diff --git a/custom-analytics-example/custom-analytics-example-dev.bkr b/custom-analytics-example/custom-analytics-example-dev.bkr
index 8c58589dedc4f85201604434c4af29debfe53010..8f0b5af8f7e65bb5f3e2f3f2cd22e3a9119dd2b4 100644
--- a/custom-analytics-example/custom-analytics-example-dev.bkr
+++ b/custom-analytics-example/custom-analytics-example-dev.bkr
@@ -342,9 +342,18 @@
                 "state": {},
                 "selectedType": "Results",
                 "pluginName": "IPython",
-                "shellId": "0A64306A72684EBB8E96FD0D3C1057DB",
-                "elapsedTime": 3361,
-                "height": 61
+                "shellId": "6915BBF1C9714CAC802E4337489381B9",
+                "elapsedTime": 4308,
+                "height": 61,
+                "result": {
+                    "type": "Results",
+                    "outputdata": [
+                        {
+                            "type": "err",
+                            "value": "Using TensorFlow backend.\n"
+                        }
+                    ]
+                }
             },
             "evaluatorReader": true,
             "lineCount": 37,
@@ -379,11 +388,11 @@
                 "state": {},
                 "selectedType": "Html",
                 "pluginName": "IPython",
-                "shellId": "0A64306A72684EBB8E96FD0D3C1057DB",
-                "elapsedTime": 844,
+                "shellId": "6915BBF1C9714CAC802E4337489381B9",
+                "elapsedTime": 845,
                 "dataresult": {
                     "name": "VASP",
-                    "timestamp": 1516195612,
+                    "timestamp": 1516261435,
                     "uri": [
                         "nmd://N0ZOfcyLEp8fDX8aWdX8cCB2cBIIP/CC5fKTH2kdJRI-FZJwdNbfielxLZ9",
                         "nmd://N0ZOfcyLEp8fDX8aWdX8cCB2cBIIP/CFwfKX9KoRAm9nqtlQ2wgbIBQcm_d",
@@ -1986,7 +1995,7 @@
                         "nmd://NxztWmbdchjpJagL0juCNKI3ZlNP7/C1ndH9CKOJnYwVTE8r8UwezAM24CK",
                         "nmd://NUMBpwzrUeuOHrlgiKX7e8asGCTVq/CDB8zTkgGo7jl_diLmle6vz_s85Rp"
                     ],
-                    "filename": "2018-01-17 132652 VASP.json",
+                    "filename": "2018-01-18 074355 VASP.json",
                     "version": 1,
                     "query": {
                         "filter": "system_reweighted_composition:Fe100 AND program_name:VASP",
@@ -1995,11 +2004,11 @@
                         "endpoint": "https://analytics-toolkit.nomad-coe.eu/api/",
                         "context": "single_configuration_calculation"
                     },
-                    "path": "/data/private/angeloziletti/nomad-query/data/2018-01-17 132652 VASP.json",
+                    "path": "/data/private/angeloziletti/nomad-query/data/2018-01-18 074355 VASP.json",
                     "data": {}
                 },
                 "height": 50,
-                "result": "<div class=\"output_subarea output_text\"><pre>{'data': {},\n 'filename': '2018-01-17 132652 VASP.json',\n 'name': 'VASP',\n 'path': '/data/private/angeloziletti/nomad-query/data/2018-01-17 132652 VASP.json',\n 'query': {'context': 'single_configuration_calculation',\n  'endpoint': 'https://analytics-toolkit.nomad-coe.eu/api/',\n  'filter': 'system_reweighted_composition:Fe100 AND program_name:VASP',\n  'group_by': '',\n  'url': 'https://analytics-toolkit.nomad-coe.eu/api/query/single_configuration_calculation?filter=system_reweighted_composition%3AFe100%20AND%20program_name%3AVASP'},\n 'timestamp': 1516195612,\n 'uri': [u'nmd://N0ZOfcyLEp8fDX8aWdX8cCB2cBIIP/CC5fKTH2kdJRI-FZJwdNbfielxLZ9',\n  u'nmd://N0ZOfcyLEp8fDX8aWdX8cCB2cBIIP/CFwfKX9KoRAm9nqtlQ2wgbIBQcm_d',\n  u'nmd://N0ZOfcyLEp8fDX8aWdX8cCB2cBIIP/Cj3fi-s191NUfeBfCXzFQ4RE227mF',\n  u'nmd://N0ZOfcyLEp8fDX8aWdX8cCB2cBIIP/CTk6cGD641gB85Xe_Y3jXghanulwC',\n  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+                "result": "<div class=\"output_subarea output_text\"><pre>{'data': {},\n 'filename': '2018-01-18 074355 VASP.json',\n 'name': 'VASP',\n 'path': '/data/private/angeloziletti/nomad-query/data/2018-01-18 074355 VASP.json',\n 'query': {'context': 'single_configuration_calculation',\n  'endpoint': 'https://analytics-toolkit.nomad-coe.eu/api/',\n  'filter': 'system_reweighted_composition:Fe100 AND program_name:VASP',\n  'group_by': '',\n  'url': 'https://analytics-toolkit.nomad-coe.eu/api/query/single_configuration_calculation?filter=system_reweighted_composition%3AFe100%20AND%20program_name%3AVASP'},\n 'timestamp': 1516261435,\n 'uri': [u'nmd://N0ZOfcyLEp8fDX8aWdX8cCB2cBIIP/CC5fKTH2kdJRI-FZJwdNbfielxLZ9',\n  u'nmd://N0ZOfcyLEp8fDX8aWdX8cCB2cBIIP/CFwfKX9KoRAm9nqtlQ2wgbIBQcm_d',\n  u'nmd://N0ZOfcyLEp8fDX8aWdX8cCB2cBIIP/Cj3fi-s191NUfeBfCXzFQ4RE227mF',\n  u'nmd://N0ZOfcyLEp8fDX8aWdX8cCB2cBIIP/CTk6cGD641gB85Xe_Y3jXghanulwC',\n  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+                        ],
