mtb9_Polygon_Great Circle Distance_Heatmap_Dual axes layering map_Swap sheet_COLLECT spatial shp WMS
2024-05-28 21:34:57
When I conduct[kənˈdʌkt]进行,举办 Tableau classes and workshops for people who are using Tableau for the first time, I find that demonstrating mapping is always a big hit很受欢迎, sometimes resulting in murmurs[ˈmɜːrmərs]低语声,咕哝 of appreciation and surprise. People have told me on multiple occasions that Tableau's mapping capability was the key feature that caused them to take notice of and consider Tableau's offerings more seriously. Tableau's out-of-the-box mapping capabilities are powerful and flexible. You may be surprised at how much you can accomplish without ever leaving the user interface. But these out-of-the-box capabilities are just the tip of the iceberg. With proper guidance (which I will attempt to provide in this chapter), you can expand beyond the native mapping functionality and explore techniques that will greatly enhance your workbooks' functionality and aesthetics.
In this chapter, we will discuss the following topics:
- • Extending Tableau's mapping capabilities without leaving Tableau
- • Creating custom polygons
- • Heatmaps
- • Dual axes and map layering
- • Extending Tableau mapping with other technology
- • Swapping maps
The default mapping capability of Tableau already is a big selling point. Take any city, region, country, or other geographical location, place it on a Tableau worksheet, and you get a nice map; add a measure like Sales to the Colour shelf and your map colors change according to sales figures. In the following first section, we will go a step further and enhance this capability with the less obvious features Tableau has to offer, like measuring distances on a map and plotting additional data (for example, weather data) in the background.
Extending Tableau's mapping capabilities without leaving Tableau
In our everyday lives, a map can be helpful for better understanding the world around us. For instance, maps are often used on websites, television, or in printed media to present demographic information. In such instances, the mapping requirement is static since the immediate goal does not require movement. Some businesses only have static mapping requirements—for example, a retail chain might create a visualization that includes a map to better understand sales performance in a given region. In such cases, movement between locations is not a direct need.
Often, however, a map is needed to navigate from point A to point B. This kind of mapping requirement is more complicated, because it encompasses static needs (what restaurant is nearby?), but must also deliver additional information, such as routes and distances (how can I get to that restaurant?). These dynamic mapping needs assume that movement is required to fulfill a demand. Many businesses need to understand routes and mileages, that is, how to get from point A to point B and the distances involved. These dynamic mapping requirements can vary greatly but most of these needs share at least two things in common: routes and distances.
In the following exercise, we will consider flight routes and associated distances in Australia. Specifically, we will cover how to extract longitude and latitude numbers from Tableau and use that information in conjunction with trigonometry[ˌtrɪɡəˈnɑːmətri] to calculate the mileage between various points. Along the way, we will utilize data blending, table calculations, mapping, and Level of Detail (LOD) calculations for a robust exercise that touches on many advanced features.
Please take the following steps:
- 1. Navigate to https://public.tableau.com/profile/marleen.meier to locate and download the workbook associated with this chapter.
Australia City Date Dest/Orig Trip ID Items Number of Records Transit days Weight (kg) Australia CANBERRA 22/01/2015 Destination 1 1 1 2 98 Australia MELBOURNE 22/01/2015 Source 1 1 1 2 98 Australia ADELAIDE 23/01/2015 Destination 2 1 1 2 250 Australia KALGOORLIE 23/01/2015 Destination 7 2 1 2 1270 Australia PERTH 23/01/2015 Destination 3 1 1 2 103 Australia PERTH 23/01/2015 Destination 4 1 1 2 130 Australia PERTH 23/01/2015 Destination 5 1 1 2 200 Australia PERTH 23/01/2015 Destination 6 3 1 2 480 Australia MELBOURNE 23/01/2015 Source 3 1 1 2 103 Australia MELBOURNE 23/01/2015 Source 4 1 1 2 130 Australia MELBOURNE 23/01/2015 Source 5 1 1 2 200 Australia MELBOURNE 23/01/2015 Source 6 3 1 2 480 Australia PERTH 23/01/2015 Source 7 2 1 2 1270 Australia SYDNEY 23/01/2015 Source 2 1 1 2 250 Australia DARWIN 24/01/2015 Destination 8 1 1 2 386 Australia KALGOORLIE 24/01/2015 Destination 9 1 1 2 600 Australia MELBOURNE 24/01/2015 Source 8 1 1 2 386 Australia PERTH 24/01/2015 Source 9 1 1 2 600 Australia ORANGE 25/01/2015 Destination 10 1 1 2 500 Australia SYDNEY 25/01/2015 Source 10 1 1 2 500 Australia PERTH 26/01/2015 Destination 11 1 1 2 89 Australia MELBOURNE 26/01/2015 Source 11 1 1 2 89 Australia DARWIN 29/01/2015 Destination 14 1 1 2 80 Australia PERTH 29/01/2015 Destination 12 1 1 2 75 Australia PERTH 29/01/2015 Destination 13 1 1 2 150 Australia NEWCASTLE 29/01/2015 Source 12 1 1 2 75 Australia PERTH 29/01/2015 Source 14 1 1 2 80 Australia SYDNEY 29/01/2015 Source 13 1 1 2 150 Australia KALGOORLIE 31/01/2015 Destination 16 1 1 2 235 Australia WOLLONGONG 31/01/2015 Destination 15 1 1 2 446 Australia PERTH 31/01/2015 Source 16 1 1 2 235 Australia SYDNEY 31/01/2015 Source 15 1 1 2 446 Australia DARWIN 01/02/2015 Destination 17 1 1 2 174 Australia DARWIN 01/02/2015 Destination 18 1 1 2 256 Australia MELBOURNE 01/02/2015 Source 17 1 1 2 174 Australia MELBOURNE 01/02/2015 Source 18 1 1 2 256 Australia Dubbo 02/02/2015 Destination 19 1 1 2 220 Australia SYDNEY 02/02/2015 Source 19 1 1 2 220 Australia DARWIN 05/02/2015 Destination 20 1 1 2 440 Australia DARWIN 05/02/2015 Destination 21 1 1 2 490 Australia PERTH 05/02/2015 Destination 22 6 1 2 900 Australia MELBOURNE 05/02/2015 Source 20 1 1 2 440 Australia MELBOURNE 05/02/2015 Source 21 1 1 2 490 Australia MELBOURNE 05/02/2015 Source 22 6 1 2 900 Australia BRISBANE 06/02/2015 Destination 23 1 1 2 370 Australia PERTH 06/02/2015 Destination 25 1 1 2 115 Australia SYDNEY 06/02/2015 Destination 24 1 1 2 1048 Australia MELBOURNE 06/02/2015 Source 24 1 1 2 1048 Australia MELBOURNE 06/02/2015 Source 25 1 1 2 115 Australia SYDNEY 06/02/2015 Source 23 1 1 2 370 Australia KALGOORLIE 07/02/2015 Destination 27 1 1 2 340 Australia KALGOORLIE 07/02/2015 Destination 28 2 1 2 1386 Australia PERTH 07/02/2015 Destination 26 1 1 2 78 Australia NEWCASTLE 07/02/2015 Source 26 1 1 2 78 Australia PERTH 07/02/2015 Source 27 1 1 2 340 Australia PERTH 07/02/2015 Source 28 2 1 2 1386 Australia BRISBANE 08/02/2015 Destination 29 2 1 2 790 Australia KALGOORLIE 08/02/2015 Destination 30 1 1 2 270 Australia PERTH 08/02/2015 Source 30 1 1 2 270 Australia SYDNEY 08/02/2015 Source 29 2 1 2 790 Australia DARWIN 13/02/2015 Destination 31 1 1 2 298 Australia PERTH 13/02/2015 Source 31 1 1 2 298 Australia DARWIN 14/02/2015 Destination 32 2 1 2 1203 Australia KALGOORLIE 14/02/2015 Destination 34 1 1 2 925 Australia KALGOORLIE 14/02/2015 Destination 35 1 1 2 70 Australia PERTH 14/02/2015 Destination 33 1 1 2 77 Australia MELBOURNE 14/02/2015 Source 32 2 1 2 1203 Australia MELBOURNE 14/02/2015 Source 33 1 1 2 77 Australia PERTH 14/02/2015 Source 34 1 1 2 925 Australia PERTH 14/02/2015 Source 35 1 1 2 70 Australia DARWIN 15/02/2015 Destination 36 1 1 2 546 Australia MELBOURNE 15/02/2015 Source 36 1 1 2 546 Australia DARWIN 16/02/2015 Destination 37 1 1 2 853 Australia KALGOORLIE 16/02/2015 Destination 38 1 1 2 620 Australia KALGOORLIE 16/02/2015 Destination 39 1 1 2 330 Australia MELBOURNE 16/02/2015 Source 37 1 1 2 853 Australia PERTH 16/02/2015 Source 38 1 1 2 620 Australia PERTH 16/02/2015 Source 39 1 1 2 330 Australia KALGOORLIE 19/02/2015 Destination 40 1 1 2 685 Australia PERTH 19/02/2015 Source 40 1 1 2 685 Australia DARWIN 20/02/2015 Destination 41 1 1 2 603 Australia KALGOORLIE 20/02/2015 Destination 45 1 1 2 390 Australia PERTH 20/02/2015 Destination 42 1 1 2 121 Australia PERTH 20/02/2015 Destination 43 1 1 2 123 Australia PERTH 20/02/2015 Destination 44 2 1 2 204 Australia MELBOURNE 20/02/2015 Source 41 1 1 2 603 Australia MELBOURNE 20/02/2015 Source 42 1 1 2 121 Australia MELBOURNE 20/02/2015 Source 43 1 1 2 123 Australia MELBOURNE 20/02/2015 Source 44 2 1 2 204 Australia PERTH 20/02/2015 Source 45 1 1 2 390 Australia PERTH 21/02/2015 Destination 46 0 1 2 96 Australia MELBOURNE 21/02/2015 Source 46 0 1 2 96 Australia KALGOORLIE 22/02/2015 Destination 49 1 1 2 730 Australia KALGOORLIE 22/02/2015 Destination 50 1 1 2 220 Australia KALGOORLIE 22/02/2015 Destination 51 2 1 2 2090 Australia MELBOURNE 22/02/2015 Destination 47 2 1 2 540 Australia PERTH 22/02/2015 Destination 48 1 1 2 620 Australia PERTH 22/02/2015 Source 49 1 1 2 730 Australia PERTH 22/02/2015 Source 50 1 1 2 220 Australia PERTH 22/02/2015 Source 51 2 1 2 2090 Australia SYDNEY 22/02/2015 Source 47 2 1 2 540 Australia SYDNEY 22/02/2015 Source 48 1 1 2 620 Australia MELBOURNE 26/02/2015 Destination 52 1 1 2 120 Australia SYDNEY 26/02/2015 Source 52 1 1 2 120 Australia KALGOORLIE 27/02/2015 Destination 53 1 1 2 690 Australia KALGOORLIE 27/02/2015 Destination 54 1 1 2 720 Australia PERTH 27/02/2015 Source 53 1 1 2 690 Australia PERTH 27/02/2015 Source 54 1 1 2 720 Australia BRISBANE 28/02/2015 Destination 57 7 1 2 3030 Australia CANBERRA 28/02/2015 Destination 55 1 1 2 400 Australia KALGOORLIE 28/02/2015 Destination 58 1 1 2 60 Australia KALGOORLIE 28/02/2015 Destination 59 1 1 2 150 Australia NEWCASTLE 28/02/2015 Destination 56 1 1 2 400 Australia PERTH 28/02/2015 Source 58 1 1 2 60 Australia PERTH 28/02/2015 Source 59 1 1 2 150 Australia SYDNEY 28/02/2015 Source 55 1 1 2 400 Australia SYDNEY 28/02/2015 Source 56 1 1 2 400 Australia SYDNEY 28/02/2015 Source 57 7 1 2 3030 Australia PERTH 01/03/2015 