diff --git a/experiments/XGBoostvsLightGBM.ipynb b/experiments/XGBoostvsLightGBM.ipynb
index ce73f76..cb15934 100644
--- a/experiments/XGBoostvsLightGBM.ipynb
+++ b/experiments/XGBoostvsLightGBM.ipynb
@@ -73,7 +73,7 @@
        "\n",
        "    <div class=\"bk-root\">\n",
        "        <a href=\"http://bokeh.pydata.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
-       "        <span id=\"7cc8e422-bbf4-42af-97ad-f52e215acda1\">Loading BokehJS ...</span>\n",
+       "        <span id=\"5cef9f06-ea82-4810-944c-e368f5c2b1bd\">Loading BokehJS ...</span>\n",
        "    </div>"
       ]
      },
@@ -121,7 +121,7 @@
        "\n",
        "  function display_loaded() {\n",
        "    if (window.Bokeh !== undefined) {\n",
-       "      var el = document.getElementById(\"7cc8e422-bbf4-42af-97ad-f52e215acda1\");\n",
+       "      var el = document.getElementById(\"5cef9f06-ea82-4810-944c-e368f5c2b1bd\");\n",
        "      el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
        "    } else if (Date.now() < window._bokeh_timeout) {\n",
        "      setTimeout(display_loaded, 100)\n",
@@ -168,9 +168,9 @@
        "      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
        "      document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
        "    }\n",
-       "  };var element = document.getElementById(\"7cc8e422-bbf4-42af-97ad-f52e215acda1\");\n",
+       "  };var element = document.getElementById(\"5cef9f06-ea82-4810-944c-e368f5c2b1bd\");\n",
        "  if (element == null) {\n",
-       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '7cc8e422-bbf4-42af-97ad-f52e215acda1' but no matching script tag was found. \")\n",
+       "    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '5cef9f06-ea82-4810-944c-e368f5c2b1bd' but no matching script tag was found. \")\n",
        "    return false;\n",
        "  }\n",
        "\n",
@@ -187,7 +187,7 @@
        "    \n",
        "    function(Bokeh) {\n",
        "      \n",
-       "      document.getElementById(\"7cc8e422-bbf4-42af-97ad-f52e215acda1\").textContent = \"BokehJS is loading...\";\n",
+       "      document.getElementById(\"5cef9f06-ea82-4810-944c-e368f5c2b1bd\").textContent = \"BokehJS is loading...\";\n",
        "    },\n",
        "    function(Bokeh) {\n",
        "      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-0.12.6.min.css\");\n",
@@ -210,7 +210,7 @@
        "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
        "      window._bokeh_failed_load = true;\n",
        "    } else if (force !== true) {\n",
-       "      var cell = $(document.getElementById(\"7cc8e422-bbf4-42af-97ad-f52e215acda1\")).parents('.cell').data().cell;\n",
+       "      var cell = $(document.getElementById(\"5cef9f06-ea82-4810-944c-e368f5c2b1bd\")).parents('.cell').data().cell;\n",
        "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
        "    }\n",
        "\n",
@@ -460,20 +460,20 @@
        "    'F1': 0.4594968503939465,\n",
        "    'Precision': 0.4627647374365573,\n",
        "    'Recall': 0.5273189326556544},\n",
-       "   'test_time': 0.027692346999174333,\n",
-       "   'train_time': 0.6480622440012667},\n",
+       "   'test_time': 0.01769829506520182,\n",
+       "   'train_time': 0.5824753509368747},\n",
        "  'xgb': {'performance': {'Accuracy': 0.5285895806861499,\n",
        "    'F1': 0.4581501758019101,\n",
        "    'Precision': 0.4728104942149788,\n",
        "    'Recall': 0.5285895806861499},\n",
-       "   'test_time': 0.014542924998750095,\n",
-       "   'train_time': 1.7841034670000226},\n",
+       "   'test_time': 0.01739849301520735,\n",
+       "   'train_time': 2.277035239036195},\n",
        "  'xgb_hist': {'performance': {'Accuracy': 0.5285895806861499,\n",
        "    'F1': 0.46087114582653593,\n",
        "    'Precision': 0.4747655220586142,\n",
        "    'Recall': 0.5285895806861499},\n",