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\"n_configs\": -1,\n        \"n_procs\": n_procs,\n        \"n_blocksize\": parseInt($(\"#exe_batch_size\").val()),\n        \"queue\": \"?\",\n        \"walltime\": 12,\n        \"out_folder\": \"out.kernel\",\n        \"verbose\": false\n      },\n      \"atomic_density\": {\n        \"density_type\": $(\"#atomic_density_type\").val(),\n        \"atomic_radius\": parseFloat($(\"#atomic_density_atomic_radius\").val()),\n        \"use_covrad\": $(\"#atomic_density_use_covrad:checked\").val() == \"true\"\n      },\n      \"kernel\": {\n        \"method\": kernel_method\n      },\n    \n      \"basekernel\": {\n      \"type\": \"dot\",\n      \"dot\": {\n        \"xi\": parseFloat($(\"#basekernel_kernel_xi\").val()),\n        \"delta\": 1.0\n        }\n      },\n      \n      \"topkernel\": {\n      \"type\": \"rematch\",\n      \"rematch\": {\n        \"gamma\": 0.01\n        },\n      \"rematch-atomic\": {\n        \"gamma\": 0.01\n        },\n      \"average\": {\n        \"xi\": 1.0,\n        \"delta\": 1.0\n        }\n       },\n      \n      \"laplacian\": {\n        \"inverse_dist\": true,\n        \"coulomb\": true,\n        \"scale\": 0.01,\n        \"eta\": 1.0,\n        \"gamma\": 0.01,\n        \"optimize_eta_gamma\": false\n      },\n      \"dimred\": {\n        \"method\": $(\"#dimred_method\").val()\n      },\n      \"graph\": {\n        \"descriptor\": \"soap\",\n        \"pca\": \"none\",\n        \"hierarchical\": $(\"#kernel_hierarchical\").val() == \"true\",\n        \"r0\": 1.0,\n        \"alpha\": 2.0,\n        \"n_levels\": 3,\n        \"optimize_hierarchy\": false\n      },\n      \"lamatch\": {\n        \"gamma\": 0.3,\n        \"optimize_rematch\": false\n      },\n\n    \"descriptor\": {\n    \"type\": \"soap-atomic-dmap\",\n    \"soap-atomic\": {\n      \"spectrum.global\": false,\n      \"spectrum.gradients\": false,\n      \"spectrum.2l1_norm\": false,\n      \"_spectrum.2l1_norm\": true,\n      \"radialbasis.type\" : \"gaussian\",\n      \"radialbasis.mode\" : $(\"#soap_radialbasis_mode\").val(),\n      \"radialbasis.N\" : parseInt($(\"#soap_radialbasis_N\").val()),\n      \"radialbasis.sigma\": parseFloat($(\"#soap_radialbasis_sigma\").val()),\n      \"radialbasis.integration_steps\": 15,\n      \"radialcutoff.Rc\": parseFloat($(\"#soap_radialbasis_Rc\").val()),\n      \"radialcutoff.Rc_width\": parseFloat($(\"#soap_radialbasis_sigma\").val()),\n      \"radialcutoff.type\": \"heaviside\",\n      \"radialcutoff.center_weight\": 1.0,\n      \"angularbasis.type\": \"spherical-harmonic\",\n      \"angularbasis.L\": parseInt($(\"#soap_angularbasis_L\").val()),\n      \"kernel.adaptor\": \"specific-unique\",\n      \"exclude_centers\": [],\n      \"exclude_targets\": [],\n      \"type_list\": []\n    },\n    \"soap-atomic-dmap\": {\n      \"spectrum.global\": false,\n      \"spectrum.gradients\": false,\n      \"spectrum.2l1_norm\": false,\n      \"radialbasis.type\" : \"gaussian\",\n      \"radialbasis.mode\" : \"adaptive\",\n      \"radialbasis.N\" : 9,\n      \"radialbasis.sigma\": 0.5,\n      \"radialbasis.integration_steps\": 15,\n      \"radialcutoff.Rc\": 3.5,\n      \"radialcutoff.Rc_width\": 0.5,\n      \"radialcutoff.type\": \"heaviside\",\n      \"radialcutoff.center_weight\": 1.0,\n      \"angularbasis.type\": \"spherical-harmonic\",\n      \"angularbasis.L\": 6,\n      \"kernel.adaptor\": \"specific-unique-dmap\",\n      \"exclude_centers\": [],\n      \"exclude_targets\": [],\n      \"type_list\": []\n    }\n  }\n\n      \n    };\n\n}; \n  \nbeaker.view_result = function(result_link) {\n    $(\"#plot_result_button\").attr(\"href\", result_link);\n    $(\"#plot_result_button\").removeClass(\"disabled\"); //.addClass(\"active\");\n}\n</script>\n<style type=\"text/css\">\n    .in11f {\n        width: 3.5em;\n    }\n    .in3d {\n        width: 5em;\n    }\n    .select_main {\n        width: 20em;\n    }\n   .btn.active, .btn:active {\n    background: #cecece;\n    text-decoration: none;\n   }\n</style>\n\n  <p style=\"color:#20335d; font-weight:900; font-size:18pt;\"> Control options Query   <br> </p><hr style=\"border-width:2px\"> <p></p>\n\n <table class=\"query_control\">\n    \n    <!-- SYSTEM REWEIHGTED COMPOSITION -->  \n  <tbody><tr style=\"line-height:40px\">\n    <td><b>Name of query to analyze</b> (if empty: load last query)</td>\n    <td>\n      <input type=\"text\" id=\"query_name\" value=\"\">  \n\n    </td>\n  </tr>\n  \n    \n    <!-- BASE KERNEL -->    \n    <tr style=\"line-height:40px\">\n      <td><b>Max number or results for each space group/point group</b> </td>\n      <td>\n          <input type=\"number\" name=\"quantity\" id=\"max_nb_res\" min=\"5\" max=\"100\" value=\"25\" step=\"1\"> \n      </td>\n    </tr>    \n    \n   \n    \n</tbody></table>\n  \n<br> <br>\n\n  <p style=\"color:#20335d; font-weight:900; font-size:18pt;\"> Control options Analysis <br> </p><hr style=\"border-width:2px\"> <p></p>\n  \n  \n  <table class=\"glosim_control\">\n    \n    <!-- ATOMIC DENSITY -->  \n  <tbody><tr style=\"line-height:40px\">\n    <td><b>Atomic density</b> </td>\n    <td>\n        <select class=\"select_main\" id=\"atomic_density_type\">\n        <option id=\"option_el_agno_dens\" value=\"number_density_generic\" selected=\"\"> Density type: element-agnostic density </option>\n        <option id=\"option_el_spec_dens\" value=\"number_density\" disabled=\"\"> Density type: element-specific density </option>        \n        <option value=\"valence_charge_density\"> Density type: valence charge </option>\n        <option value=\"z_density\"> Density type: core charge </option>\n        <option value=\"elneg_density\"> Density type: electronegativity </option>\n      </select>    <!-- DATASETS -->\n \n       <button id=\"toggle_detail_2\" type=\"button\" class=\"btn btn-xs\" onclick=\"show_hide(&quot;in_detail_2&quot;, &quot;toggle_detail_2&quot;)\">Configure</button>\n      <g id=\"in_detail_2\" hidden=\"\">    Use covalent radii   <input id=\"atomic_density_use_covrad\" type=\"checkbox\" value=\"true\" unchecked=\"\">\n          Constant atomic radius (Angstrom)   <input id=\"atomic_density_atomic_radius\" type=\"number\" value=\"0.5\" min=\"0.0\" max=\"2.0\" step=\"0.1\" class=\"in11f\"> </g>\n    </td>\n  </tr>\n  \n  <!