diff --git a/beaker-notebooks/Embedding.bkr b/beaker-notebooks/Embedding.bkr
index b8fa97cffcbc5c72dfd10593a74f33390a91212a..be4f5a372b667f4aa8c43fd3880aa87add1d9ee3 100644
--- a/beaker-notebooks/Embedding.bkr
+++ b/beaker-notebooks/Embedding.bkr
@@ -373,18 +373,44 @@
             "output": {
                 "selectedType": "BeakerDisplay",
                 "outputArrived": true,
-                "elapsedTime": 0,
+                "elapsedTime": 1,
                 "state": {},
                 "result": {
                     "type": "BeakerDisplay",
                     "innertype": "Html",
                     "object": "<script>\nvar beaker = bkHelper.getBeakerObject().beakerObj;\n</script>\n<script>\nvar run_lasso = function() {\n  $(\"#lasso_result_button\").removeClass(\"active\").addClass(\"disabled\");\n  getFeatures();\n  getEmbedMethod();\n  getStandardize();\n  getUnits();\n  beaker.evaluate(\"lasso_cell\"); // evaluate cells with tag \"lasso_cell\"\n // view_result()\n};\nvar reset_lasso = function(){\n  beaker.evaluate(\"lasso_gui\");\n};\nvar getFeatures = function() {\n    beaker.selected_feature_list = [];\n    $('#lasso_features_select input:checkbox').each(function () {\n        if(this.checked )\n          beaker.selected_feature_list.push(this.value);\n    });\n};\n  \nvar getUnits = function() {\n   beaker.units = $(\"#units_select\").val();\n};\n  \nvar getEmbedMethod = function() {\n   beaker.embed_method = \"pca\";\n   $('#embed_method_selector input:radio').each(function () {\n     if(this.checked )\n       beaker.embed_method = this.value;\n   });\n};\n  \nvar getStandardize = function() {\n   beaker.standardize = \"yes\";\n   $('#standardize input:radio').each(function () {\n     if(this.checked )\n       beaker.standardize = this.value;\n   });\n};\n  \nbeaker.view_result = function(result_link) {\n//   beaker.evaluate(\"lasso_viewer_result\").then(function(x) {\n    $(\"#lasso_result_button\").attr(\"href\", result_link);\n//   }); \n  $(\"#lasso_result_button\").removeClass(\"disabled\").addClass(\"active\");\n}\n</script>\n<style type=\"text/css\">\n  label {\n    font-size: 18px;\n  }\n .lasso_control{\n    font-size: 18px;\n  }   \n.lasso_form_group input {\n    width: 15px;\n    height: 15px;\n    padding: 0;\n    margin:0;\n    padding-right:5px; \n    vertical-align: bottom;\n    top: -1px;\n} \n .lasso_selection_description{\n        padding: 10px 15px;\n  }\n</style>\n<div class=\"lasso_control\">\n  <div class=\"row\">\n    <p class=\"lasso_selection_description\"><b>Primary features </b>\n  (hover the mouse pointer over the feature names to see a full description):</p>\n    <form id=\"lasso_features_select\">\n      <div class=\"lasso_form_group\">\n         <label class=\"col-xs-4 col-md-4 col-lg-3\"> <input value=\"atomic_ionization_potential\" checked=\"\" type=\"checkbox\"> <span title=\"Atomic ionization potential\"><i>IP</i> </span></label>\n         <label class=\"col-xs-4 col-md-4 col-lg-3\"> <input value=\"atomic_electron_affinity\" checked=\"\" type=\"checkbox\"> <span title=\"Atomic electron affinity\"> <i>EA</i></span></label>\n          <label class=\"col-xs-4 col-md-4 col-lg-3\"> <input value=\"atomic_homo\" type=\"checkbox\"> <span title=\"Energy of highest occupied molecular orbital\"><i>E</i> <sub>HOMO</sub></span> </label>\n         <label class=\"col-xs-4 col-md-4 col-lg-2\"> <input value=\"atomic_lumo\" type=\"checkbox\"> <span title=\"Energy of lowest unoccupied molecular orbital\"> <i>E</i> <sub>LUMO</sub>  </span> </label>\n        \n         <label class=\"col-xs-4 col-md-4 col-lg-3\"> <input value=\"atomic_rs_max\" checked=\"\" type=\"checkbox\"> <span title=\"Radius at which the radial probability density of the valence s orbital is maximum\"> <i>r</i><sub>s</sub>  </span> </label>\n         <label class=\"col-xs-4 col-md-4 col-lg-3\"> <input value=\"atomic_rp_max\" checked=\"\" type=\"checkbox\"> <span title=\"Radius at which the radial probability density of the valence p orbital is maximum\"> <i>r</i><sub>p</sub>  </span> </label>\n         <label class=\"col-xs-4 col-md-4 col-lg-3\"> <input value=\"atomic_rd_max\" checked=\"\" type=\"checkbox\"> <span