diff --git a/xfel_calibrate/notebooks.py b/xfel_calibrate/notebooks.py
index 3f16499e089b989924e4239ea2b48f0dbabe1c52..f593a05951ff4312959102dbeda5e063a52f133a 100644
--- a/xfel_calibrate/notebooks.py
+++ b/xfel_calibrate/notebooks.py
@@ -1,223 +1,223 @@
 # paths are relative to the location of setup.py in the main package
 
 notebooks = {
-             "AGIPD": {
-                       "DARK": {
-                               "notebook": "notebooks/AGIPD/Characterize_AGIPD_Gain_Darks_NBC.ipynb",
-                               "concurrency": {"parameter": "modules",
-                                               "default concurrency": list(range(16)),
-                                               "cluster cores": 8},
-                               },
-                       "PC":   {
-                               "notebook": "notebooks/AGIPD/Chracterize_AGIPD_Gain_PC_NBC.ipynb",
-                               "concurrency": {"parameter": "modules",
-                                               "default concurrency": 16,
-                                               "cluster cores": 32},
-                               },
-                       "FF":   {
-                               "notebook": "notebooks/AGIPD/Characterize_AGIPD_Gain_FlatFields_NBC.ipynb",
-                               "concurrency": {"parameter": "modules",
-                                               "default concurrency": 16,
-                                               "cluster cores": 16},
-                               },
-                       "CORRECT":   {
-                               "notebook": "notebooks/AGIPD/AGIPD_Correct_and_Verify.ipynb",
-                               "dep_notebooks": ["notebooks/AGIPD/AGIPD_Correct_and_Verify_Summary_NBC.ipynb"],
-                               "concurrency": {"parameter": "sequences",
-                                               "use function": "balance_sequences",
-                                               "default concurrency": [-1],
-                                               "cluster cores": 16},
-                               },
-                       "COMBINE":   {
-                               "notebook": "notebooks/AGIPD/AGIPD_Characterize_Gain_Combine_NBC.ipynb",
-                               "concurrency": {"parameter": None,
-                                               "default concurrency": None,
-                                               "cluster cores": 8},
-                               },
-                      },
+    "AGIPD": {
+        "DARK": {
+            "notebook": "notebooks/AGIPD/Characterize_AGIPD_Gain_Darks_NBC.ipynb",
+            "concurrency": {"parameter": "modules",
+                            "default concurrency": list(range(16)),
+                            "cluster cores": 8},
+        },
+        "PC": {
+            "notebook": "notebooks/AGIPD/Chracterize_AGIPD_Gain_PC_NBC.ipynb",
+            "concurrency": {"parameter": "modules",
+                            "default concurrency": 16,
+                            "cluster cores": 32},
+        },
+        "FF": {
+            "notebook": "notebooks/AGIPD/Characterize_AGIPD_Gain_FlatFields_NBC.ipynb",
+            "concurrency": {"parameter": "modules",
+                            "default concurrency": 16,
+                            "cluster cores": 16},
+        },
+        "CORRECT": {
+            "notebook": "notebooks/AGIPD/AGIPD_Correct_and_Verify.ipynb",
+            "dep_notebooks": [
+                "notebooks/AGIPD/AGIPD_Correct_and_Verify_Summary_NBC.ipynb"],
+            "concurrency": {"parameter": "sequences",
+                            "use function": "balance_sequences",
+                            "default concurrency": [-1],
+                            "cluster cores": 16},
+        },
+        "COMBINE": {
+            "notebook": "notebooks/AGIPD/AGIPD_Characterize_Gain_Combine_NBC.ipynb",
+            "concurrency": {"parameter": None,
+                            "default concurrency": None,
+                            "cluster cores": 8},
+        },
+    },
 
-             "AGIPD64K": {
-                       "DARK": {
-                               "notebook": "notebooks/AGIPD/playground/AGIPD_SingleM_test_Dark.ipynb",
-                               "concurrency": {"parameter": None,
-                                             "default concurrency": None,
-                                             "cluster cores": 4},
-                            },
-                     },
+    "AGIPD64K": {
+        "DARK": {
+            "notebook": "notebooks/AGIPD/playground/AGIPD_SingleM_test_Dark.ipynb",
+            "concurrency": {"parameter": None,
+                            "default concurrency": None,
+                            "cluster cores": 4},
+        },
+    },
 
-             "LPD": {
-                       "DARK": {
-                               "notebook": "notebooks/LPD/LPDChar_Darks_NBC.ipynb",
-                               "dep_notebooks": ["notebooks/LPD/LPDChar_Darks_Summary_NBC.ipynb"],
-                               "concurrency": {"parameter": "modules",
-                                               "default concurrency": list(range(16)),
-                                               "cluster cores": 8},
-                               },
-                       "PC":   {
-                               "notebook": "notebooks/LPD/Characterize_LPD_GAIN_CI_per_pixel_NBC.ipynb",
-                               "concurrency": {"parameter": "modules",
-                                               "default concurrency": 16,