-- BASIS SET -->  \n  <tr style=\"line-height:40px\">\n    <td><b>Basis set</b> </td>\n    <td>\n        <select class=\"select_main\" id=\"soap_radialbasis_mode\">\n        <option value=\"adaptive\"> Radial basis: adaptive </option>\n        <option value=\"equispaced\"> Radial basis: equispaced </option>\n      </select>\n       <button id=\"toggle_detail_3\" type=\"button\" class=\"btn btn-xs\" onclick=\"show_hide(&quot;in_detail_3&quot;, &quot;toggle_detail_3&quot;)\">Configure</button>\n      <g id=\"in_detail_3\" hidden=\"\">\n          Radial functions N =   <input id=\"soap_radialbasis_N\" type=\"number\" value=\"9\" min=\"1\" max=\"14\" step=\"1\" class=\"in11f\">\n              Radial cutoff (equispaced only)   <input id=\"soap_radialbasis_Rc\" type=\"number\" value=\"3.5\" min=\"0.1\" max=\"10.0\" step=\"0.1\" class=\"in11f\">\n              Radial Gaussian width   <input id=\"soap_radialbasis_sigma\" type=\"number\" value=\"0.5\" min=\"0.1\" max=\"3.0\" step=\"0.1\" class=\"in11f\">\n          Angular functions L =   <input id=\"soap_angularbasis_L\" type=\"number\" value=\"6\" min=\"1\" max=\"14\" step=\"1\" class=\"in11f\"> \n      </g>\n    </td>\n  </tr>    \n    \n    <!-- BASE KERNEL -->    \n    <tr style=\"line-height:40px\">\n      <td><b>Base kernel</b> </td>\n      <td>\n          <select class=\"select_main\" id=\"basekernel_method\">\n          <option value=\"dot\"> Dot-product kernel </option>\n          <option value=\"laplacian\" disabled=\"\"> Laplacian kernel </option>\n          <option value=\"gaussian\" disabled=\"\"> Gaussian kernel </option>\n        </select>\n         <button id=\"toggle_detail_4\" type=\"button\" class=\"btn btn-xs\" onclick=\"show_hide(&quot;in_detail_4&quot;, &quot;toggle_detail_4&quot;)\">Configure</button>\n        <g id=\"in_detail_4\" hidden=\"\">\n            Exponent   <input id=\"basekernel_kernel_xi\" type=\"number\" value=\"3.0\" min=\"0.1\" max=\"5.0\" step=\"0.1\" class=\"in11f\">\n        </g>\n      </td>\n    </tr>    \n    \n    <!-- TOP KERNEL -->\n    <tr style=\"line-height:40px\">\n      <td><b>Top kernel</b> </td>\n      <td>\n          <select class=\"select_main\" id=\"kernel_method\">\n          <option value=\"global\" selected=\"\"> Global average (coherent)</option>\n          <option value=\"average\"> Global average (incoherent)</option>\n          <option value=\"rematch\"> Regularized-entropy match</option>          \n          <option value=\"laplacian\"> Laplacian Markov random field</option>\n        </select>\n         <button id=\"toggle_detail_5\" type=\"button\" class=\"btn btn-xs\" onclick=\"show_hide(&quot;in_detail_5&quot;, &quot;toggle_detail_5&quot;)\">Configure</button>\n        <g id=\"in_detail_5\" hidden=\"\">\n            Mode    \n        <select id=\"kernel_hierarchical\">\n          <option value=\"false\"> single-level</option>\n          <option value=\"true\"> hierarchical</option>\n        </select>\n            Graph Laplacian    \n        <select id=\"opt_top_kernel_hierarchy\">\n          <option value=\"invdist\"> inverse distance</option>\n          <option value=\"coulomb\"> Coulomb matrix</option>\n        </select>\n            Levels   <input id=\"graph:n_levels\" type=\"number\" value=\"1\" min=\"1\" max=\"5\" step=\"1\" class=\"in11f\">\n            Base radius   <input id=\"graph:r0\" type=\"number\" value=\"1.0\" min=\"0.1\" max=\"5.0\" step=\"0.1\" class=\"in11f\">\n            Scale   <input id=\"graph:alpha\" type=\"number\" value=\"2.0\" min=\"0.1\" max=\"5.0\" step=\"0.1\" class=\"in11f\">\n        </g>\n      </td>\n    </tr> \n    \n</tbody></table>\n  \n<hr style=\"border-width:2px\">\n  \n  <button class=\"btn btn-default\" onclick=\"run_soap()\">RUN Retrieval &amp; Analysis</button> \n  <button class=\"btn btn-default\" onclick=\"reset_soap()\">RESET </button> \n  <label title=\"Activate once run is complete.\"> \n    <a href=\"#\" target=\"_blank\" class=\"btn btn-primary disabled\" id=\"plot_result_button\">View 2D similarity map</a> \n  </label>\n"
+                    "object": "<script>\nvar beaker = bkHelper.getBeakerObject().beakerObj;\n</script>\n<script>\nvar run_soap = function() {\n  $(\"#plot_result_button\").removeClass(\"active\").addClass(\"disabled\");\n  get_options();\n  beaker.evaluate(\"cell_soap_run\");\n};\n  \nvar show_hide = function(tag, bt_tag) {\n  $(\"#\"+tag).toggle();\n  $(\"#\"+bt_tag).toggleClass(\"active\");\n}\n\nvar allow = function(yesno) {\n  if (yesno) {\n    $(\"#option_el_spec_dens\").removeAttr('disabled');\n    $(\"#atomic_density_type\").val('number_density').change();\n  }\n  else {\n    if ($(\"#atomic_density_type\").val() == \"number_density\") {\n      $(\"#atomic_density_type\").val('number_density_generic').change();\n    }\n    $(\"#option_el_spec_dens\").attr('disabled', 'disabled');\n  }\n}\n  \nvar reset_soap = function() {\n  beaker.evaluate(\"cell_soap_gui\");\n};\n  \nvar get_options = function() {\n    var query_name = $(\"#query_name\").val();  \n    var max_nb_res = $(\"#max_nb_res\").val();  \n    \n    // Determine kernel adaptor function\n    // [i.e., choose from specific/generic/global-specific/global-generic]    \n    var density_type = $(\"#atomic_density_type\").val();  \n    var adaptor_type = \"?\";\n    if (density_type == \"number_density\") {\n        adaptor_type = \"specific\";\n    }\n    else { // element-agnostic, core charge, valence charge, electronegativity\n        adaptor_type = \"generic\";\n    }\n    var kernel_method = $(\"#kernel_method\").val();\n    if (kernel_method == \"global\") {\n        adaptor_type = \"global-\" + adaptor_type;\n    }\n  \n    var n_procs = parseInt($(\"#exe_n_procs\").val());\n    if ($(\"#threading_mode\").val() == \"single_threaded\") n_procs = 1;\n    \n    beaker.options = {\n      \"query\": {\n        \"query_name\": $(\"#query_name\").val(),\n        \"max_nb_res\": $(\"#max_nb_res\").val()\n      },\n      \"run\": {\n        \"config_folder\": $(\"#dataset_example\").val(),\n        \"n_configs\": -1,\n        \"n_procs\": n_procs,\n        \"n_blocksize\": parseInt($(\"#exe_batch_size\").val()),\n        \"queue\": \"?