Destination 60 3 1 2 570 Australia PERTH 01/03/2015 Destination 61 1 1 2 149 Australia MELBOURNE 01/03/2015 Source 61 1 1 2 149 Australia NEWCASTLE 01/03/2015 Source 60 3 1 2 570 Australia KALGOORLIE 02/03/2015 Destination 63 1 1 2 80 Australia KALGOORLIE 02/03/2015 Destination 64 1 1 2 120 Australia PERTH 02/03/2015 Destination 62 2 1 2 239 Australia MELBOURNE 02/03/2015 Source 62 2 1 2 239 Australia PERTH 02/03/2015 Source 63 1 1 2 80 Australia PERTH 02/03/2015 Source 64 1 1 2 120 Australia KALGOORLIE 05/03/2015 Destination 65 2 1 2 1330 Australia PERTH 05/03/2015 Source 65 2 1 2 1330 Australia MACKAY 07/03/2015 Destination 66 3 1 2 6300 Australia PERTH 07/03/2015 Destination 67 3 1 2 1010 Australia PERTH 07/03/2015 Destination 68 1 1 2 119 Australia MELBOURNE 07/03/2015 Source 68 1 1 2 119 Australia SYDNEY 07/03/2015 Source 66 3 1 2 6300 Australia SYDNEY 07/03/2015 Source 67 3 1 2 1010 Australia NEWCASTLE 08/03/2015 Destination 69 1 1 2 582 Australia MELBOURNE 08/03/2015 Source 69 1 1 2 582 Australia PERTH 09/03/2015 Destination 70 6 1 2 1290 Australia SYDNEY 09/03/2015 Source 70 6 1 2 1290 Australia BRISBANE 12/03/2015 Destination 71 5 1 2 1050 Australia SYDNEY 12/03/2015 Source 71 5 1 2 1050 Australia Dubbo 13/03/2015 Destination 72 1 1 2 140 Australia KALGOORLIE 13/03/2015 Destination 75 1 1 2 110 Australia KALGOORLIE 13/03/2015 Destination 76 1 1 2 155 Australia PERTH 13/03/2015 Destination 74 1 1 2 115 Australia TOWNSVILLE 13/03/2015 Destination 73 1 1 2 270 Australia MELBOURNE 13/03/2015 Source 74 1 1 2 115 Australia PERTH 13/03/2015 Source 75 1 1 2 110 Australia PERTH 13/03/2015 Source 76 1 1 2 155 Australia SYDNEY 13/03/2015 Source 72 1 1 2 140 Australia SYDNEY 13/03/2015 Source 73 1 1 2 270 Australia PERTH 15/03/2015 Destination 77 3 1 2 690 Australia PERTH 15/03/2015 Destination 78 4 1 2 760 Australia SYDNEY 15/03/2015 Source 77 3 1 2 690 Australia SYDNEY 15/03/2015 Source 78 4 1 2 760 Australia BRISBANE 16/03/2015 Destination 79 1 1 2 160 Australia KALGOORLIE 16/03/2015 Destination 80 1 1 2 720 Australia PERTH 16/03/2015 Source 80 1 1 2 720 Australia SYDNEY 16/03/2015 Source 79 1 1 2 160 Australia BRISBANE 19/03/2015 Destination 81 7 1 2 3120 Australia KALGOORLIE 19/03/2015 Destination 82 1 1 2 710 Australia PERTH 19/03/2015 Source 82 1 1 2 710 Australia SYDNEY 19/03/2015 Source 81 7 1 2 3120 Australia DARWIN 20/03/2015 Destination 84 5 1 2 2088 Australia KALGOORLIE 20/03/2015 Destination 86 1 1 2 480 Australia PERTH 20/03/2015 Destination 83 11 1 2 2300 Australia PERTH 20/03/2015 Destination 85 1 1 2 91 Australia MELBOURNE 20/03/2015 Source 84 5 1 2 2088 Australia MELBOURNE 20/03/2015 Source 85 1 1 2 91 Australia PERTH 20/03/2015 Source 86 1 1 2 480 Australia SYDNEY 20/03/2015 Source 83 11 1 2 2300 Australia KALGOORLIE 21/03/2015 Destination 88 1 1 2 1883 Australia PERTH 21/03/2015 Destination 87 1 1 2 750 Australia PERTH 21/03/2015 Source 88 1 1 2 1883 Australia SYDNEY 21/03/2015 Source 87 1 1 2 750 Australia ORANGE 22/03/2015 Destination 89 1 1 2 500 Australia SYDNEY 22/03/2015 Source 89 1 1 2 500 Australia DARWIN 23/03/2015 Destination 91 0 1 2 380 Australia PERTH 23/03/2015 Destination 90 6 1 2 1260 Australia BRISBANE 23/03/2015 Source 91 0 1 2 380 Australia SYDNEY 23/03/2015 Source 90 6 1 2 1260 Australia PERTH 26/03/2015 Destination 92 1 1 2 480 Australia SYDNEY 26/03/2015 Source 92 1 1 2 480 Australia KALGOORLIE 27/03/2015 Destination 94 1 1 2 695 Australia KALGOORLIE 27/03/2015 Destination 95 2 1 2 1300 Australia PERTH 27/03/2015 Destination 93 1 1 2 480 Australia PERTH 27/03/2015 Source 94 1 1 2 695 Australia PERTH 27/03/2015 Source 95 2 1 2 1300 Australia SYDNEY 27/03/2015 Source 93 1 1 2 480 Australia PERTH 28/03/2015 Destination 96 6 1 2 1280 Australia SYDNEY 28/03/2015 Source 96 6 1 2 1280 Australia KALGOORLIE 29/03/2015 Destination 99 1 1 2 800 Australia MELBOURNE 29/03/2015 Destination 97 12 1 2 7600 Australia PERTH 29/03/2015 Destination 98 1 1 2 120 Australia NEWCASTLE 29/03/2015 Source 98 1 1 2 120 Australia PERTH 29/03/2015 Source 99 1 1 2 800 Australia SYDNEY 29/03/2015 Source 97 12 1 2 7600 Australia KALGOORLIE 30/03/2015 Destination 100 1 1 2 690 Australia PERTH 30/03/2015 Source 100 1 1 2 690 Australia PERTH 02/04/2015 Destination 101 1 1 2 177 Australia MELBOURNE 02/04/2015 Source 101 1 1 2 177 Australia KALGOORLIE 03/04/2015 Destination 103 1 1 2 80 Australia MELBOURNE 03/04/2015 Destination 102 1 1 2 881 Australia PERTH 03/04/2015 Source 103 1 1 2 80 Australia SYDNEY 03/04/2015 Source 102 1 1 2 881 Australia KALGOORLIE 05/04/2015 Destination 104 2 1 2 1060 Australia PERTH 05/04/2015 Source 104 2 1 2 1060 Australia KALGOORLIE 06/04/2015 Destination 105 1 1 2 90 Australia PERTH 06/04/2015 Source 105 1 1 2 90 Australia DARWIN 24/04/2015 Destination 107 1 1 2 122 Australia KALGOORLIE 24/04/2015 Destination 108 1 1 2 120 Australia KALGOORLIE 24/04/2015 Destination 109 1 1 2 180 Australia PERTH 24/04/2015 Destination 106 3 1 2 480 Australia MELBOURNE 24/04/2015 Source 107 1 1 2 122 Australia NEWCASTLE 24/04/2015 Source 106 3 1 2 480 Australia PERTH 24/04/2015 Source 108 1 1 2 120 Australia PERTH 24/04/2015 Source 109 1 1 2 180 Australia BRISBANE 25/04/2015 Destination 110 1 1 2 190 Australia KALGOORLIE 25/04/2015 Destination 112 1 1 2 780 Australia KALGOORLIE 25/04/2015 Destination 113 2 1 2 1160 Australia MELBOURNE 25/04/2015 Destination 111 1 1 2 600 Australia PERTH 25/04/2015 Source 112 1 1 2 780 Australia PERTH 25/04/2015 Source 113 2 1 2 1160 Australia SYDNEY 25/04/2015 Source 110 1 1 2 190 Australia SYDNEY 25/04/2015 Source 111 1 1 2 600 Australia DARWIN 26/04/2015 Destination 115 1 1 2 240 Australia PERTH 26/04/2015 Destination 114 1 1 2 116 Australia MELBOURNE 26/04/2015 Source 114 1 1 2 116 Australia PERTH 26/04/2015 Source 115 1 1 2 240 Australia PERTH 02/05/2015 Destination 116 7 1 2 1720 Australia SYDNEY 02/05/2015 Source 116 7 1 2 1720 Australia ALICE SPRINGS 04/05/2015 Destination 119 1 1 2 170 Australia Dubbo 04/05/2015 Destination 117 1 1 2 200 Australia KALGOORLIE 04/05/2015 Destination 120 1 1 2 690 Australia PERTH 04/05/2015 Destination 118 1 1 2 780 Australia PERTH 04/05/2015 Source 119 1 1 2 170 Australia PERTH 04/05/2015 Source 120 1 1 2 690 Australia SYDNEY 04/05/2015 Source 117 1 1 2 200 Australia SYDNEY 04/05/2015 Source 118 1 1 2 780 Australia KALGOORLIE 07/05/2015 Destination 123 2 1 2 1160 Australia MELBOURNE 07/05/2015 Destination 122 1 1 2 230 Australia ORANGE 07/05/2015 Destination 121 1 1 2 290 Australia PERTH 07/05/2015 Source 123 2 1 2 1160 Australia SYDNEY 07/05/2015 Source 121 1 1 2 290 Australia SYDNEY 07/05/2015 Source 122 1 1 2 230 Australia BRISBANE 09/05/2015 Destination 124 1 1 2 130 Australia KALGOORLIE 09/05/2015 Destination 125 1 1 2 110 Australia KALGOORLIE 09/05/2015 Destination 126 1 1 2 300 Australia PERTH 09/05/2015 Source 125 1 1 2 110 Australia PERTH 09/05/2015 Source 126 1 1 2 300 Australia SYDNEY 09/05/2015 Source 124 1 1 2 130 Australia KALGOORLIE 11/05/2015 Destination 127 1 1 2 640 Australia PERTH 11/05/2015 Source 127 1 1 2 640 Australia KALGOORLIE 14/05/2015 Destination 128 1 1 2 560 Australia PERTH 14/05/2015 Source 128 1 1 2 560 Australia DARWIN 15/05/2015 Destination 129 1 1 2 475 Australia PERTH 15/05/2015 Destination 130 2 1 2 124 Australia MELBOURNE 15/05/2015 Source 129 1 1 2 475 Australia MELBOURNE 15/05/2015 Source 130 2 1 2 124 Australia KALGOORLIE 16/05/2015 Destination 132 1 1 2 100 Australia KALGOORLIE 16/05/2015 Destination 133 2 1 2 840 Australia PERTH 16/05/2015 Destination 131 1 1 2 91 Australia MELBOURNE 16/05/2015 Source 131 1 1 2 91 Australia PERTH 16/05/2015 Source 132 1 1 2 100 Australia PERTH 16/05/2015 Source 133 2 1 2 840 Australia MELBOURNE 17/05/2015 Destination 135 3 1 2 1548 Australia PERTH 17/05/2015 Destination 134 3 1 2 195 Australia MELBOURNE 17/05/2015 Source 134 3 1 2 195 Australia PERTH 17/05/2015 Source 135 3 1 2 1548 Australia KALGOORLIE 18/05/2015 Destination 137 1 1 2 730 Australia PERTH 18/05/2015 Destination 136 11 1 2 2330 Australia PERTH 18/05/2015 Source 137 1 1 2 730 Australia SYDNEY 18/05/2015 Source 136 11 1 2 2330 Australia KALGOORLIE 22/05/2015 Destination 139 1 1 2 185 Australia PERTH 22/05/2015 Destination 138 1 1 2 91 Australia MELBOURNE 22/05/2015 Source 138 1 1 2 91 Australia PERTH 22/05/2015 Source 139 1 1 2 185 Australia DARWIN 23/05/2015 Destination 140 1 1 2 220 Australia KALGOORLIE 23/05/2015 Destination 141 1 1 2 245 Australia PERTH 23/05/2015 Source 140 1 1 2 220 Australia PERTH 23/05/2015 Source 141 1 1 2 245 Australia ADELAIDE 24/05/2015 Destination 142 1 1 2 1120 Australia SYDNEY 24/05/2015 Source 142 1 1 2 1120 Australia CANBERRA 25/05/2015 Destination 143 1 1 2 310 Australia DARWIN 25/05/2015 Destination 148 1 1 2 740 Australia PERTH 25/05/2015 Destination 144 1 1 2 137 Australia PERTH 25/05/2015 Destination 145 1 1 2 238 Australia PERTH 25/05/2015 Destination 146 1 1 2 153 Australia PERTH 25/05/2015 Destination 147 2 1 2 188 Australia MELBOURNE 25/05/2015 Source 144 1 1 2 137 Australia MELBOURNE 25/05/2015 Source 145 1 1 2 238 Australia MELBOURNE 25/05/2015 Source 146 1 1 2 153 Australia MELBOURNE 25/05/2015 Source 147 2 1 2 188 Australia PERTH 25/05/2015 Source 148 1 1 2 740 Australia SYDNEY 25/05/2015 Source 143 1 1 2 310 Australia KALGOORLIE 28/05/2015 Destination 149 1 1 2 440 Australia PERTH 28/05/2015 Source 149 1 1 2 440 Australia DARWIN 30/05/2015 Destination 150 1 1 2 110 Australia PERTH 30/05/2015 Source 150 1 1 2 110 Australia KALGOORLIE 31/05/2015 Destination 151 1 1 2 45 Australia KALGOORLIE 31/05/2015 Destination 152 1 1 2 708 Australia PERTH 31/05/2015 Source 151 1 1 2 45 Australia PERTH 31/05/2015 Source 152 1 1 2 708 Australia KALGOORLIE 01/06/2015 Destination 153 3 1 2 1830 Australia PERTH 01/06/2015 Source 153 3 1 2 1830 Australia DARWIN 04/06/2015 Destination 154 1 1 2 720 Australia KALGOORLIE 04/06/2015 Destination 155 2 1 2 1130 Australia KALGOORLIE 