-       "   'test_time': 0.016832898001666763,\n",
-       "   'train_time': 3.5759403450010723}},\n",
+       "   'test_time': 0.013859358034096658,\n",
+       "   'train_time': 2.4757352949818596}},\n",
        " 'Football_GPU': {'lgbm': {'performance': {'Accuracy': 0.5344345616264294,\n",
        "    'F1': 0.4704311590503636,\n",
        "    'Precision': 0.48847893806298454,\n",
@@ -623,8 +623,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "['HIGGS', 'Airline', 'Airline_GPU', 'HIGGS_GPU', 'Football_GPU', 'Football', 'BCI', 'Planet', 'BCI_GPU', 'Plannet_GPU', 'Fraud_GPU', 'Fraud']\n",
-      "['lgbm', 'xgb_hist', 'xgb']\n"
+      "['Football_GPU', 'Airline_GPU', 'Planet', 'Airline', 'HIGGS_GPU', 'HIGGS', 'BCI_GPU', 'Plannet_GPU', 'Football', 'Fraud', 'Fraud_GPU', 'BCI']\n",
+      "['xgb', 'lgbm', 'xgb_hist']\n"
      ]
     }
    ],
@@ -794,9 +794,9 @@
        "    <tr>\n",
        "      <th>Football</th>\n",
        "      <td>-0.589916</td>\n",
-       "      <td>2.752982</td>\n",
-       "      <td>5.517896</td>\n",
-       "      <td>0.525160</td>\n",
+       "      <td>3.909239</td>\n",
+       "      <td>4.250369</td>\n",
+       "      <td>0.983060</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>Football_GPU</th>\n",
@@ -857,7 +857,7 @@
        "Airline_GPU                   NaN               NaN               1.970731   \n",
        "BCI                      6.250871          1.574867               5.722316   \n",
        "BCI_GPU                 14.284971          4.676180              15.437377   \n",
-       "Football                -0.589916          2.752982               5.517896   \n",
+       "Football                -0.589916          3.909239               4.250369   \n",
        "Football_GPU             0.157673          7.268249               4.697221   \n",
        "Fraud                   -1.076624          6.581430               3.048036   \n",
        "Fraud_GPU               -0.780054         19.746408               5.587415   \n",
@@ -871,7 +871,7 @@
        "Airline_GPU               NaN  \n",
        "BCI                  1.567671  \n",
        "BCI_GPU              0.649916  \n",
-       "Football             0.525160  \n",
+       "Football             0.983060  \n",
        "Football_GPU         0.223588  \n",
        "Fraud                1.353828  \n",
        "Fraud_GPU            0.922902  \n",
@@ -946,7 +946,7 @@
        "\n",
        "\n",
        "    <div class=\"bk-root\">\n",
-       "        <div class=\"bk-plotdiv\" id=\"673510b4-0959-4f8f-b2b2-f31b002d5b28\"></div>\n",
+       "        <div class=\"bk-plotdiv\" id=\"9f170764-ce07-45c5-83b2-809851fcec46\"></div>\n",
        "    </div>\n",
        "<script type=\"text/javascript\">\n",
        "  \n",
@@ -987,7 +987,7 @@
        "  \n",
        "    function display_loaded() {\n",
        "      if (window.Bokeh !== undefined) {\n",
-       "        var el = document.getElementById(\"673510b4-0959-4f8f-b2b2-f31b002d5b28\");\n",
+       "        var el = document.getElementById(\"9f170764-ce07-45c5-83b2-809851fcec46\");\n",
        "        el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
        "      } else if (Date.now() < window._bokeh_timeout) {\n",
        "        setTimeout(display_loaded, 100)\n",
@@ -1034,9 +1034,9 @@
        "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
        "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
        "      }\n",
-       "    };var element = document.getElementById(\"673510b4-0959-4f8f-b2b2-f31b002d5b28\");\n",
+       "    };var element = document.getElementById(\"9f170764-ce07-45c5-83b2-809851fcec46\");\n",
        "    if (element == null) {\n",
-       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '673510b4-0959-4f8f-b2b2-f31b002d5b28' but no matching script tag was found. \")\n",
