podpac.datalib.WeatherCitizen
- class podpac.datalib.WeatherCitizen(**kwargs: Any)
Bases:
InterpolationMixin
,DataSource
DataSource to handle WeatherCitizen data
- source
Collection (database) to pull data from. Defaults to “geosensors” which is the primary data collection
- Type:
str
- data_key
Data key of interest, default “properties.pressure”
- Type:
str, int
- uuid
String or list of strings to filter data by uuid
- Type:
str, list(str), options
- device
String or list of strings to filter data by device object id
- Type:
str, list(str), ObjectId, list(ObjectId), optional
- version
String or list of strings to filter data to filter data by WeatherCitizen version
- Type:
string, list(str), optional
- query
Arbitrary pymongo query to apply to data. Note that certain fields in this query may be overriden if other keyword arguments are specified
- Type:
dict, optional
- verbose
Display log messages or progress
- Type:
bool, optional
Alternative Constructors
from_definition
(definition)Create podpac Node from a dictionary definition.
from_json
(s)Create podpac Node from a JSON definition.
Methods
__init__
(**kwargs)Do not overwrite me
create_output_array
(coords[, data, attrs, ...])Initialize an output data array
eval
(coordinates, **kwargs)Wraps the super Node.eval method in order to cache with the correct coordinates.
eval_group
(group)Evaluate the node for each of the coordinates in the group.
find_coordinates
()Get the available coordinates for the Node.
from_name_params
(name[, params])Create podpac Node from a WMS/WCS request.
from_url
(url)Create podpac Node from a WMS/WCS request.
get_bounds
([crs])Get the full available coordinate bounds for the Node.
get_cache
(key[, coordinates])Get cached data for this node.
get_coordinates
()Returns a Coordinates object that describes the coordinates of the data source.
get_data
(coordinates, coordinates_index)This method must be defined by the data source implementing the DataSource class.
get_source_data
([bounds])Get source data, without interpolation.
get_ui_spec
([help_as_html])Get spec of node attributes for building a ui
has_cache
(key[, coordinates])Check for cached data for this node.
init
()Overwrite this method if a node needs to do any additional initialization after the standard initialization.
load
(path)Create podpac Node from file.
probe
([lat, lon, time, alt, crs])Evaluates every part of a node / pipeline at a point and records which nodes are actively being used.
put_cache
(data, key[, coordinates, expires, ...])Cache data for this node.
rem_cache
(key[, coordinates, mode])Clear cached data for this node.
save
(path)Write node to file.
set_coordinates
(coordinates[, force])Set the coordinates.
trait_defaults
(*names, **metadata)Return a trait's default value or a dictionary of them
trait_has_value
(name)Returns True if the specified trait has a value.
trait_is_defined
(name)trait_values
(**metadata)A
dict
of trait names and their values.Attributes
attrs
List of node attributes
base_ref
Default reference/name in node definitions
boundary
An instance of a Python dict.
cache_coordinates
A boolean (True, False) trait.
cache_ctrl
A trait whose value must be an instance of a specified class.
cache_output
A boolean (True, False) trait.
coordinate_index_type
An enum whose value must be in a given sequence.
coordinates
{coordinates}
data_key
A trait for unicode strings.
definition
device
A trait for unicode strings.
dims
datasource dims.
dtype
An enum whose value must be in a given sequence.
force_eval
A boolean (True, False) trait.
hash
interpolation
json
Definition for this node in JSON format.
json_pretty
Definition for this node in JSON format, with indentation suitable for display.
nan_val
A trait which allows any value.
nan_vals
An instance of a Python list.
output
A trait for unicode strings.
outputs
An instance of a Python list.
override_limit
A boolean (True, False) trait.
query
A trait for unicode strings.
source
A trait for unicode strings.
style
A trait whose value must be an instance of a specified class.
udims
datasource udims.
units
A trait for unicode strings.
uuid
A trait for unicode strings.
verbose
A boolean (True, False) trait.
version
A trait for unicode strings.
- Members:
- __init__(**kwargs)
- data_key
A trait for unicode strings.
- device
A trait for unicode strings.
- get_coordinates()
Returns a Coordinates object that describes the coordinates of the data source.
In most cases, this method is defined by the data source implementing the DataSource class. If method is not implemented by the data source, it will try to return
self.coordinates
ifself.coordinates
is not None.Otherwise, this method will raise a NotImplementedError.
- Returns:
The coordinates describing the data source array.
- Return type:
Notes
Need to pay attention to: - the order of the dimensions - the stacking of the dimension - the type of coordinates
Coordinates should be non-nan and non-repeating for best compatibility
- get_data(coordinates, coordinates_index)
This method must be defined by the data source implementing the DataSource class. When data source nodes are evaluated, this method is called with request coordinates and coordinate indexes. The implementing method can choose which input provides the most efficient method of getting data (i.e via coordinates or via the index of the coordinates).
Coordinates and coordinate indexes may be strided or subsets of the source data, but all coordinates and coordinate indexes will match 1:1 with the subset data.
This method may return a numpy array, an xarray DaraArray, or a podpac UnitsDataArray. If a numpy array or xarray DataArray is returned,
podpac.data.DataSource.evaluate()
will cast the data into a UnitsDataArray using the requested source coordinates. If a podpac UnitsDataArray is passed back, thepodpac.data.DataSource.evaluate()
method will not do any further processing. The inherited Node method create_output_array can be used to generate the template UnitsDataArray in your DataSource. Seepodpac.Node.create_output_array()
for more details.- Parameters:
coordinates (
podpac.Coordinates
) – The coordinates that need to be retrieved from the data source using the coordinate system of the data sourcecoordinates_index (List) – A list of slices or a boolean array that give the indices of the data that needs to be retrieved from the data source. The values in the coordinate_index will vary depending on the coordinate_index_type defined for the data source.
- Returns:
A subset of the returned data. If a numpy array or xarray DataArray is returned, the data will be cast into UnitsDataArray using the returned data to fill values at the requested source coordinates.
- Return type:
np.ndarray, xr.DataArray,
podpac.UnitsDataArray
- override_limit
A boolean (True, False) trait.
- query
A trait for unicode strings.
- source
A trait for unicode strings.
- uuid
A trait for unicode strings.
- verbose
A boolean (True, False) trait.
- version
A trait for unicode strings.