\",\n        \"walltime\": 12,\n        \"out_folder\": \"out.kernel\",\n        \"verbose\": false\n      },\n      \"atomic_density\": {\n        \"density_type\": $(\"#atomic_density_type\").val(),\n        \"atomic_radius\": parseFloat($(\"#atomic_density_atomic_radius\").val()),\n        \"use_covrad\": $(\"#atomic_density_use_covrad:checked\").val() == \"true\"\n      },\n      \"kernel\": {\n        \"method\": kernel_method\n      },\n    \n      \"basekernel\": {\n      \"type\": \"dot\",\n      \"dot\": {\n        \"xi\": parseFloat($(\"#basekernel_kernel_xi\").val()),\n        \"delta\": 1.0\n        }\n      },\n      \n      \"topkernel\": {\n      \"type\": \"rematch\",\n      \"rematch\": {\n        \"gamma\": 0.01\n        },\n      \"rematch-atomic\": {\n        \"gamma\": 0.01\n        },\n      \"average\": {\n        \"xi\": 1.0,\n        \"delta\": 1.0\n        }\n       },\n      \n      \"laplacian\": {\n        \"inverse_dist\": true,\n        \"coulomb\": true,\n        \"scale\": 0.01,\n        \"eta\": 1.0,\n        \"gamma\": 0.01,\n        \"optimize_eta_gamma\": false\n      },\n      \"dimred\": {\n        \"method\": $(\"#dimred_method\").val()\n      },\n      \"graph\": {\n        \"descriptor\": \"soap\",\n        \"pca\": \"none\",\n        \"hierarchical\": $(\"#kernel_hierarchical\").val() == \"true\",\n        \"r0\": 1.0,\n        \"alpha\": 2.0,\n        \"n_levels\": 3,\n        \"optimize_hierarchy\": false\n      },\n      \"lamatch\": {\n        \"gamma\": 0.3,\n        \"optimize_rematch\": false\n      },\n\n    \"descriptor\": {\n    \"type\": \"soap-atomic-dmap\",\n    \"soap-atomic\": {\n      \"spectrum.global\": false,\n      \"spectrum.gradients\": false,\n      \"spectrum.2l1_norm\": false,\n      \"_spectrum.2l1_norm\": true,\n      \"radialbasis.type\" : \"gaussian\",\n      \"radialbasis.mode\" : $(\"#soap_radialbasis_mode\").val(),\n      \"radialbasis.N\" : parseInt($(\"#soap_radialbasis_N\").val()),\n      \"radialbasis.sigma\": parseFloat($(\"#soap_radialbasis_sigma\").val()),\n      \"radialbasis.integration_steps\": 15,\n      \"radialcutoff.Rc\": parseFloat($(\"#soap_radialbasis_Rc\").val()),\n      \"radialcutoff.Rc_width\": parseFloat($(\"#soap_radialbasis_sigma\").val()),\n      \"radialcutoff.type\": \"heaviside\",\n      \"radialcutoff.center_weight\": 1.0,\n      \"angularbasis.type\": \"spherical-harmonic\",\n      \"angularbasis.L\": parseInt($(\"#soap_angularbasis_L\").val()),\n      \"kernel.adaptor\": \"specific-unique\",\n      \"exclude_centers\": [],\n      \"exclude_targets\": [],\n      \"type_list\": []\n    },\n    \"soap-atomic-dmap\": {\n      \"spectrum.global\": false,\n      \"spectrum.gradients\": false,\n      \"spectrum.2l1_norm\": false,\n      \"radialbasis.type\" : \"gaussian\",\n      \"radialbasis.mode\" : \"adaptive\",\n      \"radialbasis.N\" : 9,\n      \"radialbasis.sigma\": 0.5,\n      \"radialbasis.integration_steps\": 15,\n      \"radialcutoff.Rc\": 3.5,\n      \"radialcutoff.Rc_width\": 0.5,\n      \"radialcutoff.type\": \"heaviside\",\n      \"radialcutoff.center_weight\": 1.0,\n      \"angularbasis.type\": \"spherical-harmonic\",\n      \"angularbasis.L\": 6,\n      \"kernel.adaptor\": \"specific-unique-dmap\",\n      \"exclude_centers\": [],\n      \"exclude_targets\": [],\n      \"type_list\": []\n    }\n  }\n\n      \n    };\n\n}; \n  \nbeaker.view_result = function(result_link) {\n    $(\"#plot_result_button\").attr(\"href\", result_link);\n    $(\"#plot_result_button\").removeClass(\"disabled\"); //.addClass(\"active\");\n}\n</script>\n<style type=\"text/css\">\n    .in11f {\n        width: 3.5em;\n    }\n    .in3d {\n        width: 5em;\n    }\n    .select_main {\n        width: 20em;\n    }\n   .btn.active, .btn:active {\n    background: #cecece;\n    text-decoration: none;\n   }\n</style>\n\n  <p style=\"color:#20335d; font-weight:900; font-size:18pt;\"> Control options Query   <br> </p><hr style=\"border-width:2px\"> <p></p>\n\n <table class=\"query_control\">\n    \n    <!-- SYSTEM REWEIHGTED COMPOSITION -->  \n  <tbody><tr style=\"line-height:40px\">\n    <td><b>Name of query to analyze</b> (if empty: load last query)</td>\n    <td>\n      <input type=\"text\" id=\"query_name\" value=\"\">  \n\n    </td>\n  </tr>\n  \n    \n    <!-- BASE KERNEL -->    \n    <tr style=\"line-height:40px\">\n      <td><b>Max number or results for each space group/point group</b> </td>\n      <td>\n          <input type=\"number\" name=\"quantity\" id=\"max_nb_res\" min=\"5\" max=\"100\" value=\"25\" step=\"1\"> \n      </td>\n    </tr>    \n    \n   \n    \n</tbody></table>\n  \n<br> <br>\n\n  <p style=\"color:#20335d; font-weight:900; font-size:18pt;\"> Control options Analysis <br> </p><hr style=\"border-width:2px\"> <p></p>\n  \n  \n  <table class=\"glosim_control\">\n    \n    <!-- ATOMIC DENSITY -->  \n  <tbody><tr style=\"line-height:40px\">\n    <td><b>Atomic density</b> </td>\n    <td>\n        <select class=\"select_main\" id=\"atomic_density_type\">\n        <option id=\"option_el_agno_dens\" value=\"number_density_generic\" selected=\"\"> Density type: element-agnostic density </option>\n        <option id=\"option_el_spec_dens\" value=\"number_density\" disabled=\"\"> Density type: element-specific density </option>        \n        <option value=\"valence_charge_density\"> Density type: valence charge </option>\n        <option value=\"z_density\"> Density type: core charge </option>\n        <option value=\"elneg_density\"> Density type: electronegativity </option>\n      </select>    <!