04/06/2015 Destination 156 2 1 2 1766 Australia PERTH 04/06/2015 Source 154 1 1 2 720 Australia PERTH 04/06/2015 Source 155 2 1 2 1130 Australia PERTH 04/06/2015 Source 156 2 1 2 1766 Australia DARWIN 05/06/2015 Destination 158 1 1 2 115 Australia MELBOURNE 05/06/2015 Destination 157 1 1 2 730 Australia PERTH 05/06/2015 Source 158 1 1 2 115 Australia SYDNEY 05/06/2015 Source 157 1 1 2 730 Australia ADELAIDE 06/06/2015 Destination 159 1 1 2 460 Australia DARWIN 06/06/2015 Destination 160 1 1 2 447 Australia MELBOURNE 06/06/2015 Source 160 1 1 2 447 Australia SYDNEY 06/06/2015 Source 159 1 1 2 460 Australia DARWIN 07/06/2015 Destination 161 1 1 2 137 Australia MELBOURNE 07/06/2015 Source 161 1 1 2 137 Australia KALGOORLIE 11/06/2015 Destination 163 1 1 2 740 Australia PERTH 11/06/2015 Destination 162 1 1 2 250 Australia MELBOURNE 11/06/2015 Source 162 1 1 2 250 Australia PERTH 11/06/2015 Source 163 1 1 2 740 Australia DARWIN 12/06/2015 Destination 164 1 1 2 860 Australia KALGOORLIE 12/06/2015 Destination 165 1 1 2 120 Australia KALGOORLIE 12/06/2015 Destination 166 1 1 2 170 Australia PERTH 12/06/2015 Source 164 1 1 2 860 Australia PERTH 12/06/2015 Source 165 1 1 2 120 Australia PERTH 12/06/2015 Source 166 1 1 2 170 Australia KALGOORLIE 13/06/2015 Destination 168 1 1 2 520 Australia KALGOORLIE 13/06/2015 Destination 169 1 1 2 708 Australia PERTH 13/06/2015 Destination 167 1 1 2 620 Australia PERTH 13/06/2015 Source 168 1 1 2 520 Australia PERTH 13/06/2015 Source 169 1 1 2 708 Australia SYDNEY 13/06/2015 Source 167 1 1 2 620 Australia PERTH 14/06/2015 Destination 170 13 1 2 2940 Australia PERTH 14/06/2015 Destination 171 1 1 2 103 Australia PERTH 14/06/2015 Destination 172 1 1 2 370 Australia MELBOURNE 14/06/2015 Source 171 1 1 2 103 Australia MELBOURNE 14/06/2015 Source 172 1 1 2 370 Australia SYDNEY 14/06/2015 Source 170 13 1 2 2940 Australia BRISBANE 15/06/2015 Destination 174 1 1 2 260 Australia BRISBANE 15/06/2015 Destination 175 5 1 2 1600 Australia KALGOORLIE 15/06/2015 Destination 177 1 1 2 380 Australia KALGOORLIE 15/06/2015 Destination 178 2 1 2 1060 Australia ORANGE 15/06/2015 Destination 173 1 1 2 416 Australia PERTH 15/06/2015 Destination 176 1 1 2 95 Australia MELBOURNE 15/06/2015 Source 176 1 1 2 95 Australia PERTH 15/06/2015 Source 177 1 1 2 380 Australia PERTH 15/06/2015 Source 178 2 1 2 1060 Australia SYDNEY 15/06/2015 Source 173 1 1 2 416 Australia SYDNEY 15/06/2015 Source 174 1 1 2 260 Australia SYDNEY 15/06/2015 Source 175 5 1 2 1600 Australia CANBERRA 18/06/2015 Destination 179 1 1 2 93 Australia MELBOURNE 18/06/2015 Source 179 1 1 2 93 Australia NEWCASTLE 19/06/2015 Destination 180 1 1 2 245 Australia SYDNEY 19/06/2015 Source 180 1 1 2 245 Australia DARWIN 20/06/2015 Destination 181 1 1 2 511 Australia MELBOURNE 20/06/2015 Source 181 1 1 2 511 Australia DARWIN 21/06/2015 Destination 182 1 1 2 530 Australia KALGOORLIE 21/06/2015 Destination 184 1 1 2 317 Australia PERTH 21/06/2015 Destination 183 1 1 2 148 Australia MELBOURNE 21/06/2015 Source 182 1 1 2 530 Australia MELBOURNE 21/06/2015 Source 183 1 1 2 148 Australia PERTH 21/06/2015 Source 184 1 1 2 317 Australia BRISBANE 22/06/2015 Destination 185 1 1 2 265 Australia SYDNEY 22/06/2015 Source 185 1 1 2 265 Australia BRISBANE 25/06/2015 Destination 186 1 1 2 110 Australia NEWCASTLE 25/06/2015 Source 186 1 1 2 110 Australia PERTH 26/06/2015 Destination 187 1 1 2 50 Australia PERTH 26/06/2015 Destination 188 16 1 2 208 Australia ADELAIDE 26/06/2015 Source 188 16 1 2 208 Australia SYDNEY 26/06/2015 Source 187 1 1 2 50 Australia DARWIN 28/06/2015 Destination 189 1 1 2 130 Australia DARWIN 28/06/2015 Destination 190 1 1 2 365 Australia KALGOORLIE 28/06/2015 Destination 192 2 1 2 1058 Australia PERTH 28/06/2015 Destination 191 1 1 2 173 Australia MELBOURNE 28/06/2015 Source 189 1 1 2 130 Australia MELBOURNE 28/06/2015 Source 190 1 1 2 365 Australia MELBOURNE 28/06/2015 Source 191 1 1 2 173 Australia PERTH 28/06/2015 Source 192 2 1 2 1058 Australia BRISBANE 02/07/2015 Destination 194 9 1 2 3150 Australia NEWCASTLE 02/07/2015 Destination 193 1 1 2 230 Australia SYDNEY 02/07/2015 Source 193 1 1 2 230 Australia SYDNEY 02/07/2015 Source 194 9 1 2 3150 Australia DARWIN 03/07/2015 Destination 195 1 1 2 887 Australia PERTH 03/07/2015 Destination 196 1 1 2 265 Australia MELBOURNE 03/07/2015 Source 195 1 1 2 887 Australia MELBOURNE 03/07/2015 Source 196 1 1 2 265 Australia KALGOORLIE 04/07/2015 Destination 197 1 1 2 80 Australia KALGOORLIE 04/07/2015 Destination 198 1 1 2 180 Australia PERTH 04/07/2015 Source 197 1 1 2 80 Australia PERTH 04/07/2015 Source 198 1 1 2 180 Australia KALGOORLIE 05/07/2015 Destination 201 1 1 2 740 Australia KALGOORLIE 05/07/2015 Destination 202 1 1 2 800 Australia KALGOORLIE 05/07/2015 Destination 203 2 1 2 1160 Australia KALGOORLIE 05/07/2015 Destination 204 2 1 2 690 Australia PERTH 05/07/2015 Destination 199 1 1 2 80 Australia PERTH 05/07/2015 Destination 200 1 1 2 80 Australia PERTH 05/07/2015 Source 201 1 1 2 740 Australia PERTH 05/07/2015 Source 202 1 1 2 800 Australia PERTH 05/07/2015 Source 203 2 1 2 1160 Australia PERTH 05/07/2015 Source 204 2 1 2 690 Australia SYDNEY 05/07/2015 Source 199 1 1 2 80 Australia SYDNEY 05/07/2015 Source 200 1 1 2 80 Australia BRISBANE 06/07/2015 Destination 205 3 1 2 1100 Australia KALGOORLIE 06/07/2015 Destination 206 1 1 2 520 Australia KALGOORLIE 06/07/2015 Destination 207 1 1 2 230 Australia KALGOORLIE 06/07/2015 Destination 208 1 1 2 70 Australia PERTH 06/07/2015 Source 206 1 1 2 520 Australia PERTH 06/07/2015 Source 207 1 1 2 230 Australia PERTH 06/07/2015 Source 208 1 1 2 70 Australia SYDNEY 06/07/2015 Source 205 3 1 2 1100 Australia BRISBANE 09/07/2015 Destination 209 4 1 2 1760 Australia MELBOURNE 09/07/2015 Destination 210 1 1 2 370 Australia PERTH 09/07/2015 Destination 211 1 1 2 250 Australia SYDNEY 09/07/2015 Source 209 4 1 2 1760 Australia SYDNEY 09/07/2015 Source 210 1 1 2 370 Australia SYDNEY 09/07/2015 Source 211 1 1 2 250 Australia Dubbo 10/07/2015 Destination 212 1 1 2 360 Australia KALGOORLIE 10/07/2015 Destination 213 1 1 2 690 Australia KALGOORLIE 10/07/2015 Destination 214 2 1 2 625 Australia PERTH 10/07/2015 Source 213 1 1 2 690 Australia PERTH 10/07/2015 Source 214 2 1 2 625 Australia SYDNEY 10/07/2015 Source 212 1 1 2 360 Australia DARWIN 11/07/2015 Destination 216 1 1 2 78 Australia DARWIN 11/07/2015 Destination 217 1 1 2 75 Australia KALGOORLIE 11/07/2015 Destination 218 1 1 2 430 Australia KALGOORLIE 11/07/2015 Destination 219 1 1 2 433 Australia KALGOORLIE 11/07/2015 Destination 220 1 1 2 691 Australia MACKAY 11/07/2015 Destination 215 3 1 2 5700 Australia MELBOURNE 11/07/2015 Source 216 1 1 2 78 Australia PERTH 11/07/2015 Source 217 1 1 2 75 Australia PERTH 11/07/2015 Source 218 1 1 2 430 Australia PERTH 11/07/2015 Source 219 1 1 2 433 Australia PERTH 11/07/2015 Source 220 1 1 2 691 Australia SYDNEY 11/07/2015 Source 215 3 1 2 5700 Australia ALBURY 12/07/2015 Destination 221 1 1 2 50 Australia SYDNEY 12/07/2015 Source 221 1 1 2 50 Australia BRISBANE 16/07/2015 Destination 222 5 1 2 1900 Australia KALGOORLIE 16/07/2015 Destination 224 9 1 2 6660 Australia PERTH 16/07/2015 Destination 223 1 1 2 72 Australia NEWCASTLE 16/07/2015 Source 223 1 1 2 72 Australia PERTH 16/07/2015 Source 224 9 1 2 6660 Australia SYDNEY 16/07/2015 Source 222 5 1 2 1900 Australia DARWIN 17/07/2015 Destination 225 2 1 2 1042 Australia KALGOORLIE 17/07/2015 Destination 226 1 1 2 620 Australia KALGOORLIE 17/07/2015 Destination 227 1 1 2 900 Australia MELBOURNE 17/07/2015 Source 225 2 1 2 1042 Australia PERTH 17/07/2015 Source 226 1 1 2 620 Australia PERTH 17/07/2015 Source 227 1 1 2 900 Australia KALGOORLIE 18/07/2015 Destination 229 1 1 2 740 Australia PERTH 18/07/2015 Destination 228 11 1 2 2440 Australia PERTH 18/07/2015 Source 229 1 1 2 740 Australia SYDNEY 18/07/2015 Source 228 11 1 2 2440 Australia KALGOORLIE 19/07/2015 Destination 231 3 1 2 1391 Australia PERTH 19/07/2015 Destination 230 1 1 2 123 Australia MELBOURNE 19/07/2015 Source 230 1 1 2 123 Australia PERTH 19/07/2015 Source 231 3 1 2 1391 Australia ORANGE 24/07/2015 Destination 232 1 1 2 420 Australia SYDNEY 24/07/2015 Source 232 1 1 2 420 Australia KALGOORLIE 25/07/2015 Destination 234 2 1 2 1350 Australia PERTH 25/07/2015 Destination 233 2 1 2 47 Australia MELBOURNE 25/07/2015 Source 233 2 1 2 47 Australia PERTH 25/07/2015 Source 234 2 1 2 1350 Australia KALGOORLIE 27/07/2015 Destination 235 2 1 2 870 Australia PERTH 27/07/2015 Source 235 2 1 2 870 Australia KALGOORLIE 06/08/2015 Destination 236 2 1 2 1460 Australia PERTH 06/08/2015 Source 236 2 1 2 1460 Australia PERTH 07/08/2015 Destination 237 5 1 2 95 Australia SYDNEY 07/08/2015 Source 237 5 1 2 95 Australia DARWIN 09/08/2015 Destination 238 1 1 2 516 Australia MELBOURNE 09/08/2015 Source 238 1 1 2 516 Australia ALICE SPRINGS 14/08/2015 Destination 239 1 1 2 95 Australia PERTH 14/08/2015 Source 239 1 1 2 95 Australia DARWIN 15/08/2015 Destination 241 1 1 2 477 Australia KALGOORLIE 15/08/2015 Destination 244 1 1 2 880 Australia PERTH 15/08/2015 Destination 240 12 1 2 2740 Australia PERTH 15/08/2015 Destination 242 1 1 2 104 Australia PERTH 15/08/2015 Destination 243 1 1 2 293 Australia MELBOURNE 15/08/2015 Source 241 1 1 2 477 Australia MELBOURNE 15/08/2015 Source 242 1 1 2 104 Australia MELBOURNE 15/08/2015 Source 243 1 1 2 293 Australia PERTH 15/08/2015 Source 244 1 1 2 880 Australia SYDNEY 15/08/2015 Source 240 12 1 2 2740 Australia PERTH 17/08/2015 Destination 245 1 1 2 295 Australia NEWCASTLE 17/08/2015 Source 245 1 1 2 295 Australia PERTH 20/08/2015 Destination 246 10 1 2 2200 Australia PERTH 20/08/2015 Destination 247 1 1 2 122 Australia MELBOURNE 20/08/2015 Source 247 1 1 2 122 Australia SYDNEY 20/08/2015 Source 246 10 1 2 2200 Australia KALGOORLIE 21/08/2015 Destination 248 2 1 2 1230 Australia PERTH 21/08/2015 Source 248 2 1 2 1230 Australia KALGOORLIE 22/08/2015 Destination 249 1 1 2 