title=\"Radius at which the radial probability density of the valence d orbital is maximum\"> <i>r</i><sub>d</sub>  </span> </label>\n         <label class=\"col-xs-4 col-md-4 col-lg-3\"> <input value=\"atomic_number\" type=\"checkbox\"> <span title=\"Atomic number\"> <i>Z</i>  </span> </label>\n         <label class=\"col-xs-4 col-md-4 col-lg-3\"> <input value=\"atomic_number_valence_electrons\" type=\"checkbox\"> <span title=\"Number of valence electrons\"> <i>Z</i><sub>val</sub>  </span> </label>\n         <label class=\"col-xs-4 col-md-4 col-lg-3\"> <input value=\"period\" type=\"checkbox\"> <span title=\"Period (in the periodic table)\"> <i>n</i> <sub>period</sub>  </span> </label>\n         <label class=\"col-xs-4 col-md-4 col-lg-3\"> <input value=\"atomic_r_by_2_dimer\" type=\"checkbox\"> <span title=\"Bond length of the dimer\"> <i>d</i> <sub>dimer</sub> </span> </label>\n         <label class=\"col-xs-4 col-md-4 col-lg-3\"> <input value=\"atomic_electronic_binding_energy_dimer\" type=\"checkbox\"> <span title=\"Binding energy of the dimer\"> <i>E</i> <sub>b</sub> </span> </label>\n         <label class=\"col-xs-4 col-md-4 col-lg-3\"> <input value=\"atomic_homo_lumo_diff\" type=\"checkbox\"> <span title=\"HOMO-LUMO gap of the dimer\"> Δ<i>E</i><sub>HL</sub>  </span> </label>\n        \n<!---              <label class =\"col-xs-4 col-md-4 col-lg-3\"> <input type=\"checkbox\" value=\"Es/sqrt(Zval)\"  > \n         <span title=\"Energy of the valence s orbital(s) divided by the square root of the number of valence electrons. [Phys. Rev. B 85, 104104 (2012)]\"> <i>E</i><sub>s</sub>/sqrt(<i>Z</i> <sub>val</sub>) </span> </label>\n         <label class =\"col-xs-4 col-md-4 col-lg-3\"> <input type=\"checkbox\" value=\"Ep/sqrt(Zval)\"  > \n         <span title=\"Energy of the valence p orbital(s) divided by the square root of the number of valence electrons. [Phys. Rev. B 85, 104104 (2012)]\"> <i>E</i><sub>p</sub>/sqrt(<i>Z</i> <sub>val</sub>) </span> </label>\n-->      \n      </div>\n    </form>\n  </div>  <!-- End of row-->\n    \n  <br>\n    <div class=\"row\"> <!-- Start of row-->\n  <p class=\"lasso_selection_description\"><b>Units of measurement: </b> \n  <select id=\"units_select\">\n    <option value=\"eV_angstrom\"> [energy]=eV;&nbsp;&nbsp;[length]=angstrom</option>\n    <option value=\"J_m\"> [energy]=J;&nbsp;&nbsp;[length]=m</option>\n    <option value=\"kcal/mol_angstrom\"> [energy]=kcal/mol;&nbsp;&nbsp;[length]=angstrom</option>\n  </select> </p>\n  </div><!-- End of row-->\n  \n  <br>\n  <div class=\"row\"> <!-- Start of second row-->\n      <div class=\"lasso_form_group\">\n        <p class=\"lasso_selection_description\"><b>Embedding methods:</b> </p>\n        <div id=\"embed_method_selector\">\n          <label class=\"col-xs-4 col-md-4 col-lg-4\"><input name=\"inlineRadioOptions\" id=\"inlineRadio1\" value=\"pca\" checked=\"\" type=\"radio\">  Principal Compenent Analysis (PCA) [<a href=\"https://en.wikipedia.org/wiki/Principal_component_analysis\" target=\"_blank\">more info</a>]</label>\n          <label class=\"col-xs-4 col-md-4 col-lg-4\"><input name=\"inlineRadioOptions\" id=\"inlineRadio2\" value=\"mds\" type=\"radio\"> Multidimensional scaling (MDS) [<a href=\"https://en.wikipedia.org/wiki/Multidimensional_scaling\" target=\"_blank\">more info</a>]</label>\n          <label class=\"col-xs-4 col-md-4 col-lg-4\"><input name=\"inlineRadioOptions\" id=\"inlineRadio3\" value=\"tsne_pca\" type=\"radio\"> t-Distributed Stochastic Neighbor Embedding (t-SNE) [<a href=\"https://en.wikipedia.org/wiki/T-distributed_stochastic_neighbor_embedding\" target=\"_blank\">more info</a>]</label>\n        </div>         \n      </div>\n  </div><!-- End of row-->  \n    <div class=\"row\"> <!-- Start of second row-->\n      <div class=\"lasso_form_group\">\n        <p class=\"lasso_selection_description\"><b>Scale data to unit-variance:</b>\n        (data are centered around the mean in any case) [<a href=\"https://en.wikipedia.org/wiki/Feature_scaling\" target=\"_blank\">more info</a>]</p>\n        <div id=\"standardize\">\n          <label class=\"col-xs-4 col-md-4 col-lg-4\"><input name=\"inlineRadioOptionsStandardize\" id=\"inlineRadio4\" value=\"True\" checked=\"\" type=\"radio\"> yes </label>\n          <label class=\"col-xs-4 col-md-4 col-lg-4\"><input name=\"inlineRadioOptionsStandardize\" id=\"inlineRadio5\" value=\"False\" type=\"radio\"> no </label>\n        </div>         \n      </div>\n  </div><!