path: root/Fundamentals_of_Accelerated_Data_Science/3-02_k-means-map.ipynb

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    "<img src=\"./images/DLI_Header.png\" width=400/>"
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Fundamentals of Accelerated Data Science # "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# DO NOT CHANGE THIS CELL\n",
    "import cudf\n",
    "import cuml\n",
    "\n",
    "import cuxfilter as cxf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "northing    float64\n",
      "easting     float64\n",
      "dtype: object\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(58479894, 2)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DO NOT CHANGE THIS CELL\n",
    "gdf = cudf.read_csv('./data/clean_uk_pop.csv', usecols=['easting', 'northing'])\n",
    "print(gdf.dtypes)\n",
    "gdf.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>northing</th>\n",
       "      <th>easting</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>515491.5313</td>\n",
       "      <td>430772.1875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>503572.4688</td>\n",
       "      <td>434685.8750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>517903.6563</td>\n",
       "      <td>432565.5313</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>517059.9063</td>\n",
       "      <td>427660.6250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>509228.6875</td>\n",
       "      <td>425527.7813</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "</div>"
      ],
      "text/plain": [
       "      northing      easting\n",
       "0  515491.5313  430772.1875\n",
       "1  503572.4688  434685.8750\n",
       "2  517903.6563  432565.5313\n",
       "3  517059.9063  427660.6250\n",
       "4  509228.6875  425527.7813"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>306647.898235</td>\n",
       "      <td>408370.452191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>442109.465392</td>\n",
       "      <td>402673.747673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>288997.149971</td>\n",
       "      <td>553805.430444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>148770.463641</td>\n",
       "      <td>311786.805381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>170553.110214</td>\n",
       "      <td>521605.459724</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               0              1\n",
       "0  306647.898235  408370.452191\n",
       "1  442109.465392  402673.747673\n",
       "2  288997.149971  553805.430444\n",
       "3  148770.463641  311786.805381\n",
       "4  170553.110214  521605.459724"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# DO NOT CHANGE THIS CELL\n",
    "# instantaite\n",
    "km = cuml.KMeans(n_clusters=5)\n",
    "\n",
    "# fit\n",
    "km.fit(gdf)\n",
    "\n",
    "# assign cluster as new column\n",
    "gdf['cluster'] = km.labels_\n",
    "km.cluster_centers_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>northing</th>\n",
       "      <th>easting</th>\n",
       "      <th>cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>515491.5313</td>\n",
       "      <td>430772.1875</td>\n",
       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>503572.4688</td>\n",
       "      <td>434685.8750</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>517903.6563</td>\n",
       "      <td>432565.5313</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>517059.9063</td>\n",
       "      <td>427660.6250</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>509228.6875</td>\n",
       "      <td>425527.7813</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <th>58479889</th>\n",
       "      <td>192393.7813</td>\n",
       "      <td>340519.8438</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58479890</th>\n",
       "      <td>183451.8906</td>\n",
       "      <td>337749.6250</td>\n",
       "      <td>3</td>\n",
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       "      <th>58479891</th>\n",
       "      <td>189997.5156</td>\n",
       "      <td>341165.1250</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>58479892</th>\n",
       "      <td>184439.1250</td>\n",
       "      <td>335227.6563</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58479893</th>\n",
       "      <td>187036.3281</td>\n",
       "      <td>342634.5313</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>58479894 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             northing      easting  cluster\n",
       "0         515491.5313  430772.1875        1\n",
       "1         503572.4688  434685.8750        1\n",
       "2         517903.6563  432565.5313        1\n",
       "3         517059.9063  427660.6250        1\n",
       "4         509228.6875  425527.7813        1\n",
       "...               ...          ...      ...\n",
