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Matching of observations (#127)

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* Rename file

* Add indents

* Update imports

* Add counting

* Docs

* Add nb

* Rename nb

* Update nb

* Add PV processing

* Update nb

* Add Pantheon+groups

* Update submission scripts

* Add Pantheon+zSN

* Update nb

* Edit param

* Matchin SFI

* Update nb

* Fix path bug

* Add list of clusters

* Update imports

* Update imports

* Add cartesian & mass of clusters

* Add observation to halo matching

* Add nb

* Add inverse CDF

* Add import

* Update nb

* Add comments
This commit is contained in:
Richard Stiskalek 2024-04-23 12:02:09 +01:00 • committed by GitHub
parent 3876985f26
commit c4557cf35b
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16 changed files with 1727 additions and 714 deletions
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362
notebooks/flow/PV_process.ipynb
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notebooks/flow/flow_calibration.ipynb
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notebooks/flow/flow_calibration.py
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@ -38,7 +38,7 @@ def read_samples(catalogue, simname, ksmooth, include_calibration=False,
Vx, Vy, Vz, beta, sigma_v, alpha = [], [], [], [], [], []
BIC, AIC, logZ, chi2 = [], [], [], []
if catalogue in ["LOSS", "Foundation", "Pantheon+"]:
if catalogue in ["LOSS", "Foundation"] or "Pantheon+" in catalogue:
alpha_cal, beta_cal, mag_cal, e_mu_intrinsic = [], [], [], []
elif catalogue in ["2MTF", "SFI_gals", "SFI_gals_masked"]:
a, b, e_mu_intrinsic = [], [], []
@ -86,7 +86,7 @@ def read_samples(catalogue, simname, ksmooth, include_calibration=False,
except KeyError:
chi2.append([0.])
if catalogue in ["LOSS", "Foundation", "Pantheon+"]:
if catalogue in ["LOSS", "Foundation"] or "Pantheon+" in catalogue: # noqa
alpha_cal.append(f[f"sim_{nsim}/alpha_cal"][:])
beta_cal.append(f[f"sim_{nsim}/beta_cal"][:])
mag_cal.append(f[f"sim_{nsim}/mag_cal"][:])
@ -106,7 +106,7 @@ def read_samples(catalogue, simname, ksmooth, include_calibration=False,
gof = np.hstack(BIC), np.hstack(AIC), np.hstack(logZ), np.hstack(chi2)
if catalogue in ["LOSS", "Foundation", "Pantheon+"]:
if catalogue in ["LOSS", "Foundation"] or "Pantheon+" in catalogue:
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", "SFI_gals_masked"]:
a, b, e_mu_intrinsic = np.hstack(a), np.hstack(b), np.hstack(e_mu_intrinsic) # noqa
@ -118,6 +118,7 @@ def read_samples(catalogue, simname, ksmooth, include_calibration=False,
raise ValueError(f"Catalogue {catalogue} not recognized.")
# Calculate magnitude of V_ext
Vmag = np.sqrt(Vx**2 + Vy**2 + Vz**2)
# Calculate direction in galactic coordinates of V_ext
V = np.vstack([Vx, Vy, Vz]).T
@ -128,7 +129,7 @@ def read_samples(catalogue, simname, ksmooth, include_calibration=False,
names = ["alpha", "beta", "Vmag", "l", "b", "sigma_v"]
if include_calibration:
if catalogue in ["LOSS", "Foundation", "Pantheon+"]:
if catalogue in ["LOSS", "Foundation"] or "Pantheon+" in catalogue:
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", "SFI_gals_masked"]:

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