650 Australia KALGOORLIE 22/08/2015 Destination 250 1 1 2 790 Australia PERTH 22/08/2015 Source 249 1 1 2 650 Australia PERTH 22/08/2015 Source 250 1 1 2 790 Australia DARWIN 24/08/2015 Destination 252 4 1 2 1801 Australia DARWIN 24/08/2015 Destination 255 1 1 2 683 Australia PERTH 24/08/2015 Destination 251 1 1 2 60 Australia PERTH 24/08/2015 Destination 253 2 1 2 81 Australia PERTH 24/08/2015 Destination 254 2 1 2 305 Australia MELBOURNE 24/08/2015 Source 252 4 1 2 1801 Australia MELBOURNE 24/08/2015 Source 253 2 1 2 81 Australia MELBOURNE 24/08/2015 Source 254 2 1 2 305 Australia NEWCASTLE 24/08/2015 Source 251 1 1 2 60 Australia PERTH 24/08/2015 Source 255 1 1 2 683 Australia BRISBANE 27/08/2015 Destination 256 1 1 2 420 Australia PERTH 27/08/2015 Destination 258 1 1 2 121 Australia PERTH 27/08/2015 Destination 259 1 1 2 145 Australia SYDNEY 27/08/2015 Destination 257 1 1 2 128 Australia MELBOURNE 27/08/2015 Source 257 1 1 2 128 Australia MELBOURNE 27/08/2015 Source 258 1 1 2 121 Australia MELBOURNE 27/08/2015 Source 259 1 1 2 145 Australia SYDNEY 27/08/2015 Source 256 1 1 2 420 Australia BRISBANE 28/08/2015 Destination 260 3 1 2 660 Australia DARWIN 28/08/2015 Destination 262 1 1 2 25 Australia KALGOORLIE 28/08/2015 Destination 263 1 1 2 275 Australia KALGOORLIE 28/08/2015 Destination 264 1 1 2 190 Australia PERTH 28/08/2015 Destination 261 1 1 2 405 Australia MELBOURNE 28/08/2015 Source 261 1 1 2 405 Australia PERTH 28/08/2015 Source 262 1 1 2 25 Australia PERTH 28/08/2015 Source 263 1 1 2 275 Australia PERTH 28/08/2015 Source 264 1 1 2 190 Australia SYDNEY 28/08/2015 Source 260 3 1 2 660 Australia PERTH 29/08/2015 Destination 265 1 1 2 640 Australia PERTH 29/08/2015 Destination 266 1 1 2 127 Australia PERTH 29/08/2015 Destination 267 1 1 2 246 Australia MELBOURNE 29/08/2015 Source 266 1 1 2 127 Australia MELBOURNE 29/08/2015 Source 267 1 1 2 246 Australia SYDNEY 29/08/2015 Source 265 1 1 2 640 Australia KALGOORLIE 30/08/2015 Destination 269 1 1 2 100 Australia KALGOORLIE 30/08/2015 Destination 270 1 1 2 660 Australia PERTH 30/08/2015 Destination 268 5 1 2 1100 Australia PERTH 30/08/2015 Source 269 1 1 2 100 Australia PERTH 30/08/2015 Source 270 1 1 2 660 Australia SYDNEY 30/08/2015 Source 268 5 1 2 1100 Australia KALGOORLIE 31/08/2015 Destination 271 1 1 2 441 Australia NEWCASTLE 31/08/2015 Source 271 1 1 2 441 Australia DARWIN 03/09/2015 Destination 272 1 1 2 129 Australia MELBOURNE 03/09/2015 Source 272 1 1 2 129 Australia BRISBANE 04/09/2015 Destination 273 1 1 2 1372 Australia MELBOURNE 04/09/2015 Source 273 1 1 2 1372 Australia KALGOORLIE 05/09/2015 Destination 276 1 1 2 120 Australia KALGOORLIE 05/09/2015 Destination 277 1 1 2 131 Australia PERTH 05/09/2015 Destination 274 4 1 2 80 Australia SYDNEY 05/09/2015 Destination 275 1 1 2 481 Australia PERTH 05/09/2015 Source 275 1 1 2 481 Australia PERTH 05/09/2015 Source 276 1 1 2 120 Australia PERTH 05/09/2015 Source 277 1 1 2 131 Australia SYDNEY 05/09/2015 Source 274 4 1 2 80 Australia KALGOORLIE 06/09/2015 Destination 279 1 1 2 290 Australia KALGOORLIE 06/09/2015 Destination 280 1 1 2 279 Australia PERTH 06/09/2015 Destination 278 1 1 2 1565 Australia MELBOURNE 06/09/2015 Source 278 1 1 2 1565 Australia PERTH 06/09/2015 Source 279 1 1 2 290 Australia PERTH 06/09/2015 Source 280 1 1 2 279 Australia KALGOORLIE 07/09/2015 Destination 282 1 1 2 730 Australia PERTH 07/09/2015 Destination 281 5 1 2 1170 Australia PERTH 07/09/2015 Source 282 1 1 2 730 Australia SYDNEY 07/09/2015 Source 281 5 1 2 1170 Australia PERTH 10/09/2015 Destination 283 1 1 2 120 Australia MELBOURNE 10/09/2015 Source 283 1 1 2 120 Australia MELBOURNE 11/09/2015 Destination 284 1 1 2 280 Australia SYDNEY 11/09/2015 Source 284 1 1 2 280 Australia PERTH 13/09/2015 Destination 285 4 1 2 880 Australia SYDNEY 13/09/2015 Source 285 4 1 2 880 Australia BRISBANE 17/09/2015 Destination 286 1 1 2 170 Australia BRISBANE 17/09/2015 Destination 287 8 1 2 3690 Australia PERTH 17/09/2015 Destination 288 1 1 2 105 Australia MELBOURNE 17/09/2015 Source 288 1 1 2 105 Australia SYDNEY 17/09/2015 Source 286 1 1 2 170 Australia SYDNEY 17/09/2015 Source 287 8 1 2 3690 Australia BRISBANE 19/09/2015 Destination 289 1 1 2 206 Australia MELBOURNE 19/09/2015 Destination 290 1 1 2 156 Australia PERTH 19/09/2015 Destination 291 4 1 2 940 Australia SYDNEY 19/09/2015 Source 289 1 1 2 206 Australia SYDNEY 19/09/2015 Source 290 1 1 2 156 Australia SYDNEY 19/09/2015 Source 291 4 1 2 940 Australia PERTH 20/09/2015 Destination 292 1 1 2 250 Australia SYDNEY 20/09/2015 Destination 293 1 1 2 180 Australia BRISBANE 20/09/2015 Source 293 1 1 2 180 Australia NEWCASTLE 20/09/2015 Source 292 1 1 2 250 Australia Dubbo 21/09/2015 Destination 294 1 1 2 310 Australia KALGOORLIE 21/09/2015 Destination 295 2 1 2 1300 Australia KALGOORLIE 21/09/2015 Destination 296 2 1 2 980 Australia PERTH 21/09/2015 Source 295 2 1 2 1300 Australia PERTH 21/09/2015 Source 296 2 1 2 980 Australia SYDNEY 21/09/2015 Source 294 1 1 2 310 Australia KALGOORLIE 24/09/2015 Destination 297 2 1 2 360 Australia KALGOORLIE 24/09/2015 Destination 298 3 1 2 25 Australia PERTH 24/09/2015 Source 297 2 1 2 360 Australia PERTH 24/09/2015 Source 298 3 1 2 25 Australia DARWIN 25/09/2015 Destination 299 1 1 2 523 Australia KALGOORLIE 25/09/2015 Destination 300 1 1 2 100 Australia MELBOURNE 25/09/2015 Source 299 1 1 2 523 Australia PERTH 25/09/2015 Source 300 1 1 2 100 Australia KALGOORLIE 26/09/2015 Destination 302 2 1 2 980 Australia PERTH 26/09/2015 Destination 301 10 1 2 2200 Australia PERTH 26/09/2015 Source 302 2 1 2 980 Australia SYDNEY 26/09/2015 Source 301 10 1 2 2200 Australia KALGOORLIE 27/09/2015 Destination 304 1 1 2 90 Australia PERTH 27/09/2015 Destination 303 2 1 2 240 Australia MELBOURNE 27/09/2015 Source 303 2 1 2 240 Australia PERTH 27/09/2015 Source 304 1 1 2 90 Australia KALGOORLIE 28/09/2015 Destination 308 1 1 2 670 Australia KALGOORLIE 28/09/2015 Destination 309 1 1 2 70 Australia KALGOORLIE 28/09/2015 Destination 310 2 1 2 950 Australia MELBOURNE 28/09/2015 Destination 305 1 1 2 101 Australia PERTH 28/09/2015 Destination 306 1 1 2 10 Australia PERTH 28/09/2015 Destination 307 13 1 2 2820 Australia NEWCASTLE 28/09/2015 Source 306 1 1 2 10 Australia PERTH 28/09/2015 Source 308 1 1 2 670 Australia PERTH 28/09/2015 Source 309 1 1 2 70 Australia PERTH 28/09/2015 Source 310 2 1 2 950 Australia SYDNEY 28/09/2015 Source 305 1 1 2 101 Australia SYDNEY 28/09/2015 Source 307 13 1 2 2820 Australia DARWIN 01/10/2015 Destination 311 1 1 2 252 Australia PERTH 01/10/2015 Destination 312 1 1 2 131 Australia MELBOURNE 01/10/2015 Source 311 1 1 2 252 Australia MELBOURNE 01/10/2015 Source 312 1 1 2 131 Australia ORANGE 02/10/2015 Destination 313 1 1 2 500 Australia PERTH 02/10/2015 Destination 314 1 1 2 379 Australia MELBOURNE 02/10/2015 Source 314 1 1 2 379 Australia SYDNEY 02/10/2015 Source 313 1 1 2 500 Australia DARWIN 03/10/2015 Destination 316 1 1 2 115 Australia PERTH 03/10/2015 Destination 315 6 1 2 1390 Australia PERTH 03/10/2015 Source 316 1 1 2 115 Australia SYDNEY 03/10/2015 Source 315 6 1 2 1390 Australia BRISBANE 04/10/2015 Destination 318 3 1 2 1530 Australia KALGOORLIE 04/10/2015 Destination 321 1 1 2 570 Australia KALGOORLIE 04/10/2015 Destination 322 2 1 2 1204 Australia PERTH 04/10/2015 Destination 317 1 1 2 190 Australia PERTH 04/10/2015 Destination 319 1 1 2 122 Australia PERTH 04/10/2015 Destination 320 2 1 2 960 Australia MELBOURNE 04/10/2015 Source 318 3 1 2 1530 Australia MELBOURNE 04/10/2015 Source 319 1 1 2 122 Australia MELBOURNE 04/10/2015 Source 320 2 1 2 960 Australia PERTH 04/10/2015 Source 321 1 1 2 570 Australia PERTH 04/10/2015 Source 322 2 1 2 1204 Australia SYDNEY 04/10/2015 Source 317 1 1 2 190 Australia DARWIN 05/10/2015 Destination 324 1 1 2 550 Australia KALGOORLIE 05/10/2015 Destination 325 1 1 2 65 Australia PERTH 05/10/2015 Destination 323 1 1 2 408 Australia MELBOURNE 05/10/2015 Source 323 1 1 2 408 Australia PERTH 05/10/2015 Source 324 1 1 2 550 Australia PERTH 05/10/2015 Source 325 1 1 2 65 Australia KALGOORLIE 08/10/2015 Destination 326 1 1 2 60 Australia PERTH 08/10/2015 Source 326 1 1 2 60 Australia DARWIN 09/10/2015 Destination 329 2 1 2 16 Australia PERTH 09/10/2015 Destination 330 4 1 2 1888 Australia SYDNEY 09/10/2015 Destination 327 1 1 2 704 Australia SYDNEY 09/10/2015 Destination 328 1 1 2 870 Australia MELBOURNE 09/10/2015 Source 327 1 1 2 704 Australia MELBOURNE 09/10/2015 Source 328 1 1 2 870 Australia MELBOURNE 09/10/2015 Source 329 2 1 2 16 Australia MELBOURNE 09/10/2015 Source 330 4 1 2 1888 Australia DARWIN 10/10/2015 Destination 332 1 1 2 199 Australia KALGOORLIE 10/10/2015 Destination 333 1 1 2 450 Australia KALGOORLIE 10/10/2015 Destination 334 1 1 2 370 Australia KALGOORLIE 10/10/2015 Destination 335 1 1 2 55 Australia PERTH 10/10/2015 Destination 331 -4 1 2 -80 Australia MELBOURNE 10/10/2015 Source 332 1 1 2 199 Australia PERTH 10/10/2015 Source 333 1 1 2 450 Australia PERTH 10/10/2015 Source 334 1 1 2 370 Australia PERTH 10/10/2015 Source 335 1 1 2 55 Australia SYDNEY 10/10/2015 Source 331 -4 1 2 -80 Australia PERTH 11/10/2015 Destination 336 3 1 2 2130 Australia SYDNEY 11/10/2015 Source 336 3 1 2 2130 Australia DARWIN 12/10/2015 Destination 337 1 1 2 237 Australia DARWIN 12/10/2015 Destination 338 1 1 2 198 Australia PERTH 12/10/2015 Destination 339 1 1 2 137 Australia MELBOURNE 12/10/2015 Source 337 1 1 2 237 Australia MELBOURNE 12/10/2015 Source 338 1 1 2 198 Australia MELBOURNE 12/10/2015 Source 339 1 1 2 137 Australia KALGOORLIE 15/10/2015 Destination 343 1 1 2 400 Australia KALGOORLIE 15/10/2015 Destination 344 1 1 2 460 Australia PERTH 15/10/2015 Destination 341 1 1 2 121 Australia PERTH 15/10/2015 Destination 342 1 1 2 159 Australia SYDNEY 15/10/2015 Destination 340 3 1 2 4464 Australia MELBOURNE 15/10/2015 Source 340 3 1 2 4464 Australia MELBOURNE 15/10/2015 Source 341 1 1 2 121 Australia MELBOURNE 15/10/2015 Source 