diff --git a/neural_net_training/result/matching.hpp b/arc6_data/neural_net_training/result/matching.hpp similarity index 100% rename from neural_net_training/result/matching.hpp rename to arc6_data/neural_net_training/result/matching.hpp diff --git a/neural_net_training/result_default_loose_preselection/matching.hpp b/arc6_data/neural_net_training/result_default_loose_preselection/matching.hpp similarity index 100% rename from neural_net_training/result_default_loose_preselection/matching.hpp rename to arc6_data/neural_net_training/result_default_loose_preselection/matching.hpp diff --git a/neural_net_training/result_default_tight_phi_eta/matching.hpp b/arc6_data/neural_net_training/result_default_tight_phi_eta/matching.hpp similarity index 100% rename from neural_net_training/result_default_tight_phi_eta/matching.hpp rename to arc6_data/neural_net_training/result_default_tight_phi_eta/matching.hpp diff --git a/neural_net_training/result_default_tight_preselection/matching.hpp b/arc6_data/neural_net_training/result_default_tight_preselection/matching.hpp similarity index 100% rename from neural_net_training/result_default_tight_preselection/matching.hpp rename to arc6_data/neural_net_training/result_default_tight_preselection/matching.hpp diff --git a/neural_net_training/result_electrons_D/matching.hpp b/arc6_data/neural_net_training/result_electrons_D/matching.hpp similarity index 100% rename from neural_net_training/result_electrons_D/matching.hpp rename to arc6_data/neural_net_training/result_electrons_D/matching.hpp diff --git a/neural_net_training/result_electrons_D_eta_phi/matching.hpp b/arc6_data/neural_net_training/result_electrons_D_eta_phi/matching.hpp similarity index 100% rename from neural_net_training/result_electrons_D_eta_phi/matching.hpp rename to arc6_data/neural_net_training/result_electrons_D_eta_phi/matching.hpp diff --git a/neural_net_training/result_electrons_loose_preselection/matching.hpp b/arc6_data/neural_net_training/result_electrons_loose_preselection/matching.hpp similarity index 100% rename from neural_net_training/result_electrons_loose_preselection/matching.hpp rename to arc6_data/neural_net_training/result_electrons_loose_preselection/matching.hpp diff --git a/neural_net_training/result_electrons_phi_eta_teta/matching.hpp b/arc6_data/neural_net_training/result_electrons_phi_eta_teta/matching.hpp similarity index 100% rename from neural_net_training/result_electrons_phi_eta_teta/matching.hpp rename to arc6_data/neural_net_training/result_electrons_phi_eta_teta/matching.hpp diff --git a/neural_net_training/result_electrons_tight_absphi/matching.hpp b/arc6_data/neural_net_training/result_electrons_tight_absphi/matching.hpp similarity index 100% rename from neural_net_training/result_electrons_tight_absphi/matching.hpp rename to arc6_data/neural_net_training/result_electrons_tight_absphi/matching.hpp diff --git a/neural_net_training/result_electrons_tight_absphi_eta/matching.hpp b/arc6_data/neural_net_training/result_electrons_tight_absphi_eta/matching.hpp similarity index 100% rename from neural_net_training/result_electrons_tight_absphi_eta/matching.hpp rename to arc6_data/neural_net_training/result_electrons_tight_absphi_eta/matching.hpp diff --git a/neural_net_training/result_electrons_tight_phi_eta/matching.hpp b/arc6_data/neural_net_training/result_electrons_tight_phi_eta/matching.hpp similarity index 100% rename from neural_net_training/result_electrons_tight_phi_eta/matching.hpp rename to arc6_data/neural_net_training/result_electrons_tight_phi_eta/matching.hpp diff --git a/neural_net_training/result_electrons_tight_preselection/matching.hpp b/arc6_data/neural_net_training/result_electrons_tight_preselection/matching.hpp similarity index 100% rename from neural_net_training/result_electrons_tight_preselection/matching.hpp rename to arc6_data/neural_net_training/result_electrons_tight_preselection/matching.hpp diff --git a/data_matching/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive.log b/arc6_data/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive.log similarity index 100% rename from data_matching/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive.log rename to arc6_data/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive.log diff --git a/data_matching/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_ep_NullFive.log b/arc6_data/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_ep_NullFive.log similarity index 100% rename from data_matching/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_ep_NullFive.log rename to arc6_data/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_ep_NullFive.log diff --git a/data_matching/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFive.log b/arc6_data/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFive.log similarity index 100% rename from data_matching/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFive.log rename to arc6_data/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFive.log diff --git a/data_matching/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFiveFive.log b/arc6_data/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFiveFive.log similarity index 100% rename from data_matching/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFiveFive.log rename to arc6_data/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFiveFive.log diff --git a/data_matching/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFour.log b/arc6_data/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFour.log similarity index 100% rename from data_matching/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFour.log rename to arc6_data/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFour.log diff --git a/data_matching/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullSix.log b/arc6_data/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullSix.log similarity index 100% rename from data_matching/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullSix.log rename to arc6_data/sample3_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullSix.log diff --git a/data_matching/logs/resolutions_and_effs_BJpsi_EFilter_newpars.log b/arc6_data/sample3_data/logs/resolutions_and_effs_BJpsi_EFilter_newpars.log similarity index 100% rename from data_matching/logs/resolutions_and_effs_BJpsi_EFilter_newpars.log rename to arc6_data/sample3_data/logs/resolutions_and_effs_BJpsi_EFilter_newpars.log diff --git a/data_matching/sample3_data/logs/resolutions_and_effs_BJpsi_default_thesis.log b/arc6_data/sample3_data/logs/resolutions_and_effs_BJpsi_default_thesis.log similarity index 100% rename from data_matching/sample3_data/logs/resolutions_and_effs_BJpsi_default_thesis.log rename to arc6_data/sample3_data/logs/resolutions_and_effs_BJpsi_default_thesis.log diff --git a/data_matching/sample3_data/logs/resolutions_and_effs_B_default_thesis.log b/arc6_data/sample3_data/logs/resolutions_and_effs_B_default_thesis.log similarity index 100% rename from data_matching/sample3_data/logs/resolutions_and_effs_B_default_thesis.log rename to arc6_data/sample3_data/logs/resolutions_and_effs_B_default_thesis.log diff --git a/data_matching/sample4_data/logs/calo_data_BJpsi_filter_shower_dll_NegFive_mlp_NullFive.log b/arc6_data/sample4_data/logs/calo_data_BJpsi_filter_shower_dll_NegFive_mlp_NullFive.log similarity index 100% rename from data_matching/sample4_data/logs/calo_data_BJpsi_filter_shower_dll_NegFive_mlp_NullFive.log rename to arc6_data/sample4_data/logs/calo_data_BJpsi_filter_shower_dll_NegFive_mlp_NullFive.log diff --git a/data_matching/sample4_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFive.log b/arc6_data/sample4_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFive.log similarity index 100% rename from data_matching/sample4_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFive.log rename to arc6_data/sample4_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFive.log diff --git a/data_matching/sample4_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFiveFive.log b/arc6_data/sample4_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFiveFive.log similarity index 100% rename from data_matching/sample4_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFiveFive.log rename to arc6_data/sample4_data/logs/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFiveFive.log diff --git a/data_matching/sample4_data/logs/match_effs_BJpsi_Default.log b/arc6_data/sample4_data/logs/match_effs_BJpsi_Default.log similarity index 100% rename from data_matching/sample4_data/logs/match_effs_BJpsi_Default.log rename to arc6_data/sample4_data/logs/match_effs_BJpsi_Default.log diff --git a/data_matching/sample4_data/logs/match_effs_BJpsi_EFilter.log b/arc6_data/sample4_data/logs/match_effs_BJpsi_EFilter.log similarity index 100% rename from data_matching/sample4_data/logs/match_effs_BJpsi_EFilter.log rename to arc6_data/sample4_data/logs/match_effs_BJpsi_EFilter.log diff --git a/data_matching/sample4_data/logs/match_effs_BJpsi_Electron_mlp_0215.log b/arc6_data/sample4_data/logs/match_effs_BJpsi_Electron_mlp_0215.log similarity index 100% rename from data_matching/sample4_data/logs/match_effs_BJpsi_Electron_mlp_0215.log rename to arc6_data/sample4_data/logs/match_effs_BJpsi_Electron_mlp_0215.log diff --git a/data_matching/sample4_data/logs/resolutions_and_effs_testJpsi_EFilter.log b/arc6_data/sample4_data/logs/resolutions_and_effs_testJpsi_EFilter.log similarity index 100% rename from data_matching/sample4_data/logs/resolutions_and_effs_testJpsi_EFilter.log rename to arc6_data/sample4_data/logs/resolutions_and_effs_testJpsi_EFilter.log diff --git a/data/.nfs0000000002f48856000165ff b/data/.nfs0000000002f48856000165ff new file mode 100644 index 0000000..40fcdc0 Binary files /dev/null and b/data/.nfs0000000002f48856000165ff differ diff --git a/data_matching/logs/match_effs_BJpsi_EFilter.log b/data_matching/deprecated/match_effs_BJpsi_EFilter.log similarity index 100% rename from data_matching/logs/match_effs_BJpsi_EFilter.log rename to data_matching/deprecated/match_effs_BJpsi_EFilter.log diff --git a/data_matching/sample3_data/logs/resolutions_and_effs_BJpsi_EFilter_newpars.log b/data_matching/deprecated/resolutions_and_effs_BJpsi_EFilter_newpars.log similarity index 100% rename from data_matching/sample3_data/logs/resolutions_and_effs_BJpsi_EFilter_newpars.log rename to data_matching/deprecated/resolutions_and_effs_BJpsi_EFilter_newpars.log diff --git a/data_matching/logs/match_effs_testJpsi_NewParams_EFilter.log b/data_matching/logs/match_effs_testJpsi_NewParams_EFilter.log new file mode 100644 index 0000000..7a22173 --- /dev/null +++ b/data_matching/logs/match_effs_testJpsi_NewParams_EFilter.log @@ -0,0 +1,378 @@ +# setting LC_ALL to "C" +# --> Including file '/auto/work/cetin/LHCb/reco_tuner/moore_options/get_match_eff_data.py' +/***** User ApplicationOptions/ApplicationOptions ************************************************** +|-append_decoding_keys_to_output_manifest = True (default: True) +|-auditors = [] (default: []) +|-buffer_events = 20000 (default: 20000) +|-conddb_tag = 'sim-20210617-vc-md100' (default: '') +|-conditions_version = '' (default: '') +|-control_flow_file = '' (default: '') +|-data_flow_file = '' (default: '') +|-data_type = 'Upgrade' (default: 'Upgrade') +|-dddb_tag = 'dddb-20210617' (default: '') +|-event_store = 'HiveWhiteBoard' (default: 'HiveWhiteBoard') +|-evt_max = -1 (default: -1) +|-first_evt = 0 (default: 0) +|-geometry_version = '' (default: '') +|-histo_file = '' (default: '') +|-input_files = ['/auto/data/guenther/Bd_JpsiKst_ee/00143565_00000009_1.xdigi', '/auto/data/guenther/Bd_JpsiKst_ee/00143565_00000059_1.xdigi', '/auto/data/guenther/Bd_JpsiKst_ee/00143565_00000020_1.xdigi'] +| (default: []) +|-input_manifest_file = '' (default: '') +|-input_process = '' (default: '') +|-input_raw_format = 0.5 (default: 0.5) +|-input_type = 'ROOT' (default: '') +|-lines_maker = None +|-memory_pool_size = 10485760 (default: 10485760) +|-monitoring_file = '' (default: '') +|-msg_svc_format = '% F%35W%S %7W%R%T %0W%M' (default: '% F%35W%S %7W%R%T %0W%M') +|-msg_svc_time_format = '%Y-%m-%d %H:%M:%S UTC' (default: '%Y-%m-%d %H:%M:%S UTC') +|-n_event_slots = 1 (default: -1) +|-n_threads = 1 (default: 1) +|-ntuple_file = '/work/cetin/LHCb/reco_tuner/data_matching/match_effs_testJpsi_NewParams_EFilter.root' +| (default: '') +|-output_file = '' (default: '') +|-output_level = 3 (default: 3) +|-output_manifest_file = '' (default: '') +|-output_type = '' (default: '') +|-persistreco_version = 1.0 (default: 1.0) +|-phoenix_filename = '' (default: '') +|-preamble_algs = [] (default: []) +|-print_freq = 10000 (default: 10000) +|-python_logging_level = 20 (default: 20) +|-require_specific_decoding_keys = [] (default: []) +|-scheduler_legacy_mode = True (default: True) +|-simulation = True (default: None) +|-use_iosvc = False (default: False) +|-velo_motion_system_yaml = '' (default: '') +|-write_decoding_keys_to_git = True (default: True) +\----- (End of User ApplicationOptions/ApplicationOptions) ----------------------------------------- +# Overrule specified for keys +# <-- End of file '/auto/work/cetin/LHCb/reco_tuner/moore_options/get_match_eff_data.py' +ApplicationMgr SUCCESS +==================================================================================================================================== + Welcome to Moore version 55.1 + running on lhcba2 on Wed Feb 28 14:10:35 2024 +==================================================================================================================================== +ApplicationMgr INFO Application Manager Configured successfully +ToolSvc.GitDDDB INFO opening Git repository '/cvmfs/lhcb.cern.ch/lib/lhcb/git-conddb/DDDB.git' +ToolSvc.GitDDDB INFO using commit 'upgrade/dddb-20210617' corresponding to 1871f1bb5c0d68c81dda62e84cf1eb3a45513521 +ToolSvc.GitSIMCOND INFO opening Git repository '/cvmfs/lhcb.cern.ch/lib/lhcb/git-conddb/SIMCOND.git' +ToolSvc.GitSIMCOND INFO using commit 'upgrade/sim-20210617-vc-md100' corresponding to 9aa116c7143d21760d1be07ce1ef22c0f8f07bdf +DetectorPersistencySvc INFO Added successfully Conversion service:XmlCnvSvc +DetectorDataSvc SUCCESS Detector description database: git:/lhcb.xml +EventClockSvc.FakeEventTime INFO Event times generated from 0 with steps of 0 +EventClockSvc.FakeEventTime INFO Run numbers generated from 0 every 0 events +MagneticFieldGridReader INFO Opened magnetic field file: /cvmfs/lhcb.cern.ch/lib/lhcb/DBASE/FieldMap/v5r7/cdf//field.v5r0.c1.down.cdf +MagneticFieldGridReader INFO Opened magnetic field file: /cvmfs/lhcb.cern.ch/lib/lhcb/DBASE/FieldMap/v5r7/cdf//field.v5r0.c2.down.cdf +MagneticFieldGridReader INFO Opened magnetic field file: /cvmfs/lhcb.cern.ch/lib/lhcb/DBASE/FieldMap/v5r7/cdf//field.v5r0.c3.down.cdf +MagneticFieldGridReader INFO Opened magnetic field file: /cvmfs/lhcb.cern.ch/lib/lhcb/DBASE/FieldMap/v5r7/cdf//field.v5r0.c4.down.cdf +MagneticFieldSvc INFO Map scaled by factor 1 with polarity internally used: -1 signed relative current: -1 +NTupleSvc INFO Added stream file:/work/cetin/LHCb/reco_tuner/data_matching/match_effs_testJpsi_NewParams_EFilter.root as FILE1 +HLTControlFlowMgr INFO Start initialization +RootHistSvc INFO Writing ROOT histograms to: /work/cetin/LHCb/reco_tuner/data_matching/match_effs_testJpsi_NewParams_EFilter.root +HistogramPersistencySvc INFO Added successfully Conversion service:RootHistSvc +DeFTDetector INFO Current FT geometry version = 64 +HLTControlFlowMgr INFO Concurrency level information: +HLTControlFlowMgr INFO o Number of events slots: 1 +HLTControlFlowMgr INFO o TBB thread pool size: 'ThreadPoolSize':1 +HLTControlFlowMgr INFO ---> End of Initialization. This took 120110 ms +ApplicationMgr INFO Application Manager Initialized successfully +ApplicationMgr INFO Application Manager Started successfully +EventPersistencySvc INFO Added successfully Conversion service:RootCnvSvc +EventSelector INFO Stream:EventSelector.DataStreamTool_1 Def:DATAFILE='/auto/data/guenther/Bd_JpsiKst_ee/00143565_00000009_1.xdigi' SVC='Gaudi::RootEvtSelector' OPT='READ' IgnoreChecksum='YES' +HLTControlFlowMgr INFO Will measure time between events 10 and 2147483647 (stop might be some events later) +HLTControlFlowMgr INFO Starting loop on events +EventSelector SUCCESS Reading Event record 1. Record number within stream 1: 1 +FTRawBankDecoder INFO Conditions DB is compatible with FT bank version 4, 5, 6. +FTRawBankDecoder INFO Building the readout map with version 0 +HLTControlFlowMgr INFO Timing started at: 14:12:59 +EventSelector INFO Stream:EventSelector.DataStreamTool_2 Def:DATAFILE='/auto/data/guenther/Bd_JpsiKst_ee/00143565_00000059_1.xdigi' SVC='Gaudi::RootEvtSelector' OPT='READ' IgnoreChecksum='YES' +EventSelector INFO Stream:EventSelector.DataStreamTool_3 Def:DATAFILE='/auto/data/guenther/Bd_JpsiKst_ee/00143565_00000020_1.xdigi' SVC='Gaudi::RootEvtSelector' OPT='READ' IgnoreChecksum='YES' +HLTControlFlowMgr INFO No more events in event selection +HLTControlFlowMgr INFO ---> Loop over 2955 Events Finished - WSS 1752.66, timed 2945 Events: 184867 ms, Evts/s = 15.9304 +DefaultGECFilter INFO Number of counters : 2 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "Nb Events Processed" | 2955 | + | "Nb events removed" | 666 | +ForwardTrackChecker_482fda95.LoK... INFO Number of counters : 1 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "# loaded from PYTHON" | 17 | +ForwardUTHitsChecker_fe9d9ac2.Lo... INFO Number of counters : 1 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "# loaded from PYTHON" | 4 | +HLTControlFlowMgr INFO Number of counters : 1 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "Processed events" | 2955 | +MatchTrackChecker_637fd38f.LoKi:... INFO Number of counters : 1 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "# loaded from PYTHON" | 17 | +MatchUTHitsChecker_c7a5ed44.LoKi... INFO Number of counters : 1 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "# loaded from PYTHON" | 4 | +PrForwardTrackingVelo_6024f9ec INFO Number of counters : 10 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "Accepted input tracks" | 2289 | 363254 | 158.70 | + | "Created long tracks" | 2289 | 181236 | 79.177 | + | "Input tracks" | 2289 | 380749 | 166.34 | + | "Number of candidate bins per track" | 363254 | 1665217 | 4.5842 | 5.0318 | 0.0000 | 56.000 | + | "Number of complete candidates/track 1st Loop" | 305079 | 195005 | 0.63920 | 0.65005 | 0.0000 | 6.0000 | + | "Number of complete candidates/track 2nd Loop" | 148403 | 13248 | 0.089270 | 0.29669 | 0.0000 | 3.0000 | + | "Number of x candidates per track 1st Loop" | 305079 | 426093 | 1.3967 | 1.3487 | + | "Number of x candidates per track 2nd Loop" | 148403 | 347932 | 2.3445 | 2.6098 | + | "Percentage second loop execution" | 305079 | 148403 | 0.48644 | + | "Removed duplicates" | 2289 | 9647 | 4.2145 | +PrForwardTrackingVelo_6024f9ec.P... INFO Number of counters : 2 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "#UT hits added" | 166072 | 673152 | 4.0534 | + | "#tracks with hits added" | 166072 | +PrHybridSeeding_4d0337cc INFO Number of counters : 21 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "Created T2x1 three-hit combinations in case 0" | 3981395 | 2438467 | 0.61247 | 0.62452 | 0.0000 | 6.0000 | + | "Created T2x1 three-hit combinations in case 1" | 4961664 | 3252259 | 0.65548 | 0.75200 | 0.0000 | 12.000 | + | "Created T2x1 three-hit combinations in case 2" | 7644512 | 6133331 | 0.80232 | 1.0193 | 0.0000 | 23.000 | + | "Created XZ tracks (part 0)" | 6867 | 363280 | 52.902 | 44.400 | 0.0000 | 844.00 | + | "Created XZ tracks (part 1)" | 6867 | 360418 | 52.486 | 47.084 | 0.0000 | 1257.0 | + | "Created XZ tracks in case 0" | 4578 | 269789 | 58.932 | 37.398 | 1.0000 | 363.00 | + | "Created XZ tracks in case 1" | 4578 | 267868 | 58.512 | 44.098 | 1.0000 | 709.00 | + | "Created XZ tracks in case 2" | 4578 | 186041 | 40.638 | 52.165 | 0.0000 | 1257.0 | + | "Created full hit combinations in case 0" | 407934 | 407934 | 1.0000 | 0.0000 | 1.0000 | 1.0000 | + | "Created full hit combinations in case 1" | 310355 | 310355 | 1.0000 | 0.0000 | 1.0000 | 1.0000 | + | "Created full hit combinations in case 2" | 280325 | 280325 | 1.0000 | 0.0000 | 1.0000 | 1.0000 | + | "Created seed tracks" | 4578 | 284763 | 62.202 | 22.650 | 3.0000 | 141.00 | + | "Created seed tracks (part 0)" | 2289 | 159664 | 69.753 | 25.912 | 4.0000 | 161.00 | + | "Created seed tracks (part 1)" | 2289 | 157869 | 68.969 | 25.854 | 3.0000 | 159.00 | + | "Created seed tracks in case 0" | 4578 | 148622 | 32.464 | 12.801 | 1.0000 | 86.000 | + | "Created seed tracks in case 1" | 4578 | 270703 | 59.131 | 21.736 | 2.0000 | 132.00 | + | "Created seed tracks in case 2" | 4578 | 302221 | 66.016 | 24.642 | 3.0000 | 153.00 | + | "Created seed tracks in recovery step" | 2289 | 15312 | 6.6894 | 3.8772 | 0.0000 | 26.000 | + | "Created two-hit combinations in case 0" | 677723 |1.546134e+07 | 22.814 | 15.827 | 0.0000 | 117.00 | + | "Created two-hit combinations in case 1" | 584001 |1.760625e+07 | 30.148 | 18.628 | 0.0000 | 262.00 | + | "Created two-hit combinations in case 2" | 461883 |2.056474e+07 | 44.524 | 28.512 | 0.0000 | 333.00 | +PrLHCbID2MCParticle_a906d17d INFO Number of counters : 1 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "#removed null MCParticles" | 16672433 | 0 | 0.0000 | +PrMatchNN_fe76ef5a INFO Number of counters : 3 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "#MatchingChi2" | 2289 | 8809473 | 3848.6 | + | "#MatchingMLP" | 280261 | 233932.9 | 0.83470 | + | "#MatchingTracks" | 2289 | 280261 | 122.44 | +PrMatchNN_fe76ef5a.PrAddUTHitsTool INFO Number of counters : 2 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "#UT hits added" | 218643 | 859311 | 3.9302 | + | "#tracks with hits added" | 218643 | +PrStorePrUTHits_df75b912 INFO Number of counters : 1 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "#banks" | 2289 | 494424 | 216.00 | +PrStoreSciFiHits_fb0eba02 INFO Number of counters : 25 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "Average X in T1U" | 690489 |-2.482423e+07 | -35.952 | 1141.3 | -2656.4 | 2656.3 | + | "Average X in T1V" | 696122 |-2.060219e+07 | -29.596 | 1128.0 | -2656.4 | 2656.3 | + | "Average X in T1X1" | 677723 |-3.438883e+07 | -50.742 | 1162.3 | -2646.2 | 2646.2 | + | "Average X in T1X2" | 705312 |-1.014161e+07 | -14.379 | 1120.8 | -2646.2 | 2646.2 | + | "Average X in T2U" | 673541 |-1.658606e+07 | -24.625 | 1135.5 | -2656.4 | 2656.3 | + | "Average X in T2V" | 693923 |-1.479371e+07 | -21.319 | 1129.9 | -2656.4 | 2656.3 | + | "Average X in T2X1" | 645225 |-1.705455e+07 | -26.432 | 1138.8 | -2646.2 | 2646.2 | + | "Average X in T2X2" | 716059 | -9891920 | -13.814 | 1124.6 | -2646.2 | 2646.2 | + | "Average X in T3U" | 731421 |-1.225062e+07 | -16.749 | 1333.5 | -3188.4 | 3188.4 | + | "Average X in T3V" | 753478 |-1.409381e+07 | -18.705 | 1328.7 | -3188.4 | 3188.4 | + | "Average X in T3X1" | 704173 |-1.010873e+07 | -14.355 | 1334.4 | -3176.2 | 3176.2 | + | "Average X in T3X2" | 782214 |-1.938375e+07 | -24.781 | 1321.3 | -3176.2 | 3176.2 | + | "Hits in T1U" | 9156 | 690489 | 75.414 | 27.984 | 5.0000 | 232.00 | + | "Hits in T1V" | 9156 | 696122 | 76.029 | 27.670 | 3.0000 | 245.00 | + | "Hits in T1X1" | 9156 | 677723 | 74.020 | 27.325 | 4.0000 | 205.00 | + | "Hits in T1X2" | 9156 | 705312 | 77.033 | 28.024 | 6.0000 | 266.00 | + | "Hits in T2U" | 9156 | 673541 | 73.563 | 26.210 | 3.0000 | 198.00 | + | "Hits in T2V" | 9156 | 693923 | 75.789 | 27.194 | 6.0000 | 374.00 | + | "Hits in T2X1" | 9156 | 645225 | 70.470 | 25.869 | 3.0000 | 288.00 | + | "Hits in T2X2" | 9156 | 716059 | 78.207 | 27.736 | 6.0000 | 287.00 | + | "Hits in T3U" | 9156 | 731421 | 79.884 | 27.669 | 2.0000 | 239.00 | + | "Hits in T3V" | 9156 | 753478 | 82.293 | 28.471 | 6.0000 | 207.00 | + | "Hits in T3X1" | 9156 | 704173 | 76.908 | 27.098 | 5.0000 | 339.00 | + | "Hits in T3X2" | 9156 | 782214 | 85.432 | 29.532 | 6.0000 | 204.00 | + | "Total number of hits" | 2289 | 8469680 | 3700.2 | 1120.3 | 604.00 | 6365.0 | +PrStoreUTHit_6220b56a INFO Number of counters : 1 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "#banks" | 2289 | 494424 | 216.00 | +PrTrackAssociator_16ad4612 INFO Number of counters : 2 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + |*"Efficiency" | 284763 | 279294 |( 98.07946 +- 0.02571932)% | + | "MC particles per track" | 279294 | 279304 | 1.0000 | +PrTrackAssociator_2fb28deb INFO Number of counters : 2 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + |*"Efficiency" | 280261 | 159482 |( 56.90481 +- 0.09354219)% | + | "MC particles per track" | 159482 | 187805 | 1.1776 | +PrTrackAssociator_3adf94fb INFO Number of counters : 2 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + |*"Efficiency" | 181236 | 155077 |( 85.56633 +- 0.08255009)% | + | "MC particles per track" | 155077 | 181813 | 1.1724 | +SeedTrackChecker_ad9abe4e.LoKi::... INFO Number of counters : 1 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "# loaded from PYTHON" | 17 | +VeloClusterTrackingSIMD_87c18651 INFO Number of counters : 2 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "Nb of Produced Clusters" | 2289 | 5397790 | 2358.1 | + | "Nb of Produced Tracks" | 2289 | 593239 | 259.17 | +fromPrForwardTracksV1Tracks_f53f... INFO Number of counters : 1 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "Nb of converted Tracks" | 2289 | 181236 | 79.177 | +fromPrMatchTracksV1Tracks_2472c8a1 INFO Number of counters : 1 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "Nb of converted Tracks" | 2289 | 280261 | 122.44 | +fromPrSeedingTracksV1Tracks_84cd... INFO Number of counters : 1 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "Nb of converted Tracks" | 2289 | 284763 | 124.40 | +fromPrVeloTracksV1TracksMerger_f... INFO Number of counters : 1 + | Counter | # | sum | mean/eff^* | rms/err^* | min | max | + | "Nb of converted Tracks" | 2289 | 593239 | 259.17 | +ApplicationMgr INFO Application Manager Stopped successfully +ForwardTrackChecker_482fda95 INFO Results +ForwardTrackChecker_482fda95 INFO **** Forward 181236 tracks including 26159 ghosts [14.43 %], Event average 13.11 % **** +ForwardTrackChecker_482fda95 INFO 01_long : 133702 from 152279 [ 87.80 %] 513 clones [ 0.38 %], purity: 99.21 %, hitEff: 98.43 % +ForwardTrackChecker_482fda95 INFO 02_long_P>5GeV : 91867 from 98421 [ 93.34 %] 307 clones [ 0.33 %], purity: 99.32 %, hitEff: 98.84 % +ForwardTrackChecker_482fda95 INFO 03_long_strange : 6588 from 8121 [ 81.12 %] 20 clones [ 0.30 %], purity: 98.87 %, hitEff: 98.21 % +ForwardTrackChecker_482fda95 INFO 04_long_strange_P>5GeV : 3465 from 3856 [ 89.86 %] 8 clones [ 0.23 %], purity: 99.05 %, hitEff: 98.80 % +ForwardTrackChecker_482fda95 INFO 05_long_fromB : 7199 from 7959 [ 90.45 %] 26 clones [ 0.36 %], purity: 99.34 %, hitEff: 98.69 % +ForwardTrackChecker_482fda95 INFO 05_long_fromD : 3793 from 4226 [ 89.75 %] 10 clones [ 0.26 %], purity: 99.25 %, hitEff: 98.50 % +ForwardTrackChecker_482fda95 INFO 06_long_fromB_P>5GeV : 5664 from 5983 [ 94.67 %] 18 clones [ 0.32 %], purity: 99.45 %, hitEff: 98.93 % +ForwardTrackChecker_482fda95 INFO 06_long_fromD_P>5GeV : 2732 from 2894 [ 94.40 %] 7 clones [ 0.26 %], purity: 99.35 %, hitEff: 98.84 % +ForwardTrackChecker_482fda95 INFO 07_long_electrons : 10559 from 15125 [ 69.81 %] 108 clones [ 1.01 %], purity: 97.96 %, hitEff: 98.31 % +ForwardTrackChecker_482fda95 INFO 07_long_electrons_pairprod : 6890 from 10831 [ 63.61 %] 86 clones [ 1.23 %], purity: 97.36 %, hitEff: 98.08 % +ForwardTrackChecker_482fda95 INFO 08_long_fromB_electrons : 3548 from 4210 [ 84.28 %] 22 clones [ 0.62 %], purity: 99.07 %, hitEff: 98.84 % +ForwardTrackChecker_482fda95 INFO 09_long_fromB_electrons_P>5GeV : 3333 from 3850 [ 86.57 %] 21 clones [ 0.63 %], purity: 99.15 %, hitEff: 98.96 % +ForwardTrackChecker_482fda95 INFO 10_long_fromB_P>3GeV_Pt>0.5GeV : 4902 from 5182 [ 94.60 %] 17 clones [ 0.35 %], purity: 99.55 %, hitEff: 98.93 % +ForwardTrackChecker_482fda95 INFO 10_long_fromB_electrons_P>3GeV_Pt>0.5GeV : 3220 from 3659 [ 88.00 %] 19 clones [ 0.59 %], purity: 99.22 %, hitEff: 98.94 % +ForwardTrackChecker_482fda95 INFO 10_long_fromD_P>3GeV_Pt>0.5GeV : 2218 from 2343 [ 94.66 %] 6 clones [ 0.27 %], purity: 99.49 %, hitEff: 98.85 % +ForwardTrackChecker_482fda95 INFO 10_long_strange_P>3GeV_Pt>0.5GeV : 1801 from 2010 [ 89.60 %] 4 clones [ 0.22 %], purity: 99.36 %, hitEff: 98.68 % +ForwardTrackChecker_482fda95 INFO 11_UT_long_fromB_P>3GeV_Pt>0.5GeV : 4889 from 5164 [ 94.67 %] 17 clones [ 0.35 %], purity: 99.55 %, hitEff: 98.94 % +ForwardTrackChecker_482fda95 INFO +ForwardUTHitsChecker_fe9d9ac2 INFO Results +ForwardUTHitsChecker_fe9d9ac2 INFO **** UT Efficiency for /Event/fromPrForwardTracksV1Tracks_f53f50a8/OutputTracksLocation **** 26159 ghost, 2.61 UT per track +ForwardUTHitsChecker_fe9d9ac2 INFO 01_long :134215 tr 3.91 from 4.07 mcUT [ 95.9 %] 0.12 ghost hits on real tracks [ 3.0 %] +ForwardUTHitsChecker_fe9d9ac2 INFO 01_long >3UT :132800 tr 3.94 from 4.10 mcUT [ 96.2 %] 0.12 ghost hits on real tracks [ 2.9 %] +ForwardUTHitsChecker_fe9d9ac2 INFO 02_long_P>5GeV : 92174 tr 3.94 from 4.07 mcUT [ 96.8 %] 0.10 ghost hits on real tracks [ 2.4 %] +ForwardUTHitsChecker_fe9d9ac2 INFO 02_long_P>5GeV >3UT : 90908 tr 3.99 from 4.11 mcUT [ 97.2 %] 0.09 ghost hits on real tracks [ 2.2 %] +ForwardUTHitsChecker_fe9d9ac2 INFO 03_long_fromB_P>3GeV_Pt>0.5GeV : 4919 tr 4.00 from 4.07 mcUT [ 98.2 %] 0.05 ghost hits on real tracks [ 1.1 %] +ForwardUTHitsChecker_fe9d9ac2 INFO 03_long_fromB_P>3GeV_Pt>0.5GeV >3UT : 4897 tr 4.01 from 4.08 mcUT [ 98.3 %] 0.04 ghost hits on real tracks [ 1.0 %] +ForwardUTHitsChecker_fe9d9ac2 INFO 04_UT_long_fromB_P>3GeV_Pt>0.5GeV : 4906 tr 4.01 from 4.08 mcUT [ 98.3 %] 0.05 ghost hits on real tracks [ 1.1 %] +ForwardUTHitsChecker_fe9d9ac2 INFO 04_UT_long_fromB_P>3GeV_Pt>0.5GeV >3UT : 4897 tr 4.01 from 4.08 mcUT [ 98.3 %] 0.04 ghost hits on real tracks [ 1.0 %] +ForwardUTHitsChecker_fe9d9ac2 INFO +MatchTrackChecker_637fd38f INFO Results +MatchTrackChecker_637fd38f INFO **** Match 280261 tracks including 120779 ghosts [43.10 %], Event average 40.16 % **** +MatchTrackChecker_637fd38f INFO 01_long : 134983 from 152279 [ 88.64 %] 855 clones [ 0.63 %], purity: 99.32 %, hitEff: 98.57 % +MatchTrackChecker_637fd38f INFO 02_long_P>5GeV : 92116 from 98421 [ 93.59 %] 492 clones [ 0.53 %], purity: 99.43 %, hitEff: 99.19 % +MatchTrackChecker_637fd38f INFO 03_long_strange : 6503 from 8121 [ 80.08 %] 35 clones [ 0.54 %], purity: 98.99 %, hitEff: 98.17 % +MatchTrackChecker_637fd38f INFO 04_long_strange_P>5GeV : 3498 from 3856 [ 90.72 %] 15 clones [ 0.43 %], purity: 99.18 %, hitEff: 99.19 % +MatchTrackChecker_637fd38f INFO 05_long_fromB : 7247 from 7959 [ 91.05 %] 52 clones [ 0.71 %], purity: 99.44 %, hitEff: 98.78 % +MatchTrackChecker_637fd38f INFO 05_long_fromD : 3810 from 4226 [ 90.16 %] 20 clones [ 0.52 %], purity: 99.38 %, hitEff: 98.68 % +MatchTrackChecker_637fd38f INFO 06_long_fromB_P>5GeV : 5660 from 5983 [ 94.60 %] 28 clones [ 0.49 %], purity: 99.56 %, hitEff: 99.22 % +MatchTrackChecker_637fd38f INFO 06_long_fromD_P>5GeV : 2737 from 2894 [ 94.57 %] 9 clones [ 0.33 %], purity: 99.52 %, hitEff: 99.20 % +MatchTrackChecker_637fd38f INFO 07_long_electrons : 11620 from 15125 [ 76.83 %] 175 clones [ 1.48 %], purity: 97.81 %, hitEff: 98.11 % +MatchTrackChecker_637fd38f INFO 07_long_electrons_pairprod : 7764 from 10831 [ 71.68 %] 135 clones [ 1.71 %], purity: 97.19 %, hitEff: 97.81 % +MatchTrackChecker_637fd38f INFO 08_long_fromB_electrons : 3676 from 4210 [ 87.32 %] 43 clones [ 1.16 %], purity: 99.08 %, hitEff: 98.82 % +MatchTrackChecker_637fd38f INFO 09_long_fromB_electrons_P>5GeV : 3454 from 3850 [ 89.71 %] 42 clones [ 1.20 %], purity: 99.14 %, hitEff: 98.94 % +MatchTrackChecker_637fd38f INFO 10_long_fromB_P>3GeV_Pt>0.5GeV : 4910 from 5182 [ 94.75 %] 27 clones [ 0.55 %], purity: 99.65 %, hitEff: 99.10 % +MatchTrackChecker_637fd38f INFO 10_long_fromB_electrons_P>3GeV_Pt>0.5GeV : 3336 from 3659 [ 91.17 %] 39 clones [ 1.16 %], purity: 99.22 %, hitEff: 98.94 % +MatchTrackChecker_637fd38f INFO 10_long_fromD_P>3GeV_Pt>0.5GeV : 2226 from 2343 [ 95.01 %] 9 clones [ 0.40 %], purity: 99.64 %, hitEff: 99.09 % +MatchTrackChecker_637fd38f INFO 10_long_strange_P>3GeV_Pt>0.5GeV : 1831 from 2010 [ 91.09 %] 6 clones [ 0.33 %], purity: 99.51 %, hitEff: 98.98 % +MatchTrackChecker_637fd38f INFO 11_UT_long_fromB_P>3GeV_Pt>0.5GeV : 4898 from 5164 [ 94.85 %] 27 clones [ 0.55 %], purity: 99.65 %, hitEff: 99.11 % +MatchTrackChecker_637fd38f INFO +MatchUTHitsChecker_c7a5ed44 INFO Results +MatchUTHitsChecker_c7a5ed44 INFO **** UT Efficiency for /Event/fromPrMatchTracksV1Tracks_2472c8a1/OutputTracksLocation **** 120779 ghost, 2.02 UT per track +MatchUTHitsChecker_c7a5ed44 INFO 01_long :135838 tr 3.87 from 4.08 mcUT [ 94.9 %] 0.13 ghost hits on real tracks [ 3.2 %] +MatchUTHitsChecker_c7a5ed44 INFO 01_long >3UT :134355 tr 3.90 from 4.10 mcUT [ 95.2 %] 0.12 ghost hits on real tracks [ 3.0 %] +MatchUTHitsChecker_c7a5ed44 INFO 02_long_P>5GeV : 92608 tr 3.92 from 4.08 mcUT [ 96.1 %] 0.10 ghost hits on real tracks [ 2.5 %] +MatchUTHitsChecker_c7a5ed44 INFO 02_long_P>5GeV >3UT : 91336 tr 3.96 from 4.11 mcUT [ 96.5 %] 0.09 ghost hits on real tracks [ 2.3 %] +MatchUTHitsChecker_c7a5ed44 INFO 03_long_fromB_P>3GeV_Pt>0.5GeV : 4937 tr 3.97 from 4.07 mcUT [ 97.5 %] 0.05 ghost hits on real tracks [ 1.1 %] +MatchUTHitsChecker_c7a5ed44 INFO 03_long_fromB_P>3GeV_Pt>0.5GeV >3UT : 4915 tr 3.98 from 4.08 mcUT [ 97.6 %] 0.04 ghost hits on real tracks [ 1.1 %] +MatchUTHitsChecker_c7a5ed44 INFO 04_UT_long_fromB_P>3GeV_Pt>0.5GeV : 4925 tr 3.98 from 4.08 mcUT [ 97.6 %] 0.05 ghost hits on real tracks [ 1.1 %] +MatchUTHitsChecker_c7a5ed44 INFO 04_UT_long_fromB_P>3GeV_Pt>0.5GeV >3UT : 4915 tr 3.98 from 4.08 mcUT [ 97.6 %] 0.04 ghost hits on real tracks [ 1.1 %] +MatchUTHitsChecker_c7a5ed44 INFO +SeedTrackChecker_ad9abe4e INFO Results +SeedTrackChecker_ad9abe4e INFO **** Seed 284763 tracks including 5469 ghosts [ 1.92 %], Event average 1.56 % **** +SeedTrackChecker_ad9abe4e INFO 01_hasT : 198532 from 234618 [ 84.62 %] 7 clones [ 0.00 %], purity: 99.60 %, hitEff: 97.85 % +SeedTrackChecker_ad9abe4e INFO 02_long : 143630 from 152279 [ 94.32 %] 6 clones [ 0.00 %], purity: 99.71 %, hitEff: 98.42 % +SeedTrackChecker_ad9abe4e INFO 03_long_P>5GeV : 95859 from 98421 [ 97.40 %] 5 clones [ 0.01 %], purity: 99.69 %, hitEff: 99.09 % +SeedTrackChecker_ad9abe4e INFO 04_long_fromB : 7598 from 7959 [ 95.46 %] 1 clones [ 0.01 %], purity: 99.75 %, hitEff: 98.65 % +SeedTrackChecker_ad9abe4e INFO 05_long_fromB_P>5GeV : 5835 from 5983 [ 97.53 %] 1 clones [ 0.02 %], purity: 99.76 %, hitEff: 99.13 % +SeedTrackChecker_ad9abe4e INFO 06_UT+T_strange : 16417 from 17658 [ 92.97 %] 0 clones [ 0.00 %], purity: 99.74 %, hitEff: 98.00 % +SeedTrackChecker_ad9abe4e INFO 07_UT+T_strange_P>5GeV : 8615 from 8825 [ 97.62 %] 0 clones [ 0.00 %], purity: 99.71 %, hitEff: 99.05 % +SeedTrackChecker_ad9abe4e INFO 08_noVelo+UT+T_strange : 8949 from 9658 [ 92.66 %] 0 clones [ 0.00 %], purity: 99.74 %, hitEff: 98.03 % +SeedTrackChecker_ad9abe4e INFO 09_noVelo+UT+T_strange_P>5GeV : 4914 from 5043 [ 97.44 %] 0 clones [ 0.00 %], purity: 99.70 %, hitEff: 99.01 % +SeedTrackChecker_ad9abe4e INFO 10_UT+T_SfromDB : 1133 from 1220 [ 92.87 %] 0 clones [ 0.00 %], purity: 99.77 %, hitEff: 97.99 % +SeedTrackChecker_ad9abe4e INFO 11_UT+T_SfromDB_P>5GeV : 612 from 623 [ 98.23 %] 0 clones [ 0.00 %], purity: 99.72 %, hitEff: 99.22 % +SeedTrackChecker_ad9abe4e INFO 12_noVelo+UT+T_SfromDB_P>5GeV : 420 from 428 [ 98.13 %] 0 clones [ 0.00 %], purity: 99.69 %, hitEff: 99.12 % +SeedTrackChecker_ad9abe4e INFO 13_hasT_electrons : 40669 from 74476 [ 54.61 %] 2 clones [ 0.00 %], purity: 99.69 %, hitEff: 97.16 % +SeedTrackChecker_ad9abe4e INFO 14_long_electrons : 13360 from 15125 [ 88.33 %] 1 clones [ 0.01 %], purity: 99.81 %, hitEff: 97.85 % +SeedTrackChecker_ad9abe4e INFO 15_long_fromB_electrons : 3922 from 4210 [ 93.16 %] 0 clones [ 0.00 %], purity: 99.79 %, hitEff: 98.70 % +SeedTrackChecker_ad9abe4e INFO 16_long_electrons_P>5GeV : 8676 from 9420 [ 92.10 %] 0 clones [ 0.00 %], purity: 99.80 %, hitEff: 98.73 % +SeedTrackChecker_ad9abe4e INFO 17_long_fromB_electrons_P>5GeV : 3632 from 3850 [ 94.34 %] 0 clones [ 0.00 %], purity: 99.79 %, hitEff: 98.85 % +SeedTrackChecker_ad9abe4e INFO +HLTControlFlowMgr INFO Memory pool: used 3.94312 +/- 0.039102 MiB (min: 0, max: 5) in 1 +/- 0 blocks (allocated >once in 0 +/- 0% events). Allocated capacity was 10 +/- 0 MiB (min: 10, max: 10) and 347.612 +/- 3.41441 (min: 4, max: 489) requests were served +HLTControlFlowMgr INFO Timing table: +HLTControlFlowMgr INFO + | Name of Algorithm | Execution Count | Total Time / s | Avg. 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SUCCESS Booked 857 Histogram(s) : 1D=614 2D=243 +RootCnvSvc INFO Disconnected data IO:9E3B8940-FB87-11EB-ADCA-FA163E643B60 [/auto/data/guenther/Bd_JpsiKst_ee/00143565_00000059_1.xdigi] +RootCnvSvc INFO Disconnected data IO:AFCB9710-FB21-11EB-9E91-FA163ED3A4EB [/auto/data/guenther/Bd_JpsiKst_ee/00143565_00000009_1.xdigi] +RootCnvSvc INFO Disconnected data IO:B9D7CC62-FB38-11EB-8B01-3CECEF5D2C24 [/auto/data/guenther/Bd_JpsiKst_ee/00143565_00000020_1.xdigi] +ApplicationMgr INFO Application Manager Finalized successfully +ApplicationMgr INFO Application Manager Terminated successfully diff --git a/data_matching/sample4_data/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFive.root b/data_matching/match_effs_testJpsi_NewParams_EFilter.root similarity index 69% rename from data_matching/sample4_data/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFive.root rename to data_matching/match_effs_testJpsi_NewParams_EFilter.root index 1478c17..ebb0563 100644 Binary files a/data_matching/sample4_data/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFive.root and b/data_matching/match_effs_testJpsi_NewParams_EFilter.root differ diff --git a/data_matching/parameterisations/new/parameterisation.log b/data_matching/parameterisations/new/parameterisation.log new file mode 100644 index 0000000..f3e97ac --- /dev/null +++ b/data_matching/parameterisations/new/parameterisation.log @@ -0,0 +1,26 @@ +Run selection cuts = isElectron == 1 && pt > 10 && p > 1500 && p < 100000 && !std::isnan(ideal_state_770_x) && !std::isnan(ideal_state_9410_x) && !std::isnan(ideal_state_10000_x) && std::abs(match_chi2) < 6 +Concatenate polarities ... +hadd Target file: data/tracking_losses_ntuple_B_BJpsi_def_selected.root +hadd compression setting for meta data: 101 +hadd Source file 1: data/tracking_losses_ntuple_B_def_selected.root +hadd Source file 2: data/tracking_losses_ntuple_BJpsi_def_selected.root +hadd Target path: data/tracking_losses_ntuple_B_BJpsi_def_selected.root:/ +Parameterise magnet kink position ... +Parameterisation for z_mag_xEndT: +intercept= 5308.689740859701 +coef= {'dSlope_xEndT_abs': 94.8390840129271, 'x_EndT_abs': 0.03952176022974936, 'ideal_state_770_tx^2': 70418.55504271125, 'ideal_state_770_tx dSlope_xEndT': 62087.4827671762, 'dSlope_xEndT^2': 13580.830615214854, 'x_EndT_abs^2': -0.000842287765099925, 'ideal_state_770_ty^2': -2237.8985443626666, 'ideal_state_770_tx^2 x_EndT_abs': -16.447718852307414, 'ideal_state_770_tx dSlope_xEndT x_EndT_abs': -13.929546692369508, 'dSlope_xEndT^2 x_EndT_abs': -3.2033475757333143, 'dSlope_xEndT_abs ideal_state_770_ty^2': 3364.6401097763382, 'x_EndT_abs^3': 1.936634587279551e-07} +r2 score= 0.8153420697863665 +RMSE = 37.11860171392724 + +Parameterise track model ... +Parameterisation for yDiffOut: +intercept= 0.0 +coef= {'dSlope_yEndT': 4349.958490794569, 'dSlope_xEndT dSlope_yEndT': 23.412267157820907, 'ideal_state_770_ty dSlope_xEndT^2': 1217.6046177241865, 'ideal_state_770_ty dSlope_yEndT^2': -17594.965665893247} +r2 score= 0.8630980499661214 +RMSE = 10.206148569489939 + +Parameterisation for yDiffEndT: +intercept= 0.0 +coef= {'dSlope_yEndT': 2727.4382768214373, 'ideal_state_770_ty dSlope_xEndT_abs': 171.62746271508692, 'ideal_state_770_ty dSlope_yEndT_abs': -1639.9176239198928, 'ideal_state_770_ty ideal_state_770_tx dSlope_xEndT': 2841.0170296705633, 'ideal_state_770_ty dSlope_xEndT^2': 490.03818091751873, 'ideal_state_770_ty dSlope_yEndT^2': 34340.21609055052, 'ideal_state_770_tx^2 dSlope_yEndT': 2885.8437352087253, 'ideal_state_770_ty ideal_state_770_tx^2 dSlope_xEndT_abs': -697.8060002066588, 'ideal_state_770_ty^3 ideal_state_770_tx dSlope_xEndT': 17736.16501881911} +r2 score= 0.8567992421700392 +RMSE = 8.668896312856239 diff --git a/data_matching/parameterisations/new/track_model_params_electron.hpp b/data_matching/parameterisations/new/track_model_params_electron.hpp new file mode 100644 index 0000000..baf6195 --- /dev/null +++ b/data_matching/parameterisations/new/track_model_params_electron.hpp @@ -0,0 +1,16 @@ +// param[0]*dSlope_yEndT + param[1]*dSlope_xEndT dSlope_yEndT + +// param[2]*ty dSlope_xEndT^2 + param[3]*ty dSlope_yEndT^2 +static constexpr std::array bendYParamsMatch{ + 4349.958490794569f, 23.412267157820907f, 1217.6046177241865f, + -17594.965665893247f}; +// param[0]*dSlope_yEndT + param[1]*ideal_state_770_ty dSlope_xEndT_abs + +// param[2]*ideal_state_770_ty dSlope_yEndT_abs + param[3]*ideal_state_770_ty +// ideal_state_770_tx dSlope_xEndT + param[4]*ideal_state_770_ty dSlope_xEndT^2 +// + param[5]*ideal_state_770_ty dSlope_yEndT^2 + param[6]*ideal_state_770_tx^2 +// dSlope_yEndT + param[7]*ideal_state_770_ty ideal_state_770_tx^2 +// dSlope_xEndT_abs + param[8]*ideal_state_770_ty^3 ideal_state_770_tx +// dSlope_xEndT +static constexpr std::array bendYParams{ + 2727.4382768214373f, 171.62746271508692f, -1639.9176239198928f, + 2841.0170296705633f, 490.03818091751873f, 34340.21609055052f, + 2885.8437352087253f, -697.8060002066588f, 17736.16501881911f}; diff --git a/data_matching/parameterisations/new/z_mag_kink_params_electron.hpp b/data_matching/parameterisations/new/z_mag_kink_params_electron.hpp new file mode 100644 index 0000000..40ceb21 --- /dev/null +++ b/data_matching/parameterisations/new/z_mag_kink_params_electron.hpp @@ -0,0 +1,14 @@ +// param[0] + +// param[1]*dSlope_xEndT_abs + param[2]*x_EndT_abs + +// param[3]*tx^2 + +// param[4]*tx dSlope_xEndT + +// param[5]*dSlope_xEndT^2 + param[6]*x_EndT_abs^2 + +// param[7]*ty^2 + param[8]*tx^2 x_EndT_abs + +// param[9]*tx dSlope_xEndT x_EndT_abs + +// param[10]*dSlope_xEndT^2 x_EndT_abs + param[11]*dSlope_xEndT_abs ty^2 + param[12]*x_EndT_abs^3 +static constexpr std::array zMagnetParamsEndTElectron{ + 5308.689740859701f, 94.8390840129271f, 0.03952176022974936f, + 70418.55504271125f, 62087.4827671762f, 13580.830615214854f, + -0.000842287765099925f, -2237.8985443626666f, -16.447718852307414f, + -13.929546692369508f, -3.2033475757333143f, 3364.6401097763382f, + 1.936634587279551e-07f}; diff --git a/data_matching/sample4_data/calo_data_BJpsi_filter_shower_dll_NegFive_mlp_NullFive.root b/data_matching/sample4_data/calo_data_BJpsi_filter_shower_dll_NegFive_mlp_NullFive.root deleted file mode 100644 index fd46b7f..0000000 Binary files a/data_matching/sample4_data/calo_data_BJpsi_filter_shower_dll_NegFive_mlp_NullFive.root and /dev/null differ diff --git a/data_matching/sample4_data/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFiveFive.root b/data_matching/sample4_data/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFiveFive.root deleted file mode 100644 index 3e9df5f..0000000 Binary files a/data_matching/sample4_data/calo_data_testJpsi_filter_shower_dll_NegFive_mlp_NullFiveFive.root and /dev/null differ diff --git a/data_matching/sample4_data/match_effs_BJpsi_Default.root b/data_matching/sample4_data/match_effs_BJpsi_Default.root deleted file mode 100644 index 833da60..0000000 Binary files a/data_matching/sample4_data/match_effs_BJpsi_Default.root and /dev/null differ diff --git a/data_matching/sample4_data/match_effs_BJpsi_EFilter.root b/data_matching/sample4_data/match_effs_BJpsi_EFilter.root deleted file mode 100644 index 33630b0..0000000 Binary files a/data_matching/sample4_data/match_effs_BJpsi_EFilter.root and /dev/null differ diff --git a/data_matching/sample4_data/match_effs_BJpsi_Electron_mlp_0215.root b/data_matching/sample4_data/match_effs_BJpsi_Electron_mlp_0215.root deleted file mode 100644 index e848cdd..0000000 Binary files a/data_matching/sample4_data/match_effs_BJpsi_Electron_mlp_0215.root and /dev/null differ diff --git a/data_matching/sample4_data/match_effs_testJpsi_EFilter.root b/data_matching/sample4_data/match_effs_testJpsi_EFilter.root deleted file mode 100644 index f09e169..0000000 Binary files a/data_matching/sample4_data/match_effs_testJpsi_EFilter.root and /dev/null differ diff --git a/data_matching/sample4_data/resolutions_and_effs_testJpsi_EFilter.root b/data_matching/sample4_data/resolutions_and_effs_testJpsi_EFilter.root deleted file mode 100644 index 47dc523..0000000 Binary files a/data_matching/sample4_data/resolutions_and_effs_testJpsi_EFilter.root and /dev/null differ diff --git a/electron_main.py b/electron_main.py index d3d8887..2952fa4 100644 --- a/electron_main.py +++ b/electron_main.py @@ -44,14 +44,14 @@ args = parser.parse_args() cpp_files = [] -ghost_data = "data/ghost_data.root" +ghost_data = "data/ghost_data_B_BJpsi.root" if args.prepare_weights_data: merge_cmd = [ "hadd", "-fk", ghost_data, - "data/ghost_data_B.root", - "data/ghost_data_D.root", + "data/ghost_data_B_NewParams7.root", + "data/ghost_data_BJpsi_NewParams7.root", ] print("Concatenate decays for neural network training ...") subprocess.run(merge_cmd, check=True) @@ -66,16 +66,16 @@ tree_names["newpars"] = "PrMatchNN_b826666c.PrMCDebugMatchToolNN/MVAInputAndOutp if args.matching_weights: os.chdir(os.path.dirname(os.path.realpath(__file__))) train_matching_ghost_mlp( - input_file="data/ghost_data_B_sample4.root", + input_file="data/ghost_data_B_NewParams7.root", tree_name=tree_names[file_name], exclude_electrons=False, only_electrons=True, filter_velos=False, filter_seeds=True, - n_train_signal=110e3, - n_train_bkg=110e3, - n_test_signal=10e3, - n_test_bkg=10e3, + n_train_signal=115e3, + n_train_bkg=115e3, + n_test_signal=5e3, + n_test_bkg=5e3, prepare_data=True, outdir="nn_electron_training", ) diff --git a/main.py b/main.py index 623681c..99eebd6 100644 --- a/main.py +++ b/main.py @@ -55,7 +55,7 @@ args = parser.parse_args() selected = "data/tracking_losses_ntuple_B_BJpsi_def_selected.root" if args.prepare_params_data: - selection = "isElectron == 1 && pt > 10 && p > 1500 && p < 100000 && !std::isnan(ideal_state_770_x) && !std::isnan(ideal_state_9410_x) && !std::isnan(ideal_state_10000_x) && std::abs(match_chi2) < 5" + selection = "isElectron == 1 && pt > 10 && p > 1500 && p < 100000 && !std::isnan(ideal_state_770_x) && !std::isnan(ideal_state_9410_x) && !std::isnan(ideal_state_10000_x) && std::abs(match_chi2) < 6" print("Run selection cuts =", selection) selected_b = preselection( cuts=selection, diff --git a/moore_options/get_calo_data.py b/moore_options/get_calo_data.py index 273ba8a..0fff42d 100644 --- a/moore_options/get_calo_data.py +++ b/moore_options/get_calo_data.py @@ -39,11 +39,11 @@ import Functors as F import glob -decay = "BJpsi" +decay = "testJpsi" options.evt_max = -1 -options.ntuple_file = f"/work/cetin/LHCb/reco_tuner/data_matching/sample4_data/calo_data_{decay}_filter_shower_dll_NegFive_mlp_NullFive.root" +options.ntuple_file = f"/work/cetin/LHCb/reco_tuner/data_matching/NewParams/calo_data_{decay}_NewParams_dll_NegFive_mlp_NullSix.root" if decay == "B": @@ -120,7 +120,7 @@ def standalone_hlt2_fastest_reco(): ).OutputTracks matching_params = dict( - MinMatchNN=0.5, # NN response cut value + MinMatchNN=0.6, # NN response cut value ) calo_long = PrMatchNNv3( diff --git a/moore_options/get_ghost_data.py b/moore_options/get_ghost_data.py index 1bad952..999572a 100644 --- a/moore_options/get_ghost_data.py +++ b/moore_options/get_ghost_data.py @@ -35,9 +35,9 @@ import glob options.evt_max = -1 -decay = "B" # D, B +decay = "BJpsi" # D, B options.ntuple_file = ( - f"/work/cetin/LHCb/reco_tuner/data/ghost_data_{decay}_sample4.root" + f"/work/cetin/LHCb/reco_tuner/data/ghost_data_{decay}_NewParams7.root" ) options.input_type = "ROOT" @@ -87,48 +87,48 @@ def run_tracking_debug(): MCVerticesInput=mc_unpackers()["MCVertices"], ).OutputLocation - # be more robust against imperfect data - loose_forward_params = dict( - MaxChi2PerDoF=16, - MaxChi2XProjection=30, - MaxChi2PerDoFFinal=8, - MaxChi2Stereo=8, - MaxChi2StereoAdd=8, - ) - - forward_debug = PrForwardTrackingVelo( - InputTracks=hlt1_tracks["Velo"]["Pr"], - SciFiHits=make_PrStoreSciFiHits_hits(), - AddUTHitsToolName=get_global_ut_hits_tool(enable=True), - DebugTool=PrMCDebugForwardTool( - InputTracks=hlt1_tracks["Velo"]["v1"], - InputTrackLinks=links_to_velo_tracks, - MCParticles=mc_unpackers()["MCParticles"], - SciFiHitLinks=links_to_hits, - SciFiHits=make_PrStoreSciFiHits_hits(), - TrackInfo=make_data_with_FetchDataFromFile( - "/Event/MC/TrackInfo", "LHCb::MCProperty" - ), - ), - **loose_forward_params, - ) - - forward_ut_debug = PrForwardTracking( - SciFiHits=make_PrStoreSciFiHits_hits(), - InputTracks=hlt1_tracks["Upstream"]["Pr"], - AddUTHitsToolName=get_global_ut_hits_tool(enable=True), - DebugTool=PrMCDebugForwardTool( - InputTracks=hlt1_tracks["Upstream"]["v1"], - InputTrackLinks=links_to_upstream_tracks, - MCParticles=mc_unpackers()["MCParticles"], - SciFiHitLinks=links_to_hits, - SciFiHits=make_PrStoreSciFiHits_hits(), - TrackInfo=make_data_with_FetchDataFromFile( - "/Event/MC/TrackInfo", "LHCb::MCProperty" - ), - ), - **loose_forward_params, - ) + # # be more robust against imperfect data + # loose_forward_params = dict( + # MaxChi2PerDoF=16, + # MaxChi2XProjection=30, + # MaxChi2PerDoFFinal=8, + # MaxChi2Stereo=8, + # MaxChi2StereoAdd=8, + # ) + + # forward_debug = PrForwardTrackingVelo( + # InputTracks=hlt1_tracks["Velo"]["Pr"], + # SciFiHits=make_PrStoreSciFiHits_hits(), + # AddUTHitsToolName=get_global_ut_hits_tool(enable=True), + # DebugTool=PrMCDebugForwardTool( + # InputTracks=hlt1_tracks["Velo"]["v1"], + # InputTrackLinks=links_to_velo_tracks, + # MCParticles=mc_unpackers()["MCParticles"], + # SciFiHitLinks=links_to_hits, + # SciFiHits=make_PrStoreSciFiHits_hits(), + # TrackInfo=make_data_with_FetchDataFromFile( + # "/Event/MC/TrackInfo", "LHCb::MCProperty" + # ), + # ), + # **loose_forward_params, + # ) + + # forward_ut_debug = PrForwardTracking( + # SciFiHits=make_PrStoreSciFiHits_hits(), + # InputTracks=hlt1_tracks["Upstream"]["Pr"], + # AddUTHitsToolName=get_global_ut_hits_tool(enable=True), + # DebugTool=PrMCDebugForwardTool( + # InputTracks=hlt1_tracks["Upstream"]["v1"], + # InputTrackLinks=links_to_upstream_tracks, + # MCParticles=mc_unpackers()["MCParticles"], + # SciFiHitLinks=links_to_hits, + # SciFiHits=make_PrStoreSciFiHits_hits(), + # TrackInfo=make_data_with_FetchDataFromFile( + # "/Event/MC/TrackInfo", "LHCb::MCProperty" + # ), + # ), + # **loose_forward_params, + # ) loose_matching_params = dict( MaxMatchChi2=30.0, # 30.0, @@ -222,7 +222,8 @@ def run_tracking_debug(): ).MatchOutput """ - data = [forward_debug, forward_ut_debug, match_debug] # match_residual] + # data = [forward_debug, forward_ut_debug, match_debug] # match_residual] + data = [match_debug] return Reconstruction("run_tracking_debug", data, [require_gec()]) diff --git a/moore_options/get_match_eff_data.py b/moore_options/get_match_eff_data.py index 847684b..ac60472 100644 --- a/moore_options/get_match_eff_data.py +++ b/moore_options/get_match_eff_data.py @@ -43,12 +43,12 @@ from RecoConf.hlt1_tracking import ( ) import glob -decay = "BJpsi" +decay = "testJpsi" options.evt_max = -1 # options.ntuple_file = f"/work/cetin/LHCb/reco_tuner/data_matching/sample4_data/match_effs_{decay}_EFilter.root" -options.ntuple_file = f"/work/cetin/LHCb/reco_tuner/data_matching/sample4_data/match_effs_{decay}_Default.root" +options.ntuple_file = f"/work/cetin/LHCb/reco_tuner/data_matching/match_effs_{decay}_NewParams_EFilter.root" options.input_type = "ROOT" @@ -78,7 +78,7 @@ def run_tracking_debug(): tracks = make_hlt2_tracks(light_reco=True, fast_reco=False, use_pr_kf=True) matching_params = dict( - MinMatchNN=0.215, # NN response cut value + MinMatchNN=0.5, # NN response cut value ) match_long = PrMatchNN( diff --git a/moore_options/get_tracking_losses.py b/moore_options/get_tracking_losses.py index 7cfad05..63cedc8 100644 --- a/moore_options/get_tracking_losses.py +++ b/moore_options/get_tracking_losses.py @@ -40,7 +40,7 @@ tested by mc_matching_example.py """ -decay = "BJpsi" +decay = "B" options.evt_max = -1 @@ -63,7 +63,7 @@ options.simulation = True options.input_type = "ROOT" options.ntuple_file = ( - f"/work/cetin/LHCb/reco_tuner/data/tracking_losses_ntuple_{decay}_def.root" + f"/work/cetin/LHCb/reco_tuner/data/tracking_losses_ntuple_{decay}_NewParams.root" ) diff --git a/nn_neural_net_training/result_B/matching.hpp b/nn_neural_net_training/result_B/matching.hpp deleted file mode 100644 index b034e1e..0000000 --- a/nn_neural_net_training/result_B/matching.hpp +++ /dev/null @@ -1,46 +0,0 @@ -const auto fMin = std::array{ - {1.37092808927e-06, 1.07555365503e-06, 0, 1.90734863281e-06, - 1.73929147422e-05, 1.86264514923e-09}}; -const auto fMax = std::array{{14.9999952316, 0.456682443619, - 249.999572754, 399.509643555, - 1.33115208149, 0.149789437652}}; -const auto fWeightMatrix0to1 = std::array, 8>{ - {{-1.3734781925797, 13.4202721220084, -5.84482699847354, 0.208720202271194, - 3.52940201568696, -5.35007508017961, 6.10232623582908}, - {0.269463828190076, 12.2029002280153, 6.20803317501961, -9.43442815316897, - 2.5338939027162, 5.99544654330182, 16.266514230858}, - {-0.165852817298963, -12.5570036498389, 19.5108101030614, 10.1445756810778, - -4.70591905221782, -9.82613113151628, 2.66946232799658}, - {0.280264112609391, -40.4573608414915, 4.50829859766595, -9.38270110978156, - 2.13898954875748, 4.73797410702965, -38.2552994749474}, - {-15.3913555770922, 1.18454625888548, 1.03308239102009, 2.80096921737441, - -1.86435943580432, -5.12259817922783, -14.7182721956392}, - {-0.473433045504226, 14.9901069695702, -0.236384720797966, - -2.83841297397374, 4.98474416815065, -6.59501221410077, 6.97717117093051}, - {-0.79066972900182, -0.617757099680603, 0.740878002718091, - 0.681870030239224, -1.20759406685829, 0.769290467724204, - -1.8437808630988}, - {0.142197307909266, 4.84602282950846, -9.65725300640334, 5.68314089024306, - 0.631054662487241, 0.766483060165155, 2.3260315163825}}}; -const auto fWeightMatrix1to2 = std::array, 6>{ - {{0.647996552227704, -3.612673407752, 0.218049700051821, 4.89119034256858, - -0.00710530398728626, -0.739119819896367, 1.63438201788813, - 0.7192739388343, -4.39806909742125}, - {-0.719597437431301, -3.27873531826254, -2.03233412174408, - -3.60079441122056, 0.0930923625129556, -2.47473692076248, - -1.61531096417457, -1.73667807655155, 3.65065717704823}, - {2.15115292231327, 0.537266754158749, -0.529575619029901, - -0.840914255611436, 1.02786405393109, -2.2383981589872, - -0.825543426908553, -0.685116658617715, -1.95672133400954}, - {0.164139216021613, -0.378666175423714, -1.43567813416239, - -1.86509513117207, -0.825083002191541, -1.70460785835385, - 1.61348068527877, -1.66550797875971, -0.956253568725315}, - {-1.87493924816154, -0.453672605669931, 0.283493943583684, - 0.878365550455799, 0.284631862858431, 0.933935190438462, - -0.848898627795279, 0.121615867119966, 2.40557433526087}, - {0.853517633026983, -0.322377109742158, 0.30359642229039, - -2.70050427549895, 0.434398564771274, -1.07531792256432, - -1.52203810494393, 0.471135339353818, -7.51274733403613}}}; -const auto fWeightMatrix2to3 = std::array{ - {-0.773202850704438, 0.952227138510482, 0.74769506152075, 0.306824902699197, - -0.557424643818581, 1.36609661342348, -1.24818793392955}}; diff --git a/nn_neural_net_training/result_B_old/matching.hpp b/nn_neural_net_training/result_B_old/matching.hpp deleted file mode 100644 index 7312581..0000000 --- a/nn_neural_net_training/result_B_old/matching.hpp +++ /dev/null @@ -1,48 +0,0 @@ -const auto fMin = std::array{ - {1.37092808927e-06, 1.07555365503e-06, 0, 1.90734863281e-06, - 1.73929147422e-05, 1.86264514923e-09}}; -const auto fMax = std::array{{14.9999952316, 0.456682443619, - 249.999572754, 399.509643555, - 1.33115208149, 0.149789437652}}; -const auto fWeightMatrix0to1 = std::array, 