diff --git a/docs/source/how_to/how_to_algorithm_selection.ipynb b/docs/source/how_to/how_to_algorithm_selection.ipynb
index dbfa77ddb..1f5aa7172 100644
--- a/docs/source/how_to/how_to_algorithm_selection.ipynb
+++ b/docs/source/how_to/how_to_algorithm_selection.ipynb
@@ -45,17 +45,17 @@
"graph LR\n",
" classDef highlight fill:#FF4500;\n",
" A[\"Do you have
nonlinear constraints?\"] -- yes --> B[\"differentiable?\"]\n",
- " B[\"Is your objective function differentiable?\"] -- yes --> C[\"'ipopt', 'nlopt_slsqp', 'scipy_trust_constr', ...\"]\n",
- " B[\"differentiable?\"] -- no --> D[\"'scipy_cobyla', 'nlopt_cobyla', ...\"]\n",
+ " B[\"Is your objective function differentiable?\"] -- yes --> C[\"'ipopt', 'nlopt_slsqp', 'scipy_trust_constr'\"]\n",
+ " B[\"differentiable?\"] -- no --> D[\"'scipy_cobyla', 'nlopt_cobyla'\"]\n",
"\n",
" A[\"Do you have
nonlinear constraints?\"] -- no --> E[\"Can you exploit
a least-squares
structure?\"]\n",
" E[\"Can you exploit
a least-squares
structure?\"] -- yes --> F[\"differentiable?\"]\n",
" E[\"Can you exploit
a least-squares
structure?\"] -- no --> G[\"differentiable?\"]\n",
"\n",
- " F[\"differentiable?\"] -- yes --> H[\"'scipy_ls_lm', 'scipy_ls_trf', 'scipy_ls_dogleg', ...\"]\n",
- " F[\"differentiable?\"] -- no --> I[\"'nag_dflos', 'pounders', 'tao_pounders', ...\"]\n",
+ " F[\"differentiable?\"] -- yes --> H[\"'scipy_ls_lm', 'scipy_ls_trf', 'scipy_ls_dogleg'\"]\n",
+ " F[\"differentiable?\"] -- no --> I[\"'nag_dflos', 'pounders', 'tao_pounders'\"]\n",
"\n",
- " G[\"differentiable?\"] -- yes --> J[\"'scipy_lbfgsb', 'nlopt_lbfgsb', 'fides', ...\"]\n",
+ " G[\"differentiable?\"] -- yes --> J[\"'scipy_lbfgsb', 'nlopt_lbfgsb', 'fides'\"]\n",
" G[\"differentiable?\"] -- no --> K[\"test\"]\n",
"\n",
"```\n",