Analysis scripts for Eventdisplay - version v2.5.0

This is a release of scripts useful for the analysis of Monte-Carlo simulations of gamma-ray events with Eventdisplay. All steps of the analysis, including image parameter step, direction and energy reconstruction with disp BDTs, gamma/hadron separation, cut optimisation and preparation of sensitivity files are covered by the scripts in the analysis directories. Several utilities for compilation and data preparation are available for different MC productions.

The scripts can handle CTAO prod3, prod3b, prod4, prod4b, prod5, and prod6 simulations.

Bugfixes

• Fix minor-medium bugs report by Copilot code review. (#69)

New Feature

• Add analysis parameters for Prod6-South Paranal analysis (including layout lists).
  (#63)
• Introduce multi-core HTCondor submission.
• Introduce usage of high-multiplicity model for XGBoost. (#65)
• Improve efficiency of python scripts: don't run Conda on nodes. (#66)
• Improve separation of training and test data for TMVA and XGBoost analysis scripts. (#67)

Maintenance

• Change to ROOT version 6.40.00. (#63)
• Initial setup of Changelog generation using towncrier. (#64)
• Bugfix related to telescope multiplicity and XGB model selection. (#70)

Analysis scripts for Eventdisplay - version v2.4.0

This is a release of scripts useful for the analysis of Monte-Carlo simulations of gamma-ray events with Eventdisplay. All steps of the analysis, including image parameter step, direction and energy reconstruction with disp BDTs, gamma/hadron separation, cut optimisation and preparation of sensitivity files are covered by the scripts in the analysis directories. Several utilities for compilation and data preparation are available for different MC productions.

The scripts can handle CTAO prod3, prod3b, prod4, prod4b, prod5, and prod6 simulations.

This release includes improvements to more efficiently and clearer separate training, testing, and data events.

What's Changed

• v2.4 dev1 - mostly for construction layouts by @GernotMaier in #58

Full Changelog: v2.3.0...v2.4.0

Analysis scripts for Eventdisplay - version v2.3.0

This is a release of scripts useful for the analysis of Monte-Carlo simulations of gamma-ray events with Eventdisplay. All steps of the analysis, including image parameter step, direction and energy reconstruction with disp BDTs, gamma/hadron separation, cut optimisation and preparation of sensitivity files are covered by the scripts in the analysis directories. Several utilities for compilation and data preparation are available for different MC productions.

The scripts can handle CTAO prod3, prod3b, prod4, prod4b, prod5, and prod6 simulations.

This release includes improvements for the high-energy analysis and some script optimization.

What's Changed

• v2.3 dev1 - loss04 analysis by @GernotMaier in #55

Full Changelog: v2.2.0...v2.3.0

Analysis scripts for Eventdisplay - version v2.2.0

This is a release of scripts useful for the analysis of Monte-Carlo simulations of gamma-ray events with Eventdisplay. All steps of the analysis, including image parameter step, direction and energy reconstruction with disp BDTs, gamma/hadron separation, cut optimisation and preparation of sensitivity files are covered by the scripts in the analysis directories. Several utilities for compilation and data preparation are available for different MC productions.

The scripts can handle CTAO prod3, prod3b, prod4, prod4b, prod5, and prod6 simulations.

This release improves the generation of IPR graphs required for the optimized NN cleaning.

What's Changed

• Add badge by @GernotMaier in #53
• v2.2 dev1 by @GernotMaier in #54
• v2.2 dev2 - maintenance by @GernotMaier in #56
• v2.2 dev3 - 30 ns SST integration window by @GernotMaier in #57

Full Changelog: v2.1.0...v2.2.0

Analysis scripts for Eventdisplay - version v2.1.0

This is a release of scripts useful for the analysis of Monte-Carlo simulations of gamma-ray events with Eventdisplay. All steps of the analysis, including image parameter step, direction and energy reconstruction with disp BDTs, gamma/hadron separation, cut optimisation and preparation of sensitivity files are covered by the scripts in the analysis directories. Several utilities for compilation and data preparation are available for different MC productions.

The scripts can handle CTAO prod3, prod3b, prod4, prod4b, prod5, and prod6 simulations.

This release improves the handling of prod6 simulations for different sub arrays.