8>{ - {{0.55218535628556, -9.3289553119363, -3.16480805777192, 9.21929582222451, - -5.84675321729571, 4.37995011218691, -2.12651852927708}, - {2.19402229437066, -36.4572143799157, 4.72612050852174, 0.871774263011679, - 0.308249736812244, 5.59902946146285, -21.3121523564936}, - {0.326882064023056, 2.35866196875568, 9.48783066071353, 2.75913715527822, - -3.60778259684168, 2.80447887380193, 12.22677213297}, - {0.555959841347612, -11.3379921223552, 24.99514413087, 4.38044026679039, - -4.79766508655656, -5.51874542469878, 8.39926399588362}, - {-0.474573814356478, -45.048645069346, -1.91571008337192, - -2.97043145049536, -0.791922976045819, 2.80933052961339, - -45.2686657256446}, - {1.02111090620048, 0.942295739720341, 4.23884295504771, 3.69611210680021, - 3.06108184531354, -5.59083664638509, 5.48212218750871}, - {-0.79066972900182, -0.617757099680603, 0.740878002718091, - 0.681870030239224, -1.20759406685829, 0.769290467724204, - -1.8437808630988}, - {1.25219270646431, 0.549228434890616, 0.470255515433846, 0.916142200504342, - 1.60846971174291, 0.516066034145183, -1.99907858325808}}}; -const auto fWeightMatrix1to2 = std::array, 6>{ - {{-2.16740050633671, 1.64201098704318, -1.81457731661729, 0.276267162453127, - 4.41723045721244, 0.116946763347361, 1.63438201788813, -1.34454525041306, - -11.6363132267585}, - {-0.975733315897721, -0.74456197080548, 1.37299729852781, - -0.935058973429512, 0.0844226992748141, -0.132452262552727, - -1.61531096417457, -0.186263378023113, 5.02662780750337}, - {1.04696354000933, 0.278924511733321, -1.35925413801625, 0.938772342837744, - -0.549530917541879, -0.520171806146222, -0.825543426908553, - -2.06608637235381, -0.791984902945839}, - {-1.2045961477844, -0.991003979261367, 1.09783625990238, - -0.421872249827208, -0.889785288418292, 2.04952712400642, - 1.61348068527877, -1.7061481912452, -4.6379237728574}, - {-1.36108475234833, -0.998277929718627, 1.44485269371602, - -0.712692589749601, 2.24954768341439, 2.14013866962467, - -0.848898627795279, 0.868380765164237, -2.78040856790563}, - {-0.388348743847599, -3.23828818784509, -3.09515929145523, - -1.60979064312646, 2.55518501696684, -2.40442392560053, -1.52203810494393, - 1.61704406536505, 1.28981466057697}}}; -const auto fWeightMatrix2to3 = std::array{ - {-0.662286199846436, 0.602757344813461, -0.498657128878293, - 0.682053959836921, -0.846606195204036, 0.885206167679193, - -0.091536072257332}}; diff --git a/nn_neural_net_training/result_D/matching.hpp b/nn_neural_net_training/result_D/matching.hpp deleted file mode 100644 index 102222f..0000000 --- a/nn_neural_net_training/result_D/matching.hpp +++ /dev/null @@ -1,49 +0,0 @@ -const auto fMin = std::array{ - {8.165359759e-06, 1.20664617498e-06, 3.0517578125e-05, 0, 4.7143548727e-06, - 5.58793544769e-09}}; -const auto fMax = - std::array{{14.9999341965, 0.441820472479, 249.991241455, - 399.657226562, 1.31253051758, 0.1461160779}}; -const auto fWeightMatrix0to1 = std::array, 8>{ - {{-2.69517659211572, 11.8302794023495, -4.18951579686807, -3.98494892798567, - 2.81897548445767, 0.59383239448013, 8.23409922740496}, - {0.211366021230384, -17.963369064596, 15.9757126175754, 7.06797978526591, - -4.70452883659984, -6.9670945574808, -6.09966951812501}, - {-0.671572194549583, 11.3044506689324, 0.41567016443692, -1.37717944379749, - 4.32454960210643, -2.81417446537734, 9.27800394526066}, - {-0.0170007006326477, -29.3978844207289, 1.21375106319138, - -4.08361109078602, 1.26964946956945, 2.36059581879151, -28.6616649803861}, - {-11.5040478504233, 0.787126057627091, -1.9688816880041, 3.80563620582515, - -1.24505398457039, -4.63206817893295, -13.6204407803068}, - {-0.338909805576579, 5.40829054574145, -5.80255047095045, - -4.01690019633219, 1.01720190260241, -8.00726918670078, - -9.13220942993612}, - {-0.79066972900182, -0.617757099680603, 0.740878002718091, - 0.681870030239224, -1.20759406685829, 0.769290467724204, - -1.8437808630988}, - {-0.0200186919403349, 1.41949954504535, 1.49019129872922, - 0.288411192617344, -1.04637027529446, 0.461207091311545, - 2.34712624673865}}}; -const auto fWeightMatrix1to2 = std::array, 6>{ - {{-0.742932789484951, 1.098742538125, -0.406409364576387, 3.47055509094897, - 0.0962780863393642, 1.41748292133237, 1.63438201788813, -1.44301381179313, - -0.572613401802679}, - {-0.38589120983735, 1.59861062444015, -0.0248567208616739, - 0.671741015980856, -0.708380620370054, -1.03895600322296, - -1.61531096417457, -0.148523097987218, -4.64632456422582}, - {0.79166633002489, -1.08475628425482, -4.28859285488566, 1.52323344063281, - 0.841577416846386, -2.87987947235168, -0.825543426908553, - -1.68433960913801, 3.44474663480542}, - {0.0775004589408732, -0.262461293729405, -1.52083397977799, - -1.8717755745741, -0.836405509817299, -1.7218693116007, 1.61348068527877, - -1.66550797875971, -0.970612266783855}, - {-0.173976577204694, 0.622518962366594, 1.06846030554012, - -1.98774771637332, 0.519455930696643, 0.29715629978414, - -0.848898627795279, -0.571811756436865, -0.634485828880002}, - {1.01806297385566, -2.23322855713652, -0.6087066354355, -2.48675705217909, - 3.17812971554116, 0.101672334443862, -1.52203810494393, 2.31992216900119, - -1.25181073559493}}}; -const auto fWeightMatrix2to3 = std::array{ - {-0.916964821952665, 0.719312774569769, -0.639131582384414, - 0.543723763328418, -0.519810071051254, 0.818949275577508, - -0.217502220186121}}; diff --git a/nn_neural_net_training/result_D_old/matching.hpp b/nn_neural_net_training/result_D_old/matching.hpp deleted file mode 100644 index 83cb801..0000000 --- a/nn_neural_net_training/result_D_old/matching.hpp +++ /dev/null @@ -1,47 +0,0 @@ -const auto fMin = std::array{ - {3.08839298668e-06, 1.0285064036e-06, 1.52587890625e-05, 0, - 5.87664544582e-07, 1.16415321827e-10}}; -const auto fMax = - std::array{{14.9999723434, 0.448565632105, 249.991241455, - 399.657226562, 1.32571601868, 0.1461160779}}; -const auto fWeightMatrix0to1 = std::array, 8>{ - {{-13.6018653076529, 11.5780217700141, -7.92762809494091, -2.3767990231665, - 2.10509041357149, 8.93423542038951, 0.697736541430846}, - {1.39148569147387, -18.5749654585149, 16.332262515645, 8.93683318362009, - -5.31296543840869, -5.3403427435078, -2.19396356951465}, - {-1.01323411158617, 13.2753123794943, 0.728991860392637, -2.42297786296918, - 5.31377513515812, -3.50060317341991, 10.417424252956}, - {-0.248243535822069, 4.62216903283789, 7.02215266119243, 1.16722623835237, - -4.02343144066426, 0.795833957766165, 8.68951250524976}, - {-0.238717750484162, 6.4095254209171, -7.18004762765776, -5.26488261250603, - 0.399079753011244, -13.2043917021304, -15.6484370000787}, - {0.28927080766293, -43.0775712799999, 1.66954473021466, -9.33896425089968, - 2.33665742943925, 3.79800824384931, -44.3378970188981}, - {-0.79066972900182, -0.617757099680603, 0.740878002718091, - 0.681870030239224, -1.20759406685829, 0.769290467724204, - -1.8437808630988}, - {1.40243557561751, 0.527362898119982, 0.45726589950568, 1.14682278333905, - 1.07970493015474, -0.120090795589863, -1.93859670804163}}}; -const auto fWeightMatrix1to2 = std::array, 6>{ - {{-0.799170659507791, 0.78794128149515, -0.763826599227941, - -2.3771947370175, 1.02090569194105, 2.93661596670106, 1.63438201788813, - -1.4315640726598, -1.65256239855233}, - {-0.0840828763430264, 1.63030483445294, 0.480480602063334, - -2.6196066367932, -1.07206902633681, 1.70077768270329, -1.61531096417457, - 0.0827459973313509, -6.82577663153282}, - {0.549379141222342, -1.30994855822444, -3.47047538273556, - 0.416631880451092, -2.01641324755852, 0.534999953845232, - -0.825543426908553, -1.89592023892521, 5.51877157805828}, - {0.0804714249535426, -0.5308079142129, -1.48689873935011, - -1.86763554052357, -0.869089360209786, -1.67763600182079, - 1.61348068527877, -1.66550797875971, -0.925481963732789}, - {-0.686375033428724, 1.09398610198181, 0.699349709460149, - -1.04209787556848, 0.0477294646540392, -0.311194459626976, - -0.848898627795279, 1.21798575421877, -1.20136465619996}, - {0.65672978185887, -2.41522086895727, -0.906588505776888, 1.17488116346046, - 0.348225140957002, -1.76790548692959, -1.52203810494393, 1.20010038210504, - 2.16681827421459}}}; -const auto fWeightMatrix2to3 = std::array{ - {-0.711664725241253, 0.506164178116774, -0.741743336419543, - 0.501270635463003, -0.672368683770616, 0.747306441658917, - 0.789949973283111}}; diff --git a/parameterisations/notebooks/bend_y_params.ipynb b/parameterisations/notebooks/bend_y_params.ipynb index eb3dfa2..28f5065 100644 --- a/parameterisations/notebooks/bend_y_params.ipynb +++ b/parameterisations/notebooks/bend_y_params.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 83, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -20,24 +20,24 @@ "from sklearn.metrics import mean_squared_error\n", "\n", "mplhep.style.use([\"LHCbTex2\"])\n", - "input_tree = uproot.open(\n", - " {\n", - " \"/work/cetin/LHCb/reco_tuner/data/tracking_losses_ntuple_B_BJpsi_def_selected.root\": \"Selected\"\n", - " }\n", - ")\n", + "input_tree = uproot.open({\n", + " \"/work/cetin/LHCb/reco_tuner/data/tracking_losses_ntuple_B_BJpsi_def_selected.root\":\n", + " \"Selected\"\n", + "})\n", "array = input_tree.arrays()\n", "\n", - "array[\"yStraightOut\"] = array[\"ideal_state_770_y\"] + array[\"ideal_state_770_ty\"] * (\n", - " array[\"ideal_state_10000_z\"] - array[\"ideal_state_770_z\"]\n", - ")\n", + "array[\"yStraightOut\"] = array[\n", + " \"ideal_state_770_y\"] + array[\"ideal_state_770_ty\"] * (\n", + " array[\"ideal_state_10000_z\"] - array[\"ideal_state_770_z\"])\n", "array[\"yDiffOut\"] = array[\"ideal_state_10000_y\"] - array[\"yStraightOut\"]\n", - "array[\"yStraightEndT\"] = array[\"ideal_state_770_y\"] + array[\"ideal_state_770_ty\"] * (\n", - " 9410.0 - array[\"ideal_state_770_z\"]\n", - ")\n", + "array[\"yStraightEndT\"] = array[\"ideal_state_770_y\"] + array[\n", + " \"ideal_state_770_ty\"] * (9410.0 - array[\"ideal_state_770_z\"])\n", "array[\"yDiffEndT\"] = array[\"ideal_state_9410_y\"] - array[\"yStraightEndT\"]\n", "\n", - "array[\"dSlope_xEndT\"] = array[\"ideal_state_9410_tx\"] - array[\"ideal_state_770_tx\"]\n", - "array[\"dSlope_yEndT\"] = array[\"ideal_state_9410_ty\"] - array[\"ideal_state_770_ty\"]\n", + "array[\"dSlope_xEndT\"] = array[\"ideal_state_9410_tx\"] - array[\n", + " \"ideal_state_770_tx\"]\n", + "array[\"dSlope_yEndT\"] = array[\"ideal_state_9410_ty\"] - array[\n", + " \"ideal_state_770_ty\"]\n", "array[\"dSlope_xEndT_abs\"] = abs(array[\"dSlope_xEndT\"])\n", "array[\"dSlope_yEndT_abs\"] = abs(array[\"dSlope_yEndT\"])\n", "\n", @@ -51,30 +51,19 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" ] @@ -100,12 +89,12 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -131,12 +120,12 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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VarGystK6OmY2m43r169HNpuNXC4Xd+/ejYinV7wsl8unzr6sVqsxOzsb169fj5WVlaEOhvYvBFGpVFoXbuinGb5pei0AAGBY9H0QVigU4uHDhx051q1btzpynH5z0Q3sC4VC7OzsxNLSUjx48CBu374djUYjstls3Lp168yN9+Ek1Wr12E32y+Vyx85x//79VhC2P277TaPRiHv37rX24svlcq2/U/V6vXUVzIN79Z211HM/YGw0GjE/P3/pC1j0o3q9HrOzs1Gv1/t66WsaXgsAABg2fb1HWMTT2Vyd+vD87/7dv+vIcYZNqVSKzc3N2NnZiWazGTs7O7G+vi4E48KO22T/Mpv2Hyebzfb9vnWzs7OtkGtlZSW2traiUqlEpVKJzc3N2NraemYW0VlhShpmtuZyudZ70nHLtvtFGl4LAAAYNn0fhEVE3LhxoyPH+c//+T935DjAyfaX/x11//79jp9rdnY2Ik6/cuRp9pe2TU1NRSaTibGxsZiZmWldJOIylpaWWsv5SqXSsaFdLpeL9fX1Q2H/cT+7g1ZWViKXy7X2+ht2Ry+20E/S9loAAMAw6PulkZ20sbGRdAsw9E4KBC6zQf5JCoVClMvlc8/MaTQacfv27WeWbzYajahWq1GtVqNcLl9qY/+DV2Q9bobcQaVSKd5///1YWlo6M9QrFAqpWoKX1Kyr+fn5Q1fYPU7aXgsAABgGAxmEvffee+faN6Zer8fKykpf7zUDw2J/FtRB3dxE/LxL5+r1ekxPT5/5frBft76+fu7+L7K3VblcPnE2Hb21uroaq6urZwZhAADA4BmIIOy999679IfEZrMZmUymw50BB9Xr9WP/jnZjNthFNBqN1gbnxWIxZmZm4tatW/HkyZNYX18/9iqUMzMzsbW1Fblc7lznOaharba1n9n9+/dbyz1JRr1eP3MGHwAAMLj6Pgg7eGW4ZrOZcDfAaU4KqqempnrcyfH2Z6sdN8urUCjE/Px8zMzMPPM8ZmdnY3Nzs+3zHA3NFhcX486dO2deLGD/AhX9ehXMYddoNPp6TzIAAODy+nqz/B/+8IdRLpdbAZgZXdDfTgrC+unqeqctddzfvP6oWq127JLPk2Sz2UNBVqPRiOnp6bZmtDabTSFYAvb3jbM0FQAAhltfB2H7m01nMploNptx48aNKBaLUSqVolQqRblcPvO2f7U2HyxJq8XFxchkMhe6TU9Pn+tcJ+2L1S9//7LZ7Jn7feVyuUNXcdx33J+d5mh9vV6PqampjlyRslarxfz8/Jkz7RqNRqyursb09PSh8+4v/xsbG4tMJhNTU1PHLgut1+uxuLjYuqrm1NRUzM/PH/s675/n6Bg6amZmpnW8g7dO7uG4urp66DxjY2MxPT197HOMePrzvHHjxjMXTzjY30k/63Zfi32NRiOWlpZiZmam9fPf729xcbGtIK5er8fS0lJMTU0d6vngazA1NdVaBgwAABzQ7GOZTKY5MjLSHBkZaVar1Usda2trqzkyMtKhzrioiYmJZkQ0JyYmkm6layLimdvOzk5Pzj03N3fs+Tt5y+Vy5z7/+vp6T57/UaVS6VAfhUKh7cdms9lnnsd5FQqFY38e+Xy+ubm5ea5jbW5uNufm5g71lc1mn6nb2dlplsvlZj6fP3TOlZWVZrP57M/k4G1ubq51nNPqcrnciWP66Bg4SblcbuvvyObmZtuvQaVSaf1cKpXKoWPkcrkTe9/Z2Wlubm4+09Pm5uah28HjtfNaHLWystKqL5fLzc3NzebW1lazUqkcer2KxeIzj93Z2WmWSqXW8zjY487OzjOv98G+tra2zuwNAID+99HHzWb8xem3jz5Ousv2JJkN9PWMsP1ZJKVSKW7fvn2pY+Vyubhx40YHuoLBMjc3F5ubmxe6nfeqeSfN/OqXWSnnmZl23MyxozOGzrK+vt7a9+vocaanp9uesVOv1+PBgwdtzzrK5/PPbPi+ubkZ09PTUavVolKpxNbWVuzs7By66ubq6mrUarWYmZmJarUa6+vrsbOzEzs7O7G+vt76+dXr9daM3aPa3ez/uJ/LZVSr1da579+/f+j4+Xw+KpVKRDzt/d69e4cem81mI5/PP3NRh/0/O/i9874W+xYXF2N+fj6y2WxsbW1FqVSKfD4fuVwuisVibG5utnpeW1uLqampQ2PjyZMnMTMz88y43NjYiBs3brSW9W5tbcXKykrrtWo0Gjb/BwCAg3oevZ3D9PR0c2RkpPnDH/6wI8e77KwyLs+MsO46bkZWuVy+8PGOzsaJM2aEHZ1Rs3/bn43Ua0dnNR030+Yk+7OLOvE8Tvq5XOS4B4911iyko7OETpqZd3Tm2sGZYQcd/JmcdO719fW2ZnDt7Ox0dEZYsVg8c8yfdZx2e9/X7mtxcCbYWa/1wRlfJ81gPNhjNps99nU9On579R4EAED3mBHWGX09I2x/FtiTJ086ejygO/p9Rth5HL3yY8TFn0epVIqdnZ0TZ0HtX62yneMf19dJDl6kYG5u7sT90Y5eKfGkmYAH+280Gn37up40Dg/+eSc2xW/3tVhcXGydf25urq3aiKez3I67SMPB5/H6668f+7oeHWsbGxtt9QoAAMOur4Owb33rW9FsNs+9HOkkf/VXf9WR4wDHOykY2Nra6nEnl3dcmPL+++9f6niVSiU2NzefWYIX8TT0uH37dkfDpXaXgh583c6zfLSfrrD4+uuvR7lcjkqlcmbYFNG7cHZ1dbV1rnaCs6MXdznvRRoOOni+fnqtAAAgSX0dhF27di2+853vxIMHD+Lv//7vL3288+53BJzPSTOOjpvV0u+OCy2ef/75Sx83n8+fuP9arVZ7Zv+qXrjoVT07NVu3E7LZbJRKpRP3ZOvUf6ic1/r6euvrdmeQHfx7NIh/dwAAoJ/1dRAWEa0NhdvdgPkk7777bmIfhCBNjpvtVK/X+3YZ3XmcZ1niWebm5mJra+uZEGptba2vw4+Lhma9Vq/XY3V1NarV6rEb4feyj/M6Os6G4e8OAAD0i6tJN9CO9fX1uHXrVrzwwguxuLh4aN+b0zx58iQajUZsbW3Fm2++2eUugYiIu3fvHhs6V6vVjl8psNuy2eyhEKKTQdj+8fav5njwPCsrKyfOruN0tVotFhcXI5/PX2pZYaccfF3bDcWOXpHyyZMnAxNAAgBAvxuIIOztt9+OiKf7DF30MvDNZjMymUwn24Keq9Vq8eqrr0alUkm6lRPNzc0d2vB738rKysAFYUdn4rQzq6harcbi4mJsbm62dY5cLhevv/76oVmvZq9ezPz8fKyursbc3FxfhGARF9ug/+h/9nQ6gAUAgDTr+6WRX//612NmZibeeeedyGQy0Ww2z32DYXHv3r2+XyaVzWaPDbyq1epABTxHf87tztDK5XJRq9XOtbzx6M/Lxubntx+CRVxug/lOOxhitXulzYN7rwnBAACgs/o6CHv99ddjZWWlFWZdNNQShjEM9oOkmZmZE2s6vXn5RY93UhBx3Eyxy+pWMLixsXHofruzUfeDi4vOXo1ob+bZoOvkWK3Vaq0QLJfL9dUywrt37x66v9/naQ5eZXXQZlECAEC/6+ulkftXVdufCVYoFGJmZiay2ey59wl77bXX4r333utit9A9jUajtXTuvB+M33///Y720k6AkcvlolwuPxN8VavVWFpailKp1JFe6vV6zMzMRKFQ6PhVYY9e7e88P/dcLhf1ej0WFxfbmp10dAbY0fBkkBx9b240GscGU52c9XZw9t1px01iNmWxWDy019zKysqZ4//g87l//3432wMAgNTp6yCsVqtFJpOJbDYbGxsbcePGjQsf6969e/H88893sDt4Vjc+aDcajbh9+3YrUDjvUqlO99Tu8UqlUqyvrz+zRHB/I/PLbgZfrVZjZmamFbp12traWuvr84Zs+0HY0tJSTE1Nxdzc3Kn1B4+fy+U6FhS2+1odrDvrMWd9/+hsttXV1Weez35IeFAnN4RfW1t7Jrg87nxHHf27Va/Xn1naeJEeD+4BV6/Xo1qtnjj+a7VaawlxuVzuq9ltAAAwDPp6aeT+B4D79+9fKgTbP9bNmzc70BWc7KTZKBddBlatVmN6err1wfjOnTvnPv9llqBddtbO+vr6sTOpZmZmYmlp6ULHbDQaMT8/3wrBNjc32w4L2g2GVldXW899bm7u3KHdwfBkfn4+5ufnTzz36urqoZ/FwZloxzn4eia9X9xJ5z/481pcXIz5+fmoVquxtrYW8/PzMTU19UzI0+7fnePOeTR8m52djaWlpdYMxKmpqWdCrZWVldaFDfaPeTQI23/d6vX6oT3IjuvttNeiWCweCmtnZ2ePrW80GnHv3r2IeDruTgpE233dD/5Mkx4rAADQN5p9rFAoNEdGRpo//OEPO3K8Wq3WkeNwcRMTE82IaE5MTCTdSlfMzc01I+KZW6FQaG5tbZ35+J2dneb6+nqzVCo1c7ncM8epVConPnZra+vYc0dEc2dn50LPJ5/PH3u8lZWVcx2nVCode5x8Pt9cX19v6xg7OzvNcrnczGazrZ/pWc/r6Hmz2eyZ5zn4cywUCm31dtTKysqxz7dYLDZLpVJzZWWlOTc3d+g1bneMHH1NThoTOzs7z/ysT1IsFtt6fdfX1w/Vzc3NnXju/dfp6C2bzbZe84M1+Xy+ubW19cxr2m5vR+sO3srlcrPZPP7vZ7FYPHSck8bqcc+13ddiX6VSaT3nbDbbXFlZaW5tbTW3traaKysrrfGw3+9x2n0NjtZddCwDANA/Pvq42Yy/OP320cdJd9meJLOBvg7CKpVKM5PJNP/jf/yPSbdCh+wP9pGRkebExMSpt+9+97tJt9u2zc3NUz+Id+p2XPCzs7PTXFlZOTF4iIhmLpdrrqystB2IbW5uNguFwqm9lEqltoKbfevr6ycGa9lstlksFpsrKyvN9fX15ubmZnN9fb25srLSLJfLhx6XzWbPDBz2HRcO5nK5E8O3g0HF0YDkPNbX11t9ViqV5tzcXLNQKDTz+fyh12n/eZ8VBu6Pr5Ne43w+3wpPTqvN5XLNYrHYGgdHw7ijwcn+MdfX108cD7lc7tgwZmdn59Dx8/l8s1QqHarZ/7Oj42hnZ+fM53vcOcvlcut8uVyuWSqVDo35nZ2d1vM4+DM76mAQnc/nD42387wWJ1lZWWkWCoVDodj+4076O3ra38mDr8HW1tapdWf1BgBA/xqUIOy73/3umZ/3R0ZGEgvCMs1mf19ScXp6OkZGRuLhw4eXPtaPfvSj+Ff/6l91oCsuanJyMh4/ftxW7f/5f/6f8R/+w3/obkOXtLq6eqmrA55HPp+Pzc3NQ3+WyWTOfZxsNhs7OzvHfm92dvbQ3ljtWl9fb3v54NraWrz66qut5Z7tyuVyMT8/H3Nzc+faN2l/P6qjzyubzcatW7daG5lvbGy09oCqVCqX3sMMAACgkz7ei7j67dNrPno54krCm2D9h//wH+L/+r/+r7ZqJyYm4tGjR13u6LC+D8Lq9Xr80R/9Ufzwhz+Mf/kv/+WljvXiiy92JFDj4vaDsJGRkRgfHz+1dmFhIRYWFnrUGb3WaDSiWq3GgwcPol6vt/Ziingaeu1fGODFF1+MYrF47osEnHW+/XPun+fWrVsxOzsrAAMAAPrSoARhy8vLsby8fGrN9vZ27O3tCcJOsrq6Gvfv34/333//wsf44IMP4vr16/Hxxx93sDPOaz8IS2KwAwAAwKAalCCsHUlmA1d7erZz+tGPfhQREX/wB38QY2Nj8cILLxx7BbqzNBqNePPNNzvdHgAAAAADpK+DsFdeeSXeeeed1v1msxlLS0sXOlaz2bzQfkoAAAAADIe+njB3586daD69smVEXGxjcAAAAACI6PMgbP9qfJlMphWIXfQGAAAAQLr19dLIa9euRT6fj3feeSfK5XLk8/m4fv36uY9Tr9fjlVdeiV/84hedbxIAAACAgdDXQVhExN27d2Nqaiq++c1vXvgYN2/ejJdeeulCIRoAAAAAw6Gvl0ZGRBQKhY4tbbx161ZHjgMAAADA4On7IOzmzZtRLpc7cqxOHQcAAACAwdP3QVhExI0bNzpynJs3b3bkOAAAAAAMnkSDsH7avL6fegEAAACg8xINwqanp2N3dzfJFiIi4oMPPojp6emk2wAAAACgixINwjq1CX4n9FMvAAAAAHReokFYJpNJ8vSH9FMvAAAAAHSeGWEAAAAApELiV4189913k24hNjY2km4BAAAAgC67mnQD9+7di7/4i7+IbDYb169f7+m5nzx5EvV6PUqlUk/PCwAAAEDvJR6EbW5uxuzsbKI9NJtNe4QBAAAADLnEg7B9Se0XJgADAAAASIfEg7CkN8xP+vwAAAAA9EaiQdjOzk6SpwcAAAAgRRINwq5du5bk6QEAAABIkZGkGwAAAACAXhCEAQAAAJAKgjAAAAAAUkEQBgAAAEAqCMIAAAAASAVBGAAAAACpIAgDAAAAIBUEYQAAAACkgiAMAAAAgFQQhAEAAACQCoIwAAAAAFJBEAYAAABAKgjCAAAAAEgFQRgAAAAAqXA16QY67e23346VlZX43/63/y3+zb/5N0m3wwm2t7djcnLy1JqFhYVYWFjoUUcAAADAZS0vL8fy8vKpNdvb2z3q5llDF4QVi8X44IMPYm1tLWZnZ2N0dDTpljjG3t5ePH78+NSa3d3dHnUDAAAAdMLu7u6Zn/eTNHRB2I0bN+IXv/hF3Lx5UwjWx0ZGRmJ8fPzUGq8fAAAADJbR0dGYmJg4tWZ7ezv29vZ61NFhmWaz2UzkzF1Sr9fjj/7oj6JWq8Wf/MmfJN0OR0xOTsbjx49jYmIiHj16lHQ7AAAAMBA+3ou4+u3Taz56OeLKAOwGn2Q2MAA/nvPJ5XKxsbER9+7di7/7u79Luh0AAAAA+sTQBWEREfl8PqrVaty7dy/u37+fdDsAAAAA9IGhC8KuX78eL774YpTL5fja174WuVwuXnzxxfjud7+bdGsAAAAAJGjoNsu/detWVKvVqNVqrT/L5XLxyiuvxCuvvBLz8/MxNzcXf/iHf5hckwAAAAD03NDNCMvn85HNZuOll16KGzduRLPZjK2trdjZ2YmdnZ0ol8sxNTUVL7zwQnz3u9+N9957L+mWAQAAAOiBoQvCXnzxxahUKvHmm2/Gr371q9jZ2YlKpRJzc3ORy+Wi2Wy2wrFSqRRTU1PxB3/wB0m3DZCYZvPpFWhOuw3X9YUBAIC0Grqlkfl8PhqNRuv+tWvX4qWXXoqXXnopIiLefffdqFarsb6+HtVqNRqNRuzs7CTULfSfZjNi74zQYyQTkcn0ph+6b6/Z5mWYveYAAMCAG7og7MaNG2d+/969e3Hv3r2IiHjnnXeiWq32ojUYCEIRAAAAhtXQLY18++234+7du/HXf/3XbdXfvHkzvvnNb3a5KwAAAACSNnQzworFYnzwwQextrYWs7OzMTo6mnRLAAAAAPSBoZsRtr808ubNm0IwAAAAAFqGLgirVCrRbDbjr/7qr5JuBQAAAIA+MnRBWC6Xi42Njbh371783d/9XdLtAAAAANAnhi4Ii4jI5/NRrVbj3r17cf/+/aTbAQAAAKAPDF0Qdv369XjxxRejXC7H1772tcjlcvHiiy/Gd7/73aRbAwAAACBBQ3fVyFu3bkW1Wo1ardb6s1wuF6+88kq88sorMT8/H3Nzc/GHf/iHyTUJAAAAQM8N3YywfD4f2Ww2Xnrppbhx40Y0m83Y2tqKnZ2d2NnZiXK5HFNTU/HCCy/Ed7/73XjvvfeSbhkAAACAHhi6IOzFF1+MSqUSb775ZvzqV7+KnZ2dqFQqMTc3F7lcLprNZiscK5VKMTU1FX/wB3+QdNsAAAAAdNnQLY3M5/PxwQcftO5fu3YtXnrppXjppZciIuLdd9+NarUa6+vrUa1Wo9FoxM7OTlLtAgAAANAjQxeE3bhx48zv37t3L+7duxcREe+8805Uq9VetAYAAABAgoYuCDuvmzdvxs2bN5NuAwAAAIAuG9ogbHd3N6rVatTr9cjlcpHP510pEgAAACDFhjII+6u/+quYn59/5s+np6ejXC7H//q//q8JdAUAAABAkobuqpFvvfVWzM3Nta4OefC2sbERhUIh/vRP/zTpNgEGyg/eSboDAACAyxu6IKxcLkehUIj19fXY2tqKzc3NqFQqMTc3F7lcLprNZrz55pvxP/1P/1P8/d//fdLtAn2k2Yz4eO/0W7OZdJed107I9dU1YRgAADD4hm5p5JMnT2JjY+PQn928eTNeeumliIioVqtRLpfjrbfeiunp6djY2IjR0dEkWgX6zF4z4uq3T6/56OWIK5ne9NMLH3wY8Y2ftFf7tR9HfP6PI0af62pLAAAAXTN0M8KmpqZO/f7+bLGf//znsbe3F3Nzcz3qDKD/fL8W8Zvft1f7699FvFHrbj8AAADdNHRB2M7OTlt1hUIhNjY2YmNjI/6//+//63JXAP3pp788X/3PzlkPAADQT4YuCJuZmYlvfetbbdVms9n4+c9/Hq+99lqXuwLoTzu/7W49AABAPxm6PcLm5uZibGwsIiJeeeWVM+v3N9AHSKOxT3W3HgAAoJ8M3Yywa9euxXe+8534zne+E//iX/yL+Lu/+7szH9PuckqAYfP5z56v/nPnrAcAAOgnQxeERUSUSqV46aWX4uc//3nkcrn40z/90/jFL35xbO27774btZrdn4F0+nI+4tOfaK/2M5+M+Eq+u/0AAAB001AGYRERlUolXnrppWg2m1GpVGJ6ejqef/75uHv3bty/fz/+03/6T/H1r389/uiP/ijyeZ/sgHS69lzE977QXu1rX4wYfa6r7QAAAHTV0O0RdlClUomlpaX4i7/4i4h4ugRybW2t9f39vcHK5XIi/QH0gy/djPjq2uk1bxSf1gEAAAyyoZ0Rtq9UKsXOzk5885vfbG2Mv3/L5/OxubkZf/iHf5h0mwB97c+EYAAAwBAY6hlh+65duxblcrk18+vdd9+NGzduJNxVum1vb8fk5OSpNQsLC7GwsNCjjgAAAIDLWl5ejuXl5VNrtre3e9TNs4Y2CNvd3Y3R0dFjvycES97e3l48fvz41Jrd3d0edQMAAAB0wu7u7pmf95M0dEHYBx98ELdu3Yp6vR6Li4vxyiuvJN0SxxgZGYnx8fFTa04KMgEAAID+NDo6GhMTE6fWbG9vx97eXo86OmzogrB79+7F1tZWRDzdLP+kIOy0GWN03/j4eDx69CjpNgAAAIAOamebo8nJycRmjQ1dEFav12NzczM2Njbi1q1bJ9Y9fPgw1tbW4i//8i972B0AAAAASRm6IGxqaipu3rwZN2+efomz27dvR6PRiPv378err77ao+4A6CfNZsRe8/SakUxEJtObfgAAgO4auiCsXq+3XfvSSy/FgwcP4he/+EX8yZ/8SfeaAqAv7TUjrn779JqPXo64IggDAIChMJJ0A512+/bt+Ou//uu26+fn580IAwAAAEiBoQvC5ubmolQqxd/93d+1VZ/L5aJarXa5KwAAAACSNnRBWC6Xi2KxGLlcrq2ZYfV6PRqNRvcbAwAAACBRQxeERUSsrKzEn/zJn8Tc3Fz8k3/yT+Jv/uZvjq3b3d2N+fn5yOVyPe4QAAAAgF4bus3y97399tvxz/7ZP4uNjY0oFosREZHP5yOXy8X169ejXq+3lkTOzc0l2SoAAAAAPTC0Qdi1a9dic3Mz5ufn4/XXX4+IiFqtFrVarVXTbDZjbGwsyuVyUm0CAAAA0CNDuTTyoJWVldja2opvfvObcePGjWg2m9FsNuPatWtRLBajXq/H6Oho0m0CAAAA0GVDH4RFRNy4cSPK5XL86le/ir29vdjb24snT57Em2++GdeuXUu6PWCA/OCdpDsAAADgolIRhAG0o52Q66trwjAAAIBB1fd7hO3u7sbi4mJsbGzE9evXY3p6Ou7evRv/y//yvyTdGjBEPvgw4hs/aa/2az+O+PwfR4w+19WWemYkE/HRy2fXAAAADLq+nxH253/+57G6uhq1Wi2q1Wp85zvfiZs3b8YLL7wQ3/3ud5NuDxgS369F/Ob37dX++ncRb9TOrhsUmUzElZHTb5kUB2FmAAIAwPDo+yCsWq22vr5582bs7OzE3t5e/OVf/mX81//6X+P555+P+/fvx+7uboJdAoPup788X/3PzllPf7IcFgAA0qXvg7Dbt29Hs9mMbDYbb7/9dmtz+0KhEG+++WZsbW3F3t5e3LhxI771rW8l3C0wqHZ+2916+s95l8PuftjVdgAAgB7o+yCsUqnE5uZm1Ov1GB0dfeb72Ww2yuVy1Ov1+Pjjj+P555+Pv/7rv06gU2CQjX2qu/X0nzQvhwUAgLTq+yAs4umSyP2ZYCe5du1alMvlePjwYfzt3/5tvPDCC/Ff/st/6VGHwKD7/GfPV/+5c9bTfyyHBQCA9BmIIOw8crlcvPnmm/HgwYO4d+9e/It/8S/i7//+75NuC+hzX85HfPoT7dV+5pMRX8l3tx+6z3JYAABIn6ELwiIi3nvvvXjvvfeiWCzGz3/+88hms5ZLAqe69lzE977QXu1rX4wYfa6r7dADlsMCAED6XE26gct67733olqtxubmZlSr1ajX64e+n8lkotlsxtzcXKysrMRbb70V/+gf/aOEugX62ZduPr1C4GneKD6tY/B9/rMRP//v7ddbDgsAAINvIGeEvf322/H1r389nn/++Ziamor5+flYXV2Ner0ezWbzmVtERLPZjI2NjfjDP/zD+Ju/+ZuEn8H51Wq1mJ+fj6mpqchkMpHJZGJqaioWFxej0Whc+LhLS0sxMzMTY2NjrWPOzs5GtVrtXPMwRP5MCDY0LIcFAID0GZgg7O233467d+/GlStXYmZmJlZXV2NnZ+dQ0LX/dUREPp9vzQLb3NyMvb292Nvbi5WVlfg3/+bfxLe+9a2knsq5NBqNmJ2djenp6VbYt69er8fS0lKMjY3F6urquY5brVZjbGwsFhcXI+Lp1Tm3traiXC5HrVaLmZmZmJmZuVTIBtDPLIcFAID06fulkT/60Y9icXGxFQAdDLv2NZvNKBQKMTMzE4VCIW7ePHnKRrFYjEKhEHfu3Il//s//eaytrfXtUslGoxHT09PPLPc8zvz8fGxubsbKysqZtdVqNWZmZiIiWmHhvlwuF8ViMaanp6Narcb09HRsbm5GNpu98PMA6FeWwwIAQLr0/YywYrHYWvJ4UC6Xi1KpFOvr67G3txc///nP45vf/OapIdi+bDYbP//5z+P27duRz+f79qqSs7OzUa/XI5/Pt2ZsbW1tRaVSiVKp9Ez96upqrK2d/oluf4ZZxNOf4UnBWaVSiYins8726wHSyHJYAAAYHn0fhOXz/7ApS7PZjFKpFFtbW/GrX/0qvvOd78Tt27cvfOxSqRR/+Zd/2Zdh2OrqalSr1SiVSrG5uRnFYjFyuVxrxla5XI6tra1DP5+IiHv37p163NnZ2dZyx/1lkcfZP0/E0xlk5116CQAAANBv+j4Iy+Vy0Ww2Y2ZmJnZ2duI73/lO3Lhxo2PHLxQK8eqrr8Y/+2f/rGPH7IRyuRyFQiHK5fKJNblcrjVza1+j0Thxo/t6vX7oe3fu3Dm1h7t377a+Pi00AwAAABgEfR+EvfjiizE2NhZ/+7d/G9euXevKOYrFYmxtbcWf/umfduX451Wr1aJerz8Tch0nl8s9E5bVarVjaw/WFQqFM/f92p8RFvE0YDtr2SUAAABAP+v7ICyfz8etW7e6eo533303Go1GVCqV+MUvftHVc7XjwYMHMTc31/YG9YVC4dD9999//9i6g8sbjy6pPEkulzvUFwAAAMCg6vurRt66devYK0V20sHN4B88eBB/8id/0tXzneXu3buHAqizHA21pqamnqk5OkvsxRdfbPvY+1etNCMMAAAAGGR9PyPs2rVrXd+fql6vRyaTiYiI559/vqvnakc+n297NlhEtDa/33dciHZ037B2g7ajdSctuwQAAADod30fhEXEpa4M2Y7vfOc70Ww2I5/Px9zcXFfP1Q37M7b2HV0qGRHx8OHDQ/fbDdqOBoMbGxvnaw4AAACgTwxEENZtc3Nzsbe3Fw8fPozR0dGk2zm3g+HUSUHe0bDsojPCtra2ztkdAAAAQH8QhA2BlZWV1tcnLSM9GoRd1NFlmAAAAACDou83y+d09Xq9tW9XuVw+cabXRQOso0sonzx5cqHjHLW9vR2Tk5OXPs7CwkIsLCx0oCMgjUYyER+9fHYNAAAQsby8HMvLy5c+zvb2dge6uRhB2IArl8sR8XQJY6lU6vr5OjUjbG9vLx4/fnzp4+zu7nagGyCtMpmIK4IuAABoy+7ubkc+yydJEDbAarVarK6uRjabjfX19VNrs9lsR0Ks81zN8jQjIyMxPj5+6eMM4p5uAAAAMIhGR0djYmLi0sfZ3t6Ovb29DnR0foKwAXbv3r2IiHjrrbfO3Pz++vXrHQnCrl+/fuljRESMj4/Ho0ePOnIsAAAAoPs6tT3R5ORkYjPLbJY/oObn56NWq0WlUol8Pn9m/UVnch0Nzzo1IwwAAACg1wRhA2h1dTVWV1djZWUlisViW4+5devWofvtzg47ujn+1NRUW48DAAAA6DeCsAFTrVZjfn4+VlZWYm5uru3HTU9PH7pfr9fbetzW1tah+4VCoe1zAgAAAPQTQdgAqdVqMTMzE+Vy+VwhWMSzM8LaDcIOzhzLZrNn7kUGQP9rNiM+3jv91mwm3SUAAHSezfIHRL1ej9u3b0epVIpSqXTux+fz+UNXjnz48GFbyyo3NjZaXx8N0wAYTHvNiKvfPr3mo5cjrmR60w8AAPSKIGwA1Ov1mJ6ejrm5uSiXy20/Zm1t7VBodufOnVhdXY2Ip7PL2nGwbnFx8Rxdw+AZyTz98H9WDQAAAIPJ0sg+12g0YmZmJu7cudN2CBYRMTs7+8x+XvPz862vq9Xqmcc4WJPL5ewPxtDLZCKujJx+ywjCAAAABpYZYX2s0WjE9PR05HK5WFxcbGtfr3q93pq5lc/nD30vn89HoVBoBVxra2unLo+sVCqtr80GAwAAAAadIKyP3b59O+r1etTr9ZiamjrXY1dWVk788/1jvfrqqycGYY1Go7WMslAonHtzfgAAAIB+Y2lkn5qenm57H6/jnBRc5XK51kyvWq0WS0tLx9bdvn07Ip5eKfLgzDAAAACAQSUI60Ozs7NdCcH2FYvFWF9fj2w2G4uLi63zNRqNqFarrRAun8/Hu+++G9ls9sK9ADCYfvBO0h0AAEDnWRrZh3oxA6tQKMTOzk4sLS3FgwcP4vbt29FoNCKbzcatW7eiUqmcun8YAIOrnZDrq2tPLxDxpZvd7wcAAHpFEJZypVIpSqVS0m0A0CMffBjxjZ+0V/u1H0d8/o8jRp/raksAANAzlkYCQIp8vxbxm9+3V/vr30W8cfGV+gAA0HcEYQCQIj/95fnqf3bOegAA6GeCMABIkZ3fdrceAAD6mSAMAFJk7FPdrQcAgH4mCAOAFPn8Z89X/7lz1gMAQD8ThAFAinw5H/HpT7RX+5lPRnwl391+AACglwRhAJAi156L+N4X2qt97YsRo891tR0AAOgpQRgApMyXbp5d80axvToAABgkgjAA4Bl/JgQDAGAICcIAAAAASAVBGAAAAACpIAgDAAAAIBUEYQAAAACkwtWkGwAAemskE/HRy2fXAADAsBGEAUDKZDIRVwRdAACkkKWRAAAAAKSCIAwAAACAVBCEAQAAAJAKgjAAAAAAUkEQBgAAAEAqCMIAAAAASAVBGHBuP3gn6Q4AAADg/K4m3QDptL29HZOTk6fWLCwsxMLCQo86Yl87IddX1yKujER86Wb3+wEAAGBwLC8vx/Ly8qk129vbPermWYIwErG3txePHz8+tWZ3d7dH3bDvgw8jvvGT9mq/9uOIz/9xxOhzXW0JAACAAbK7u3vm5/0kCcJIxMjISIyPj59aMzo62qNu2Pf9WsRvft9e7a9/F/FGLeLf/tPu9gQAAMDgGB0djYmJiVNrtre3Y29vr0cdHSYIIxHj4+Px6NGjpNvgiJ/+8nz1P/ulIAwAAIB/0M42R5OTk4nNGrNZPtCy89vu1gMAAECSBGFAy9inulsPAAAASRKEAS2f/+z56j93znoAAABIkiAMaPlyPuLTn2iv9jOfjPhKvrv9AAAAQCcJwoCWa89FfO8L7dW+9sWI0ee62g4AAAB0lCAMOORLN8+ueaPYXh0AAAD0E0EYcG5/JgQDAABgAAnCAAAAAEgFQRgAAAAAqSAIAwAAACAVBGEAAAAApIIgDAAAAIBUEIQBAAAAkAqCMAAAAABSQRAGAAAAQCoIwgAAAABIhatJNwAA0CvNZsRe8/SakUxEJtObfgAA6C1BGACQGnvNiKvfPr3mo5cjrgjCAACGkqWRAAAAAKSCIAwA4IAfvJN0BwAAdIsgDABIjXZCrq+uCcMAAIaVIAwASIUPPoz4xk/aq/3ajyN2P+xqOwAAJEAQBgCkwvdrEb/5fXu1v/5dxBu17vYDAEDvCcIAgFT46S/PV/+zc9YDAND/BGEAQCrs/La79QAA9D9BGACQCmOf6m49AAD9TxAGAKTC5z97vvrPnbMeAID+JwgDAFLhy/mIT3+ivdrPfDLiK/nu9gMAQO8JwgCAVLj2XMT3vtBe7WtfjBh9rqvtAACQAEEYAJAaX7p5ds0bxfbqAAAYPIIwAIAD/kwIBgAwtK4m3QAAQK+MZCI+evnsGgAAhpMgDABIjUwm4oqgCwAgtSyNBAAAACAVBGEAAAAApIKlkSRie3s7JicnT61ZWFiIhYWFHnUEAAAAXNby8nIsLy+fWrO9vd2jbp4lCCMRe3t78fjx41Nrdnd3e9QNAAAA0Am7u7tnft5PkiCMRIyMjMT4+PipNaOjoz3qBgAAAOiE0dHRmJiYOLVme3s79vb2etTRYYIwEjE+Ph6PHj1Kug0AAACgg9rZ5mhycjKxWWM2ywcAAAAgFQRhAAAAAKSCIAwAAACAVBCEAQAAAJAKgjAAAAAAUkEQBgAAAEAqCMIAAAAASAVBGAAAAACpIAgDAAAAIBUEYQAAAACkgiAMAAAAgFQQhAEAAACQCoIwAAAAAFJBEAYAAABAKgjCAAAAAEgFQRgAAAAAqSAIAwAAACAVBGEAAAAApIIgDAAAAIBUEIQBAAAAkAqCMAAAAABSQRAGAAAAQCoIwgAAAABIBUEYAAAAAKkgCAMAAAAgFQRhAAAAAKSCIAwAAACAVBCEAQAAAJAKgjAAAAAAUkEQBgAAAEAqCMIAAAAASAVBGAAAAACpcDXpBgAA6K5mM2KvGfHBhxHffyfi//1lxM5vI8Y+FfG5z0b865tPv85kku4UAKC7BGEAAENurxlx9dvHf2/9VxH/x88i/u9ixFeme9sXAECvCcJIxPb2dkxOTp5as7CwEAsLCz3qCACG1w/eObvmq2sRV0YivnSz+/0AAMNreXk5lpeXT63Z3t7uUTfPEoSRiL29vXj8+PGpNbu7uz3qBgCG1wcfRnzjJ+3Vfu3HEZ//44jR57raEgAwxHZ3d8/8vJ8kQRiJGBkZifHx8VNrRkdHe9QNAAyv79cifvP79mp//buIN2oR//afdrcnAGB4jY6OxsTExKk129vbsbe316OODhOEkYjx8fF49OhR0m0AwND76S/PV/+zXwrCAICLa2ebo8nJycRmjY0kclYAAHpi57fdrQcAGCSCMACAITb2qe7WAwAMEkEYAMAQ+/xnz1f/uXPWAwAMEkEYAMAQ+3I+4tOfaK/2M5+M+Eq+u/0AACRJEAYAMMSuPRfxvS+0V/vaFyNGn+tqOwAAiRKEAQAMuS/nI94onjwz7NOfiPj+bMSXbva2LwCAXruadAMAAHRXJhPx5emI//1/jvh+LeJnv3x6dcixTz3dE+wreTPBAIB0EIQBAKTEteci/u0/fXoDAEgjSyMBAAAASAVBGAAAAACpIAgDAAAAIBUEYQAAAACkgiAMAAAAgFQQhAEAAACQCoIwAAAAAFJBEAYAAABAKgjCAAAAAEgFQRgAAAAAqSAIAwAAACAVBGEAAAAApIIgDAAAAIBUEIQBAAAAkAqCMGJpaSlmZmZibGwsMplMTE1NxezsbFSr1aRbAwAAAOiYq0k3QHKq1WrMzs5Go9GIQqEQlUolcrlc1Gq1WFxcjJmZmdafZ7PZpNulR0YyER+9fHYNAAAADBpBWEpVq9WYmZmJiIi5ublYWVlpfS+Xy0WxWIzp6emoVqsxPT0dm5ubwrCUyGQirgi6AAAAGEKWRqZQo9GI2dnZiHgaeh0MwQ6qVCoREVGv11v1AAAAAINKEJZC+8shIyIWFxdPrNufGRbxdAbZ6upqL9oDAAAA6ApBWMrU6/VDm+DfuXPn1Pq7d++2vj4tNAMAAADod4KwlCmXy62vC4XCmft+7c8Ii3i6pHJtba1brQEAAAB0lSAsZQ4ub8zn8209JpfLtb5+8OBBx3sCAAAA6AVBWIrUarVD91988cW2HncwMDMjDAAAABhUgrAUObg3WMThmV6nOVp3NFADAAAAGASCsBR5+PDhoftn7Q+27/nnnz90f2Njo1MtAQAAAPSMICxF6vX6ofsXnRG2tbXVsZ4AAAAAekUQliJHg7CLajQaHTkOAAAAQC9dTboBeueiAdbRJZRPnjy5dC/b29sxOTl56eMsLCzEwsLCpY8DAAAAnG55eTmWl5cvfZzt7e0OdHMxgjDOrRMzwvb29uLx48eXPs7u7u6ljwEAAACcbXd3tyOf5ZMkCEuRbDbbkRCr3U32TzMyMhLj4+OXPs7o6OiljwEAAACcbXR0NCYmJi59nO3t7djb2+tAR+cnCEuR69evdyQIu379+qWPMT4+Ho8ePbr0cQAAAIDe6NT2RJOTk4nNLLNZfopcdCbX0fCsEzPCAAAAAHpNEJYit27dOnS/3dlhRzfHn5qa6lRLAAAAAD0jCEuR6enpQ/fr9Xpbj9va2jp0v1AodKwnAAAAgF4RhKXI0Rlh7QZhB2eOZbPZyOVynWwLAAAAoCcEYSmSz+cP7e/18OHDth63sbHR+vpomAYAAAAwKARhKXPnzp3W17Vara3HHKxbXFzseE8AAAAAvSAIS5n5+fnW19Vq9cz6gzW5XM7+YAAAANCnfvBO0h30P0FYyuTz+UNh1tra2qn1lUql9bXZYAAAAJCMdkKur64Jw84iCEuhlZWV1tevvvrqiXWNRiNWV1cj4umVIufm5rreGwAAAHDYBx9GfOMn7dV+7ccRux92tZ2BJghLoVwu15rpVavVYmlp6di627dvR8TTK0UenBkGAAAA9M73axG/+X17tb/+XcQb7