Updates fitting step descriptions for clarity

Author: AndrewSazonov

tutorials/advanced_joint-fit_pd-neut-xray-cwl_PbSO4.py

@@ -271,7 +271,7 @@
     term.coef.free = True
 
 # %% [markdown]
-# ### Fitting step
+# ### Perform Fit
 
 # %%
 project.analysis.fit()

tutorials/advanced_single-fit_pd-neut-tof_Si-SEPD.py

@@ -118,7 +118,7 @@
 project = Project()
 
 # %% [markdown]
-# ## Configure Plotting Engine
+# ### Configure Plotting Engine
 
 # %%
 project.plotter.engine = 'plotly'
@@ -163,7 +163,7 @@
                           show_residual=True)
 
 # %% [markdown]
-# ### Fitting Step 1/5
+# ### Perform Fit 1/5
 #
 # Set parameters to be fitted
 
@@ -196,7 +196,7 @@
                           show_residual=True)
 
 # %% [markdown]
-# ### Fitting Step 2/5
+# ### Perform Fit 2/5
 #
 # Set parameters to be fitted
 
@@ -227,7 +227,7 @@
                           show_residual=True)
 
 # %% [markdown]
-# ### Fitting Step 3/5
+# ### Perform Fit 3/5
 #
 # Fix background points
 
@@ -266,7 +266,7 @@
                           show_residual=True)
 
 # %% [markdown]
-# ### Fitting Step 4/5
+# ### Perform Fit 4/5
 #
 # Set parameters to be fitted
 

tutorials/basic_single-fit_pd-neut-cwl_LBCO-HRPT.py

@@ -422,7 +422,7 @@
 project.analysis.current_minimizer = 'lmfit (leastsq)'
 
 # %% [markdown]
-# ### Fitting Step 1/5
+# ### Perform Fit 1/5
 #
 # Set sample model parameters to be fitted
 
@@ -467,7 +467,7 @@
 project.save_as(dir_path='lbco_hrpt', temporary=True)
 
 # %% [markdown]
-# ### Fitting Step 2/5
+# ### Perform Fit 2/5
 #
 # Set experimental parameters to be fitted
 
@@ -503,7 +503,7 @@
 project.save_as(dir_path='lbco_hrpt', temporary=True)
 
 # %% [markdown]
-# ### Fitting Step 3/5
+# ### Perform Fit 3/5
 #
 # Set sample model parameters to be fitted
 
@@ -539,7 +539,7 @@
 project.save_as(dir_path='lbco_hrpt', temporary=True)
 
 # %% [markdown]
-# ### Fitting Step 4/5
+# ### Perform Fit 4/5
 #
 # #### Define constraints
 #
@@ -608,7 +608,7 @@
 project.save_as(dir_path='lbco_hrpt', temporary=True)
 
 # %% [markdown]
-# ### Fitting Step 5/5
+# ### Perform Fit 5/5
 #
 # #### Define constraints
 #

tutorials/pdf_pd-neut-cwl_Ni.py

@@ -88,7 +88,7 @@
 project.analysis.fit()
 
 # %% [markdown]
-# ## Plot Measured vs Calculated Data
+# ## Plot Measured vs Calculated
 
 # %%
 project.plot_meas_vs_calc(expt_name='pdf',

tutorials/pdf_pd-neut-tof_Si-NOMAD.py

@@ -90,7 +90,7 @@
 project.analysis.fit()
 
 # %% [markdown]
-# ## Plot Measured vs Calculated Data
+# ## Plot Measured vs Calculated
 
 # %%
 project.plot_meas_vs_calc(expt_name='nomad',

tutorials/pdf_pd-xray_NaCl.py

@@ -109,7 +109,7 @@
 project.analysis.fit()
 
 # %% [markdown]
-# ## Plot Measured vs Calculated Data
+# ## Plot Measured vs Calculated
 
 # %%
 project.plot_meas_vs_calc(expt_name='xray_pdf')