Output¶
Utilities for handling spatial and structured simulation output.
SpatialOutput¶
Helper class for reading and processing spatially-structured output files produced by simulations (e.g. spatial binary files from EMOD such as SpatialReport_*.bin).
Class Methods¶
from_file(filename) (classmethod)¶
Load a spatial binary output file.
| Parameter | Type | Description |
|---|---|---|
filename | str | Path to the spatial binary output file |
Returns a SpatialOutput instance.
Instance Methods¶
to_dataframe()¶
Convert the spatial output to a pandas.DataFrame indexed by node and time.
Usage Example¶
Python
from idmtools_calibra.output.spatial_output import SpatialOutput
# Load EMOD spatial prevalence report
spatial = SpatialOutput.from_file('output/SpatialReport_Prevalence.bin')
# Convert to DataFrame for analysis
df = spatial.to_dataframe()
print(df.head())
# node_id time value
# 0 0 0.002
# 0 1 0.004
# ...
# Use in an analyzer
class SpatialAnalyzer(BaseCalibrationAnalyzer):
def map(self, data, item):
spatial = SpatialOutput.from_file(data['output/SpatialReport_Prevalence.bin'])
return spatial.to_dataframe()