Unnamed: 0
int64
0
69.1k
Date
stringclasses
228 values
unique_id
stringclasses
304 values
visits
float64
0
3.44k
CPI
float64
67.4
109
Inflation_Rate
float64
0.01
0.05
GDP
float64
380B
1,577B
static_1
stringclasses
7 values
static_2
stringclasses
6 values
static_3
stringclasses
8 values
static_4
stringclasses
4 values
0
1998-01-01
AAAHol
2,015.444457
67.4
0.009
399,674,000,000
A
A
A
Hol
1
1998-02-01
AAAHol
514.3376
67.4
0.009
399,674,000,000
A
A
A
Hol
2
1998-03-01
AAAHol
532.09747
67.4
0.009
399,674,000,000
A
A
A
Hol
3
1998-04-01
AAAHol
534.059083
67.4
0.009
399,674,000,000
A
A
A
Hol
4
1998-05-01
AAAHol
505.222272
67.4
0.009
399,674,000,000
A
A
A
Hol
5
1998-06-01
AAAHol
412.797717
67.4
0.009
399,674,000,000
A
A
A
Hol
6
1998-07-01
AAAHol
528.736203
67.4
0.009
399,674,000,000
A
A
A
Hol
7
1998-08-01
AAAHol
539.618916
67.4
0.009
399,674,000,000
A
A
A
Hol
8
1998-09-01
AAAHol
512.558372
67.4
0.009
399,674,000,000
A
A
A
Hol
9
1998-10-01
AAAHol
476.234091
67.4
0.009
399,674,000,000
A
A
A
Hol
10
1998-11-01
AAAHol
676.223807
67.4
0.009
399,674,000,000
A
A
A
Hol
11
1998-12-01
AAAHol
355.771089
67.4
0.009
399,674,000,000
A
A
A
Hol
12
1999-01-01
AAAHol
1,357.753331
68.4
0.015
389,652,000,000
A
A
A
Hol
13
1999-02-01
AAAHol
312.24044
68.4
0.015
389,652,000,000
A
A
A
Hol
14
1999-03-01
AAAHol
269.25985
68.4
0.015
389,652,000,000
A
A
A
Hol
15
1999-04-01
AAAHol
503.183098
68.4
0.015
389,652,000,000
A
A
A
Hol
16
1999-05-01
AAAHol
563.517575
68.4
0.015
389,652,000,000
A
A
A
Hol
17
1999-06-01
AAAHol
285.743434
68.4
0.015
389,652,000,000
A
A
A
Hol
18
1999-07-01
AAAHol
642.456804
68.4
0.015
389,652,000,000
A
A
A
Hol
19
1999-08-01
AAAHol
393.021399
68.4
0.015
389,652,000,000
A
A
A
Hol
20
1999-09-01
AAAHol
506.157919
68.4
0.015
389,652,000,000
A
A
A
Hol
21
1999-10-01
AAAHol
675.943718
68.4
0.015
389,652,000,000
A
A
A
Hol
22
1999-11-01
AAAHol
407.442913
68.4
0.015
389,652,000,000
A
A
A
Hol
23
1999-12-01
AAAHol
495.152951
68.4
0.015
389,652,000,000
A
A
A
Hol
24
2000-01-01
AAAHol
1,459.005973
71.5
0.045
416,168,000,000
A
A
A
Hol
25
2000-02-01
AAAHol
421.190518
71.5
0.045
416,168,000,000
A
A
A
Hol
26
2000-03-01
AAAHol
746.627635
71.5
0.045
416,168,000,000
A
A
A
Hol
27
2000-04-01
AAAHol
455.807602
71.5
0.045
416,168,000,000
A
A
A
Hol
28
2000-05-01
AAAHol
438.49187
71.5
0.045
416,168,000,000
A
A
A
Hol
29
2000-06-01
AAAHol
371.081008
71.5
0.045
416,168,000,000
A
A
A
Hol
30
2000-07-01
AAAHol
511.640987
71.5
0.045
416,168,000,000
A
A
A
Hol
31
2000-08-01
AAAHol
512.397121
71.5
0.045
416,168,000,000
A
A
A
Hol
32
2000-09-01
AAAHol
1,327.945226
71.5
0.045
416,168,000,000
A
A
A
Hol
33
2000-10-01
AAAHol
1,836.717278
71.5
0.045
416,168,000,000
A
A
A
Hol
34
2000-11-01
AAAHol
606.46174
71.5
0.045
416,168,000,000
A
A
A
Hol
35
2000-12-01
AAAHol
430.067135
71.5
0.045
416,168,000,000
A
A
A
Hol
36
2001-01-01
AAAHol
1,229.574554
74.6
0.044
379,629,000,000
A
A
A
Hol
37
2001-02-01
AAAHol
381.90901
74.6
0.044
379,629,000,000
A
A
A
Hol
38
2001-03-01
AAAHol
281.802672
74.6
0.044
379,629,000,000
A
A
A
Hol
39
2001-04-01
AAAHol
938.636508
74.6
0.044
379,629,000,000
A
A
A
Hol
40
2001-05-01
AAAHol
309.539699
74.6
0.044
379,629,000,000
A
A
A
Hol
41
2001-06-01
AAAHol
462.947046
74.6
0.044
379,629,000,000
A
A
A
Hol
42
2001-07-01
AAAHol
442.573984
74.6
0.044
379,629,000,000
A
A
A
Hol
43
2001-08-01
AAAHol
270.354223
74.6
0.044
379,629,000,000
A
A
A
Hol
44
2001-09-01
AAAHol
518.914661
74.6
0.044
379,629,000,000
A
A
A
Hol
45
2001-10-01
AAAHol
648.366317
74.6
0.044
379,629,000,000
A
A
A
Hol
46
2001-11-01
AAAHol
379.760075
74.6
0.044
379,629,000,000
A
A
A
Hol
47
2001-12-01
AAAHol
489.213255