-                                               "cluster cores": 32},
-                               },
-                       "FF":   {
-                               "notebook": "notebooks/LPD/LPD_FlatField_Radial_per_pixel_CI_NBC.ipynb",
-                               "concurrency": {"parameter": None,
-                                               "default concurrency": None,
-                                               "cluster cores": 8},
-                               },
-                       "CORRECT":   {
-                               "notebook": "notebooks/LPD/LPD_Correct_and_Verify.ipynb",
-                               "concurrency": {"parameter": "sequences",
-                                               "default concurrency": [-1],
-                                               "use function": "balance_sequences",
-                                               "cluster cores": 32},
-                               },
-                       "XGM_MINE": {
-                               "notebook": "notebooks/LPD/Mine_RadIntensity_vs_XGM_NBC.ipynb",
-                               "concurrency": {"parameter": "runs",
-                                               "use function": "create_run_list",
-                                               "default concurrency": [-1],
-                                               "cluster cores": 2},
-                               },
-                      },
-            "PNCCD": {
-                       "DARK": {
-                               "notebook": "notebooks/pnCCD/Characterize_pnCCD_Dark_NBC.ipynb",
-                               "concurrency": {"parameter": None,
-                                               "default concurrency": None,
-                                               "cluster cores": 32},
-                               },
-                       "CORRECT": {
-                               "notebook": "notebooks/pnCCD/Correct_pnCCD_NBC.ipynb",
-                               "concurrency": {"parameter": "sequences",
-                                               "default concurrency": [-1],
-                                               "use function": "balance_sequences",
-                                               "cluster cores": 32},
-                               },
-                      },
-            "GENERIC": {
-                       "DB_TO_H5": {
-                               "notebook": "notebooks/generic/DB_Constants_to_HDF5_NBC.ipynb",
-                               "concurrency": {"parameter": None,
-                                               "default concurrency": None,
-                                               "cluster cores": 32},
-                               "extend parms": "extend_parms",
-                               },
-                       "STATS_FROM_DB":   {
-                               "notebook": "notebooks/generic/PlotFromCalDB_NBC.ipynb",
-                               "concurrency": {"parameter": None,
-                                                "default concurrency": None,
-                                                "cluster cores": 1},
-                               },
-                       "STATS_FROM_DB2":   {
-                               "notebook": "notebooks/generic/PlotFromCalDB_NBC.ipynb",
-			       "dep_notebooks": ["notebooks/generic/PlotFromCalDB_Summary_NBC.ipynb"],
-                               "concurrency": {"parameter": "submodules",
-                                               "default concurrency": None,
-                                               "cluster cores": 1},
-                               },
-                       },
-            "TUTORIAL": {
-                       "TEST": {
-                               "notebook": "notebooks/Tutorial/calversion.ipynb",
-                               "concurrency": {"parameter": "random_seed",
-                                               "default concurrency": None,
-                                               "cluster cores": 4},
-                               },
-                      },
-             "FASTCCD": {
-                        "DARK": {
-                                "notebook": "notebooks/FastCCD/Characterize_Darks_NewDAQ_FastCCD_NBC_New_Common_Mode.ipynb",
-                                "concurrency": {"parameter": None,
-                                                "default concurrency": None,
-                                                "cluster cores": 16},
-                                },
-                        "CORRECT": {
-                                "notebook": "notebooks/FastCCD/CorrectionNotebook_NewDAQ_FastCCD_NBC.ipynb",
-                                "concurrency": {"parameter": "sequences",
-                                               "default concurrency": [-1],
-                                               "use function": "balance_sequences",
-                                               "cluster cores": 4},
-                                },
-                       },
-             "JUNGFRAU": {
-                        "DARK": {
-                                "notebook": "notebooks/Jungfrau/Jungfrau_dark_analysis_all_gains_burst_mode_NBC.ipynb",
-                                "concurrency": {"parameter": None,
-                                                "default concurrency": None,
-                                                "cluster cores": 4},
-                                },
-                        "CORRECT":   {
-                               "notebook": "notebooks/Jungfrau/Jungfrau_Gain_Correct_and_Verify_NBC.ipynb",
