weather: Sample dataset of daily weather observations from Canberra...

weatherR Documentation

Sample dataset of daily weather observations from Canberra airport in Australia.

Description

One year of daily weather observations collected from the Canberra airport in Australia was obtained from the Australian Commonwealth Bureau of Meteorology and processed to create this sample dataset for illustrating data mining 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 millimetres). Various transformations were performed on the source data. The dataset is quite small and is useful only for repeatable demonstration of various data science operations.

The source dataset is Copyright by the Australian Commonwealth Bureau of Meteorology and is provided as part of the rattle package with permission.

Usage

weather

Format

The weather dataset is a data frame containing one year of daily observations from a single weather station (Canberra).

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?

Author(s)

Graham.Williams@togaware.com

Source

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

References

Package home page: https://rattle.togaware.com. Data source: https://www.bom.gov.au/climate/dwo/ and https://www.bom.gov.au/climate/data.

See Also

weatherAUS, audit.


rattle documentation built on March 21, 2022, 5:06 p.m.