weatherAUS | R Documentation |
Daily weather observations from multiple locations around Australia, obtained from the Australian Commonwealth Bureau of Meteorology and processed to create this realtively large sample dataset for illustrating analytics, data mining, and data science using R and Rattle.
The data has been processed to provide a target variable
RainTomorrow
(whether there is rain on the following day -
No/Yes) and a risk variable RISK_MM
(how much rain recorded in
millimeters). Various transformations are performed on the data.
The weatherAUS
dataset is regularly updated an updates of this
package usually correspond to updates to this dataset. The data is
updated from the Bureau of Meteorology web site.
The locationsAUS
dataset records the location of each weather
station.
The source dataset comes from the Australian Commonwealth Bureau of Meteorology. The Bureau provided permission to use the data with the Bureau of Meteorology acknowledged as the source of the data, as per email from Cathy Toby (C.Toby@bom.gov.au) of the Climate Information Services of the National CLimate Centre, 17 Dec 2008.
A CSV version of this dataset is available as https://rattle.togaware.com/weatherAUS.csv.
weatherAUS
The weatherAUS
dataset is a data frame containing over 140,000
daily observations from over 45 Australian weather stations.
Date
The date of observation (a Date object).
Location
The common name of the location of the weather station.
MinTemp
The minimum temperature in degrees celsius.
MaxTemp
The maximum temperature in degrees celsius.
Rainfall
The amount of rainfall recorded for the day in mm.
Evaporation
The so-called Class A pan evaporation (mm) in the 24 hours to 9am.
Sunshine
The number of hours of bright sunshine in the day.
WindGustDir
The direction of the strongest wind gust in the 24 hours to midnight.
WindGustSpeed
The speed (km/h) of the strongest wind gust in the 24 hours to midnight.
Temp9am
Temperature (degrees C) at 9am.
RelHumid9am
Relative humidity (percent) at 9am.
Cloud9am
Fraction of sky obscured by cloud at 9am. This is measured in "oktas", which are a unit of eigths. It records how many eigths of the sky are obscured by cloud. A 0 measure indicates completely clear sky whilst an 8 indicates that it is completely overcast.
WindSpeed9am
Wind speed (km/hr) averaged over 10 minutes prior to 9am.
Pressure9am
Atmospheric pressure (hpa) reduced to mean sea level at 9am.
Temp3pm
Temperature (degrees C) at 3pm.
RelHumid3pm
Relative humidity (percent) at 3pm.
Cloud3pm
Fraction of sky obscured by cloud (in "oktas": eighths) at 3pm. See Cload9am for a description of the values.
WindSpeed3pm
Wind speed (km/hr) averaged over 10 minutes prior to 3pm.
Pressure3pm
Atmospheric pressure (hpa) reduced to mean sea level at 3pm.
ChangeTemp
Change in temperature.
ChangeTempDir
Direction of change in temperature.
ChangeTempMag
Magnitude of change in temperature.
ChangeWindDirect
Direction of wind change.
MaxWindPeriod
Period of maximum wind.
RainToday
Integer: 1 if precipitation (mm) in the 24 hours to 9am exceeds 1mm, otherwise 0.
TempRange
Difference between minimum and maximum temperatures (degrees C) in the 24 hours to 9am.
PressureChange
Change in pressure.
RISK_MM
The amount of rain. A kind of measure of the "risk".
RainTomorrow
The target variable. Did it rain tomorrow?
Observations were drawn from numerous weather stations. The daily observations are available from https://www.bom.gov.au/climate/data. Copyright Commonwealth of Australia 2010, Bureau of Meteorology.
Definitions adapted from https://www.bom.gov.au/climate/dwo/IDCJDW0000.shtml
Package home page: https://rattle.togaware.com. Data source: https://www.bom.gov.au/climate/dwo/ and https://www.bom.gov.au/climate/data.
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