       "58479889  192393.7813  340519.8438        3\n",
       "58479890  183451.8906  337749.6250        3\n",
       "58479891  189997.5156  341165.1250        3\n",
       "58479892  184439.1250  335227.6563        3\n",
       "58479893  187036.3281  342634.5313        3\n",
       "\n",
       "[58479894 rows x 3 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyproj import CRS\n",
    "import numpy as np\n",
    "from pyproj import Transformer\n",
    "\n",
    "crs_UK = CRS.from_epsg(27700) # GB coord system\n",
    "crs_world = CRS.from_epsg(3857) # used by maps WGS 84\n",
    "\n",
    "transformed = Transformer.from_crs(crs_UK, crs_world).transform(gdf[\"easting\"].to_numpy(), gdf[\"northing\"].to_numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "tdf = cudf.DataFrame(np.column_stack(transformed), columns=[\"easting\", \"northing\"])\n",
    "tdf[\"cluster\"] = gdf[\"cluster\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ncolors = gdf[\"cluster\"].nunique()\n",
    "ncolors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bokeh.palettes import Category10 # 10 will be enough"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cxf_data = cxf.DataFrame.from_dataframe(tdf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "scatter_chart = cxf.charts.datashader.scatter(\n",
    "    x='easting', y='northing', \n",
    "    aggregate_col=\"cluster\",\n",
    "    aggregate_fn=\"mean\",\n",
    "    tile_provider=\"CartoDark\",\n",
    "    legend=False,\n",
    "    color_palette=Category10[ncolors],\n",
    "    unselected_alpha=0,\n",
    ")\n",
    "cluster_widget = cxf.charts.panel_widgets.multi_select('cluster')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  font-family: var(--jp-ui-font-family);\n",
       "  font-size: var(--jp-ui-font-size1);\n",
       "  color: var(--vscode-editor-foreground, var(--jp-ui-font-color1));\n",
       "}\n",
       "\n",
       "/* Override VSCode background color */\n",
       ".cell-output-ipywidget-background:has(\n",
       "    > .cell-output-ipywidget-background > .lm-Widget > *[data-root-id]\n",
       "  ),\n",
       ".cell-output-ipywidget-background:has(> .lm-Widget > *[data-root-id]) {\n",
       "  background-color: transparent !important;\n",
       "}\n",
       "</style>"
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You have to load it prior to loading plugins.\");\n        }\n      })\n      ({\n        \"custom/main\": function(require, module, exports) {\n          const models = {\n            \"CustomInspectTool\": require(\"custom/cuxfilter.charts.datashader.custom_extensions.graph_inspect_widget.custom_inspect_tool\").CustomInspectTool\n          };\n          require(\"base\").register_models(models);\n          module.exports = models;\n        },\n        \"custom/cuxfilter.charts.datashader.custom_extensions.graph_inspect_widget.custom_inspect_tool\": function(require, module, exports) {\n      \"use strict\";\n      var _a;\n      Object.defineProperty(exports, \"__esModule\", { value: true });\n      exports.CustomInspectTool = exports.CustomInspectToolView = void 0;\n      const inspect_tool_1 = require(\"models/tools/inspectors/inspect_tool\");\n      class CustomInspectToolView extends inspect_tool_1.InspectToolView {\n          connect_signals() {\n              super.connect_signals();\n              this.on_change([this.model.properties.active], () => {\n                  this.model._active = this.model.active;\n              });\n          }\n      }\n      exports.CustomInspectToolView = CustomInspectToolView;\n      CustomInspectToolView.__name__ = \"CustomInspectToolView\";\n      class CustomInspectTool extends inspect_tool_1.InspectTool {\n          constructor(attrs) {\n              super(attrs);\n          }\n      }\n      exports.CustomInspectTool = CustomInspectTool;\n      _a = CustomInspectTool;\n      CustomInspectTool.__name__ = \"CustomInspectTool\";\n      (() => {\n          _a.prototype.default_view = CustomInspectToolView;\n          _a.define(({ Boolean }) => ({\n              _active: [Boolean, true]\n          }));\n          _a.register_alias(\"customInspect\", () => new _a());\n      })();\n      //# sourceMappingURL=graph_inspect_widget.py:CustomInspectTool.js.map\n      }\n      }, \"custom/main\");\n      ;\n      });\n\n    },\nfunction(Bokeh) {} // ensure no trailing comma for IE\n  ];\n\n  function run_inline_js() {\n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (let i = 0; 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\"],\"width\":300,\"margin\":[5,10],\"sizing_mode\":\"scale_width\",\"align\":\"start\",\"title\":\"cluster\",\"options\":[\"1\",\"0\",\"2\",\"4\",\"3\"],\"placeholder\":\"\"}}]}},1,0,4,2]]}},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"b79d924b-730b-4196-9f7f-a4695704da17\",\"attributes\":{\"plot_id\":\"93a94b98-76e4-42ec-9a58-507de0b8cc59\",\"comm_id\":\"5cc6a62a22be4a9a9291799c1267bd7b\",\"client_comm_id\":\"0e3eb4c8577448919f302e13adbc07b2\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"ReactiveESM1\"},{\"type\":\"model\",\"name\":\"JSComponent1\"},{\"type\":\"model\",\"name\":\"ReactComponent1\"},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\"},{\"type\":\"model\",\"name\":\"request_value1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"_synced\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_request_sync\",\"kind\":\"Any\",\"default\":0}]}]}};\n",
