Rail Notebooks

Main Project

• Back to RAIL

Usage Demos

• Overview of Demonstrations
  • Starting out, overview notebooks
  • Deeper dives into synthetic data creation
  • Examples of using specific estimators
  • Deeper explanations of rail concepts
• Core Notebooks
  • Build, Save, Load, and Run a Pipeline
  • Data, Files, IO, and RAIL
  • Flux to Mag And Deredden
  • Iterate Over Tabular Data
  • RAIL Pipeline: Build, Save, Load, and Run
  • Running a Saved RAIL Pipeline
  • Run a Saved Pipeline
  • Useful Utilities
  • Computing Hyperbolic Magnitudes
  • Iterator Test
• Creation Notebooks
  • Using Engines and Degraders to Generate Galaxy Samples with Errors and Biases
  • Demo of SED and photometry calculations with DSPS
  • GridSelection Degrader to Emulate HSC Training Samples
  • Generate Spatially Varying Magnitude Errors According to Observing Conditions
  • Spectroscopic Selection Degrader to Emulate zCOSMOS Training Samples
  • Photometric error stage demo
  • Photometric Realization from Different Magnitude Error Models
  • Using a Creator to Calculate True Posteriors for a Galaxy Sample
• Estimation Notebooks
  • BPZ Lite Demo
  • Running BPZliteEstimator with a custom set of SEDs
  • RAIL CMNN Tutorial Notebook
  • FlexZBoost PDF Representation Comparison
  • GPz Estimation Example
  • The NZDir estimator
  • RAIL Estimation Tutorial Notebook
  • NZDir as a Pipeline
  • Somoclu SOM Summarizer Demo
  • Somoclu SOM Summarizer Cluster Demo
  • Test Sampled Summarizers
• Evaluation Notebooks
  • Demo: RAIL Evaluation
  • Demo: RAIL Evaluation
  • Load example Data
  • Dist to Dist Evaluation
  • Dist to Point Evaluation
  • Point to Point Evaluation
  • CDF-based Metrics
• Goldenspike Notebook
  • Goldenspike: an example of an end-to-end analysis using RAIL