What's Changed

• Prod6 dev2 - minor additions to prod6 analysis by @GernotMaier in #48
• Prod6 dev3 by @GernotMaier in #49
• Prod6 dev4 1 lst by @GernotMaier in #50
• Prod5 IPR for full moon analysis by @GernotMaier in #51

Full Changelog: v2.0.0...v2.1.0

Analysis scripts for Eventdisplay - version v2.0.0

This is a release of scripts useful for the analysis of Monte-Carlo simulations of gamma-ray events with Eventdisplay. All steps of the analysis, including image parameter step, direction and energy reconstruction with disp BDTs, gamma/hadron separation, cut optimisation and preparation of sensitivity files are covered by the scripts in the analysis directories. Several utilities for compilation and data preparation are available for different MC productions.

The scripts can handle CTA prod3, prod3b, prod4, prod4b, prod5, and prod6 simulations.

This release improves the handling of prod6 simulations and adaptions to the use of Alma Linux 9.

What's Changed

• Minor prod5 lists updates by @GernotMaier in #43
• Separate the DST conversion and the IPR graph creation by @orelgueta in #42
• Prod6 dev-2 - minor script improvements for prod6 by @GernotMaier in #44
• Adapation to alma linux9 by @GernotMaier in #45
• Script additions for Prod6 North by @GernotMaier in #47

New Contributors

• @orelgueta made their first contribution in #42

Full Changelog: v1.10.0...v2.0.0

Analysis scripts for Eventdisplay

This is a release of the analysis scripts for the analysis of Monte-Carlo simulations of gamma-ray events with Eventdisplay. All steps of the analysis, including image parameter step, direction and energy reconstruction with disp BDTs, gamma/hadron separation, cut optimisation and preparation of sensitivity files are covered by the scripts in the analysis directories. Several utilities for compilation and data preparation are available for different MC productions.

The scripts can handle CTA prod3, prod3b, prod4, prod4b, prod5, and prod6 simulations.

This release significantly improves the handling of analysis with different multiplicity and quality cuts, improved efficiency of job submission, and low-multiplicity quality cuts.

What's Changed

• Prod3b sct 202211 by @GernotMaier in #37
• Prod5 3LST-adjustments by @GernotMaier in #38
• V1.10 develeopment by @GernotMaier in #39
• v1.10 - dev - minor improvements for handling of double slashes by @GernotMaier in #40
• SV array layout analysis; improved condor submission by @GernotMaier in #41

Full Changelog: v1.9.0...v1.10.0

Analysis scripts for Eventdisplay

This is a release of the analysis scripts for the analysis of Monte-Carlo simulations of gamma-ray events with Eventdisplay. All steps of the analysis, including image parameter step, direction and energy reconstruction with disp BDTs, gamma/hadron separation, cut optimisation and preparation of sensitivity files are covered by the scripts in the analysis directories. Several utilities for compilation and data preparation are available for different MC productions.

The scripts can handle CTA prod3, prod3b, prod4, prod4b, prod5, and prod6 simulations.

This is the first release to provide support for the HTCondor system.

What's Changed

• HTCondor adaption of job submission scripts by @GernotMaier in #35
• readme improvements by @GernotMaier in #36

Full Changelog: v1.8.0...v1.9.0

Analysis scripts for Eventdisplay

This is a release of the analysis scripts for the analysis of Monte-Carlo simulations of gamma-ray events with Eventdisplay. All steps of the analysis, including image parameter step, direction and energy reconstruction with disp BDTs, gamma/hadron separation, cut optimisation and preparation of sensitivity files are covered by the scripts in the analysis directories. Several utilities for compilation and data preparation are available for different MC productions.

The scripts can handle CTA prod3, prod3b, prod4, prod4b, prod5, and prod6 simulations.

Main changes:

• adaption of scripts for prod6 processing
• improved IPR graph generation

What's Changed

• Run scripts for C8aj analysis; Improved submission by @GernotMaier in #33
• CTAO Production Prod6 scripts preparation by @GernotMaier in #34

Full Changelog: v1.7.0...v1.8.0

Analysis scripts for Eventdisplay

This is a release of the analysis scripts for the analysis of Monte-Carlo simulations of gamma-ray events with Eventdisplay. All steps of the analysis, including image parameter step, direction and energy reconstruction with disp BDTs, gamma/hadron separation, cut optimisation and preparation of sensitivity files are covered by the scripts in the analysis directories. Several utilities for compilation and data preparation are available for different MC productions.

The scripts can handle CTA prod3, prod3b, prod4, prod4b, and prod5 simulations and are used for the release of CTAO IRFs prod5 v0.2.

Main changes:

• careful selection of parameter cuts
• general optimization of scripts