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Created with Raphaël 2.2.012Mar11109854326Feb2524232219181716151211108432129Jan272120191818Dec171615111098732124Nov231817161312116543230Oct292622211587130Sep282423222118726Aug252431Jul302928272423201716151413109872130Jun292625221918328May272625222019151412118430Apr29new pad layer namesfirst CNN class tryvar selection based on available vars and selected by the self.var_selection parameterfirst version which runs (in serial mode)added relevant dictionaries to be loaded \n functions added: \n get_available_vars_station() - load available vars by selected station using a predefined dictionary \n retrieve_db_data() - loads previous function, creates session to communicate with database and reads in data var by var by pandas sql pipe. It then combines them to a DF which is converted into a xarray DataArray. \n load_cdc_stations_info() - used to derive meta data. Uses a predefined pandas DF which is extracted by selected station in conformity with mlair index names. \n load_data() - a top-level function to execute data and meta functions.Merge branch 'lukas_issue284_feat_create-fcn-model-class' into 'develop'FCN activation name now works with reluMerge branch 'lukas_issue284_feat_create-fcn-model-class' into 'develop'renamed explicite_layer to layer_configurationFCN can use an explicite layer configuration, activation layers are now named according to the act fctMerge branch 'lukas_issue284_feat_create-fcn-model-class' into 'develop'catch if regularizer is None but as stringMerge branch 'lukas_issue284_feat_create-fcn-model-class' into 'develop'select from dict can remove none entries, FCN supports dropout and l1/l2 regularizationdata_handler_cdc_single_station.py created and required cdc_initialiize_tableclasses.py copied to helpersMerge branch 'lukas_issue284_feat_create-fcn-model-class' into 'develop'custom objects were missingMerge branch 'lukas_issue284_feat_create-fcn-model-class' into 'develop'new var loss and custom loss methodsMerge branch 'develop' into 'felix_issue287_tech-wrf-datahandler-should-inherit-from-singlestationdatahandler'Merge branch 'felix_isstue288_tech-dacompute-dump' into 'develop'force dask.compute in try exceptremove dask from defaultdhset dask.computeintegrate WRF for datahandlerhalf way through datahandlerMerge branch 'lukas_issue286_feat_performance-measures' into 'develop'log clim skill scores tooMerge branch 'lukas_issue286_feat_performance-measures' into 'develop'minor fix to skip calculate error metrics if external data is noneMerge branch 'lukas_issue284_feat_create-fcn-model-class' into 'develop'addendum to FCN class: enable linear activations and add output_activation parameterMerge branch 'lukas_issue286_feat_performance-measures' into 'develop'moved table test, /close #286Merge branch 'lukas_issue284_feat_create-fcn-model-class' into 'develop'postprocessing now reports different error metrics of test setuse table methods in training too,moved table creation to new modulenew methods to calculate mae and a bunch of error metricsDraft: inh. from DataHandlerSingleStation