-- DATASETS -->\n \n       <button id=\"toggle_detail_2\" type=\"button\" class=\"btn btn-xs\" onclick=\"show_hide(&quot;in_detail_2&quot;, &quot;toggle_detail_2&quot;)\">Configure</button>\n      <g id=\"in_detail_2\" hidden=\"\">    Use covalent radii   <input id=\"atomic_density_use_covrad\" type=\"checkbox\" value=\"true\" unchecked=\"\">\n          Constant atomic radius (Angstrom)   <input id=\"atomic_density_atomic_radius\" type=\"number\" value=\"0.5\" min=\"0.0\" max=\"2.0\" step=\"0.1\" class=\"in11f\"> </g>\n    </td>\n  </tr>\n  \n  <!-- BASIS SET -->  \n  <tr style=\"line-height:40px\">\n    <td><b>Basis set</b> </td>\n    <td>\n        <select class=\"select_main\" id=\"soap_radialbasis_mode\">\n        <option value=\"adaptive\"> Radial basis: adaptive </option>\n        <option value=\"equispaced\"> Radial basis: equispaced </option>\n      </select>\n       <button id=\"toggle_detail_3\" type=\"button\" class=\"btn btn-xs\" onclick=\"show_hide(&quot;in_detail_3&quot;, &quot;toggle_detail_3&quot;)\">Configure</button>\n      <g id=\"in_detail_3\" hidden=\"\">\n          Radial functions N =   <input id=\"soap_radialbasis_N\" type=\"number\" value=\"9\" min=\"1\" max=\"14\" step=\"1\" class=\"in11f\">\n              Radial cutoff (equispaced only)   <input id=\"soap_radialbasis_Rc\" type=\"number\" value=\"3.5\" min=\"0.1\" max=\"10.0\" step=\"0.1\" class=\"in11f\">\n              Radial Gaussian width   <input id=\"soap_radialbasis_sigma\" type=\"number\" value=\"0.5\" min=\"0.1\" max=\"3.0\" step=\"0.1\" class=\"in11f\">\n          Angular functions L =   <input id=\"soap_angularbasis_L\" type=\"number\" value=\"6\" min=\"1\" max=\"14\" step=\"1\" class=\"in11f\"> \n      </g>\n    </td>\n  </tr>    \n    \n    <!-- BASE KERNEL -->    \n    <tr style=\"line-height:40px\">\n      <td><b>Base kernel</b> </td>\n      <td>\n          <select class=\"select_main\" id=\"basekernel_method\">\n          <option value=\"dot\"> Dot-product kernel </option>\n          <option value=\"laplacian\" disabled=\"\"> Laplacian kernel </option>\n          <option value=\"gaussian\" disabled=\"\"> Gaussian kernel </option>\n        </select>\n         <button id=\"toggle_detail_4\" type=\"button\" class=\"btn btn-xs\" onclick=\"show_hide(&quot;in_detail_4&quot;, &quot;toggle_detail_4&quot;)\">Configure</button>\n        <g id=\"in_detail_4\" hidden=\"\">\n            Exponent   <input id=\"basekernel_kernel_xi\" type=\"number\" value=\"3.0\" min=\"0.1\" max=\"5.0\" step=\"0.1\" class=\"in11f\">\n        </g>\n      </td>\n    </tr>    \n    \n    <!-- TOP KERNEL -->\n    <tr style=\"line-height:40px\">\n      <td><b>Top kernel</b> </td>\n      <td>\n          <select class=\"select_main\" id=\"kernel_method\">\n          <option value=\"global\" selected=\"\"> Global average (coherent)</option>\n          <option value=\"average\"> Global average (incoherent)</option>\n          <option value=\"rematch\"> Regularized-entropy match</option>          \n          <option value=\"laplacian\"> Laplacian Markov random field</option>\n        </select>\n         <button id=\"toggle_detail_5\" type=\"button\" class=\"btn btn-xs\" onclick=\"show_hide(&quot;in_detail_5&quot;, &quot;toggle_detail_5&quot;)\">Configure</button>\n        <g id=\"in_detail_5\" hidden=\"\">\n            Mode    \n        <select id=\"kernel_hierarchical\">\n          <option value=\"false\"> single-level</option>\n          <option value=\"true\"> hierarchical</option>\n        </select>\n            Graph Laplacian    \n        <select id=\"opt_top_kernel_hierarchy\">\n          <option value=\"invdist\"> inverse distance</option>\n          <option value=\"coulomb\"> Coulomb matrix</option>\n        </select>\n            Levels   <input id=\"graph:n_levels\" type=\"number\" value=\"1\" min=\"1\" max=\"5\" step=\"1\" class=\"in11f\">\n            Base radius   <input id=\"graph:r0\" type=\"number\" value=\"1.0\" min=\"0.1\" max=\"5.0\" step=\"0.1\" class=\"in11f\">\n            Scale   <input id=\"graph:alpha\" type=\"number\" value=\"2.0\" min=\"0.1\" max=\"5.0\" step=\"0.1\" class=\"in11f\">\n        </g>\n      </td>\n    </tr> \n    \n</tbody></table>\n  \n<hr style=\"border-width:2px\">\n  \n  <button class=\"btn btn-default\" onclick=\"run_soap()\">RUN Retrieval &amp; Analysis</button> \n  <button class=\"btn btn-default\" onclick=\"reset_soap()\">RESET </button> \n  <label title=\"Activate once run is complete.\"> \n    <a href=\"/user/tmp/994af2895393ea87.html\" target=\"_blank\" class=\"btn btn-primary\" id=\"plot_result_button\">View 2D similarity map</a> \n  </label>\n"
                 },
                 "selectedType": "BeakerDisplay",
                 "elapsedTime": 0,
@@ -2748,8 +2781,8 @@
                 "state": {},
                 "selectedType": "Results",
                 "pluginName": "IPython",
-                "shellId": "0A64306A72684EBB8E96FD0D3C1057DB",
-                "elapsedTime": 229,
+                "shellId": "6915BBF1C9714CAC802E4337489381B9",
+                "elapsedTime": 230,
                 "dataresult": {
                     "name": "Fe_query",
                     "timestamp": 1516012342,
@@ -12767,7 +12800,32 @@
                     "path": "data/2018-01-15 103222 Fe_query.json",
                     "data": {}
                 },
-                "height": 153
+                "height": 153,
+                "result": {
+                    "type": "Results",
+                    "outputdata": [
+                        {
+                            "type": "err",