342 1 1 2 159 Australia PERTH 15/10/2015 Source 343 1 1 2 400 Australia PERTH 15/10/2015 Source 344 1 1 2 460 Australia PERTH 16/10/2015 Destination 345 1 1 2 500 Australia SYDNEY 16/10/2015 Source 345 1 1 2 500 Australia BRISBANE 17/10/2015 Destination 346 2 1 2 1680 Australia KALGOORLIE 17/10/2015 Destination 347 1 1 2 65 Australia KALGOORLIE 17/10/2015 Destination 349 1 1 2 85 Australia KALGOORLIE 17/10/2015 Destination 350 1 1 2 110 Australia PERTH 17/10/2015 Destination 348 1 1 2 379 Australia MELBOURNE 17/10/2015 Source 347 1 1 2 65 Australia MELBOURNE 17/10/2015 Source 348 1 1 2 379 Australia PERTH 17/10/2015 Source 349 1 1 2 85 Australia PERTH 17/10/2015 Source 350 1 1 2 110 Australia SYDNEY 17/10/2015 Source 346 2 1 2 1680 Australia BRISBANE 18/10/2015 Destination 352 3 1 2 1290 Australia KALGOORLIE 18/10/2015 Destination 354 1 1 2 420 Australia KALGOORLIE 18/10/2015 Destination 355 1 1 2 607 Australia PERTH 18/10/2015 Destination 351 12 1 2 2660 Australia PERTH 18/10/2015 Destination 353 4 1 2 105 Australia MELBOURNE 18/10/2015 Source 352 3 1 2 1290 Australia MELBOURNE 18/10/2015 Source 353 4 1 2 105 Australia PERTH 18/10/2015 Source 354 1 1 2 420 Australia PERTH 18/10/2015 Source 355 1 1 2 607 Australia SYDNEY 18/10/2015 Source 351 12 1 2 2660 Australia KALGOORLIE 19/10/2015 Destination 359 2 1 2 1220 Australia PERTH 19/10/2015 Destination 356 1 1 2 120 Australia PERTH 19/10/2015 Destination 357 1 1 2 120 Australia PERTH 19/10/2015 Destination 358 1 1 2 164 Australia MELBOURNE 19/10/2015 Source 358 1 1 2 164 Australia PERTH 19/10/2015 Source 359 2 1 2 1220 Australia SYDNEY 19/10/2015 Source 356 1 1 2 120 Australia SYDNEY 19/10/2015 Source 357 1 1 2 120 Australia PERTH 22/10/2015 Destination 360 1 1 2 300 Australia PERTH 22/10/2015 Destination 361 1 1 2 286 Australia MELBOURNE 22/10/2015 Source 361 1 1 2 286 Australia SYDNEY 22/10/2015 Source 360 1 1 2 300 Australia ADELAIDE 24/10/2015 Destination 362 1 1 2 940 Australia KALGOORLIE 24/10/2015 Destination 365 1 1 2 8 Australia MELBOURNE 24/10/2015 Destination 363 1 1 2 360 Australia PERTH 24/10/2015 Destination 364 1 1 2 141 Australia MELBOURNE 24/10/2015 Source 364 1 1 2 141 Australia PERTH 24/10/2015 Source 365 1 1 2 8 Australia SYDNEY 24/10/2015 Source 362 1 1 2 940 Australia SYDNEY 24/10/2015 Source 363 1 1 2 360 Australia BRISBANE 25/10/2015 Destination 366 4 1 2 1640 Australia DARWIN 25/10/2015 Destination 369 2 1 2 1092 Australia KALGOORLIE 25/10/2015 Destination 370 1 1 2 100 Australia MELBOURNE 25/10/2015 Destination 367 1 1 2 156 Australia PERTH 25/10/2015 Destination 368 1 1 2 138 Australia MELBOURNE 25/10/2015 Source 368 1 1 2 138 Australia PERTH 25/10/2015 Source 369 2 1 2 1092 Australia PERTH 25/10/2015 Source 370 1 1 2 100 Australia SYDNEY 25/10/2015 Source 366 4 1 2 1640 Australia SYDNEY 25/10/2015 Source 367 1 1 2 156 Australia KALGOORLIE 26/10/2015 Destination 373 1 1 2 725 Australia PERTH 26/10/2015 Destination 371 1 1 2 70 Australia PERTH 26/10/2015 Destination 372 1 1 2 213 Australia MELBOURNE 26/10/2015 Source 372 1 1 2 213 Australia NEWCASTLE 26/10/2015 Source 371 1 1 2 70 Australia PERTH 26/10/2015 Source 373 1 1 2 725 Australia KALGOORLIE 29/10/2015 Destination 374 1 1 2 259 Australia PERTH 29/10/2015 Source 374 1 1 2 259 Australia BRISBANE 30/10/2015 Destination 375 6 1 2 12600 Australia SYDNEY 30/10/2015 Source 375 6 1 2 12600 Australia DARWIN 31/10/2015 Destination 377 1 1 2 77 Australia KALGOORLIE 31/10/2015 Destination 379 1 1 2 705 Australia KALGOORLIE 31/10/2015 Destination 380 1 1 2 175 Australia KALGOORLIE 31/10/2015 Destination 381 1 1 2 200 Australia PERTH 31/10/2015 Destination 376 3 1 2 18 Australia PERTH 31/10/2015 Destination 378 0 1 2 105 Australia MELBOURNE 31/10/2015 Source 377 1 1 2 77 Australia MELBOURNE 31/10/2015 Source 378 0 1 2 105 Australia PERTH 31/10/2015 Source 379 1 1 2 705 Australia PERTH 31/10/2015 Source 380 1 1 2 175 Australia PERTH 31/10/2015 Source 381 1 1 2 200 Australia SYDNEY 31/10/2015 Source 376 3 1 2 18 Australia KALGOORLIE 01/11/2015 Destination 383 1 1 2 95 Australia KALGOORLIE 01/11/2015 Destination 384 1 1 2 640 Australia PERTH 01/11/2015 Destination 382 2 1 2 290 Australia PERTH 01/11/2015 Source 383 1 1 2 95 Australia PERTH 01/11/2015 Source 384 1 1 2 640 Australia SYDNEY 01/11/2015 Source 382 2 1 2 290 Australia BRISBANE 05/11/2015 Destination 385 4 1 2 1760 Australia DARWIN 05/11/2015 Destination 386 1 1 2 294 Australia DARWIN 05/11/2015 Destination 388 1 1 2 690 Australia KALGOORLIE 05/11/2015 Destination 389 1 1 2 320 Australia KALGOORLIE 05/11/2015 Destination 390 2 1 2 1020 Australia PERTH 05/11/2015 Destination 387 1 1 2 124 Australia MELBOURNE 05/11/2015 Source 386 1 1 2 294 Australia MELBOURNE 05/11/2015 Source 387 1 1 2 124 Australia PERTH 05/11/2015 Source 388 1 1 2 690 Australia PERTH 05/11/2015 Source 389 1 1 2 320 Australia PERTH 05/11/2015 Source 390 2 1 2 1020 Australia SYDNEY 05/11/2015 Source 385 4 1 2 1760 Australia BRISBANE 06/11/2015 Destination 391 3 1 2 1610 Australia BRISBANE 06/11/2015 Destination 392 4 1 2 1582 Australia KALGOORLIE 06/11/2015 Destination 393 3 1 2 910 Australia MELBOURNE 06/11/2015 Source 391 3 1 2 1610 Australia MELBOURNE 06/11/2015 Source 392 4 1 2 1582 Australia PERTH 06/11/2015 Source 393 3 1 2 910 Australia KALGOORLIE 07/11/2015 Destination 396 2 1 2 520 Australia KALGOORLIE 07/11/2015 Destination 397 2 1 2 1370 Australia PERTH 07/11/2015 Destination 394 1 1 2 460 Australia PERTH 07/11/2015 Destination 395 1 1 2 93 Australia MELBOURNE 07/11/2015 Source 395 1 1 2 93 Australia PERTH 07/11/2015 Source 396 2 1 2 520 Australia PERTH 07/11/2015 Source 397 2 1 2 1370 Australia SYDNEY 07/11/2015 Source 394 1 1 2 460 Australia PERTH 08/11/2015 Destination 399 2 1 2 1008 Australia SYDNEY 08/11/2015 Destination 398 2 1 2 1268 Australia MELBOURNE 08/11/2015 Source 398 2 1 2 1268 Australia MELBOURNE 08/11/2015 Source 399 2 1 2 1008 Australia PERTH 09/11/2015 Destination 400 1 1 2 86 Australia MELBOURNE 09/11/2015 Source 400 1 1 2 86 Australia BRISBANE 12/11/2015 Destination 402 1 1 2 170 Australia Dubbo 12/11/2015 Destination 401 1 1 2 140 Australia KALGOORLIE 12/11/2015 Destination 404 1 1 2 205 Australia KALGOORLIE 12/11/2015 Destination 405 1 1 2 230 Australia MELBOURNE 12/11/2015 Destination 403 1 1 2 156 Australia PERTH 12/11/2015 Source 404 1 1 2 205 Australia PERTH 12/11/2015 Source 405 1 1 2 230 Australia SYDNEY 12/11/2015 Source 401 1 1 2 140 Australia SYDNEY 12/11/2015 Source 402 1 1 2 170 Australia SYDNEY 12/11/2015 Source 403 1 1 2 156 Australia SYDNEY 13/11/2015 Destination 406 1 1 2 680 Australia SYDNEY 13/11/2015 Destination 407 1 1 2 103 Australia MELBOURNE 13/11/2015 Source 406 1 1 2 680 Australia MELBOURNE 13/11/2015 Source 407 1 1 2 103 Australia KALGOORLIE 14/11/2015 Destination 409 3 1 2 1670 Australia PERTH 14/11/2015 Destination 408 11 1 2 2370 Australia PERTH 14/11/2015 Source 409 3 1 2 1670 Australia SYDNEY 14/11/2015 Source 408 11 1 2 2370 Australia DARWIN 15/11/2015 Destination 410 1 1 2 598 Australia PERTH 15/11/2015 Destination 411 1 1 2 153 Australia PERTH 15/11/2015 Destination 412 2 1 2 815 Australia PERTH 15/11/2015 Destination 413 7 1 2 4530 Australia MELBOURNE 15/11/2015 Source 410 1 1 2 598 Australia MELBOURNE 15/11/2015 Source 411 1 1 2 153 Australia MELBOURNE 15/11/2015 Source 412 2 1 2 815 Australia MELBOURNE 15/11/2015 Source 413 7 1 2 4530 Australia KALGOORLIE 16/11/2015 Destination 414 2 1 2 1045 Australia PERTH 16/11/2015 Source 414 2 1 2 1045 Australia SYDNEY 19/11/2015 Destination 415 3 1 2 1692 Australia SYDNEY 19/11/2015 Destination 416 6 1 2 1449 Australia MELBOURNE 19/11/2015 Source 415 3 1 2 1692 Australia MELBOURNE 19/11/2015 Source 416 6 1 2 1449 Australia DARWIN 20/11/2015 Destination 419 1 1 2 8 Australia NEWCASTLE 20/11/2015 Destination 417 1 1 2 250 Australia PERTH 20/11/2015 Destination 418 1 1 2 50 Australia BRISBANE 20/11/2015 Source 419 1 1 2 8 Australia SYDNEY 20/11/2015 Source 417 1 1 2 250 Australia SYDNEY 20/11/2015 Source 418 1 1 2 50 Australia KALGOORLIE 21/11/2015 Destination 420 1 1 2 680 Australia PERTH 21/11/2015 Source 420 1 1 2 680 Australia DARWIN 22/11/2015 Destination 421 1 1 2 51 Australia DARWIN 22/11/2015 Destination 422 1 1 2 466 Australia KALGOORLIE 22/11/2015 Destination 423 1 1 2 190 Australia KALGOORLIE 22/11/2015 Destination 424 1 1 2 785 Australia MELBOURNE 22/11/2015 Source 421 1 1 2 51 Australia MELBOURNE 22/11/2015 Source 422 1 1 2 466 Australia PERTH 22/11/2015 Source 423 1 1 2 190 Australia PERTH 22/11/2015 Source 424 1 1 2 785 Australia KALGOORLIE 23/11/2015 Destination 425 1 1 2 225 Australia PERTH 23/11/2015 Source 425 1 1 2 225 Australia SYDNEY 26/11/2015 Destination 426 1 1 2 761 Australia MELBOURNE 26/11/2015 Source 426 1 1 2 761 Australia MELBOURNE 27/11/2015 Destination 427 1 1 2 290 Australia PERTH 27/11/2015 Destination 428 7 1 2 1460 Australia PERTH 27/11/2015 Destination 429 1 1 2 238 Australia MELBOURNE 27/11/2015 Source 429 1 1 2 238 Australia SYDNEY 27/11/2015 Source 427 1 1 2 290 Australia SYDNEY 27/11/2015 Source 428 7 1 2 1460 Australia KALGOORLIE 28/11/2015 Destination 434 1 1 2 862 Australia KALGOORLIE 28/11/2015 Destination 435 3 1 2 546 Australia PERTH 28/11/2015 Destination 433 1 1 2 122 Australia SYDNEY 28/11/2015 Destination 430 1 1 2 78 Australia SYDNEY 28/11/2015 Destination 431 1 1 2 580 Australia SYDNEY 28/11/2015 Destination 432 2 1 2 1319 Australia MELBOURNE 28/11/2015 Source 430 1 1 2 78 Australia MELBOURNE 28/11/2015 Source 431 1 1 2 580 Australia MELBOURNE 28/11/2015 Source 432 2 1 2 1319 Australia MELBOURNE 28/11/2015 Source 433 1 1 2 122 Australia PERTH 28/11/2015 Source 434 1 1 2 862 Australia PERTH 28/11/2015 Source 435 3 1 2 546 Australia BRISBANE 29/11/2015 Destination 438 5 1 2 3120 Australia DARWIN 29/11/2015 Destination 437 1 1 2 155 Australia Dubbo 29/11/2015 Destination 436 1 1 2 150 Australia KALGOORLIE 29/11/2015 Destination 440 1 1 2 120 