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Add SFI groups (#121)

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* Update LOS sampling

* Bring SD back to speed

* Update nb

* Update script

* Update requirements

* Update flow chi2 calc

* Update script

* Add support for SFI groups

* Update plot

* Update script

* Update script
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Richard Stiskalek 2024-03-26 15:11:04 +01:00 • committed by GitHub
parent 27c1f9249b
commit 29b37172fa
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GPG key ID: B5690EEEBB952194
7 changed files with 253 additions and 135 deletions
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287
notebooks/flow_calibration.ipynb
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16
notebooks/flow_calibration.py
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@ -35,8 +35,10 @@ def read_samples(catalogue, simname, ksmooth, include_calibration=False,
if catalogue in ["LOSS", "Foundation", "Pantheon+"]:
alpha_cal, beta_cal, mag_cal, e_mu_intrinsic = [], [], [], []
elif catalogue in ["2MTF", "SFI_gals"]:
elif catalogue in ["2MTF", "SFI_gals", "SFI_gals_masked"]:
a, b, e_mu_intrinsic = [], [], []
elif catalogue == "SFI_groups":
h = []
else:
raise ValueError(f"Catalogue {catalogue} not recognized.")
@ -86,6 +88,8 @@ def read_samples(catalogue, simname, ksmooth, include_calibration=False,
a.append(f[f"sim_{nsim}/a"][:])
b.append(f[f"sim_{nsim}/b"][:])
e_mu_intrinsic.append(f[f"sim_{nsim}/e_mu_intrinsic"][:])
elif catalogue == "SFI_groups":
h.append(f[f"sim_{nsim}/h"][:])
else:
raise ValueError(f"Catalogue {catalogue} not recognized.")
@ -95,8 +99,10 @@ def read_samples(catalogue, simname, ksmooth, include_calibration=False,
if catalogue in ["LOSS", "Foundation", "Pantheon+"]:
alpha_cal, beta_cal, mag_cal, e_mu_intrinsic = np.hstack(alpha_cal), np.hstack(beta_cal), np.hstack(mag_cal), np.hstack(e_mu_intrinsic) # noqa
elif catalogue in ["2MTF", "SFI_gals"]:
elif catalogue in ["2MTF", "SFI_gals", "SFI_gals_masked"]:
a, b, e_mu_intrinsic = np.hstack(a), np.hstack(b), np.hstack(e_mu_intrinsic) # noqa
elif catalogue == "SFI_groups":
h = np.hstack(h)
else:
raise ValueError(f"Catalogue {catalogue} not recognized.")
@ -114,9 +120,12 @@ def read_samples(catalogue, simname, ksmooth, include_calibration=False,
if catalogue in ["LOSS", "Foundation", "Pantheon+"]:
data += [alpha_cal, beta_cal, mag_cal, e_mu_intrinsic]
names += ["alpha_cal", "beta_cal", "mag_cal", "e_mu_intrinsic"]
elif catalogue in ["2MTF", "SFI_gals"]:
elif catalogue in ["2MTF", "SFI_gals", "SFI_gals_masked"]:
data += [a, b, e_mu_intrinsic]
names += ["a", "b", "e_mu_intrinsic"]
elif catalogue == "SFI_groups":
data += [h]
names += ["h"]
else:
raise ValueError(f"Catalogue {catalogue} not recognized.")
@ -162,6 +171,7 @@ def names_to_latex(names, for_corner=False):
"beta": r"$\beta$",
"Vmag": r"$V_{\rm ext}$",
"sigma_v": r"$\sigma_v$",
"h": r"$h$",
}
labels = copy(names)