From ded2f13b188db82d050eb269453999675df4d749 Mon Sep 17 00:00:00 2001 From: Jakob van Santen Date: Fri, 18 Aug 2023 15:46:26 +0200 Subject: [PATCH 1/7] Restore ability to use radio transfer matrix with arbitrary zenith binning --- toise/radio_aeff_generation.py | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/toise/radio_aeff_generation.py b/toise/radio_aeff_generation.py index eab8392..39bd795 100644 --- a/toise/radio_aeff_generation.py +++ b/toise/radio_aeff_generation.py @@ -508,7 +508,14 @@ def neutrino_interaction_length_ice(flavor, energy_edges): else: aeffs_flavor = [] for fi, flavor in enumerate(["e", "e", "mu", "mu", "tau", "tau"]): - data = matrix_data[f"transfer_matrix_{flavor}"] + data = interpolate.interp1d( + # interpolate to the nearest neighbor in zenith, subtracting a small amount prefer the value to the right + center(matrix_data["bin_edges"][1]) - 1e-12, + matrix_data[f"transfer_matrix_{flavor}"], + kind="nearest", + axis=1, + bounds_error=False, + )(center(cos_theta)) prod_dens = 1.0 / neutrino_interaction_length_ice( fi, neutrino_energy ) From 8f3130934b6cb83d30bef1f275a35bc2ae6ca67d Mon Sep 17 00:00:00 2001 From: Jakob van Santen Date: Fri, 18 Aug 2023 11:52:44 +0200 Subject: [PATCH 2/7] Import data files from private repo --- .gitignore | 1 - .../data/aeff/Gen2_EHE_NuE_effective_area.npz | Bin 0 -> 394282 bytes .../aeff/Gen2_EHE_NuMu_effective_area.npz | Bin 0 -> 394282 bytes .../aeff/Gen2_EHE_NuTau_effective_area.npz | Bin 0 -> 394282 bytes .../data/aeff/README_Gen2_EHE_effective_areas | 12 + toise/data/aeff/cosZenDepAeff_z100.txt | 105 + toise/data/aeff/cosZenDepAeff_z200.half.txt | 336 + toise/data/aeff/cosZenDepAeff_z200.txt | 105 + toise/data/aeff/desy_radio_nue_zenith.json | 2985 ++ toise/data/aeff/nu_e_Gen2_100m_1.5sigma.json | 2985 ++ toise/data/aeff/nu_mu_Gen2_100m_1.5sigma.json | 2985 ++ .../aeff/review_array_deep_only_dict_e.json | 15488 ++++++++++ .../aeff/review_array_deep_only_dict_mu.json 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three dimensions: + - True cos(zenith) + - Energy at the detector volume + - Neutrino energy at the surface + +The binning scheme used is given in the npz file. + diff --git a/toise/data/aeff/cosZenDepAeff_z100.txt b/toise/data/aeff/cosZenDepAeff_z100.txt new file mode 100644 index 0000000..83afeec --- /dev/null +++ b/toise/data/aeff/cosZenDepAeff_z100.txt @@ -0,0 +1,105 @@ +EXPONENT=16.000000 +-0.950000 0.000000 +-0.850000 0.264983 +-0.750000 0.000000 +-0.650000 0.986822 +-0.550000 6.701970 +-0.450000 4.872769 +-0.350000 3.139814 +-0.250000 2.488717 +-0.150000 0.405229 +-0.050000 1.393479 +0.050000 0.356741 +0.150000 0.068571 +0.250000 0.000000 +0.350000 0.014218 +0.450000 0.016063 +0.550000 0.016707 +0.650000 0.007546 +0.750000 0.012484 +0.850000 0.002286 +0.950000 0.000002 +EXPONENT=17.000000 +-0.950000 0.000000 +-0.850000 0.000000 +-0.750000 0.000000 +-0.650000 23.753071 +-0.550000 99.486816 +-0.450000 221.397186 +-0.350000 197.667130 +-0.250000 183.379730 +-0.150000 149.985245 +-0.050000 114.856400 +0.050000 38.194756 +0.150000 4.369019 +0.250000 0.175754 +0.350000 0.040007 +0.450000 0.005473 +0.550000 0.003058 +0.650000 0.000580 +0.750000 0.000231 +0.850000 0.000036 +0.950000 0.000000 +EXPONENT=18.000000 +-0.950000 0.000000 +-0.850000 0.000000 +-0.750000 8.929547 +-0.650000 97.803001 +-0.550000 829.912537 +-0.450000 1634.400024 +-0.350000 1840.284302 +-0.250000 1682.260254 +-0.150000 1287.712280 +-0.050000 1394.238159 +0.050000 350.748871 +0.150000 5.693832 +0.250000 0.045588 +0.350000 0.000695 +0.450000 0.000022 +0.550000 0.000000 +0.650000 0.000000 +0.750000 0.000000 +0.850000 0.000000 +0.950000 0.000000 +EXPONENT=19.000000 +-0.950000 0.000000 +-0.850000 0.000000 +-0.750000 38.442627 +-0.650000 639.193604 +-0.550000 3152.782959 +-0.450000 6450.686523 +-0.350000 7835.665039 +-0.250000 8839.839844 +-0.150000 7520.677734 +-0.050000 6175.066406 +0.050000 1318.621460 +0.150000 0.552734 +0.250000 0.000062 +0.350000 0.000000 +0.450000 0.000000 +0.550000 0.000000 +0.650000 0.000000 +0.750000 0.000000 +0.850000 0.000000 +0.950000 0.000000 +EXPONENT=20.000000 +-0.950000 0.000000 +-0.850000 0.000000 +-0.750000 337.818848 +-0.650000 5402.676758 +-0.550000 16289.050781 +-0.450000 27197.750000 +-0.350000 30100.871094 +-0.250000 27916.080078 +-0.150000 25021.312500 +-0.050000 21052.337891 +0.050000 2495.687744 +0.150000 0.003039 +0.250000 0.000000 +0.350000 0.000000 +0.450000 0.000000 +0.550000 0.000000 +0.650000 0.000000 +0.750000 0.000000 +0.850000 0.000000 +0.950000 0.000000 diff --git a/toise/data/aeff/cosZenDepAeff_z200.half.txt b/toise/data/aeff/cosZenDepAeff_z200.half.txt new file mode 100644 index 0000000..3115b2a --- /dev/null +++ b/toise/data/aeff/cosZenDepAeff_z200.half.txt @@ -0,0 +1,336 @@ +EXPONENT=13.000000 +-0.950000 0.000000 +-0.850000 0.000000 +-0.750000 0.000000 +-0.650000 0.000000 +-0.550000 0.000000 +-0.450000 0.000000 +-0.350000 0.000000 +-0.250000 0.000000 +-0.150000 0.000000 +-0.050000 0.000000 +0.050000 0.000000 +0.150000 0.000000 +0.250000 0.000000 +0.350000 0.000000 +0.450000 0.000000 +0.550000 0.000000 +0.650000 0.000000 +0.750000 0.000000 +0.850000 0.000000 +0.950000 0.000000 +EXPONENT=13.500000 +-0.950000 0.000000 +-0.850000 0.000000 +-0.750000 0.000000 +-0.650000 0.000000 +-0.550000 0.000000 +-0.450000 0.000000 +-0.350000 0.000000 +-0.250000 0.000000 +-0.150000 0.000000 +-0.050000 0.000000 +0.050000 0.000000 +0.150000 0.000000 +0.250000 0.000000 +0.350000 0.000000 +0.450000 0.000000 +0.550000 0.000000 +0.650000 0.000000 +0.750000 0.000000 +0.850000 0.000000 +0.950000 0.000000 +EXPONENT=14.000000 +-0.950000 0.000000 +-0.850000 0.000000 +-0.750000 0.000000 +-0.650000 0.000000 +-0.550000 0.000000 +-0.450000 0.000000 +-0.350000 0.000000 +-0.250000 0.000000 +-0.150000 0.000000 +-0.050000 0.000000 +0.050000 0.000000 +0.150000 0.000000 +0.250000 0.000000 +0.350000 0.000000 +0.450000 0.000000 +0.550000 0.000000 +0.650000 0.000000 +0.750000 0.000000 +0.850000 0.000000 +0.950000 0.000000 +EXPONENT=14.500000 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"param/effective_volume/Veff__baseline_array__config_config_ARZ2020_noise__D01detector_sim__mu.json" + # tau: "param/effective_volume/Veff__baseline_array__config_config_ARZ2020_noise__D01detector_sim__tau.json" + e: "param/effective_volume_exclusiveTriggers/Veff_withSelectionEfficiencies__baseline_array__config_ARZ2020_noise__D01detector_sim__e.json" + mu: "param/effective_volume_exclusiveTriggers/Veff_withSelectionEfficiencies__baseline_array__config_ARZ2020_noise__D01detector_sim__mu.json" + tau: "param/effective_volume_exclusiveTriggers/Veff_withSelectionEfficiencies__baseline_array__config_ARZ2020_noise__D01detector_sim__tau.json" + trigger_name: "combined_4channelPA" + # number of stations for which the veffs were generated. The veffs will be downscaled by that factor to a per-station veff. + # Be sure to set the detector_setup to the same number, unless you want to rescale + simulated_stations: 361 # 197 shallow-only / 164 hybrid + +############# +### analysis efficiency is implemented as sigmoid function with +# - minval: low energy limit for efficiency (minval values < 0 are allowed, efficiencies are limited to [0,1]) +# - maxval: high energy limit for efficiency (maxval values > 1 are allowed, efficiencies are limited to [0,1]) +# - log_turnon_gev: turning point of the sigmoid in log10(E [GeV]) +# - log_turnon_width: width of the turnon region in log10(E) + + +## for gen2, A, 9deg +analysis_efficiency: + minval: -1000. + maxval: 0.85 + log_turnon_gev: -0.57852369 + log_turnon_width: 1.13227653 + + + +############# +### energy resolution for radio, best guess from Christoph for RNO-G sims +# implemented as Cauchy for larger tails compared to Gaussian +# does not take into account LPM for nue really +energy_resolution: + loc: 0.01868963 + scale: 0.14255128 + +############# +### angular resolution for radio, best guess from Ilse for deep RNO-G sims +# implemented as combination of "well-reco" gaus (1) + "bad-reco" components +# fit to preliminary data for ~70 deg zenith angle, where bulk of events come from +#angular_resolution: +# norm1: 0.69 +# sigma1: 3. +# norm2: 0.31 +# sigma2: 9. +# norm_const: 0. +angular_resolution: + norm1: [1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.9985489110692959, 0.9213451131552166, 0.8529130661463263, 0.7932527700426301, 0.7423642248441232, 0.7002474305508084, 0.6669023871626865, 0.6423290946797551, 0.626527553102016, 0.6194977624294682, 0.6188535517762731, 0.622208750256592, 0.6295633578704247, 0.6409173746177709, 0.6562708004986315, 0.6727311439800853, 0.6874059135292108, 0.700295109146009, 0.7113987308304792, 0.7207167785826225, 0.7290663235596873, 0.7372644369189235, 0.7453111186603315, 0.7532063687839109, 0.760950187289662, 0.7685425741775849, 0.7759835294476788, 0.7832730530999447, 0.7904111451343818, 0.7973978055509909, 0.8042330343497718, 0.8109168315307234, 0.8174491970938467, 0.8238301310391418, 0.8300596333666088, 0.836137704076247, 0.8420643431680572, 0.8478395506420382, 0.8534633264981917, 0.8589356707365159, 0.8642565833570144, 0.8694260643596792, 0.87444411374452, 0.8793107315115307, 0.8840259176607113, 0.8885896721920652, 0.8930019951055925] + sigma1: 3. + norm2: [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0014510889307041142, 0.07865488684478339, 0.14708693385367366, 0.20674722995736994, 0.25763577515587677, 0.2997525694491916, 0.33309761283731354, 0.3576709053202449, 0.373472446897984, 0.3805022375705318, 0.3811464482237269, 0.37779124974340805, 0.3704366421295753, 0.3590826253822291, 0.3437291995013685, 0.32726885601991473, 0.31259408647078923, 0.299704890853991, 0.2886012691695208, 0.2792832214173775, 0.27093367644031274, 0.2627355630810765, 0.2546888813396685, 0.2467936312160891, 0.23904981271033798, 0.23145742582241513, 0.2240164705523212, 0.21672694690005534, 0.20958885486561818, 0.20260219444900907, 0.19576696565022822, 0.18908316846927664, 0.18255080290615333, 0.17616986896085818, 0.16994036663339118, 0.163862295923753, 0.15793565683194277, 0.1521604493579618, 0.14653667350180832, 0.1410643292634841, 0.13574341664298561, 0.13057393564032083, 0.12555588625547998, 0.12068926848846928, 0.11597408233928874, 0.1114103278079348, 0.10699800489440747] + sigma2: 9. + norm_const: 0. + +transfer_matrix: + table: "param/transfer_matrices/transfer_matrix_baseline_array.npz" +muon_background: + table: "param/backgrounds/baseline_GSF_2Dshowerenergy_zenith_SIBYLL23C.pkl" + cr_cut: True + apply_efficiency: False diff --git a/toise/data/cross_sections/cascade_efficiency.hdf5 b/toise/data/cross_sections/cascade_efficiency.hdf5 new file mode 100644 index 0000000000000000000000000000000000000000..aa5595e18bb735898608af550a13b6501608f054 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