Australia KALGOORLIE 29/11/2015 Destination 441 1 1 2 556 Australia KALGOORLIE 29/11/2015 Destination 442 1 1 2 636 Australia PERTH 29/11/2015 Destination 439 5 1 2 3795 Australia MELBOURNE 29/11/2015 Source 437 1 1 2 155 Australia MELBOURNE 29/11/2015 Source 438 5 1 2 3120 Australia MELBOURNE 29/11/2015 Source 439 5 1 2 3795 Australia PERTH 29/11/2015 Source 440 1 1 2 120 Australia PERTH 29/11/2015 Source 441 1 1 2 556 Australia PERTH 29/11/2015 Source 442 1 1 2 636 Australia SYDNEY 29/11/2015 Source 436 1 1 2 150 Australia KALGOORLIE 03/12/2015 Destination 445 1 1 2 90 Australia PERTH 03/12/2015 Destination 443 1 1 2 109 Australia PERTH 03/12/2015 Destination 444 1 1 2 255 Australia MELBOURNE 03/12/2015 Source 443 1 1 2 109 Australia MELBOURNE 03/12/2015 Source 444 1 1 2 255 Australia PERTH 03/12/2015 Source 445 1 1 2 90 Australia ADELAIDE 04/12/2015 Destination 446 1 1 2 280 Australia KALGOORLIE 04/12/2015 Destination 449 1 1 2 160 Australia PERTH 04/12/2015 Destination 448 1 1 2 121 Australia SYDNEY 04/12/2015 Destination 447 2 1 2 703 Australia MELBOURNE 04/12/2015 Source 447 2 1 2 703 Australia MELBOURNE 04/12/2015 Source 448 1 1 2 121 Australia PERTH 04/12/2015 Source 449 1 1 2 160 Australia SYDNEY 04/12/2015 Source 446 1 1 2 280 Australia BRISBANE 05/12/2015 Destination 450 6 1 2 1925 Australia DARWIN 05/12/2015 Destination 452 1 1 2 400 Australia DARWIN 05/12/2015 Destination 454 22 1 2 315 Australia KALGOORLIE 05/12/2015 Destination 455 1 1 2 66 Australia PERTH 05/12/2015 Destination 451 6 1 2 1345 Australia PERTH 05/12/2015 Destination 453 3 1 2 557 Australia MELBOURNE 05/12/2015 Source 452 1 1 2 400 Australia MELBOURNE 05/12/2015 Source 453 3 1 2 557 Australia PERTH 05/12/2015 Source 454 22 1 2 315 Australia PERTH 05/12/2015 Source 455 1 1 2 66 Australia SYDNEY 05/12/2015 Source 450 6 1 2 1925 Australia SYDNEY 05/12/2015 Source 451 6 1 2 1345 Australia KALGOORLIE 06/12/2015 Destination 456 1 1 2 365 Australia KALGOORLIE 06/12/2015 Destination 457 1 1 2 160 Australia KALGOORLIE 06/12/2015 Destination 458 1 1 2 695 Australia PERTH 06/12/2015 Source 456 1 1 2 365 Australia PERTH 06/12/2015 Source 457 1 1 2 160 Australia PERTH 06/12/2015 Source 458 1 1 2 695 Australia ADELAIDE 10/12/2015 Destination 459 1 1 2 350 Australia DARWIN 10/12/2015 Destination 460 2 1 2 1274 Australia KALGOORLIE 10/12/2015 Destination 466 1 1 2 905 Australia PERTH 10/12/2015 Destination 461 1 1 2 95 Australia PERTH 10/12/2015 Destination 462 1 1 2 162 Australia PERTH 10/12/2015 Destination 463 1 1 2 174 Australia PERTH 10/12/2015 Destination 464 3 1 2 180 Australia PERTH 10/12/2015 Destination 465 4 1 2 248 Australia MELBOURNE 10/12/2015 Source 460 2 1 2 1274 Australia MELBOURNE 10/12/2015 Source 461 1 1 2 95 Australia MELBOURNE 10/12/2015 Source 462 1 1 2 162 Australia MELBOURNE 10/12/2015 Source 463 1 1 2 174 Australia MELBOURNE 10/12/2015 Source 464 3 1 2 180 Australia MELBOURNE 10/12/2015 Source 465 4 1 2 248 Australia PERTH 10/12/2015 Source 466 1 1 2 905 Australia SYDNEY 10/12/2015 Source 459 1 1 2 350 Australia KALGOORLIE 11/12/2015 Destination 467 1 1 2 230 Australia PERTH 11/12/2015 Source 467 1 1 2 230 Australia BRISBANE 12/12/2015 Destination 468 5 1 2 2860 Australia KALGOORLIE 12/12/2015 Destination 469 1 1 2 430 Australia PERTH 12/12/2015 Source 469 1 1 2 430 Australia SYDNEY 12/12/2015 Source 468 5 1 2 2860 Australia ADELAIDE 13/12/2015 Destination 470 1 1 2 940 Australia KALGOORLIE 13/12/2015 Destination 471 2 1 2 1380 Australia PERTH 13/12/2015 Source 471 2 1 2 1380 Australia SYDNEY 13/12/2015 Source 470 1 1 2 940 Australia DARWIN 17/12/2015 Destination 472 2 1 2 1390 Australia PERTH 17/12/2015 Source 472 2 1 2 1390 Australia KALGOORLIE 18/12/2015 Destination 476 2 1 2 1360 Australia PERTH 18/12/2015 Destination 473 1 1 2 400 Australia PERTH 18/12/2015 Destination 474 12 1 2 2460 Australia PERTH 18/12/2015 Destination 475 2 1 2 134 Australia MELBOURNE 18/12/2015 Source 475 2 1 2 134 Australia PERTH 18/12/2015 Source 476 2 1 2 1360 Australia SYDNEY 18/12/2015 Source 473 1 1 2 400 Australia SYDNEY 18/12/2015 Source 474 12 1 2 2460 Australia DARWIN 19/12/2015 Destination 478 1 1 2 137 Australia KALGOORLIE 19/12/2015 Destination 479 1 1 2 500 Australia MELBOURNE 19/12/2015 Destination 477 1 1 2 250 Australia PERTH 19/12/2015 Source 478 1 1 2 137 Australia PERTH 19/12/2015 Source 479 1 1 2 500 Australia SYDNEY 19/12/2015 Source 477 1 1 2 250 Australia KALGOORLIE 20/12/2015 Destination 481 1 1 2 430 Australia KALGOORLIE 20/12/2015 Destination 482 2 1 2 420 Australia ORANGE 20/12/2015 Destination 480 1 1 2 370 Australia PERTH 20/12/2015 Source 481 1 1 2 430 Australia PERTH 20/12/2015 Source 482 2 1 2 420 Australia SYDNEY 20/12/2015 Source 480 1 1 2 370 Australia PERTH 24/12/2015 Destination 483 1 1 2 360 Australia PERTH 24/12/2015 Destination 484 1 1 2 105 Australia PERTH 24/12/2015 Destination 485 1 1 2 131 Australia PERTH 24/12/2015 Destination 486 5 1 2 216 Australia MELBOURNE 24/12/2015 Source 484 1 1 2 105 Australia MELBOURNE 24/12/2015 Source 485 1 1 2 131 Australia MELBOURNE 24/12/2015 Source 486 5 1 2 216 Australia SYDNEY 24/12/2015 Source 483 1 1 2 360 Australia DARWIN 25/12/2015 Destination 487 1 1 2 80 Australia KALGOORLIE 25/12/2015 Destination 488 0 1 2 210 Australia KALGOORLIE 25/12/2015 Destination 489 0 1 2 670 Australia KALGOORLIE 25/12/2015 Destination 490 1 1 2 55 Australia PERTH 25/12/2015 Source 487 1 1 2 80 Australia PERTH 25/12/2015 Source 488 0 1 2 210 Australia PERTH 25/12/2015 Source 489 0 1 2 670 Australia PERTH 25/12/2015 Source 490 1 1 2 55 Australia KALGOORLIE 26/12/2015 Destination 493 1 1 2 830 Australia KALGOORLIE 26/12/2015 Destination 494 2 1 2 1140 Australia KALGOORLIE 26/12/2015 Destination 495 2 1 2 480 Australia PERTH 26/12/2015 Destination 491 12 1 2 2460 Australia PERTH 26/12/2015 Destination 492 1 1 2 258 Australia MELBOURNE 26/12/2015 Source 492 1 1 2 258 Australia PERTH 26/12/2015 Source 493 1 1 2 830 Australia PERTH 26/12/2015 Source 494 2 1 2 1140 Australia PERTH 26/12/2015 Source 495 2 1 2 480 Australia SYDNEY 26/12/2015 Source 491 12 1 2 2460 Australia ADELAIDE 27/12/2015 Destination 496 1 1 2 940 Australia PERTH 27/12/2015 Destination 497 1 1 2 131 Australia MELBOURNE 27/12/2015 Source 497 1 1 2 131 Australia SYDNEY 27/12/2015 Source 496 1 1 2 940 Australia KALGOORLIE 28/12/2015 Destination 498 1 1 2 445 Australia PERTH 28/12/2015 Source 498 1 1 2 445 Australia KALGOORLIE 31/12/2015 Destination 500 2 1 2 320 Australia PERTH 31/12/2015 Destination 499 0 1 2 120 Australia MELBOURNE 31/12/2015 Source 499 0 1 2 120 Australia PERTH 31/12/2015 Source 500 2 1 2 320 Australia MELBOURNE 01/01/2016 Destination 501 1 1 2 141 Australia PERTH 01/01/2016 Destination 502 1 1 2 223 Australia MELBOURNE 01/01/2016 Source 502 1 1 2 223 Australia SYDNEY 01/01/2016 Source 501 1 1 2 141 Australia PERTH 03/01/2016 Destination 503 9 1 2 1830 Australia SYDNEY 03/01/2016 Source 503 9 1 2 1830 Australia DARWIN 04/01/2016 Destination 505 1 1 2 527 Australia KALGOORLIE 04/01/2016 Destination 507 2 1 2 1000 Australia PERTH 04/01/2016 Destination 504 0 1 2 250 Australia PERTH 04/01/2016 Destination 506 1 1 2 235 Australia MELBOURNE 04/01/2016 Source 505 1 1 2 527 Australia MELBOURNE 04/01/2016 Source 506 1 1 2 235 Australia NEWCASTLE 04/01/2016 Source 504 0 1 2 250 Australia PERTH 04/01/2016 Source 507 2 1 2 1000 Australia KALGOORLIE 07/01/2016 Destination 510 2 1 2 1040 Australia PERTH 07/01/2016 Destination 508 1 1 2 400 Australia PERTH 07/01/2016 Destination 509 1 1 2 156 Australia MELBOURNE 07/01/2016 Source 509 1 1 2 156 Australia PERTH 07/01/2016 Source 510 2 1 2 1040 Australia SYDNEY 07/01/2016 Source 508 1 1 2 400 Australia ADELAIDE 08/01/2016 Destination 511 2 1 2 400 Australia KALGOORLIE 08/01/2016 Destination 512 1 1 2 480 Australia KALGOORLIE 08/01/2016 Destination 513 1 1 2 60 Australia PERTH 08/01/2016 Source 512 1 1 2 480 Australia PERTH 08/01/2016 Source 513 1 1 2 60 Australia SYDNEY 08/01/2016 Source 511 2 1 2 400 Australia KALGOORLIE 10/01/2016 Destination 517 1 1 2 135 Australia MELBOURNE 10/01/2016 Destination 514 1 1 2 200 Australia MELBOURNE 10/01/2016 Destination 515 2 1 2 600 Australia PERTH 10/01/2016 Destination 516 1 1 2 72 Australia NEWCASTLE 10/01/2016 Source 516 1 1 2 72 Australia PERTH 10/01/2016 Source 517 1 1 2 135 Australia SYDNEY 10/01/2016 Source 514 1 1 2 200 Australia SYDNEY 10/01/2016 Source 515 2 1 2 600 Australia PERTH 11/01/2016 Destination 518 1 1 2 450 Australia MELBOURNE 11/01/2016 Source 518 1 1 2 450 - 2. Open the workbook and navigate to the Map worksheet.
- 3. Select Transit Data in the Data pane and double-click on City, then change City from Detail to Text in the Marks card.
- 4. In the following screenshot, note that the cities Mackay and Brisbane are the only cities that display. This issue depends on your country setting, but the following is an example of an issue that may be encountered. If you see it, click on 14 unknown.
- 5. Select Edit Locations...:
- 6. Change Country/Region to Fixed | Australia:
Australia is now displayed on the map:
- 3. Select Transit Data in the Data pane and double-click on City,
- 7. Navigate to the Miles worksheet and place the Trip ID and City fields on the Rows shelf, and Latitude (generated) and Longitude (generated) on the Text shelf, as seen in the following screenshot:
Your screen should look like the preceding screenshot. Note that the crosstab is pretty cluttered[ˈklʌtərd]使凌乱,胡乱地填满. Ideally, Latitude and Longitude should display in separate columns. Unfortunately, we can't do this with the generated latitude and longitude because, although they are listed under the Measures portion of the Data pane, Tableau doesn't treat them as measures. In order to complete the exercise, we will need to be able to access the Latitude and Longitude coordinates from a separate data source. - 8. To do this, begin by clicking on the Map worksheet tab.
