diff --git a/beaker-notebooks/SOAP_similarity.bkr b/beaker-notebooks/SOAP_similarity.bkr
index c8fa1fef889597870f9c993ca937da9fd9ad1d7b..a59447e9ebcf72b4deb35499397ee99e4d41b9ed 100644
--- a/beaker-notebooks/SOAP_similarity.bkr
+++ b/beaker-notebooks/SOAP_similarity.bkr
@@ -29,42 +29,7 @@
                     "mode": "python"
                 }
             },
-            "setup": "%matplotlib inline\nimport numpy\nimport matplotlib\nfrom matplotlib import pylab, mlab, pyplot\nnp = numpy\nplt = pyplot\nfrom IPython.display import display\nfrom IPython.core.pylabtools import figsize, getfigs\nfrom pylab import *\nfrom numpy import *\n",
-            "deferred": {
-                "promise": {
-                    "$$state": {
-                        "status": 0,
-                        "pending": [
-                            [
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-                                    "promise": {
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-            }
+            "setup": "%matplotlib inline\nimport numpy\nimport matplotlib\nfrom matplotlib import pylab, mlab, pyplot\nnp = numpy\nplt = pyplot\nfrom IPython.display import display\nfrom IPython.core.pylabtools import figsize, getfigs\nfrom pylab import *\nfrom numpy import *\n"
         },
         {
             "name": "JavaScript",
@@ -90,7 +55,7 @@
                 "<!--label style=\"color: #20335d;font-weight: 900; font-size: 15pt;\"> Visualizing global similarity</label-->",
                 " </p>",
                 "  <hr style=\"border-width:2px\">",
-                " <p style=\"font-size: 15px;\"> developed by Carl Poelking, Angelo Ziletti, Luca Ghiringhelli and Gábor Csányi [version 2017-02-03]</p>",
+                " <p style=\"font-size: 15px;\"> developed by Carl Poelking, Angelo Ziletti, Luca Ghiringhelli and Gábor Csányi [version 12-04-2017]</p>",
                 " ",
                 " <p style=\"font-size: 15px;\"> <b> Machine learning method: </b> Nonlinear dimensionality reduction based on SOAP similarity kernel<br>",
                 " ",
@@ -572,7 +537,7 @@
                 },
                 "selectedType": "BeakerDisplay",
                 "elapsedTime": 1,
-                "height": 466
+                "height": 465
             },
             "evaluatorReader": true,
             "lineCount": 306,
@@ -753,11 +718,11 @@
                 "hidden": true
             },
             "output": {
-                "selectedType": "Results",
+                "selectedType": "BeakerDisplay",
                 "state": {},
                 "pluginName": "IPython",
-                "shellId": "A1E72F9FF9EF4FA68AC9A7FD1424AD63",
-                "height": 222,
+                "shellId": "A179D6D7C6984E69B25D8133A9B03D3A",
+                "height": 81,
                 "dataresult": [
                     "HARTREE_TO_EV",
                     "HARTREE_TO_KCALMOL",
@@ -846,7 +811,7 @@
                     "update_node",
                     "util"
                 ],
-                "elapsedTime": 34386
+                "elapsedTime": 2500
             },
             "evaluatorReader": true,
             "lineCount": 165,
@@ -2053,10 +2018,11 @@
             },
             "output": {
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-                "selectedType": "Hidden",
+                "selectedType": "BeakerDisplay",
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                 "shellId": "A1E72F9FF9EF4FA68AC9A7FD1424AD63",
-                "elapsedTime": 2322
+                "elapsedTime": 2322,
+                "height": 78
             },
             "evaluatorReader": true,
             "lineCount": 1190,
@@ -2176,7 +2142,7 @@
             },
             "output": {
                 "state": {},
-                "selectedType": "Hidden",
+                "selectedType": "BeakerDisplay",
                 "pluginName": "IPython",
                 "shellId": "A1E72F9FF9EF4FA68AC9A7FD1424AD63",
                 "height": 78,
@@ -2262,10 +2228,10 @@
             },
             "output": {
                 "state": {},
-                "selectedType": "Results",
+                "selectedType": "BeakerDisplay",
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                 "shellId": "A1E72F9FF9EF4FA68AC9A7FD1424AD63",
-                "height": 1462,
+                "height": 78,
                 "elapsedTime": 9310
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