+       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '9f170764-ce07-45c5-83b2-809851fcec46' but no matching script tag was found. \")\n",
        "      return false;\n",
        "    }\n",
        "  \n",
@@ -1046,8 +1046,8 @@
        "      function(Bokeh) {\n",
        "        (function() {\n",
        "          var fn = function() {\n",
-       "            var docs_json = 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+       "            var render_items = [{\"docid\":\"6c9d1040-e578-459b-ac09-0620756b61b8\",\"elementid\":\"9f170764-ce07-45c5-83b2-809851fcec46\",\"modelid\":\"7cf50e78-0274-46a9-ba7a-55a5690b517f\"}];\n",
        "            \n",
        "            Bokeh.embed.embed_items(docs_json, render_items);\n",
        "          };\n",
@@ -1072,7 +1072,7 @@
        "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
        "        window._bokeh_failed_load = true;\n",
        "      } else if (force !== true) {\n",
-       "        var cell = $(document.getElementById(\"673510b4-0959-4f8f-b2b2-f31b002d5b28\")).parents('.cell').data().cell;\n",
+       "        var cell = $(document.getElementById(\"9f170764-ce07-45c5-83b2-809851fcec46\")).parents('.cell').data().cell;\n",
        "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
        "      }\n",
        "  \n",
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y=\"0\">Train Time Ratio (XGBoost/LightGBM)</text><g transform=\"rotate(90,0,0) translate(-21.847500000000025,-188.2428270296547)\"/></g></g></g></g></g></svg>"
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       "text/plain": [
        "<IPython.core.display.SVG object>"
@@ -1178,7 +1178,7 @@
        "\n",
        "\n",
        "    <div class=\"bk-root\">\n",
-       "        <div class=\"bk-plotdiv\" id=\"abee5f5a-3b9b-461d-9e79-9fffd7385147\"></div>\n",
+       "        <div class=\"bk-plotdiv\" id=\"17699482-b3f4-4e33-abfe-dfce960cba23\"></div>\n",
        "    </div>\n",
        "<script type=\"text/javascript\">\n",
        "  \n",
@@ -1219,7 +1219,7 @@
        "  \n",
        "    function display_loaded() {\n",
        "      if (window.Bokeh !== undefined) {\n",
-       "        var el = document.getElementById(\"abee5f5a-3b9b-461d-9e79-9fffd7385147\");\n",
+       "        var el = document.getElementById(\"17699482-b3f4-4e33-abfe-dfce960cba23\");\n",
        "        el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
        "      } else if (Date.now() < window._bokeh_timeout) {\n",
        "        setTimeout(display_loaded, 100)\n",
@@ -1266,9 +1266,9 @@
        "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
        "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
        "      }\n",
-       "    };var element = document.getElementById(\"abee5f5a-3b9b-461d-9e79-9fffd7385147\");\n",
+       "    };var element = document.getElementById(\"17699482-b3f4-4e33-abfe-dfce960cba23\");\n",
        "    if (element == null) {\n",
-       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'abee5f5a-3b9b-461d-9e79-9fffd7385147' but no matching script tag was found. \")\n",
+       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '17699482-b3f4-4e33-abfe-dfce960cba23' but no matching script tag was found. \")\n",
        "      return false;\n",
        "    }\n",
        "  \n",
@@ -1278,8 +1278,8 @@
        "      function(Bokeh) {\n",
        "        (function() {\n",
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+       "            var render_items = [{\"docid\":\"09fdb6a8-8ea0-465f-9eb1-c78ab6a6bbc2\",\"elementid\":\"17699482-b3f4-4e33-abfe-dfce960cba23\",\"modelid\":\"67e08d0c-99d3-40d5-a763-dbaca3c6a9e5\"}];\n",
        "            \n",
        "            Bokeh.embed.embed_items(docs_json, render_items);\n",
        "          };\n",
@@ -1304,7 +1304,7 @@
        "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
        "        window._bokeh_failed_load = true;\n",
