จำนวนผู้ใช้บริการบนระบบ Citizen Portal

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

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 started	2025-04-02 10:02:46.127423
Analysis finished	2025-04-02 10:02:46.233933
Duration	0.11 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

Date
Date

UNIQUE

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

Histogram with fixed size bins (bins=34)

จำนวน MiniApps
Real number (ℝ_≥0)

MISSING

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	32.4%
(Missing)	8	23.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27	1	2.9%
33	1	2.9%
40	2	5.9%
44	1	2.9%
49	1	2.9%
50	2	5.9%
52	1	2.9%
53	1	2.9%
54	1	2.9%
56	1	2.9%

Value	Count	Frequency (%)
87	1	2.9%
86	2	5.9%
82	1	2.9%
79	2	5.9%
77	1	2.9%
74	2	5.9%
70	1	2.9%
66	1	2.9%
64	1	2.9%
61	1	2.9%

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	55.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
45	1	2.9%
53	1	2.9%
63	1	2.9%
65	1	2.9%
69	1	2.9%
80	1	2.9%
81	2	5.9%
83	1	2.9%
84	1	2.9%
85	1	2.9%

Value	Count	Frequency (%)
175	1	2.9%
173	2	5.9%
172	1	2.9%
170	1	2.9%
155	1	2.9%
153	1	2.9%
152	1	2.9%
151	1	2.9%
150	2	5.9%
146	1	2.9%

User สะสม
Real number (ℝ_≥0)

UNIQUE

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	70.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
85333	1	2.9%
102697	1	2.9%
118692	1	2.9%
129465	1	2.9%
139386	1	2.9%
147451	1	2.9%
155323	1	2.9%
164380	1	2.9%
174855	1	2.9%
177598	1	2.9%

Value	Count	Frequency (%)
32804289	1	2.9%
32332312	1	2.9%
31838686	1	2.9%
31717023	1	2.9%
31525574	1	2.9%
30010153	1	2.9%
23137849	1	2.9%
4656464	1	2.9%
843006	1	2.9%
552081	1	2.9%

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	67.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
185273	1	2.9%
239444	1	2.9%
269394	1	2.9%
295287	1	2.9%
316252	1	2.9%
335557	1	2.9%
352465	1	2.9%
374362	1	2.9%
397980	1	2.9%
404459	1	2.9%

Value	Count	Frequency (%)
40745415	1	2.9%
39887966	1	2.9%
39068924	1	2.9%
38746417	1	2.9%
37237608	1	2.9%
37138016	1	2.9%
32718460	1	2.9%
9445342	1	2.9%
3699297	1	2.9%
2209158	1	2.9%

Total Transaction
Real number (ℝ_≥0)

UNIQUE

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	70.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1349697	1	2.9%
1832515	1	2.9%
2199741	1	2.9%
2394966	1	2.9%
2663274	1	2.9%
2978187	1	2.9%
3218876	1	2.9%
3493349	1	2.9%
3843306	1	2.9%
3946427	1	2.9%

Value	Count	Frequency (%)
651102424	1	2.9%
590488683	1	2.9%
540258053	1	2.9%
511723603	1	2.9%
471158389	1	2.9%
359893798	1	2.9%
240198219	1	2.9%
49800071	1	2.9%
25678393	1	2.9%
18950595	1	2.9%

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

Overview

Variables

Sample

First rows

Last rows