จำนวนผู้ใช้บริการบนระบบ Citizen Portal

Dataset statistics

Number of variables	7
Number of observations	34
Missing cells	34
Missing cells (%)	14.3%
Total size in memory	2.0 KiB
Average record size in memory	59.8 B

Variable types

DateTime	1
Numeric	6

Alerts

`จำนวน MiniApps` has 8 (23.5%) missing values	Missing
`Unnamed: 6` has 26 (76.5%) missing values	Missing
`Date` has unique values	Unique
`User สะสม` has unique values	Unique
`Total Transaction` has unique values	Unique

Reproduction

Analysis started	2025-11-04 10:01:55.026940
Analysis finished	2025-11-04 10:01:55.134262
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	Strictly increasing

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%

Unnamed: 6
Real number (ℝ_≥0)

MISSING

Distinct	8
Distinct (%)	100.0%
Missing	26
Missing (%)	76.5%
Infinite	0
Infinite (%)	0.0%
Mean	311701.125

Minimum	195225
Maximum	482818
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	400.0 B

Quantile statistics

Minimum	195225
5-th percentile	211137.4
Q1	261403.25
median	294693
Q3	354274.25
95-th percentile	442360.8
Maximum	482818
Range	287593
Interquartile range (IQR)	92871

Descriptive statistics

Standard deviation	89215.73448
Coefficient of variation (CV)	0.2862220484
Kurtosis	0.9663236448
Mean	311701.125
Median Absolute Deviation (MAD)	54634
Skewness	0.8492558912
Sum	2493609
Variance	7959447278
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
240689	1	2.9%
367226	1	2.9%
268308	1	2.9%
195225	1	2.9%
274473	1	2.9%
349957	1	2.9%
482818	1	2.9%
314913	1	2.9%
(Missing)	26	76.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
195225	1	2.9%
240689	1	2.9%
268308	1	2.9%
274473	1	2.9%
314913	1	2.9%
349957	1	2.9%
367226	1	2.9%
482818	1	2.9%

Value	Count	Frequency (%)
482818	1	2.9%
367226	1	2.9%
349957	1	2.9%
314913	1	2.9%
274473	1	2.9%
268308	1	2.9%
240689	1	2.9%
195225	1	2.9%

First rows

	Date	จำนวน MiniApps	จำนวนบริการ	User สะสม	DownloadsApps สะสม	Total Transaction	Unnamed: 6
0	2022-03-31	27.0	45	85333	185273	1349697	NaN
1	2022-06-06	33.0	53	102697	239444	1832515	482818.0
2	2022-07-25	40.0	63	118692	269394	2199741	367226.0
3	2022-08-25	40.0	65	129465	295287	2394966	195225.0
4	2022-09-20	44.0	69	139386	316252	2663274	268308.0
5	2022-10-25	49.0	80	147451	335557	2978187	314913.0
6	2022-11-25	50.0	81	155323	352465	3218876	240689.0
7	2022-12-27	50.0	81	164380	374362	3493349	274473.0
8	2023-01-30	52.0	83	174855	397980	3843306	349957.0
9	2023-02-08	53.0	84	177598	404459	3946427	NaN

Last rows

	Date	จำนวน MiniApps	จำนวนบริการ	User สะสม	DownloadsApps สะสม	Total Transaction	Unnamed: 6
24	2024-05-25	86.0	150	552081	2209158	18950595	NaN
25	2024-06-25	87.0	151	843006	3699297	25678393	NaN
26	2024-07-25	NaN	152	4656464	9445342	49800071	NaN
27	2024-08-25	NaN	153	23137849	32718460	240198219	NaN
28	2024-09-25	NaN	155	30010153	37138016	359893798	NaN
29	2024-10-25	NaN	170	31525574	37237608	471158389	NaN
30	2024-11-25	NaN	172	31717023	38746417	511723603	NaN
31	2024-12-25	NaN	173	31838686	39068924	540258053	NaN
32	2025-01-25	NaN	173	32332312	39887966	590488683	NaN
33	2025-02-25	NaN	175	32804289	40745415	651102424	NaN

Overview

Variables

Sample

First rows

Last rows