- 9. Right-click on the visualization and select View Data.Copy all the data in the Summary tab of the resulting dialog box, by selecting every cell and clicking Copy(Ctrl + A and then Ctrl + C).
- 10. Close the dialog box and press Ctrl + V (Command + V for Mac) to create a new dataset in Tableau. Rename the resulting dataset (now called Clipboard_[timestamp] : ) to Lat Long编辑. Also name the worksheet Lat Long.
- 9. Right-click on the visualization and select View Data.
- 11. In the Lat Long worksheet, rename Latitude (generated) and Longitude (generated) to Lat and Long.
- 12. Return to the Miles worksheet and, within the Transit Data data source, create two calculated fields:
- one called LAT, containing the code
AVG([Lat Long].[Lat]) - and one called LONG, containing the code
AVG([Lat Long].[Long])
- one called LAT, containing the code
13. Remove Latitude (generated) and Longitude (generated) from Text on the Marks card.
14. Place Measure Names on
the Columns shelf
and the Filter shelf and select Lat and Long.
- Also, place Measure Values on the Text shelf. Now, we have the ability to treat latitude and longitude as true measures
VS - 15. Create two more calculated fields: one called Lookup Lat, containing the code
LOOKUP( [LAT], -1 ), and on e called Lookup Long, containing the codeLOOKUP( [LONG], -1 ) . Place the two newly created calculated fields on the Measure Values shelf by double click. - 16. Create a calculated field named Great Circle Distance Formula with the following code:
The great circle formula is given as follows:
distance : from Poi nt A1(a,x) to Point A2(b,y)https://www.geeksforgeeks.org/great-circle-distance-formula/#:~:text=Given%20that%20the%20radius%20of%20a%20sphere%20is%2010%20km,%2B%20sin%20a%20sin%20b%5D.
where,
r depicts the earth’s radius,
a and b depict the latitude
while the longitudes are depicted by x and y.
Great Circle Distance Formula
//distance: from point(Lookup(lat,long)) to point(lat,long) 3959 * ACOS(SIN( RADIANS([LAT]) ) * SIN( RADIANS([Lookup Lat]) ) +COS( RADIANS([LAT]) ) * COS( RADIANS([Lookup Lat]) ) *COS( RADIANS([Lookup Long]) - RADIANS([LONG]) ) )
For kilometers, change 3959 to 6378. This number represents the radius of the Earth and it needs to be updated from miles to kilometers. - 17. Place the newly created calculated field Great Circle Distance Formula on the Measure Values shelf.
- 18. Change the calculation for Great Circle Distance Formula so that it computes using City by clicking on the field itself and selecting Compute Using | City.
- 19. Adjust the following calculations accordingly:
Name Code Lookup Lat IFNULL( LOOKUP([LAT], -1), LOOKUP([LAT],1) ) Lookup Long IFNULL( LOOKUP( [LONG], -1 ), LOOKUP([LONG],1) ) - 20. Select the Map worksheet and set the Marks type to Line.
- 21. Place Trip ID on the Detail shelf.
- 22. change City from Text to Detail.
- 23. Place the Great Circle Distance Formula field on the Tooltip shelf. Double-
check that it is still set to Compute Using: City: - 24. Create two more calculated fields, one called Source City, containing the following code:
{FIXED [Trip ID]:MIN( IF [Dest/Orig]='Source'THEN [City]END) }
The second calculated field should be called Destination City and contain the following code:{ FIXED [Trip ID]:MIN( IF [Dest/Orig]='Destination'THEN 'City'END) } [Trip ID] is partitioned - 25. Use the newly created calculated fields to format as desired. In particular, notice that in the following screenshot, Source City is on the Colour shelf and Destination City is used on the Tooltip shelf: Each color in the viz represents a starting city
To sum up what we have done here,
- initially we added a dataset to Tableau.
- We then needed to copy the latitudes and l ongitudes per city out of the workbook in order to create a second data source , which we then used as a blend (
AVG([Lat Long].[Lat])) to look up latitude and longitude values. - With the help of LOD calculations, we could identify the source and destination cities
- and lastly, we were able to measure the distance between cities by using the so-called great circle formula.
- Each color in the viz represents a starting city; for example, all blue lines measure distances from Perth to other cities.
- By hovering over a line, the source and destination city, as well as the distance measured in miles (or kilometers), will show.
If you wanted to analyze shipment routes or any other distances between two points, you now know exactly how to visualize this kind of data in Tableau. Another, similar viz can be seen at the following address, which is definitely worth checking out (try to replicate it!): Compare US flight delays by airline and destination: Big Data Analysis
In the next section, we will discuss Tableau's map and polygon functionalities.
Creating custom polygons
Geographic areas for which Tableau natively provides polygons include worldwide airport codes, cities, countries, regions, territories, states, provinces, and some postcodes and second-level administrative districts (county-equivalents)二级行政区(相当于县): U.S. area codes, Core-Based Statistical Areas (CBSA)基于核心的统计区域, Metropolitan Statistical Areas (MSA), congressional districts国会选区, and ZIP codes. This means, for example, that a filled map can easily be created for the countries of the world. Simply copy a list of the world's countries (Ctrl + C) and paste that list into Tableau by pressing Ctrl + V while your mouse is located on an empty worksheet in Tableau Desktop. A new data source will be added at the top right under Data. Next, set the View type in Tableau to Filled Map and place the country list on the Detail shelf. Tableau will automatically draw polygons for each of those data points:
Filled maps (also called choropleth maps地区分布图 ; 面量图) fill areas such as countries, states, counties, or ZIP codes to show a locationhttps://blog.csdn.net/Linli522362242/article/details/122932763
There are some geographic types for which Tableau will not automatically provide polygons. These include telephone area codes. For these geographic types, Tableau will draw a symbol map but not a filled map, like so:
Even though the filled map Marks type is chosen, Tableau is not able to fill the map because the outlines of those areas are unknown to Tableau. Furthermore, special mapping needs may arise that require polygons to be drawn for areas that are not typically included on maps. For example, an organization may define sales regions that don't follow usual map boundaries. Or, a Tableau author may import an image of a basketball court or football pitch into Tableau and draw polygons to represent particular parts of the playing area. An alternative, which we discussed in more detail in https://blog.csdn.net/Linli522362242/article/details/124786459, Beyond the Basic Chart Types, could be mapping bookshelves in a store.
Density maps:https://blog.csdn.net/Linli522362242/article/details/122932763
Mapping techniques : https://blog.csdn.net/Linli522362242/article/details/123970001
- Supplementing the standard in geographic data
- Manually assigning geographic locations
- Creating custom territories
- Field-defined custom territories Zip Code
Leveraging spatial objects
Some final map tips
But other than drawing polygons yourself, there are also file types that support drawing polygons. One of those file types is .shp (Spatial files). In the next exercise, we will make use of such a file and create polygons for Texas.
Polygons for Texas
We got to know polygons in https://blog.csdn.net/Linli522362242/article/details/124786459, Beyond the Basic Chart Types, already. We even drew them ourselves. But other than drawing polygons, in some cases, Tableau can create them. For example, Tableau natively provides polygons for several shape files. In the next exercise, we will use a .shp file to show the population of Texas as polygons on a map of Texas:
- 1. Open the Texas Department of Transportation page: https://gis-txdot.opendata.arcgis.com/datasets/txdot-city-boundaries/explore?location=31.002475%2C-100.168292%2C6.75
- 2. Use the Download dropdown and download Shapefile: In your download directory, you should find multiple files: OR
If you were to open a .shp file in a text editor, you would see the following: - 3. Luckily, Tableau has native capabilities to read .shp files. In the workbook associated with this chapter, navigate to the Texas_Cities_Limits worksheet and select Data | New Data Source | Spatial File.
- 4. Navigate to your download directory or the path where you saved the Texas shape files and select the .shp file:
- 5. In the next screenshot, you can see how Ta bleau was able to read the .shp file and how it created an additional field called Geometry that indicates that we are looking at polygons and multipolygons in this file:
- 6. Open the Texas_Cities_Limits worksheet and drag Geometry onto the empty canvas:
- 7. And look at that! Tableau created polygons around areas in Texas right away:
Note I need to rename it with the name of Texas_Cities_Limits
COLLECT(spatial) : An aggregate calculation that combines the values in the argument field. Null values are ignored.
Note: The COLLECT function can only be used with spatial field : COLLECT(Geometry) - 8. Feel free to adjust the formatting via Map | Background Maps | Dark.
- 9. Put the City Nm field on Detail and Pop2010 on Colour in the Marks card. (The color used in Figure 9.17 is Temperature Diverging.)
- 10. Your dashboard should look as follows: ==>rename it to Texas_Cities_Limits
You can see that we have a nice dark map now with polygons on top. The polygons define the area per city name (using the field City Nm) as published by the government of Texas. By placing the measure of the population in 2010 (using the field Pop2010) on the Colour shelf, we can also see that the areas with red polygons had the highest number of inhabitants居民 in 2010 and dark green the least.
You might not like the polygons or maybe you are wondering if a spatial file like a .shp will only allow you to use polygons. Luckily, the answer is we can change the map, no matter whether it's a spatial file or not. I really like heatmaps to display geographical density地理密度, so let's use them in the next section.
Heatmaps
I want to share a feature with you that was part of an earlier Tableau release and has proven to be very useful when working with geographical data. It is the mark type Density with which you can create heatmaps. This new feature is not limited to maps; you can also use it for any other type of chart. However, it is most efficient for dense data where patterns cannot be spotted被发现 easily.
The following steps will illustrate an example of creating a heatmap:
- 1. Open the Texas_Cities_Limits tab in the workbook related to this chapter.
- 2. Duplicate the worksheet, and call it Texas_Cities_Limits (2).
- 3. Set the Marks card type to Density:
==> - 4. Click on Colour in the Marks card and select any color you like. I chose Density Gold Dark.
The Intensity slider allows you to determine how intense强度 the marks should be drawn based on concentrations浓度,集中,聚集. - 5. Decrease Size in the Marks card by dragging the slider to the left. Drag until you like the size of the circles on your map:
Heatmaps can show you a spatial concentration and are perfect for very dense datasets. In the preceding figure, you can see that we lost the surroundings of the city, the polygon structure; however, we can still see the densely populated areas人口稠密的地区 and now every city has the same size, making it easier to compare smaller with bigger geographic locations. And we were able to prove that a spatial file does not need to be used with polygons.
In the Tableau 2020.4 release, another feature was added: map layers. What it is and what it is used for will be described in the next section.
Dual axes and layering maps
You might recall that on many different occasions throughout the previous chapters, we used dual axes. A dual axes visualization can also be achieved with maps, and, even better, since the Tableau 2020.4 release, maps can be layered地图可以分层. We simply put another layer with the same structure (which in this case is a map), and per layer, we can display different data.
We will look at two exercises, the first one being about the use of dual axes and the second one will include map layers.
Using dual axes
Let's get started:
- 1. First, we need a dataset. I simply created one in Excel myself; feel free to create your own, copy what you see in the following screenshot, or download the file from this book's GitHub repository (https://github.com/PacktPublishing/Mastering-Tableau-2021/raw/main/Chapter%2009/Freight.xlsx). Name the file freight and
- 2. Connect the new dataset to Tableau and open a new worksheet called Dual-axis map.
- 3. Double-click on Origin Country and the following map will appear:
- 4. Change the Mark card type to a filled map and drag Goods onto the Colour shelf:
- 5. Click on Longitude in the Columns shelf, press Ctrl (or Command on Mac), and simultaneously move the field to its right. You should have copied a second copy of the Longitude field to the Columns shelf:
- 6. You can also see that the Marks card maintains two layers now, plus an additional All layer, just like dual axes on a bar chart
- 7. On the bottom layer, replace Goods with Origin on the Colour shelf
then
drag the City to the detail shelf
or replace Origin with City on the Colour shelfand see how the second map now shows colored dots representing cities:
Create Custom Color Palettes :
C:\Users\liqin\OneDrive\Documents\My Tableau Repository
Color Names — HTML Color Codes<?xml version='1.0'?><workbook><preferences><color-palette name="my color" type="regular" > <color name="White">#FFFFFF</color><color name="Very Light Gray">#DCDCDC</color> <color name="Gray">#808080</color><color name="Brown">#A52A2A</color><color name="Black">#000000</color><color name="Red">#FF0000</color><color name="Light Orange">#FFA07A</color><color name="IndianRed">#CD5C5C</color><color name="Green">#00FF00</color><color name="Very Light Yellow">#FAFAD2</color><color name="Beige">#FFDAB9</color><color name="Yellow">#FFD700</color><color name="Blue">#0000FF</color><color name="Very Light Blue">#E6E6FA</color><color name="Light Purple">#D8BFD8</color><color name="Violet">#EE82EE</color><color name="Purple">#800080</color><color name="Pink">#FF69B4</color><color name="Orange">#FFA500</color><color name="Tomato">#FF6347</color></color-palette></preferences> </workbook> - 8. Click on the right Longitude field in the Columns shelf and select Dual Axis.
You created your first layered map! Each country's color represents the types of goods they ship. The dots indicate the cities for train, ship, plane, or truck transport:
After completing the first basic exercise, we will move on to a more complex one, using the newer map layering functionality.