+                            "value": "INFO: Started @ 2018-01-18 07:43\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Kernel method:    global\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Kernel adaptor:   specific-unique\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Density type:     number_density_generic\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Dim.-red. method: kernelpca\n"
+                        }
+                    ]
+                }
             },
             "evaluatorReader": true,
             "lineCount": 49,
@@ -12806,8 +12864,8 @@
                 "state": {},
                 "selectedType": "Hidden",
                 "pluginName": "IPython",
-                "shellId": "0A64306A72684EBB8E96FD0D3C1057DB",
-                "elapsedTime": 345,
+                "shellId": "6915BBF1C9714CAC802E4337489381B9",
+                "elapsedTime": 337,
                 "height": 88
             },
             "evaluatorReader": true,
@@ -12879,8 +12937,8 @@
                 "state": {},
                 "selectedType": "Hidden",
                 "pluginName": "IPython",
-                "shellId": "0A64306A72684EBB8E96FD0D3C1057DB",
-                "elapsedTime": 332,
+                "shellId": "6915BBF1C9714CAC802E4337489381B9",
+                "elapsedTime": 323,
                 "height": 88
             },
             "evaluatorReader": true,
@@ -12984,9 +13042,18 @@
                 "state": {},
                 "selectedType": "Results",
                 "pluginName": "IPython",
-                "shellId": "0A64306A72684EBB8E96FD0D3C1057DB",
-                "elapsedTime": 9461,
-                "height": 61
+                "shellId": "6915BBF1C9714CAC802E4337489381B9",
+                "elapsedTime": 9306,
+                "height": 61,
+                "result": {
+                    "type": "Results",
+                    "outputdata": [
+                        {
+                            "type": "err",
+                            "value": "INFO: Retrieving query data from the NOMAD Archive...\n"
+                        }
+                    ]
+                }
             },
             "evaluatorReader": true,
             "lineCount": 84,
@@ -13074,8 +13141,8 @@
                 "state": {},
                 "selectedType": "Hidden",
                 "pluginName": "IPython",
-                "shellId": "0A64306A72684EBB8E96FD0D3C1057DB",
-                "elapsedTime": 333,
+                "shellId": "6915BBF1C9714CAC802E4337489381B9",
+                "elapsedTime": 336,
                 "height": 88
             },
             "evaluatorReader": true,
@@ -13117,9 +13184,18 @@
                 "state": {},
                 "selectedType": "Results",
                 "pluginName": "IPython",
-                "shellId": "0A64306A72684EBB8E96FD0D3C1057DB",
-                "elapsedTime": 254,
-                "height": 61
+                "shellId": "6915BBF1C9714CAC802E4337489381B9",
+                "elapsedTime": 245,
+                "height": 61,
+                "result": {
+                    "type": "Results",
+                    "outputdata": [
+                        {
+                            "type": "err",
+                            "value": "INFO: Top-5 space groups (crystals) or point groups (molecules): ['12', '227', '62', '11', '152']\n"
+                        }
+                    ]
+                }
             },
             "evaluatorReader": true,
             "lineCount": 20,
@@ -13171,8 +13247,8 @@
                 "state": {},
                 "selectedType": "Hidden",
                 "pluginName": "IPython",
-                "shellId": "0A64306A72684EBB8E96FD0D3C1057DB",
-                "elapsedTime": 327,
+                "shellId": "6915BBF1C9714CAC802E4337489381B9",
+                "elapsedTime": 322,
                 "height": 88
             },
             "evaluatorReader": true,
@@ -13242,95 +13318,2169 @@
                 "state": {},
                 "selectedType": "Results",
                 "pluginName": "IPython",
-                "shellId": "0A64306A72684EBB8E96FD0D3C1057DB",
-                "elapsedTime": 13570,
-                "height": 11618,
-                "hidden": true
-            },
-            "evaluatorReader": true,
-            "lineCount": 50,
-            "tags": "cell_soap_run",
-            "isError": true
-        },
-        {
-            "id": "codeyp572I",
-            "type": "code",
-            "evaluator": "IPython",
-            "input": {
-                "body": [
-                    "operations_on_structure = [(create_supercell, {'replicas': [1, 1, 1]})]",
-                    "",
-                    "json_list, frame_list, x_list, y_list, target_list, target_pred_list = get_json_list(method='file', data_folder='',",
-                    "        path_to_file=lookup_file, drop_duplicates=False, displace_duplicates=True, predicted_value=True)",
-                    "op_list = np.zeros(len(json_list))",
-                    "",
-                    "# get classes from spacegroup value",
-                    "# the classes for the Viewer needs to start from 0 onwards (integers)",
-                    "from sklearn import preprocessing",
-                    "le = preprocessing.LabelEncoder()",
-                    "le.fit(target_list)",
-                    "target_class = le.transform(target_list)",
-                    "classes = list(le.classes_)",
-                    "",
-                    "target_class = [int(item) for item in target_class]",
-                    "",
-                    "# make target_list a list of lists for compatibility with Viewer",