W0JnkqCsJQqFouxvr4e2Ww2FhcXY3Z2Nmq1WjQajahWqzE9PR21Wi3y+Xy8++67h642CQAAAPTOT395vvqfnbM+TQRhKVYoFGJnZyfK5XLU6/W4fft2jI2NxezsbFy/fj0qlUpsbm4KwQAAACBBO7/tbn2aXE26AZJXKpWiVCol3QYAAABwjLFPdbc+TcwIAwAAAOhjn//s+eo/d876NBGEAQAAAPSxL+cjPv2J9mo/88mIr+S7288gE4QBAAAA9LFrz0V87wvt1b72xYjR57razkAThAEAAAD0uS/dPLvmjWJ7dWkmCAMAAAAYAn8mBDuTIAwAAACAVBCEAQAAAJAKgjAAAAAAUkEQBgAAAEAqCMIAAAAASAVBGAAAAACpIAgDAAAAIBUEYQAAAACkgiAMAAAAgFQQhAEAAACQCoIwAAAAAFLhatINAABAtzSbEXvNiA8+jPj+OxH/7y8jdn4bMfapiM99NuJf33z6dSaTdKcAQC8IwgAAGFp7zYir3z7+e+u/ivg/fhbxfxcjvjLd274AgGRYGgkAwND6wTtn13x1rb06AGDwCcIAABhKH3wY8Y2ftFf7tR9H7H7Y1XYAgD4gCAMAYCh9vxbxm9+3V/vr30W8UetuPwBA8gRhAAAMpZ/+8nz1PztnPQAweGyWTyK2t7djcnLy1JqFhYVYWFjoUUcAwLDZ+W136wGAZy0vL8fy8vKpNdvb2z3q5lmCMBKxt7cXjx8/PrVmd3e3R90AAMNo7FPdrQcAnrW7u3vm5/0kCcJIxMjISIyPj59aMzo62qNuAIBh9PnPRvz8v7df/7nPdq8XAEiL0dHRmJiYOLVme3s79vb2etTRYZlms9lM5Myk0uTkZDx+/DgmJibi0aNHSbcDAAyxDz6MmHilvQ3zP/PJiMf3I0af635fAHARH+9FXP326TUfvRxxZQB2g08yGxiAHw8AAJzftecivveF9mpf+6IQDADSQBAGAMDQ+nI+4o1ixKc/cfz3P/2JiO/PRnzpZm/7AgCSYY8wAACGViYT8eXpiP/9f474fi3iZ798enXIsU893RPsK3kzwQAgTQRhAAAMvWvPRfzbf/r0BgCkl6WRAAAAAKSCIAwAAACAVBCEAQAAAJAKgjAAAAAAUkEQBgAAAEAqCMIAAAAASAVBGAAAAACpIAgDAAAAIBUEYQAAAACkgiAMAAAAgFQQhAEAAACQCoIwAAAAAFJBEAYAAABAKgjCAAAAAEgFQRgAAAAAqSAIAwAAACAVBGEAAAAApIIgDAAAAIBUEIQBAAAAkAqCMAAAAABSQRAGAAAAQCoIwgAAAABIBUEYAAAAAKkgCAMAAAAgFQRhAAAAAKSCIAwAAACAVBCEAQAAAJAKgjAAAAAAUkEQBgAAAEAqCMIAAAAASIWrSTdAOm1vb8fk5OSpNQsLC7GwsNCjjgAAAIDLWl5ejuXl5VNrtre3e9TNswRhJGJvby8eP358as3u7m6PugEAAAA6YXd398zP+0kShJGIkZGRGB8fP7VmdHS0R90AAAAAnTA6OhoTExOn1mxvb8fe3l6POjos02w2m4mcmVSanJyMx48fx8TERDx69CjpdgAAAGAgfLwXcfXbp9d89HLElQHYDT7JbGAAfjwAAAAAcHmCMAAAAABSQRAGAAAAQCoIwgAAAABIBUEYAAAAAKlwNekGAACAzmo2I/bOuDb8SCYik+lNPwDQLwRhAAAwZPaaEVe/fXrNRy9HXBGEAZAylkYCAAAAkAqCMAAASKEfvJN0BwDQe4IwAAAYMu2EXF9dE4YBkD6CMAAAGCIffBjxjZ+0V/u1H0fsftjVdgCgrwjCAABgiHy/FvGb37dX++vfRbxR624/ANBPBGEAADBEfvrL89X/7Jz1ADDIBGEAADBEdn7b3XoAGGSCMAAAGCJjn+puPQAMMkEYAAAMkc9/9nz1nztnPQAMMkEYAAAMkS/nIz79ifZqP/PJiK/ku9sPAPQTQRgAAAyRa89FfO8L7dW+9sWI0ee62g4A9BVBGAAADJkv3Ty75o1ie3UAMEwEYQAAkEJ/JgQDIIWuJt0AAADQWSOZiI9ePrsGANJGEAYAAEMmk4m4IugCgGdYGgkAAABAKgjCAAAAAEgFQRgAAAAAqSAIAwAAACAVBGEAAAAApIIgDAAAAIBUEIQBAAAAkAqCMAAAAABSQRAGAAAAQCoIwgAAAABIBUEYAAAAAKkgCAMAAAAgFQRhAAAAAKTC1aQbIJ22t7djcnLy1JqFhYVYWFjoUUcAAADAZS0vL8fy8vKpNdvb2z3q5lmCMBKxt7cXjx8/PrVmd3e3R90AAAAAnbC7u3vm5/0kCcJIxMjISIyPj59aMzo62qNuAAAAgE4YHR2NiYmJU2u2t7djb2+vRx0dlmk2m81EzkwqTU5OxuPHj2NiYiIePXqUdDsAAAAwED7ei7j67dNrPno54soA7AafZDYwAD8eAAAAALg8QRgAAAAAqSAIAwAAACAVBGEAAAAApIIgDAAAAIBUuJp0AwAAAJ3SbEbsNU+vGclEZDK96QfoPH/PuQxBGAAAMDT2mhFXv316zUcvR1zxARkGlr/nXIalkQAAAACkgiAMAAAAgFQQhAEAAACQCoIwAAAAAFJBEAYAAABAKgjCAACAVPnBO0l3AEBSBGEAAMDQaCfk+uqaMAwgrQRhAADAUPjgw4hv/KS92q/9OGL3w662A0AfEoQBAABD4fu1iN/8vr3aX/8u4o1ad/sBoP8IwgAAgKHw01+er/5n56wHYPAJwgAAgKGw89vu1gMw+ARhAADAUBj7VHfrARh8gjAAAGAofP6z56v/3DnrARh8gjAAAGAofDkf8elPtFf7mU9GfCXf3X4A6D+CsAFQq9Vifn4+pqamIpPJRCaTiampqVhcXIxGo3Hh4y4tLcXMzEyMjY21jjk7OxvVarVzzQMAQI9cey7ie19or/a1L0aMPtfVdgDoQ4KwPtZoNGJ2djamp6djdXU16vV663v1ej2WlpZibGwsVldXz3XcarUaY2Njsbi4GBERlUoltra2olwuR61Wi5mZmZiZmblUyAYAAEn40s2za94otlcHwPC5mnQDHK/RaMT09PSh8Osk8/Pzsbm5GSsrK2fWVqvVmJmZiYiIubm5Q4/J5XJRLBZjeno6qtVqTE9Px+bmZmSz2Qs/DwAA6Dd/JgQDSC0zwvrU7Oxs1Ov1yOfzrRlbW1tbUalUolQqPVO/uroaa2trpx5zf4ZZxNPQ66TgrFKpRMTTWWf79QAAAACDThDWh1ZXV6NarUapVIrNzc0oFouRy+VaM7bK5XJsbW1FPn94d8979+6detzZ2dnWcsf9ZZHH2T9PxNMZZOddegkAAADQjwRhfahcLkehUIhyuXxiTS6Xa83c2tdoNE7c6L5erx/63p07d07t4e7du62vTwvNAAAA6L1mM+LjvdNvzWbSXUL/sUdYn6nValGv12Nzc/PM2lwuF+Vy+VBQVavVolAoPFN7MFQrFApn7vu1PyMs4mnAtra2dujPAACgH41kIj56+ewaGHR7zYir3z695qOXI64Y73CIGWF95sGDBzE3N9f2BvVHQ6/333//2LqDyxuPLqk8SS6XO9QXAAD0u0wm4srI6beMYAAgtcwI6zN37949FECd5WioNTU19UxNrVY7dP/FF19s+9j7V608ayN+AAAAgH5nRlifyefzbc8Gi4jW5vf7jgvRju4b1m7QdrTuaKAGAAAAMEgEYQNuf8bWvuP2B3v48OGh++0Gbc8///yh+xsbG+drDgAAAKCPCMIG3MFwam5u7tiao2HZRWeEbW1tnbM7AAAAgP4hCBtwKysrra8PXj3yoKNB2EUdXYYJAAAAMEgEYQOsXq+39u0ql8snzvS6aIB1dAnlkydPLnQcAAAAgH7gqpEDrFwuR8TTJYylUqnr5+vkjLDt7e2YnJy89HEWFhZiYWGhAx0BAAAAp1leXo7l5eVLH2d7e7sD3VyMIGxA1Wq1WF1djWw2G+vr66fWZrPZjoRY57ma5Vn29vbi8ePHlz7O7u5uB7oBAIDB1mxG7DVPrxnJRGQyvekHGE67u7sd+SyfJEHYOayursb8/HxHj5nP52Nzc/Pcj7t3715ERLz11ltnbn5//fr1jgRh169fv/Qx9o2MjMT4+PiljzM6OtqBbgAAYLDtNSOufvv0mo9ejrgiCAMuYXR0NCYmJi59nO3t7djb2+tAR+cnCBtA8/PzUavVolKpRD6fP7P+ojO5joZnnZwRNj4+Ho8ePerY8QAAAIDu6tT2RJOTk4nNLBOEnUOhUIhKpdLRY543XFpdXY3V1dVYWVmJYrHY1mNu3brV2lQ/4mnA1c55j26OPzU1da5eAQAAAPqJIOwccrncmcsQu6larcb8/HysrKzE3Nxc24+bnp4+dL9er7c1k2xra+vQ/UKh0PY5AQAAAPrNSNIN0J5arRYzMzNRLpfPFYJFPJ0RdlC9Xm/rcQeXRmaz2URDQAAAAIDLEoQNgHq9Hrdv345SqRSlUuncj8/n84eWQj58+LCtx21sbLS+PhqmAQAAAAwaQVifq9frMT09HXNzc1Eul9t+zNLS0qE/u3PnTuvrg/uFneZg3eLiYluPAQAAAOhXgrA+1mg0YmZmJu7cudN2CBYRMTs7+8x+XvPz862vq9Xqmcc4WJPL5ewPBgAAAAw8m+X3qUajEdPT05HL5WJxcbGtfb3q9Xpr5tbRzfDz+XwUCoVWwLW2tnbqVScPXh3TbDAAAABgGAjC+tTt27ejXq9HvV6Pqampcz12ZWXlxD/fP9arr756YhDWaDRidXU1Ip5eKfK8m/MDAAAA9CNLI/vQ9PR02/t4Heek4CqXy7VmetVqtWf2Edt3+/btiHh6pciDM8MAAIDB9YN3ku4AIHmCsD4zOzvblRBsX7FYjPX19chms7G4uNg6X6PRiGq12grh8vl8vPvuu4euNgkAAPSndkKur64Jw9LG6w3PsjSyz/RiBlahUIidnZ1YWlqKBw8exO3bt6PRaEQ2m41bt25FpVI5df8wAACgf3zwYcQ3ftJe7dd+HPH5P44Yfa6rLdED7YafV0YivnSz+/3AoBCEpVipVIpSqZR0GwAAwCV8vxbxm9+3V/vr30W8UYv4t/+0uz3RXcJPuDhLIwEAAAbYT395vvqfnbOe/nOR8BN4ShAGAAAwwHZ+2916+o/wEy5OEAYAADDAxj7V3Xr6j/ATLk4QBgAAMMA+/9nz1X/unPX0H+EnXJwgDAAAYIB9OR/x6U+0V/uZT0Z8Jd/dfug+4SdcnCAMAABggF17LuJ7X2iv9rUvunrgMBB+wsUJwgAAAAbcl26eXfNGsb06+p/wEy5OEAYAAJACfyYEGyrCT7gYQRgAAAAMIeEnPOtq0g0AAADARTWbEXvN02tGMhGZTG/6AfqbIAwAAICBtdeMuPrt02s+ejniiiAMCEsjAQAAAEgJQRgAAAAAqSAIAwAAACAVBGEAAAAApIIgDAAAAIBUEIQBAAAAkApXk24AAACAyxnJRHz08tk1AGknCAMAABhwmUzEFUEXwJksjQQAAAAgFQRhAAAAAKSCIAwAAACAVLBHGInY3t6OycnJU2sWFhZiYWGhRx0BAAAAl7W8vBzLy8un1mxvb/eom2cJwkjE3t5ePH78+NSa3d3dHnUDAAAAdMLu7u6Zn/eTJAgjESMjIzE+Pn5qzejoaI+6AQAAADphdHQ0JiYmTq3Z3t6Ovb29HnV0mCCMRIyPj8ejR4+SbgMAAADooHa2OZqcnExs1pjN8gEAABhqP3gn6Q6AfiEIAwAAYGC1E3J9dU0YBjxlaSQAAAAD6YMPI77xk/Zqv/bjiM//ccToc11tqWdGMhEfvXx2DXCYGWEAAAAMpO/XIn7z+/Zqf/27iDdq3e2nlzKZiCsjp98ygjB4hiAMAACAgfTTX56v/mfnrAeGjyAMAACAgbTz2+7WA8NHEAYAAMBAGvtUd+uB4SMIAwAAYCB9/rPnq//cOeuB4SMIAwAAYCB9OR/x6U+0V/uZT0Z8Jd/dfoD+JwgDAABgIF17LuJ7X2iv9rUvRow+19V2gAEgCAMAAGBgfenm2TVvFNurA4afIAwAAICh9mdCsNT5wTtJd0C/EoQBAAAAA6OdkOura8IwjicIAwAAAAbCBx9GfOMn7dV+7ccRux92tR0GkCAMAAAAGAjfr0X85vft1f76dxFv1LrbD4NHEAYAAAAMhJ/+8nz1PztnPcNPEAYAAAAMhJ3fdree4ScIAwAAAAbC2Ke6W8/wE4QBAAAAA+Hznz1f/efOWc/wE4QBAAAAA+HL+YhPf6K92s98MuIr+e72w+ARhAEAAAAD4dpzEd/7Qnu1r30xYvS5rrbDABKEAQAAAAPjSzfPrnmj2F4d6SMIAwAAAIbKnwnBOIEgDAAAAIBUEIQBAAAAkAqCMAAAAABSQRAGAAAAQCpcTboBAAAAuKiRTMRHL59dAxAhCAMAAGCAZTIRVwRdQJssjQQAAAAgFQRhAAAAAKSCIAwAAACAVBCEAQAAAJAKgjAAAAAAUkEQBgAAAEAqXE26AdJpe3s7JicnT61ZWFiIhYWFHnUEAAAAXNby8nIsLy+fWrO9vd2jbp4lCCMRe3t78fjx41Nrdnd3e9QNAAAA0Am7u7tnft5PkiCMRIyMjMT4+PipNaOjoz3qBgAAAOiE0dHRmJiYOLVme3s79vb2etTRYYIwEjE+Ph6PHj1Kug0AAACgg9rZ5mhycjKxWWM2ywcAAAAgFQRhAAAAAKSCIAwAAACAVBCEAQAAAJAKgjAAAAAAUkEQBgAAAEAqCMIAAAAASAVBGAAAAACpIAgDAAAAIBUEYQAAAACkgiAMAAAAgFQQhAEAAACQCoIwAAAAAFJBEAYAAABAKgjCAAAAAEgFQRgAAAAAqSAIAwAAACAVBGEAAAAApIIgDAAAAIBUEIQBAAAAkAqCMAAAAABSQRAGAAAAQCoIwgAAAABIBUEYAAAAAKkgCAMAAAAgFQRhAAAAAKSCIAwAAACAVBCEAQAAAJAKgjAAAAAAUkEQBgAAAEAqCMIAAAAASAVBGAAAAACpIAgDAAAAIBUEYQAAAACkgiAMAAAAgFS4mnQDpNP29nZMTk6eWrOwsBALCws96ggAAAC4rOXl5VheXj61Znt7u0fdPEsQRiL29vbi8ePHp9bs7u72qBsAAACgE3Z3d8/8vJ8kQRiJGBkZifHx8VNrRkdHe9QNAAAA0Amjo6MxMTFxas329nbs7e31qKPDBGEkYnx8PB49epR0GwAAAEAHtbPN0eTkZGKzxmyWDwAAAEAqCMIAAAAASAVBGAAAAACpIAgDAAAAIBUEYQAAAACkgiAMAAAAgFQQhAEAAACQCoIwAAAAAFJBEAYAAABAKgjCAAAAAEgFQRgAAAAAqSAIAwAAACAVBGEAAAAApIIgDAAAAIBUEIQBAAAAkAqCMAAAAABSQRAGAAAAQCoIwgAAAABIBUEYAAAAAKkgCAMAAAAgFQRhAAAAAKSCIGzATU1NRSaTibW1tXM/dmlpKWZmZmJsbCwymUxMTU3F7OxsVKvVLnQKAAAAkCxB2ABbXFyMer1+7sdVq9UYGxuLxcXFiIioVCqxtbUV5XI5arVazMzMxMzMTDQajQ53DAAAAJCcq0k3wMVUq9VYWlq60ONmZmYiImJubi5WVlZa38vlclEsFmN6ejqq1WpMT0/H5uZmZLPZTrUNAAAAkBgzwgZQo9GI2dnZSz0ul8sdCsEOqlQqERFRr9cvdB4AAACAfiQIG0D37t2L69evn3um1uzsbGu54/6yyOPszwyLeDqDbHV19aKtAgAAAPQNQdiAWV1djbW1tdasrXbV6/VDm+DfuXPn1Pq7d++2vj4tNAMAAAAYFIKwAVKv12N+fj5KpVLk8/lzPbZcLre+LhQKZ84m258RFvF0SeVFrkoJAAAA0E8EYQNkdnY28vn8oVCrXQeXN7YbouVyudbXDx48OPc5AQAAAPqJq0YOiMXFxajVarG1tXXux9ZqtUP3X3zxxbYel8/no16vR0SYEQYAAAAMPDPCBkCtVoulpaVYWVk5NEurXQf3BouIto9xtO5ooAYAAAAwSARhA+D27dtRLBZjbm7uQo9/+PDhofvtXm3y+eefP3R/Y2PjQucHAAAA6AeCsD43OzsbERGvv/76hY+xv7xx30VnhF1kWSYAAABAv7BHWB9bW1uLtbW1WF9fb3sW13GOBmEX1Wg0OnIcAAAAgCQIwvpUo9GI2dnZmJubi0KhcOljXcTR8O3JkyeX6uOg7e3tmJycvPRxFhYWYmFhoQMdAQAAAKdZXl6O5eXlSx9ne3u7A91cjCCsT92+fTtyuVysrKwk3UpLJ2eE7e3txePHjy99nN3d3Q50AwAAAJxld3e3I5/lkyQI60NLS0tRq9Vic3OzI8fLZrMdCbEuszzzqJGRkRgfH7/0cUZHRzvQDQAAAHCW0dHRmJiYuPRxtre3Y29vrwMdnZ8g7BxWV1djfn6+o8fM5/OHAq9arRaLi4tRLpcjn8935BzXr1/vSBB2/fr1yzfz/zc+Ph6PHj3q2PEAAACA7urU9kSTk5OJzSwThPWZ2dnZyOfzUSqVOnbMi87kOhqedXJGGAAAAFzESCbio5fProHjCMLOoVAoRKVS6egxD4ZLS0tLUa/Xo1AoxOzs7JmPPRhUvfrqq/HgwYPW/bt370axWIyIiFu3bkWtVjv0uHZCraOb409NTZ35GAAAAOimTCbiiqCLCxKEnUMul4tcLte147///vsREVGtVs/92FqtdijsyuVyrSBsenr6UG29Xm9r2eXW1tah+5e9eiUAAABAkkaSboDuu3Xr1qH79Xq9rccdnHGWzWa7GgICAAAAdJsgrI+Uy+VoNptt3w4GU5VK5dD3yuVy63v5fP7QUsiHDx+21c/Gxkbr66NhGgAAAMCgEYSlxJ07d1pfH1xCeZqDdYuLix3vCQAAAKCXBGEpMT8/3/q6nT3IDtbkcjn7gwEAAAADTxCWEvl8/lCYtba2dmr9watjmg0GAAAADANBWIqsrKy0vn711VdPrGs0GrG6uhoRT68UOTc31/XeAAAAALpNEJYiuVyuNdOrVqvF0tLSsXW3b9+OiKdXijw4MwwAAABgkAnCUqZYLMb6+npks9lYXFyM2dnZqNVq0Wg0olqtxvT0dNRqtcjn8/Huu+8eutokAAAAwCC7mnQDXNzW1taFHlcoFGJnZyeWlpbiwYMHcfv27Wg0GpHNZuPWrVtRqVSiWCx2uFsAAACAZAnCUqxUKkWpVEq6DQAAAICesDQSAAAAgFQQhAEAAACQCoIwAAAAAFJBEAYAAABAKgjCAAAAAEgFQRgAAAAAqSAIAwAAACAVBGEAAAAApIIgDAAAAIBUEIQBAAAAkAqCMAAAAABSQRAGAAAAQCoIwgAAAABIBUEYAAAAAKkgCAMAAAAgFQRhAAAAAKSCIAwAAACAVBCEAQAAAJAKgjAAAAAAUkEQBgAAAEAqCMIAAAAASAVBGAAAAACpcDXpBkin7e3tmJycPLVmYWEhFhYWetQRAAAAcFnLy8uxvLx8as329naPunmWIIxE7O3txePHj0+t2d3d7VE3AAAAQCfs7u6e+Xk/SYIwEjEyMhLj4+On1oyOjvaoGwAAAKATRkdHY2Ji4tSa7e3t2Nvb61FHh2WazWYzkTOTSpOTk/H48eOYmJiIR48eJd0OAAAADISP9yKufvv0mo9ejrgyALvBJ5kNDMCPBwAAAAAuTxAGAAAAQCoIwgAAAABIBUEYAAAAAKkgCAMAAAAgFQRhAAAAAKSCIAwAAACAVBCEAQAAAJAKgjAAAAAAUkEQBgAAAEAqCMIAAAAASAVBGAAAAACpIAgDAAAAIBUEYQAAAACkgiAMAAAAgFQQhAEAAACQCoIwAAAAAFJBEAYAAABAKgjCAAAAAEgFQRgAAAAAqSAIAwAAACAVBGEAAAAApIIgDAAAAIBUEIQBAAAAkAqCMAAAAABSQRAGAAAAQCoIwgAAAABIBUEYAAAAAKlwNekGoN998GHEG7WIn/0yYue3EWOfivj8ZyO+nI+49lzS3QEAAADtEoTBKf6fdyK+/uOIX//u8J///L9H3P/biL/8YsS/vplEZwAAAKTJSCbio5fPruF0gjA4wf/zTsSX3zz5+7/+3dPvZyLiS8IwAAAAuiiTibgi6Lo0e4TBMT748OlMsHZ87ccRux92sxsAAACgEwRhcIzv155dDnmSX//u6R5iAAAAQH8ThMExfvrL89X/7Jz1AAAAQO8JwuAYO7/tbj0AAADQezbLJxHb29sxOTl5as3CwkIsLCz0qKPDxj7V3XoAAAAYRsvLy7G8vHxqzfb2do+6eZYgjETs7e3F48ePT63Z3d3tUTfP+vxnI37+39uv/9xnu9cLAAAADIrd3d0zP+8nSRBGIkZGRmJ8fPzUmtHR0R5186wv5yPu/217G+Z/5pMRX8l3vycAAADod6OjozExMXFqzfb2duzt7fWoo8MyzWazmciZSaXJycl4/PhxTExMxKNHj5Ju51T/zzsRX36zjbo7EV+62f1+AAAAYBgkmQ3YLB9O8K9vPg25PvPJ47//mU8KwQAAAGCQWBoJp/jSzYjP/XHE92sRP/vl06tDjn3q6Z5gX8lHjD6XdIcAAABAuwRhcIZrz0X823/69AYAAAAMLksjAQAAAEgFQRgAAAAAqSAIAwAAACAVBGEAAAAApIIgDAAAAIBUEIQBAAAAkAqCMAAAAABSQRAGAAAAQCpcTboBGCbLy8uxu7sbo6OjsbCwkHQ7DCFjjG4zxug2Y4xeMM7oNmOMbjPGuifTbDabSTdBekxOTsbjx49jYmIiHj16lHQ7HTfsz4/kGWN0mzFGtxlj9IJxRrcZY3TbsI+xJJ+fpZEAAAAApIIgDAAAAIBUEIQBAAAAkAqCMAAAAABSQRAGAAAAQCoIwgAAAABIBUEYAAAAAKlwNekGoNOWl5djd3c3RkdHY2FhIel2eiap553kzzut506KMZaecycljT/vND7nJKXx553G55ykNP680/ick5TWn3cax3dSUvGcm9BDExMTzYhoTkxMDPQ5nDv586b13J5zb6Xx3Gl8zkme23PurTSeO43POclze869lcZzp/E5J3luz3nwz3McSyMBAAAASAVBGAAAAACpIAgDAAAAIBUEYQAAAACkgiAMAAAAgFQQhAEAAACQCoIwAAAAAFIh02w2m0k3QXp88pOfjN///vcxMjIS4+PjXTnH9vZ27O3tdfUczp38edN6bs85Hc85yXOn8TkneW7POR3POclzp/E5J3luzzkdzznJc6fxOSd5bs+5e+fdP88nPvGJ+N3vfte18xxHEEZPXblyJfb29pJuAwAAAEjYyMhIfPzxxz0959Weno3Ue+655+LDDz+MK1euxD/+x/846XYAAACAHvsf/+N/xMcffxzPPfdcz89tRhgAAAAAqWCzfAAAAABSQRAGAAAAQCoIwgAAAABIBUEYAAAAAKkgCAMAAAAgFQRhAAAAAKSCIAwAAACAVBCEAQAAAJAKgjAAAAAAUkEQBgAAAEAqCMLgnJaWlmJmZibGxsYik8nE1NRUzM7ORrVa7ep56/V6zM/Px9TUVGQymRgbG4vp6emYn5+Per3e1XPTW0mNsVqtdmiM7Z97cXExGo1GV89NbyU1xo6q1+sxMzMTa2trPT0vF5PkuOmXMUv39ctr7f1pePk9i27zeXEANIG2rK+vN7PZbDMimoVCobm+vt7c2tpqViqVZi6Xa/35zs5Ox89dLpebEXHqrVwud/y89FZSY2xnZ6dZLBbPHGMrKysdPS+9l+T72EFHx5yx1d+SHDf9Mmbpvn55rb0/DS+/Z9FtPi8ODkEYtGF9fb31BjI3N3dsTT6fb0ZEM5fLdfTNrVAoNCOimc1mm8VisVkqlZrFYrH1ZnrwVqlUOnZeeiupMbazs3PsWDrpdlJv9L8k38f27ezsNEulkl/+B0iS46Yfxiy90Q+vtfen4eb3LLrN58XBIgiDM+zs7LSS/Vwud2Ld1tZW6w2mUCh05Nz7v5CdlN4fl/wzeJIcY/v/cObz+WalUmlubW21/ufquA8E/gEdTEmOsX3lcrmZy+VaY84Hzf6X5LjphzFLb/TDa+39abj5PYtu83lx8PgpwBkO/lJ01i9DnZxKv/9Gub6+fmrd3NzcoTe2zc3NS52X3ktqjK2srDQjolkqlU6s2draav3v1f4tm81e6rz0XlJjbN/m5uah96b9seeDZn9LctwkPWbpnaRfa+9Pw8/vWXSbz4uDRxAGpziY2kfEmVNYK5VKx/4RKxaLba3j3tnZOdSjtd+DJckxtv+/3+ftsZ1/cOkfSY6xk2xubvqg2eeSHDf9OGbpjn58rb0/DRe/Z9FtPi8OJleNhFOUy+XW14VCIbLZ7Kn1xWKx9XWj0bjUlYYajUaUSqUz67LZbORyuUP3GRxJjbFarRb1ej0qlcqZtblc7lCf+49nMCT5PnYS71P9L8lx049jlu7ox9fa+9Nw8XsW3ebz4mAShMEpVldXW1/n8/m2HnPwTebBgwcXPvf6+nrbtU+ePGl9fevWrQufk95Laow9ePAg5ubm2v6HsFAoHLr//vvvX+i89F6S72MMriTHjTGbHl5rus3vWXSbz4uDSRAGJzj6PzEvvvhiW487+AbYi/+VbjQa0Wg0IuLpP6LtvgGTvCTH2N27d5/538d2zxkRMTU1daHz0luD8j5Gf0ly3Biz6eG1ptv8nkW3Dcr7mM+LzxKEwQmq1eqh+weT+9Mcrev21OY333yzdd52pl/TP5IcY/l8/lzTovf/8TypB/rToLyP0V+SHDfGbHp4rek2v2fRbYPyPubz4rMEYXCChw8fHrrf7j9mzz///KH7GxsbnWrpGY1GI+bn5yOfz8f6+rr13gNmEMbYvnq9fuj+0Sn89KdBGmP0jyTHjTGbHl5rum2QxpjfswbTIIwxnxePJwiDExz9B+miCf/W1lbHejqoXq/H9PR0ZLPZeOutt/zP0QDq9zF20MF/oOfm5rp+PjpjkMYY/SPJcWPMpofXmm4bpDHm96zB1O9jzOfFkwnC4ARH39gu6uhU505YW1uLqampqNfr0Wg0YmxsLJaWljp+Hrqrn8fYUSsrK62vFxcXu34+OmOQxhj9I8lxY8ymh9eabhukMeb3rMHUz2PM58XTCcLgBBd9Qzo63fTgFTouo9FoxNLSUkxNTcXs7Owz319cXDz2z+lf/TbGTlKv11t7F5TLZf+bNEAGZYzRX5IcN8Zsenit6bZBGWN+zxpc/TbGfF5snyAMuqxTCX+1Wo2tra0oFAon7huwtrYm6U+hbv9P5f5Vj3K5XJRKpa6ei/5kxgUXkeS4MWbTw2tNt/k9i27zebH3BGFwgk5tJNip4xSLxVhZWYmVlZVYX1+PZrMZKysrzxx/cXHRL4UDot/G2HFqtVqsrq5GNpuN9fX1rp2H7hiEMUb/SXLcGLPp4bWm2wZhjPk9a7D12xjzebF9gjAG0urqamQymY7epqenD53j+vXrHem1U8c5ztzcXGxubj7z5ra6utq1c6aFMfbUvXv3IiJssNkFxhj9KslxY8ymh9eabhuEMeb3rME2CGPM58XjCcLgBBdN5o+m693+n8pcLhdvvfXWoT87eilf+lO/j7H5+fmo1WpRqVQin8935Rx0V7+PMfpTkuPGmE0PrzXd1u9jzO9Zg6/fx9g+nxefdTXpBuAiCoVCVCqVjh7z6BvQrVu3WhtXRjx9w2rnTeroZodTU1OdaO9U+Xw+isVirK2tRUTnrmCSZmkfY6urq7G6uhorKytRLBY7fnyMMfpXkuPGmE0PrzXd1s9jzO9Zw6Gfx9hRPi8eJghjIOVyua5PHz66xKher7f1vzVbW1uH7p+0UWGn3b17t/XGlvY1352Q5jFWrVZjfn4+VlZWYm5urqPH5h+keYzR35IcN8Zsenit6bZ+HWN+zxoe/TrGTuLz4j+wNBJOcOvWrUP3203ND76pZLPZnq33P/ima5nAYOjHMVar1WJmZibK5bJfzoZAP44x+l+S48aYTQ+vNd3Wj2PM71nDpR/H2Gl8XvwHgjA4QT6fP/QG0e466o2NjdbXR98ceyWp83I+/TbG6vV63L59O0qlkst3D4l+G2MMhiTHjTGbHl5ruq3fxpjfs4ZPv42x80j7+6cgDE5x586d1tcH13+f5mDd4uJix3s6ycH/gZiZmenZebmcfhlj9Xo9pqenY25uLsrlctuPWVpa6sj56Z5+GWMMliTHjTGbHl5ruq1fxpjfs4ZXv4yxdvi8eEATONHm5mYzIlq3s6yvr7dqc7lcDzr8B+VyuRkRzWw229Pzcjn9MMZ2dnaauVyuOTc3d67H5fP55ubmZkd6oHv6YYwdtbW1dainlZWVrpyHi0ty3PTjmKU7+vG19v40XPphjPk9a7j1wxhrl8+L/8CMMDhFPp8/tHnh/uaCJzl4Bbiz0v3V1dVYXFzs2BU7Xn311YiIeP311ztyPHoj6THWaDRieno6crlcq/asW7VabW0O6nLf/S/pMXactG/QOgiSHDfdPDf9xfsT3Zb0GPN71vBLeoydh8+LBySdxEG/O/g/g/l8/sS6nZ2dVl2hUDj1mIVC4dD/HOzs7DxTUy6Xm/l8vlkqlY79/kGlUqkZEc1SqdTOU6LPJDXGms2n/9t4sO48N/9LPjiSHGPHqVQqhx5bLpfbfiy9k+S46ca56U/en+g2v2fRbT4vDh5BGLTh4C9FJ/1CtP8PXTabPfON6Kx/6A6+Se7fTnrTKhaLflEbAr0eYwePd9EbgyWJMXac/SUiBx972i+NJCvJcdPpc9O/vD/RbX7Pott8Xhws/oZBm9bX15vZbLYZEc1isdjc3Nxs7uzsNNfX11tvavl8vq1fxPePs39bX19/puboL2L7b5rFYrFZKpWahUKhdX9ra6sLz5he6+UY2/8H8aK38+5zQX/o9fvYvp2dnWaxWHzmfzeP3gqFQqsv+kdS46bT56a/eX+i2/yeRbf5vDg4BGFwTvtTUPffnLLZbLNQKDQrlUrbx1hfX2/mcrlmNps9Mbnf2dlplkqlZ86Vy+WaxWKxubKy4hf/IdWrMUZ6GWNcRJLjphPnZjB4f6LbjDG6zefF/pdpNpvNAAAAAIAh56qRAAAAAKSCIAwAAACAVBCEAQAAAJAKgjAAAAAAUkEQBgAAAEAqCMIAAAAASAVBGAAAAACpIAgDAAAAIBUEYQAAAACkgiAMAAAAgFQQhAEAAACQCoIwAAAAAFJBEAYAAABAKgjCAAAAAAZUo9GI2dnZqNVqiZx/aWkpFhcXEzn3RQjCAAAAAAZQtVqNGzduRC6Xi3w+3/rzTCbT9du+ubm5qNVqMTU1FfV6PYkfw7lkms1mM+kmAAAAAGjf/kyslZWVmJubO/S9g0HVQdlsNq5fv966f1xwlcvlWl8/efIkGo3Gscc6GifNz8/Hm2++GW+99dahUK7fmBEGAAAAMEBOC8GOBldzc3OxubkZzWYzdnZ2Ymtrq3U7GlgVCoVD39/Z2YlmsxlbW1tRLpdP7WllZSUKhUJMT08ntkyzHYIwAAAAIHXW1taSbuFCVldXY3FxMUql0jMh2FGVSiVWVlYuPUMrl8tFqVSK9fX11p8dN1OsUqlEPp+P27dvnziTLGmCMAAAACBV1tbW4tVXX026jXNbW1uL+fn5yOfzJ87QevLkSUQ8nd1VLBY7ev5CoRCFQuHUmkqlEo1GI27fvt3Rc3eKIAwAAABIjXq9HrOzs0m3cW6NRiPu3bsXEXHmMsWIp3t2dcP+cfcDt6NyuVxrA/1+vJqkIAwAAABIjZmZmaRbuJDZ2dloNBqRz+dPnZW1vyTxrJlbF9XOcfcDsKWlpahWq13p46IEYQAAAEAqzMzMHHulxH63trbWCpTu379/am0ul4uVlZXIZrNd6SWbzcbKysqhq08e18N+YNatmWkXJQgDAAAAht7s7GzfzU5q18H9zM7a9yubzZ65if5lzc3NnRm07c+8q9frsbq62tV+zkMQBgAAAAytRqMRU1NTz1wlslarRSaTOXSrVqtRrVZjbGzsme/t36ampk7c+2pmZuaZx05NTV2q/2q1GrVaLSLi0ld/7KWDSyjb2dOsV64m3QAAAABAtzx58qQVXB1cppfNZp8JaG7duhXZbDZ2dnZifn7+mZlMlUrl1BlZ6+vrERExNjYWjUYjSqXSpUOglZWV1tfd2verGw6GdvV6PdbW1jp+FcuLyDSbzWbSTQAAAAB0235AFfE0qNnc3Gy7PuLsIGxfJpNpBWqXlclkzn3+dk1PT7dmm0U8Ddr2w7xOmJmZaS1HnZubOxTqJcXSSAAAAIBjHN2Yvp2QaH8JZif26ToYUkU83YR+kBycFfbmm28m2Mk/EIQBAAAAHKNUKh26v7q6emiG2HH2Zz114mqJRzf3H7Qg7Pnnn2993Wg0+uKKnYIwAAAAgBMcF4adpNFoRLVajVwu15HQ6uHDh4fun3Wlxn5z9GdwdIZbEgRhAAAAACc4ujzy1VdfPbF2f/nfSVeVPK+zZp/1u6PB3ZMnT5Jp5ABBGAAAAMAJstnsof2+Go1Gax+woyqVSkRE3LlzpyPn7ofgqJP6IdgThAEAAACc4ugMr+NmfO0viywWix1bwngwOBq0ZZEREdevXz90//3330+ok38gCAMAAAA4RS6Xi0Kh0Lpfr9ef2ch+f++wTmySf5x+mE01DARhAAAAAGcol8un3n/w4MH/r707uk1jiQIwfHx1C9jQQZYOFncQ0wHrdGA6IEoLdAAl2HQQUgJ0kEkHZDvgPkQ4gBNdMGsgmu+TIhk7Yub515mZKIpiJ5id6m+cAtu2f7Rz+xXJSxHCAAAAAP5HVVVRVdXz5/l8HimliPg5IbZcLnfuEmtDGy9PXpNrCHtCGAAAAMAB9l+Q3NwVtrk8v+1jkft3bP1txyP393sNYU8IAwAAADjAYDDYiTmz2SyaponJZBJlWbYeevr9/s7nv+0Vyc3E3Mbt7e2FdvKLEAYAAABwoP0XI+u6jpTSb1+SPNX+fWP7Yenabb8SWZalo5EAAAAAl/DaY4YPDw87k1+b1yPv7+/b2NaOoih21vry5Uvra2xre+JsO9y1+YjAKYQwAAAAIAvbUemU6ar9FyMHg8GbTTsNBoPnnzfRrS37MbDtO8i291vXdavf/VpCGAAAAJCF/Tu89sPScDg8KAbt3xXW9iX527Yv6F8ul619b0rpRQxMKbUWw5qmef6usixNhAEAAACc08ePH3c+13Ud0+k0ptNp9Hq9WK1WB092bSa1iqJ408hTFEWMRqPnz21MhS2Xyz9OaNV13Upwe3x8fP75Le5Pe62b9Xq9vvQmAAAAAM6h2+3+9ljk3d3dUXdwTafTGA6HMRqNXhyVbFvTNPHu3buIiJPW6/V6R0Wusizj27dvJ611yne8BRNhAAAAQDYWi8XOnV5VVcVkMjn6IvrN/9+fMnsLRVHEZDKJiJ8B7rUWi0Ws1+uD/702YKWUnoPb09PTq/f7FkyEAQAAABzp5uYmqqqKxWJxtjXruo7ZbBaTySQeHh7Otu6x+v1+zOfzs0zLHUsIAwAAADjC5ljkJYJUt9uN1WoV379/f7OXKk8xn8+j3++fPRIeSggDAAAAOMImRv348ePsa6eUotvtxmAwuLpjh03TxPv376PT6cRisbjKUOeOMAAAAIADjcfjSCld7GhiWZaxWCxiNpvFcDi8yB5+p2ma6PV6Vx3BIkyEAQAAALwwHA4jpRRVVUW/34/b29t4fHyM4XAYRVFc/GjicrmMDx8+xP39/fNF+peyiWBlWcbT09PVRrAIIQwAAABgx6dPn2I8Hv/x79dyWX1KKeq6jk6nc7EAtQlynz9/jtFodPb1j/XvpTcAAAAAcE2apvnj3waDwVVEsIhfxyTH43GsVquLhLCUUnz9+jWqqjr72q9hIgwAAABgy3K5jF6v9+L313hBPccRwgAAAAD2pJRiMplESik6nU7UdR13d3eX3hYnEsIAAAAAyMI/l94AAAAAAJyDEAYAAABAFoQwAAAAALIghAEAAACQBSEMAAAAgCwIYQAAAABkQQgDAAAAIAtCGAAAAABZEMIAAAAAyIIQBgAAAEAWhDAAAAAAsiCEAQAAAJAFIQwAAACALAhhAAAAAGRBCAMAAAAgC0IYAAAAAFkQwgAAAADIghAGAAAAQBaEMAAAAACyIIQBAAAAkAUhDAAAAIAsCGEAAAAAZEEIAwAAACALQhgAAAAAWRDCAAAAAMiCEAYAAABAFoQwAAAAALIghAEAAACQBSEMAAAAgCz8B/frZv3vqoPAAAAAAElFTkSuQmCC", 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" ] @@ -162,12 +151,12 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -177,7 +166,7 @@ } ], "source": [ - "bins = np.linspace(-1, 1, 50)\n", + "bins = np.linspace(-0.5, 0.5, 50)\n", "sns.regplot(\n", " x=ak.to_numpy(array[\"ideal_state_770_ty\"]),\n", " y=ak.to_numpy(array[\"yDiffOut\"]),\n", @@ -185,20 +174,24 @@ " fit_reg=None,\n", " x_estimator=np.mean,\n", ")\n", - "plt.xlabel(\"ty (VELO)\")\n", + "plt.xlabel(\"$t_y$\")\n", "plt.ylabel(\"$y_{corr}$ [mm]\")\n", "mplhep.lhcb.text(\"Simulation\")\n", - "plt.show()" + "plt.show()\n", + "# plt.savefig(\n", + "# \"/work/cetin/LHCb/reco_tuner/parameterisations/plots/bend_y_ty_dist.pdf\",\n", + "# format=\"PDF\",\n", + "# )" ] }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -208,7 +201,7 @@ } ], "source": [ - "bins = np.linspace(-0.5, 0.5, 50)\n", + "bins = np.linspace(-0.5, 0.5, 100)\n", "sns.regplot(\n", " x=ak.to_numpy(array[\"dSlope_yEndT\"]),\n", " y=ak.to_numpy(array[\"yDiffOut\"]),\n", @@ -216,20 +209,24 @@ " fit_reg=None,\n", " x_estimator=np.mean,\n", ")\n", - "plt.xlabel(\"dSlope y\")\n", + "plt.xlabel(\"$\\Delta t_y$\")\n", "plt.ylabel(\"$y_{corr}$ [mm]\")\n", "mplhep.lhcb.text(\"Simulation\")\n", - "plt.show()" + "plt.show()\n", + "# plt.savefig(\n", + "# \"/work/cetin/LHCb/reco_tuner/parameterisations/plots/bend_y_deltaty_dist.pdf\",\n", + "# format=\"PDF\",\n", + "# )" ] }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 25, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -239,7 +236,7 @@ } ], "source": [ - "bins = np.linspace(-1, 1, 50)\n", + "bins = np.linspace(-1.0, 1.0, 50)\n", "sns.regplot(\n", " x=ak.to_numpy(array[\"dSlope_xEndT\"]),\n", " y=ak.to_numpy(array[\"yDiffOut\"]),\n", @@ -247,15 +244,19 @@ " fit_reg=None,\n", " x_estimator=np.mean,\n", ")\n", - "plt.xlabel(\"dSlope x \")\n", + "plt.xlabel(\"$\\Delta t_x$\")\n", "plt.ylabel(\"$y_{corr}$ [mm]\")\n", "mplhep.lhcb.text(\"Simulation\")\n", - "plt.show()" + "plt.show()\n", + "# plt.savefig(\n", + "# \"/work/cetin/LHCb/reco_tuner/parameterisations/plots/bend_y_deltatx_dist.pdf\",\n", + "# format=\"PDF\",\n", + "# )" ] }, { "cell_type": "code", - "execution_count": 151, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -388,16 +389,16 @@ }, { "cell_type": "code", - "execution_count": 148, + "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "['dSlope_xEndT^2', 'dSlope_xEndT^3']" ] }, - "execution_count": 148, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -414,7 +415,7 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 50, "metadata": {}, "outputs": [], "source": [ @@ -444,12 +445,12 @@ }, { "cell_type": "code", - "execution_count": 149, + "execution_count": 59, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -459,27 +460,36 @@ } ], "source": [ - "bins = np.linspace(-40, 40, 50)\n", + "bins = np.linspace(-40, 40, 41)\n", "ax = sns.regplot(\n", " x=y_test,\n", - " y=abs(y_test - y_pred_test),\n", + " y=y_test - y_pred_test,\n", " x_bins=bins,\n", " fit_reg=None,\n", " x_estimator=np.mean,\n", " label=\"bla\",\n", ")\n", "ax2 = ax.twinx()\n", - "ax2.hist(y_test,\n", - " bins=20,\n", - " range=[-40, 40],\n", - " color=\"#2A9D8F\",\n", - " alpha=0.5,\n", - " align=\"left\")\n", - "ax.set_xlabel(r\"y$_{corr}$ [mm]\")\n", - "ax.set_ylabel(\"Mean Deviation [mm]\")\n", - "ax2.set_ylabel(\"Number of Tracks\")\n", + "ax2.hist(\n", + " y_test,\n", + " bins=30,\n", + " range=[-40, 40],\n", + " color=\"#2A9D8F\",\n", + " alpha=0.5,\n", + " align=\"mid\",\n", + " density=True,\n", + ")\n", + "ax.set_xlabel(r\"$y_{\\mathrm{corr}}$ [mm]\")\n", + "ax.set_ylabel(\n", + " r\"$\\left\\langle y_{\\mathrm{corr}}-y_{\\mathrm{corr}}^{\\mathrm{pred}}\\right\\rangle$ [mm]\"\n", + ")\n", + "ax2.set_ylabel(\"Number of Tracks (normalised)\")\n", "mplhep.lhcb.text(\"Simulation\", loc=0)\n", - "plt.show()" + "# plt.show()\n", + "plt.savefig(\n", + " \"/work/cetin/LHCb/reco_tuner/parameterisations/plots/bend_y_regression_plot.pdf\",\n", + " format=\"PDF\",\n", + ")" ] }, { @@ -489,6 +499,13 @@ "outputs": [], "source": [] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, @@ -507,9 +524,10 @@ "\n", "data = np.column_stack([ak.to_numpy(array[feat]) for feat in features])\n", "target = ak.to_numpy(array[target_feat])\n", - "X_train, X_test, y_train, y_test = train_test_split(\n", - " data, target, test_size=0.2, random_state=42\n", - ")\n", + "X_train, X_test, y_train, y_test = train_test_split(data,\n", + " target,\n", + " test_size=0.2,\n", + " random_state=42)\n", "\n", "poly = PolynomialFeatures(degree=6, include_bias=False)\n", "X_train_model = poly.fit_transform(X_train)\n", @@ -555,20 +573,18 @@ "]\n", "reduce = True\n", "if reduce:\n", - " remove = [i for i, f in enumerate(poly_features) if (keep and f not in keep)]\n", + " remove = [\n", + " i for i, f in enumerate(poly_features) if (keep and f not in keep)\n", + " ]\n", " X_train_model = np.delete(X_train_model, remove, axis=1)\n", " X_test_model = np.delete(X_test_model, remove, axis=1)\n", " poly_features = np.delete(poly_features, remove)\n", " print(poly_features)\n", "if not reduce:\n", " remove = [\n", - " i\n", - " for i, f in enumerate(poly_features)\n", - " if (\"dSlope_\" not in f)\n", - " or (\"EndT^\" in f)\n", - " or (\"abs^\" in f)\n", - " or (\"EndT dSlope\" in f)\n", - " or (\"abs dSlope\" in f)\n", + " i for i, f in enumerate(poly_features)\n", + " if (\"dSlope_\" not in f) or (\"EndT^\" in f) or (\"abs^\" in f) or (\n", + " \"EndT dSlope\" in f) or (\"abs dSlope\" in f)\n", " ]\n", " X_train_model = np.delete(X_train_model, remove, axis=1)\n", " X_test_model = np.delete(X_test_model, remove, axis=1)\n", @@ -594,9 +610,8 @@ " \"straight RMSE =\",\n", " mean_squared_error(\n", " array[\"ideal_state_9410_y\"],\n", - " array[\"ideal_state_770_y\"]\n", - " + array[\"ideal_state_770_ty\"]\n", - " * (array[\"ideal_state_9410_z\"] - array[\"ideal_state_770_z\"]),\n", + " array[\"ideal_state_770_y\"] + array[\"ideal_state_770_ty\"] *\n", + " (array[\"ideal_state_9410_z\"] - array[\"ideal_state_770_z\"]),\n", " squared=False,\n", " ),\n", ")\n", diff --git a/parameterisations/notebooks/magnet_kink_position.ipynb b/parameterisations/notebooks/magnet_kink_position.ipynb index 56ea448..d93e54e 100644 --- a/parameterisations/notebooks/magnet_kink_position.ipynb +++ b/parameterisations/notebooks/magnet_kink_position.