-- End of row-->  \n  <br>\n\n<!-- <span title=''> <img src=\"http://images.clipartpanda.com/question-purzen_Icon_with_question_mark_Vector_Clipart.png\" style=\"height: 30px; width: 30px;\"> </span> -->\n  <button class=\"btn btn-default\" onclick=\"run_lasso()\">RUN TWO-DIMENSIONAL EMBEDDING</button>\n  <button class=\"btn btn-default\" onclick=\"reset_lasso()\">RESET</button>\n  <label title=\"This button becomes active when the run is finished. By clicking it, an interactive structural-similarity plot will be opened\"> <a href=\"#\" target=\"_blank\" class=\"btn btn-primary disabled\" id=\"lasso_result_button\">View interactive 2D scatter plot</a> </label>\n</div> <!-- End of lasso_control -->\n"
                 },
-                "height": 553
+                "height": 529
             },
             "evaluatorReader": true,
             "lineCount": 137
         },
+        {
+            "id": "codecuLX9f",
+            "type": "code",
+            "evaluator": "HTML",
+            "input": {
+                "body": [
+                    "<p style=\"text-align: left; color: #aa3311; font-weight: 900; font-size: 18pt;\"> Note:</p>",
+                    "<p style=\"text-align: left; color: #aa3311; font-weight: 400; font-size: 12pt;\"> you will automatically generate atomic descriptors, select an <i>optimal two-dimensional representation</i>, and produce a <i>fully-interactive plot</i> of your results. <br>",
+                    "Please understand that the whole procedure may take a few moments.</p>"
+                ],
+                "hidden": true
+            },
+            "output": {
+                "state": {},
+                "result": {
+                    "type": "BeakerDisplay",
+                    "innertype": "Html",
+                    "object": "<script>\nvar beaker = bkHelper.getBeakerObject().beakerObj;\n</script>\n<p style=\"text-align: left; color: #aa3311; font-weight: 900; font-size: 18pt;\"> Note:</p>\n<p style=\"text-align: left; color: #aa3311; font-weight: 400; font-size: 12pt;\"> you will automatically generate atomic descriptors, select an <i>optimal two-dimensional representation</i>, and produce a <i>fully-interactive plot</i> of your results. <br>\nPlease understand that the whole procedure may take a few moments.</p>"
+                },
+                "selectedType": "BeakerDisplay",
+                "elapsedTime": 0,
+                "height": 132
+            },
+            "evaluatorReader": true,
+            "lineCount": 3
+        },
         {
             "id": "code2uVtKX",
             "type": "code",
@@ -436,12 +462,12 @@
                 "hidden": true
             },
             "output": {
-                "selectedType": "BeakerDisplay",
+                "selectedType": "Results",
                 "state": {},
                 "pluginName": "IPython",
-                "shellId": "DBE709AF38CB45F29ADDAF47FD4420DD",
+                "shellId": "3C0C9EAD06704422880A63E7DC6B1507",
                 "height": 103,
-                "elapsedTime": 902
+                "elapsedTime": 5100
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             "evaluatorReader": true,
             "lineCount": 41,
@@ -549,8 +575,8 @@
                 "state": {},
                 "selectedType": "Hidden",
                 "pluginName": "IPython",
-                "shellId": "DBE709AF38CB45F29ADDAF47FD4420DD",
-                "elapsedTime": 391
+                "shellId": "3C0C9EAD06704422880A63E7DC6B1507",
+                "elapsedTime": 584
             },
             "evaluatorReader": true,
             "lineCount": 89,
@@ -602,8 +628,8 @@
                 "state": {},
                 "selectedType": "Results",
                 "pluginName": "IPython",
-                "shellId": "DBE709AF38CB45F29ADDAF47FD4420DD",