-                               "concurrency": {"parameter": "sequences",
-                                               "default concurrency": [-1],
-                                               "use function": "balance_sequences",
-                                               "cluster cores": 14},
-                                },
-                        },
-             "EPIX": {
-                        "DARK": {
-                                "notebook": "notebooks/ePix/Characterize_Darks_ePix_NBC.ipynb",
-                                "concurrency": {"parameter": None,
-                                                "default concurrency": None,
-                                                "cluster cores": 4},
-                                },
-                        
-                        
-                        "CORRECT": {
-                                "notebook": "notebooks/ePix/Correction_ePix_NBC.ipynb",
-                                "concurrency": {"parameter": "sequences",
-                                               "default concurrency": [-1],
-                                               "use function": "balance_sequences",
-                                               "cluster cores": 4},
-                                },
-                       },
-            "EPIX100": {
-                "DARK": {
-                    "notebook": "notebooks/ePix/Characterize_Darks_ePix_NBC.ipynb",
-                    "concurrency": {"parameter": None,
-                                    "default concurrency": None,
-                                    "cluster cores": 4},
-                },
+    "LPD": {
+        "DARK": {
+            "notebook": "notebooks/LPD/LPDChar_Darks_NBC.ipynb",
+            "dep_notebooks": ["notebooks/LPD/LPDChar_Darks_Summary_NBC.ipynb"],
+            "concurrency": {"parameter": "modules",
+                            "default concurrency": list(range(16)),
+                            "cluster cores": 8},
+        },
+        "PC": {
+            "notebook": "notebooks/LPD/Characterize_LPD_GAIN_CI_per_pixel_NBC.ipynb",
+            "concurrency": {"parameter": "modules",
+                            "default concurrency": 16,
+                            "cluster cores": 32},
+        },
+        "FF": {
+            "notebook": "notebooks/LPD/LPD_FlatField_Radial_per_pixel_CI_NBC.ipynb",
+            "concurrency": {"parameter": None,
+                            "default concurrency": None,
+                            "cluster cores": 8},
+        },
+        "CORRECT": {
+            "notebook": "notebooks/LPD/LPD_Correct_and_Verify.ipynb",
+            "concurrency": {"parameter": "sequences",
+                            "default concurrency": [-1],
+                            "use function": "balance_sequences",
+                            "cluster cores": 32},
+        },
+        "XGM_MINE": {
+            "notebook": "notebooks/LPD/Mine_RadIntensity_vs_XGM_NBC.ipynb",
+            "concurrency": {"parameter": "runs",
+                            "use function": "create_run_list",
+                            "default concurrency": [-1],
+                            "cluster cores": 2},
+        },
+    },
+    "PNCCD": {
+        "DARK": {
+            "notebook": "notebooks/pnCCD/Characterize_pnCCD_Dark_NBC.ipynb",
+            "concurrency": {"parameter": None,
+                            "default concurrency": None,
+                            "cluster cores": 32},
+        },
+        "CORRECT": {
+            "notebook": "notebooks/pnCCD/Correct_pnCCD_NBC.ipynb",
+            "concurrency": {"parameter": "sequences",
+                            "default concurrency": [-1],
+                            "use function": "balance_sequences",
+                            "cluster cores": 32},
+        },
+    },
+    "GENERIC": {
+        "DB_TO_H5": {
+            "notebook": "notebooks/generic/DB_Constants_to_HDF5_NBC.ipynb",
+            "concurrency": {"parameter": None,
+                            "default concurrency": None,
+                            "cluster cores": 32},
+            "extend parms": "extend_parms",
+        },
+        "STATS_FROM_DB": {
+            "notebook": "notebooks/generic/PlotFromCalDB_NBC.ipynb",
+            "concurrency": {"parameter": None,
+                            "default concurrency": None,
+                            "cluster cores": 1},
+        },
+        "STATS_FROM_DB2": {
+            "notebook": "notebooks/generic/PlotFromCalDB_NBC.ipynb",
+            "dep_notebooks": [
+                "notebooks/generic/PlotFromCalDB_Summary_NBC.ipynb"],
+            "concurrency": {"parameter": "submodules",
+                            "default concurrency": None,
+                            "cluster cores": 1},
+        },
+    },
+    "TUTORIAL": {
+        "TEST": {
+            "notebook": "notebooks/Tutorial/calversion.ipynb",
+            "concurrency": {"parameter": "random_seed",
+                            "default concurrency": None,
+                            "cluster cores": 4},
+        },
+    },
+    "FASTCCD": {
+        "DARK": {
+            "notebook": "notebooks/FastCCD/Characterize_Darks_NewDAQ_FastCCD_NBC_New_Common_Mode.ipynb",
+            "concurrency": {"parameter": None,
+                            "default concurrency": None,
+                            "cluster cores": 16},
+        },
+        "CORRECT": {
+            "notebook": "notebooks/FastCCD/CorrectionNotebook_NewDAQ_FastCCD_NBC.ipynb",
+            "concurrency": {"parameter": "sequences",