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 62, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -14,17 +14,18 @@ "import mplhep\n", "\n", "mplhep.style.use([\"LHCbTex2\"])\n", - "input_tree = uproot.open(\n", - " {\n", - " \"/work/cetin/LHCb/reco_tuner/data/tracking_losses_ntuple_B_BJpsi_def_selected.root\": \"Selected\"\n", - " }\n", - ")\n", + "input_tree = uproot.open({\n", + " \"/work/cetin/LHCb/reco_tuner/data/tracking_losses_ntuple_B_BJpsi_def_selected.root\":\n", + " \"Selected\"\n", + "})\n", "array = input_tree.arrays()\n", "\n", - "array[\"dSlope_yEndT\"] = array[\"ideal_state_9410_ty\"] - array[\"ideal_state_770_ty\"]\n", + "array[\"dSlope_yEndT\"] = array[\"ideal_state_9410_ty\"] - array[\n", + " \"ideal_state_770_ty\"]\n", "array[\"dSlope_yEndT_abs\"] = abs(array[\"dSlope_yEndT\"])\n", "\n", - "array[\"dSlope_xEndT\"] = array[\"ideal_state_9410_tx\"] - array[\"ideal_state_770_tx\"]\n", + "array[\"dSlope_xEndT\"] = array[\"ideal_state_9410_tx\"] - array[\n", + " \"ideal_state_770_tx\"]\n", "array[\"dSlope_xEndT_abs\"] = abs(array[\"dSlope_xEndT\"])\n", "array[\"x_EndT_abs\"] = abs(array[\"ideal_state_9410_x\"])\n", "array[\"x_EndVelo_abs\"] = abs(array[\"ideal_state_770_x\"])\n", @@ -33,29 +34,27 @@ "array[\"y_EndVelo_abs\"] = abs(array[\"ideal_state_770_y\"])\n", "\n", "array[\"z_mag_xEndT\"] = (\n", - " array[\"ideal_state_770_x\"]\n", - " - array[\"ideal_state_9410_x\"]\n", - " - array[\"ideal_state_770_tx\"] * array[\"ideal_state_770_z\"]\n", - " + array[\"ideal_state_9410_tx\"] * array[\"ideal_state_9410_z\"]\n", - ") / array[\"dSlope_xEndT\"]\n", + " array[\"ideal_state_770_x\"] - array[\"ideal_state_9410_x\"] -\n", + " array[\"ideal_state_770_tx\"] * array[\"ideal_state_770_z\"] +\n", + " array[\"ideal_state_9410_tx\"] *\n", + " array[\"ideal_state_9410_z\"]) / array[\"dSlope_xEndT\"]\n", "\n", "array[\"z_mag_corr\"] = array[\"z_mag_xEndT\"] - array[\"match_zmag\"]\n", "\n", - "sel_array = array[\n", - " (array[\"z_mag_xEndT\"] < 5700)\n", - " & (array[\"z_mag_xEndT\"] > 5000)\n", - " # & (array[\"match_chi2\"] < 5)\n", - "]" + "sel_array = array[(array[\"z_mag_xEndT\"] < 5800)\n", + " & (array[\"z_mag_xEndT\"] > 5000)\n", + " # & (array[\"match_chi2\"] < 5)\n", + " ]" ] }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -76,17 +75,21 @@ "plt.xlabel(r\"z$_{Mag}$ [mm]\")\n", "plt.ylabel(\"Number of Tracks (normalised)\")\n", "mplhep.lhcb.text(\"Simulation\")\n", - "plt.show()" + "plt.show()\n", + "# plt.savefig(\n", + "# \"/work/cetin/LHCb/reco_tuner/parameterisations/plots/magnet_kink_dist.pdf\",\n", + "# format=\"PDF\",\n", + "# )" ] }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 3, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -96,7 +99,7 @@ } ], "source": [ - "bins = np.linspace(-0.4, 0.4, 50)\n", + "bins = np.linspace(-0.35, 0.35, 35)\n", "sns.regplot(\n", " x=ak.to_numpy(sel_array[\"ideal_state_770_tx\"]),\n", " y=ak.to_numpy(sel_array[\"z_mag_xEndT\"]),\n", @@ -105,20 +108,24 @@ " x_estimator=np.mean,\n", ")\n", "# plt.ylim(5100, 5700)\n", - "plt.xlabel(\"dx/dz(VELO)\")\n", - "plt.ylabel(\"$z_{Mag}$ [mm]\")\n", + "plt.xlabel(\"$t_x$\")\n", + "plt.ylabel(r\"$z_{\\mathrm{Mag}}$ [mm]\")\n", "mplhep.lhcb.text(\"Simulation\")\n", - "plt.show()" + "# plt.show()\n", + "plt.savefig(\n", + " \"/work/cetin/LHCb/reco_tuner/parameterisations/plots/magnet_kink_tx_dist.pdf\",\n", + " format=\"PDF\",\n", + ")" ] }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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9Nj7vKgAAAAAAmNz+/r729/cHjmk0GjOq5rqFDsIcx1EkEpFhGDo8PNSdO3fGnmtnZ0evvPJKgNVhEVxcXOjk5GTgmPPz8xlVc9233xs+5nNV6daK9Om7068HAAAAAIBpOj8/H/o6fZ4WOggzDEMvXrzQw4cPJwrBWnPdvUvScNOsrKxofX194JjV1dUZVdPtxYfSF7/vb+wXvie99kfS6stTLQkAAAAAgKlaXV3VxsbGwDGNRkMXFxczqqjbQgdh8Xhc7777rkzTDGS+x48fBzIPFsf6+rqOj4/nXUZP33KkX/ynv7E//6X0tiP9zZ9MtyYEw/M8GYYx7zIAAAAAYOH42Z5oc3Nzbl1jC71ZfjabVbPZlOu6gcxHRxhm6Qc/Hm38D0ccj9lyHEf5fF7RaFQ7OzvzLgcAAAAAMIaF7ghLpVK6e/euDg4O9Ld/+7cTz/fd735Xn/rUpwKoDBju7D+mOx6/5jiODg4O5DiOXNdtH5JhGIZM09Ta2posy1IymVQikbj2+HQ6Ldd1dXR01P6a53mybVsHBweybVue583wGQEAAAAApmGhgzBJqlQq+oM/+AP90z/9k/7yL/9yorn29vYIwjAz0d8aYfCPyvrfX8sq8jejXcOyrK7wZlyRSGTkxxiGobOzs573pdNpVavVkees1Wo9g6pePM/T3t6eisXiwDGO40iSbNtuj7UsS4lEQrFYTLVaTdVqVZZldT12Z2dHruu2Hw8AAAAAWH4LvTRSkkzT1KNHj/T5z39+onlevHjBC1rM1GufGGHwf8mo8M9nOjo6UiqVGjg0kUioVqvp7OwskBBMkprNpur1ukql0sC9r0zTVKlUUr1e7xuCSZcB9tnZma9gK5fL6ejoSGdnZ75DsNYSxashWCqVUqVSac/Xel61Wk2ZTKb93BzHUbFYVDabbQd2Vzu+WvM0m83A9ikEAAAAAMxXpNlsNuddRD/f/e532x/ncjlFIpGhIUEvnufpyZMn8jxPH330UZAlYk5aG+ttbGws7Gb5Lz6UNt7yt2H+b/+mdPLw16dGZrNZlcvla+NaQc80ua6rWCzW876zs7OxNomPx+M9g+hSqaRMJjNSbclk8tq+gZlMRqVSydccxWJR+Xz+2tdN01S9Xu/5mKs/j1n8HAAAAADgpprna/qFXhr51ltv6b333mt/3mw2By6DGqTZbI61/AsY1+2XpX/4c+lzPlYIPvqLX4dgUv8gLJvNBldgH6ZpyrKsa8FVKpUa+6TEbDbbs/ZRQjDbtpVMJru+ZhiGnj59em1Z4yC5XE6pVErxeLyrC+z09LTvYzghEgAAAABuhoVeGnn//n01m021mtYIsrBsPu3joNK3U9fH9VuKN6sler2uM8m1ez12lHDJcZxAQrDOep4/f95VA5vhAwAAAMDNt9BBWKuDJBKJtAOxcW/AovqrHmFZv5BobW1tusUsINd1tb29fe3rlUplrBCsxTCMwPZYWyTVavXa0lH8mm3b8y4BAAAAwBwt9NLI27dvy7IsvffeeyoUCrIsa6wgwHVdvfXWW/rRj34UfJHAACsR6VdfHT5m0fT6d/bKK68EOp/ff8vpdPpat1Ymk/G9sf4gpmkql8uNveR6lhzHUalUkm3bcl1XhmFobW1NhmHINE09ePBA0uVpl4VCYeCyU9u2lU6ntba2plKpFMj3clG5rivbtlWpVNoh2CK9ORKmnwUAAACwCBY6CJOkBw8eKBaL6Utf+tLYc9y9e1evv/56KLtpMF+RiHRrAYOuZWHbds9N9guFQmDXePjwYTsI8zxv4fYD8zxPOzs77dMtTdNsHxriuq4cx5HjOO37W48ZpBUuep6nbDbb95CAZea6rtLptFzXXehlr2H4WQAAAACLZKGXRkpSIpEI7N37ra2tQOYBMBu9NtifZNP+XgzDGGnT/llLp9PtkKtUKqler6tSqahSqejo6Ej1ev1aF9GwMCUMbwqYpqmjoyOdnZ0pl8vNu5y+wvCzAAAAQHCaTemji8G3BVoAsZAWPgi7e/duYN0f/+N//I9A5gEwfa0lgFc9fPgw8Gul02lJg0+OHKS1vC0WiykSiSgajSqZTPY8+XMUxWKxvZwvl8v1DOxM01StVuv67+SwPcJKpZJM05RpmqpUKhPVuAyuHrSwSML2swAAAMBkLprSS18ZfLsgCBto4YMwSbpz504g8/z93/99IPMAmL5+ocAkG+T3k0gkVCgURu7O8TxP8XhcyWSya5N6z/Nk27ay2axisVjP5Z1+7O3ttT/u1R3XKZfLtTufhgV6iURC9Xpd9Xp9Kt/PRTOvrqthPzMpfD8LAAAAYN6WIggLyuHh4bxLAOBTr9P9prmReC6XG2nJpeu6unPnztCQy3VdxePxkU8rHGdvq9ahIpwaOX/lcnnijkAAAABgHN9+b94VLLaF3yy/l/fff3+kF4iu66pUKi30hskAfs113Z5hzqJ0zHie197kPJVKKZlMamtrS6enp6rVaj1PoUwmk6rX6zJN0/c1Otm27Wsvs4cPH7aXemI+XNf11Q0GAAAAjMpPyPW5qnRrRfr03enXs4yWIgh7//33VSgU+u4Z5Eez2VQkwvF9wDLo9+88FovNuJLeWt1dtVrtWpdaIpFQNptVMpm89jzS6bSOjo58XeNqYJbP53X//v2hXWutEyUX8QTMMPA8b6H3JAMAAMDyevGh9MXv+xv7he9Jr/2RtPryVEtaSgu/NPLhw4eKxWIql8uq1+tqNptj3QAsj35B2CKdsNcrBGtpbWB/leM4vpdIGobRFWS19iPz82ZAs9kkBJsDz/O0vb3N0lQAAABMxbcc6Rf/6W/sz38pvT3eVsU33kIHYd/5zndUKBTaQRYdXcD85PN5RSKRsW7xeHyka/Vbxrwo4Y5hGEP3KzNNs+eJt6Ocgnt1rOu67TcGJuU4Tnsz/0E8z1O5XFY8Hu+6bmv5XzQaVSQSUSwW67kk1HVd5fP59omasVhM2Wy258+4dZ2rvz9XJZPJ9nydtyCXv5fL5a7rRKNRxePxns9Ruvx+9tozrrO+ft9rvz+LFs/zVCwWlUwm29//Vn35fN5XEOe6rorF4rXDHDp/BrFYrL0EGAAAAPP3gx+PNv6HI44Pi4VeGtk6MS0SiajZbMo0TVmW1V4y9Morrwyd44MPPpDneXry5IlevHgx1XoBBKNer8+7hIG2trZ8jcvlctrb2+sKEkbZND+TyahSqVx7TDabValU0uPHj0faN81xHJVKJT158qRdU69wsRV+HRwc9DwMIJ/PXwuEWoFXvV5XqVQaOK5cLsu2bR0dHXVdP5PJKJPJKJvNDgz7Wt12xWJR+Xzez1P3rVqtKp1OyzAMPX78uL3U1HEcpdNp5fN5lUqla7WbpqmnT5/Ktu2umvothfX7s7iqXC639x8rFAoqFAoyDEOO42hvb0/FYlHFYlGpVOrayaue52lvb6/rhNPO+7a3t7t+3q29+lo/K7/72wEAAGA6zv5juuPDYqGDMMdx2t0AtVpN29vbY8+Vy+X06quvBlUaEDqtgGIch4eHIz22XyCwKJ0po3SmJRIJVavVrq85juM7wKrVakqn0z3niMfjSqVSevz48dCaXNfVwcGB764jy7JkGEbXz+3o6EjxeFxra2uqVCqyLEtra2vtAEb6dVCTz+fbhwe0gsPDw8N2h5Hrutrb2+vZIZdOp311vaVSqUCDMNu22wcNPHz4sB2CSZffj0ql0l6eurOz0xU0GYYhy7J0enraNWevn/OoP4uWVrBoGMa1YMo0TaVSqfbvSrVaVSwW6wrsTk9PlUwm20Fny+Hhoba3t5VIJFQoFGSaZjvQ8zxPnucpm832XO4LAACA2Yn+1nTHh0ZzgUWj0ebKykrzzTffDGS+WCwWyDyYv42Njaak5sbGxrxLmRpJ125nZ2czuXYmk7l27UKhMPZ8R0dH1+YzTbPv+EKh0PP5l0qlsWuYRC6X66ojlUr5fmylUgnkefT7nowzZ+dchmEMHGtZVtd1arVaz3GJRKJrXCaT6Tmu8/vR79q1Wq1rrn7Ozs58/fu4+vvXTyqVGvr7Pmwev7W3+P1ZlEol3z9r0zTbYxOJxNDnYRhGz5/r1d/dWf33BwAAAL39/f/XbOpN/7e////mXXF/83xNv9B7hLXe7b53714g87WW6wBYbIveETaKXsvJxnkeuVxOZ2dnXV1KnVonVfqZe5Qlbp0HFGQymb57o109KbHff2876291Gy2ifr+DnV8PYlN8vz+LVuebYRjKZDK+xkqXXW69luN2Po/Hjx/3/Lle/V07PDz0VSsAAACm4zOW9LHf8Df2t39T+qz/XVRCZaGDsNZSyKtLTSadD8Bi6xcOLPreYb30ClQ++OCDseeqVCo6OjrqueTOtm1tb28HGi75XQba+TMbZenoIp2w+PjxYxUKBVUqlaFhkzS7YLZcLrev5Sc4y2QyXT+DUQ5ouKrzeov0swIAAAij2y9L//Dn/sY++gtp9eWplrO0FjoI+/KXv6xms9lzs+ZxfPOb3wxkHgDT1a/raJSN5hdFr+DCz0Efg1iWpaOjo55dV47jaGdnZ6L5xzHuiZ5BvdERBMMwlMvlenbdOY4T2P+LRtW5N5ffDrLOf0PL+O8GAAAAvX367vAxb6f8jQurhQ7Cbt++ra997Ws6ODjQz372s4nnY2kksDz6bTK+qEvpRhHU6XuZTEb1ev1aCFWtVhc6/Bg3NJu1zhMuLcsa6YTOoOsY1dXfsZvw7wYAAAD+/BUh2EALHYRJl/viWJbVPslrXM+fP5/bu/kARvfgwYOeX1/kgKefq8FPUEFYa67OkwFbCP7H5ziOksmkSqXSwH3RZqUzxPIbil09kXKROu8AAACAeXpp3gX4UavVtLW1pVdffVX5fL5r8+ZBTk9P5Xme6vW6njx5MuUqgeXhOI729vZUqVTmXUpfmUyma9PvllKp1HfD+EV1tRtnWGeRbdvK5/M6OjryNb9pmnr8+HHXGwYE/+P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", 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" ] @@ -146,12 +153,12 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -171,20 +178,24 @@ ")\n", "# plt.ylim(4500, 5700)\n", "\n", - "plt.xlabel(\"dy/dz(VELO)\")\n", - "plt.ylabel(\"$z_{Mag}$ [mm]\")\n", + "plt.xlabel(\"$t_y$\")\n", + "plt.ylabel(r\"$z_{\\mathrm{Mag}}$ [mm]\")\n", "mplhep.lhcb.text(\"Simulation\")\n", - "plt.show()" + "# plt.show()\n", + "plt.savefig(\n", + " \"/work/cetin/LHCb/reco_tuner/parameterisations/plots/magnet_kink_ty_dist.pdf\",\n", + " format=\"PDF\",\n", + ")" ] }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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VyWTSdo+maSoWix0KpZLJ5LGnrNZDsWg0qtXVVS0vLyuTydi+prQXPh71eAAAWnNyOeOlsPTOZ/ZmmL3wrHTZme1WAQDAiBnoIOy9997Tgwff77BqWVbLZVCtWJbV1fIvJ62vrzc+jsViTV/LZrPKZrO2x9o/QyWfzx8bEIbD4aZTHu/fv28rTNzf68Hgy40x0ey4IKyb5ZOdCoVCCofDh4KreDzedYCbSqWO7L2TEKxYLB76vQkEArp3715Hh0uk02nF43FFIpGmcPbg0t2D1wEAdM7J5YyTJ6UPXt3bWL+d669J/pOdXRsAAIyHgd4s//z587IsS5ZlSepuH6NBsn9pYD+XBZ4/f77xsd3lofvrjpo948aY+N5xs+X6NYvuqOv0cu2j7ttJuFQqlRwJwfb38/Dhw6Ye2AQfAJx3rsPlie2WM7Y6VbLuZtxeHQAAGE8DHYTVZ5AYhtEIxLq9DYL6vk9Ongppx/6ZOHb2INtfU19S1o8x8b3jQqKDe8uNA9M0NT8/f+jP8/l8VyFYXSAQcOSggUFTKBTYz6yFbvZhBNC9S2Hp+Wfs1Tq1nPENQjAAANDCQAdhk5OTjRe62WxWa2tr2tjY6PiWz+c1N+ft/4rqL04DgYCuXr3a12vXT8jb30sr+/egOm7mlhtjYnAcFbi9+OKLjo5nN9RLJBKHZmvV9zLrVSgU6nsw3a1SqaRUKqXZ2VkZhqFgMKjZ2VlFIpHGKZ2FQkELCwttw55isdi4/6gHQ6ZpKpfLKRaLyTCMQzMLvTZOjwXGU305ox0sZwQAAP0w0HuESdKFCxc0Ozurn//8512PMTc3p9dff93R2TTFYrHxAj0ajSqbzR47O8U0TS0sLEiS7t2758l+Q6urq40N0JeWlo7d06tarTb2popGoy33cHJjTGC/YrF45NLbTvbTa+fq1auNvQer1erA7QdWrVa1sLDQCJv3nwprmmbjBMz9YXS7ZZ71v7uq1apSqdShE11HgWmaSiQSMk1zoJe9jsNjAVyca7+vl93ljD5DenKtfQ0AAMBxBnpGmLQXnDi1tNHJDdrz+XzjxVWxWFQkEjlyM/D6106dOqXNzc2elnL1IhQKNWZllUqlYw8dqC9BCwQCbU8ndGNMYL+jfqd62bT/KIFAYKDD2fpsL2kvfN7c3FQ+n1c+n9fGxoY2NzcPzY5rF6aMwxLbUCikjY0NVSqVgZ71Nw6PBWCH3eWMhiFN+FrfhnxLWQAA4LKBD8Lm5uYcm/3xX/7Lf3FkHGnvxelBuVxOwWBQiURCqVRKkUhEsVhMyWRSGxsbfdvo/DjxeFxra2sKBALKZDJKJBIqlUqqVquNwK5UKikcDh/aSLyfYwLSXoh81F5Xbiwtrv8+tzo5spX6DNH9yxZjsdiRJ392Ynl5ubFcLp1OHxnYhUIhra2tNf092W6PsNXVVYVCoaYwe5QN2nLI/cbtscB4qs/ianVjFhcAAOiXgQ/CJOmll15yZJz/9t/+myPjSHsz1TY3N5VMJhUKhZoCnlKppEePHunq1auqVCrKZrOOB0Cbm5uNgwCOW5J4XN/1nuqbkNfDu1OnTjVmmXTSrxtjAseFAm7Mqqwvb+50dk61Wm0E3vs3qa8HwfU9veyerHrQ0tJS4+OjZsftl06nGzOf2gV69b+/vJyl2k9ezbpq95hJ4/dYYDwxiwsAAAySgd8jzEnr6+uOjhcKhbS6uuromP2y/0XzII+J8XXUxuFunjba6XPXNE1FIpG2+0/V69bW1jrqv5u9rbLZ7LEz6dBfuVxOuVxuaP+NAAAAAEbVUAZhX375ZUcvEE3T1Orq6kBvmAzge6ZpHhnmDMqMmWq12tjkPB6PKxaL6cyZM3r06JHW1taO3C8vFotpc3PT9hLpg39fFYtFW3uZXb169cil2+gf0zRtzQYDAAAA0H9DEYR9+eWXPc90sCxLBvPugaFw3O95/ZRSr9Vnqx01yysajSqVSikWix36PhKJhDY2Nmxd42BglslkdP78+bZLjOtLpQfxBMxxUK1WB3pPMgAAAGDcDfweYVevXtXs7KxyuVzTvlid3gAMj+OCsEE6Ya/VUsf6BvYHlUqlI5d8HiUQCDQFWfX9yOy8GWBZFiGYB6rVqubn51maCgAAAAywgQ7Cfvvb3yqbzTaCLGZ0Ad7JZDIyDKOrWyQS6ehaxy1jHpRwJxAItN3vKxQKHXnibSen4B6sNU2z8cZAr0qlUmMz/1aq1apyuZwikUjTdevL/4LBoAzD0Ozs7JFLQk3TVCaTaZyoOTs7q1QqdeRjXL/OwefPQbFYrDHe/puTy99zuVzTdYLBoCKRyJHfo7T383zppZcOHYywv7/jftZ2H4u6arWq5eVlxWKxxs+/3l8mk7EVxJmmqeXl5UOHOex/DGZnZxtLgAEAAIBRYVgDPF3qzJkzKpVKMgxDlmUpFAopHA43lgy9+OKLbcf405/+pGq1qjt37mhnZ0dPnz51u230wczMjLa3tzU9Pa2trS2v23HFUQFApVLpSxiUSqUcCVtaCYVC2tzc7Oj6nW4475RMJtMUgESj0SNnfB0lGAweChI6+Ws3FosdOYssHA7rxo0bHe2bViqVtLq6qjt37jR6CgQCqlQqTXX18Ov27dtNIcnq6qqSyeShn8d+yWSysUF8q7pQKHTsabIHH//jfl7Ly8vKZDKNz4/7/SiVSk1hbKuff6FQUCKRUCAQ0I0bNxpLTUulkhKJhEzTPLL3arUq0zRVLBabejq4FLb+eNl9LA7K5XKN/cey2ayi0agCgYBKpZKWlpYaj1c8Hj908mq1WtXS0lLTCaf1HkOhkObn54884TQQCDRqAAAAACd4+Zp+oPcIq4dg0t4L4Pn5+a7HSqfTevnll51qDRg7yWSy6w3A19fXO7rvcWHfoMxM6SSMjEajKhQKTX9WKpVsB1hra2tKJBJHjhGJRBSPx3Xjxo22PZmmqdu3b9uedRQOhxUIBJoet42NDUUiEZ06dUr5fF7hcFinTp3S0tJSI/CqBzWZTKZxeMCZM2ck7T0P6jOMTNPU0tLSkTPkEomErSA2Ho83hU69KhaLjYMGrl692gjBpL2fRz6fbyxPXVhYaAqaAoGAwuGwHj161DTmUY9zp49FXT1YPCqYCoVCisfjjedKoVDQ7OxsU2D36NEjxWKxRtBZt76+rvn5eUWjUWWzWYVCoUagV61WVa1WlUqlbIe/AAAAwECzBlgwGLR8Pp/1zjvvODLe7OysI+PAe9PT05Yka3p62utWXCPp0K1SqfTl2slk8tC1s9ls1+NtbGwcGi8UCh1bn81mj/z+V1dXu+6hF+l0uqmPeDxu+775fN6R7+O4n0k3Y+4fKxAItKwNh8NN11lbWzuyLhqNNtUlk8kj6/b/PI679traWtNYx6lUKrZ+Pw4+/44Tj8fbPt/bjWO39zq7j8Xq6qrtxzoUCjVqo9Fo2+8jEAgc+bgefO726+8fAAAAjD4vX9MP9B5h9Xe7z54968h49eU6AAbboM8I68RRy8m6+T7S6bQqlUrTLKX96idV2hm7kyVu+w8oSCaTxy5NPXhS4nF/3+7vvz7baBAd9xzc/+dObIpv97Goz3wLBAJKJpO2aqW9WW5HLa3d/33cuHHjyMf14HNtfX3dVq8AAADAIBvoIKy+FPLgUpNexwMw2I4LB47bU2yQHRWo/OlPf+p6rHw+r42NjSOX3BWLRc3PzzsaLtldBrr/Metk6eggnbB448YNZbNZ5fP5tmGT1L9gNpfLNa5lJzhLJpNNj0EnBzQctP96g/RYAQAAAN0a6CDsF7/4hSzLOnLz3m785je/cWQcAO46btbRUTNbBt1RwYWdgz5aCYfD2tjYOHLWValU0sLCQk/jd6PbQxyceqPDCYFAQOl0+shZd6VSybF/izq1f28uuzPI9v8ODePvDQAAAOCWgQ7CJicn9ctf/lK3b9/Wn//8557HY2kkMDyO22R8UJfSdcKp0/eSyaQ2NzcPhVCFQmGgw49+nHzqBNM0lcvlVCwWFQ6HOzqh0+k+OnXwOTYKvzcAAACAEwY6CJP29sUJh8ONk7y69fDhQ8/ezQfQuQsXLhz554Mc8BznYPDjVBBWH2v/yYB1BP/dK5VKisViWl1dbbkvWr/sD7HshmIHT6QcpJl3AAAAgJdOeN2AHWtrazpz5oxefvllZTKZps2bW3n06JGq1ao2Nzd1584dl7sEhkepVNLS0pLy+bzXrRwrmUw2bfpdt7q6euyG8YPq4GycdjOLisWiMpmMNjY2bI0fCoV048aNpjcMCP67k0qllMvllEwme9pby0ndbNB/8N9JJ8NXAAAAYJgNRRD2+eefS9rbKDuVSnU1hmVZMgzDybaAobWwsGA7UPZKIBBQPB5XoVBo+vNisahSqeTZMrVOHQzB7MwuCoVCKpVKKhaLtmcjHQwH2di8c/UQTOptg3mn1Z8P0vcnbbZbXrp/BhghGAAAAPC9gV8a+dZbbykWi+nBgwcyDEOWZXV8A/C9epAUi8WOrXF6GVW34x0XRhw1U6xXbu2htL6+3vS5nTC/Hlx0G/xL7WedjQInn6elUqkRgoVCoYHax+zgMuF6n63sP2F12GZQAgAAAG4a6CDsxo0bWl1dbYRZ3YZahGHAnmq12lg+1+mL4z/96U+O9mInxAiFQkeGYcViUcvLy471YpqmIpFIT8HTcQ6e+Gf35x4KhWSapu3Q7+AMsOP2WBsGB2crHhdSOjnrbf/ec63G9WLT+Xg83hTM2dn/bf/3c/XqVTfaAgAAAIbSQC+NrP9nvz4TLBqNKhaLKRAIdLxP2PXr1/Xll1+62C28UC6XNTMz07JmcXFRi4uLferIGW682K5Wq5qfn28sq+p0uZTTPdkdL51Oa21t7dAm+ZlMRuFwuOeNzIvFomKx2LGhW6/2L+3sZAP7ehC2vLys2dlZJZPJlvX7xw6FQkqn0503ewS7j9P+unb3aff1g7PZcrncoe/nqJDw0aNHjs3kKhQKh0LLo6530MHfK9M0m/7MzrLGo+zfA840zZbLZkulUmMpZTabHajZbQAAABh9KysrWllZaVlTLpf71M1hAx2ElUolGYahQCCg9fV1vfTSS12PtbCwoBdffNHB7jAIarWatre3W9bs7u72qRvnHDcjpdsX+sViUalUqjHu+fPnO75+L8vQep25s7a2pkQicWi/sFgspmw221XoU61WlclklMvljj15sdV97cjlco3vvdPTB/eHJ6lUShsbG8eGGrlcrmmG3P5ZaEfZ/1h6McNpv+OuH41GG+FnJpPR5uamEomEqtWq1tbWlMvlGs+L+hgHQ6e6g8/do8Kog+FbIpFQNptVOBxWqVTS6uqqwuFwI6CUvg8f19bWdPXq1SMD5lQqpXw+r0ePHimbzWp2drbp+Wr3sYjH48pms40wLpFI6OHDh4e+j2q1qoWFBUl7z7njfjfsPu77f3e9fq4AAABgOOzu7rZ9ne4pa4AFg0HL5/NZv/rVrxwZLxKJODIOvDc9PW1Jsnw+nzU9Pd3y9v7773vdbseSyaQl6dAtGo1am5ubbe9fqVSstbU1K51OW6FQ6NA4+Xz+2Ptubm4eeW1JVqVS6er7CYfDR463urra0TjpdPrIccLhsLW2tmZrjEqlYmWzWSsQCDR+pu2+r4PXDQQCba+z/+cYjUZt9bbf6urqkd9rPB630um0tbq6aiWTyabH1+7z4+DjcdzzoVKpHPo5Hycej9t6bNfW1prqksnksdeuP0YHb4FAoPF4768Jh8PW5ubmocfTbm8H6/bfstmsZVlH/27G4/GmcY57nh71vdp9LOry+Xzjew4EAtbq6qq1ublpbW5uWqurq43nQ73fo9h9DA7WdfM8BgAAwPh5//33275O9/l8liRrenq67/0NdBAWjUYtn89n/fa3v3VkvFKp5Mg48F49CPPil8ZNGxsbLV+MO3U7KvipVCrW6urqseGDJCsUClmrq6u2A7GNjQ0rGo227CWdTtsKb+rW1taODdYCgYAVj8et1dVVa21tzdrY2LDW1tas1dVVK5vNNt0vEAi0DR3qjgoHQ6HQseHb/rDiYEjSyfdZ7zGfz1vJZNKKRqNWOBxueozq33O7ILD+3Dru8Q2Hw43wpFVtKBSy4vF44zlwMIw7GJzUx1xbWzv2uRAKhY4MYyqVStP44XDYSqfTTTX1Pzv4HKpUKm2/36Oumc1mG9cLhUJWOp1uer5XKpXG97H/Z3bQ/hA6HA43Pdc6eSyOs7q6akWj0aZQrH6/434/W/0+7n8MNjc3W9a16w0AAABox8vX9IZlDe5O8oVCQefPn9fy8rL+63/9r163gwEyMzOj7e1tTU9Pa2try+t2epbL5VzZqP0o4XBYGxsbTX9mGEbH4wQCAVUqlSO/dtQyRjvW1tZsLx8sFApaWlpq7IVkVygUUiqVUjKZ7GiZaX1PqoPfVyAQ0JkzZxQIBFStVrW+vt5YepfP53vewwwAAAAARo2Xr+kHOgiTpEgkIp/Pp/v37/c81u9+9zv95Cc/caAreG3UgjB0r1qtqlgs6vbt2zJNU9VqtbGvUSgUauzbdPbsWcXj8Y4PCWh3vfo169c5c+aMEokEARgAAAAAHIMgrAXTNPXXf/3X+u1vf6u/+7u/62mss2fPOhKowXsEYQAAAAAADCcvX9P7+nq1LoRCIV2/fl0//elPexpnZ2en4yVUAAAAAAAAGB0nvG6gld/97neSpL/8y79UMBjUyy+/rHg83vE41WpVd+7ccbo9AAAAAAAADJGBDsLee+89PXjwoPG5ZVlaXl7uaizLsrraEBwAAAAAAACjYaCXRp4/f16WZam+jRlBFgAAAAAAALo10EFYKpWStBeA1QOxbm8AAAAAAAAYbwO9NHJyclLhcFgPHjxQNptVOBzWqVOnOh7HNE299957+v3vf+98kwAAAAAAABgKAx2ESdKFCxc0Ozurn//8512PMTc3p9dff72rEA0AAAAAAACjYaCXRkpSNBp1bGnjmTNnHBkHAAAAAAAAw2fgg7C5uTlls1lHxnJqHAAAAAAAAAyfgQ/CJOmll15yZJy5uTlHxgEAAAAAAMDw8TQIG6TN6wepFwAAAAAAADjP0yAsEolod3fXyxYkSTs7O4pEIl63AQAAAAAAABd5GoQ5tQm+EwapFwAAAAAAADjvhJcXNwzDy8s3GaReAAAAvGZZUq3N+4Q+Q+K/UAAAYJh4GoQxCwsAAGAw1SzpxLuta55ckyYIwgAAwBDx/NTIhw8fet2C1tfXvW4BAAAAAAAALvN0RpgkLSws6J133lEgENCpU6f6eu1Hjx7JNE2l0+m+XhcAAGAU3HogXea8IQAAMEQ8D8I2NjaUSCQ87cGyLPYIAwAA2OfWg/Y1VwrShE+6OOd+P05jDzQAAMaT50FYnVf7hRGAAQAANNt5LL39sb3aNz+Szv1A8p90tSXHsQcaAADjyfM9wizL8nTTfDbsBwAAaPZhSfr6O3u1X30r3Sy52w8AAIBTPJ0RVqlUvLw8AAAAjvDJF53Vf/qF9LMfutOLl9gDDQCA0eNpEDY5Oenl5QEAAHCEyjfu1g+CUd8DDQAAHM3zpZEAAAAYLMHn3K33Wqd7oO0+drUdAADQRwRhAAAAaHLudGf1r3RY7zX2QAMAYHwRhAEAAKDJpbD0/DP2al94Vrocdrcfp3WzBxoAABgNBGEAAABoMnlS+uBVe7XXX5P8J11tx3HjsAcaAAA4mqeb5QO9KpfLmpmZaVmzuLioxcXFPnUEAMBouDi3t1l8Kzfjw7mR/KjvgQYAgJdWVla0srLSsqZcLvepm8MIwjDUarWatre3W9bs7u72qRsAAMbLG0MYgkl7e6Dd/YP9+mHbAw0AAC/t7u62fZ3uJYIwDDWfz6epqamWNX6/v0/dAAAwOnyG9ORa+5phdCksvfOZvQ3zh3EPNAAAvOT3+zU9Pd2yplwuq1ar9amjZoZlWZYnVwZ6MDMzo+3tbU1PT2tra8vrdgAAwJC5udF+6ack/dP54Vz+CQDAIPPyNT2b5QMAAGDs2Am3hnUPNAAAcDyCMAAAAOAIw7oHGgAAOB57hAEAAGDsjPIeaAAA4HgEYQAAABg7hiFNEHQBADB2WBoJAAAAAACAscCMMAAAgBFhWVKtzXngPmNvNhQAAMA4GskgbGdnR++8847+4R/+wetWAAAA+qZmSSfebV3z5BpLAgEAwPgayaWRpmkql8vpj3/8oz7//HPt7u563RIAAAAAAAA8NpJBWLFYlGVZCoVCisViCgaD+sUvfuF1WwAAAAAAAPDQyAVh9+7dUyaTkSRZltW4ZbPZlmHYW2+9pZdffllnz57VL37xC2aRAQCAkXTrgdcdAAAAeMewLKvNlqrD5cyZMwqFQrpw4YLC4bBM09Tdu3f1q1/9SoZhyDRN/cf/+B+b7vPyyy/LNE3t/1HMzs5qY2NDfr+/398CbJiZmdH29ramp6e1tbXldTsAAAyEmxvSlUL7un86L12cc7+fccEhBQAAdMbL1/QjGYStr68f+vNqtapIJKKzZ8/qn//5nxt//tZbb2l1dVWGYSidTmtpaUnValWZTEbValW3b9/uZ/uwiSAMAIBmO4+l6fekr79rX/vCs9L2Vcl/0v2+xsHTms1DCkZuLQYAAN3x8jX9yP1zbBzzVlsgENDGxoY2Nzeb/rwegsXjcS0tLTVqV1dXValU9OWXX7rdMgAAQM8+LNkLwSTpq2+lmyV3+wEAABhEIxeEBYNBvf/++0d+LRAIKBgMNj6/ceNG4+NsNnuoPpPJqFgsOt8kAACAwz75orP6TzusBwAAGAUjF4Sl02n9/Oc/19tvv33khveVSqXxcX02WDQa1V/91V8dqj1z5syhGWQAAABOsqy9pXWtbnY2sqh809l1O61HbzikAACAwXDC6wacFo1GtbCwoOvXr2t1dVXxeFxnz56VJN2+fVubm5v68Y9/rHA4rFKpJMMwlEqljhxrcnJSpmn2s30AADBmapbN/aXabLQefK6z63Zaj+PZCbmuFPb2COOQAgAAvDVyQZi0N9Pr0aNH+u1vf6tCoaBC4fvjk9bX1/Xee+81LYUMh8NHjvPgwQOdOnXK9X4BAAB6de60dPcP9utfOe1eL+Nk57H09sf2at/8SDr3Aw4pAADASyO3NLIun8/r+vXrmp+fl2VZmpyc1J07dzQ3N6d8Pq/XX39dgUBA169fP3ZGWC6X0+zsbJ87BwAA6NylsPT8M/ZqX3hWunz0+4DoEIcUAAAwXEZyRlhdMplUMpk88mv5fL7xcTAY1NmzZ/Wb3/xGf/u3f6vd3V299957yuVyTXuKAQAAeOHWA+lypHXN5Enpg1f3luC1c/01ZiU5pZtDCn72Q3d6AQAA7Y10EGZXPB6XaZqam5uTYXy/Accvf/lL+f1+DzsDAACjzsn9pS7OtQ/CbsbZp8pJTh5SYFl7e8a14jMko81+cQAA4HgEYf8unU4rFAopl8spEAjowoULev31171uCwAAjDAv9pd6gxDMUU4eUuDUwQkAAOB4IxeEff755/rRj37Utu53v/udotFo04yveDyueDzuZnsAAAAN3ewv1WpZnc/YC0pa8RGiOIpDCgAAGC4jt1l+PB7XxMSEfvzjH+vXv/61fv/73x9ZNz8/r5/+9Kf68ssv+9ofAABAXTf7S7ViGHtLKFvdWFbnLA4pAABguIxcEBaJRGRZlorFojKZjCKRiF588cVDwdjk5KRu3LihRCKhP/7xj942DQAAxpKT+0vBG/VDCuxw4pACO3vKSXv7jT2ttb5ZbfYjAwBgFI3c0shCoaBEIqFHjx6pWq3KNE1VKhWtra2pWCw26mKxmObm5lSpVJRKpfTZZ5952DUAABhHTu4vBe84dUiBkwcnsN8YAABHG7kgLJlMKpfL6a/+6q8af3bv3j3duXNHN27caPzZ3bt3tba2Jsuy9PDhQw86BQAAw8qp0/3YX2p8tDukwIuDEwAAGEcjF4RZltUUgkl7+4HNz89reXlZ7733nu7du6cLFy7o/v37Mk1TFy5c8KZZAAAwlJyabXMpLL3zmb0N89lfanA5cUiB0wcnAACAo41cELazs3Ps1yYnJ5XNZvXw4UNlMhktLy8fCs0AAAD6pb6/VLtldZIz+0vBHYbR+xLDbg5OIAgDAKBzI7dZ/ksvvaT333+/bc2dO3eUTCbZKB8AAHiq3V5Pkr39pTDcvDg4we7G+wAAjJKRmxGWTqf113/91wqFQvq7v/u7lrV37tzR2bNntbGxIb/f36cO4aRyuayZmZmWNYuLi1pcXOxTRwAAOK/d/lIYfk4fnODkxvsAAHRiZWVFKysrLWvK5XKfujls5IKwUCikX/7yl4rH40qlUvrggw+OrQ0EApqbm9M777zTsg6Dq1araXt7u2XN7u5un7oBAOB7tx5IlyNed4Fh4eTBCWy8DwDw0u7ubtvX6V4auaWR0t6ssJ/85Ce6fv26/vIv/1Lvv//+sWHIqVOndPv27T53CKf4fD5NT0+3vDHbDwDgNLuzbVh6BrsuhaXnn7FX2+7ghG423gcAwCl+v7/t63Sfz7s4yrAsq83h38MrlUrpxo0bMv797PJ4PK5YLKYzZ85Ikm7fvq1sNivDMPT06VMvW0WHZmZmtL29renpaW1tbXndDgBgjOw8lqbfs3/S4/bV1rNtLGvvFMpWfMbehuwYbTc37B2c8E/nWy9n/PF/72x22Y9flj77z/brAQDolZev6UduaeR+q6urisViWlhY0M7OjgqFggqFw/+7CIc5ixwAANjTzWybVqf7OXHiIEbDxbn2QZidgxO82HgfAIBhMZJLI/eLx+OqVCr65S9/qcnJSVmW1XQLBAK6ceOG120CAIAh8ckXndV/2mE90IqdgxOc3ngfAIBRMtIzwvZLp9NKp9N68OCBTNOUaZoKhUKKRqOanJz0uj0AADAkmG2DQefkxvsAAIyaoQ3C3nrrLf3DP/xDx/ebm5vT3BxnRAMAgO4w2wZu8RnSk2vta9q5FJbe+cz+PnatNt4HAGDUDO3SyDt37ujPf/6z120AAIAxc67D2TPMtoFdhiFN+Frf7ByaMHlS+uBVe9e8/lrrwxwAABg1QxuEVSoV/dVf/ZXeeustff755163AwAAxsSlsPT8M/ZqmW0Dr7TbUF+yt/E+AACjZmiDMEmqVqvK5XKKxWKamJjQj3/8Y/3617/Wl19+6XVrAABgRDHbBqPCzsb7AACMmqEOwiQ1nQBZLBaVyWQ0OzurF198UW+99ZZ+97vftR3jN7/5TR86BQAAo4LZNgAAAMNpaIOwX/7yl7IsS4ZhaHZ2VlJzKFapVJTL5ZRIJDQxMaGzZ8/q17/+tX7/+98fGmttba3P3QMAgH6zLOlprfXNspy7HrNtAAAABs/QnhqZTqcVjUaVSCT06NEjFQoFWZalf/7nf9a9e/dUrVZl7fvfbKlUUqlUkiQFAgFFo1HFYjFJUqFQ8OR7AAAA/VOzpBPvtq55ck2asLEZOTDonDqBEgCAUTO0QZgkhcNhbW5uKpPJKJFIKJVKKZ/PS5IePnyoQqGgtbU1FYvFplCsUqmoUCgQgAEAAGAkGQahLgAARzEsy8lFAN4plUo6f/68fD6f8vm8/vZv/7bp6/fu3VM+n1exWJRpmk1fMwxDT58+7We76NHMzIy2t7c1PT2tra0tr9sBAAyBpzWbM8JsbBxhWXszzFrxGXthBDDseL4DAJzm5Wv6oZ4Rtl84HNa//du/KZVKKRwOK5PJ6L333mt8fX5+XvPz85KknZ0d3blzpxGMAQAAdILZNhgnLCsGAIySod0s/zirq6v6n//zf+r69ev6m7/5G/3rv/7roZrJyUktLCzo7t27unv3rgddAgAAAAAAoN9GLgiTpGg0KtM09bd/+7cKh8N6//33W9bWZ4oBAIDxduuB1x0AAADATSMZhEl7J0Pm83ndvn1bP//5z/Wf/tN/0h//+McjaxOJRJ+7AwAA/WYn5LpSIAwDAAAYZSMbhNXF43E9evRIk5OTCoVCR84OW1hY8KAzAADQLzuPpbc/tlf75kfS7mNX2wEAAIBHRj4Ik/Zmh62trWlpaant7DAAADB6PixJX39nr/arb6WbJXf7AUYNMykBAMNiLIIwSfryyy915swZpdNpra+vKxQK6R//8R+9bgsAAPTBJ190Vv9ph/XAKGNZMQBglJzwugEnfPnllzJNU9VqVaZpanNzU6ZpyjRNPXr0SNVqtaneMAxZlqVkMql8Pq98Pq+/+Iu/8KZ5AADguso37tYDo6rTZcXnfiD5T7raEgAAPRnaIOzs2bON8KsVy7Jafu3u3bv60Y9+pPv37zvcIQAAGBTB59ytB0ZVN8uKf/ZDd3sCAKAXQxuEbWxsNGZ2tRIIBBQKhRq32dlZnTp1qvH55ORknzoGAABeOXdauvsH+/WvnHavF2CYdLOsmCAMADDIhjYI2y8YDOr8+fNNgRchFwAAqLsUlt75zN7MlheelS6H3e8JGAYsKwYAjJqh3iz/9ddfVzgcVqVSUS6X0/r6uiqVioLBICEYAABomDwpffCqvdrrr7HHEVDHsmIAwKgZ2iAsGo3qzp07jfDr9u3bsixL6XRas7Ozevnll/XWW2/pX/7lX9qO9fnnn/ehYwAA4KWLc+1rbsbt1QHj4lyHy4RZVgwAGHRDG4TFYrHGx5OTk4rH47pz544ePXqk+/fv6yc/+Ynu37+v+fl5TUxM6OzZs3r//ff1+9///tBYq6urfewcAAAMqjcIwYAml8LS88/Yq2VZMQBgGBhWu93mh9zOzo7W1tZ0584dFYtF7ezsKBAIKBqN6uzZs5KkTCajp0+fetwpOjEzM6Pt7W1NT09ra2vL63YAAEPgaU068W7rmifXpImhfZsQcMfNDelKoX3dP51nRiUAwB4vX9OPxGb5rdRni8XjcUlSqVTS7du39dvf/lb5fF6GYXjcIQAAADC4Ls61D8JYVgwAGBYjH4QdFA6HFQ6Hlc1mVSqVlMlk2CMMAIABZllSrc38dZ8htXtvy2fszfhqVwOgcywrBgAMi7ELwvYLh8NaW1vTmTNnvG4FXSqXy5qZmWlZs7i4qMXFxT51BABwWs2yuaSxTYhlGO1rALjLqWAbADC4VlZWtLKy0rKmXC73qZvDxjoIq8tms163gC7VajVtb2+3rNnd3e1TNwAAAGjFqWAbADC4dnd3275O9xJBmKT5+XmvW0CXfD6fpqamWtb4/f4+dQMAAAAAwHjz+/2anp5uWVMul1Wr1frUUbOhCMJ+/etfKxwO60c/+pHXrWDATE1NcWokAACAi9hfDwDQCTvbE9VPjfTCUBwQ/r/+1/9SLBbTP/7jP/Y0zo0bNzQxMaG/+Zu/0b/+67861B0AAAAwugxDmvC1vrGnFwBgWAxFECZJlmUpmUzqF7/4RddjZDIZWZalf/u3f1M4HNaXX37pXIMAAAAAAAAYaEMThNXdvXtXFy5c6Oq+L730kkKhkJLJpBYWFpTJZBzuDgAAeOHWA687AOAUfp8BAG4aij3C9ltfX1cikdDZs2f1+eef6y/+4i9s33djY6Pp85dfftnp9gAAgMPsvCi+UthbnnVxzv1+AHSP32cAgNeGbkaYJOXzeSUSCYXDYf3xj3/saoyHDx/q0aNHDncGAACctPNYevtje7VvfiTtPna1HQA94PcZADAIhjIIk6R0Oq1/+Id/UDgc1r/8y790dN+dnR3FYjGdOXPGpe4AABhvliU9rbW+WVb7cT4sSV9/Z++aX30r3Sz11jcA9/D7DAAYBEMbhElSNBrV/fv3tbCwYPtEyc8//1yhUEgPHz5UIpFwuUMAAMZTzZJOvNv6VrMRhH3yRWfX/bTDegD9w+8zAGAQDHUQJkmhUEjr6+u6fft22xMlf/WrXykWi6lSqSgQCOinP/1pn7oEAADdqHzjbj2A/uH3GQAwCIY+CJOkQCCgu3fv6tGjR8eeKHn16lW98847sixLhmEom832uUsAANCp4HPu1gPoH36fAQCDYCSCsLrr169rfn5eZ8+e1Z///OfGn9+7d68RfBmGoXA4zGwwAACGwLnTndW/0mE9gP7h9xkAMAiGLghrtzF+MpnU6uqqfvSjHzVOlKyHYNa/78rLbDAAAIbDpbD0/DP2al94VrocdrcfAN3j9xkAMAiGIgh76aWXJO0FWclkshFwHSccDuv27dt6/fXX9bvf/U7FYlGGYTS+9qMf/cj1ngEAQO8mT0ofvGqv9vprkv+kq+0A6AG/zwCAQTAUQVg2m1WlUlE+n9f8/Lyi0ah+85vftLxPfRP969evN/7MMIxj9xADAAD9deuBvbqLc+1rbsbt1QHwFr/PAACvnfC6AbsmJyf1+uuv6/XXX+/ofnfv3lUmk9GvfvWrxv5gAADAXXZCrisFacLnzAveN3jRDIwMfp8BAG4aihlhvcpms7pz544sy9LDhw+9bgcAgJG281h6+2N7tW9+JO0+drUdAAAAoGEsgjBJisfjWl9f1+3bt71uRaZpKhaL2a5NpVKanZ2VYRgKBoOKRCJKpVIyTXNg+pSk5eVlxWIxBYNBGYah2dlZJRIJFYtFF7sEAAyaD0vS19/Zq/3qW+lmyd1+AAAAgLqxCcKkvY3y796969r41WpVhmG0vc3OzioUCrUdb3l5WbOzs8rlco3Qq1qtqlQqKZfLaXZ2VsvLy573WSwWFQwGlclkJEn5fF6bm5vKZrMqlUqKxWKKxWKqVqsd9woAGD6ffNFZ/acd1gMAAADdGpo9woZBLpezXVsPjY4Ti8VULBYVCAQUjUYVCoVkmqZKpVLTTLBMJqNQKKR4PO5Jn8VisTFrLJlManV1tfG1el+RSETFYlGRSEQbGxsKBAK2rw8AGD6Vb9ytBwBJsiypZrWu8RnSvx8eDwCAJMmwLKvNPx+wKxgM2pr1FI1Gtba2duzXM5mMlpeXlc1mlU6nD319eXn5UEDVycPoVJ/ValUvvfSSqtWqQqGQNjc3j6wzTVOzs7O2xrRrZmZG29vbmp6e1tbWVs/jAQCc8+P/Lt39Qwf1L0uf/efjv86LXWB0OPn7/LQmnXi3dc2Ta3uHcgAABouXr+mZEeaQXC6narWqdDrddl+tM2fOHPs10zS1vLystbU1RaPRI2vS6bQ2NzebZnaVSiVbJ2I61ackJRKJRqDWauZYfWZYoVBQsVhULpdTMpls2ysAYDidO91ZEPbK6dZfNwxpgpALGAn8PgMAvMaMMIfUZzwdNyvKrkQiobNnzx45E2y/arWqYDDY+Py42WNu9bl/lpckVSqVlkseC4WCEomEJCkQCKhSqfR0fWaEAcDg2nksTb9nb8P8F56Vtq9K/pPu9wVgtDAjDACGl5ev6flnwQGFQkGmabbdT8uO+mytdgKBQNNG9nb23XKyz2w22/g4Go22vf7+Pcyq1aoKhULPPQAABtPkSemDV+3VXn+NEAwAAAD9QxDmgKWlJQUCAZ0/f77nsTrZP+vRo0eNj9stY5Sc7XP/skw7SzIlNQV3t2/f7rkHAMDgujjXvuZm3F4dAAAA4BSCsB6VSiWVSqXGUsXZ2VmlUinXZzxVq9XG/lzRaLRtGOVkn6VSqenzs2fP2rrf/h6ZEQYAeIMQDAAAAH1GENajg8sMTdNULpdTIpGQYRhKJBKHgiMn3LlzR9LeLKt8Pt/XPovFYtPn+2d6tXKwzo2fCwAAAFB364HXHQAABg1BWA9M0zwUCh1UKBQUiUSUSqUcu261WlUqlVI4HNba2lrb/bmc7vP+/ftNn9vZn0ySXnzxxabP19fXbd0PAAAAOMhOyHWlQBgGAGh2wusGhlkoFNLq6qqq1ao2NzdVLBZlmuaRtblcTuvr69rY2OjpmqZpKhaLKRAI6N69e7ZCKKf7PHjfbmeE9XpyJQAAAMbTzmPp7Y/t1b75kXTuBxzMAQDYQxDWo2Qy2fR5tVpVLpfT0tJSYw+vulKppFgs1tGG+PsVCgUlEonG58FgUNls1tYpk072eVyI1qmD1wUAeMuypJrVusZnSIbRn34A4DgflqSvv7NX+9W30s2S9LMfutsTAGA4GJZltfkvL7pVKBS0sLBwKPCxG15J3wdWq6urxwZQ8Xjc1j5hTvVpHHgFZPcpVCwWFYvFGp/30vfMzIy2t7c1PT2tra2trsYAADR7WpNOvNu65sk1acLGxgqEagDc9OP/Lt39Qwf1L0uf/Wf3+gEAdMbL1/QEYS6rVquan59v2hg+EAioUqnYun+hUGjMzGq111cn4VqvfToVhEWj0a5nx9V/aXw+n6amproaY7/FxUUtLi72PA4ADDMngzAAcNN/+n+k+x28bvpPM9L////nXj8AMC5WVla0srLS8zjlclm1Ws2TIIylkS4LBALa2NhQJBJphEzValXFYlHRaLTt/ePxuOLxeNOf5XI5ZTKZphlcmUxGyWTS9sb1vfQZCAQcWdbYba/71Wo1bW9v9zzO7u5uz2MAAACgP4LPuVsPADja7u6uI6/BvUQQ1ic3btxQJBJpfL62tmYrCDtKMplUNBpVJBJpCqRyuVxPs8Ls9nnq1ClHgrBTp071PIZTM8L8fn/PYwAAAKA/zp3ubGnkK6fd6wUAxonf79f09HTP49RnhHmBIKxPwuGwotFoY2ljrxvOh0Ih3bt3rym0un//fk9jSvb67HYm18HwzIkZYVNTU+wRBgAAMGYuhaV3PrO3Yf4Lz0qXw+73BADjwKltherbHXmBXT76aP/+WE4Ih8NNyyadOs2xXZ9nzpxp+tzu7LBHjx41fT47O9tRXwAAAIAkTZ6UPnjVXu311yT/SVfbAQAMEYKwPgqFQo2PnVgWKEkXLlxofOzEckWpfZ/7Z6FJ9gO4zc3Nps+7XRoKAAAAXJxrX3Mzbq8OADA+CML6aH/A5MSyQGlvVpjTY7br8+CMMLtB2P6gLhAINF0HAAAAcNobhGAAgAMIwvpofX298bHTyySlwwFVt9r1GQ6HmwIyu3uT7R/XqV4BAP1164HXHQAAAADdIwjro/1LA51aFrh/NpZT4ZqdPs+fP9/4uFQq2Rp3f10mk+myOwCAW+yEXFcKhGEARotlSU9rrW+W5XWXAACncGpkHxUKBUlSOp12bMx6uBQIBJo2zu+FnT5TqZRyuZwkNU6YbGV/TSgUYn8wABgwO4+ltz+2V/vmR9K5H7D5NIDRULOkE++2rnlyTZow+tMPAMBdzAjrk0KhINM0FQgEdPXqVcfGXVpakiTduHHDkfHs9hkOh5vCrHp4dpx8Pt/4mNlgADB4PixJX39nr/arb6Wb9iYDAwAAAAOFIKxLxWJRwWBQhmEoFou1XB5omqYWFhYkSffu3Wu5qf3y8rIikYgymUzbUyDrNel0+tjZYG71KUmrq6uNj+uB3FGq1Wpj9lg0GlUymWw5LgCg/z75orP6TzusBwAAAAYBQViX8vl8I6gqFouKRCJKpVKH6upfO3XqlDY3N5tOeTyoWq0qk8moVCppeXlZwWDw2NlTiURCy8vLymazymazfe2zLhQKNWZ61Xs+yvz8vKS95Zv7Z4YBAAZH5Rt36wHAaT5jb8liq5uP5YwAgAMIwrqUSCQO/Vkul1MwGFQikVAqlVIkElEsFlMymdTGxoZCoVDLMQOBwKGaeiCWSCSUyWQUi8UUDAYl7W1q326/MTf63C8ej2ttbU2BQECZTEaJREKlUknVarURrpVKJYXDYT18+LDtLDMAgDeCz7lbDwBOMwxpwtf6ZhCEAQAOIAjrUjQa1ebmppLJpEKhUFPAUyqV9OjRI129elWVSkXZbNZ2ALSxsaF0Oq1wOHxoTNM0lUgk9PDhQ+XzeVuBlVt9HrxG/f6maWp+fr4RtJ06dUr5fF4bGxuEYAAwwM6d7qz+lQ7rAQAAgEFgWBaHAWP4zMzMaHt7W9PT09ra2vK6HQAYejuPpen37G2Y/8Kz0vZVTo0EMBqe1myeGskUAgBwjJev6fnrHAAAaPKk9MGr9mqvv0YIBgAAgOFEEAYAACRJF+fa19yM26sDAAAABhFBGAAAsO0NQjAAY+jWA687AAA4hSAMAAAAwNiyE3JdKRCGAcCoIAgDAAAAMJZ2Hktvf2yv9s2PpN3HrrYDAOgDgjAAAAAAY+nDkr3TciXpq2+lmyV3+wEAuI8gDAAAAMBY+uSLzuo/7bAeADB4CMIAAAAAjKXKN+7WAwAGD0EYAAAAgLEUfM7degDA4DnhdQMAAKB7liXVrNY1PkMyjPZj+QzpybX2NQAwKs6dlu7+wX79K6fd6wUA0B8EYQAADLGaJZ14t3XNk2vShI0AyzDs1QHAqLgUlt75zN6G+S88K10Ou98TAMBdLI0EAAAAMJYmT0ofvGqv9vprkv9k6xrLkp7WWt+sNrN4AQDuYkYYAAAAgLF1cU66UmhdczO+V9eOk7N0AQDuYEYYAAAAALTwho0QDAAwHAjCAAAAAAAAMBYIwgAAAAAAADAWCMIAAAAAAAAwFtgsH0OtXC5rZmamZc3i4qIWFxf71BEAAAAAAONrZWVFKysrLWvK5XKfujmMIAxDrVaraXt7u2XN7u5un7oBgMF064F0OeJ1FwAAABgHu7u7bV+ne4kgDEPN5/NpamqqZY3f7+9TNwDQf7cetK+5UpAmfNJFTj0DgEN8hvTkWvsap/DmBIBR5/f7NT093bKmXC6rVqv1qaNmhmVZlidXBnowMzOj7e1tTU9Pa2try+t2AMATO4+l6fekr79rX/vCs9L2Vcl/0v2+AGBc3dzYe/OhnX86z5sTAMabl6/p2SwfAIAh9WHJXggmSV99K90sudsPAIyzncfS2x/bq33zI2n3savtAACOQRAGAMCQ+uSLzuo/7bAeAGAfb04AwHAgCAMAYEhVvnG3HgBgH29OAMBwIAgDAGBIBZ9ztx4AYB9vTgDAcCAIAwCgzyxLelprfbNzlM25051d95UO6wEA9vHmBAAMhxNeNwAAwLipWdKJd1vXPLkmTRitay6FpXc+s39q5OWw/R4BAJ05d1q6+wf79bw5AQDeYEYYAABDavKk9MGr9mqvvyb5T7raDgCMtUth6fln7NXy5gQAeIcgDACAIXZxrn3Nzbi9OgBA93hzAgCGA0EYAAAj7g1CMADoC96cAIDBRxAGAAAAAH3CmxMA4C2CMAAAAAAAAIwFgjAAAAAAAACMBYIwAAAAAAAAjAWCMAAABtCtB153AAAAAIwegjAAAPrMTsh1pUAYBgAAADjthNcNAAAwTnYeS29/bK/2zY+kcz+Q/CePr/EZ0pNrrcfxGbbbAwAAAEYaM8IAAOijD0vS19/Zq/3qW+lmqXWNYUgTvtY3gyAMAAAAkMSMMAAA+uqTLzqr//QL6Wc/dKcXAICzmKULAIOPIAwAgD6qfONuPQDAO4YhTRB0AcBAIwgDAKCPgs+5Ww8AGA2WJdWs1jU+g+XvANApgjAAAPro3Gnp7h/s179y2r1eAACDq2ZJJ95tXfPkGjPQAKBTbJYPAEAfXQpLzz9jr/aFZ6XLYXf7AQAAAMYJQRgAAH00eVL64FV7tddfk/wnXW0HAAAAGCsEYQAA9NnFufY1N+P26gAAAADYRxAGAMAAeoMQDAAAAHAcQRgAAAAAAADGAkEYAAAAAAAAxgJBGAAAAAAAAMbCCa8bAHpRLpc1MzPTsmZxcVGLi4t96ggAAAAAgPG1srKilZWVljXlcrlP3RxGEIahVqvVtL293bJmd3e3T90AAAAA/XPrgXQ54nUXANBsd3e37et0LxGEYaj5fD5NTU21rPH7/X3qBgAAAHDGrQfta64UpAmfdJGThgEMEL/fr+np6ZY15XJZtVqtTx01MyzLsjy5MtCDmZkZbW9va3p6WltbW163AwAdeVqTTrzbuubJtb0XNwCA8bPzWJp+T/r6u/a1LzwrbV+V/Cfd7wsAnOLla3pmhAEA0Gc+Yy/oalcDABhPH5bshWCS9NW30s2S9LMfutsTAIwK3msGAKDPDGNvtlerm0EQBgBj65MvOqv/tMN6ABhnBGEAAAAAMEAq37hbDwDjjCAMAAAAAAZI8Dl36wFgnBGEAQBgk2XtbXTf6sYRNACAXp073Vn9Kx3WA8A4Y7N8AABsqlk2T3tkfy8AQA8uhaV3PrN/auTlsPs9AcCoYEYYAAAAAAyQyZPSB6/aq73+muQ/2bqGGc0A8D1mhAEAAADAgLk4J10ptK65Gd+ra4cZzQDwPWaEAQAAAMAQesNGCAYAaEYQBgAAAAAAgLFAEAYAAAAAAICxQBAGAAAAAACAsUAQBgAAAAAAgLFAEAYAAAAAAICxQBAGAAAAAACAsUAQBgCAg2498LoDAAAAAMc54XUDAAAMCzsh15WCNOGTLs653w8AYHT5DOnJtfY1Trn1QLoccW48ABhUzAgDAMCGncfS2x/bq33zI2n3savtAABGnGHsvbHS6mbYDMLsvpHDrGYA44AgDAAAGz4sSV9/Z6/2q2+lmyV3+wEAwA7eyAGAZgRhAADY8MkXndV/2mE9AABu4I0cAGhGEAYAgA2Vb9ytBwDADbyRAwDNCMIAALAh+Jy79QAAuIE3cgCgGUEYAAA2nDvdWf0rHdYDAOAG3sgBgGYEYQAA2HApLD3/jL3aF56VLofd7QcAADt4IwcAmhGEAQBgw+RJ6YNX7dVef03yn3S1HQAAbOGNHABoRhAGAIBNF+fa19yM26sDAKAfeCMHAJoRhAEA4KA3CMEAAAOGN3IA4HsEYQAAAAAw5ngjB8C4IAgDAAAAAADAWDjhdQNAL8rlsmZmZlrWLC4uanFxsU8dAQAAAAAwvlZWVrSystKyplwu96mbwwjCMNRqtZq2t7db1uzu7vapGwAAAAAAxtvu7m7b1+leIgjDUPP5fJqammpZ4/f7+9QNAAAAAADjze/3a3p6umVNuVxWrVbrU0fNCMIw1KamprS1teV1GwAAAAAAQPa2J5qZmfFs1hib5QMAAAAAAGAsMCMMAACbfIb05Fr7GgAABgn/fgHA9wjCAAAjzbKkmtW6xmdIho0XAIYhTfBCAQAwZPj3CwC+RxAGABhpNUs68W7rmifXeIEAAAAAjAP2CAMAAAAAAMBYIAgDAAAAAADAWGBpJAAAAADAFif33gQALxCEAQAAAABsYe9NAMOOpZEAAAAAAAAYCwRhAAAAAAAAGAsEYQAAAAAAABgLBGEAAAAAAAAYCwRhAAAAAAAAGAsEYQCAsXfrgdcdAAAAAOgHgjAAwEizE3JdKRCGAQAAAOOAIAwAMLJ2Hktvf2yv9s2PpN3HrrYDAAAAwGMEYQCAkfVhSfr6O3u1X30r3Sy52w8AAAAAbxGEAQBG1idfdFb/aYf1AAAAAIYLQRgAYGRVvnG3HgAAHMa+mwAGGUEYAGBkBZ9ztx4AgHHDITQAhh1BGABgZJ073Vn9Kx3WAwAwTjiEBsAoIAgDAIysS2Hp+Wfs1b7wrHQ57G4/AAAMMw6hATAKCMIAACNr8qT0wav2aq+/JvlPutoOAABDjUNoAIwCgjAAwMCxLOlprfXNsuyNdXGufc3NuL06AADGGYfQABgFJ7xuAACAg2qWdOLd1jVPrkkThjPXe4MQDACAtjiEBsAoYEYYAAAAAKAtDqEBMAoIwgAAAAAAbXEIDYBRQBAGAAAAAGiLQ2gAjAKCMAAAAACALRxCA2DYsVk+hlq5XNbMzEzLmsXFRS0uLvapIwAAAGC8cQgNMN5WVla0srLSsqZcLvepm8MIwjDUarWatre3W9bs7u72qRsAAAAAAMbb7u5u29fpXiIIw1Dz+XyamppqWeP3+/vUDQAAAAAA483v92t6erplTblcVq1W61NHzQjCMNSmpqa0tbXldRsAAAAAOmBZUs1qXeMzJMPoTz8AnGNne6KZmRnPZo0RhAEARprPkJ5ca18DAAD6p2ZJJ95tXfPkmjTBv9EAHMapkQCAoXTrgb06w5AmfK1vvNsMAAAAjAeCMADAwLETcl0p2A/DAAAAAEAiCAMADJidx9LbH9urffMjafexq+0AAAAAGCHsEQYAGCgflqSvv7NX+9W30s2S9LMfutsTAADYw96bAIYdM8IAAAPlky86q/+0w3oAANA99t4EMOwIwgAAA6Xyjbv1AAAAAMYXQRgAYKAEn3O3HgAAAMD4IggDAAyUc6c7q3+lw3oAAAAA44sgDAAwUC6FpeefsVf7wrPS5bC7/QAAAAAYHQRhAICBMnlS+uBVe7XXX5P8J11tBwAAeOTWA687ADCKCMIAAAPn4lz7mptxe3UAAGDw2Am5rhQIwwA4jyAMADCU3iAEAwBgKO08lt7+2F7tmx9Ju49dbQfAmCEIAwAAAAD0zYcl6evv7NV+9a10s+RuPwDGC0EYAAAAAKBvPvmis/pPO6wHgFYIwjxgmqZisZjt2lQqpdnZWRmGoWAwqEgkolQqJdM0u+5heXlZsVhMwWBQhmFodnZWiURCxWJxoMYEAAAAMFoq37hbDwCtEIQ5qFqtyjCMtrfZ2VmFQqG24y0vL2t2dla5XK4RelWrVZVKJeVyOc3Ozmp5ebmjHovFooLBoDKZjCQpn89rc3NT2WxWpVJJsVhMsVhM1WrV0zEBAAAAjKbgc+7WA0ArJ7xuYJTkcjnbtfXQ6DixWEzFYlGBQEDRaFShUEimaapUKjXNBMtkMgqFQorH422vWSwWGzPRksmkVldXG1+rjxGJRFQsFhWJRLSxsaFAIND3MQEAAACMrnOnpbt/sF//ymn3egEwfgzLsiyvmxgVwWDQ1qynaDSqtbW1Y7+eyWS0vLysbDardDp96OvLy8uHgrR2D2O1WtVLL72karWqUCikzc3NI+tM09Ts7KytPt0Y066ZmRltb29renpaW1tbPY8HoHeWJdXa/IviMyTDaD/W05p04t3WNU+uSRPMawYAYOjsPJam37O3Yf4Lz0rbVyX/Sff7AtA/Xr6mZ0aYQ3K5nKrVqtLpdNv9v86cOXPs10zT1PLystbW1hSNRo+sSafT2tzcbJqBViqVFA6Hjx03kUg0QrpWs9Hqs7gKhYKKxaJyuZySyWTfxgQwvGqWzfDKRhAGAABG1+RJ6YNXpSuF9rXXXyMEA+AsZoQ5pD7j6bhZUXYlEgmdPXv2yJlg+1WrVQWDwcbnx80ek5pnZElSpVJpuTyxUCgokUhIkgKBgCqVSl/G7AQzwoDB4+QsLmaEAQAw2uz8W38zLl2K9KcfAP3FjLAhVygUZJpm0/5Y3arPKmsnEAg09g2rf36cbDbb+Dgajbbdo2v/fmPValWFQuHQHmRujAkAdT5jL+hqVwMAAEbXG3P26pzcngHA6CMIc8DS0pICgYDOnz/f81id7J/16NGjxsetllvuX0LZavnkfvtDttu3bx8KrdwYEwDqDIMllAAAwB62ZwDQCRaV9KhUKqlUKjWWKs7OziqVSqlQsLHgvQfVarWxP1c0Gj02jCqVSk2fnz171tb4+8c7+L24MSYAAAAAAIDbCMJ6dHCTeNM0lcvllEgkZBiGEonEoeDICXfu3JG0N8sqn88fW1csFps+D4VCtsY/WLf/e3BjTAAAAAAAALcRhPXANM1DodBBhUJBkUhEqVTKsetWq1WlUimFw2Gtra213J/r/v37TZ+328ur7sUXX2z6fH193dUxAQAAAAAA3MYeYT0IhUJaXV1VtVrV5uamisViYw+sg3K5nNbX17WxsdHTNU3TVCwWUyAQ0L1799qGUAf76Xb21v7TMN0YEwAAAAAAwG3MCOtRMplUOp3W6uqqNjc3ValUlM1mjwyoSqWSYrFY19cqFAqanZ2VaZqNPcmWl5db3ue4YK5T9f3I3BoTAAAAAADAbQRhDgsEAkqn06pUKsrn84cCsWKx2Da82q9arWp5eVmzs7NKJBKHvp7JZI788/3378bBvvefUOnGmAAAAAAAAG5jaaSL4vG4otGo5ufnmzaGX1paUjqdtjVGsVjU5uamotHosXuSFQoFLS8v2x6zG27M3nJizHK5rJmZmZ7HWVxc1OLiYs/jAAAAAAAwqlZWVrSystLzOOVy2YFuukMQ5rJAIKCNjQ1FIpFGGFatVlUsFhWNRtvePx6PKx6PN/1ZLpdTJpNpCpIymYySyeShWVeBQMCRwGn/uG6M2a1arabt7e2ex9nd3e15DAAAAAD2+AzpybX2NQAGy+7uriOvwb1EENYnN27cUCQSaXy+trZmKwg7SjKZVDQaVSQSaQqkcrncoVlhp06dciS0OnXqlKtjdsvn82lqaqrncfx+f89jAGjv1gPpcqR9HQAAGG2GIU0QdAFDx+/3a3p6uudxyuWyarWaAx11jiCsT8LhsKLRaGNpY68bzodCId27d68pXLt///6hum5nXR0Mug7OCHN6zG5NTU1pa2ur53EA9O7Wg/Y1VwrShE+6OOd+PwAAAACc5dS2QjMzM57NLGOz/D7q5cTIo4TD4aZlk0eFa2fOnGn63O5MroMb2c/Ozro6JoDhtvNYevtje7VvfiTtPna1HQAAgCZ23rADMB4IwvooFAo1PnZiWaAkXbhwofHxUYHU/hljkv2ZaJubm02f71/G6caYAIbbhyXp6+/s1X71rXSz1L4OAADADruz0gnDAEgEYX21PwhzYlmgtDcrrNWYB2dv2Q2t9odqgUCgqXc3xgQw3D75orP6TzusBwAAOAqz0gF0iiCsj9bX1xsfO71MUjocUEl7Qdn+gOyofcSOsr/Xg+O6MSaA4Vb5xt16AACAozArHUCnCML6aP/SQKeWBe6fjXVcuHb+/PnGx6WSvb/599dlMpm+jAlgeAWfc7ceAADgKMxKB9ApgrA+KhQKkqR0Ou3YmPVwKRAING2cv18qlWp8XD+1spX9NaFQ6MjQzo0xAQyvc6c7q3+lw3oAAICjMCsdQKcIwvqkUCjINE0FAgFdvXrVsXGXlpYkSTdu3Di2JhwONwVP9UDuOPl8vvHxcTO33BgTwPC6FJaef8Ze7QvPSpfD7esAAAD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", 