Overview

Dataset statistics

Number of variables6
Number of observations34
Missing cells8
Missing cells (%)3.9%
Total size in memory1.7 KiB
Average record size in memory51.8 B

Variable types

DateTime1
Numeric5

Alerts

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 started2025-04-01 10:02:44.710840
Analysis finished2025-04-01 10:02:44.817411
Duration0.11 seconds
Software versionpandas-profiling v3.1.0
Download configurationconfig.json

Variables

Date
Date

UNIQUE

Distinct34
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Memory size400.0 B
Minimum2022-03-31 00:00:00
Maximum2025-02-25 00:00:00
2025-04-01T17:02:44.892141image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
2025-04-01T17:02:45.089258image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=34)

จำนวน MiniApps
Real number (ℝ≥0)

MISSING

Distinct21
Distinct (%)80.8%
Missing8
Missing (%)23.5%
Infinite0
Infinite (%)0.0%
Mean61.19230769
Minimum27
Maximum87
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size400.0 B
2025-04-01T17:02:45.235253image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum27
5-th percentile34.75
Q150
median59.5
Q376.25
95-th percentile86
Maximum87
Range60
Interquartile range (IQR)26.25

Descriptive statistics

Standard deviation17.26040377
Coefficient of variation (CV)0.2820681949
Kurtosis-0.9491871498
Mean61.19230769
Median Absolute Deviation (MAD)14.5
Skewness-0.1347645176
Sum1591
Variance297.9215385
MonotonicityIncreasing
2025-04-01T17:02:45.364446image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=21)
ValueCountFrequency (%)
862
 
5.9%
792
 
5.9%
402
 
5.9%
742
 
5.9%
502
 
5.9%
541
 
2.9%
331
 
2.9%
441
 
2.9%
491
 
2.9%
521
 
2.9%
Other values (11)11
32.4%
(Missing)8
23.5%
ValueCountFrequency (%)
271
2.9%
331
2.9%
402
5.9%
441
2.9%
491
2.9%
502
5.9%
521
2.9%
531
2.9%
541
2.9%
561
2.9%
ValueCountFrequency (%)
871
2.9%
862
5.9%
821
2.9%
792
5.9%
771
2.9%
742
5.9%
701
2.9%
661
2.9%
641
2.9%
611
2.9%
Distinct29
Distinct (%)85.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean118.8235294
Minimum45
Maximum175
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size400.0 B
2025-04-01T17:02:45.512383image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum45
5-th percentile59.5
Q183.25
median131
Q3150.75
95-th percentile173
Maximum175
Range130
Interquartile range (IQR)67.5

Descriptive statistics

Standard deviation39.62129102
Coefficient of variation (CV)0.3334465086
Kurtosis-1.300297377
Mean118.8235294
Median Absolute Deviation (MAD)36.5
Skewness-0.2110671359
Sum4040
Variance1569.846702
MonotonicityIncreasing
2025-04-01T17:02:45.670651image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=29)
ValueCountFrequency (%)
1342
 
5.9%
1432
 
5.9%
1732
 
5.9%
812
 
5.9%
1502
 
5.9%
631
 
2.9%
1511
 
2.9%
651
 
2.9%
691
 
2.9%
1391
 
2.9%
Other values (19)19
55.9%
ValueCountFrequency (%)
451
2.9%
531
2.9%
631
2.9%
651
2.9%
691
2.9%
801
2.9%
812
5.9%
831
2.9%
841
2.9%
851
2.9%
ValueCountFrequency (%)
1751
2.9%
1732
5.9%
1721
2.9%
1701
2.9%
1551
2.9%
1531
2.9%
1521
2.9%
1511
2.9%
1502
5.9%
1461
2.9%

User สะสม
Real number (ℝ≥0)

UNIQUE

Distinct34
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6628727.559
Minimum85333
Maximum32804289
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size400.0 B
2025-04-01T17:02:45.831697image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum85333
5-th percentile113093.75
Q1175540.75
median323238
Q3770274.75
95-th percentile32011455.1
Maximum32804289
Range32718956
Interquartile range (IQR)594734

Descriptive statistics

Standard deviation12433574.46
Coefficient of variation (CV)1.875710588
Kurtosis0.5179839201
Mean6628727.559
Median Absolute Deviation (MAD)171851
Skewness1.554056245
Sum225376737
Variance1.54593774 × 1014
MonotonicityNot monotonic
2025-04-01T17:02:45.985313image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=34)
ValueCountFrequency (%)
1775981
 
2.9%
5520811
 
2.9%
3026171
 
2.9%
323323121
 
2.9%
4130791
 
2.9%
300101531
 
2.9%
853331
 
2.9%
1927861
 
2.9%
46564641
 
2.9%
1474511
 
2.9%
Other values (24)24
70.6%
ValueCountFrequency (%)
853331
2.9%
1026971
2.9%
1186921
2.9%
1294651
2.9%
1393861
2.9%
1474511
2.9%
1553231
2.9%
1643801
2.9%
1748551
2.9%
1775981
2.9%
ValueCountFrequency (%)
328042891
2.9%
323323121
2.9%
318386861
2.9%
317170231
2.9%
315255741
2.9%
300101531
2.9%
231378491
2.9%
46564641
2.9%
8430061
2.9%
5520811
2.9%

