Ran spell checker on tutorials

Author: Thomas Baumann

pySDC/tutorial/step_1/B_spatial_accuracy_check.py

@@ -150,7 +150,7 @@ def plot_accuracy(results):
 
     # create new figure
     plt.figure()
-    # take x-axis limits from nvars_list + some spacning left and right
+    # take x-axis limits from nvars_list + some spacing left and right
     plt.xlim([min(nvars_list) / 2, max(nvars_list) * 2])
     plt.xlabel('nvars')
     plt.ylabel('abs. error')

pySDC/tutorial/step_1/README.rst

@@ -91,6 +91,6 @@ Important things to note:
    order in time with a 2nd order stencil in space.
 -  Orders of convergence are not as stable as for the space-only test.
    One of the problems of this example is that we are actually trying to
-   compute 0 very, very thorougly...
+   compute 0 very, very thoroughly...
 
 .. include:: doc_step_1_D.rst

pySDC/tutorial/step_2/README.rst

@@ -86,6 +86,6 @@ Important things to note:
    iteration counts for now. We will deal with these later.
 -  This example is the prototype for a user to work with pySDC. Most of
    the logic and most of the data structures are hidden, but all
-   relevant parameters are accessable using the ``description``.
+   relevant parameters are accessible using the ``description``.
 
 .. include:: doc_step_2_C.rst

pySDC/tutorial/step_3/A_getting_statistics.py

@@ -21,7 +21,7 @@ def main():
     f.write(out + '\n')
     print(out)
 
-    # filter statistics by first time intervall and type (residual)
+    # filter statistics by first time interval and type (residual)
     residuals = get_sorted(stats, time=0.1, type='residual_post_iteration', sortby='iter')
 
     for item in residuals:

pySDC/tutorial/step_3/B_adding_statistics.py

@@ -11,7 +11,7 @@
 
 def main():
     """
-    A simple tets program to retrieve user-defined statistics from a run
+    A simple test program to retrieve user-defined statistics from a run
     """
     Path("data").mkdir(parents=True, exist_ok=True)
 

pySDC/tutorial/step_3/C_study_collocations.py

@@ -10,7 +10,7 @@
 
 def main():
     """
-    A simple test program to show th eenergy deviation for different quadrature nodes
+    A simple test program to show the energy deviation for different quadrature nodes
     """
     stats_dict = run_simulation()
 

pySDC/tutorial/step_4/B_multilevel_hierarchy.py

@@ -47,7 +47,7 @@ def main():
     description['level_params'] = level_params  # pass level parameters
     description['step_params'] = step_params  # pass step parameters
     description['space_transfer_class'] = mesh_to_mesh  # pass spatial transfer class
-    description['space_transfer_params'] = space_transfer_params  # pass paramters for spatial transfer
+    description['space_transfer_params'] = space_transfer_params  # pass parameters for spatial transfer
 
     # now the description contains more or less everything we need to create a step with multiple levels
     S = step(description=description)

pySDC/tutorial/step_4/C_SDC_vs_MLSDC.py

@@ -73,7 +73,7 @@ def main():
     description_mlsdc['level_params'] = level_params  # pass level parameters
     description_mlsdc['step_params'] = step_params  # pass step parameters
     description_mlsdc['space_transfer_class'] = mesh_to_mesh  # pass spatial transfer class
-    description_mlsdc['space_transfer_params'] = space_transfer_params  # pass paramters for spatial transfer
+    description_mlsdc['space_transfer_params'] = space_transfer_params  # pass parameters for spatial transfer
 
     # instantiate the controller (no controller parameters used here)
     controller_sdc = controller_nonMPI(num_procs=1, controller_params=controller_params, description=description_sdc)

pySDC/tutorial/step_5/A_multistep_multilevel_hierarchy.py

@@ -47,7 +47,7 @@ def main():
     description['level_params'] = level_params  # pass level parameters
     description['step_params'] = step_params  # pass step parameters
     description['space_transfer_class'] = mesh_to_mesh  # pass spatial transfer class
-    description['space_transfer_params'] = space_transfer_params  # pass paramters for spatial transfer
+    description['space_transfer_params'] = space_transfer_params  # pass parameters for spatial transfer
 
     # instantiate controller
     controller = controller_nonMPI(num_procs=10, controller_params={}, description=description)

pySDC/tutorial/step_5/B_my_first_PFASST_run.py

@@ -55,7 +55,7 @@ def main():
     description['level_params'] = level_params  # pass level parameters
     description['step_params'] = step_params  # pass step parameters
     description['space_transfer_class'] = mesh_to_mesh  # pass spatial transfer class
-    description['space_transfer_params'] = space_transfer_params  # pass paramters for spatial transfer
+    description['space_transfer_params'] = space_transfer_params  # pass parameters for spatial transfer
 
     # set time parameters
     t0 = 0.0
@@ -119,7 +119,7 @@ def main():
 
         assert err < 1.3505e-04, "ERROR: error is too high, got %s" % err
         assert np.ptp(niters) <= 1, "ERROR: range of number of iterations is too high, got %s" % np.ptp(niters)
-        assert np.mean(niters) <= 5.0, "ERROR: mean number of iteratiobs is too high, got %s" % np.mean(niters)
+        assert np.mean(niters) <= 5.0, "ERROR: mean number of iterations is too high, got %s" % np.mean(niters)
 
     f.close()