+                            "default concurrency": [-1],
+                            "use function": "balance_sequences",
+                            "cluster cores": 4},
+        },
+    },
+    "JUNGFRAU": {
+        "DARK": {
+            "notebook": "notebooks/Jungfrau/Jungfrau_dark_analysis_all_gains_burst_mode_NBC.ipynb",
+            "concurrency": {"parameter": None,
+                            "default concurrency": None,
+                            "cluster cores": 4},
+        },
+        "CORRECT": {
+            "notebook": "notebooks/Jungfrau/Jungfrau_Gain_Correct_and_Verify_NBC.ipynb",
+            "concurrency": {"parameter": "sequences",
+                            "default concurrency": [-1],
+                            "use function": "balance_sequences",
+                            "cluster cores": 14},
+        },
+    },
+    "EPIX": {
+        "DARK": {
+            "notebook": "notebooks/ePix/Characterize_Darks_ePix_NBC.ipynb",
+            "concurrency": {"parameter": None,
+                            "default concurrency": None,
+                            "cluster cores": 4},
+        },
 
-                "CORRECT": {
-                    "notebook": "notebooks/ePix/Correction_ePix_NBC.ipynb",
-                    "concurrency": {"parameter": "sequences",
-                                    "default concurrency": [-1],
-                                    "use function": "balance_sequences",
-                                    "cluster cores": 4},
-                },
-            },
-             "EPIX10K": {
-                        "DARK": {
-                                "notebook": "notebooks/ePix/Characterize_Darks_ePix10K_NBC.ipynb",
-                                "concurrency": {"parameter": None,
-                                                "default concurrency": None,
-                                                "cluster cores": 4},
-                                },
-                        
-                        
-                        "CORRECT": {
-                                "notebook": "notebooks/ePix/Correction_ePix10K_NBC.ipynb",
-                                "concurrency": {"parameter": "sequences",
-                                               "default concurrency": [-1],
-                                               "use function": "balance_sequences",
-                                               "cluster cores": 4},
-                                }
-                      },
-              "DSSC": {
-                       "DARK": {
-                               "notebook": "notebooks/DSSC/Characterize_DSSC_Darks_NBC.ipynb",
-                               "concurrency": {"parameter": "modules",
-                                               "default concurrency": list(range(16)),
-                                               "cluster cores": 8},
-                               },
-                       "CORRECT":   {
-                               "notebook": "notebooks/DSSC/DSSC_Correct_and_Verify.ipynb",
-                               "concurrency": {"parameter": "sequences",
-                                               "use function": "balance_sequences",
-                                               "default concurrency": [-1],
-                                               "cluster cores": 16},
-                               },
-                      },
-            }
+        "CORRECT": {
+            "notebook": "notebooks/ePix/Correction_ePix_NBC.ipynb",
+            "concurrency": {"parameter": "sequences",
+                            "default concurrency": [-1],
+                            "use function": "balance_sequences",
+                            "cluster cores": 4},
+        },
+    },
+    "EPIX100": {
+        "DARK": {
+            "notebook": "notebooks/ePix/Characterize_Darks_ePix_NBC.ipynb",
+            "concurrency": {"parameter": None,
+                            "default concurrency": None,
+                            "cluster cores": 4},
+        },
+
+        "CORRECT": {
+            "notebook": "notebooks/ePix/Correction_ePix_NBC.ipynb",
+            "concurrency": {"parameter": "sequences",
+                            "default concurrency": [-1],
+                            "use function": "balance_sequences",
+                            "cluster cores": 4},
+        },
+    },
+    "EPIX10K": {
+        "DARK": {
+            "notebook": "notebooks/ePix/Characterize_Darks_ePix10K_NBC.ipynb",
+            "concurrency": {"parameter": None,
+                            "default concurrency": None,
+                            "cluster cores": 4},
+        },
+
+        "CORRECT": {
+            "notebook": "notebooks/ePix/Correction_ePix10K_NBC.ipynb",
+            "concurrency": {"parameter": "sequences",
+                            "default concurrency": [-1],
+                            "use function": "balance_sequences",
+                            "cluster cores": 4},
+        }
+    },
+    "DSSC": {
+        "DARK": {
+            "notebook": "notebooks/DSSC/Characterize_DSSC_Darks_NBC.ipynb",
+            "concurrency": {"parameter": "modules",
+                            "default concurrency": list(range(16)),
+                            "cluster cores": 8},
+        },
+        "CORRECT": {
+            "notebook": "notebooks/DSSC/DSSC_Correct_and_Verify.ipynb",
+            "concurrency": {"parameter": "sequences",
+                            "use function": "balance_sequences",
+                            "default concurrency": [-1],
+                            "cluster cores": 16},
+        },
+    },
+}