จำนวนผู้ใช้บริการบนระบบ Citizen Portal

Dataset statistics

Number of variables	6
Number of observations	47
Missing cells	34
Missing cells (%)	12.1%
Total size in memory	2.3 KiB
Average record size in memory	50.7 B

Variable types

DateTime	1
Numeric	5

Alerts

`จำนวน MiniApps` has 21 (44.7%) missing values	Missing
`DownloadsApps สะสม` has 13 (27.7%) missing values	Missing
`Date` has unique values	Unique
`User สะสม` has unique values	Unique
`Total Transaction` has unique values	Unique

Reproduction

Analysis started	2026-09-09 04:20:52.947770
Analysis finished	2026-09-09 04:20:53.054407
Duration	0.11 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

Date
Date

UNIQUE

Distinct	47
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	504.0 B

Minimum	2022-03-31 00:00:00
Maximum	2026-03-25 00:00:00

Histogram

Histogram with fixed size bins (bins=47)

จำนวน MiniApps
Real number (ℝ_≥0)

MISSING

Distinct	21
Distinct (%)	80.8%
Missing	21
Missing (%)	44.7%
Infinite	0
Infinite (%)	0.0%
Mean	61.19230769

Minimum	27
Maximum	87
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	504.0 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	4.3%
79	2	4.3%
40	2	4.3%
74	2	4.3%
50	2	4.3%
54	1	2.1%
33	1	2.1%
44	1	2.1%
49	1	2.1%
52	1	2.1%
Other values (11)	11	23.4%
(Missing)	21	44.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
27	1	2.1%
33	1	2.1%
40	2	4.3%
44	1	2.1%
49	1	2.1%
50	2	4.3%
52	1	2.1%
53	1	2.1%
54	1	2.1%
56	1	2.1%

Value	Count	Frequency (%)
87	1	2.1%
86	2	4.3%
82	1	2.1%
79	2	4.3%
77	1	2.1%
74	2	4.3%
70	1	2.1%
66	1	2.1%
64	1	2.1%
61	1	2.1%

จำนวนบริการ
Real number (ℝ_≥0)

Distinct	40
Distinct (%)	85.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	181.6170213

Minimum	45
Maximum	479
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	504.0 B

Quantile statistics

Minimum	45
5-th percentile	63.6
Q1	94.5
median	150
Q3	190.5
95-th percentile	470
Maximum	479
Range	434
Interquartile range (IQR)	96

Descriptive statistics

Standard deviation	129.4022299
Coefficient of variation (CV)	0.7125005628
Kurtosis	1.2365046
Mean	181.6170213
Median Absolute Deviation (MAD)	47
Skewness	1.561677761
Sum	8536
Variance	16744.9371
Monotonicity	Increasing

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
150	2	4.3%
143	2	4.3%
470	2	4.3%
134	2	4.3%
81	2	4.3%
173	2	4.3%
466	2	4.3%
85	1	2.1%
84	1	2.1%
83	1	2.1%
Other values (30)	30	63.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
45	1	2.1%
53	1	2.1%
63	1	2.1%
65	1	2.1%
69	1	2.1%
80	1	2.1%
81	2	4.3%
83	1	2.1%
84	1	2.1%
85	1	2.1%

Value	Count	Frequency (%)
479	1	2.1%
472	1	2.1%
470	2	4.3%
466	2	4.3%
465	1	2.1%
226	1	2.1%
207	1	2.1%
199	1	2.1%
195	1	2.1%
192	1	2.1%

User สะสม
Real number (ℝ_≥0)

UNIQUE

Distinct	47
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14015021.79

Minimum	85333
Maximum	33672775
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	504.0 B

Quantile statistics

Minimum	85333
5-th percentile	121923.9
Q1	204074.5
median	536261
Q3	33015606.5
95-th percentile	33573626.2
Maximum	33672775
Range	33587442
Interquartile range (IQR)	32811532

Descriptive statistics

Standard deviation	16022162.94
Coefficient of variation (CV)	1.143213559
Kurtosis	-1.947719077
Mean	14015021.79
Median Absolute Deviation (MAD)	417569
Skewness	0.3300588202
Sum	658706024
Variance	2.567097053 × 10¹⁴
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
33202288	1	2.1%
192786	1	2.1%
31838686	1	2.1%
164380	1	2.1%
33348351	1	2.1%
302617	1	2.1%
32332312	1	2.1%
413079	1	2.1%
30010153	1	2.1%
85333	1	2.1%
Other values (37)	37	78.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
85333	1	2.1%
102697	1	2.1%
118692	1	2.1%
129465	1	2.1%
139386	1	2.1%
147451	1	2.1%
155323	1	2.1%
164380	1	2.1%
174855	1	2.1%
177598	1	2.1%