Adding map layers
We want to visualize the transport routes with a line from the start to the destination city. We also want to show the time to delivery as well as the weight of the shipment. We will continue using the freight[freɪt]货运列车 dataset from before; we just need to do some adjustments:
- 1. The freight dataset does not have longitudes or latitudes, which are crucial for some of Tableau's spatial calculated fields, like MAKEPOINT, which we will need later on. Open Google Maps and type in a city from the dataset, for example, Lisbon. In the URL, you will be able to find the longitude and latitude:https://www.google.com/maps/place/Lisbon,+Portugal/@38.7436057,-9.2302427,12z/data=!3m1!4b1!4m5!3m4!1s0xd19331a61e4f33b:0x400ebbde49036d0!8m2!3d38.7222524!4d-9.1393366
- 2. Copy them and add them to a separate Excel sheet, as shown in the following screenshot, and call it latlong:
- 3. We needed to use a new Excel sheet because we have to create a spatial field for destinations as well as the origin. Since some cities are an origin as well as a destination, we will create 2 inner joins; both times the initial freight Excel sheet will connect to the recently created latlong Excel sheet:
- 4. The only difference will be that the first join is made on Origin and City and the second on Destination and City. Rename the latlong data sources by double-clicking on the name, to avoid confusion:
rename fieldname - 5. Open a new worksheet and name it 4-layer map . Create a calculated field called Line, with the following code:
MAKELINE( MAKEPOINT( [Lat (Origin)], [Long (Origin)] ),MAKEPOINT( [Lat (Destination)], [Long (Destination)] )) - 6. The Tableau description shows that to make a point based on a spatial location, Tableau needs the longitude and latitude, or coordinates.
- MakePoint(latitude, longitude)
Converts data from latitude and longitude columns into spatial objects. - MakePoint(coordinatesX, coordinatesY, SRID)
Converts data from projected geographic coordinates into spatial objects将投影地理坐标中的数据转换为空间对象. SRID is a Spatial Reference Identifier that uses ESPG reference system codes to specify coordinate systems. If SRID is not specified, WGS84 is assumed and parameters are treated as latitude/longitude in degrees. This function can only be created with a live connection and will continue to work when a data source is converted to an extract.
- MakePoint(latitude, longitude)
- 7. Create another calculated field called Days to delivery, with the following code:
[Delivered]-[Ordered] - 8. Double-click on City from the Origin file and a map will appear, but you will encounter 12 unknown. Click on the error and then Edit Locations…:
- 9. You will see that Tableau uses United Kingdom (might be different for you) as a default country to find every city, but Tableau is unsuccessful because we have cities all over Europe in our dataset. Instead of a Fixed location, use the From field option and select Origin Country. Now this field will be used as a country per city in our dataset:
- 10. Tableau automatically adds Origin Country to the view on the Detail shelf and displays the cities correctly now. You can also achieve the previous step by placing Origin Country on the Detail shelf directly:
- 11. Since one of our goals is to draw lines between the Origin and Destination cities, it only makes sense to also add Destination, correct? Double-click on City from Destination file to add it to the visualization.
- 12. We now have all Origin and Destination cities in our view, but we won't be able to distinguish between them because they are all on the same layer. Therefore, remove City (Destination) from detail shelf and then drag the City (Destination) field to the upper-left corner of your view, until the Add a Marks Layer sign appears:
- 13. You will now see that the Marks card shows two layers:
- 14. Change the City (Destination) from color to detail, add Destination Country to detail shelf
- 15. Add another layer (Drag Line to the upper-left corner of your view, until the Add a Marks Layer sign appears), this operation will add Line to Detail shelf as well, and Convert Days to Delivery to dicrete and dimension and then add Days to Delivery to Colour and convert to . Name this layer Line and select the Automatic type from the Marks card dropdown:
- 16. Add another layer called Destination Country, and change Destination Country from color to Detail and add Weight to Color shelf:
- 17.Sort the layers in the following order: Line, City, City (Destination), Destination Country. Your worksheet should now look as follows:
- 19. In order to make the viz a bit easier to interpret, put Origin on the Filters shelf and select only a few origins of your choosing.
- 20. And to distinguish the Origin from the Destination, open the City and City (Destination) map layers and change City and City (Destination) respectively from Detail to Shape. Select one shape for the Origin and another for the Destination, for example, filled Star for Origin and Circle for Destination. You can also give the shapes color by clicking on the Colour shelf:
Now, let's look at what we have created. We can see that
- goods are being transported from every star to a circle city.
- Both cities are connected by a yellow-to-red range colored line.
- More yellow-toned means that the delivery was fast,
- more red-toned means that the delivery took longer.
- The destination country is colored in a [ˈtɜːrkwɔɪz]蓝绿色turquoise-to-dark blue color range. The darker the color, the more weight has been transported there.
- We can easily spot that Italy received the heaviest transport, coming from Istanbul and being delivered within 6 days.
The slowest delivery was from Warsaw to Budapest, which took 26 days.
I hope that this exercise showed you the benefits of layered maps. Each layer allows you to use Colour, Shape, Size, Label, and other Marks in its unique way, opening new paths for your analysis. But if this is not enough, in the next section we will go even further and use external technology for maps in Tableau.
Extending Tableau mapping with other technology
Next, we will consider how to extend Tableau's mapping capabilities with other tools. Tableau developers were careful to create a mapping interface that is readily extensible. Some areas of this extensibility, such as connecting to a Web Map Service (WMS) server, are available directly from the interface.
Using custom maps with a Web Map Service
The easiest way to bring a custom map into Tableau is directly from Desktop. We need a properly formatted URL that points to a WMS server. Tableau Desktop can connect to any WMS server that supports the WMS 1.0.0, 1.1.0, or 1.1.1 standards.
A good place to find a list of such URLs is https://directory.spatineo.com/, which provides information for a ton of different mapping services.
The following exercise was inspired by Jeffrey A. Shaffer's article Building weather radar in Tableau in under 1 minute, which can be accessed here: https://www.dataplusscience.com/TableauWeatherRadar.html. However, we will include a
different map and our source is the NASA earth observation data (https://neo.gsfc.nasa.gov/). In this exercise, we will see that by plotting additional data—in the form of background images—underneath your dataset, you will be able to make better decisions for your business. For example, if your sales figures销售数据 are dependent on good (or bad) weather or your production is at risk of close-by wildfires面临附近[ˈwaɪldfaɪər]野火的风险, you will be able to see this all in one Tableau dashboard:
- 1. Open the workbook associated with this chapter and navigate to the WMS Server worksheet via the desktop.
- 2. Select the Superstore data source.
- 3. Place State on the Detail shelf.
- 4. Copy the URL: https://neo.gsfc.nasa.gov/wms/wms, then in Tableau, navigate to Map | Background Maps | Add WMS Map. Paste the URL and click OK:
- 5. In the Marks card, set the view type to Map.
- 6. Click on the Colour shelf to turn on Border, set the color to white, and set Opacity to 0%:
- 7. You can now see the active fires from the last month. But, by clicking on Map | Backgraound Layers, more options will appear. Take a look at the left-hand side on your screen and select any other info domain you are interested in; how about Average Land Surface Temperature? AVERAGE LAND SURFACE TEMPERATURE [DAY] (1 MONTH)https://neo.gsfc.nasa.gov/view.php?datasetId=MOD_LSTD_CLIM_M&date=2001-12-01
The colors on these maps represent temperature patterns of the top millimeter (or “skin”) of the land surface — including bare land, snow or ice cover, urban[ˈɜːrbən] areas城市地区, and cropland[ˈkrɑːpˌlænd]农田 or forest canopy[ˈkænəpi]森林树冠 — as observed by MODIS in clear-sky conditions晴空条件下 for the time period indicated. Yellow shows the warmest temperatures (up to 45°C) and light blue shows the coldest temperatures (down to -25°C). Black means “no data.”
Or Cloud Fraction (don't forget to first deselect a map before you select a new one):
Cloud fraction is the portion of each pixel that is covered by clouds. Colors range from blue (no clouds) to white (totally cloudy完全多云). From month to month, a band of clouds girdles围绕,束腰带 the equator赤道.
CLOUD FRACTION (1 MONTH - TERRA/MODIS)
This feature will give you endless ways to analyze data related to geographic locations. Let's say you own an online store. You could check if the sale of specific products is higher in specific areas, for example, umbrellas in rainy areas and sun protection in hotter regions. You can then continue to analyze if the market is already satisfied or if it makes sense to invest in marketing for those regions. Or maybe you want to move stock to regions where more sales are expected due to a weather change. Feel free to share your findings on Tableau Public and make sure to use the tag #MasteringTableau
Before we proceed, here's a note on tiling and zooming平铺和缩放. Since high-resolution maps may be many gigabytes, it's impractical to require you to download an entire map in order to zoom in on one small area. Tiles solve this problem by enabling multiple zoom levels. A zoom level of 0 results in a single tile图块 (often a 256 x 256-pixel PNG image) that displays the entire map. As the zoom levels increase随着缩放级别的增加, the number of map tiles increases exponentially. Also, a proportionally smaller section of the map displays; that is, as the zoom level increases, the area of the entire map that displays decreases显示区域会减少 and the total number of tiles required to fill the display remains constant. This helps control the amount of data downloaded at any given time.
Exploring Mapbox
Mapbox provides custom maps and integrates natively with Tableau. To learn how to build your own custom maps, you can check out their website here: https://www.mapbox.com/ . Starting with Tableau 2019.3, multiple Mapbox styles are even available by default:
Next to that, Mapbox itself provides an extended mapping service with an accompanying web application that enables users to customize maps. This customizability encompasses fonts, colors, background images, and more. Mapbox provides basic services free of charge but, of course, more maps and greater bandwidth needs will require an upgrade with an accompanying fee.
This exercise will show you how to connect to Mapbox:
- 1. Navigate to https://www.mapbox.com/ and create an account.
- 2. After completing the signup and logging into Mapbox, click on the Studio link:
- 3. Click New Style and start creating a map. I chose Monochrome | Dark | Customize Monochrome.
- 4. The Mapbox editor should open. Adjust the map based on your needs:
- 5. Click Share (top-right corner) once you are done. Select Third Party | Tableau and copy the URL: https://api.mapbox.com/styles/v1/liqinglin54951/cl3lwctm2001115qfuxlzyu0n.html?title=true&access_token=pk.eyJ1IjoibGlxaW5nbGluNTQ5NTEiLCJhIjoiY2wzbHZ4Y2h2MGRpYjNmbDQ0b2JtMmprYSJ9.ocmdamhUW6JAxqVecin1Aw#9.0/37.780000/-122.424100/0
- 6. In the workbook associated with this chapter, navigate to the Mapbox Classic worksheet and select Map | Background Maps | Add Mapbox Map.
- 7. Add a Style Name (I used MasteringTableau) and paste the URL. Click OK.
- 8. Select the Superstore data source, double-click on State, and select the MasteringTableau map style via the Map | Background Maps | MasteringTableau path:
As you can see, Tableau makes use of the map we previously created in Mapbox. Great! So, this means you can customize your map just the way you like it.
A manual on how to create custom maps and everything else you need to know about Mapbox can be found here: https://docs.mapbox.com/studio-manual/guides/
Swapping maps工作表交换
We will now create a dashboard that allows the end user to choose between the various maps we just discussed. The technique used for this exercise is known as sheet swapping. However, a deeper dive into this technique is presented in Chapter11, Visualization Best Practices and Dashboard Design. However, a deeper dive into this technique is presented in Chapter11, Visualization Best Practices and Dashboard Design.
Let's look at the necessary steps:
- 1. Navigate to the sheet MapSwap in the workbook associated with this chapter. Double-click on State Set the Marks card view to Map, click on Colour, set Opacity to 0%, and lastly set Border to Automatic:
- 2. Duplicate the MapSwap sheet twice:
- 3. Select the MapSwap sheet and navigate to Map | Background Maps | Normal
- 4. Select the MapSwap (2) sheet and navigate to Map | Background Maps | Dark
- 5. Select the MapSwap (3) sheet and navigate to Map | Background Maps | Satellite.
- 6. Create a parameter called Show Sheet like so:
- 7. Right-click on the parameter Show Sheet in the Data pane and select Show Parameter Control.
- 8. Create a calculated field called Show Sheet Filter like the following:
[Show Sheet] - 9. Select the MapSwap worksheet and place Show Sheet Filter on the Filters shelf. Select Select from list and Normal:
- 10. Select the MapSwap (2) worksheet and place Show Sheet Filter on the Filters shelf. This time select Dark from Show Sheet parameter Control:
- 11. Repeat the previous step on the MapSwap (3) sheet and This time select Dark from Show Sheet parameter Control.
- 12. Create a dashboard and call it db_MapSwap. Place a vertical container on the dashboard.
- 13. Place all 3 MapSwap sheets in the vertical container, and hide their titles.
Add MapSwap worksheet, then hide the title
drag MapSwap (2) worksheet to touch bottom edge of blue rectangle,then hide the title
drag MapSwap (3) worksheet to touch bottom edge of blue rectangle,then hide the title - 14. Select a different map style and see how your map changes:
You might have seen a feature like dark/light or day/night background on your own computer or maybe on websites like YouTube or IDEs like PyCharm. With the MapSwap function, you can now offer the same comfort to your users on your Tableau dashboards.
Summary
In this chapter, we explored how to extend Tableau's mapping capabilities without leaving the interface by capturing Tableau-generated latitude and longitude data and how to look this up on Google. We created polygons and a heatmap for Texas based on a .shp file as well as a dashboard with a dual map axis and another dashboard with 4 map layers. Next, we explored various ways to extend Tableau's mapping using other technology. We connected to a WMS server and then explored the Mapbox offering, followed by an excursion to the world of polygons.
In the next chapter, we will explore using Tableau for presentations. Specifically, we will look at how to get the best images out of Tableau, how to effectively and efficiently use Tableau with PowerPoint, and how to use Tableau directly for presentations without relying on third-party tools.
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