diff --git a/beaker-notebooks/sisso-metal-nonmetal.bkr b/beaker-notebooks/sisso-metal-nonmetal.bkr
index f815310d5fe41f3b42752edc545a4b5af1857e5e..f9ea2e04a3f7e7df467deae31ce4ed5832920183 100644
--- a/beaker-notebooks/sisso-metal-nonmetal.bkr
+++ b/beaker-notebooks/sisso-metal-nonmetal.bkr
@@ -927,8 +927,8 @@
                 "state": {},
                 "selectedType": "BeakerDisplay",
                 "pluginName": "IPython",
-                "shellId": "59C8CB8F684A4ECE864B4DD816EB9C0D",
-                "elapsedTime": 4175
+                "shellId": "FFAEAF5250B743C6A75B61128AE3B92F",
+                "elapsedTime": 4316
             },
             "evaluatorReader": true,
             "lineCount": 361,
@@ -974,9 +974,9 @@
                 "state": {},
                 "selectedType": "Hidden",
                 "pluginName": "IPython",
-                "shellId": "59C8CB8F684A4ECE864B4DD816EB9C0D",
+                "shellId": "FFAEAF5250B743C6A75B61128AE3B92F",
                 "height": 117,
-                "elapsedTime": 533
+                "elapsedTime": 535
             },
             "evaluatorReader": true,
             "lineCount": 27,
@@ -988,33 +988,46 @@
             "evaluator": "IPython",
             "input": {
                 "body": [
-                    "def calculation_time_warning(feature_space_size, l0_steps):",
+                    "import math",
+                    "",
+                    "def calculation_time_warning(feature_space_size, l0_steps, rung):",
                     "    # This estimates correctly only for this tutorial, e.g. 24 cpus, 2D descritpor, classification",
-                    "    # reference calculation time",
+                    "    ",
+                    "    # SIS time",
+                    "    if feature_space_size is not None:",
+                    "        c0, c1 = 3.76501433e-08, 4.30872059e-01",
+                    "        time_sis = c0 * feature_space_size + c1",
+                    "    else:",
+                    "        time_sis = 0.",
+                    "    ",
+                    "    # l0 time",
                     "    l0_steps_3700 = 27380000",
-                    "    minutes_3700 = 35.",
+                    "    if rung == 2:",
+                    "        minutes_3700 = 62.",
+                    "    else:",
+                    "        minutes_3700 = 38.",
                     "    steps_per_minute = l0_steps_3700 / minutes_3700 # on 24 cores",
-                    "",
                     "    time_l0 = l0_steps / steps_per_minute",
-                    "    time_sis = 0.",
-                    "",
-                    "    calc_time = time_l0 + time_sis",
                     "    ",
-                    "    if calc_time < 1.:",
-                    "        print \"INFO: Estimated calculation time: below 1 min\" ",
+                    "    # total time",
+                    "    calc_time = math.ceil( time_l0 + time_sis + 1. )",
+                    "    # warning message",
+                    "    if calc_time < 5.:",
+                    "        print \"INFO: Estimated calculation time: below 5 min\" ",
                     "    else:",
-                    "        print \"WARNING: Estimated calculation time: %s min\" % int(round(calc_time))"
+                    "        print \"WARNING: Estimated calculation time: %s min\" % calc_time"
                 ],
                 "hidden": true
             },
             "output": {
                 "state": {},
                 "pluginName": "IPython",
-                "shellId": "59C8CB8F684A4ECE864B4DD816EB9C0D",
-                "elapsedTime": 313
+                "shellId": "FFAEAF5250B743C6A75B61128AE3B92F",
+                "elapsedTime": 332,
+                "selectedType": "Hidden"
             },
             "evaluatorReader": true,
-            "lineCount": 16,
+            "lineCount": 28,
             "initialization": true
         },
         {
@@ -1068,23 +1081,43 @@
                     "#init",