Value	Count	Frequency (%)
33672775	1	2.1%
33643617	1	2.1%
33584482	1	2.1%
33548296	1	2.1%
33477931	1	2.1%
33421849	1	2.1%
33348351	1	2.1%
33202288	1	2.1%
33154757	1	2.1%
33140402	1	2.1%

DownloadsApps สะสม
Real number (ℝ_≥0)

MISSING

Distinct	33
Distinct (%)	97.1%
Missing	13
Missing (%)	27.7%
Infinite	0
Infinite (%)	0.0%
Mean	8644570.647

Minimum	185273
Maximum	40745415
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	504.0 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	4.3%
39068924	1	2.1%
38746417	1	2.1%
269394	1	2.1%
842392	1	2.1%
404459	1	2.1%
9445342	1	2.1%
723921	1	2.1%
879421	1	2.1%
239444	1	2.1%
Other values (23)	23	48.9%
(Missing)	13	27.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
185273	1	2.1%
239444	1	2.1%
269394	1	2.1%
295287	1	2.1%
316252	1	2.1%
335557	1	2.1%
352465	1	2.1%
374362	1	2.1%
397980	1	2.1%
404459	1	2.1%

Value	Count	Frequency (%)
40745415	1	2.1%
39887966	1	2.1%
39068924	1	2.1%
38746417	1	2.1%
37237608	1	2.1%
37138016	1	2.1%
32718460	1	2.1%
9445342	1	2.1%
3699297	1	2.1%
2209158	1	2.1%

Total Transaction
Real number (ℝ_≥0)

UNIQUE

Distinct	47
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	288945018.9

Minimum	1349697
Maximum	817993055
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	504.0 B

Quantile statistics

Minimum	1349697
5-th percentile	2258308.5
Q1	5074914
median	15296460
Q3	701821827.5
95-th percentile	798557772.9
Maximum	817993055
Range	816643358
Interquartile range (IQR)	696746913.5

Descriptive statistics

Standard deviation	345005211.8
Coefficient of variation (CV)	1.194016817
Kurtosis	-1.631082644
Mean	288945018.9
Median Absolute Deviation (MAD)	13096719
Skewness	0.5297740941
Sum	1.358041589 × 10¹⁰
Variance	1.190285961 × 10¹⁷
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
793986047	1	2.1%
783402575	1	2.1%
5999961	1	2.1%
651102424	1	2.1%
812827084	1	2.1%
2394966	1	2.1%
764925588	1	2.1%
511723603	1	2.1%
800517084	1	2.1%
471158389	1	2.1%
Other values (37)	37	78.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1349697	1	2.1%
1832515	1	2.1%
2199741	1	2.1%
2394966	1	2.1%
2663274	1	2.1%
2978187	1	2.1%
3218876	1	2.1%
3493349	1	2.1%
3843306	1	2.1%
3946427	1	2.1%

Value	Count	Frequency (%)
817993055	1	2.1%
812827084	1	2.1%
800517084	1	2.1%
793986047	1	2.1%
788851877	1	2.1%
783402575	1	2.1%
772489841	1	2.1%
764925588	1	2.1%
755357698	1	2.1%
742352922	1	2.1%

First rows

	Date	จำนวน MiniApps	จำนวนบริการ	User สะสม	DownloadsApps สะสม	Total Transaction
0	2022-03-31	27.0	45	85333	185273.0	1349697
1	2022-06-06	33.0	53	102697	239444.0	1832515
2	2022-07-25	40.0	63	118692	269394.0	2199741
3	2022-08-25	40.0	65	129465	295287.0	2394966
4	2022-09-20	44.0	69	139386	316252.0	2663274
5	2022-10-25	49.0	80	147451	335557.0	2978187
6	2022-11-25	50.0	81	155323	352465.0	3218876
7	2022-12-27	50.0	81	164380	374362.0	3493349
8	2023-01-30	52.0	83	174855	397980.0	3843306
9	2023-02-08	53.0	84	177598	404459.0	3946427

Last rows

	Date	จำนวน MiniApps	จำนวนบริการ	User สะสม	DownloadsApps สะสม	Total Transaction
37	2025-06-25	NaN	199	33140402	NaN	742352922
38	2025-07-25	NaN	207	33202288	NaN	755357698
39	2025-08-25	NaN	226	33348351	NaN	764925588
40	2025-09-30	NaN	465	33421849	NaN	772489841
41	2025-10-25	NaN	466	33477931	NaN	783402575
42	2025-11-25	NaN	466	33154757	NaN	788851877
43	2025-12-25	NaN	470	33548296	NaN	793986047
44	2026-01-25	NaN	470	33584482	NaN	800517084
45	2026-02-25	NaN	472	33643617	NaN	812827084
46	2026-03-25	NaN	479	33672775	NaN	817993055

Overview

Variables

Sample

First rows

Last rows