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" ] @@ -212,12 +223,12 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -243,12 +254,12 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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QhAEAAAAAxrz9mfT7/3mxsb/3n6Tez+60nHuF4BDwFkEYAMB3XFf6oj/7x51z0QY/4f0CsAz+zrgf/n1T+tv/u9jY//V/pD9r3m09+4IuOmD3sVk+AMB3uCjDcni/ACyDvzPuh//yV8uN/69/Jf2//8/d1LIvlu2i+41/IgW/dKclAZiAjjDgDvF/RAEAALCPuv/7bsffR3TRAfuBjjDgDvF/RAEAALCPQv/gbsffR3TR3S8HgetztXljsH/oCAMAAAAAjPmNX11u/D9bcvx9RBfd/RIISO8czP4JEITtJYIwAIBn2CgWwADbCQC75bdj0i/8vcXG/sO/L/1O7G7r2Qd00QH7gaWR2GudTkeRSGTmmFwup1wut6WKAAwsetWkdw6k33p09/UA2G1sJwDslgdfkv7dP7/+t3qej/8Fm75L1110n/z14uPposN9VS6XVS6XZ47pdDpbquY2gjDstX6/r3a7PXNMr9fbUjXA7vrzz6TfiW/veFw1CQCA/fdbj+YHYX+W4n9oDfx2TPrWXyy2YT5ddLjPer3e3PN0LxGEYa8dHBzo6Oho5phgMLilagBv7GLn1SpXTWKzWABYnOted9HNchBg/xrcvX9JCDZEF93y2JD+fgoGgwqHwzPHdDod9fv9LVU0jiAMe+3o6EiXl5delwF4Zlc7r7hqEgDcLZaSAruJLrrlBAL8PXUfLbI9USQS8axrjM3yAWCPrdJ5tQ1cNQkAAGAyuugAb9ERBgB7bFc7r7hqEgAAwO5gCSLwc3SEAcAe29XOq99Y8ipIXDVpcYvsCQcAgN/x7+W4QOB6v9hZP+wpCL8gCAOAPbarnVe/HZN+4e8tNparJv3cohc+4D/uAQB+xr+XANZBEAYAe2xXO68GV01aBFdNurbshQ96P7vTcgAA2En8ewlgXQRhALDHdrnzapGrIXHVpJ/b1QsfAACwS/j3EsC6CMIAYI/te+cVV036uVUufAAA8AeW+P0c/14CWBdBGAAswHWlL/qzf1zXm9rovLofdvXCB1jNLv+dAWC3sN/Vcvj3EsC63vW6AADYB31XevcPZ4/5uz+S3tnRq+3QebX7dvXCB1jNvv+dAWA7lt3v6jf+ye51d28b/14CWBcdYQAA7IBdvfABAODusN/V8vj3EsC6CMIAANgBu3zhAwDA3WC/q+Xx7yWAdbE0EgCAHTC48MHv1ueP3cULH3jFda+XIc5yEJACLEEEfO8gcL0ked6YbWK/q+Xx7yWAdRGEAQCwI37r0fz/sOfCB+PYiwvAogKB3fu7gP2uVsO/lwDWwdJIAAD2CBc+AID7g/2u7g7/XgKYhiAMAAAAmMJ1pS/6s3/cOctzgWnY7woAto+lkQAAAMAULL/FXWK/KwDYPjrCAEz15595XQEAAMD9tsg+Vux3BQCbQ0cY9lqn01EkEpk5JpfLKZfLbami/bFIyPW7demdA/7DCwAAwEvsdwVgn5TLZZXL5ZljOp3Olqq5jSAMe63f76vdbs8c0+v1tlTN/nj7M+n3//NiY3/vP0m/8U9oxQcAAAAAzNfr9eaep3uJIAx77eDgQEf/X3v3z9tWtuaJ+pXrnMYZ9IUu5QIaMOykyKQnbMqVdGoqm4N7A7IKmEZ3R0UlHTkgb32AhkAGDi+GdDaDCcpkNhMMRvQnKIuTNjAgK6mCgAaOSRh3MAfdfcQbuMlDShT//5P28wAESHlxr2Xx1ZL449prP3s2s83x8fGORvNw/Kd2xP/658Xa/n//FPEf2xF/95fbHRMAkBz/+X9E/M3pvkcBwDYcHx/H8+fPZ7a5vr6Om5ubHY1okiCMB+3Zs2fx888/73sYD85/+Yfl2v/XfxCEASSFgIJ12X4BINkW2Z7oxYsXe1s1ZrN8SKDe/95uewAO06IBhYulsKplt1/49PutDgcA7hCEQQKd/Jvttgfg8Ago2IVVtl8AgF0ShEEC/fbPl2v/75ZsD8DhEVCwC6tsvwAAuyQIgwT662zEn/56sbb/x59E/E12u+NZllN24PD4uTx8Agp2wfYLABw6QRgk0P/5m4j/9/9arO1/+L8jjn+z1eFMsH8Nh0KN/ZGfy8dBQMEu2H4BgEMnCIOEWuQqTf8xv9urOdm/hl0R7CzOz+XjIaBgF2y/AMChE4QB9/r3O76kuf1r2AXBznL8XD4ejyGgEE4fvoe+/QIAj58gDDgY9q9hFwQ7y/Fz+XgcekBhpebjcMjbLwBARMSv9j0AgCH717ALqwQ7f/eX2xnLQ+Dn8vEYBhR/25zfdtcBxbIrNX/7bwUoh+yv/mJ+ne16+wXYlSdHEf/y9/PbAPsjCAMOhv1r2AXBznL8XD4uhxpQrLJSM8kB9WOw6+0XWI1QZ3lHRxFf+J7AQXNqJHAwHsP+NRw+wc5y/Fwmzz4CCqfgbofTSFnX0VHEF09m346EPsADIwgDDsah71/D4yDYWY6fS3bBSs3l2VMNAFYjCAMOhg122QXBznL8XLILVmoux9VvAWB1gjDgoCyyL40NdlmHYGd5fi7ZNis1l+PqtwCwOkEY8ODYYJd1CXY2z88l67BSczn2VAOA1QnCYM/s3QGHSbADu2Ol5nLsqQYAqxOEwRbZyBYAFmOl5uLsqQYAq/vVvgcA67i+vo4XL17MbPP69et4/fr1jkb0R8tuZPvbf+sTbgCYxUrNz3775xH//X8u3j7pe6oBsFtv3ryJN2/ezGxzfX29o9HcJQjjQbu5uYlffvllZptPnz7taDSTVtnI9u/+crtjAgAevr/ORvw//22xvzPsqQbArn369Gnu+/R9EoTxoD158iSePXs2s83x8fGORjNplY1sBWEAwDzDPdX+tjm/rT3VANi14+PjeP78+cw219fXcXNzs6MRTRKE8aA9e/Ysfv75530PYyob2ZJ0T44i/uXv57cBYHl/9RfzgzB7qgGwD4tsT/TixYu9rRoThMGW2Mg2ef7z/4j4m9N9j+JwHB1FfCHoAtgbe6rxWPmwDViHq0bClvx2yY1pbWR72FwBFADgMBwdRXzxZPbtSBAG3MOKMNgSG9k+Hod+BVCfisLDZBUpAMDuWRG2B91uN87OzhZue35+HplMJo6OjuLk5CROT0/j/Pw8ut3uRsfTbC6w4+oM1Wo1zs7O4uTkJI6OjiKTyUShUIhWq7WRcT40w41sF2Ej28O2yhVAd8mnojDbPlZqWkUKAHCYBGEb1O/34+joaO4tk8lEOp2ee7xqtRqZTCbq9foo9Or3+9Fut6Ner0cmk4lqtbrWeAuFQmQymWi1WvHx48eVjtNqteLk5CTK5XJERDQajeh0OlGpVKLdbsfZ2VmcnZ1Fv99feawP1SIb1NrI9vCtcgVQYDcOMXBadhXpp99vdTjsgEATAB4Op0ZuUL1eX7jtMDS6z9nZWbRarUilUpHL5SKdTke32412uz2xEqxcLkc6nY58Pr9w3/1+Py4uLtYK0YZardZodVuxWIxarTb6t+G4Tk9Po9VqxenpaVxdXUUqlVq738fERraHzxVA4TAd6mnLq6wi/bu/3O6YWN2iYesXT3ywxWpscQCwW4KwDbq4uFio3TDYuk+5XI5WqxWVSiVKpdKdf69WqxNBWqFQiMFgsFDf1Wo1arXaQivS5hmuKIv4HHqNh2DjGo1GZDKZ6Ha7USgU4vLycu2+YZdcAZRd8WZoOYcaOK2yilQQdpgONWzlcXGVZYDdEoRtSL1ej36/H6VSae7+Xy9fvrz337rdblSr1bi8vIxcLje1TalUik6nM7ECrd1uRzY7e7f1drsduVxuFK7V6/U4Pz+f+ZxZCoXC6HTHWSvchivDms1mtFqtqNfrUSwWV+4Xdu23fx7x3//n4u1dAZRVeTO0nEMNnKwifTwONWwFAFYnCNuQSqUS6XQ6KpXKWscpl8tRqVTuDcHG+xsPwlqt1twg7Pa/zwrk5ul2uxOb4H/zzTcz23/77bejzfjL5bIgjAfFFUDhMB1q4GQV6eNxqGErALA6m+VvQLPZjG63O3ffr0UMV5XNk0qlJk5vXGXfrXX26hoP/HK53Nxjje9h1u/3175CJeySK4DCYTrUwOm3S64KtYr0cB1q2AoArE4QtgEXFxeRSqXmropaxDL7Z41f5XGd1V2rGF+NNm8l2tB4cPfDDz9sfEywTa4ACofnUAOnv85G/OmvF2trFelhO9SwFQBYnSBsTe12O9rtdvT7/Tg5OYlMJhPn5+dbX/HU7/dH+3PlcrmFw6hNaLfbE4+//vrrhZ43PkYrwniMXAEUdutQAyerSB+PQw1bAYDVCcLWdPt0yG63G/V6PQqFQhwdHUWhULgTHG3Cu3fvIuLzKqtGo7Hx488yvjfYcAyLuN1uG98XAJLjkAMnq0gfh0MNWwGA1QnC1nB7w/hpms1mnJ6ernV1xtv6/X6cn59HNpuNy8vLtfb6WsWPP/448XjR/r/88suJxx8+fNjUkABIqIccOFlFevgOOWwFAFbjqpFrSKfTUavVot/vR6fTiVarFd1ud2rber0eHz58iKurq7X67Ha7cXZ2FqlUKt6/f7/zEGw4hnGrrgjrdDobGxMA3EfgxDr+6i8i/nbOjg6HGrbuy5OjiH/5+/ltAGAfrAhbU7FYjFKpFLVaLTqdTvR6vahUKlMDqna7HWdnZyv31Ww2I5PJRLfbHe1JVq1W1xj9au4L+5Y13OMMAOAhE7ZOOjqK+OLJ7NuRIAyAPRGEbVgqlYpSqRS9Xi8ajcadQKzVai0VXvX7/ahWq5HJZKJQKNz593K5PPXr27RqgHX7ezF+1UsAAACAbXNq5Bbl8/nI5XLx6tWriY3hLy4uolQqLXSMVqsVnU4ncrncvXuSNZvNqFarCx/zUGxiRdj19XW8ePFi7eO8fv06Xr9+vfZxAAAA4LF68+ZNvHnzZu3jXF9fb2A0qxGEbVkqlYqrq6s4PT0dhWH9fj9arVbkcrm5z8/n85HP5ye+Vq/Xo1wuTwRJ5XI5isXiTvYMS6VSGwmxNjHWm5ub+OWXX9Y+zqdPn9Y+xkNj/w4AAACW8enTp428B98nQdiOvH37Nk5PT0ePLy8vFwrCpikWi5HL5eL09HQikKrX6ztZFfb06dONBGFPnz5d+xhPnjyJZ8+erX2c4+PjtY/x0BwdRXwh6AIAAGBBx8fH8fz587WPc319HTc3NxsY0fIEYTuSzWYjl8uNTm1cd8P5dDod79+/nwjXfvzxx7WOuahVV3LdDs82sSLs2bNn8fPPP699HAAAAGC2TW0r9OLFi72tLLNZ/g6tc8XIabLZ7MRpk5u6muM8L1++nHi86Oqw25vjZzKZTQ0JAAAAYC4rwnYonU6P7m/itMCIiG+//TaazWZEbGbz+UWMr0KL+BzAZbPZuc/rdDoTj1c9NRQAWI39IQGApBOE7dB4ELapTe3HA6hdbJQfcXdF2KJB2HhQl0qlJr4fABwu4cnjYX9IACDpnBq5Qx8+fBjd3/RpkhF3A6ptyWazE6HbonuTjf//dzVWANZ3dBTxxZPZtyPhCgAAD4AgbIfGTw3c1GmB4/uCbSNcu88333wzut9utxd6zni7crm88TEBAAAAzOLUyB0a7uVVKpU2dsxhuJRKpSY2zt+28/PzqNfrERGjK2HOMt4mnU7bHwzYK6f6weHxcwkA7IIgbEeazWZ0u91IpVLx/fffb+y4FxcXERHx9u3bpZ+7zub62Ww2crncKOBqNpszg7hGozG6bzUYs3gjxC7YJwkOj59LAGAXnBq5olarFScnJ3F0dBRnZ2czTw/sdrvx3XffRUTE+/fvZ25qX61W4/T0NMrl8tygatimVCqttBps/LTKiOWDsVqtNro/DOSm6ff7o9VjuVwuisXiUv2QLPYiAoD5hh8czbr54AgA7hKErajRaIyCo1arFaenp3F+fn6n3fDfnj59Gp1OZ+bVFfv9fpTL5Wi321GtVuPk5OTe1VOFQiGq1WpUKpWoVCpLj3/Y17gffvhhqWOk0+nRSq/hmKd59epVRHw+fXN8ZRgAAKvxwREArEYQtqJCoXDna/V6PU5OTqJQKMT5+Xmcnp7G2dlZFIvFuLq6inQ6PfOYqVTqTpthIFYoFKJcLsfZ2VmcnJxExOfN95fZb6zf70ehUBgd4/aKsHa7PVrhVigUFtoEP5/Px+XlZaRSqSiXy6Pn9fv9UQjYbrcjm83GTz/9NHM1HAAAAMA22SNsRblcLjqdTlQqlWi1WvHx48fRCrFh8PP9999HLpdbKvy5urqKi4uLaLVa0e12J44Z8TmAazQaKwVK21qRlcvlotfrRbVajR9++CFevXoV/X4/UqlUvHz5MhqNxk438gcAAACYRhC2hnQ6PbFP1iakUqmVTnU8BKVSaaNXxAQAAADYJKdGAgAAAJAIgjAAAAAAEkEQBgAAAEAiCMIAAAAASARBGAAAAACJ4KqRPGjX19fx4sWLmW1ev34dr1+/3tGIAAAAILnevHkTb968mdnm+vp6R6O5SxDGg3ZzcxO//PLLzDafPn3a0WgAAAAg2T59+jT3ffo+CcJ40J48eRLPnj2b2eb4+HhHowEAAIBkOz4+jufPn89sc319HTc3Nzsa0SRBGA/as2fP4ueff973MEiAJ0cR//L389sAAAAk2SLbE7148WJvq8YEYQALODqK+ELQBQAA8KAJwmCLrCIC2C7zLAAAyxCEwRZZRQSwXYc6zwroHg+vJQA8LoIwAIANO9SAjuV5LQHgcXmy7wEAAAAAwC4IwgAAAABIBEEYAAAAAIkgCAMAAAAgEQRhAAAAACSCIAwAAACARBCEAQAAAJAIgjAAAAAAEkEQBgAAAEAiCMIAAAAASIRf7XsAcOjevHkTnz59iuPj43j9+vW+h0MCqDl2Sb2xa2qOXVNz7JJ6Y9fU3PKOBoPBYN+DgGW9ePEifvnll3j+/Hn8/PPPj6YviFBz7JZ6Y9fUHLum5tgl9cauPdSa2+e4rQjjQbu+vo4XL17MbPP69WvJOAAAAOzAmzdv4s2bNzPbXF9f72g0dwnCeNBubm7il19+mdnm06dPOxoNAAAAJNunT5/mvk/fJ0EYD9qTJ0/i2bNnM9scHx/vaDQAAACQbMfHx/H8+fOZba6vr+Pm5mZHI5okCONBe/bs2YM6DxoAAAAes0W2JxruEbYPT/bSKwAAAADsmCAMAAAAgEQQhAEAAACQCPYIgwP35s2b+PTpUxwfH889z1rfj6f/fdn3/zupNbfv7/s+JfX7vu/XfN/978u+/99Jrbl9f9/3Kcnf9yT/3/cpqd/3fb/m++5/Xx7s/3sAD9Dz588HETF4/vz5o+rr0PpPat/77j+pfe+7f317zZPS9777T2rf++4/qX3vu/+k9r3v/pPa9777T2rf++7/ofa9z3E7NRIAAACARBCEAQAAAJAIgjAAAAAAEkEQBgAAAEAiCMIAAAAASARBGAAAAACJIAgDAAAAIBGOBoPBYN+DgGX9yZ/8SfzzP/9zPHnyJJ49e7bVvq6vr+Pm5mYnfR1a/0nte9/9J7Xvffevb695Uvred/9J7Xvf/Se17333n9S+991/Uvved/9J7Xvf/T/UvofP/fWvfx3/9E//tKURTicI40H64osv4ubmZt/DAAAAAFb05MmT+MMf/rDTPn+1095gQ37zm9/E73//+/jiiy/iz/7sz/Y9HAAAAGBB//iP/xh/+MMf4je/+c3O+7YiDAAAAIBEsFk+AAAAAIkgCAMAAAAgEQRhAAAAACSCIAwAAACARBCEAQAAAJAIgjAAAAAAEkEQBgAAAEAiCMIAAAAASARBGAAAAACJIAgDAAAAIBEEYQAAAAAkgiAM7lGtVuPs7CxOTk7i6OgoMplMFAqFaLVa+x4aj0i3242zs7OF26vL5BnWSLPZXOs426gd9fg4barmlulrUWru8Wm323F+fh6ZTCaOjo5Gr2u5XI5+v7/ycc15TLOteluE+S6Zut3uRM2dnJzE6elpnJ+fR7fbXfm45rg1DYAJl5eXg1QqNYiIQS6XG1xeXg46nc6g0WgM0un06Ou9Xm/fQ+WA9Xq9QUQsdCsWi3OPpy6Tp9frDfL5/KhOarXaSsfZRu2ox8dpUzU3PJY5kFlu19t9t2Xr0JzHNNuqt+GxzXdMU6lU5tZEpVJZ6pjmuM0QhMGYy8vLub+ostnsICIG6XT6UU0GbNYiv/iGt06nM/NY6jJZer3eoFQqbeSP823Ujnp8fDZZc0PmQGbp9XqjN1ebCg8GA3Me022r3obMd0yTy+UGETFIpVKDfD4/KJVKg3w+P7UWG43GQsc0x22OIAz+Va/XGyXh6XT63nadTmc0WeRyuR2OkIdkWEvzbvNqSF0mS6VSGaTT6dEfT+uEEtuoHfX4+Gyy5saZA5llWG/ZbHbQaDQGnU5ntPpgWii7yBtFcx732Ua9jTPfcduwru5b7TUtPJ3HHLdZgjD4V+NvAub98b+pU0d4nGq12iAiBqVSaXB5eTnzNu9TFXWZHFdXV4Orq6vR42EdrfqabqN21OPjsumau30ccyDTjNfHfTqdzmgFwvCWSqVmHtecxzTbqrdpxzffMRj8MTS6vLyc2a5YLE7U3Pjv42nMcZslCIPBZModEXN/UTUajaV/UZIc6XR65qcqi1KXyXZ1dbVyKLGN2lGPj986NTfOHMgswxWI89x+/We9sTTncZ9t1Nvt45vvGJfP5xfa9+v23nKznmOO2zxXjYSIqFQqo/u5XC5SqdTM9vl8fnS/3+/v5MpaPAzNZjO63W6Uy+W1j6Uuk23e6z3LNmpHPT5+69TckDmQWdrtdnS73Wg0GnPbptPpiRoYPn8acx7TbKvehsx3TNPv96NUKs1tl0qlIp1OTzy+jzlu8wRhEBH1en10P5vNLvSc8Ynrhx9+2PiYeJguLi4ilUrFN998s/ax1CWr2kbtqEcWYQ5klh9++CGKxeLCoWsul5t4/Lvf/W5qO3Me02yr3obMd0xzeXm5cNuPHz+O7r98+fLedua4zROEkXi3P+35+uuvF3re+ITx0BNxNqPdbke73Y5+vx8nJyeRyWTi/Px8pfpQl6xqG7WjHlmEOZB5vv322zurbma5/eYsk8ncaWPO4z7bqLch8x3r6vf70e/3I+JzCHtfGGWO2w5BGInXarUmHo8n3bPcbjdv+TSP3+2l8d1uN+r1ehQKhTg6OopCobBwnahLVrWN2lGPLMIcyDzZbHapU3CHbxKHptWBOY/7bKPehsx3rOvdu3cR8fl1nHX6rjluOwRhJN6PP/448XjRX5hffvnlxOMPHz5sakg8QN1u984vlduazWacnp7G+fn53OOpS1a1jdpRj8xjDmQbut3uxOPbp65FmPPYnEXqbdjOfMc6+v1+nJ+fRzabjcvLy5mvuTluO3617wHAvt3+pbdqIt7pdDY2Jh6edDodtVot+v1+dDqdaLVad2prqF6vx4cPH+Lq6ure46lLVrWN2lGPzGMOZBvG32QVi8Wpbcx5bMoi9RZhvmM93W43zs7OIpVKxfv37+eGUOa47RCEkXj3/eJa1u3l1CTP7T+a+v1+1Ov1uLi4uFMf7XY7zs7O7t1QU12yqm3UjnpkEeZANq1Wq43u33dlPnMem7JIvQ2Z71hFs9mMQqEwenxychKVSmXmVSbNcdvh1EgSb9Uf4Nvp/fhVPyDic42USqXo9XrRaDTu1Eyr1YpqtTr1ueqSVW2jdtQjqzAHso5utzvaf6ZSqdy7YsGcxyYsWm/3Md9xn36/H9VqNTKZzEQINlQul6d+ffz5qzDHzSYIgw15yIk425fP5+Onn366c0WYi4uLrfarLlnVNmpHPSaXOZBlDa/2l06nZ66W2BRzXrJtst7Md4xrtVrR6XQil8vdu+9cs9m8NyjdFHPcJEEYibfM1WR2cRwer1QqFVdXVxN/GPX7/akbrqpLVrWN2lGPbII5kEW12+2o1+uRSqXuPZ1syJzHupapt0WZ7xjK5/NRq9WiVqvF5eVlDAaDqNVqd16vcrk8NVgyx22HIIzEe/r06UEdh8fv7du3E4+n/dGlLlnVNmpHPbJJ5kDm+e677yIi4v3793NPUTPnsa5l6m1Z5jumKRaLcXV1dSdIqtfrd9qa47ZDEEbirZpk307sH3Iizm5ls9mJpdHTNqxUl6xqG7WjHtkkcyCznJ+fR7vdjkajcefUsmnMeaxj2XpblvmO+6TT6Xj//v3E13788cc77cxx2yEII/Fevnw58XjRc51vbw6YyWQ2NSQS4OzsbOa/q0tWtY3aUY9smjmQaer1etTr9ajVapHP5xd6jjmPVa1Sb6sw33GfbDY7UXvTglJz3HYIwki809PTiceLXk620+lMPL5v80OYZnzp/bRlxeqSVW2jdtQjm2YO5LZWqxXn5+dRq9WiWCwu/DxzHqtYtd5WYb5jlm+//XZ0f1ogZY7bDkEYiXc7EV90IhifqFKp1Mb3FOBxG6+XacuK1SWr2kbtqEc2zRzIuHa7HWdnZ1GpVJYOJcx5LGudeluF+Y5Zxk/J3VV9qDlBGEQ2m52YdKadmz3Nhw8fRvdvTyYwz3j9TFsyry5Z1TZqRz2yaeZAhrrdbrx69SpKpVKUSqWln2/OYxnr1tsqzHcsatrraI7bDkEYRMQ333wzut9utxd6zni7crm88THxuI0vLb5vWbG6ZFXbqB31yCaZA4n4HEqcnp5GsViMSqWy8HOq1erE18x5LGJT9bYs8x2zjK/Gum8/OXPcFgyAwdXV1SAiRrd5Li8vR23T6fQORshjk06nBxExKJVK97ZRl8nW6XQmXv9arbbwc7dRO+rx8Vun5pZlDqTX6w3S6fSgWCwu9bxsNju4urqa+Jo5j3k2WW/LMt8xS6VSGUTEIJVK3dvGHLd5VoRB3L20cbPZnNm+0WiM7j/4NJydazab0e12I5VKxffff39vO3WZbItewWeabdSOenz81qm5ZZgD6ff7cXp6Gul0OsrlcnS73bm3Vqs12uB5fE+d4WNzHvfZdL0tw3zHPBcXFxER8fbt23vbmOO2YN9JHByK8U/Cs9nsve16vd6oXS6X2+EIOVSXl5eDVCo1qolZnxx2Op1R20U+YVSXydVoNCY+qatUKks9fxu1ox4ft1VrzhzIsrLZ7EStLXO7b6WiOY/7bLLezHfMU6lUBtlsdlAqlQa9Xm9m21KpNHe14JA5brMEYTBm/E3AfW8Ahr9MU6nU3MmNZCgWi3f+cJq29H74x1M6nR50Op2Fj68uk2d4Csd4Tc36A+U+26gd9fg4rVNz5kCWsU4oMe8zfHMet2263sx3zDIeGA1v94Vc+Xx+5us8jTlucwRhcMv4Jz35fH5wdXU16PV6g8vLy9EkkM1mH80kwPrGz5kfv6VSqUE+nx8Ui8VR7Szy6dB9fajLx63X6w3y+fwgl8vN/KM8l8uNamAR26gd9fg4bKrmzIEsavjGb9XbIvs7mfMY2ka9me+Y5/aHSuP1USqVBrlcbvR4mZB0yBy3GYIwuMdwWetwUkilUoNcLjdoNBr7HhoHqNPpDIrF4iCdTk/UTDqdHuTz+UGj0djILw91yaq2UTvqkSFzIIfGnMe2mO+YpdfrDUql0p3XblgftVrtYOsjSTV3NBgMBgEAAAAAj5yrRgIAAACQCIIwAAAAABJBEAYAAABAIgjCAAAAAEgEQRgAAAAAiSAIAwAAACARBGEAAAAAJIIgDAAAAIBEEIQBAAAAkAiCMAAAAAASQRAGAAAAQCIIwgAAAABIBEEYAAAAwAPV7/ejUChEu93eS//VajXK5fJe+l6FIAwAAADgAWq1WvHVV19FOp2ObDY7+vrR0dHWb0PFYjHa7XZkMpnodrv7+DYs5WgwGAz2PQgAAAAAFjdciVWr1aJYLE7823hQNS6VSsXTp09Hj6cFV+l0enT/48eP0e/3px7rdpx0fn4e7969i/fv30+EcofGijAAAACAB2RWCHY7uCoWi3F1dRWDwSB6vV50Op3R7XZglcvlJv691+vFYDCITqcTlUpl5phqtVrkcrk4PT3d22maixCEAQAAADwQ9Xo9yuVylEqlOyHYbY1GI2q12tortNLpdJRKpbi8vBx9bdpKsUajEdlsNl69enXvSrJ9E4QBAAAAPADNZjPOz88jm83eu0Lr48ePEfF5dVc+n99o/7lcLnK53Mw2jUYj+v1+vHr1aqN9b4ogDAAAAODA9fv9+O677yIi5p6mGPF5z65tGB53GLjdlk6nRxvoH+LVJAVhAAAAAAeuUChEv9+PbDY7c1XW8JTEeSu3VrXIcYcBWLVajVartZVxrEoQBgAAAHDAms3mKFD6/vvvZ7ZNp9NRq9UilUptZSypVCpqtdrE1SenjWEYmG1rZdqqBGEAAAAAB+zi4mJ0f96+X6lUau4m+usqFotzg7azs7OIiOh2u1Gv17c6nmUIwgAAAADGFAqFODk5iaOjo6m309PT6Ha7EfF5xdO0tplMZiNXTmy1WtFutyMi1r764y6Nn0K5yJ5muyIIAwAAABjTaDSi1+tNXVlVqVTi6uoq0ul0RETUarV4//796N+z2Wz0er3odDobOT2xVquN7m9r369tGA/tut1uNJvNPY7mjwRhAAAAAFPUarU74VOn07nT7sOHDxHxOai6urra6P5c4wHS119/vbHj7sL49+7y8nKPI/kjQRgAAADAPRqNxsTjer0+ccpjv9+PcrkcqVTqTtt1DU+JHBquQnsoxleFvXv3bo8j+SNBGAAAAMA9hldJHPfdd99N3O/3+9FoNDZ+pcbhlSKHHloQ9uWXX47u9/v90b5q+yQIAwAAAJihWCxOnObXbDaj1WpFvV6PZrN559835ccff5x4vOmgbdtuB3e3V7jtw6/2PQAAAACAQ1er1SKTyYweFwqFiPgc9txeMbYpm7jq5D7dDu4+fvy4n4GMsSIMAAAAYI50Oh2VSmX0uN/vj06J3JZDCI426RCCPUEYAAAAwAJKpdLEBvDbNh4cPbTTIiMinj59OvH4d7/73Z5G8keCMAAAAIAF3V4BNjxFctsOYTXVYyAIAwAAAFjQ7f3Aut1ulMvlrfT1EFeBjbt9auf4VST3RRAGAAAAsIB2ux3VajXy+fzE16vV6lauiHj7qosP3SEEe4IwAAAAgAUUCoVIpVLx9u3bOyvDtnGK5O09th7a6ZG3x3sIwZ4gDAAAAGCO8/Pz6Ha78fbt20ilUlEsFic2zu92u1GtVjfa59nZ2cTjh3YVyW63O/H45cuXexrJHwnCAAAAAGZotVpRr9cjl8tNnBZ5e+P8crl8J/xZRy6Xm3i8yWPvwvhVItPptFMjAQAAAA7d8LTH28FXOp2OSqUyte0mpFKpidMJLy8vN3bsaTa94mw8uLsd6u2LIAwAAADgHoVCIfr9ftRqtakrmkql0kRYNdxQf1PGV6C1Wq2NHTfi7h5em96DbHy829hDbRVHg8FgsO9BAAAAAByaZrMZhUIh0ul0dDqde9u12+04PT2d+NrV1dXEHmKr6vf7cXJyMnq8qRin2+1GJpO58/Ver7eRUxjHxz3v+7dLVoQBAAAA3NJqtUarmMZXZU0z7WqIr169ina7vfY4UqlUlEqliXGtq91u37tCq1AobGTc7969G90vl8trH29TrAgDAAAA+FfdbndqGJTL5aLRaNxZLVWtVqNWq927kX02m41GozE1LFvU+OqqUql0Z1+yRZ2eni4Vcq2zkmvY1yGtBosQhAEAAAAcvHq9Hufn55FKpaLX6+17ODONn3a5qVNEN8WpkQAAAAAHrlgsRj6fj36/H/V6fd/Dmen8/DwiPq9eO6QQLMKKMAAAAIAHI5PJxMePH+Onn37ayKb2m9ZqteLs7Cyy2WxcXV3tezh3CMIAAAAAHojhaYf5fD4ajca+hzOh3+/HV199FU+fPo2rq6uDDOqcGgkAAADwQKTT6bi6uopmszk6BfEQ9Pv9OD09PegQLEIQBgAAAPCgDE87fPfu3UGEYcMQbBjSHWoIFiEIAwAAAHhwhmHYhw8f4uzsLPr9/l7G0W6346uvvorz8/O4vLw86BAsIuJX+x4AAAAAAMsbrsCqVqvx8ePHvYRQ3W433r9/f3BXh7yPzfIBAAAASASnRgIAAACQCIIwAAAAABJBEAYAAABAIgjCAAAAAEgEQRgAAAAAiSAIAwAAACARBGEAAAAAJIIgDAAAAIBEEIQBAAAAkAiCMAAAAAASQRAGAAAAQCIIwgAAAABIBEEYAAAAAIkgCAMAAAAgEQRhAAAAACSCIAwAAACARBCEAQAAAJAIgjAAAAAAEkEQBgAAAEAiCMIAAAAASARBGAAAAACJIAgDAAAAIBEEYQAAAAAkgiAMAAAAgEQQhAEAAACQCIIwAAAAABJBEAYAAABAIgjCAAAAAEgEQRgAAAAAiSAIAwAAACARBGEAAAAAJML/D9y9AZq3hw0NAAAAAElFTkSuQmCC", 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", 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" ] @@ -274,12 +285,12 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -289,7 +300,7 @@ } ], "source": [ - "bins = np.linspace(-1.0, 1.0, 50)\n", + "bins = np.linspace(-1.0, 1.0, 51)\n", "sns.regplot(\n", " x=ak.to_numpy(sel_array[\"dSlope_xEndT\"]),\n", " y=ak.to_numpy(sel_array[\"z_mag_xEndT\"]),\n", @@ -298,19 +309,23 @@ " x_estimator=np.mean,\n", ")\n", "plt.xlabel(\"$\\Delta t_x$\")\n", - "plt.ylabel(\"$z_{Mag}$ [mm]\")\n", + "plt.ylabel(r\"$z_{\\mathrm{Mag}}$ [mm]\")\n", "mplhep.lhcb.text(\"Simulation\")\n", - "plt.show()" + "# plt.show()\n", + "plt.savefig(\n", + " \"/work/cetin/LHCb/reco_tuner/parameterisations/plots/magnet_kink_deltatx_dist.pdf\",\n", + " format=\"PDF\",\n", + ")" ] }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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", 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" ] @@ -343,17 +358,17 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "intercept= 5303.132333467949\n", - "coef= {'ideal_state_770_tx': -13.441950438394027, 'dSlope_xEndT': -4.369407701653064, 'dSlope_xEndT_abs': 230.37763264120008, 'x_EndT_abs': 0.026704166547390083, 'ideal_state_770_ty': -14.30702118941663, 'ideal_state_770_tx^2': 77928.66766333766, 'ideal_state_770_tx dSlope_xEndT': 69687.8060631645, 'ideal_state_770_tx dSlope_xEndT_abs': -86.35194840522867, 'ideal_state_770_tx x_EndT_abs': 0.00970580581706756, 'ideal_state_770_tx ideal_state_770_ty': -180.61816411073835, 'dSlope_xEndT^2': 7579.721527263535, 'dSlope_xEndT dSlope_xEndT_abs': -49.35311026671389, 'dSlope_xEndT x_EndT_abs': 0.015857700483615466, 'dSlope_xEndT ideal_state_770_ty': -35.74149120660231, 'dSlope_xEndT_abs^2': 7579.723402132595, 'dSlope_xEndT_abs x_EndT_abs': -0.22195273681292957, 'dSlope_xEndT_abs ideal_state_770_ty': 1.9491174288661794, 'x_EndT_abs^2': -0.0009034030507007965, 'x_EndT_abs ideal_state_770_ty': 0.0034286491846703187, 'ideal_state_770_ty^2': -2489.6827607187365, 'ideal_state_770_tx^3': 2357.797471515544, 'ideal_state_770_tx^2 dSlope_xEndT': 1960.401925113787, 'ideal_state_770_tx^2 dSlope_xEndT_abs': -20252.830218161023, 'ideal_state_770_tx^2 x_EndT_abs': -13.500325039413802, 'ideal_state_770_tx^2 ideal_state_770_ty': -766.130872351457, 'ideal_state_770_tx dSlope_xEndT dSlope_xEndT_abs': -19474.231043469852, 'ideal_state_770_tx dSlope_xEndT x_EndT_abs': -11.598943144027315, 'ideal_state_770_tx dSlope_xEndT ideal_state_770_ty': -626.8199943500564, 'ideal_state_770_tx dSlope_xEndT_abs^2': 573.5326109010182, 'ideal_state_770_tx dSlope_xEndT_abs x_EndT_abs': 0.001095488438740151, 'ideal_state_770_tx dSlope_xEndT_abs ideal_state_770_ty': 330.5306955155975, 'ideal_state_770_tx x_EndT_abs^2': -3.111920124211576e-05, 'ideal_state_770_tx x_EndT_abs ideal_state_770_ty': 0.06268520395759442, 'ideal_state_770_tx ideal_state_770_ty^2': 95.20495106050294, 'dSlope_xEndT^3': 42.93032905404232, 'dSlope_xEndT^2 dSlope_xEndT_abs': -4365.747480960424, 'dSlope_xEndT^2 x_EndT_abs': -1.2192562284269424, 'dSlope_xEndT^2 ideal_state_770_ty': -134.19763413582538, 'dSlope_xEndT dSlope_xEndT_abs^2': 42.930335617557944, 'dSlope_xEndT dSlope_xEndT_abs x_EndT_abs': -0.023890507178523725, 'dSlope_xEndT dSlope_xEndT_abs ideal_state_770_ty': 106.84806568209468, 'dSlope_xEndT x_EndT_abs ideal_state_770_ty': -0.009451904933143932, 'dSlope_xEndT ideal_state_770_ty^2': -8.505381537855747, 'dSlope_xEndT_abs^2 x_EndT_abs': -1.2193799254865163, 'dSlope_xEndT_abs x_EndT_abs^2': 0.0002552425918335738, 'dSlope_xEndT_abs x_EndT_abs ideal_state_770_ty': 0.01563137413267504, 'dSlope_xEndT_abs ideal_state_770_ty^2': 2033.0314554223403, 'x_EndT_abs^3': 1.5428826370868625e-07, 'x_EndT_abs^2 ideal_state_770_ty': 6.223748596200707e-06, 'x_EndT_abs ideal_state_770_ty^2': 0.5895518247828866}\n", - "r2 score= 0.8237497474212265\n", - "RMSE = 34.7702514276615\n" + "intercept= 5308.689740859701\n", + "coef= {'dSlope_xEndT_abs': 94.8390840129271, 'x_EndT_abs': 0.03952176022974936, 'ideal_state_770_tx^2': 70418.55504271125, 'ideal_state_770_tx dSlope_xEndT': 62087.4827671762, 'dSlope_xEndT^2': 13580.830615214854, 'x_EndT_abs^2': -0.000842287765099925, 'ideal_state_770_ty^2': -2237.8985443626666, 'ideal_state_770_tx^2 x_EndT_abs': -16.447718852307414, 'ideal_state_770_tx dSlope_xEndT x_EndT_abs': -13.929546692369508, 'dSlope_xEndT^2 x_EndT_abs': -3.2033475757333143, 'dSlope_xEndT_abs ideal_state_770_ty^2': 3364.6401097763382, 'x_EndT_abs^3': 1.936634587279551e-07}\n", + "r2 score= 0.8153420697863665\n", + "RMSE = 37.11860171392724\n" ] } ], @@ -370,12 +385,7 @@ " \"dSlope_xEndT\",\n", " \"dSlope_xEndT_abs\",\n", " \"x_EndT_abs\",\n", - " # \"dSlope_yEndT\",\n", - " # \"dSlope_yEndT_abs\",\n", " \"ideal_state_770_ty\",\n", - " # \"ideal_state_9410_ty\",\n", - " # \"ideal_state_770_x\",\n", - " # \"x_EndVelo_abs\",\n", "]\n", "\n", "target_feat = \"z_mag_xEndT\"\n", @@ -383,76 +393,47 @@ "\n", "data = np.column_stack([ak.to_numpy(sel_array[feat]) for feat in features])\n", "target = ak.to_numpy(sel_array[target_feat])\n", - "X_train, X_test, y_train, y_test = train_test_split(data,\n", - " target,\n", - " test_size=0.2,\n", - " random_state=42)\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " data, target, test_size=0.2, random_state=42\n", + ")\n", "\n", - "poly = PolynomialFeatures(degree=order, include_bias=False)\n", + "poly = PolynomialFeatures(degree=order, include_bias=True)\n", "X_train_model = poly.fit_transform(X_train)\n", "X_test_model = poly.fit_transform(X_test)\n", "\n", "poly_features = poly.get_feature_names_out(input_features=features)\n", "\n", + "# keep = [\n", + "# \"ideal_state_770_tx^2\",\n", + "# \"dSlope_xEndT^2\",\n", + "# \"dSlope_xEndT_abs\",\n", + "# \"x_EndT_abs\",\n", + "# ]\n", + "\n", "keep = [\n", - " \"ideal_state_770_tx\",\n", - " \"dSlope_xEndT\",\n", + " # \"ideal_state_770_tx\",\n", + " # \"dSlope_xEndT\",\n", + " # \"ideal_state_770_ty\", # no\n", + " # \"ideal_state_770_tx x_EndT_abs\", # maybe no\n", + " # \"ideal_state_770_tx ideal_state_770_ty\", # dont keep\n", + " # \"dSlope_xEndT_abs x_EndT_abs\", # dont keep\n", + " # \"ideal_state_770_tx^2 dSlope_xEndT_abs\", # dont keep\n", + " # \"ideal_state_770_tx dSlope_xEndT dSlope_xEndT_abs\", # dont keep\n", + " # \"dSlope_xEndT^2 dSlope_xEndT_abs\", # no\n", " \"dSlope_xEndT_abs\", # keep\n", " \"x_EndT_abs\", # keep\n", - " \"ideal_state_770_ty\",\n", - " \"ideal_state_770_tx^2\",\n", - " \"ideal_state_770_tx dSlope_xEndT\",\n", - " \"ideal_state_770_tx dSlope_xEndT_abs\",\n", - " \"ideal_state_770_tx x_EndT_abs\",\n", - " \"ideal_state_770_tx ideal_state_770_ty\",\n", + " \"ideal_state_770_tx^2\", # do keep\n", + " \"ideal_state_770_tx dSlope_xEndT\", # do keep\n", " \"dSlope_xEndT^2\", # keep\n", - " \"dSlope_xEndT dSlope_xEndT_abs\",\n", - " \"dSlope_xEndT x_EndT_abs\",\n", - " \"dSlope_xEndT ideal_state_770_ty\",\n", - " \"dSlope_xEndT_abs^2\",\n", - " \"dSlope_xEndT_abs x_EndT_abs\",\n", - " \"dSlope_xEndT_abs ideal_state_770_ty\",\n", - " \"x_EndT_abs^2\",\n", - " \"x_EndT_abs ideal_state_770_ty\",\n", + " \"x_EndT_abs^2\", # do keep\n", " \"ideal_state_770_ty^2\", # keep\n", - " \"ideal_state_770_tx^3\",\n", - " \"ideal_state_770_tx^2 dSlope_xEndT\",\n", - " \"ideal_state_770_tx^2 dSlope_xEndT_abs\",\n", - " \"ideal_state_770_tx^2 x_EndT_abs\",\n", - " \"ideal_state_770_tx^2 ideal_state_770_ty\",\n", - " \"ideal_state_770_tx dSlope_xEndT dSlope_xEndT_abs\",\n", - " \"ideal_state_770_tx dSlope_xEndT x_EndT_abs\",\n", - " \"ideal_state_770_tx dSlope_xEndT ideal_state_770_ty\",\n", - " \"ideal_state_770_tx dSlope_xEndT_abs^2\",\n", - " \"ideal_state_770_tx dSlope_xEndT_abs x_EndT_abs\",\n", - " \"ideal_state_770_tx dSlope_xEndT_abs ideal_state_770_ty\",\n", - " \"ideal_state_770_tx x_EndT_abs^2\",\n", - " \"ideal_state_770_tx x_EndT_abs ideal_state_770_ty\",\n", - " \"ideal_state_770_tx ideal_state_770_ty^2\",\n", - " \"dSlope_xEndT^3\",\n", - " \"dSlope_xEndT^2 dSlope_xEndT_abs\",\n", - " \"dSlope_xEndT^2 x_EndT_abs\",\n", - " \"dSlope_xEndT^2 ideal_state_770_ty\",\n", - " \"dSlope_xEndT dSlope_xEndT_abs^2\",\n", - " \"dSlope_xEndT dSlope_xEndT_abs x_EndT_abs\",\n", - " \"dSlope_xEndT dSlope_xEndT_abs ideal_state_770_ty\",\n", - " \"dSlope_xEndT x_EndT_abs ideal_state_770_ty\",\n", - " \"dSlope_xEndT ideal_state_770_ty^2\",\n", - " \"dSlope_xEndT_abs^2 x_EndT_abs\",\n", - " \"dSlope_xEndT_abs x_EndT_abs^2\",\n", - " \"dSlope_xEndT_abs x_EndT_abs ideal_state_770_ty\",\n", - " \"dSlope_xEndT_abs ideal_state_770_ty^2\",\n", - " \"x_EndT_abs^3\",\n", - " \"x_EndT_abs^2 ideal_state_770_ty\",\n", - " \"x_EndT_abs ideal_state_770_ty^2\",\n", + " \"ideal_state_770_tx^2 x_EndT_abs\", # do keep\n", + " \"ideal_state_770_tx dSlope_xEndT x_EndT_abs\", # do keep\n", + " \"dSlope_xEndT^2 x_EndT_abs\", # do keep\n", + " \"dSlope_xEndT_abs ideal_state_770_ty^2\", # maybe keep\n", + " \"x_EndT_abs^3\", # do keep\n", "]\n", "\n", - "# keep = [\n", - "# \"ideal_state_770_tx^2\",\n", - "# \"dSlope_xEndT^2\",\n", - "# \"dSlope_xEndT_abs\",\n", - "# \"x_EndT_abs\",\n", - "# ]\n", "remove = [i for i, f in enumerate(poly_features) if f not in keep]\n", "\n", "X_train_model = np.delete(X_train_model, remove, axis=1)\n", @@ -461,9 +442,9 @@ "# print(poly_features)\n", "\n", "lin_reg = LinearRegression()\n", - "# lin_reg = Lasso(alpha=0.1)\n", - "# lin_reg = LassoCV(max_iter=2000)\n", - "# lin_reg = ElasticNet(alpha=0.1)\n", + "# lin_reg = Lasso(alpha=0.00001)\n", + "# lin_reg = LassoCV()\n", + "# lin_reg = ElasticNet(alpha=0.0001)\n", "# lin_reg = Ridge(alpha=0)\n", "lin_reg.fit(X_train_model, y_train)\n", "y_pred_test = lin_reg.predict(X_test_model)\n", @@ -475,19 +456,16 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['ideal_state_770_tx x_EndT_abs^2',\n", - " 'dSlope_xEndT x_EndT_abs^2',\n", - " 'x_EndT_abs^3',\n", - " 'x_EndT_abs^2 ideal_state_770_ty']" + "['x_EndT_abs^3']" ] }, - "execution_count": 77, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -504,9 +482,31 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "['dSlope_xEndT_abs',\n", + " 'x_EndT_abs',\n", + " 'ideal_state_770_tx^2',\n", + " 'ideal_state_770_tx dSlope_xEndT',\n", + " 'dSlope_xEndT^2',\n", + " 'x_EndT_abs^2',\n", + " 'ideal_state_770_ty^2',\n", + " 'ideal_state_770_tx^2 x_EndT_abs',\n", + " 'ideal_state_770_tx dSlope_xEndT x_EndT_abs',\n", + " 'dSlope_xEndT^2 x_EndT_abs',\n", + " 'dSlope_xEndT_abs ideal_state_770_ty^2',\n", + " 'x_EndT_abs^3']" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "ls_koeffs = []\n", "for itr in koeffs.items():\n", @@ -523,12 +523,12 