-                "elapsedTime": 14863,
+                "shellId": "3C0C9EAD06704422880A63E7DC6B1507",
+                "elapsedTime": 20562,
                 "height": 166
             },
             "evaluatorReader": true,
@@ -708,8 +734,8 @@
                 "state": {},
                 "selectedType": "Hidden",
                 "pluginName": "IPython",
-                "shellId": "DBE709AF38CB45F29ADDAF47FD4420DD",
-                "elapsedTime": 431,
+                "shellId": "3C0C9EAD06704422880A63E7DC6B1507",
+                "elapsedTime": 645,
                 "height": 78
             },
             "evaluatorReader": true,
@@ -738,9 +764,9 @@
                 "state": {},
                 "selectedType": "Results",
                 "pluginName": "IPython",
-                "shellId": "DBE709AF38CB45F29ADDAF47FD4420DD",
+                "shellId": "3C0C9EAD06704422880A63E7DC6B1507",
                 "height": 78,
-                "elapsedTime": 412
+                "elapsedTime": 690
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             "evaluatorReader": true,
             "lineCount": 9,
@@ -775,9 +801,9 @@
                 "state": {},
                 "selectedType": "Results",
                 "pluginName": "IPython",
-                "shellId": "DBE709AF38CB45F29ADDAF47FD4420DD",
+                "shellId": "3C0C9EAD06704422880A63E7DC6B1507",
                 "height": 78,
-                "elapsedTime": 8127
+                "elapsedTime": 11773
             },
             "evaluatorReader": true,
             "lineCount": 16,
@@ -811,7 +837,7 @@
                 "pluginName": "JavaScript",
                 "state": {},
                 "hidden": true,
-                "elapsedTime": 84,
+                "elapsedTime": 92,
                 "height": 51
             },
             "evaluatorReader": true,
diff --git a/beaker-notebooks/LASSO_L0.bkr b/beaker-notebooks/LASSO_L0.bkr
index 8f245daf4b6f6adde31b7ed7d14b355659e3c6d1..83c5a201099d8b51bf3320f12959549a08762b61 100644
--- a/beaker-notebooks/LASSO_L0.bkr
+++ b/beaker-notebooks/LASSO_L0.bkr
@@ -67,7 +67,7 @@
                 },
                 "selectedType": "BeakerDisplay",
                 "elapsedTime": 0,
-                "height": 316
+                "height": 330
             },
             "evaluatorReader": true,
             "lineCount": 16
@@ -374,7 +374,7 @@
                 "result": {
                     "type": "BeakerDisplay",
                     "innertype": "Html",
-                    "object": "<script>\nvar beaker = bkHelper.getBeakerObject().beakerObj;\n</script>\n<div class=\"lasso_control\">\n\n  <p style=\"margin-top: 1ex;\"></p>\n  <button class=\"btn btn-default\" onclick=\"run_lasso()\" style=\"font-weight: bold;\">RUN</button>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\n  <div style=\"display: none;\" id=\"lasso-hidden-settings-button\"><button class=\"btn btn-default\" onclick=\"reset_lasso()\">RESET</button>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</div>\n  <label title=\"This button becomes active when the\nrun is finished. By clicking it, an interactive plot of the first 2\ndimensions of the optimized descriptor will be opened\"> \n  <a href=\"#\" target=\"_blank\" class=\"btn btn-primary disabled\" id=\"lasso_result_button\">View interactive 2D scatter plot</a> </label>\n</div>"
+                    "object": "<script>\nvar beaker = bkHelper.getBeakerObject().beakerObj;\n</script>\n<div class=\"lasso_control\">\n\n  <p style=\"margin-top: 1ex;\"></p>\n  <button class=\"btn btn-default\" onclick=\"run_lasso()\" style=\"font-weight: bold;\">RUN</button>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;\n  <div id=\"lasso-hidden-settings-button\"><button class=\"btn btn-default\" onclick=\"reset_lasso()\">RESET</button>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;</div>\n  <label title=\"This button becomes active when the\nrun is finished. By clicking it, an interactive plot of the first 2\ndimensions of the optimized descriptor will be opened\"> \n  <a href=\"#\" target=\"_blank\" class=\"btn btn-primary disabled\" id=\"lasso_result_button\">View interactive 2D scatter plot</a> </label>\n</div>"