       "  var render_items = [{\"docid\":\"d975ee5a-3aa2-4fb4-9bc2-59e2001300bf\",\"roots\":{\"93a94b98-76e4-42ec-9a58-507de0b8cc59\":\"dc54b950-9d97-4e2e-81af-d85afae7c10f\"},\"root_ids\":[\"93a94b98-76e4-42ec-9a58-507de0b8cc59\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
       "  if (!docs) {\n",
       "    return\n",
       "  }\n",
       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
       "  async function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "    for (const render_item of render_items) {\n",
       "      for (const root_id of render_item.root_ids) {\n",
       "\tconst id_el = document.getElementById(root_id)\n",
       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\n",
       "\t  for (const child of root_el.children) {\n",
       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
       "\t  }\n",
       "\t}\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "  function get_bokeh(root) {\n",
       "    if (root.Bokeh === undefined) {\n",
       "      return null\n",
       "    } else if (root.Bokeh.version !== py_version) {\n",
       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
       "\treturn null\n",
       "      }\n",
       "      return root.Bokeh.versions.get(py_version);\n",
       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
       "    }\n",
       "    return null\n",
       "  }\n",
       "  function is_loaded(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    return (Bokeh != null && Bokeh.Panel !== undefined && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined))\n",
       "  }\n",
       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (is_loaded(root)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
       "\t    embed_document(root)\n",
       "\t  }\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       "GridSpec(ncols=12, nrows=5)\n",
       "    [0] GridSpec(height=800, ncols=12, nrows=5, sizing_mode='fixed', width=1200)\n",
       "        [0] HoloViews(DynamicMap, height=800, sizing_mode='stretch_both', width=1200)\n",
       "    [1] WidgetBox(styles={'border-color': '...})\n",
       "        [0] Number(css_classes=['indicator'], default_color='#2B2B2B', font_size='18pt', format='{value:,}', name='Datapoints Selected', sizing_mode='stretch_width', title_size='14pt', value=58479894)\n",
       "        [1] Progress(sizing_mode='stretch_width', styles={'--success-bg-color': '...}, value=100)\n",
       "    [2] Column(min_height=500, sizing_mode='stretch_width')\n",
       "        [0] MultiChoice(name='cluster', options=[1, 0, 2, 4, 3], sizing_mode='scale_width', styles={'color': '#2B2B2B'}, stylesheets=['\\n                .choic...])"
      ]
     },
     "execution_count": 88,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "93a94b98-76e4-42ec-9a58-507de0b8cc59"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dash.app()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
      "text/html": [
       "<div id='288dac37-1570-4f99-90fb-b6321da69059'>\n",
       "  <div id=\"d8646690-9d49-4e67-a9a1-e6f1c72ce114\" data-root-id=\"288dac37-1570-4f99-90fb-b6321da69059\" style=\"display: contents;\"></div>\n",
       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
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background: rgba(44,43,43,0.5);\\n    border-radius: 1px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n.multi-select > .bk {\\n    padding: 5px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n\\n.deck-chart {\\n    z-index: 10;\\n    position: initial !important;\\n}\\n\",\"\\n.center-header {\\n    text-align: center\\n}\\n.bk-input-group {\\n    padding: 10px;\\n}\\n#sidebar {\\n    padding-top: 10px;\\n}\\n.custom-widget-box {\\n    margin-top: 20px;\\n    padding: 5px;\\n    border: None !important;\\n}\\n.custom-widget-box > p {\\n    margin: 0px;\\n}\\n.bk-input-group {\\n    color: None !important;\\n}\\n.indicator {\\n    text-align: center;\\n}\\n.widget-card {\\n    margin: 5px 10px;\\n}\\n.number-card {\\n    margin: 5px 10px;\\n    text-align: center;\\n}\\n.number-card-value {\\n    width: 100%;\\n    margin: 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!important;\\n}\\n.custom-widget-box > p {\\n    margin: 0px;\\n}\\n.bk-input-group {\\n    color: None !important;\\n}\\n.indicator {\\n    text-align: center;\\n}\\n.widget-card {\\n    margin: 5px 10px;\\n}\\n.number-card {\\n    margin: 5px 10px;\\n    text-align: center;\\n}\\n.number-card-value {\\n    width: 100%;\\n    margin: 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0px;\\n}\\n.bk-input-group {\\n    color: None !important;\\n}\\n.indicator {\\n    text-align: center;\\n}\\n.widget-card {\\n    margin: 5px 10px;\\n}\\n.number-card {\\n    margin: 5px 10px;\\n    text-align: center;\\n}\\n.number-card-value {\\n    width: 100%;\\n    margin: 0px;\\n}\\n\",{\"id\":\"aa86d480-a98e-437a-8b30-53cf3d21aacf\"},{\"id\":\"060a8350-3be9-4dc3-82a6-ee3bf39e90f9\"},\"\\n                .choices__inner .choices__item.solid {\\n                    background-color: #4292c6;\\n                    border-color: #4292c6;\\n                }\\n                .choices__inner, .choices__list--dropdown,\\n                .choices__list[aria-expanded]{\\n                    border-color: #888888 !important;\\n                }\\n                .is-highlighted {\\n                    background-color: #4292c6\\n                    !important;\\n                    color: #2B2B2B !important;\\n                }\\n            \"],\"width\":300,\"margin\":[5,10],\"sizing_mode\":\"scale_width\",\"align\":\"start\",\"title\":\"cluster\",\"options\":[\"1\",\"0\",\"2\",\"4\",\"3\"],\"placeholder\":\"\"}}]}},1,0,4,2]]}},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"59033d7f-895d-4677-90ed-494d8c1e73a6\",\"attributes\":{\"plot_id\":\"288dac37-1570-4f99-90fb-b6321da69059\",\"comm_id\":\"9ed2a6cd5ef24b189e563942c3e299e3\",\"client_comm_id\":\"4b11061bdb53452bb5465f08971ac916\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"ReactiveESM1\"},{\"type\":\"model\",\"name\":\"JSComponent1\"},{\"type\":\"model\",\"name\":\"ReactComponent1\"},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\"},{\"type\":\"model\",\"name\":\"request_value1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"_synced\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_request_sync\",\"kind\":\"Any\",\"default\":0}]}]}};\n",
       "  var render_items = [{\"docid\":\"208b88d1-367d-4052-ad10-43659f9eac49\",\"roots\":{\"288dac37-1570-4f99-90fb-b6321da69059\":\"d8646690-9d49-4e67-a9a1-e6f1c72ce114\"},\"root_ids\":[\"288dac37-1570-4f99-90fb-b6321da69059\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
       "  if (!docs) {\n",
       "    return\n",
       "  }\n",
       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
       "  async function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "    for (const render_item of render_items) {\n",
       "      for (const root_id of render_item.root_ids) {\n",
       "\tconst id_el = document.getElementById(root_id)\n",
       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\n",
       "\t  for (const child of root_el.children) {\n",
       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
       "\t  }\n",
       "\t}\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "  function get_bokeh(root) {\n",
       "    if (root.Bokeh === undefined) {\n",
       "      return null\n",
       "    } else if (root.Bokeh.version !== py_version) {\n",
       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
       "\treturn null\n",
       "      }\n",
       "      return root.Bokeh.versions.get(py_version);\n",
       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
       "    }\n",
       "    return null\n",
       "  }\n",
       "  function is_loaded(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    return (Bokeh != null && Bokeh.Panel !== undefined && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined) && ( root.deck !== undefined))\n",
       "  }\n",
       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (is_loaded(root)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
       "\t    embed_document(root)\n",
       "\t  }\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       "GridSpec(ncols=12, nrows=5)\n",
       "    [0] GridSpec(height=800, ncols=12, nrows=5, sizing_mode='fixed', width=1200)\n",
       "        [0] HoloViews(DynamicMap, height=800, sizing_mode='stretch_both', width=1200)\n",
       "    [1] WidgetBox(styles={'border-color': '...})\n",
       "        [0] Number(css_classes=['indicator'], default_color='#2B2B2B', font_size='18pt', format='{value:,}', name='Datapoints Selected', sizing_mode='stretch_width', title_size='14pt', value=58479894)\n",
       "        [1] Progress(sizing_mode='stretch_width', styles={'--success-bg-color': '...}, value=100)\n",
       "    [2] Column(min_height=500, sizing_mode='stretch_width')\n",
       "        [0] MultiChoice(name='cluster', options=[1, 0, 2, 4, 3], sizing_mode='scale_width', styles={'color': '#2B2B2B'}, stylesheets=['\\n                .choic...])"