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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AOL3i8bgqlYqk5i2l2rW+vi7XdZVIJPT555/3o0TPnNoQ7ChbW1vDLkGSDm2qf+XKlbauawy21tbW+j4nAAAAAAA4vdbX11UqlRQIBOrbSU1MTCgSibQ9h2EYun37tlzXVTKZ7GO1vTtTIZhfTkFs3LdLau7GauXguMbgqx9zAgAAAACA06t24F+tk6tSqWh7e/vIgwdb+fDDDyVJlUpFn376aV9q9cKZCsGO21B/0F68eNH0vN29xc6fP9/0vLbnWb/mBAAAAAAAp1etCyyfz+vhw4ddbyfV2GDz7Nkzr8rz3JkIwXZ3d3Xz5k05jjPsUiQdDuO67dqqrdnt15wAAAAAAOD0chxHpmnqxo0bPc3TeIqkn1eYDe10yM3NTc3Pz8u2bSWTSd25c+fQmNnZWW1ubvZ0n1rw5bpux5u79YtXHWmNoV4/5gQAAAAAAKeXYRhtH6zXSi34cl3XN6vwjjK0TrB4PK5yuaxqtapMJqOnT58eGhMOh1WtVnt61DZ285Nug6aDSxwbk9Z+zAkAAAAAwCDVGmWCwaACgYAmJycVDoeVTCZ7Cley2ayi0agmJycVCAQUDAYVj8cP7a99GudsxTRNT5ph7t69W/+43e2ZhmFoIZhlWU2dWUe9mW/evCnpt0d0dnpUZzfXjJJ+dG15Pefe3p4uXrzY8+PBgwee1gUAAAAA8JdsNqtgMKh8Pl/PCBzHkWVZyufzCgaDymazHc1ZKpU0OTmpdDotSSoUCqpUKspkMrIsS9FoVNFotKO/hUdlznbMzc31vDf4/fv3mzKedrdnGoahLYdcWFjQyspK/XksFjs0ZmZmRoZhaGdnR67ryjAMTU1NtZ0qOo6j7e1t3y3xMwzDk5oafw79mNMrb9686XmO3d1dDyoBAAAAAPhRNBpVqVSSYRiKRCIyTVO2bcuyrKammXQ6LdM0j8wQDiqVSopGo5KkRCJRPwlRUn2OcDisUqmkcDiscrl84t/EozJnu5aXl3X//n198skn+sEPftDV9dlsVoFAoL4N1fXr1z2prR+GFoLlcjlFo1FtbGwomUzqnXfeOXLcwsKCPv74Y1mWpcuXL3d9v3Q6rY8//rjr6700NTXlSWA1NTXV1zm9cuHChZ7nGB8f96ASAAAAAIDfpNNplUolZTIZpVKpQ1/PZrP1Dilpf3ulk7Y9chxH8Xhc0n6Q1BgsNSoUCgoGg7JtW/F4XMViceTn7IRhGLp9+7ZSqZTevn2rpaWlE//+3t3d1erqqjKZjGzbPrQHeyKR8KS2fhhaCCbtd3+dlN5++OGHevr0aU8BmCRlMpmmzrNh6jaxPRhyHewE83pOL4yNjen169eezgkAAAAAOB1s21Y2m1WxWFQkEjlyTCqVUqVSUT6fr3/OsqyWG7rH4/H637uNAdpBtU6rtbU1lUol5fP5Y0OcUZmzU7Ull/fu3VMmk1E0Gq2/FuVyWVNTU9re3lalUlGpVGraBF9SUwD28OFDXzexDG1PsHbNzMxoYmLCk7n8si51dna26Xm7HVwHN60PBoN9nRMAAAAAgH5Kp9PKZDLHBmA1mUym6XmrjeJt2276+vz8fMu5G5fvHRdEjcqc3SoWi1pYWJDruioWi0qn0woEAsrn84rH40omk8pms7Isq34AYW0P9trzXC6nhYUFT+vymu9DMElaX1/3ZB6/dIKFw+Gm5+2ecFGpVJqeN/4j0Y85AQAAAADoJ8dxjlwCeZBhGE2NLa1WMTUGZpFI5MQVT40r1BzH0dra2sjO2YtcLqeNjQ1dvXq1Hmw1PmpqnV+1z0ciEVUqFd8HYNIIhGC7u7uedYLNzMx4Mk+vDnZttRtYNXZ3HfwHoB9zAgAAAADQT53sbdW4kung38CNGpdNtloy2ajxb+HHjx+P7Jy9CoVCKhaLqlQqyuVyisViCoVCMk1TExMTmp6e1szMjGKxmHK5nKrVqp49e6bp6WnPa+mHoe4J1o5wOKxf/epXwy7DU6FQqOk0xxcvXrR1skXjsaUHf+H7MScAAAAAAH7gOE79791IJHJsaFTbr6rmypUrbc0fCoXqzSQHO6xGZU4vTU9Pa2FhYSS6uzrh+06wSqWi73//+8Muw3ONa30PvvmP0zjuqPW//ZgTAAAAAIBhW11dlbTfCVUoFI4dd3CvsHZXOx0c1/i38qjMiZP5PgST9telnj9/Xh999JF2d3eHXY4nkslk/eNWG/odNcY0zSP37urHnAAAAAAADJPjOEomk/Wleq32znrx4kXT85P22ao5f/580/PGVVOjMqeXtra29OjRI926dUvXr1/X9evXdevWLX388cd69epVX+45CCMRgrmuq2q1qnv37mlyclLf+ta39Nlnnw27rLZPYDxKKBRqCp1OamNsTLqP69jqx5wAAAAAAAyLbdsKh8MyDEPr6+sndkwd3B+72w6rxkPkRmVOLzx69EiXLl1SMBhUMplUPp/X2tqa1tbWlM/nlU6nFQ6Hde7cOX3/+9/X1taWp/fvt5EIwSzL0t7enp49e6YPPvhAz549UywWq3eHDeuHfvBN22kolsvl6h/fvXv32HGO49Q3zItEIkokEgOdEwAAAACAQVtbW1MwGJRt23IcR5OTk8pmsy2vafeQuJM0/n0/KnP2YmtrS5cuXVIymVSlUjnyVMia2udzuZyCwaA++eQTT2oYBN+HYKFQSJcvX5a0H9YUCgXt7e3pxz/+sUKhkO7du6dgMKgrV67o008/HVhdjuMc6p7q9GSGxrXMlmUd+8s8Nzcnab89stXa537NCQAAAAA4XR48eKCLFy/2/Njb2/O0LsdxlM1mFQwGFY/HD309nU4f+fnG67txcDli40mUozJnt16+fKlwOFwPvwKBQP0hqSkQawzFas9TqZS+9a1v9VzHIPg+BDtufWsikagf23n37l1Vq1UtLCzUW/K++OILz2txHEfxeFzRaFSTk5OHklvLshQIBBSNRhWPx9vaoC4Wi9XXNNd+mS3LkuM4KpVKCofDsixLoVBIm5ubba0T7secAAAAAIDTY3d3V2/evOn54bVSqaRKpaJIJHLsvtVra2sndoT1yqsOq1GYMx6Pq1qt1oOvWrg1PT2tRCKhTCajXC6nYrGocrmsQqGgTCajRCIhwzDkuq6KxeJIBGFfG3YBvZqenlYqlVIqlZJlWcrlcnr48KFyuZxM09TNmze1sLCg8fHxnu/Vr66pSCSiarWqbDarx48fa25uTo7jyDAMzc7OqlAoKBaLDX1OAAAAAMDpMD4+rgsXLvQ8j9dBWCwWO/S3am0vqsbAJ51O10OYRoZheBIMNc47KnN2Y2VlRbZtN3V9RSIRZTIZzczMHHlN4+cfPnyotbU13b17V8ViUZ988ol+8IMf9FRTP/m+E6wToVBIuVxOe3t7unfvniqVilKplCYnJ/Xhhx/q888/H3aJLaVSKZXLZVWr1fphAMVisaewqh9zAgAAAABG2+Liol6/ft3zY2ys/7FCIpFQuVw+FPjU9rluNDU15ck9G+cZlTm7UdtXvLbMMZfL6dmzZ8cGYEeJxWIql8u6evWqUqmUdnd3e6qpn05VCCZJT58+1fvvv6+lpaWmNr5CoaBIJKL3339/2CUCAAAAAIAOmKap9fX1ps+9ePHi0LhuO6MOdmUd7NoahTm7UesCCwQCSqVSWlhY6HquQqFQz1/86lSEYFtbW1peXtb58+cVj8dVKpXqKWZjS9/CwoIePnw4zFIBAAAAAEAXQqFQ06qmo05YnJ2dbXre7pLDgxvMB4PBkZuzG47j1POT5eXlnuYyDEOJREKrq6s9zdNPvg/Bnj592vJrV65cUTAYVDabrS/5q3FdVzMzM/Ulkg8fPtT09PQgygYAAAAAAB67fv16/eOjgqNwONz0/Kig7CiVSqXpeeOm/KMyZzdCoZCk/U47L/ZSDwaDbX8vw+D7ECydTjc9f/XqlW7duqVz584pHo+rXC4f2fVVW5O6sbHRUzsf0OhvXw67AgAAAAA4u2qhjXT0UsCDHVbtBjKNgZphGDJNc+Tm7Mbc3Jykwx1mvfBzCOb70yErlYq+//3vy3VdlUql+g+zMfiq7ftlmqaSyaQSiYQmJiaGWTZGUDsB11+sSefGpD9rf49AAGhp/mc/7en61W9/16NKAAAARsvBIEnaD8kaT1588eJFWwfDbWxsHDvvqMzZjY8++kj379+X4zja2trSO++809N8lUql533K+sn3nWDS/ukE+XxelUrl2K6vYrGoL7/8Urdv3yYAQ8d2fiN9/2ftjb35d9Lub/paDgAAAADgCI1dRtFo9Mgx8/Pz9Y8ty2pr3sZxB1ekjdKcnZqYmNDq6qpc19XS0lLP862urnp28mU/jEQIJu2HXbUTC1zX1cTEhDKZjKrVqlZXV+stfEA3/saS/vXf2xv7L/8m/aS9f58AAAAAAB6qhUCGYRzbOZVMJusfl0qlE+dsHGOa5pH7bI3KnN2IxWLK5XJ69uyZvv/973c9z9LSkhzHaVqy6je+Xw7ZyHVdhUIhLS8v69q1a8MuB6fI3/9jZ+P/4R+l/+f/7k8tAAAAAICj3b17V5K0srJy7JhQKKRIJFIPjdbW1louNSwUCvWPj+uuGpU5a27evKlyudxyzEFTU1PK5XLK5XIdB1mO48i2bQUCgWM79Pwg4DYep+hDY2P7zWqRSESZTEYzM2zGNArOnTunvb09jY2N6auvvhp2OSf64/+v9OJ1B+MvSv/v/6d/9QCjotf9rNA79gQDAMA7X+1JX/vL1mP+46/39wn24/XD0OvfftlsVo8fP1YkEtHy8nLL/aTS6bSy2axSqZQymUzLeW3bVjAYlLQfNh0XCDmOo8nJSUn7uUOxWBz5OaX9rqxsNltfTXeSxi2nehEIBFStVj05abIffPSrc7x8Pq9nz54RgKFvJn+vv+MBAAAAAM0cx1E6nZZlWcpms5qcnDy2wykejyubzSqTyZwYgEn7ywVrnVO1+Y9S21rJMIymTqtRnlNqXmpZ21qq1aOTsa0eiUTCtwGYNAIhWCgU0o0bN4ZdBrq0t7enixcvtnw8ePBg2GXqT/+os/F/0uF4AAAAAEAzwzBkmmbT52phWDweVzqdVjQarXdAVSoVpVKptuevHaJnGIbS6bTi8bgsy5LjOCqVSgqHw7IsS6FQSJubm22dajgqc05PT9d/tq7rDuQxMzPTVkA5TL4PwdbX1zu+Znl5Wb/+9a/7UA268ebNm5aP3d3dYZeo/xqS/vN/am/s7/+O9OdHLI923f325VYPfy8+BgAAAIDBKpfLSqVSCoVCTeGOZVmybVvxeFybm5sqFAqHArN2RCIRVatVZTIZ2batubm5esg2NTWlQqGgcrncVrA0anPWusdKpZL29vb6/tjY2PB1F5g0AnuCHfT06VMVi0VtbGxoeXlZH3zwwaExa2trSiQSeu+995TJZPT1r399CJWebbV14ZJ04cKFlmMXFxe1uLg4iLJa+klZ+ou1k8f9/+alPztiZe4ort8HesWeYMPHnmAAAHhn2Ht6jeLfFKO2H/RZsr6+rqWlJb148WLYpfjGyJwO+fHHH+vu3btyHKf+ue3t7SPHxmIxRSIRzc3NyTRNra2t6Tvf+c6AKkWjsbExvX7dwY7zQ/RnMyeHYD+JHR2AAQAAAADgJ3Nzc5qenh7oPbe2tvTOO+8M9J6d8FF+fLSdnR1dunRJ6XRa1Wq1vtb0JIZhqFwu6/Lly4rFYvr0008HUC1Ou+8SgAEAAAAARsTq6upA79e4Ib8f+T4Ei8fjqlQqknTo1IJ2rK+vy3VdJRIJff755/0oEQAAAAAA4Mzb2NgYdgkt+Xo55Pr6ukqlkgKBQL37yzAMzc7Otr1hvmEYun37tu7fv69kMql/+qd/6mfJAAAAAAAAI21ra6tpO6qT2LatXC7X0TXD4OsQLJfLSVK9kyudTtfXs46Ntd/E9uGHH+r+/fuqVCr69NNP9b3vfa8v9QIAAAAAAIyara0tZTIZlUol2bbd1Ryu63a8em/QfB2C1brAcrmcbty40fU8jceoPnv2jBAMAAAAAABA0vLysrLZrCS1tQf7KPP1nmCO48g0zZ4CMKn5FEnLsnotCwAAAAAAYOQ9efJEmUymHn75vZOrV77uBDMMQ6FQqOd5asGX67pdt/UBAAAAAACcJnfv3pWk+l7spmkqFArVV9SdP3/+xDnevn0rx3G0urqqnZ2dvtbbK1+HYKZperKpWu1FlfaDNQAAAAAAgLPOsqx691exWNTc3FzXc6VSKV26dMmr0vrC18sh5+bmej5e8/79+00vauP+YAAAAAAAAGdVrVEolUr1FIBJ+3lL7TBDv/J1CLa8vKxqtapPPvmk6+uXlpbqbX2BQEDXr1/3uEoAAAAAAIDRU2sUunLliifz5XI5T+bpF1+HYIZh6Pbt20qlUvroo4+0u7t74jW7u7t69OiRLl26pGw2e+hkg0Qi0a9yAQAAAAAARkat+6vxQEEv5vMrX+8JJkmZTEaWZenevXvKZDKKRqOKRCKSpHK5rKmpKW1vb6tSqahUKjVtgi81n2zw8OFDjY+PD/6bAACfmv/ZT4ddAgAAAIAh+eijj+rbSHnh0aNHunHjhidz9YOvO8FqisWiFhYW5LquisWi0um0AoGA8vm84vG4ksmkstmsLMuS67r1pY+1ZZCu6yqXy2lhYWHY3woAAAAAAIAvTExM6N69e3r8+LH++Z//uef5WA7pkVwup42NDV29erUebDU+amqdX7XPRyIRVSoVAjAAAAAAAIADUqmUQqGQ4vF4T/Nsbm561lHWL75fDtkoFAqpWCxqc3NTpVJJxWJRtm3LcRxtb29rampKhmHINE1Fo1HNz89rYmJi2GUDAAAAAAD4VrFY1OzsrC5duqR0Oq2pqam2rtve3pbjOKpUKlpdXe1zlb0bqRCsZnp6WgsLC3R3AQAAAADQJw8ePNCDBw9ajtnb2xtQNein58+fS5IqlYqSyWRXc9S2pvKzkQzBAAAAAABAf+3u7urNmzfDLgN9duvWLeXzeUmq763eKb+HXzUjFYJtbW3Vlz6apqmpqSlOewQAAAAAoA/Gx8d14cKFlmMIyUbbyspKfTP7bgMwSV1fN2i+DsG2tra0tramx48ft9xcLRaL1fcAIxQDAAAAAKB3i4uLWlxcbDnm3LlzLIkcYQcDsEgkomg0KsMwOt4X7OHDh9ra2upjtb3zZQi2u7urdDpdb8c7KVFcW1vT2tqaksmkstmsfvCDHwyiTAAAAAAAgJFlWZYCgYAMw9DGxoamp6e7nmthYUHnz5/3sDrvjQ27gIOeP3+u6elp5fN5ua5bD8ACgcCxj9o413WVSqX0h3/4h/riiy+G/J0AAAAAAAD4l2EYkqTl5eWeArDaXDMzMx5U1T++CsGePHmiaDSqarVaP1Wg9pDUFHY1Pg4GYtvb2wqFQvrss8+G/B0BAAAAAAD4UzgcliSZpunJfCsrK57M0y++WQ758uVLxeNxSc2nCtQ6wUzTlGEYMk1TpmnKcRzZtq3t7W3Zti3HcZqudV1XsVhMpVJJ3/zmNwf7zaBub29PFy9ebDmmnXXmAAAAAADAW8lkUuvr67Jt25P5/N4J5osQbGdn51AA5rquTNNUMplULBY7sS1vfX1dq6ur9dSx1hUWj8dl2zYb5g/RSaeF7O7uDqgSAAAAAABQE4vFNDMzo8ePH+uHP/xhz/M9ffpUH3zwgQeV9YcvlkOm02nZtt20v1cmk9GXX36p27dvt7UudW5uTrlcTtvb25qbm6svk6xWq0okEgP4LnCcCxcutHwQUAIAAAAAMByFQkHlctmTLaXu3r3rQUX9M/ROsJ2dHeXz+XoHmGmaKhaLXW/IZhiGisWi8vm8bt68KWn/Bc3n84QtQzA2NqbXr18PuwwAAAAAAHAE0zT18OFD3bhxQ9/5zne6nmdnZ0eWZXlYmfeGHoLl8/n6x4ZhyLIsT8KqRCKhSqWi+/fvS5Lu3bunO3fu9DwvAAAAAADAafD06VNJ0h/+4R9qcnJSly5dUiwW63gex3G0urrqdXmeG3oIlsvl6h+Xy2VPu7UymYwsy9L6+rpyuRwhGAAAAAAAwP9x584dvXz5sv7cdV1ls9mu5qptS+VnQ90TbGdnp74X2L179/TOO+94fo9ayOY4jra2tjyfHwAAAAAAYBTNz8/X92aX5PsQq1dDDcFKpZKk/WWQt2/f7ss9TNPU3Nxc0/0AAAAAAADOumQyKUlNBxV2+xgFQ10OWSwWFQgE+n56YzKZ1Pr6uorFom7cuNHXewEAAAAAAIyCiYkJhUIhvXz5UplMRqFQSFNTUx3PY9u27ty5o1evXnlfpIeGGoLZti1Jun79el/vE41Gm+4HAAAAAACA/UwmGAz2tEJvZmZG165d6ypAG6ShLofc3t6WJF2+fLmv95mYmJBhGHIcp6/3AQAAAAAAGCWRSMSz5Yyzs7OezNMvQw3BHMeRaZoDuZdpmvXQDQAAAAAAAPtdXJlMxpO5vJqnX4beCTaoEGxqaopOMAAAAAAAgAOmp6d7nmNra0szMzMeVNM/Q+8EGxTDMAZ2LwAAAAAAgLPiyZMnCgaD+uKLL4ZdSktDDcEkwikAAAAAAIBR9uLFC7muq//1v/7XsEtpaainQ0qD6wZjKSQAAAAAAECzR48edX2t4ziqVCrK5/MKBAIqlUq6e/euh9V5a+ghWKlU0ueff65wONy3e2xsbKhUKikQCPTtHgAAAAAAAKMmkUj0nJfUTpe0LEtbW1t65513PKjMe0MPwaT94zgBAAAAAAAwHK7rdhyG1cKvxuvy+bzu3LnjaW1eGfqeYNL+D63fDwAAAAAAAByvm6wlEAg0fa5QKAz5uzieLzrBBrFMkSAMAAAAAADgsOnpaaXTaZmm2dF1lUpF2WxW4XBYKysrGh8f71OF3vBFCEZABQAAAAAAMBylUqmrfbzm5uaUSCT07rvvKpFIcDpkOyKRiKLRqAzD8Hxux3FULBZVKpU8nxsAAAAAAGCUGYbR80b2Dx8+1HvvvacrV67oBz/4gTeF9cHQQ7BUKtX34zNv376tdDqtjz/+uK/3AQBg0OZ/9tOerl/99nc9qgQAAACjKJPJ9DxHJBKRaZpKpVK6du2ab0+HHOrG+IFAQMvLywO516DuAwAAAAAAMCoWFhY8mScUCsl1XWWzWU/m64ehhmATExMD2zTNMAxNTEwM5F4AAAAAAABn0YsXL4ZdwrGGGoIN+thMPx/TCQAAAAAAMIp2dnbqe7FbljXkao431D3B5ubmTvX9AAAAAAAYVQ8ePNCDBw9ajtnb2xtQNfCrV69eKR6Pa2dnR5JkmuaQKzre0DfGx+m2t7enixcvthyzuLioxcXFAVUEAAAAAGjH7u6u3rx5M+wy0GeXLl3q+lrbtiVJrutK2t/7PRKJeFJXPxCCoe9O+kdzd3d3QJUAAAAAANo1Pj6uCxcutBxDSDb6KpWKAoFAPcjqRuP1Xpw22S+EYOi7k/7RHNThCAAAAACA9rWzaufcuXMsiTwlAoFAV9e5rivXdWUYhgqFgq//xicEQ1+NjY3p9evXwy4DAAAAAAAco9bFZRiGpqam2r7OMAyZpqkrV67o9u3b/SrPM4RgAAAAAAAAZ1g2m9UPf/jDYZfRd2PDLgAAAAAAgFHxty+HXQHgLdM0z0QAJhGCAQAAAAAgqb2A6y/WCMJwuqTT6WGXMDCEYAAAAACAM2/nN9L3f9be2Jt/J+3+pq/lAJ549erViWMWFhb6X4hPEIIBAAAAAM68v7Gkf/339sb+y79JP7H6Ww/ghXA4POwSfIUQDAAAAABw5v39P3Y2/h86HA8Mg+u6+vWvfz3sMnzjTIVgT58+HXYJAAAAAAAfqv7v/o4HhiWTyQy7BN84UyHYWdrsDQAAAADQvsnf6+94YFhyuZy+9a1v6enTp9ra2tLu7q52d3eHXdZQnJkQ7MmTJ7Jte9hlnMhxHKXTaUWjUQWDQQUCAQWDQcXjceXz+a7nzWazikajmpycbJqzVCp5WD0AAAAAjKY//aPOxv9Jh+OBYSoWi4rH4woGg5qcnNTk5KTOnTvXt4dffW3YBbTr1atXKpVKqlQqHYVZ29vbchxnJAKwbDardDotwzC0vLysUCikqakpbWxsKJfLKZlMKpPJKJfLKRKJtDVnqVRSPB6X4ziKRCIqFAoyTVOWZdXDttrnDcPo7zcIAAAAAD71X0PS0s/b2xz/939H+vNQ/2sCvOK6bv3j2t/+U1NTXc1Vy1mOYpqmisViV/MOgu9DsK2tLSWTya47lhpf6EAg4FVZnovH41pbW1MoFFK5XG76WigUUiKRUDKZVD6fVzQaVblcVijU+l/dUqmkaDQqSUokEsrlcvWvmaapWCymcDisUqmkcDiscrlMEAYAAADgTJr4XelH35b+Yu3ksQ//izT+u30vCfBMJpNRLBbT9PR0T/Osr68rHo8fyldc11U8Htfjx497mr/ffL8cMhKJqFQqNYVZnQgEAr4Ov6T9DrC1tf1/adfX148dl8vlZJqmJGlubq7lnI7jKB6PS9oPvBoDsEaFQkGSZNt2fTwAAAAAnEV/NnPymJ/E2hsH+EUul9Pt27d7DsA+/vhjvffee9rZ2alnNK7rynVdZTIZ3wdgks9DsJs3b9aXMQYCgfoPt5uHn9U27A+FQid2YsViMUn7IVctODtKbQlk4/xHqXWESfudY73sOwYAAAAAp913CcAwQgKBgObn53ue57333lM6na5nLLWMxjAMlctl3b5924Nq+8/XIdjGxkb94+npaRUKBVWrVe3t7XX0KJfLunbt2hC/k+M1LvOsdXm1cuXKlfrHL168OHKMbdtN8570hr9+/Xr947N8guZYQPqPv279GPN3UyEAAAAAAHUTExMaHx/v+vqtrS1dunRJ6+vr9fCrFoCFQiFtbm5qZmZ0kmFfh2CWZSkQCMgwDFmWpWvXrmliYqLjeWZmZlQoFLq6tt8aN+y3LKuja8+fP3/k5zOZTP3jSCTSdneZdHKH2WkWCEjnxlo/fL6yFgAAAACAus3Nza6vffLkiYLBoGzbrgdg0v4SyGQyqY2NDV/mLK34OgSrhTfz8/M9JZc1iUSi5zm81ngag23bJ55i2dj9dVznWOOSxpM2zz9qrlFYxwsAAAAAAFrrNqRaXl7W/Px8fXupxi2qcrmcfvzjH3tZ5sD4OgSrbdQeDAY9me/evXuezOOlg0FWMplsOb7WpWUYRlMHV83BbrLG5ZOtNIZlZ7UTDAAAAACAs2x3d1fvv/++stnsoe6v2v5fCwsLQ66ye74OwZaWluS6btPeYL3Y3d31ZB4vhUKhpgCqVCode0pjPp+vd4o1Lnls1LgXmNTePmNHjet0aSYAAAAAABhdr1690vT0tEql0qEALBKJjNz+X0fxdQg2PT2thw8fqlAo6Isvvuh5vrm5OQ+q8t7KykrT87W1tUNBWKlUqneJ5XK5Y5d2Htws/6T9wGoO7i/mVfAIAAAAAAD8bWVlReFwWNVq9VAAlk6n9ezZs5Hb/+sovg7BpP19vG7cuKFYLKZ//ud/7mkuv3Y3hUIhFQqFps+tra0pGAzKsixls1lFo1GZpqlisdhyb7ODe4p12wlWqVTarB4AAAAAAIyqW7du6ebNm4dOf3RdV4VCQXfv3h12iZ752rALaKW2fHFpaUnlcllXr15VJpNp2kz+JNvb23IcR7lcrl9leiIWiymXyzXtCWbbtsLhsCQplUoduwSy0Ukb67fLcRxP5gEAAAAAAP6zu7urubk5WZZ1qPur1oQzPT095Cq95esQ7J133tHOzk7T56LRaFdzNb6gflXr8Dpqc/xSqSTHcU5c3thteHVw3u3t7a7mAQAAAAAA/vbq1SvNzc3JcZxDAVg8Htfjx4+HXGF/+DoEW1hY0P379+vPay15p1kikVC5XFY+n2/6vGVZmp6e1vr6etNG+v3iVSfY3t6eLl682PM8i4uLWlxc9KAiAAAAAADOrpWVlfryR6k5a8lkMrp9+/Ywy+srX4dgH374oe7fv9+0HvW0SyaTyufzSiQSKpVKTcsbHcdROBxWsVhUJBI58nrDMDwJsNrdUL8db9686XkOP57sCQAAAADAKLl+/brW1tYOdX8ZhqFCoeDbAwW94usQbGZmRqZpanNzU5FIRKFQ6NAphid5+/atHMc51FnlR9FoVKVSqWn/r1oodnDccUHY1NSUJyFYJ/uuneTChQs9zzE+Pu5BJQAAAAAAnD1bW1uKRqOybftQABYKhbS+vu7J6Y+XLl3Sr371q57n6Rdfh2DS/obxL1++1C9+8Yue5kmlUrp06ZJHVXkvHA7LsixFIpGmDfBzuZyi0aji8XjT+Hg8rs3NzUMdW912cB0MzrzqBBsbG9Pr1689mes0+NuX0p+Hh10FAAAAAOCseP78ueLxuKrVqiQ1BWDJZFI//vGPPbtXpVLxbK5+GBt2ASe5fv26J2mkaZqamZnxoCLvxeNxWZYlSUeeYhmLxVQul5uCKcdxlE6nD42dnZ1tet5uV9jBjfCDwWBb1+G3/vblyWP+Yq29cQAAAAAA9Or+/fuKRqOqVqsKBAJN203lcjlPA7CVlRXfH0jo+xBsZmZGy8vLnsxVKBQ8mcdLtm1rbW1NkhQKhWSa5pHjQqGQyuVy0+fy+fyhkCscbm4zatxTrJWDae1xe47haDu/kb7/s/bG3vw7afc3fS0HAAAAAIB680xj99fk5KQsy9LCwoJn93n06JGSyaRn8/WL75dDSuq5g2tnZ0f37t3T3bt3ParIO42dXwe7uA4yTVO5XK7pjbWxsdEUWB2cw7bttk6TbAzTDMM4NozD0f7Gkv7139sb+y//Jv3Ekv6f//vw11xX2jvh/IexgOTzcB0AAADAKfDgwQM9ePCg5Zi9vb0BVQMvBAIBTU1NeRaAOY7TdvONH4xECNariYkJFYtFra+v65e//OWwy2nSGD61swQxkUg0hWAH32yhUKjphMgXL14oFoudOO/Gxkb945PCOBz29//Y2fh/+MejQ7A9V/raX7a+9j/+WjpHCAYAAACgz3Z3d/XmzZthlwGPuO5+x4Xf9+3qpzMRgkn7wc7Kyoo++ugj3blzZ9jl1DXuxdXuGzEUCtX3EDvK/Px8/UTJVuMaNY47aq8xtFb93/0dDwAAAACDNj4+rgsXLrQcQ0g2Gqanp1UoFDw7BK+xoWdjY0O5XK7t/GGYRi4E29rakuM4hzZyb8WyLBUKhfrGb34KwRqXHXbTQnjUssVkMlkPwUql0olzNI4xTZP9wLow+Xv9HQ8AAAAAg7a4uKjFxcWWY86dO8eSSJ8zTVMbGxueHDp4lJmZGS0sLCgej+vp06d9uYdXRiIEe/r0qXK5XFuBzknaPS1xUK5fv65sNitpPz11HOfEZLYxLDsqsAqFQopEIvWf19raWsslkY0HBtAF1p0//SPp2a/aH/8nf9S/WgAAAAAAqCkUCn0LwBplMhnfh2C+Px3y/v37isfjKpVK9WM8u3lI+xvAtbNJ/CDVAitpP6A7afP+UqlUD/Iymcyx4xo33G81p+M49a6xSCSiRCLRbulo8F9D0n/+T+2N/f3fkf7cX29DAAAAAMApZBiGLl++PJB7maY5kLCtF74OwV6+fFnvTKoFWY0CbR6RFwgE5LqupqentbKy4mmNXmhcl5vNZuuh1EG2bSsej0vaD6xSqdSxc5qmWe/wsiyr3m120NzcnKT9X4zGjjB0ZuJ3pR99u72xD/+LNP67fS0HAAAAAICWzTOn4X6d8vVyyFo308TEhBKJhILBYH0PrGq1qvn5eU1OTmp1dfXI6x3H0bNnz/To0SNZljWw9LNThmFoc3NT6XRa+XxeyWRShUJB8Xhcs7Oz2t7eVrFYrAdZmUymZQBWE4vFVCwWFY/HlU6n9eLFCy0vL9fXA6fTaVmWpVAopPX1dc82yDur/mxG+ou11mN+EtsfBwAAAABAvy0sLJzq+3XK1yFYqVRSMBjUr3519GZLCwsLevTokYLBoN55550jx1y7dk2StLS0pJ///Of9KrVnhmEol8spmUzW9z9LJpOS9ru6QqGQUqmUlpeXOwqrIpGIqtWqstmsHj9+rLm5ufq+Y7OzsyoUCi33C4O3vksABgAAAADAUPg6BLNtu+Vm+EtLS1pZWVE2m9WPfvSjY8el02m9++67+uSTT/SDH/ygH6V6JhQKNe3n5ZVUKtVW9xgAAAAAAMBp5Os9wSRpdnb22K9NT09rbm5OuVxOu7u7x44zTVMzMzNKpVItxwEAAAAAAOB08nUIFgqFtL293XJMOp2W67paWlpqOe7KlStyXVf37t3zskQAAAAAAACMAF+HYKZpHntSYk0kEtHMzIxyuZy++OKLY8dtbGxIEicgAgAAAAAAnEG+DsHm5+eVyWT0ySefaGtrS8+fP9fz588PjVteXpbrugqFQvrss88Off3+/fuyLEvS/j5jAAAAAAAAOFt8vTF+LBbT+Pj4oU3dw+GwfvnLXzaNm5ub0/r6umKxmEKhUH0vsVKp1BR8maY5uG8AAAAAAAAAvuDrEEySVlZWND8/r0AgINd1JUnlclmvXr3S5cuX6+NyuZzeffddSZJlWfXOr9o1khQIBBQKhQZXPAAAAAAAAHzB18shpf0ur9XV1aYwyzCMpgBM2u/wevbsWdM4aT/4CgQC9etWVlb6XjMAAAAAAAD8xfchmLQfhFWrVeVyOWUymWP39YpEIvryyy919epVua7b9AiFQtrY2ND4+PiAqwcAAAAAAMCw+X45ZM3ExIQWFhZOHGeaporFonZ2duonQpqmqenp6X6XCAAAAAAAAJ8amRCsUxMTE5qbmxt2GQAAAAAAAPCBUxuCwR/29vZ08eLFlmMWFxe1uLg4oIoAAAAAAMBZdCpDsOXlZd28eVNf//rXh10KJL1586bl13d3dwdUCQAAAAAAOKtGYmP8Rk+fPtWtW7d05coVPX369Mgx4XBYMzMz+vD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a7ufe+J4O+7sCAAAAjDQXQEei0agr6cgtGAy65XL51POr1aqby+XceDzumqZ5ZJxMJnPsueVyueXcktxqtdrR9ViW1XK8VCp1pnHi8XjLcSzLcnO5XFtjVKtVN5lMuoZheO/padd1eF7DME6dp/F9DAaDbcV2WCqVanm94XDYjcfjbiqVcqPRaNNn3O535PBnctx3olqtHnmvjxMOh9v6fHO5XNNx0Wj02Lnrn9Phm2EY3mfeeIxlWW65XD7ymbYb2+HjGm/JZNJ13dZ/n+FwuGmc476rra613c+iLpPJeNdsGIabSqXccrnslstlN5VKed+HeryttPsZHD6u0+8yAAAAMA5IhAFnVCwWT/wh3qtbq8RPtVp1U6nUsYkHSa5pmm4qlWo7IVYsFt1gMHhiLPF4vK3ETV0ulzs2sWYYhhsOh91UKuXmcjm3WCy6uVzOTaVSbjKZbDrPMIxTEw51rZKDpmkem3xrTFQcTpCcRS6X8+LMZDJuNBp1g8Gga1lW0+dUv+7TkoH179dxn7FlWV7y5KRjTdN0w+Gw9z04nIw7nDipj5nL5Y79Ppim2TIZU61Wm8a3LMuNx+NNx9SfO/w9qlarp15vqzmTyaQ3n2mabjweb/rOV6tV7zoa37PDGhPRlmU1fd/O8lkcJ5VKucFgsCkpVj/vuL/Rk/4mGz+Dcrl84nGnxQYAAACMI5/ruq4AnCqdTvelUXsrlmWpWCw2Pefz+c48jmEYqlarLV+LRCIt+yudJpfLtb18MJvNanV11Vvu2S7TNBWLxRSNRs/UN6nej+rwdRmGofn5eRmGIcdxVCgUvD5smUzmzMshAQAAAADnE4kwAH3nOI7y+bw2NjZk27bXi0k6SHrVNwZYWFhQOBw+8yYBp81Xn7M+z/z8vCKRCAkwAAAAABgzJMIAAAAAAAAwFtg1EgAAAAAAAGOBRBgAAAAAAADGAokwAAAAAAAwEGtrawqFQpqenpbP55Pf71ckElE+nz+Xcw/zetAZEmEAAAAAAKCv8vm8pqenlUgkJEmZTEblclnJZFKlUkmhUEihUEiO45yLuXs5Zj2J1sktFot18paMNZrlAwAAAACAvsnn8wqFQpKkaDSqVCp15JhAIKBSqSTTNFUsFmUYxsjO3csxs9msIpHI2S6qQSaTUTgc7vj8cUQiDAAAAAAA9IXjOJqdnZXjODJNU+VyueVxtm3L7/dLkoLBoHK53EjO3esxQ6FQV8soSemcHUsjAQAAAABAX0QiEW95YH0ZYSumaXqVTfl8Xul0eiTn7uWYtm0rn8/LNE2lUimVy2VVq9VTb6ZpSjpIsOHsqAgDAAAAAAA911gVJUnVavXEZYeNywQNw1C1Wh2puXs9ZiKRUDabPdNS0MYYUqmUotFoW+fhr34y7ACA88Dn83n3JyYopAQAAABwse3v73v3O62fSSaT3v1gMHhqsqex15XjOMpmsx33v+rH3L0eM51Oa2tr60z90LLZrHd/aWmp7fPwVyTCgDNq/AcBAAAAANBa43JAy7LaOsc0Tdm2LUna2NjoOBHWj7l7PWYmk2l7nLqNjQ1J7SXi0BqJMOCMRqkirDEpN0pxDRPvyVG8J0fxnjTj/TiK9+Qo3pOjeE+O4j1pxvtxFO/JUaP6nnRbAFAqlZoeLywstHWeZVle4qix+mnYc/djzLP2+HIcx4ujm50mxx2JMKANExMT2t/f18TEhD58+DDscDwfffSR3r17pytXrujHH38cdjgjgffkKN6To3hPmvF+HMV7chTvyVG8J0fxnjTj/TiK9+SoUX1PLl265P0G6sThnRDrDd5Pc/i4Uql05qqpfsw9zOupa6xI6+eyyN3dXZVKJVUqFTmOo/fv30uSLl++LMMwZJqm5ufnNTk52bcY+olEGAAAAAAA6KnXr183PW53Gd/ly5ebHhcKhTMnjvox9zCvp66+LNKyrJ4vi3zx4oVyuZw2Nze9XTFPY5qmgsGgIpGIbty40dN4+olEGAAAAAAA6Kn6csC6TiuoyuXySMw9zOuRmpdF3rp1q6MxWnn27JmSyaR3fY0bIzRuGteofky5XJZt20qn0zJNUw8ePNDnn3/es9j6ZXQWIAMAAAAAgAvhcOKoU+1WJ/V77mFejyRtbm569zvdQKDRq1evdO3aNcVisZZJsPrjVrdWx9i2rWg0qr/927/Vd99913V8/URFGAAAAAAAF8STJ0/05MmTrsfptll+pwmfw0v+KpXKSMw9zOuRpFQqJelgWWS71WjHWVlZ0dra2pGkVjAYlGVZunz5skzT9GKfmZmR9NfYHceRbdt6//69bNtWPp/33p+3b9/KsiwlEgl99dVXXcXZL+cuEXbt2rVhh+Dx+Xz6l3/5l2GHAQAAAACAJKlWq+ndu3fDDqNnOk1AjercnYzZq2WRtVpNi4uLKhaLkg4SX6FQSMFgUHNzcx2PK0l7e3va2NhQOp1WqVRSMplUPp9XPp8fuab65y4RVi6X5fP5jmQuB6k+/3HrZQEAAAAAGIbJyUlduXKl63G6TaYZhtGTRFInTeH7Mfcwr6cXyyLfvHmjxcVFVatVRaNRJRIJzc7OdjRWK1NTU4pGo4pGo7JtW7FYTFtbW5qfn1exWNRPf/rTns3VrXOXCBsFw0zCAQAAAABwnHv37unevXtdj3Pp0qWulkfOzMz0JHFUX5Y37LmHeT31ZZGmaXa0LHJ7e1uBQECWZalQKPQ0AdaKaZrK5XLK5/OKRCIKBAIqFAojUxl2LhNhrusqHA53vS62U47jKJ1OD2VuDNf+/r4++uijE4/p1T887bh3755qtdrI/B8KRhPfk6N4T5rxfqAdfE+O4j05ivcEp+E7ctRFfU86qXySji4d7LQirNdzD+t6GpdFdlINtrOzo8XFRYXD4abKskEIBoPa2dlRIBDQ0tKSfv/73w90/uOcy0RYOp3W7du3hxpDOBzWp59+OtQYMBynlQjXarUBRaKBJdxwvvE9OYr3pBnvB9rB9+Qo3pOjeE9wGr4jR13U92R+ft5L4EgHCZ12kkCHm8n7/f6RmHtY19OYvOqkP1goFNLS0pKePn165nN7wTAMFYtFzc/P6+uvv9avf/3rocTR6FwmwoLB4LBD0MLCwrBDwJCctt7+ov2XHAAAAAA4q0Ag0PTYtm1ZlnXqeeVyuelxJ7//+zH3sK4nk8lIOkgotTNfowcPHsg0zaElweoMw1ChUJBpmlpcXNT169eHGs+5TIR1sqYW6IWJiQn9+OOPww4DAAAAAEba/Px80+N2E0eNSwkNw+ioJVI/5h7G9TiOo3w+L0mKRqNtn1d3+fJlL5E2bIZhaGtrS7ZtDz0RNjHU2TvATo0AAAAAAIw2y7Kalg6+fv26rfMKhYJ3/3DyaZhzD+N6ul0Wef/+fU1NTZ35vH6Zm5vTL3/5y2GHcf4SYaO0Y+MoxQIAAAAAwChZWlry7jf21zpJ43GJRGKk5h709XSzLHIY7t69O+wQ2nLuEmHJZHIkejBNTU0pmUwOOwwAAAAAAEZSLBbz7teX+J2k8RjTNLvqD96PuQd5PY3LIhsTcKMsnU5rd3d32GGc6twlwu7fvz/Q+U76EAcdCwAAAAAA54VlWU3Jn2w2e+Lxjf2sTqueSqfTSiQSsm17YHP383oOa1wWGYlEznTuMGxtbcl1XT1//nzYoZzK57K+70Sffvqp/vCHPww7DAzZpUuXtL+/r4mJCX348GHY4eAEH330kd69e6crV66wsQGAjvH/JQB6gf8vwXnWq99Atm3L7/dLOkgkFYvFlsc5jqPp6WlJBzsr5nK5Y8cMhUJN1VbVarWpf1c/5+7HmK3Ur9EwDFWr1TOdK0l37tzRzs7Omc87q0qlIsdxZNu2XNeV3+/X999/3/d5u3Eud40cpMbGdgBG371791Sr1UZiCTWA84v/LwHQC/x/CXCwJDCTySgSiahUKmltbU3xePzIcYuLi5IO+mGdttPh4WWJm5ubLXdV7Mfc/RjzsMZlkZ0uDzUMQ7lcru8bDh6urbJtW2/evBn6zpAnGZuKsN3d3aZtS09j27ZSqZTy+TwVQKAiDAAAAMBY6fVvoHw+r0gkIsdxFA6HtbKyItM0VSgUlEgkVCqVZFmWtra2WlZ3NZqenm76fZ/L5U5MGPVy7n6OWZdOp71+ZKdd23G2t7cVCATaToS5rtt10qw+RiKR0FdffdXVWP10YRNhu7u7SiaTyufzx64ZPk39QyTxARJhAAAAAMZJv34Dra2taWNjQ7Zty3EcGYah+fl5xWIxhcPhtsbI5/OKxWKqVCqKRqNtb2TXi7kHMWbj0s9uUjYff/yxdnZ22hrD5/N1NVfj+aO+PPJCJsJWVla0trYmqbsvjSQSYZBEIgwAAADAeOE30PkXi8X07Nkz5XI53bhx49jjHj16pEQiIcuylEwmNT8/r6mpqbbnKZVKWlpaUigU0u9+97tehN5XFy4R9vz5c29HhXpZX7dZTf7owT8CAAAAAMYJv4HOv62tLT148ECvX78+9pidnR19/PHHikajXSWxbNvWxx9/rDt37ui3v/1tx+MMwoVLhM3Pz6tUKnlleaZpyrIsmaYpSbp8+fKpY7x//16O42hzc1N7e3v80YN/BAAAAACMFX4DXQyffPKJXr58eezrd+7c0dbWVk+WMtYr0PL5vH7xi190PV6/XLhE2MTEhFcJ9vLlS2+nhk7Ytq1r167xRw/+EQAAAAAwVvgNNB7m5+f12Wef6Ysvvuh6rPX1dcViMS0tLenf/tt/24Po+uMnww6g1wzD0N7enuLxeFdJMOlgW9TZ2dkeRQYAAAAAwPA9efJET548OfGY/f39AUWDYSqVSl6P9W7NzMxIOtjpcpRduESYaZra3t7WwsJCT8ZLpVI9GQcAAAAAgFFQq9X07t27YYeBEWAYhnZ2dnoyVj0B5jhOT8brlwuXCFtcXNT29rYqlUrPxgMAAAAA4KKYnJzUlStXTjyGRNl4mJ+f19OnT/X55593Nc7e3p7S6bSkg+TaKJsYdgC99uWXX8p1XZVKpZ6M9+zZs56MAwAAAADAKLh3755+/PHHE28TExcuXYAWotGoisWivv76647HqNVqCgaDkiSfz+dtVjiqLtw3e2pqSg8fPtTGxob+8pe/dD0eSyMBAAAAAMBFFA6HNTs7q3g8rs8++0y7u7tnOv/FixeanZ1tKka6detWj6PsrQu3a2RdKBTSpUuX9Pvf/77jMXZ2dvTxxx+zQwbYMQUAAADAWOE30PiwbVsff/yxfD6fJMmyLMViMZmmKdM0dfXqVUnS7u6uHMeRbdvK5XLa3NyU4zhyXVc+n0+u62p6elrv378f4tWc7sImwqSDta57e3tKJBLe7gWnqVQqchxH5XLZ+1D5o0f9HwFJp66lv3fvnu7duzeIsAAAAACgL0iEjZdSqaT5+XlJ8hJip6mnkxqPz+VyunHjRu8D7KEL1yy/7tWrV5KkcrmsWCzW0Rj1rCbQ6LSmkbVabUCRAAAAAADQPcuy9PbtW0UiEW1vb7d1Tj1fUk+IZTKZkU+CSRc0EXb37l1vt4J6ed5ZkQDDcU6rCJucnBxQJABGyW9Kf+r43F9ZP+9hJAAAAMDZmaapYrGobDarhw8fHtmE8HDiq/6/4XBY6+vrmpqaGmzAHbpwSyPX19e9CrBOk2CNfD4fZaCgLBjAqUiEAQCAi4TfQNjZ2VE+n1exWJRt26pUKpKkmZkZmaapUCikYDB4bhJgdRcuETY/P69SqeQlwYLBoEKhkAzDOHOfsKdPn2p3d5c/evCPAIBTkQgDAAAXCb+BcFFduETYxMSEfD6fDMNQoVDQ7Oxsx2M5jqPLly/zRw/+EQDGRDfJrG6QCAMAAKOG30C4qCaGHUCvGYYhSVpZWekqCVYfa25urgdRAQAAAAAAXAwrKyv64Ycfhh1GRy5cIiwQCEg6aPLWC+vr6z0ZBwAAAAAAYNS9ePFCd+/e1cLCgl68eNHymEAgoLm5OX322WfnLiF24RJhsVhMruvKtu2ejDeOFWG2bSsUCimbzQ5srnatra0pFAppenpaPp9Pfr9fkUhE+Xy+j1ECAAAAAHCxPX78WJcvX1YkElE6nVapVPIa5B8WDodl27a+//57maapb7/9dsDRdu7CJcLC4bDm5ua0sbHRk/GOy35eRI7jKBKJyO/3K5/PH/uFb3csn8936s3v97dVvZfP5zU9Pa1EIiFJymQyKpfLSiaTKpVKCoVCCoVCchyn45gBAAAAABg3e3t7unbtmhKJhKrVqlzXVTvt5A3DULFY1PXr1xUOh/XNN98MINruXbhEmHSQJCkWiz3JSK6urvYgotHmOI4SiYSmp6d7VgWWTqfbPrae3DpOPp/3klzRaFS5XE7BYFCmaSocDqtcLsuyLOXzeQUCAZJhAAAAAAC0KRKJqFwuS5JXtHIWW1tbcl1X0WhUf/zjH/sRYk9dyESYaZp6+vSpbt++3dU4e3t7KpVKPYpqNK2trSkQCPT8OttNINYTWsepV6lJB59rKpVqeVwmk5F0sNSyfjwAAAAAADje1taW8vm8fD6fVwk2NTWlYDDY9hiGYej+/ftyXVexWKyP0fbGT4YdQK/VlzL+zd/8jaanp3Xt2jWFw+Ezj+M4jjY3N3sd3kgplUoKBoOKx+OSDqq4evGlTafTchxH8Xj81P5f8/PzJ74eiUS8Cq+TKsfq1WHZbFb5fF7pdFrRaPTMsQMAAAAAMC7qxSb1iq5EIqHZ2VlJ0sRE+7VTn332mR49eqRyuaxvvvlGn3/+eV/i7QWf287Cz3Nkfn5e29vb3mPXdc9c1nf43A8fPvQqvJFWKpW8XTelgz+ITpJJfr9fkrzSyk7Ztu2NJUnValWGYRx7fDab9arBDMNQtVrtav5Gly5d0v7+viYmJsbm+wCMo9+U/jSUeX9l/Xwo8wIAAByH30DjYWZmRnt7e0qlUkdW1U1MTCidTre12m5vb8/b1C4cDvesb3s/XLilkUtLS02N3TpNgo2jk5JM7cpms7Jt+9S+X+1IJpPe/WAweGp8jZV/juMMZNdLAAAAADhvnjx5oo8++ujE2/7+/rDDxAA4jiPTNLtuLdW42d6ot5i6cImw+tK+xvWtnd5wdqurqzIMQ0tLS12P1dhw37Ksts5p7Dc2yhloAAAAABiWWq2md+/enXjDeDAMo+3f2yepJ79c15Vt212P108XrkfY1NSULMvS9va2ksmkLMvSzMzMmcexbVtfffWV3rx50/sgL6hSqeR9+aenp2WapoLBoEKh0Jn7tB3OIC8sLLR1nmVZ3h8dFWEAAAAAcNTk5KSuXLly4jEkw8aDaZpeX+5uNG6Y14vVZv104RJhknTr1i35/X7dv3+/4zHm5uZ08+bNjpJo4+rwckjbtpVOp73KrnA4rJWVlbayzfl8vunxSTtLnnRcqVTqSXYbAAAAAC6Ke/fu6d69eyceU+8RhottcXFRz54962qMR48eqVQqeSvz2v39PiwXbmmkdNBPqldLG0/b1RAHbNs+krw6LJvNKhAItLUz5evXr5set5tRvnz5ctPjQqHQ1nkAAAAAAIyblZUVVatVff311x2f/+DBAy8J5vP5dOvWrR5H2VsXsiJsbm6uqdF6N/7z//w/78k4F51pmkqlUnIcR+VyWfl8/th1wel0WoVCQcVi8djxDp/baUVYtztXAgAAAABwURmGofv37ysej+v9+/d68OCBJicnTzynVqtpc3NTyWRStm17CbC6aDTa77C7ciETYZI0Ozvbk3H+zb/5N/qP/+P/uCdjXXSHv+yO4yidTmt1dfXImuNSqaRQKKRcLtdyrF411+vFWmcAAAAAAC6qZDKpUqmkhw8fKplMKhQKKRgMSpKKxaJmZmZUqVS8opfGxviSmpJgT58+PTWRNmwXcmlkL7G0rnOGYSgej6tarSqTyRxZ3pjP57W2ttby3E4TWIfnaNzCFQAAAAAAHJXL5bS8vCzXdZXL5ZRIJOTz+ZROpxWJRBSLxbS2tqZSqSTXdb0qsPqSSNd1lUqltLy8POxLOdWFrQg7bHd390zJFdu2vaV+6F44HFYwGNTi4mLTjpCrq6uKx+N9m7fXn9/+/r4++uijrsdppzklAAAAAACDkkqlFIvFlEgktLW1deT1euVXY/JLOujTnkqlerYyr98ubCJsd3dXyWTyxF5Vpzm8zhXdMQxDxWJRgUDAS4Y5jqN8Pu+VXTYe24skVj+2be3FNsK1Wq0HkQAAAAAA0DuWZSmXy2lnZ0f5fF65XE62bctxHFUqFc3MzMgwDJmmqVAopKWlJU1NTQ077DO5kImwlZUVb8ldr3aPRO+sr68rEAh4j3O53JFE2MzMTE8SYTMzM12PcdiVK1e6HmPU10wDAAAAAMbX7OyslpeXz8VSx7O6cImw58+feztGNq5XxeiwLEvBYFD5fF5S68b4nVZyHU6e9boibGJiQj/++GNPxwQAAAAAAINx4RJhq6urkv66ZtU0TVmWJdM0JUmXL18+dYz379/LcRxtbm5qb2+vr/GOq1Ao5CXCWpmfn2/qJeY4TltJrcPN8f1+f8cxAgAAAACAo3Z3d1UqlWQYhubn58/VqqcLlwgrlUpeX69cLqfFxcWOx4rH47p27VqvQkODemJSar18sXHppHRQNWZZ1qnjlsvlpseHl1wCAAAAAIDO7O7uKhKJNBWuSAe/4TOZjH72s58NKbL2TQw7gF6rVw3F4/GukmDSQbLmvOx6cN40JsJaVXrNz883PW53w4PGpZH1Bn4AAAAAAKC1Tz75RAsLC7p27ZquXbumy5cv69atW0eO297e9ja/q+8aWb8VCgX5/X798Y9/HMIVnM2FS4TVEx8LCws9GS+VSvVkHDQrFAre/VAodOR1y7KaEmSvX78+87iHk2kAAAAAAKCZYRgqFot6//69otGoCoWCNjY2mo7Z29vT4uKiqtWqJHkr8QzDUDAYlGma2t/fVyQSGXj8Z3XhEmH1KrDDvaK6HQ+91biE8bjli0tLS979w2WXx2k8LpFIdBgdAAAAAADjoVQqKZFIqFKp6P79+y1Xxi0vL8txHK8fu+u6SiaTqlQqevnypd6+fauXL19qf39fX3755RCuon0XLhH25ZdfynXdthMnp3n27FlPxkGzbDYr6WAJ63FisZh3/6TG+q2OMU2T/mAAAAAAAJzg0aNHsizL23iwlefPnyubzXpJMJ/Pp2Qyqfv37zcdFwwG9fDhQxWLxX6H3ZULlwibmprSw4cPtbGxob/85S9djzdOSyMb+2v1UzablW3bMgxDKysrxx5nWVZTMquePDtOJpPx7lMNBgAAAADAydLp9KkVXMvLy95SSJ/PJ8uyjiTB6m7dutXUsmgUXbhEmHRQZWRZVtdrU3d2dnpWWXYeHG5I325iLJ/Pa3p6Wj6fT6FQ6MT3zLZtLS8vS5K2trZaNspv1JiIPClD7TiO0um0pIMsdDQabSt2AAAAAADGVblc1vXr1499/e7du15uwHVdSdL6+vqxx09NTXnHjaqfDDuAfsnlcpqfn9e1a9eUSCQ0MzPT1nmVSkWO46hcLmtzc7PPUY4Ox3GOVFFtbGycuHSxLpPJeH8Y+XxegUBA0Wj0SDVdPp9XJBLRzMyMisViWzs6mqapTCbjbc+6trbWMqZ6LzfDMJoqwwAAAAAAQGumaWp3d1dXr1498tr29rZSqVTTkshoNHpi4mx7e3vkN67zuaOequvQq1evFI/HVSqVvBK+s6p/0B8+fOhxdKPBcRyv4d1JPbiCwaC3jNGyrCOv5/P5ljs/1nePmJmZUaFQUKlUUjwe18rKyqmVYK3miEQichxH4XBYKysrMk1ThUJBiURCpVJJlmW1VWXWiUuXLml/f18TExMX9vsAQPpN6U9DmfdX1s+HMi8AABhPT5480ZMnT0485t27d5LEb6AL7pNPPtH8/Ly++uqrpuf39vYUCARk27aXUzFNU99///2J4z1+/Fhzc3MjvfHghawIu3v3rrdMrp65PKtOk2fnSa+qp4LBoMrlspLJpPL5vFdVJ8lLUK2srHgJtU7nqFarWltb08bGhhYXF+U4jgzD0Pz8vDKZjMLhcNfXAgAAAAAXXa1W8xJdGG/RaFRLS0uSpAcPHkg6KERJJBJeEqxeJHRa/mB7e1urq6t6//593+PuxoWrCFtfX/d2G+w0CdboIleEoX1UhAHjgYowAAAwDqgIQ6NQKKRXr141PVdPftVzKqlUyuv33cqzZ8+8dkskwgZsfn7eWw7puq6CwaBCoZAMwzhzn7CnT59qd3eXP3qQCAPGBIkwAACAA/wGGh97e3u6ffu2nj9/fuQ1wzC0vr6umzdvHnntzZs32tjYUDablW3bXvIsm83qH/7hHwYRekcuXCJsYmJCPp9PhmGoUChodna247Ecx9Hly5f5owf/CABjgkQYAADAAX4DjZ+trS3lcjmVSiUZhqGFhQVFo1FNTU0dOXZ9ff3YpZKBQECrq6v9DrdjFy4RNjMzo729PSWTSX3xxRddjzc/P69CodCDyHCe8Y8AMB5IhAEAABzgNxAuqolhB9BrgUBA0sFuBr2wvr7ek3EAAAAAAAAwXBcuERaLxeS6rmzb7sl4c3NzPRkHAAAAAADgItvd3R12CKe6cImwcDisubk5bWxs9GS8Fy9e9GQcAAAAAACAiywSiQw7hFNduESYJGUyGRWLRX377bddjzXKDd4wePv7+/roo49OvJ22DTEAAAAAABdRr1bn9dNPhh1AP5imqadPn+r27dtdbdm5t7enUqnUw8hwEbx79+7E12u12oAiAQAAAABg+Gq1muLxuBzHGXYop7pwibD6Usa/+Zu/0fT0tK5du6ZwOHzmcRzH0ebmZq/DwwVw5cqVE1+fnJwcUCQAAAAAALS2s7OjpaUl2batWCymr7766sgx8/Pz2tnZ6WqeevLLdV35fL6uxhoEn+u67rCD6KX5+Xltb297j7v5IOrnslUs2DoYGA+/Kf1pKPP+yvr5UOYFAAA4Dr+Bzr/5+XlvlZvP51Mmk9Evf/nLpmNisZjW19d7Nud5yKFcuB5hS0tLcl1X9fzeechGAgAAAAAA9FKpVGrKibTq33Xnzh1JB7mTxlu7Ojln2C5cRdje3p6mp6fl8/nUi0s7D9lM9B//NQQYD1SEAQAAHOA30PnXWO3l8/lULpd19erVI8fNzMxob29PruvKMAzNzMzIMIy25nAcR5VKxVseeR5yKBeuR9jU1JQsy9L29raSyaQsy9LMzMyZx7FtW1999ZXevHnT+yABAAAAAAD6KJVKKRQKqVAoKBaLtUyCSdLy8rIeP36sUqmk69evdzxfIpHQ48ePOz5/UC5cRZgkPXr0SIVCQRsbG12PNTMzo0ql0oOocJ7xX0OA8UBFGAAAwAF+A42P7e1tLS0t6fvvv+96rPOQQ7lwPcIkKRgM9mRZpHTQXA4AAAAAAOAimpub09TUVE/GMk2zJ+P004VMhM3NzSmZTPZkrF6NAwAAAAAAMIq2trZ6Mk4vd6DslwuZCJOk2dnZnowzNzfXk3EAAAAAAABGUa8qws7D7pHnLhE2Ss3rRykWAAAAAADa8eTJE3300Ucn3vb394cdJs6h5eXlYYdwqnO3a2QgEFC1WtXk5ORQ49jb21MgEKBpIAAAAADgXKnVanr37t2ww8AFZNv2sEM41blLhI3SJpejFAsAAAAAAO2YnJzUlStXTjyGRBnaVavVVKlUFI/H5TjOsMM51blLhI3SetNRigUAAAAAgHbcu3dP9+7dO/GYS5cusTzyHNvb29PMzMxA53Rd91zkSc5djzCqsAAAAAAAAI43NTWl69evy3Xdgd3Oi3OXCJOknZ2dYYegQqEw7BAAAAAAAABa+uyzzyQdrGbrd6XWeagEqzt3SyOlg10IHjx4IMMwBl7qV6lUZNu24vH4QOcFAAAAAOC8W1tbUy6XU6FQkOM4Mk1TlmUpFospGAyeu7mHcT2lUkm2bcu2bVmWdew89edd15VpmjJNU4Zh9Dwex3G8eM4Dn3ue6tckTUxMjESmsb72lV0jx0N9ffzExASfOXCB/ab0p2GH0JFfWT8fdggAAOCC6fVvoHw+r0gkIsdxFAwGlUgkZJqmSqWSEomEbNtWMBhUJpPpebKmH3MP8nocx1E6ndbGxoZKpZIMw1A0GlUoFNL8/PyJ48/MzCgUCmljY6OrGNqRTqd19+7dkf/NfK4TYcMK3efzkQgbMyTCgPFAIgwAAOBAL38D5fN5hUIhSVI0GlUqlTpyTCAQUKlUkmmaKhaLPUuG9WPuQV2P4zhKJBJKp9OSJMuylEwmz1RptrS0pE8++US3b98+8/ydmJmZUaVSGchcnTqXPcKG3YjtnOUOAQAAAAAYCsdxFIlEJEmmabZMGklSJpORJNm27R0/inMP6nrS6bRmZ2e9JFgqlVKxWDzzcst6wm5Q5ufnBzpfJ85dj7BqtTrsEAAAAAAAQBvqywclKZFIHHucaZoKh8PKZrPK5/NKp9OKRqMjN/cgrieRSGhtbc0bJ5fLyTTNts49bHl5WXt7ex2d24mXL18ObK5OnbulkcAw1MuCJenKlSsnHnvv3j3du3dvEGEB6DGWRgIAABzoxdJI27bl9/u9x9Vq9cQlgtls1queMgyjq0KYfsw9iOuJRCLKZrPeOTs7O31pcN9re3t7evjwoVZXV4cdyqnO5dJIYJjevXt34q1Wqw07RAAAAAAYumQy6d0PBoOnJnTC4bB333EcLyE0KnP3+3pCoVDTMb3sldZvU1NTyuVy+vu///thh3IqEmHAGV25cuXE2+Tk5LBDBAAAAIChq/e3kg4avbejcQlgNzsd9mPufl5POp1WPp/3HqdSqY6XQw7L/Py8isWivvzyy2GHcqJz1yMMGKaJiQn9+OOPww4DAAAAAEZaqVRqerywsNDWeZZlybZtSeq4Iqwfc/fzemzbViwWazqn2/5o3djd3ZXjOGfa/bFUKimTych1XaVSKX311Vd9jLA7JMIAAAAAAEBPNVY3SWq7uunwcaVSqe3qq37O3c/rObyr5MrKSltj99KLFy+USqWOXGcn6psJjCqWRgIAAAAAgJ56/fp10+N2e11dvny56XGhUBiJuft1PbZtN1WbGYbR1FtsEB49eqRIJKJ8Pi/XdTu+SZLP5ztz4nLQSIQBAAAAAICeqi8HrOu0gqpcLo/E3P26nlQq1fQ4GAxK+uuOk36/Xz6fT9PT0woEAlpbW+tpxdX29rYSiYQkecmsRj6fr61xfD6fXNfV7Oys1tfXexZfP7A0EgAAAAAA9NThxFGnOkn69GPufl1PYwN+SZqZmVEgEDjSk8xxHJVKJZVKJSUSCWUymZ5UjtUTcVNTU4pGo/L7/V7yrlqtamlpSdPT09rc3Dz2el6+fKlnz56pVCrp+vXrXcfUbyTCAAAXym9Kfxp2CAAAAGOv06qlw0sOz9KwvZ9z92NM27aPjLu5ualkMqmlpSXvXNu2lUwmm5JmkUikJ8mwfD4vv9+v77//vuXry8vLevbsmfx+v65evdrymJs3b0qSHjx4oN///vddxTMIJMIAAAAAALggnjx5oidPnnQ9zv7+fg+i6d4wG6/3Y+6TqswMw9DOzs6R5JlpmkqlUgoEAk27Sy4vLysYDLbdr6wV27ZPbJD/4MEDra+va21tTb/97W+PPS6RSOjjjz/W119/rV//+tcdxzMI9AgDAAAAAOCCqNVqevfuXde3bnWTnOl2nH7M3Y8xDyfCotHoifNEo1FFo1HvseM4Wl1d7Tqm+fn5Y1+bnZ3V4uKiUqmUarXasceZpqm5uTnF4/ETjxsFJMIAAAAAALggJicndeXKla5v3ZqZmenB1XQ2Tj/m7seYhxvnLywsnHp+vbF93draWlfxWJZ16vLTRCIh13X14MGDE49bWFiQ67p6+PBhVzH1G4kwAAAAAAAuiHv37unHH3/s+jYx0V26oNMKqsPLEQdZEXbS3P0Ys5NrNU1TlmU1PXe4sf5ZmKZ5pGH/YcFgUHNzc0qlUvruu++OPa5QKEiSMplMx/EMAokwAAAAAADQU4eX27Xbb+twdZLf7x+JufsxZifX1iqWbna0XFpaUjKZ1Ndff63d3V29evVKr169OnLcysqKXNeVZVn69ttvj7z+6NEjLyHXqx02+4Vm+QAAAAAAoKcCgUDTY9u2j1QytXJ4uWAwGByJufsx5uEKsHaTa4cTaJ3srFkXDoc1OTmpeDyueDzuPR8IBPTnP/+56bjFxUVtbW0pHA7LsiwvIZfP55uSX6ZpdhzPIIxlRdju7u6wQwAAAAAA4MLqtGqpMRlkGEZHSZV+zD1KYx5OoHXbv2x9fV2u60qSXNeV67oqFot68+ZN03GpVMq7XyqVlE6nlU6nVS6XvfN9Pl9bCcJhGptE2O7urh4/fqxr167J7/fr0qVL+sd//MeWJX8AAAAAAKBzlmU1JWxev37d1nn1PlPSybsZDnrufo3Z6HD1WLu6rcAKh8Pa3Nz0klnSQbLt+vXrR+Z5+fJl03HSQfLL5/N5562vr3cVT79d6ERYrVbTs2fPtLCwIL/fr0Qi4WUqXddVKpVSKBTS5cuX9eWXX1IpBgAAAABAjywtLXn3223o3njc4R0Shz13P8ZsXCqZz+fbGvPwEspeVGCFw2FVq1WlUiklk8ljq9OCwaDevn2rGzdueLmV+s2yLBUKBU1OTnYdTz/53MOpvAvgxYsXSqVSTV8i13Xl8/maMpeNj+vZS9M0defOHS0vL4/8h4fBuXTpkvb39zUxMaEPHz4MOxwAJ/hN6U/DDmHgfmX9fNghAACAC6YXv4FKpVJTb63T0g/5fF6hUEjSwW/zTiuk+jV3P8ZsPEaSqtXqqbtHxmIxb6fHYDCoXC534vH9sre351W8maap2dnZocRxVhemIuzVq1e6e/euLl26pEgkonw+37TGtf6/lmUpmUwqHA4f+dK6rqtyuax4PK7p6WktLCzom2++Ua1WG/j1AAAAAABwnlmW1VTxlM1mTzw+k8l490+rBkun00okEsdWLvVj7n6MGQwGm5Y2rq6unjim1Fw5lkwmTz2+X6amprS4uKjFxUUvCXYeVtqd64qwN2/eaGNjQ+l02isNbFX5ZVmWbt26pWg0qqmpqaYxnj9/ro2NjaYvcP38epWYdFAmeOvWLf3yl7/s70VhJFERBpwfVIQBAAB0r1e/gWzb9nY5tCxLxWKx5XGO42h6elrS6VVOoVCoKRl0XBVVP+bux5iHK83K5fKxfb8aK8ii0WhTA/tR8Omnn+oPf/jDsMM40bmrCKvVal7T+0AgoLW1NVWrVUnNlV/BYFCpVErValWFQkH3798/kgSTpJs3b2pzc1P7+/vK5XJNybLGta7ZbFaRSMRrsn949wQAAAAAANDMNE2vMqpUKmltba3lcYuLi5IOmq03VlK1criX1ubm5sDm7seYlmU1JbRCodCRPmDSQXItFou1PGdUNG4OMKrORUVYrVbT5uamUqlUU6O5w6EHg0FFIhEtLS21THqdxdbWljKZjDY3N498ARt3Q4jFYopGo7p69WpX82G01f9riCRduXLlxGPv3bune/fuDSIsAC1QEQYAANC9Xq+KyefzikQichxH4XBYKysrMk1ThUJBiURCpVJJlmVpa2vr1B5Z09PTTb/Tc7lc05LFfs49qDENw9DKyop3Xfl8Xqurq3IcZyCVYLu7uy2Tccexbdvr1T7qq6hGOhH24sWLI8sWD4dbX7J48+bNvsWxvb3txXF4/TFN9sdDYyLsNP/Ff/Ff6L/8L//L/gYE4FgkwgAAALrXr/Ywa2tr2tjYkG3bXsJnfn5esVhM4XC4rTHy+bxisZgqlYqi0WjbfbJ6Mfcgxkyn08pkMioUCt6YpmkqGAwqFosdu2yyG7u7u0omk8rn88f2XTtNvcUUibAzevXqlTKZjLcDgjSc5NdxjkuKNfYTa6xMIyl2MVARBpwfJMIAAAC6R5/k8bGysuIt8ew2RUQirE27u7tKpVJHmt7XGYahpaUlRSIRb53tKNjZ2VE2m9XGxkbTkk2a7F88/CMAnB8kwgAAALrHb6Dx8Pz5c0UiEUl/zWV0kyYiEXaCWq2mdDqtVCrlVVadh+TXcU5LihmG4e1cef369SFFiU7xjwBwfpAIAwAA6B6/gcbD/Py8SqWSfD6fXNeVaZqyLMtbfnn58uVTx3j//r0cx9Hm5qb29vZG/vsylETY+vq67ty5I6k5+WWapldBNTc3N+iwemZvb0+bm5vKZDJNu1nUk2KBQEB//vOfhxUeOsA/AsD5QSIMAACge/wGGg8TExNeruLly5ddFSLZtq1r166N/PflJ8OY1HEcLwF2UZJfjaamprS8vKzl5eWWSbFqtTrkCAEAAAAAwLgzDEN7e3uKx+Ndr8YzTVOzs7M9iqx/hpIIM01TyWRS4XD4XLxJ3TicFMvn83r9+vWwwwIAAAAAjKknT57oyZMnJx5T3ywMF5tpmtre3tbCwkJPxkulUj0Zp5+Gkggbxm6Po2Bqako3b94c2+sHAAAAAAxfrVbTu3fvhh0GRsDi4qK2t7dVqVR6Nt6omxh2AAAAAAAAYHAmJyd15cqVE28YD19++aVc123a9K8bz54968k4/TS0XSOB84RGkcD5QbN8AACA7vEbaHysra0pmUxqd3dXP/3pT7saa2FhYeTbQVERdgZ7e3taWVk50zm1Wk1v3rzpT0AAAAAAAABdiMfjsixLkUikq3F2dnZ6VlnWT1SEncH29rbm5+fbzoY/evRIDx48kGVZkqRgMKjV1dV+hog+4b+GAOcHFWEAAADd4zfQ+Jmfn9fe3p4SiYRmZmbaOqdSqchxHJXLZW1ubspxnJH/vgylWX4v1Wo1TU5ODnTOH374QZlMRu/fv9fCwoKCweCRGLa3t5VIJBQIBLyywPX1dd26dUsbGxsDjRcAAAAAAOA4r169kiSVy2XFYrGOxnBdVz6fr5dh9cW5T4QtLy8PLLGUz+fluq5M02x63u/3K5fL6Wc/+5n3XD2mYDDYFGsmk9F3332nv/u7vxtIzAAAAAAAAMe5e/eu0um0JMnn86mThYPnIQFWN5REWK1W63qMSqWiXC6nbDbbg4hOV6/wOvylME1Tb9++VSgU0r/8y794z5dKJfl8Pl2+fLlpnEgkotu3b4988zgAAAAAAHCxra+vK5VKSeo8CSap4/OGYSiJsBs3bmh7e7tn43377bf6h3/4h56N10r9i+G6rqLRqBKJhGZnZ73Xl5aW9OzZM92+fVvSQaJOkgzDaBonGAwqFovpzZs3un79el9jBgAAAAAAOM7hJFgwGFQoFJJhGGfuE/b06VPt7u72MdreGEoiLBqN6s6dOz0b7+nTp31PhBUKBVmWpUwm05QAq1tfX1c0GvUSYcepf5Hy+TyJMAAAAAAAMDT11WyGYahQKLTMd7RreXn5yKq4UTSURNitW7d0584dhcNhLSwsHHl9dXVVMzMzCofDJ76Jq6urunXr1pGeXf2ws7OjnZ2dExvzl8tl777jOJJ0JIM6NTUlSSyNBAAAAAAAQ2UYhvb29rSystJVEqw+1tzcXI8i65+hJMKmpqZkWZY2NzePvPb8+XPNz8/r5cuXp45z8+ZNLSwsaGdnpx9hNpmenj6x+dv6+rr8fr/3+LilkXt7e5L+migDAAAAAAAYhkAgoFevXvWswGh9fb0n4/TTxLAmXllZafn8w4cPvd0KTmOapgKBgB48eNDL0Fq6efOmwuGwfvjhhyOvPX78WIlEQqVSyXuunug6/GWybVvS0QQZAAAAAADAIMViMbmu6+UqunUeKsKGlgi7efNmy+dt29bVq1fbHscwDG1sbPQoquMlk0m9fftWpmnq2rVr+vTTT3Xt2jVdunRJiURC0kES7+7du3rx4oV3Xr0CrC6VSsnn87XddA4AAAAAAKAfwuGw5ubmepZXacyHjCqfO2J7XM7MzGh3d/fEXlyHj9/b29OHDx/6HNlBki4SibTc8TKdTuv27dvKZrNaWlqSz+fT4uKiJOnTTz/V8vKy8vm8wuGwfD6fcrmcbty40feY0RuXLl3S/v6+JOnKlSsnHnvv3j3du3dvEGEBaOE3pT8NO4SB+5X182GHAAAALpj6b6CJiYmB/N7G8Ni2rY8//ljPnz/veiPChYWFke+JPpQeYScJBoN6+PChvvrqq1OPffTokRzHUSAQGEBkB8sci8WistmsNjc3VSqVZJqmYrGYV+EWDoe1ubmpzc1NPXv2TPv7+5qfn1c8Hm8ahyTY+fXu3bsTX6/VagOKBAAAAACA7pimqadPn+r27dtdJcL29vaaWkaNqpFLhD148EDz8/Pe/VaVYbVaTYlEQul0Wj6fzzt+UMLhsMLhcNuvFwoFRSIRbW1tyTTNtjYCwOg6rSKs3WpGAAAAAACGqb6U8W/+5m80PT2ta9eunZjvOI7jOC03RBxFI7c0UjpYZnjnzh35fD4Fg0GZpinDMGTbtmzb9jKMrutqenpaOzs75yL5sLe3p6mpqWGHgQ5QFgycH+O4NLIbLKsEAACt8BtoPMzPzze1f3JdVz6fr6Ox6ueO+vdl5CrCJCkajUqS7ty5o1wud+RDqOfuDMPQ5ubmyCXB9vb29PDhQ62urjY9TxIMAAAAAACMiqWlJa/YyOfzdZwEO0+GtmvkaaLRqKrVqpaXlzU1NSXXdb2baZqKRqPa2dnxGtKPkqmpKWUyGX399dfDDgUAAAAAgCZPnjzRRx99dOKtvlkYLrZYLCbpIAnWmHfp5HZejGRFWN3U1JRSqZRSqZT29vZUqVQ0Ozs71JhqtZoKhYIcx1GlUml5TLlclm3bevr0qX79618POEIAAAAAAI5Xq9VO3QQM42FqakqWZWl7e1vJZFKWZWlmZubM49i2ra+++kpv3rzpfZA9NtKJsEZTU1NDX1q4srKitbW1to8/LlEGAAAAAMCwTE5OnroJGImy8XHr1i35/X7dv3+/4zHm5uZ08+bNjpJogzaySyMl6c2bN3r8+HHTc9vb2/r000/13XffDTSW58+fK5lMnqkkMJlMDjTGXrFtW6FQSNlstqtx1tbWFAqFND09LZ/PJ7/fr0gkonw+P1JjAgAAAMA4uXfvnn788ccTbxMTI50uQA8Fg8GeLW2cn5/vyTj9NJLf7L29PS0sLCgQCCiRSDS9Njc3p42NDd28eVNffvnlwGJKpVIKBoMqFosql8uqVqtKJpOqVqverVwuq1AoyLIs2bat27dvDyy+XnAcR5FIRH6/X/l8vuOKtnw+r+npae+zy2QyKpfLSiaTKpVKCoVCCoVCchxnqGMCAAAAADDu5ubmelbIcx4KgkZyaeTi4qK2t7eP3bbTMAwVCgWZpinHcfTb3/627zHZtq23b98eiaNxuebU1JRmZ2eVTqcViUT0+vXrvsfVC47jaHV19UzLPo+Tz+cVCoUkHWx4kEqlvNdM01Q4HFYgEFA+n1cgEFCxWJRhGAMfEwAAAACAcVer1ZRIJGTbtj755JOu+5zPzc31KLL+GbmKsEePHqlUKsl1XVmWdexxhmHowYMHSqVSA1kmaZrmkeeWlpb07NmzI89blqVyuaxvvvmm73F1a21tTYFAwNsutRv1ijLp4P1qTFg1ymQykg6Si/XjBzkmAAAAAACQwuGw0um0crmc4vG4Xrx4MeyQ+m7kEmG5XE6macq2bRUKhROPDYVCcl1Xq6urfY+rWq0eeW5qakqFQkG1Wu3IazMzM3r48GHf4+pGqVRSMBhUuVxWLpc7NsnUrkgk4i1NPLyktVG9iks6qPZKp9MDHRMAAAAAAOhIv+1xWF01comwQqGgdDqtq1evnnps/QMqFov9DUpSIBDQrVu39OLFi6YMaTQaVSAQ0A8//OA99/jxY9m2Ldu2+x5XNyzLaqq666apnW3bTX9AS0tLJx5/69Yt7/5xCa5+jAkAAAAAAA7UV7/5fD6Fw2HduHFjyBH138glwmZmZlouQ2ylvpxvEAmnRCKhTCajSCSiSCTi7WZpWZauXr0q0zR1+fJlXbp0yUvCtHsdo6KbzG9jQ7xgMHjqWPXqLelg+WOrHSr7MSYAAAAAADgQjUa9HSM3Nja6Hu/u3btdj9FvI5cIsyyr7Z3/EomEfD7fib3EemV2dlabm5tyXVeu6zYlZTKZjCYnJ1WtVr3X6/GNi8aliO1+Ho2JwlZ/cP0YEwAAAAAAHIjH41pcXJSkppVunTq81HIUjVwiLBaLndrzq1ar6dNPP/UqwbpZ0ncW4XBY+/v7KpfLun37tve8YRja3d3V8vKyLMtSMBhUJpNpOuYiO9xof2Fhoa3zGpNbh6u3+jEmAAAAAABolsvl9Mtf/lLhcFh/+ctfOh5nZ2dn5FtESSOYCFtcXFS1WtVnn32mN2/eeM/XajW9evVKd+/e1fT0tJdlNAyjaQndIMzOzh55bmpqSqlUSoVCQS9fvtTNmzcHGtMwHc74trsk9PBxjcmvfowJAAAAAACO+uabbxSNRmVZlr755puWmwK2UqvVvHxNJBLpc5S98ZNhB9DK5uamAoGAAoGAJOnSpUtNr9eXHhqGoc3NTU1OTg48RvzV69evmx6322vs8uXLTY8LhYJX0dWPMQEAAAAAwF99/PHH2tnZ8R67rqtoNKpoNHrmsVzXlc/n62V4fTFyFWHSQdKjXC7riy++0NTUlNd3q7E/Vzwe187OjreWtRfqDfBHdbxRdbj0sdPqrXK53NcxAQAAAADAX9Wb5ddvPp/vSA6m3dt5MZKJsFevXqlWqymZTKpSqaharapYLKpcLmt/f1+VSkUPHz7U1NRUT+ftdXP1cWnW3qs1wI2bJPRjTAAAAAAA8FexWEyS5PP5vCRYJ85DJVjdyC2N/PTTT5XP5+X3+/Uv//Ivkg76b83NzfV97mKxqK+//lrLy8tdLbes1Wra2NgYm/5UnSabDi93rFQqfR0TAAAAAAD81dTUlG7evKnnz59LkoLBYNutiRrZtn1uciAjlwjL5XLy+Xw9r/ZqVzweVzweH8rc464f1Vu9HnN/f18fffRR1+Pcu3dP9+7d60FEAAAAAAB0LhaL6cWLFyoWi7p+/XrH46TTad29e7d3gfXJyCXCFhcX9erVK2UymbbPefXqlW7cuNGzGHq1tvU8lQZ2wzCMniScGrPO/RizV969e9f1GO3uwAEAAAAAQD8Fg0FNTU11lQSTDvqN3blzpzdB9dHIJcIymYzm5+e1t7d3pnN6mQjrZl3sOJqZmelJ0mpmZqavY/bKlStXuh6DnU4BAAAAAKNiZWVFtVqt69+qnew2OWgjlwgzDEPFYtHLJP7iF7848fjt7W1tbm7qd7/7XddzN66LDYVCSiQSCgQCZxqjUqnIcRz923/7b8dm18hOq64OJ7oOV4T1esxemJiY0I8//tjTMQEAAABgkJ48eaInT56ceMz+/v6AosEouH//fk/Gefr0aU/G6aeRS4R9/PHH2tnZkSRls9mBzp3JZLS3t6evvvpK6+vrCoVCXkLstIRcXb232dzcnJdUu+jm5+ebmuI5jtNWAupwI3u/39/XMQEAAAAAB61aetHyBRdXrVZTPp9XLpdTpVKRbduamZmRaZry+/0Kh8O6evXqsMPsyMSwAzgsGo16yxJd123r1ktTU1NKJpOqVCra2NjQv/t3/06Li4u6du2avvnmmzONFQwGexrbqDpcNWfbdlvnlcvlpseN71c/xgQAAAAAHLRquXLlyok3jKfd3V3dunVL09PTikQiSqfTymazKhaLyufzSqfTSiQS8vv9HeVJRsHIVYTFYjE9ePBAU1NTbSUxSqWSV0HWa+FwWOFwWKVSSaurq1peXlY8HvdiPG3t7HkoCeyF+fn5pse2bcuyrFPPa1zGaBiGTNPs65gAAAAAgPZ2sb906RLLI8fM+vq61+y+sejI5/Md2QzQdV2Vy2VFo1GlUillMhn97Gc/G2i8nRq5RNjU1JQsy1I2m227zO7jjz/ua0yWZXnLJlOplB4+fKhkMqlIJKKVlRX93d/9XV/nH3WWZTXt8vj69WuFw+FTzysUCt79w4mvfowJAAAAAACOevTokR48eCDXdZsSX6etxHNdV4VCQX6/X8Vi8VzkR0ZuaaR0UBV2lt3+YrFYH6P5q6mpKcXjcW/Z5Nu3b2VZlhYWFvTtt98OJIZRtbS05N1v7O11ksbjEonEQMYEAAAAAAB/9fz5c+/3s8/n85Jfc3NzikajSiaTSqVSyuVyKhaLymQySqVSisfj3iqs/f19LS4uand3d4hX0h6f2+smWz326tUr2batcrmsy5cvy7Is3bhxY9hheerLJp8/f67p6Wl9+eWXWl5e7nrL0WGwbbupuXwqlWp769NSqdTU1+u0r1U+n1coFJIkmaZ5pLdXv8bsVL0seGJiQh8+fOjZuAB67zelPw07hHPlV9bPhx0CAAAYQfwGGh/1TQtd15VhGEomk1paWvI2AzzN9va2vvrqKz1//lyffPKJfv/73/c54u6MZEWYJD1+/FiXL19WKBRSLBbT2tqaEomEQqGQ/uZv/mZkGrJZlqVnz54pGo2qWq0qHo9renpa//iP/3guMqGNGvtrnZVlWU093U7b8TOTyXj3j6vc6seYAAAAAADgwPPnz2XbtlzXVSwWU6VS0fLycttJMEmam5tTJpPRw4cPlcvl9Mc//rGPEXdvJBNhS0tLSiQSchyn5S6RlUpF0WhUf//3f69arTa0OHd3d3X37l3NzMxofX29aQ3t06dPB7Zks1cO78x41sRYKpXy7q+urh57nOM4SqfTkg52dTyp6qwfYwIAAAAAAGljY0M+n09ra2v63e9+19VY8Xhci4uL2tzc7FF0/TFyibD19XWv8sd1XQWDQWUyGRWLRZXLZW896o0bN1QoFJr6SA3Kmzdv9Omnn8rv9yudTntL9uqJumg0qnK5rD/84Q8Dj61TjuMcqaLa2Ng40ximaXpVWaVSSWtray2PW1xclHSwq2NjFdegxgQAAAAAAAe/sy3L0hdffNGT8WKxmPL5fE/G6peRS4TVkxiGYahcLuvly5e6efOm5ubmNDs7q7m5Od28eVO5XE6FQkEvX74c2DLJFy9eaGFhQYFAQPl8vmn3hHoj/Wq1qqdPn2p2dnYgMXXDcRxFIhGFQiFNT08fqQgrlUry+XwKhUKKRCJtNawPh8PK5XIyDEOJRMI7z3Ec5fN5BQIB7w9tZ2dHhmEMZUwAAAAAAMadbds9Xc1mGMaR3MKoGblm+RMTE/L5fMrlcm01xc9ms0omk3r9+nVf4qnVakqn01pdXfWWCja+ZaZpKpFIaHl5uS/zn2dra2va2NiQbdtyHEeGYWh+fl6xWEzhcHhkxmwHjSKB84Nm+WdDs3wAANAKv4HGw8TEhPL5fM82JVxfX9edO3dG+jszcomwmZkZ7e3ttf2m7e3taWZmpudv8u7urpLJpNd3ynVdbxtR6aAPVSKR8Jbk4WLjHwHg/CARdjYkwgAAQCv8BhoPH3/8sR48eKDbt2/3ZLz5+Xnt7e3p+++/78l4/TBySyMjkciZzzlpN4PHjx+faaw3b97o1q1bR/p/SWrq//Xy5ctTk2DPnj0709wAAAAAAACDYllWz/psP3jwwGtbNMpGLhGWTCY1NTXV9nabm5ubmp+fb/na3t6ecrlc23PX+39ls9me9P9q3PEQAAAAAABglCwtLSmXy+nLL7/seIxaraZbt25pbW1NPp+vpz3H+mHkEmGGYWhra0vxeFx/+ctfTjx2Z2dHa2tr3vLFw1ZXV880d7FY9BJgPp/PqwqrVCp6+PDhiZVnh62vr7fVXB4AAAAAAGAYwuGwZmdnlUwm9Y//+I/a3d1t+9xXr17p1q1bmp6eVjablc/nk2VZPes31i8j1yPs448/VrVa9RrTn7QD4EnH1F8LBoP6wx/+0Nbc9Ub99URYMBg8Q+QHKpWK18hdEmupLwjWxwPnBz3CzoYeYQAAoBV+A42PfD6vTz75RD6fT9JBHsWyLPn9fpmmKekgx1KpVFQsFlUoFJoKf+ppJZ/Pp2KxqOvXrw/8Gs7iJ8MO4LCbN2/q0aNHXkKqWq2ees5xx9Q/xLNwXVfBYFCGYWhmZuZM51YqFbmuq9nZWZVKpY7mBwAAAAAAGJRgMKinT5/qzp078vl8yufzyufzxx7fWE/l8/m8/M3m5ubIJ8GkEUyE3blzR48ePdLc3JxmZmZOrAg7Tr0a66QP7qRzJycnz3zeYfl8Xp9++mnX42C07O/v66OPPjrxmHv37unevXsDiggAAAAAgO5Eo1HNzMwoGo3KcRyvsKfVIsLGoh/Xdb0WV3NzcwOLtxsjlwibnZ1VPB7Xw4cPux4rm81qfX297eODwWBPkmD1sc7LlwBn8+7duxNfr9VqA4oEAAAAAIDeCIfDCoVC+uqrr/To0aNjj6snxwzD0MrKiu7fvz+oEHti5BJhkrSystKTccLhsDY3N9s+vtc7G4z6TgnozJUrV058vVfJVAAAAAAABmlqakrJZFLJZFJbW1sqlUoql8uqVCqSpJmZGfn9/nNd/DNyzfJ75fHjx+ditwKcDzSKBM4PmuWfDc3yAQAYP0+ePNGTJ09OPKa+EobfQLhoJoYdQL/8+c9/VigU0jfffNPVOOvr67p06ZL+9m//Vt99912PogMAAAAAYDhqtZrevXt34g3oxIsXL4YdwqlGcmlkr7iuq2g0qnK5rK+++qqjMRKJhFzX1du3b2VZlsrlsq5evdrbQAEAAAAAGJDJyclTW76QDEMnEomEfvnLXw47jBNd6ERY3cuXL1Uul7WxsXHmc2dnZ7W3t6dgMCjp4EPtZBwAAAAAAEZBOzvd19vDAO16/vy5bNsedhinGotEWKFQUCQS0cLCgl69eqWf/vSnbZ9bLBabHl+7dq3X4QEAAAAAAAzVmzdvlM/nVS6Xz5TQqlQqchznXCTBpDFJhElSJpPR2tqaLMtSPp/Xz372szOPsbOz4+2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"text/plain": [ "
" ] @@ -541,21 +541,197 @@ "bins = np.linspace(5150, 5700, 50)\n", "ax = sns.regplot(\n", " x=y_test,\n", - " y=abs(y_test - y_pred_test),\n", + " y=y_test - y_pred_test,\n", " x_bins=bins,\n", " fit_reg=None,\n", " x_estimator=np.mean,\n", " label=\"bla\",\n", ")\n", + "ax.set_ylim(-150, 175)\n", "ax2 = ax.twinx()\n", - "ax2.hist(y_test, bins=50, range=[5150, 5700], color=\"#2A9D8F\", alpha=0.8, align=\"left\")\n", - "ax.set_xlabel(r\"z$_{Mag}$ [mm]\")\n", - "ax.set_ylabel(\"Mean Deviation [mm]\")\n", - "ax2.set_ylabel(\"Number of Tracks\")\n", + "ax2.hist(\n", + " y_test,\n", + " bins=50,\n", + " range=[5150, 5700],\n", + " color=\"#2A9D8F\",\n", + " alpha=0.5,\n", + " align=\"mid\",\n", + " density=True,\n", + ")\n", + "ax.set_xlabel(r\"$z_{\\mathrm{Mag}}$ [mm]\")\n", + "ax.set_ylabel(\n", + " r\"$\\left\\langle z_{\\mathrm{Mag}}-z_{\\mathrm{Mag}}^{\\mathrm{pred}}\\right\\rangle$ [mm]\"\n", + ")\n", + "ax2.set_ylabel(\"Number of Tracks (normalised)\")\n", "mplhep.lhcb.text(\"Simulation\", loc=0)\n", - "plt.show()" + "# plt.show()\n", + "plt.savefig(\n", + " \"/work/cetin/LHCb/reco_tuner/parameterisations/plots/magnet_kink_regression_plot.pdf\",\n", + " format=\"PDF\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bins = np.linspace(5150, 5700, 50)\n", + "ax = sns.regplot(\n", + " x=ak.to_numpy(sel_array[\"z_mag_xEndT\"]),\n", + " y=ak.to_numpy(sel_array[\"z_mag_xEndT\"]) - ak.to_numpy(sel_array[\"match_zmag\"]),\n", + " x_bins=bins,\n", + " fit_reg=None,\n", + " x_estimator=np.mean,\n", + " label=\"bla\",\n", + ")\n", + "ax.set_ylim(-150, 175)\n", + "ax2 = ax.twinx()\n", + "ax2.hist(\n", + " ak.to_numpy(sel_array[\"z_mag_xEndT\"]),\n", + " bins=50,\n", + " range=[5150, 5700],\n", + " color=\"#2A9D8F\",\n", + " alpha=0.5,\n", + " align=\"mid\",\n", + " density=True,\n", + ")\n", + "ax.set_xlabel(r\"$z_{\\mathrm{Mag}}$ [mm]\")\n", + "ax.set_ylabel(\n", + " r\"$\\left\\langle z_{\\mathrm{Mag}}-z_{\\mathrm{Mag}}^{\\mathrm{old}}\\right\\rangle$ [mm]\"\n", + ")\n", + "ax2.set_ylabel(\"Number of Tracks (normalised)\")\n", + "mplhep.lhcb.text(\"Simulation\", loc=0)\n", + "# plt.show()\n", + "plt.savefig(\n", + " \"/work/cetin/LHCb/reco_tuner/parameterisations/plots/magnet_kink_old_regression_plot.pdf\",\n", + " format=\"PDF\",\n", + ")" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "plt.hist(\n", + " ak.to_numpy(sel_array[\"z_mag_xEndT\"]),\n", + " bins=50,\n", + " range=[5150, 5700],\n", + " color=\"#2A9D8F\",\n", + " alpha=0.5,\n", + " align=\"mid\",\n", + " density=True,\n", + " label=\"True\",\n", + ")\n", + "plt.hist(\n", + " ak.to_numpy(sel_array[\"z_mag_xEndT\"]),\n", + " bins=50,\n", + " range=[5150, 5700],\n", + " color=\"#2A9D8F\",\n", + " alpha=0.5,\n", + " align=\"mid\",\n", + " density=True,\n", + " label=\"True\",\n", + ")\n", + "plt.xlabel(r\"$z_{\\mathrm{Mag}}$ [mm]\")\n", + "plt.ylabel(\"Number of Tracks (normalised)\")\n", + "mplhep.lhcb.text(\"Simulation\", loc=0)\n", + "# plt.show()\n", + "plt.savefig(\n", + " \"/work/cetin/LHCb/reco_tuner/parameterisations/plots/magnet_kink_old_new.pdf\",\n", + " format=\"PDF\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 330, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xlim = 1\n", + "bins = np.linspace(-xlim, xlim, 50)\n", + "ax = sns.regplot(\n", + " x=ak.to_numpy(sel_array[\"dSlope_xEndT\"]),\n", + " y=ak.to_numpy(sel_array[\"z_mag_xEndT\"]),\n", + " x_bins=bins,\n", + " fit_reg=None,\n", + " x_estimator=np.mean,\n", + ")\n", + "ax2 = ax.twinx()\n", + "ax2.hist(\n", + " ak.to_numpy(sel_array[\"dSlope_xEndT\"]),\n", + " bins=bins,\n", + " color=\"#FB8F67\",\n", + " alpha=0.5,\n", + " align=\"mid\",\n", + " density=True,\n", + " range=[-xlim, xlim],\n", + ")\n", + "ax.set_xlabel(r\"$\\Delta t_x$\")\n", + "ax.set_ylabel(r\"$\\left\\langle z_{\\mathrm{Mag}}\\right\\rangle$ [mm]\")\n", + "ax2.set_ylabel(f\"Number of Tracks (normalised)\", labelpad=15.0)\n", + "mplhep.lhcb.text(\"Simulation\", loc=0)\n", + "# plt.show()\n", + "plt.savefig(\n", + " \"/work/cetin/LHCb/reco_tuner/parameterisations/plots/magnet_kink_zmag_deltatx_dist.pdf\",\n", + " format=\"PDF\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, @@ -800,10 +976,9 @@ "\n", "data = np.column_stack([ak.to_numpy(sel_array[feat]) for feat in features])\n", "target = ak.to_numpy(sel_array[target_feat])\n", - "X_train, X_test, y_train, y_test = train_test_split(data,\n", - " target,\n", - " test_size=0.1,\n", - " random_state=42)\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " data, target, test_size=0.1, random_state=42\n", + ")\n", "\n", "poly = PolynomialFeatures(degree=order, include_bias=True)\n", "X_train_model = poly.fit_transform(X_train)\n", @@ -859,12 +1034,7 @@ " label=\"bla\",\n", ")\n", "ax2 = ax.twinx()\n", - "ax2.hist(y_test,\n", - " bins=30,\n", - " range=[-200, 200],\n", - " color=\"#2A9D8F\",\n", - " alpha=0.8,\n", - " align=\"left\")\n", + "ax2.hist(y_test, bins=30, range=[-200, 200], color=\"#2A9D8F\", alpha=0.8, align=\"left\")\n", "ax.set_xlabel(r\"z$_{Mag}$ correction [mm]\")\n", "ax.set_ylabel(\"Mean Deviation [mm]\")\n", "ax2.set_ylabel(\"Number of Tracks\")\n", diff --git a/parameterisations/parameterise_magnet_kink_electron.py b/parameterisations/parameterise_magnet_kink_electron.py index 582d117..a551930 100644 --- a/parameterisations/parameterise_magnet_kink_electron.py +++ b/parameterisations/parameterise_magnet_kink_electron.py @@ -27,11 +27,7 @@ def parameterise_magnet_kink( input_tree = uproot.open({input_file: tree_name}) # this is an event list of dictionaries containing awkward arrays array = input_tree.arrays() - # array = allarray[ - # (allarray.ideal_state_770_x == allarray.ideal_state_770_x) - # & (allarray.ideal_state_9410_x == allarray.ideal_state_9410_x) - # & (allarray.ideal_state_10000_x == allarray.ideal_state_10000_x) - # ] + array["dSlope_xEndT"] = array["ideal_state_9410_tx"] - array["ideal_state_770_tx"] array["dSlope_xEndT_abs"] = abs(array["dSlope_xEndT"]) array["x_EndT_abs"] = abs(array["ideal_state_9410_x"]) @@ -43,7 +39,7 @@ def parameterise_magnet_kink( + array["ideal_state_9410_tx"] * array["ideal_state_9410_z"] ) / array["dSlope_xEndT"] - # array = array[(array["z_mag_xEndT"] < 5500) & (array["z_mag_xEndT"] > 5000)] + array = array[(array["z_mag_xEndT"] < 5800) & (array["z_mag_xEndT"] > 5000)] model_endt, poly_features_endt = fit_linear_regression_model( array, @@ -53,20 +49,29 @@ def parameterise_magnet_kink( "dSlope_xEndT", "dSlope_xEndT_abs", "x_EndT_abs", + "ideal_state_770_ty", ], keep=[ - "ideal_state_770_tx^2", - "dSlope_xEndT^2", "dSlope_xEndT_abs", "x_EndT_abs", + "ideal_state_770_tx^2", + "ideal_state_770_tx dSlope_xEndT", + "dSlope_xEndT^2", + "x_EndT_abs^2", + "ideal_state_770_ty^2", + "ideal_state_770_tx^2 x_EndT_abs", + "ideal_state_770_tx dSlope_xEndT x_EndT_abs", + "dSlope_xEndT^2 x_EndT_abs", + "dSlope_xEndT_abs ideal_state_770_ty^2", + "x_EndT_abs^3", ], - degree=2, + degree=3, fit_intercept=True, ) cpp_ref = parse_regression_coef_to_array( model_endt, poly_features_endt, - "zMagnetParamsEndT", + array_name="zMagnetParamsEndTElectron", ) outpath = Path("parameterisations/result/z_mag_kink_params_electron.hpp") diff --git a/parameterisations/parameterise_track_model_electron.py b/parameterisations/parameterise_track_model_electron.py index fb75759..32d6b42 100644 --- a/parameterisations/parameterise_track_model_electron.py +++ b/parameterisations/parameterise_track_model_electron.py @@ -26,11 +26,7 @@ def parameterise_track_model( input_tree = uproot.open({input_file: tree_name}) # this is an event list of dictionaries containing awkward arrays array = input_tree.arrays() - # array = allarray[ - # (allarray.ideal_state_770_x == allarray.ideal_state_770_x) - # & (allarray.ideal_state_9410_x == allarray.ideal_state_9410_x) - # & (allarray.ideal_state_10000_x == allarray.ideal_state_10000_x) - # ] + array["yStraightOut"] = array["ideal_state_770_y"] + array["ideal_state_770_ty"] * ( array["ideal_state_10000_z"] - array["ideal_state_770_z"] ) @@ -54,10 +50,10 @@ def parameterise_track_model( "dSlope_yEndT", ], keep=[ - "dSlope_yEndT", # keep - "dSlope_xEndT dSlope_yEndT", # keep - "ideal_state_770_ty dSlope_xEndT^2", # keep - "ideal_state_770_ty dSlope_yEndT^2", # keep + "dSlope_yEndT", + "dSlope_xEndT dSlope_yEndT", + "ideal_state_770_ty dSlope_xEndT^2", + "ideal_state_770_ty dSlope_yEndT^2", ], degree=3, fit_intercept=False, @@ -91,12 +87,12 @@ def parameterise_track_model( cpp_y_match = parse_regression_coef_to_array( model_y_match, poly_features_y_match, - "bendYParamsMatch", + array_name="bendYParamsMatchElectron", ) cpp_y_match_precise = parse_regression_coef_to_array( model_y_match_precise, poly_features_y_match_precise, - "bendYParams", + array_name="bendYParamsElectron", ) outpath = Path("parameterisations/result/track_model_params_electron.hpp") diff --git a/parameterisations/result/track_model_params_electron.hpp b/parameterisations/result/track_model_params_electron.hpp index e1d6d43..c790af3 100644 --- a/parameterisations/result/track_model_params_electron.hpp +++ b/parameterisations/result/track_model_params_electron.hpp @@ -1,9 +1,9 @@ // param[0]*dSlope_yEndT + param[1]*dSlope_xEndT dSlope_yEndT + // param[2]*ideal_state_770_ty dSlope_xEndT^2 + param[3]*ideal_state_770_ty // dSlope_yEndT^2 -static constexpr std::array bendYParamsMatch{ - 4378.628600433391f, 38.37918880066809f, 1223.4312216138976f, - -18070.58880714184f}; +static constexpr std::array bendYParamsMatchElectron{ + 4349.958490794569f, 23.412267157820907f, 1217.6046177241865f, + -17594.965665893247f}; // param[0]*dSlope_yEndT + param[1]*ideal_state_770_ty dSlope_xEndT_abs + // param[2]*ideal_state_770_ty dSlope_yEndT_abs + param[3]*ideal_state_770_ty // ideal_state_770_tx dSlope_xEndT + param[4]*ideal_state_770_ty dSlope_xEndT^2 @@ -11,7 +11,7 @@ static constexpr std::array bendYParamsMatch{ // dSlope_yEndT + param[7]*ideal_state_770_ty ideal_state_770_tx^2 // dSlope_xEndT_abs + param[8]*ideal_state_770_ty^3 ideal_state_770_tx // dSlope_xEndT -static constexpr std::array bendYParams{ - 2728.3487088712513f, 175.88471572180072f, -1794.526612484905f, - 2743.4537706915407f, 460.1711356139729f, 41200.84474708236f, - 3211.085060418981f, -399.0908682713831f, 21207.05933957606f}; +static constexpr std::array bendYParamsElectron{ + 2727.4382768214373f, 171.62746271508692f, -1639.9176239198928f, + 2841.0170296705633f, 490.03818091751873f, 34340.21609055052f, + 2885.8437352087253f, -697.8060002066588f, 17736.16501881911f}; diff --git a/parameterisations/result/z_mag_kink_params_electron.hpp b/parameterisations/result/z_mag_kink_params_electron.hpp index 64e2b31..4c21eb2 100644 --- a/parameterisations/result/z_mag_kink_params_electron.hpp +++ b/parameterisations/result/z_mag_kink_params_electron.hpp @@ -1,5 +1,13 @@ // param[0] + param[1]*dSlope_xEndT_abs + param[2]*x_EndT_abs + -// param[3]*ideal_state_770_tx^2 + param[4]*dSlope_xEndT^2 -static constexpr std::array zMagnetParamsEndT{ - 5309.217539295354f, 37.908060765784256f, 0.011167156481561233f, - -1735.25693147613f, 293.74242595645825f}; +// param[3]*ideal_state_770_tx^2 + param[4]*ideal_state_770_tx dSlope_xEndT + +// param[5]*dSlope_xEndT^2 + param[6]*x_EndT_abs^2 + +// param[7]*ideal_state_770_ty^2 + param[8]*ideal_state_770_tx^2 x_EndT_abs + +// param[9]*ideal_state_770_tx dSlope_xEndT x_EndT_abs + +// param[10]*dSlope_xEndT^2 x_EndT_abs + param[11]*dSlope_xEndT_abs +// ideal_state_770_ty^2 + param[12]*x_EndT_abs^3 +static constexpr std::array zMagnetParamsEndTElectron{ + 5308.689740859701f, 94.8390840129271f, 0.03952176022974936f, + 70418.55504271125f, 62087.4827671762f, 13580.830615214854f, + -0.000842287765099925f, -2237.8985443626666f, -16.447718852307414f, + -13.929546692369508f, -3.2033475757333143f, 3364.6401097763382f, + 1.936634587279551e-07f}; diff --git a/parameterisations/train_matching_ghost_mlps_electron.py b/parameterisations/train_matching_ghost_mlps_electron.py index e951d0b..1319dc7 100644 --- a/parameterisations/train_matching_ghost_mlps_electron.py +++ b/parameterisations/train_matching_ghost_mlps_electron.py @@ -114,7 +114,7 @@ def train_matching_ghost_mlp( dataloader.AddVariable("distY", "F") dataloader.AddVariable("dSlope", "F") dataloader.AddVariable("dSlopeY", "F") - # dataloader.AddVariable("zmag", "F") + dataloader.AddVariable("zMag", "F") # dataloader.AddVariable("eta", "F") # dataloader.AddVariable("dEta", "F") @@ -123,8 +123,7 @@ def train_matching_ghost_mlp( # these cuts are also applied in the algorithm preselectionCuts = ROOT.TCut( - # "chi2<30 && distX<500 && distY<500 && dSlope<2.0 && dSlopeY<0.15", #### ganz raus für elektronen - # "eta>2 && eta<5 && eta_scifi>2 && eta_scifi<5" + "chi2<15 && distX<250 && distY<250 && dSlope<1.5 && dSlopeY<0.15 && zMag<6000 && zMag>4500", ) dataloader.PrepareTrainingAndTestTree( preselectionCuts, @@ -136,7 +135,7 @@ def train_matching_ghost_mlp( dataloader, TMVA.Types.kMLP, "matching_mlp", - "!H:V:TrainingMethod=BP:NeuronType=ReLU:EstimatorType=CE:VarTransform=Norm:NCycles=700:HiddenLayers=N+2,N:TestRate=50:Sampling=1.0:SamplingImportance=1.0:LearningRate=0.02:DecayRate=0.01:!UseRegulator", + "!H:V:TrainingMethod=BP:NeuronType=ReLU:EstimatorType=CE:VarTransform=Norm:NCycles=700:HiddenLayers=N+4,N+2:TestRate=50:Sampling=1.0:SamplingImportance=1.0:LearningRate=0.02:DecayRate=0.01:!UseRegulator", ) factory.TrainAllMethods() factory.TestAllMethods() diff --git a/thesis/TMVA_stuff.ipynb b/thesis/TMVA_stuff.ipynb index 50979d8..15fd225 100644 --- a/thesis/TMVA_stuff.ipynb +++ b/thesis/TMVA_stuff.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -18,18 +18,18 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "train_tree = uproot.open(\n", " {\n", - " \"/work/cetin/LHCb/reco_tuner/nn_electron_training/result_e_filterT_sample4/matching_ghost_mlp_training.root\": \"MatchNNDataSet/TrainTree\"\n", + " \"/work/cetin/LHCb/reco_tuner/nn_electron_training/result_NewParams_EFilter/matching_ghost_mlp_training.root\": \"MatchNNDataSet/TrainTree\"\n", " }\n", ")\n", "test_tree = uproot.open(\n", " {\n", - " \"/work/cetin/LHCb/reco_tuner/nn_electron_training/result_e_filterT_sample4/matching_ghost_mlp_training.root\": \"MatchNNDataSet/TestTree\"\n", + " \"/work/cetin/LHCb/reco_tuner/nn_electron_training/result_NewParams_EFilter/matching_ghost_mlp_training.root\": \"MatchNNDataSet/TestTree\"\n", " }\n", ")\n", "train_array = train_tree.arrays()\n", @@ -38,20 +38,9 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "train_bkg = train_array[train_array.classID == 1]\n", "train_sig = train_array[train_array.classID == 0]\n", @@ -95,27 +84,18 @@ "plt.ylabel(\"Number of tracks (normalised)\")\n", "mplhep.lhcb.text(\"Simulation\", loc=0)\n", "plt.legend(loc=\"upper center\")\n", - "plt.savefig(\"/work/cetin/LHCb/reco_tuner/thesis/filtered_NN_elec_response.pdf\",\n", - " format=\"PDF\")\n", + "plt.savefig(\n", + " \"/work/cetin/LHCb/reco_tuner/thesis/newparams_filtered_NN_elec_response.pdf\",\n", + " format=\"PDF\",\n", + ")\n", "# plt.show()" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, axes = plt.subplots(3, 2, figsize=(14, 15), sharey=False)\n", "# 0,0\n", @@ -161,7 +141,9 @@ " label=\"training sample, wrong pairs\",\n", ")\n", "axes[1, 0].set_xlabel(r\"$D_{x}$ [mm]\")\n", - "axes[1, 0].set_ylabel(\"Number of tracks (normalised)\", va=\"bottom\", ha=\"center\")\n", + "axes[1, 0].set_ylabel(\"Number of tracks (normalised)\",\n", + " va=\"bottom\",\n", + " ha=\"center\")\n", "# 0,1\n", "axes[0, 1].hist(\n", " train_sig.teta2,\n", @@ -249,27 +231,16 @@ ")\n", "axes[2, 1].set_xlabel(r\"$|\\Delta t_{y}^{\\mathrm{match}}|$\")\n", "plt.savefig(\n", - " \"/work/cetin/LHCb/reco_tuner/thesis/filtered_NN_elec_variables.pdf\", format=\"PDF\"\n", - ")\n", + " \"/work/cetin/LHCb/reco_tuner/thesis/filtered_NN_elec_variables.pdf\",\n", + " format=\"PDF\")\n", "# plt.show()" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "fig, axes = plt.subplots(2, 3, figsize=(25, 13), sharey=False)\n", "# 0,0\n", @@ -404,7 +375,7 @@ ")\n", "axes[1, 2].set_xlabel(r\"$|\\Delta t_{y}^{\\mathrm{match}}|$\")\n", "plt.savefig(\n", - " \"/work/cetin/LHCb/reco_tuner/thesis/filtered_NN_elec_variables_landscape.pdf\",\n", + " \"/work/cetin/LHCb/reco_tuner/thesis/newparams_filtered_NN_elec_variables_landscape.pdf\",\n", " format=\"PDF\",\n", ")\n", "# plt.show()"