EPIC Scope catalogue

[janvanroestel]

Epic describing Minimal Viable Product for the Scope catalogue

General

• Add an introduction on the guide #22
• Document/video with detailed example of how to classify an object #63
• Improve setup documentation #92
• Make scope_download_classification.py robust to server errors #87
• Improve speed of source uploads  #88
• Improve speed of source downloads #89
• Enable photometry downloads #96
• Query across multiple machines #123
• Expand unit tests #190
• Run SCoPe on cloud computing resources #195

Features

• Feature domain for phenomenological and ontological classes #141
• Incorporate ztfperiodic code into scope #189
• Update feature imputation strategy #201

trainingset

• add new Fritz classification scheme to label uploaded sets #55
• python/jupyternotebook code to upload examples including tags #56
• upload labels from the D15 label set to Fritz #57
• script to download labels from Fritz and generate a trainingset #58
• Generate a .csv trainingset from labels in Fritz #65
• Decide on file format to use for training set #128
• Verify upstream labels #129
• Add header to training sets #130
• Crossmatch different ZTF data releases #139
• Code to generate training script #144

ML classifiers (DNN/XGB)

• Use annotations to post ML algorithm scores #103
• Re-run updated DNN  #104
• Add WandB group name to training runs #136
• Rename/rework test keyword to keep test data hidden #138
• Tune DNN hyperparameters #145
• Compare DNN and XGB results #151
• Save inference results in HDF5 format #160
• Code to generate inference script #161
• Incorporate XGBoost algorithm into SCoPe #194

Active Learning

• New taxonomy for scanner comments #173
• Code to generate active learning sample #184
• Video showing scanning process #185
• Code/strategy to add active learning classifications to training set #211

Visualization

• add folded lightcurves to the 'group' page #59

Field guide entries

• Field guide section on 'ellipsoidal'  #47
• Field guide section on 'dipping' #43
• Field guide section on 'irregular' #42
• Field guide section on 'pulsating' #41
• Field guide section on 'eclipsing' #40
• Field guide section on 'periodic' #39
• Field guide section on 'bogus' #38
• Field guide section on 'variables' #37
• Field guide section on YSOs #15
• Field guide section on AGN #14
• Field guide section on RS CVn variables #13