74.6
0.044
379,629,000,000
A
A
A
Hol
48
2002-01-01
AAAHol
695.345612
76.9
0.03
395,789,000,000
A
A
A
Hol
49
2002-02-01
AAAHol
368.045399
76.9
0.03
395,789,000,000
A
A
A
Hol
50
2002-03-01
AAAHol
528.357876
76.9
0.03
395,789,000,000
A
A
A
Hol
51
2002-04-01
AAAHol
474.444862
76.9
0.03
395,789,000,000
A
A
A
Hol
52
2002-05-01
AAAHol
346.1566
76.9
0.03
395,789,000,000
A
A
A
Hol
53
2002-06-01
AAAHol
448.957717
76.9
0.03
395,789,000,000
A
A
A
Hol
54
2002-07-01
AAAHol
587.141033
76.9
0.03
395,789,000,000
A
A
A
Hol
55
2002-08-01
AAAHol
356.239232
76.9
0.03
395,789,000,000
A
A
A
Hol
56
2002-09-01
AAAHol
401.983091
76.9
0.03
395,789,000,000
A
A
A
Hol
57
2002-10-01
AAAHol
653.070223
76.9
0.03
395,789,000,000
A
A
A
Hol
58
2002-11-01
AAAHol
411.848924
76.9
0.03
395,789,000,000
A
A
A
Hol
59
2002-12-01
AAAHol
445.789395
76.9
0.03
395,789,000,000
A
A
A
Hol
60
2003-01-01
AAAHol
794.318027
78.9
0.027
467,739,000,000
A
A
A
Hol
61
2003-02-01
AAAHol
318.436102
78.9
0.027
467,739,000,000
A
A
A
Hol
62
2003-03-01
AAAHol
428.191105
78.9
0.027
467,739,000,000
A
A
A
Hol
63
2003-04-01
AAAHol
295.266088
78.9
0.027
467,739,000,000
A
A
A
Hol
64
2003-05-01
AAAHol
364.697038
78.9
0.027
467,739,000,000
A
A
A
Hol
65
2003-06-01
AAAHol
446.59201
78.9
0.027
467,739,000,000
A
A
A
Hol
66
2003-07-01
AAAHol
420.382371
78.9
0.027
467,739,000,000
A
A
A
Hol
67
2003-08-01
AAAHol
346.9932
78.9
0.027
467,739,000,000
A
A
A
Hol
68
2003-09-01
AAAHol
279.235606
78.9
0.027
467,739,000,000
A
A
A
Hol
69
2003-10-01
AAAHol
612.849554
78.9
0.027
467,739,000,000
A
A
A
Hol
70
2003-11-01
AAAHol
449.396209
78.9
0.027
467,739,000,000
A
A
A
Hol
71
2003-12-01
AAAHol
359.213823
78.9
0.027
467,739,000,000
A
A
A
Hol
72
2004-01-01
AAAHol
967.754484
80.8
0.023
614,660,000,000
A
A
A
Hol
73
2004-02-01
AAAHol
309.622681
80.8
0.023
614,660,000,000
A
A
A
Hol
74
2004-03-01
AAAHol
461.97119
80.8
0.023
614,660,000,000
A
A
A
Hol
75
2004-04-01
AAAHol
575.43657
80.8
0.023
614,660,000,000
A
A
A
Hol
76
2004-05-01
AAAHol
428.320767
80.8
0.023
614,660,000,000
A
A
A
Hol
77
2004-06-01
AAAHol
313.29745
80.8
0.023
614,660,000,000
A
A
A
Hol
78
2004-07-01
AAAHol
594.765473
80.8
0.023
614,660,000,000
A
A
A
Hol
79
2004-08-01
AAAHol
349.033646
80.8
0.023
614,660,000,000
A
A
A
Hol
80
2004-09-01
AAAHol
493.379132
80.8
0.023
614,660,000,000
A
A
A
Hol
81
2004-10-01
AAAHol
702.561423
80.8
0.023
614,660,000,000
A
A
A
Hol
82
2004-11-01
AAAHol
315.568434
80.8
0.023
614,660,000,000
A
A
A
Hol
83
2004-12-01
AAAHol
282.679382
80.8
0.023
614,660,000,000
A
A
A
Hol
84
2005-01-01
AAAHol
983.784469
83
0.027
695,693,000,000
A
A
A
Hol
85
2005-02-01
AAAHol
522.746671
83
0.027
695,693,000,000
A
A
A
Hol
86
2005-03-01
AAAHol
402.778325
83
0.027
695,693,000,000
A
A
A
Hol
87
2005-04-01
AAAHol
377.132601
83
0.027
695,693,000,000
A
A
A
Hol
88
2005-05-01
AAAHol
356.433253
83
0.027
695,693,000,000
A
A
A
Hol
89
2005-06-01
AAAHol
309.576391
83
0.027
695,693,000,000
A
A
A
Hol
90
2005-07-01
AAAHol
383.486796
83
0.027
695,693,000,000
A
A
A
Hol
91
2005-08-01
AAAHol
296.378368
83
0.027
695,693,000,000
A
A
A
Hol
92
2005-09-01
AAAHol
375.958195
83
0.027
695,693,000,000
A
A
A
Hol
93
2005-10-01
AAAHol
453.459544
83
0.027
695,693,000,000
A
A
A
Hol
94
2005-11-01
AAAHol
420.126058
83
0.027
695,693,000,000
A
A
A
Hol
95
2005-12-01
AAAHol
297.286781
83
0.027
695,693,000,000
A
A
A
Hol
96
2006-01-01
AAAHol
1,109.198716
85.9
0.036
748,418,000,000
A
A
A
Hol
97
2006-02-01
AAAHol
436.213645
85.9
0.036
748,418,000,000
A
A
A
Hol
98
2006-03-01
AAAHol
349.665635
85.9
0.036
748,418,000,000
A
A
A
Hol
99
2006-04-01
AAAHol
594.442909
85.9
0.036
748,418,000,000
A
A
A
Hol

