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Using Python to drive Australian water availability forecasting
--client
pyconau
--show
pycon_au_2013
--room Tasman_B 2521 --force
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Marks
Author(s):
David Kent
Location
Tasman B
Date
jul Sun 07
Days Raw Files
Start
13:00
First Raw Start
11:59
Duration
0:30:00
Offset
1:00:04
End
13:30
Last Raw End
14:01
Chapters
00:00
0:24:53
Total cuts_time
31 min.
http://2013.pycon-au.org/schedule/30060/view_talk
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With Andrew MacDonald and Daehyok Shin The Australian Bureau of Meteorology provides water availability forecasts to the public and to key stakeholders at different time-scales across the nation. A number of the systems driving these forecasts make extensive use of Python. Python is used throughout the forecasting process - from data ingestion and management, to hydrological modelling and data analysis through to graphical product generation. A wide variety of packages are used heavily. These include NumPy, SciPy, Matplotlib, PyTables and Pandas. Such a suite of scientific computing packages for Python enables us to complete the development of fully automated systems quickly even with limited resources. This presentation will give an overview of the systems used by the Bureau in the generation of water availability forecasts and highlight the wide variety of tasks and processes enabled by Python. In particular, we will introduce the Hydrologic Reference Stations (HRS) toolkit and the Water Availability Forecasts for Australian Rivers (WAFARi) system. The HRS toolkit analyses time-series of streamflow data and produces a huge number of products describing mean state, trends and variability in that data, which are released at http://bom.gov.au/water/hrs. WAFARi is used to generate probabilistic seasonal streamflow forecasts along with a suite of graphical products for each of those forecasts. The system is being used to update streamflow forecasts available at http://bom/gov.au/water/ssf every month.
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