pyIntensityFeatures._main
Main classes and functions for the package.
Classes
Manage intensity data and obtain auroral luminosity boundaries. |
Module Contents
- class pyIntensityFeatures._main.AuroralBounds(inst_data, time_var, glon_var, glat_var, intensity_var, alt, transpose=False, opt_coords=None, hemisphere=1, stime=None, etime=None, slice_func=satellites.get_auroral_slice, slice_kwargs=None, clean_func=None, clean_kwargs=None)[source]
Bases:
objectManage intensity data and obtain auroral luminosity boundaries.
- Parameters:
- inst_dataobject
Instrument data of any type (e.g., pysat.Instrument, xr.Dataset, pds.DataFrame, dict of arrays) with appropriate observations.
- time_varstr or int
Time key, attribute, variable name, or index
- glon_varstr
Geographic longitude key, attribute, variable name, or index
- glat_varstr
Geographic latitude key, attribute, variable name, or index
- intensity_varstr
Observed intensity key, attribute, variable name, or index
- altfloat or int
Altitude in km at which the aurora is observed
- transposebool or dict
Flag that indicates whether or not the 2D data accessed by glon_var, glat_var, and intensity_var needs to be transposed. If a dict is supplied, the keys should correspond the the different variable names and allows different flags for each set of data. (default=False)
- opt_coordsdict or NoneType
Dict of coordinates to include in boundaries or None to only have the required coordinates (default=None)
- hemipshereint
Integer denoting hemisphere, 1 for North and -1 for South (default=1)
- stimeobject or NoneType
Time object or None to use earliest time from inst_data (default=None)
- etimeobject or NoneType
Time object or None to use latest time from inst_data (default=None)
- slice_funcfunction
Appropriate function to retrieve an auroral image slice (default=pyIntensityFeatures.instruments.satellites.get_auroral_slice)
- slice_kwargsdict or NoneType
Kwargs to be used by slice_func (default=None)
- clean_funcfunction or NoneType
Appropriate function to clean the intensity data (default=None)
- clean_kwargsdict or NoneType
Kwargs to be used by clean_func (default=None)
- Attributes:
- inst_data
- time_var
- glon_var
- glat_var
- intensity_var
- alt
- opt_coords
- hemipshere
- stime
- etime
- slice_func
- clean_func
- boundariesxr.Dataset or NoneType
Dataset with Auroral Luminosity Boundaries or NoneType if not run
Methods
set_boundaries
Set the boundaries attribute using the assigned data.
update_times
Update stime and etime attributes to reflect current data in inst_data, if available.
- __eq__(other)[source]
Perform equality check.
- Parameters:
- otherany
Other object to compare for equality
- Returns:
- bool
True if objects are identical, False if they are not.
- _get_variable(var)[source]
Get the data variable data as an array from the data object.
- Parameters:
- varstr
Data variable name
- Returns:
- ret_data :array-like
numpy array of the desired data.
Notes
Uses the transpose attribute to determine whether or not returned data will be transposed.
- set_boundaries(min_mlat_base=59.0, mag_method='ALLOWTRACE', mlat_inc=1.0, mlt_inc=0.5, un_threshold=1.25, dayglow_threshold=300.0, strict_fit=False, lt_out_bin=5.0, max_iqr=1.5)[source]
Set boundaries with auroral boundaries from intensity data.
- Parameters:
- min_mlat_basefloat
Base minimum co-latitude for intensity profiles. (default=59.0)
- methodstr
Method for converting between geographic and magnetic coordinates. (default=’ALLOWTRACE’)
- mlat_incfloat
Magnetic latitude increment for gridding intensity. (default=1.0)
- mlt_incfloat
Magnetic local time increment for gridding intensity. (default=0.5)
- un_thresholdfloat
Maximum acceptable uncertainty value in degrees (default=1.25)
- dayglow_thresholdfloat
Maximum allowable background intensity value in Rayleighs (default=300.0)
- strict_fitbool
Enforce positive values for the x-offsets in quadratic-Gaussian fits (default=False)
- lt_out_binfloat
Size of local time bin in hours over which outliers in the data will be identified (default=5.0)
- max_iqrfloat
Maximum multiplier for the interquartile range (IQR) used to identify outliers above or below the upper or lower quartile (default=1.5)
See also
utils.coords.convert_geo_to_mag
Notes
Luminosity boundary identification finding and verification based on, but not identical to, the method developed by Longden, et al. (2010).
References
Longden, N. S., et al. (2010) Estimating the location of the open-closed magnetic field line boundary from auroral images, 28 (9), p 1659-1678, doi:10.5194/angeo-28-1659-2010.