588 |
Kurtosis | 0.5179839201 |
Mean | 6628727.559 |
Median Absolute Deviation (MAD) | 171851 |
Skewness | 1.554056245 |
Sum | 225376737 |
Variance | 1.54593774 × 1014 |
Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
Value | Count | Frequency (%) |
177598 | 1 | 2.9% |
552081 | 1 | 2.9% |
302617 | 1 | 2.9% |
32332312 | 1 | 2.9% |
413079 | 1 | 2.9% |
30010153 | 1 | 2.9% |
85333 | 1 | 2.9% |
192786 | 1 | 2.9% |
4656464 | 1 | 2.9% |
147451 | 1 | 2.9% |
Other values (24) | 24 |
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 (%) |
32804289 | 1 | |
32332312 | 1 | |
31838686 | 1 | |
31717023 | 1 | |
31525574 | 1 | |
30010153 | 1 | |
23137849 | 1 | |
4656464 | 1 | |
843006 | 1 | |
552081 | 1 |
DownloadsApps สะสม
Real number (ℝ≥0)
Distinct | 33 |
---|---|
Distinct (%) | 97.1% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 8644570.647 |
Minimum | 185273 |
---|---|
Maximum | 40745415 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 400.0 B |
Quantile statistics
Minimum | 185273 |
---|---|
5-th percentile | 258911.5 |
Q1 | 399599.75 |
median | 688569.5 |
Q3 | 3326762.25 |
95-th percentile | 39355588.7 |
Maximum | 40745415 |
Range | 40560142 |
Interquartile range (IQR) | 2927162.5 |
Descriptive statistics
Standard deviation | 15266240.79 |
---|---|
Coefficient of variation (CV) | 1.76599179 |
Kurtosis | 0.3623804652 |
Mean | 8644570.647 |
Median Absolute Deviation (MAD) | 344558.5 |
Skewness | 1.504796293 |
Sum | 293915402 |
Variance | 2.330581079 × 1014 |
Monotonicity | Increasing |
Histogram with fixed size bins (bins=33)
Value | Count | Frequency (%) |
437453 | 2 | 5.9% |
879421 | 1 | 2.9% |
374362 | 1 | 2.9% |
723921 | 1 | 2.9% |
335557 | 1 | 2.9% |
2209158 | 1 | 2.9% |
40745415 | 1 | 2.9% |
32718460 | 1 | 2.9% |
39887966 | 1 | 2.9% |
397980 | 1 | 2.9% |
Other values (23) | 23 |
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 (%) |
40745415 | 1 | |
39887966 | 1 | |
39068924 | 1 | |
38746417 | 1 | |
37237608 | 1 | |
37138016 | 1 | |
32718460 | 1 | |
9445342 | 1 | |
3699297 | 1 | |
2209158 | 1 |
Distinct | 34 |
---|---|
Distinct (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 106299062.1 |
Minimum | 1349697 |
---|---|
Maximum | 651102424 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 400.0 B |
Quantile statistics
Minimum | 1349697 |
---|---|
5-th percentile | 2071211.9 |
Q1 | 3869086.25 |
median | 8815629.5 |
Q3 | 23996443.5 |
95-th percentile | 557838773.5 |
Maximum | 651102424 |
Range | 649752727 |
Interquartile range (IQR) | 20127357.25 |
Descriptive statistics
Standard deviation | 202729252.6 |
---|---|
Coefficient of variation (CV) | 1.907159372 |
Kurtosis | 1.661529802 |
Mean | 106299062.1 |
Median Absolute Deviation (MAD) | 5717098 |
Skewness | 1.798745822 |
Sum | 3614168113 |
Variance | 4.109914987 × 1016 |
Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=34)
Value | Count | Frequency (%) |
2199741 | 1 | 2.9% |
540258053 | 1 | 2.9% |
5999961 | 1 | 2.9% |
651102424 | 1 | 2.9% |
2394966 | 1 | 2.9% |
511723603 | 1 | 2.9% |
471158389 | 1 | 2.9% |
359893798 | 1 | 2.9% |
15296460 | 1 | 2.9% |
3218876 | 1 | 2.9% |
Other values (24) | 24 |
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 (%) |
651102424 | 1 | |
590488683 | 1 | |
540258053 | 1 | |
511723603 | 1 | |
471158389 | 1 | |
359893798 | 1 | |
240198219 | 1 | |
49800071 | 1 | |
25678393 | 1 | |
18950595 | 1 |
First rows
Date | จำนวน MiniApps | จำนวนบริการ | User สะสม | DownloadsApps สะสม | Total Transaction | |
---|---|---|---|---|---|---|
0 | 2022-03-31 | 27.0 | 45 | 85333 | 185273 | 1349697 |
1 | 2022-06-06 | 33.0 | 53 | 102697 | 239444 | 1832515 |
2 | 2022-07-25 | 40.0 | 63 | 118692 | 269394 | 2199741 |
3 | 2022-08-25 | 40.0 | 65 | 129465 | 295287 | 2394966 |
4 | 2022-09-20 | 44.0 | 69 | 139386 | 316252 | 2663274 |
5 | 2022-10-25 | 49.0 | 80 | 147451 | 335557 | 2978187 |
6 | 2022-11-25 | 50.0 | 81 | 155323 | 352465 | 3218876 |
7 | 2022-12-27 | 50.0 | 81 | 164380 | 374362 | 3493349 |
8 | 2023-01-30 | 52.0 | 83 | 174855 | 397980 | 3843306 |
9 | 2023-02-08 | 53.0 | 84 | 177598 | 404459 | 3946427 |
Last rows
Date | จำนวน MiniApps | จำนวนบริการ | User สะสม | DownloadsApps สะสม | Total Transaction | |
---|---|---|---|---|---|---|
24 | 2024-05-25 | 86.0 | 150 | 843006 | 2209158 | 18950595 |
25 | 2024-06-25 | 87.0 | 151 | 536261 | 3699297 | 25678393 |
26 | 2024-07-25 | NaN | 152 | 4656464 | 9445342 | 49800071 |
27 | 2024-08-25 | NaN | 153 | 23137849 | 32718460 | 240198219 |
28 | 2024-09-25 | NaN | 155 | 30010153 | 37138016 | 359893798 |
29 | 2024-10-25 | NaN | 170 | 31525574 | 37237608 | 471158389 |
30 | 2024-11-25 | NaN | 172 | 31717023 | 38746417 | 511723603 |
31 | 2024-12-25 | NaN | 173 | 31838686 | 39068924 | 540258053 |
32 | 2025-01-25 | NaN | 173 | 32332312 | 39887966 | 590488683 |
33 | 2025-02-25 | NaN | 175 | 32804289 | 40745415 | 651102424 |