Tourism Monthly Time Series Dataset with Economic and Static Covariates

This dataset, originally sourced from Athanasopoulos et al. (2011), focuses on the tourism industry with a monthly frequency and has been enhanced with economic covariates (e.g., CPI, Inflation Rate, GDP) from official Australian government sources. We also perform some preprocessing to further increase the usability of the dataset with dynamic start dates for each series and static covariates for in-depth time series forecasting and analysis in the context of tourism and its economic impacts.

Dataset Transformation and Structure

The dataset has undergone a preprocessing transformation to optimize it for time series analysis, specifically to enhance its utility for forecasting tasks. This preprocessing includes:

  • Unique ID Creation: A unique identifier is assigned to each series, facilitating the analysis of individual time series within the broader dataset.
  • Dates: The start date for each series is dynamically set based on the first date where the target variable (visits) is non-zero.
  • Static Covariates: Four static covariates are extracted based on the type of tourism, enriching the dataset with additional dimensions for analysis.

Columns Overview After Transformation:

  • Unique ID: A combination of encoded names for States, Zones, Regions within Australia, and the purpose of the visit (e.g., business, holiday, visiting, other).
  • Time Column: Represents the time dimension of the dataset, dynamically adjusted for each series.
  • Target: The target variable for forecasting, specifically focusing on visits.
  • Dynamic Covariates: Economic indicators such as CPI, Inflation Rate, and GDP that vary over time.
  • Static Covariates (Static_1 to Static_4): Extracted from the unique ID, these provide additional information for analysis, including geographic and purpose-of-visit details.

Enhanced Dataset Description

This enriched dataset not only includes monthly data on various aspects of tourism but also incorporates dynamic economic indicators and static covariates derived from preprocessing. This structure is particularly useful for advanced time series forecasting models that can leverage both dynamic changes over time and static attributes of the series.

Usage

The transformed dataset is intended for researchers, economists, and policymakers for forecasting tourism trends, understanding the economic impact of tourism, and conducting comprehensive analysis leveraging both temporal dynamics and static characteristics.

License

This dataset is distributed under the Creative Commons Attribution 4.0 International (CC BY 4.0) license.

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