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157	157	[[image:timeseries-plotly.png||alt="view3.png" height="593" width="1100"]]
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159		-=== 3. Visualize posterior pairplot resulted from an inference workflow ===
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161		-This functionality is available for the SamplePosterior component. Right click on the component and select the Open Viewer functionality.
	160	+=== 3. Visualize posterior samples with a pairplot (VBI inferenece) ===
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	162	+This functionality is available for the **SamplePosterior** component. Right click on the component and select the **Open Viewer** functionality.
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163	163	This opens a new JupyterLab tab with an editable notebook. After following the instructions in the notebook, you will generate a pairplot of the posterior samples, showing the distribution of each parameter (uncertainty) and the relationships between parameters.
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165	165	*Make sure the workflow has been executed so the viewer has data to load.
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167	167	[[image:plot-posteriors.png||height="593" width="1100"]]
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169		-=== 4. Visualize time series resulted from VBI simulations ===
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171		-This functionality is available for the SimulationRunner component. Right click on the component and select the Open Viewer functionality.
	171	+=== 4. Visualize time series from VBI simulations ===
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	173	+This functionality is available for the **SimulationRunner** component. Right click on the component and select the **Open Viewer** functionality.
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173	173	This opens a new JupyterLab tab with an editable notebook. After following the instructions in the notebook, you will see a simple time-series plot of the simulated model signal over time.
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175	175	*Make sure the workflow has been executed so the viewer has data to load.
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216	216	A workflow simulation which is run remotely, by submitting a job to an HPC site and getting back the results (TimeSeries object).
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	220	+=== 6. Parallel simulations workflow ===
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	222	+This example demonstrates **Parameter Space Exploration** (PSE) by running multiple TVB simulations in parallel for different parameter combinations.
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	224	+The workflow uses two nested ForEach components to iterate over coupling and conduction speed sets of values. For each (coupling, conduction_speed) pair, a simulation run is executed with the help of the RunParallelProcess component, which runs the workflow body in separate worker processes (using multiprocessing + dill).
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	226	+[[image:parallel-simulations.png||height="590" width="1100"]]
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218	218	{{html}}<iframe width="1280" height="720" src="https://www.youtube.com/embed/M6rZClFgRrM" title="YouTube video player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share" allowfullscreen></iframe>{{/html}}
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parallel-simulations.png

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	1	+XWiki.teodoramisan

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