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20231024 v0.10.4 base dec min 2924 min 1802 6166 (#434)
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* reproduce prod with missing dl1 to dl2

* lstchain version 0.10.4

* fix command in readme

* remove unwanted old prod

---------

Co-authored-by: vuillaut <[email protected]>
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vuillaut and vuillaut authored Oct 24, 2023
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11 changes: 11 additions & 0 deletions production_configs/20231024_v0.10.4_base_dec_min_2924_min_1802_6166/README.md
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# Prod 20231024_v0.10.4_base_dec_min_2924_min_1802_6166


Base prod for missing declination in `20230901_v0.10.4_base_prod`

```
lstmcpipe_generate_config PathConfigAllSkyFull --prod_id 20231024_v0.10.4_base_dec_min_2924_min_1802_6166 --dec_list dec_min_2924 dec_min_1802 dec_6166
```

contact: Thomas Vuillaume

288 changes: 288 additions & 0 deletions ..._configs/20231024_v0.10.4_base_dec_min_2924_min_1802_6166/lstchain_config_2023-09-01.json
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{
"source_config" : {
"EventSource": {
"allowed_tels": [1],
"max_events": null
},
"LSTEventSource": {
"default_trigger_type": "ucts",
"allowed_tels": [1],
"min_flatfield_adc": 3000,
"min_flatfield_pixel_fraction": 0.8,
"calibrate_flatfields_and_pedestals": false,
"EventTimeCalculator": {
"dragon_reference_counter": null,
"dragon_reference_time": null
},
"PointingSource":{
"drive_report_path": null
},
"LSTR0Corrections":{
"calib_scale_high_gain":1.088,
"calib_scale_low_gain":1.004,
"drs4_pedestal_path": null,
"calibration_path": null,
"drs4_time_calibration_path": null
}
}
},

"events_filters": {
"intensity": [0, Infinity],
"width": [0, Infinity],
"length": [0, Infinity],
"wl": [0, Infinity],
"r": [0, Infinity],
"leakage_intensity_width_2": [0, Infinity]
},
"n_training_events": {
"gamma_regressors": 1.0,
"gamma_tmp_regressors": 0.8,
"gamma_classifier": 0.2,
"proton_classifier": 1.0
},

"tailcut": {
"picture_thresh":8,
"boundary_thresh":4,
"keep_isolated_pixels":false,
"min_number_picture_neighbors":2,
"use_only_main_island":false,
"delta_time": 2
},
"tailcuts_clean_with_pedestal_threshold": {
"picture_thresh":8,
"boundary_thresh":4,
"sigma":2.5,
"keep_isolated_pixels":false,
"min_number_picture_neighbors":2,
"use_only_main_island":false,
"delta_time": 2
},
"dynamic_cleaning": {
"apply": true,
"threshold": 267,
"fraction_cleaning_intensity": 0.03
},

"random_forest_energy_regressor_args": {
"max_depth": 30,
"min_samples_leaf": 10,
"n_jobs": -1,
"n_estimators": 150,
"bootstrap": true,
"criterion": "squared_error",
"max_features": "auto",
"max_leaf_nodes": null,
"min_impurity_decrease": 0.0,
"min_samples_split": 10,
"min_weight_fraction_leaf": 0.0,
"oob_score": false,
"random_state": 42,
"warm_start": false
},

"random_forest_disp_regressor_args": {
"max_depth": 30,
"min_samples_leaf": 10,
"n_jobs": -1,
"n_estimators": 150,
"bootstrap": true,
"criterion": "squared_error",
"max_features": "auto",
"max_leaf_nodes": null,
"min_impurity_decrease": 0.0,
"min_samples_split": 10,
"min_weight_fraction_leaf": 0.0,
"oob_score": false,
"random_state": 42,
"warm_start": false
},

"random_forest_disp_classifier_args": {
"max_depth": 30,
"min_samples_leaf": 10,
"n_jobs": -1,
"n_estimators": 100,
"criterion": "gini",
"min_samples_split": 10,
"min_weight_fraction_leaf": 0.0,
"max_features": "auto",
"max_leaf_nodes": null,
"min_impurity_decrease": 0.0,
"bootstrap": true,
"oob_score": false,
"random_state": 42,
"warm_start": false,
"class_weight": null
},