                 },
                 "selectedType": "BeakerDisplay",
                 "elapsedTime": 0,
@@ -383,6 +383,33 @@
             "evaluatorReader": true,
             "lineCount": 10
         },
+        {
+            "id": "codefWycat",
+            "type": "code",
+            "evaluator": "HTML",
+            "input": {
+                "body": [
+                    "<p style=\"text-align: left; color: #aa3311; font-weight: 900; font-size: 18pt;\"> Note:</p>",
+                    "<p style=\"text-align: left; color: #aa3311; font-weight: 400; font-size: 12pt;\"> you will automatically generate atomic descriptors</i>, select an <i>optimal combination</i> among <i>thousands</i> of candidates, and produce a <i>fully-interactive plot</i> of your results. <br>",
+                    "With the Default settings you will reproduce our publication cited above.  <br>",
+                    "Please understand that the whole procedure may take a few moments.</p>"
+                ],
+                "hidden": true
+            },
+            "output": {
+                "state": {},
+                "result": {
+                    "type": "BeakerDisplay",
+                    "innertype": "Html",
+                    "object": "<script>\nvar beaker = bkHelper.getBeakerObject().beakerObj;\n</script>\n<p style=\"text-align: left; color: #aa3311; font-weight: 900; font-size: 18pt;\"> Note:</p>\n<p style=\"text-align: left; color: #aa3311; font-weight: 400; font-size: 12pt;\"> you will automatically generate atomic descriptors, select an <i>optimal combination</i> among <i>thousands</i> of candidates, and produce a <i>fully-interactive plot</i> of your results. <br>\nWith the Default settings you will reproduce our publication cited above.  <br>\nPlease understand that the whole procedure may take a few moments.</p>"
+                },
+                "selectedType": "BeakerDisplay",
+                "elapsedTime": 0,
+                "height": 154
+            },
+            "evaluatorReader": true,
+            "lineCount": 4
+        },
         {
             "id": "codeGcV7G3",
             "type": "code",
@@ -436,10 +463,10 @@
             },
             "output": {
                 "state": {},
-                "selectedType": "BeakerDisplay",
+                "selectedType": "Hidden",
                 "pluginName": "IPython",
-                "shellId": "FC7AB4B3E63044AB93210497D20C6A4D",
-                "elapsedTime": 947
+                "shellId": "CB5FABDBDE4B421A823DE22347D446CC",
+                "elapsedTime": 1136
             },
             "evaluatorReader": true,
             "tags": "calc_cell",
@@ -545,8 +572,8 @@
                 "state": {},
                 "selectedType": "Hidden",
                 "pluginName": "IPython",
-                "shellId": "FC7AB4B3E63044AB93210497D20C6A4D",
-                "elapsedTime": 409,
+                "shellId": "CB5FABDBDE4B421A823DE22347D446CC",
+                "elapsedTime": 500,
                 "height": 986
             },
             "evaluatorReader": true,
@@ -605,8 +632,8 @@
                 "state": {},
                 "selectedType": "Results",
                 "pluginName": "IPython",
-                "shellId": "FC7AB4B3E63044AB93210497D20C6A4D",
-                "elapsedTime": 15397,
+                "shellId": "CB5FABDBDE4B421A823DE22347D446CC",
+                "elapsedTime": 23222,
                 "height": 100
             },
             "evaluatorReader": true,
@@ -635,8 +662,8 @@
                 "state": {},
                 "selectedType": "Results",
                 "pluginName": "IPython",
-                "shellId": "FC7AB4B3E63044AB93210497D20C6A4D",
-                "elapsedTime": 8112,
+                "shellId": "CB5FABDBDE4B421A823DE22347D446CC",
+                "elapsedTime": 13410,
                 "height": 78
             },
             "evaluatorReader": true,
@@ -675,8 +702,8 @@
                 "selectedType": "Results",
                 "height": 78,
                 "pluginName": "IPython",
-                "shellId": "FC7AB4B3E63044AB93210497D20C6A4D",
