From 33b243944da118a029a2d3cbdb0ab00c391afe5d Mon Sep 17 00:00:00 2001
From: Hsin Fan <57552401+hsinfan1996@users.noreply.github.com>
Date: Tue, 20 Feb 2024 09:38:14 +0800
Subject: [PATCH] Rename simps and update README

---
 README.md                                                     | 2 +-
 clmm/redshift/tools.py                                        | 4 ++--
 clmm/theory/parent_class.py                                   | 4 ++--
 .../NumCosmo/Example2_Fit_Halo_Mass_to_Shear_Catalog_NC.ipynb | 4 ++--
 4 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/README.md b/README.md
index a6b1ecc02..dd73cc3f4 100644
--- a/README.md
+++ b/README.md
@@ -23,7 +23,7 @@ link to this repository: https://github.com/LSSTDESC/CLMM. Please follow the gui
 CLMM requires Python version 3.8 or later.  CLMM has the following dependencies:
 
 - [NumPy](https://www.numpy.org/) (v1.17 or later)
-- [SciPy](https://scipy.org/) (v1.3 or later)
+- [SciPy](https://scipy.org/) (v1.6 or later)
 - [Astropy](https://www.astropy.org/) (v4.0 or later for units and cosmology dependence)  
 (Please avoid Astropy v5.0 since there is bug breaking CCL backend. It has been fixed in Astropy v5.0.1.)
 - [Matplotlib](https://matplotlib.org/) (for plotting and going through tutorials)
diff --git a/clmm/redshift/tools.py b/clmm/redshift/tools.py
index 82ffd670e..904d0579a 100644
--- a/clmm/redshift/tools.py
+++ b/clmm/redshift/tools.py
@@ -1,7 +1,7 @@
 """General utility functions that are used in multiple modules"""
 import warnings
 import numpy as np
-from scipy.integrate import simps
+from scipy.integrate import simpson
 from scipy.interpolate import interp1d
 
 
@@ -55,7 +55,7 @@ def _integ_pzfuncs(pzpdf, pzbins, zmin=0.0, zmax=5, kernel=lambda z: 1.0, ngrid=
         pz_matrix = np.array(pzpdf)[:, mask]
         kernel_matrix = kernel(z_grid)
 
-    return simps(pz_matrix * kernel_matrix, x=z_grid, axis=1)
+    return simpson(pz_matrix * kernel_matrix, x=z_grid, axis=1)
 
 
 def compute_for_good_redshifts(
diff --git a/clmm/theory/parent_class.py b/clmm/theory/parent_class.py
index d27b8f7c6..bcefc55ed 100644
--- a/clmm/theory/parent_class.py
+++ b/clmm/theory/parent_class.py
@@ -7,7 +7,7 @@
 import numpy as np
 
 # functions for the 2h term
-from scipy.integrate import simps, quad
+from scipy.integrate import simpson, quad
 from scipy.special import jv
 from scipy.interpolate import splrep, splev
 
@@ -230,7 +230,7 @@ def __integrand__(l_value, theta):
             return l_value * jv(sph_harm_ord, l_value * theta) * splev(k_value, interp_pk)
 
         l_values = np.logspace(loglbounds[0], loglbounds[1], lsteps)
-        kernel = np.array([simps(__integrand__(l_values, t), l_values) for t in theta])
+        kernel = np.array([simpson(__integrand__(l_values, t), l_values) for t in theta])
         return halobias * kernel * rho_m / (2 * np.pi * (1 + z_cl) ** 3 * da**2)
 
     def _eval_surface_density_2h(
diff --git a/examples/NumCosmo/Example2_Fit_Halo_Mass_to_Shear_Catalog_NC.ipynb b/examples/NumCosmo/Example2_Fit_Halo_Mass_to_Shear_Catalog_NC.ipynb
index aab95262e..bf55146d8 100644
--- a/examples/NumCosmo/Example2_Fit_Halo_Mass_to_Shear_Catalog_NC.ipynb
+++ b/examples/NumCosmo/Example2_Fit_Halo_Mass_to_Shear_Catalog_NC.ipynb
@@ -1033,7 +1033,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -1047,7 +1047,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.5"
+   "version": "3.11.7"
   }
  },
  "nbformat": 4,