"random_forest_particle_classifier_args": {
"max_depth": 30,
"min_samples_leaf": 10,
"n_jobs": -1,
"n_estimators": 100,
"criterion": "gini",
"min_samples_split": 10,
"min_weight_fraction_leaf": 0.0,
"max_features": "auto",
"max_leaf_nodes": null,
"min_impurity_decrease": 0.0,
"bootstrap": true,
"oob_score": false,
"random_state": 42,
"warm_start": false,
"class_weight": null
},


"energy_regression_features": [
"log_intensity",
"width",
"length",
"x",
"y",
"wl",
"skewness",
"kurtosis",
"time_gradient",
"leakage_intensity_width_2",
"sin_az_tel",
"alt_tel"
],

"disp_method": "disp_norm_sign",

"disp_regression_features": [
"log_intensity",
"width",
"length",
"wl",
"skewness",
"kurtosis",
"time_gradient",
"leakage_intensity_width_2",
"sin_az_tel",
"alt_tel"
],

"disp_classification_features": [
"log_intensity",
"width",
"length",
"wl",
"skewness",
"kurtosis",
"time_gradient",
"leakage_intensity_width_2",
"sin_az_tel",
"alt_tel"
],

"particle_classification_features": [
"log_intensity",
"width",
"length",
"x",
"y",
"wl",
"signed_skewness",
"kurtosis",
"signed_time_gradient",
"leakage_intensity_width_2",
"log_reco_energy",
"reco_disp_norm",
"reco_disp_sign",
"sin_az_tel",
"alt_tel"
],

"allowed_tels": [1],
"write_pe_image": false,
"mc_image_scaling_factor": 1,
"image_extractor": "LocalPeakWindowSum",
"image_extractor_for_muons": "GlobalPeakWindowSum",
"CameraCalibrator": {
"apply_waveform_time_shift": false
},
"time_sampling_correction_path": "default",
"LocalPeakWindowSum":{
"window_shift": 4,
"window_width": 8,
"apply_integration_correction": true
},
"GlobalPeakWindowSum":{
"window_shift": 4,
"window_width": 8,
"apply_integration_correction": true
},
"timestamps_pointing":"ucts",

"train_gamma_src_r_deg": [0, Infinity],

"source_dependent": false,
"mc_nominal_source_x_deg": 0.4,
"mc_nominal_source_y_deg": 0.0,

"volume_reducer":{
"algorithm": null,
"parameters": {
}
},
"calibration_product": "LSTCalibrationCalculator",

"LSTCalibrationCalculator":{
"systematic_correction_path": null,
"npe_median_cut_outliers": [-5,5],
"squared_excess_noise_factor": 1.222,
"flatfield_product": "FlasherFlatFieldCalculator",
"pedestal_product": "PedestalIntegrator",
"PedestalIntegrator":{
"sample_size": 10000,
"sample_duration":100000,
"tel_id":1,
"time_sampling_correction_path": null,
"charge_median_cut_outliers": [-10,10],
"charge_std_cut_outliers": [-10,10],
"charge_product":"FixedWindowSum",
"FixedWindowSum":{
"window_shift": 6,
"window_width":12,
"peak_index": 18,
"apply_integration_correction": false
}
},
"FlasherFlatFieldCalculator":{
"sample_size": 10000,
"sample_duration":100000,
"tel_id":1,
"time_sampling_correction_path": null,
"charge_product":"LocalPeakWindowSum",
"charge_median_cut_outliers": [-0.9,2],
"charge_std_cut_outliers": [-10,10],
"time_cut_outliers": [2,38],
"LocalPeakWindowSum":{
"window_shift": 5,
"window_width":12,
"apply_integration_correction": false
}
}
},
"waveform_nsb_tuning":{
"nsb_tuning": false,
"nsb_tuning_ratio": 0.52,
"spe_location": "lstchain/data/SinglePhE_ResponseInPhE_expo2Gaus.dat"
},
"write_interleaved_events":{
"DataWriter": {
"overwrite": true,
"write_images": false,
"write_parameters": false,
"write_waveforms": true,
"transform_waveform": true,
"waveform_dtype": "uint16",
"waveform_offset": 400,
"waveform_scale": 80
}
}
}
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