        "      } else if (force !== true) {\n",
-       "        var cell = $(document.getElementById(\"abee5f5a-3b9b-461d-9e79-9fffd7385147\")).parents('.cell').data().cell;\n",
+       "        var cell = $(document.getElementById(\"17699482-b3f4-4e33-abfe-dfce960cba23\")).parents('.cell').data().cell;\n",
        "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
        "      }\n",
        "  \n",
@@ -1392,7 +1392,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 25,
    "metadata": {
     "collapsed": false,
     "deletable": true,
@@ -1406,7 +1406,7 @@
        "\n",
        "\n",
        "    <div class=\"bk-root\">\n",
-       "        <div class=\"bk-plotdiv\" id=\"fef23caa-8878-4b41-b7e9-53dddaab8a1c\"></div>\n",
+       "        <div class=\"bk-plotdiv\" id=\"1edefbc1-6b54-45de-8058-6fe2b0ec6ef8\"></div>\n",
        "    </div>\n",
        "<script type=\"text/javascript\">\n",
        "  \n",
@@ -1447,7 +1447,7 @@
        "  \n",
        "    function display_loaded() {\n",
        "      if (window.Bokeh !== undefined) {\n",
-       "        var el = document.getElementById(\"fef23caa-8878-4b41-b7e9-53dddaab8a1c\");\n",
+       "        var el = document.getElementById(\"1edefbc1-6b54-45de-8058-6fe2b0ec6ef8\");\n",
        "        el.textContent = \"BokehJS \" + Bokeh.version + \" successfully loaded.\";\n",
        "      } else if (Date.now() < window._bokeh_timeout) {\n",
        "        setTimeout(display_loaded, 100)\n",
@@ -1494,9 +1494,9 @@
        "        console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n",
        "        document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
        "      }\n",
-       "    };var element = document.getElementById(\"fef23caa-8878-4b41-b7e9-53dddaab8a1c\");\n",
+       "    };var element = document.getElementById(\"1edefbc1-6b54-45de-8058-6fe2b0ec6ef8\");\n",
        "    if (element == null) {\n",
-       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid 'fef23caa-8878-4b41-b7e9-53dddaab8a1c' but no matching script tag was found. \")\n",
+       "      console.log(\"Bokeh: ERROR: autoload.js configured with elementid '1edefbc1-6b54-45de-8058-6fe2b0ec6ef8' but no matching script tag was found. \")\n",
        "      return false;\n",
        "    }\n",
        "  \n",
@@ -1506,8 +1506,8 @@
        "      function(Bokeh) {\n",
        "        (function() {\n",
        "          var fn = function() {\n",
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+       "            var render_items = [{\"docid\":\"9d5f05e5-1c22-4376-8df0-a19680a4667d\",\"elementid\":\"1edefbc1-6b54-45de-8058-6fe2b0ec6ef8\",\"modelid\":\"ee483265-337e-46f0-9ae5-679c72d0313d\"}];\n",
        "            \n",
        "            Bokeh.embed.embed_items(docs_json, render_items);\n",
        "          };\n",
@@ -1532,7 +1532,7 @@
        "        console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
        "        window._bokeh_failed_load = true;\n",
        "      } else if (force !== true) {\n",
-       "        var cell = $(document.getElementById(\"fef23caa-8878-4b41-b7e9-53dddaab8a1c\")).parents('.cell').data().cell;\n",
+       "        var cell = $(document.getElementById(\"1edefbc1-6b54-45de-8058-6fe2b0ec6ef8\")).parents('.cell').data().cell;\n",
        "        cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
        "      }\n",
        "  \n",
@@ -1567,7 +1567,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 26,
    "metadata": {
     "collapsed": false,
     "deletable": true,
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      "text": [
       "WARNING:bokeh.io:The webdriver raised a TimeoutException while waiting for                      a 'bokeh:idle' event to signify that the layout has rendered.                      Something may have gone wrong.\n"
      ]
+    },
+    {
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