-                    "new_target_list=[]",
-                    "for idx, item in enumerate(target_class):",
-                    "    new_target_list.append([target_class[idx]])",
-                    "",
-                    "name_html_page = hashlib.sha224(str(json_list)).hexdigest()[:16]",
-                    "",
-                    "beaker.viewer_result = name_html_page",
-                    "",
-                    "energy_unit='eV'",
-                    "",
-                    "plot_result = plot(",
-                    "    name=name_html_page, ",
-                    "    json_list=json_list, ",
-                    "    frames='list', ",
-                    "    frame_list=frame_list, ",
-                    "    file_format='NOMAD', ",
-                    "    clustering_x_list=x_list, ",
-                    "    clustering_y_list=y_list, ",
-                    "    # changed to have labels with spacegroup numer",
-                    "    target_list=new_target_list,",
-                    "    target_unit='', ",
-                    "    legend_title='Space group number or point group symbol (classes)', ",
-                    "    #legend_title='Similarity measure', ",
-                    "    target_name='class number',",
-                    "    energy_unit=energy_unit,",
-                    "    plot_title='SOAP structure map',",
-                    "    op_list=op_list, ",
-                    "    operations_on_structure=operations_on_structure,",
-                    "    clustering_point_size=12, ",
-                    "    tmp_folder=tmp_folder, ",
-                    "    control_file=control_file,",
-                    "    descriptor=None,",
-                    "    is_classification=True,",
-                    "    #is_classification=False)",
-                    "    target_class_names=classes)",
-                    "",
-                    "    #log_string=('\\n Options for this run:\\n'+json.dumps(options, indent=2)).replace('\\n','<br>').replace('  ', '&nbsp '))",
-                    "",
-                    "        ",
-                    "# ACTIVATE VIEWER",
-                    "beaker.viewer_result = name_html_page",
-                    "",
-                    "now = datetime.datetime.now()",
-                    "logger.info(\"Finished @ %s\" % str(now.strftime(\"%Y-%m-%d %H:%M\")))",
-                    "",
-                    "# remote tmp_json_folder created",
-                    "shutil.rmtree(tmp_json_folder)"
-                ]
-            },
-            "output": {
-                "state": {},
-                "selectedType": "Results",
-                "pluginName": "IPython",
-                "shellId": "0A64306A72684EBB8E96FD0D3C1057DB",
-                "elapsedTime": 2497,
-                "height": 56
+                "shellId": "6915BBF1C9714CAC802E4337489381B9",
+                "elapsedTime": 46700,
+                "height": 50,
+                "hidden": true,
+                "result": {
+                    "type": "Results",
+                    "outputdata": [
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+                        },
+                        {
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+                        },
+                        {
+                            "type": "out",
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+                        },
+                        {
+                            "type": "out",
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+                        },
+                        {
+                            "type": "out",
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+                        },
+                        {
+                            "type": "out",
+                            "value": "[Kernel] 42              42              \n"
+                        },
+                        {
+                            "type": "out",
+                            "value": "[Kernel] 42              44              \n"
+                        },
+                        {
+                            "type": "out",
+                            "value": "[Kernel] 44              44              \n"
+                        }
+                    ]
+                }
+            },
+            "evaluatorReader": true,
+            "lineCount": 50,
+            "tags": "cell_soap_run",
+            "isError": true
+        },
+        {
+            "id": "codeyp572I",
+            "type": "code",
+            "evaluator": "IPython",
+            "input": {
+                "body": [
+                    "operations_on_structure = [(create_supercell, {'replicas': [3, 3, 3]})]",
+                    "",
+                    "json_list, frame_list, x_list, y_list, target_list, target_pred_list = get_json_list(method='file', data_folder='',",
+                    "        path_to_file=lookup_file, drop_duplicates=False, displace_duplicates=True, predicted_value=True)",
+                    "op_list = np.zeros(len(json_list))",
+                    "",
+                    "# get classes from spacegroup value",
+                    "# the classes for the Viewer needs to start from 0 onwards (integers)",
+                    "from sklearn import preprocessing",
+                    "le = preprocessing.LabelEncoder()",
+                    "le.fit(target_list)",
+                    "target_class = le.transform(target_list)",
+                    "classes = list(le.classes_)",
+                    "",
+                    "target_class = [int(item) for item in target_class]",
+                    "",
+                    "# make target_list a list of lists for compatibility with Viewer",