-                "elapsedTime": 7813
+                "shellId": "CB5FABDBDE4B421A823DE22347D446CC",
+                "elapsedTime": 11717
             },
             "evaluatorReader": true,
             "lineCount": 18,
@@ -698,7 +725,7 @@
                 "selectedType": "BeakerDisplay",
                 "height": 78,
                 "pluginName": "JavaScript",
-                "elapsedTime": 54
+                "elapsedTime": 79
             },
             "evaluatorReader": true,
             "lineCount": 2,
@@ -727,7 +754,7 @@
         "n_sis": "50",
         "n_comb": "1",
         "viewer_result": "d934cec27120a732",
-        "units": "J_m"
+        "units": "eV_angstrom"
     },
     "locked": true
 }
diff --git a/beaker-notebooks/sis_cscl.bkr b/beaker-notebooks/sis_cscl.bkr
index 7ca9a0539cf7cc2a07567978af7fabed1a76b35c..c7cb1e76c6f2a507220c736960c37c4b8c3aac94 100644
--- a/beaker-notebooks/sis_cscl.bkr
+++ b/beaker-notebooks/sis_cscl.bkr
@@ -70,7 +70,7 @@
                 },
                 "selectedType": "BeakerDisplay",
                 "elapsedTime": 0,
-                "height": 436
+                "height": 431
             },
             "evaluatorReader": true,
             "lineCount": 19
@@ -262,7 +262,7 @@
                 },
                 "selectedType": "BeakerDisplay",
                 "elapsedTime": 0,
-                "height": 72
+                "height": 73
             },
             "evaluatorReader": true,
             "lineCount": 169
@@ -383,7 +383,7 @@
                 },
                 "selectedType": "BeakerDisplay",
                 "elapsedTime": 0,
-                "height": 50
+                "height": 51
             },
             "evaluatorReader": true,
             "lineCount": 98,
@@ -417,11 +417,38 @@
                 },
                 "selectedType": "BeakerDisplay",
                 "elapsedTime": 0,
-                "height": 86
+                "height": 87
             },
             "evaluatorReader": true,
             "lineCount": 10
         },
+        {
+            "id": "code0sZSEt",
+            "type": "code",
+            "evaluator": "HTML",
+            "input": {
+                "body": [
+                    "<p style=\"text-align: left; color: #aa3311; font-weight: 900; font-size: 18pt;\"> Note:</p>",
+                    "<p style=\"text-align: left; color: #aa3311; font-weight: 400; font-size: 12pt;\"> you will automatically generate atomic descriptors, select an <i>optimal combination</i> among <i>millions or billions</i> of candidates, and produce a <i>fully-interactive plot</i> of your results. <br>",
+                    "With the Default settings you will reproduce our publication cited above.  <br>",
+                    "Please understand that the whole procedure may take a few moments.</p>"
+                ],
+                "hidden": true
+            },
+            "output": {
+                "state": {},
+                "result": {
+                    "type": "BeakerDisplay",
+                    "innertype": "Html",
+                    "object": "<script>\nvar beaker = bkHelper.getBeakerObject().beakerObj;\n</script>\n<p style=\"text-align: left; color: #aa3311; font-weight: 900; font-size: 18pt;\"> Note:</p>\n<p style=\"text-align: left; color: #aa3311; font-weight: 400; font-size: 12pt;\"> you will automatically generate atomic descriptors, select an <i>optimal combination</i> among <i>millions or billions</i> of candidates, and produce a <i>fully-interactive plot</i> of your results. <br>\nWith the Default settings you will reproduce our publication cited above.  <br>\nPlease understand that the whole procedure may take a few moments.</p>"
+                },
+                "selectedType": "BeakerDisplay",
+                "elapsedTime": 0,
+                "height": 155
+            },
+            "evaluatorReader": true,
+            "lineCount": 4
+        },
         {
             "id": "codemBpYu9",
             "type": "code",
@@ -1192,6 +1219,5 @@
         "viewer_result": "6edb65b9776deeb2",
         "structures_diff": "0",
         "units": "eV_angstrom"
-    },
-    "locked": true
+    }
 }