                     "sis = SIS(P, D, selected_feature_list, feature_unit_classes=feature_unit_classes, target_unit='eV', control=sis_control, rm_existing_files=True)",
                     "# calculation time warning with function defined in the notebook",
-                    "calculation_time_warning(sis.predicted_feature_space_size, sis.l0_steps)",
+                    "calculation_time_warning(sis.predicted_feature_space_size, sis.l0_steps, int(beaker.n_comb))"
+                ],
+                "hidden": true
+            },
+            "output": {
+                "state": {},
+                "selectedType": "Results",
+                "pluginName": "IPython",
+                "shellId": "FFAEAF5250B743C6A75B61128AE3B92F",
+                "height": 84,
+                "elapsedTime": 27994
+            },
+            "evaluatorReader": true,
+            "lineCount": 46,
+            "tags": "calc_cell"
+        },
+        {
+            "id": "code3TeLgG",
+            "type": "code",
+            "evaluator": "IPython",
+            "input": {
+                "body": [
                     "#start calc",
                     "sis.start()",
-                    "",
                     "#print \"Time\",time()-t1"
-                ]
+                ],
+                "hidden": true
             },
             "output": {
-                "state": {},
                 "selectedType": "BeakerDisplay",
                 "pluginName": "IPython",
-                "shellId": "59C8CB8F684A4ECE864B4DD816EB9C0D",
-                "height": 62,
-                "elapsedTime": 357
+                "shellId": "FFAEAF5250B743C6A75B61128AE3B92F",
+                "elapsedTime": 14238,
+                "state": {}
             },
             "evaluatorReader": true,
-            "lineCount": 50,
+            "lineCount": 3,
             "tags": "calc_cell"
         },
         {
@@ -1093,10 +1126,9 @@
             "evaluator": "IPython",
             "input": {
                 "body": [
-                    "print \"INFO: CALCULATION FINISHED\"",
                     "results = sis.get_results()",
                     "Des, D_selected, overlap = results[-1]",
-                    "print \"INFO: Identified descriptor:  %s, %s\" %(Des[0], Des[0])",
+                    "print \"INFO: Identified descriptor:  %s, %s\" %(Des[0], Des[1])",
                     "print \"INFO: Number of samples in overlap region: %s\" %overlap"
                 ],
                 "hidden": true
@@ -1105,12 +1137,12 @@
                 "state": {},
                 "selectedType": "BeakerDisplay",
                 "pluginName": "IPython",
-                "shellId": "CE552833FBAD408FB7F3D612A07C5623",
-                "height": 155,
-                "elapsedTime": 7419
+                "shellId": "FFAEAF5250B743C6A75B61128AE3B92F",
+                "height": 154,
+                "elapsedTime": 7540
             },
             "evaluatorReader": true,
-            "lineCount": 5,
+            "lineCount": 4,
             "tags": "calc_cell"
         },
         {
@@ -1165,9 +1197,9 @@
                 "state": {},
                 "selectedType": "BeakerDisplay",
                 "pluginName": "IPython",
-                "shellId": "CE552833FBAD408FB7F3D612A07C5623",
-                "height": 108,
-                "elapsedTime": 2240
+                "shellId": "FFAEAF5250B743C6A75B61128AE3B92F",
+                "height": 84,
+                "elapsedTime": 2230
             },
             "evaluatorReader": true,
             "lineCount": 39,
@@ -1189,7 +1221,7 @@
                 "selectedType": "BeakerDisplay",
                 "pluginName": "JavaScript",
                 "height": 90,
-                "elapsedTime": 31
+                "elapsedTime": 33
             },
             "evaluatorReader": true,
             "lineCount": 2,
@@ -1218,8 +1250,8 @@
         ],
         "max_dim": null,
         "ncomb": "1",
-        "n_sis": "10",
-        "n_comb": "2",
+        "n_sis": "201",
+        "n_comb": "3",
         "viewer_result": "6edb65b9776deeb2",
         "structures_diff": null,
         "units": "eV_angstrom",