+                    "new_target_list=[]",
+                    "for idx, item in enumerate(target_class):",
+                    "    new_target_list.append([target_class[idx]])",
+                    "",
+                    "name_html_page = hashlib.sha224(str(json_list)).hexdigest()[:16]",
+                    "",
+                    "beaker.viewer_result = name_html_page",
+                    "",
+                    "energy_unit='eV'",
+                    "",
+                    "plot_result = plot(",
+                    "    name=name_html_page, ",
+                    "    json_list=json_list, ",
+                    "    frames='list', ",
+                    "    frame_list=frame_list, ",
+                    "    file_format='NOMAD', ",
+                    "    clustering_x_list=x_list, ",
+                    "    clustering_y_list=y_list, ",
+                    "    # changed to have labels with spacegroup numer",
+                    "    target_list=new_target_list,",
+                    "    target_unit='', ",
+                    "    legend_title='Space group number or point group symbol (classes)', ",
+                    "    #legend_title='Similarity measure', ",
+                    "    target_name='class number',",
+                    "    energy_unit=energy_unit,",
+                    "    plot_title='SOAP structure map',",
+                    "    op_list=op_list, ",
+                    "    operations_on_structure=operations_on_structure,",
+                    "    clustering_point_size=12, ",
+                    "    tmp_folder=tmp_folder, ",
+                    "    control_file=control_file,",
+                    "    descriptor=None,",
+                    "    is_classification=True,",
+                    "    #is_classification=False)",
+                    "    target_class_names=classes)",
+                    "",
+                    "    #log_string=('\\n Options for this run:\\n'+json.dumps(options, indent=2)).replace('\\n','<br>').replace('  ', '&nbsp '))",
+                    "",
+                    "        ",
+                    "# ACTIVATE VIEWER",
+                    "beaker.viewer_result = name_html_page",
+                    "",
+                    "now = datetime.datetime.now()",
+                    "logger.info(\"Finished @ %s\" % str(now.strftime(\"%Y-%m-%d %H:%M\")))",
+                    "",
+                    "# remote tmp_json_folder created",
+                    "shutil.rmtree(tmp_json_folder)"
+                ]
+            },
+            "output": {
+                "state": {},
+                "selectedType": "Results",
+                "pluginName": "IPython",
+                "shellId": "6915BBF1C9714CAC802E4337489381B9",
+                "elapsedTime": 5881,
+                "height": 429,
+                "result": {
+                    "type": "Results",
+                    "outputdata": [
+                        {
+                            "type": "err",
+                            "value": "INFO: Same points in the plot have exactly the same X and Y coordinates.\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: The degenerate points in the plot are randomly displaced \n (by a very small amount) to allow actions on click.\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Generating figures and geometry files.\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Generating figures and geometries: file 1/37\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Generating figures and geometries: file 5/37\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Generating figures and geometries: file 9/37\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Generating figures and geometries: file 13/37\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Generating figures and geometries: file 17/37\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Generating figures and geometries: file 21/37\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Generating figures and geometries: file 25/37\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Generating figures and geometries: file 29/37\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Generating figures and geometries: file 33/37\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Generating figures and geometries: file 37/37\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Generating figures and geometry files: done.\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Click on the button 'View interactive 2D scatter plot' to see the plot.\n"
+                        },
+                        {
+                            "type": "err",
+                            "value": "INFO: Finished @ 2018-01-18 07:44\n"
+                        }
+                    ]
+                }
             },
             "evaluatorReader": true,
             "lineCount": 64,
@@ -13352,7 +15502,7 @@
                 "state": {},
                 "selectedType": "BeakerDisplay",
                 "pluginName": "JavaScript",
-                "elapsedTime": 47,
+                "elapsedTime": 15,
                 "height": 56
             },
             "evaluatorReader": true,
@@ -13393,7 +15543,7 @@
     "namespace": {
         "options": {
             "query": {
-                "query_name": "Au",
+                "query_name": "TiO2",
                 "max_nb_res": "25"
             },
             "run": {
@@ -13503,7 +15653,7 @@
                 }
             }
         },
-        "viewer_result": "d6c25bb00686ca68",
+        "viewer_result": "994af2895393ea87",
         "last_query_name": "Crystal-C"
     },
     "locked": true