DownloadsApps สะสม
Real number (ℝ≥0)

Distinct33
Distinct (%)97.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8644570.647
Minimum185273
Maximum40745415
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size400.0 B
2025-04-01T17:02:46.155541image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum185273
5-th percentile258911.5
Q1399599.75
median688569.5
Q33326762.25
95-th percentile39355588.7
Maximum40745415
Range40560142
Interquartile range (IQR)2927162.5

Descriptive statistics

Standard deviation15266240.79
Coefficient of variation (CV)1.76599179
Kurtosis0.3623804652
Mean8644570.647
Median Absolute Deviation (MAD)344558.5
Skewness1.504796293
Sum293915402
Variance2.330581079 × 1014
MonotonicityIncreasing
2025-04-01T17:02:46.315685image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=33)
ValueCountFrequency (%)
4374532
 
5.9%
8794211
 
2.9%
3743621
 
2.9%
7239211
 
2.9%
3355571
 
2.9%
22091581
 
2.9%
407454151
 
2.9%
327184601
 
2.9%
398879661
 
2.9%
3979801
 
2.9%
Other values (23)23
67.6%
ValueCountFrequency (%)
1852731
2.9%
2394441
2.9%
2693941
2.9%
2952871
2.9%
3162521
2.9%
3355571
2.9%
3524651
2.9%
3743621
2.9%
3979801
2.9%
4044591
2.9%
ValueCountFrequency (%)
407454151
2.9%
398879661
2.9%
390689241
2.9%
387464171
2.9%
372376081
2.9%
371380161
2.9%
327184601
2.9%
94453421
2.9%
36992971
2.9%
22091581
2.9%

Total Transaction
Real number (ℝ≥0)

UNIQUE

Distinct34
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean106299062.1
Minimum1349697
Maximum651102424
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size400.0 B
2025-04-01T17:02:46.487185image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/

Quantile statistics

Minimum1349697
5-th percentile2071211.9
Q13869086.25
median8815629.5
Q323996443.5
95-th percentile557838773.5
Maximum651102424
Range649752727
Interquartile range (IQR)20127357.25

Descriptive statistics

Standard deviation202729252.6
Coefficient of variation (CV)1.907159372
Kurtosis1.661529802
Mean106299062.1
Median Absolute Deviation (MAD)5717098
Skewness1.798745822
Sum3614168113
Variance4.109914987 × 1016
MonotonicityStrictly increasing
2025-04-01T17:02:46.640385image/svg+xmlMatplotlib v3.3.4, https://matplotlib.org/
Histogram with fixed size bins (bins=34)
ValueCountFrequency (%)
21997411
 
2.9%
5402580531
 
2.9%
59999611
 
2.9%
6511024241
 
2.9%
23949661
 
2.9%
5117236031
 
2.9%
4711583891
 
2.9%
3598937981
 
2.9%
152964601
 
2.9%
32188761
 
2.9%
Other values (24)24
70.6%
ValueCountFrequency (%)
13496971
2.9%
18325151
2.9%
21997411
2.9%
23949661
2.9%
26632741
2.9%
29781871
2.9%
32188761
2.9%
34933491
2.9%
38433061
2.9%
39464271
2.9%
ValueCountFrequency (%)
6511024241
2.9%
5904886831
2.9%
5402580531
2.9%
5117236031
2.9%
4711583891
2.9%
3598937981
2.9%
2401982191
2.9%
498000711
2.9%
256783931
2.9%
189505951
2.9%

Sample

First rows

Dateจำนวน MiniAppsจำนวนบริการUser สะสมDownloadsApps สะสมTotal Transaction
02022-03-3127.045853331852731349697
12022-06-0633.0531026972394441832515
22022-07-2540.0631186922693942199741
32022-08-2540.0651294652952872394966
42022-09-2044.0691393863162522663274
52022-10-2549.0801474513355572978187
62022-11-2550.0811553233524653218876
72022-12-2750.0811643803743623493349
82023-01-3052.0831748553979803843306
92023-02-0853.0841775984044593946427

Last rows

Dateจำนวน MiniAppsจำนวนบริการUser สะสมDownloadsApps สะสมTotal Transaction
242024-05-2586.0150843006220915818950595
252024-06-2587.0151536261369929725678393
262024-07-25NaN1524656464944534249800071
272024-08-25NaN1532313784932718460240198219
282024-09-25NaN1553001015337138016359893798
292024-10-25NaN1703152557437237608471158389
302024-11-25NaN1723171702338746417511723603
312024-12-25NaN1733183868639068924540258053
322025-01-25NaN1733233231239887966590488683
332025-02-25NaN1753280428940745415651102424