Getting the Evolution of the Statistics of a Result
'''This scripts loads the DEM dataset of a scenario. For a given result, it computes the statistical parameters
over the particles' mesh for each timestep in the dataset. A graph with the data is saved into the scenario
and into a CSV file, and the graph is exported into a HTML file'''
import iota
def run(scenario):
## Settings for getting statistics ##
mesh_name = 'particles' #Name of the mesh that contains the result
res_name = 'Velocity' #Name of the result
res_component = 3 #Component of the result
res_analysis = 'none' #Name of the analysis of the result
stats_params = ['min','max','mean','median','stdev','cov'] #Stats parameters to be calculated
########################################
#### Settings for graph saving ######
Name_graph = 'Statistics {} for {}'.format(res_name,mesh_name) #Name for the graph
Title_graph = 'Statistics {} for {}'.format(res_name,mesh_name) #Title to shown in the graph
xtitle = 'time (s)' #Title for x-axis
ytitle = 'Velocity Magnitude [m/s]' #Tile for y-axis
legend = stats_params #Name of the traces for the graph legend
graph_file = '{}/graphs/{}'.format(scenario.directory,Name_graph) #Output name and path for exporting graph
########################################
dem_dataset = scenario.get_dem_dataset() #Get the coarse-graining dataset of the scenario
dem_data = dem_dataset.data() #Load the data of the coarse-graining dataset
x_data , y_data = dem_data.statistics_evolution(mesh=mesh_name, result=res_name,
analysis=res_analysis, component=res_component, data=stats_params) #Get evolution statistics
graph = scenario.add_graph(name=Name_graph, title=Title_graph, xdata=x_data, ydata=y_data,
xtitle=xtitle, ytitle=ytitle, legend=legend) #Save the graph data to database (including raw data to csv file)
graph.export_html(graph_file) #Export the graph into html formatLast updated
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