      ]
     },
     "execution_count": 89,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "288dac37-1570-4f99-90fb-b6321da69059"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dash.app()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "dash.stop()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dashboard running at port 8789\n"
     ]
    },
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
      "text/html": [
       "<div id='0c2e9095-7d42-44c0-b3f3-d5cea792f617'>\n",
       "  <div id=\"c46930fe-c513-45ca-8581-fab9e116b7a1\" data-root-id=\"0c2e9095-7d42-44c0-b3f3-d5cea792f617\" style=\"display: contents;\"></div>\n",
       "</div>\n",
       "<script type=\"application/javascript\">(function(root) {\n",
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border-radius: 1px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n.multi-select > .bk {\\n    padding: 5px;\\n    width: 120px !important;\\n    height: 30px !important;\\n}\\n\\n.deck-chart {\\n    z-index: 10;\\n    position: initial !important;\\n}\\n\",\"\\n.center-header {\\n    text-align: center\\n}\\n.bk-input-group {\\n    padding: 10px;\\n}\\n#sidebar {\\n    padding-top: 10px;\\n}\\n.custom-widget-box {\\n    margin-top: 20px;\\n    padding: 5px;\\n    border: None !important;\\n}\\n.custom-widget-box > p {\\n    margin: 0px;\\n}\\n.bk-input-group {\\n    color: None !important;\\n}\\n.indicator {\\n    text-align: center;\\n}\\n.widget-card {\\n    margin: 5px 10px;\\n}\\n.number-card {\\n    margin: 5px 10px;\\n    text-align: center;\\n}\\n.number-card-value {\\n    width: 100%;\\n    margin: 0px;\\n}\\n\",{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"976c7e21-94a5-47ff-8973-7107c2d3ac87\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.5.2/dist/css/listpanel.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"fedf92f3-c9f1-400f-821b-aa166e0e30c2\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.5.2/dist/bundled/theme/default.css\"}},{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"46403f4c-8af2-4698-815d-599375db8fb1\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.5.2/dist/bundled/theme/native.css\"}}],\"margin\":0,\"align\":\"start\",\"children\":[{\"type\":\"object\",\"name\":\"panel.models.widgets.Button\",\"id\":\"e75aca6c-7fbb-454a-975b-5ddc05619a87\",\"attributes\":{\"button_type\":\"success\",\"js_event_callbacks\":{\"type\":\"map\",\"entries\":[[\"button_click\",[{\"type\":\"object\",\"name\":\"CustomJS\",\"id\":\"b5ca8934-0464-42da-9dd0-76cb0269490b\",\"attributes\":{\"tags\":[[140283108550608,[null,\"event:button_click\"],[null,null]]],\"args\":{\"type\":\"map\",\"entries\":[[\"source\",{\"id\":\"e75aca6c-7fbb-454a-975b-5ddc05619a87\"}],[\"target\",\"http://34.204.188.189/proxy/8789/\"]]},\"code\":\"try 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10;\\n    position: initial !important;\\n}\\n\",\"\\n.center-header {\\n    text-align: center\\n}\\n.bk-input-group {\\n    padding: 10px;\\n}\\n#sidebar {\\n    padding-top: 10px;\\n}\\n.custom-widget-box {\\n    margin-top: 20px;\\n    padding: 5px;\\n    border: None !important;\\n}\\n.custom-widget-box > p {\\n    margin: 0px;\\n}\\n.bk-input-group {\\n    color: None !important;\\n}\\n.indicator {\\n    text-align: center;\\n}\\n.widget-card {\\n    margin: 5px 10px;\\n}\\n.number-card {\\n    margin: 5px 10px;\\n    text-align: center;\\n}\\n.number-card-value {\\n    width: 100%;\\n    margin: 0px;\\n}\\n\",{\"type\":\"object\",\"name\":\"ImportedStyleSheet\",\"id\":\"170de85c-6df1-442d-ab5f-54e864cfd8f9\",\"attributes\":{\"url\":\"https://cdn.holoviz.org/panel/1.5.2/dist/css/button.css\"}},{\"id\":\"fedf92f3-c9f1-400f-821b-aa166e0e30c2\"},{\"id\":\"46403f4c-8af2-4698-815d-599375db8fb1\"}],\"margin\":[5,10],\"align\":\"start\",\"label\":\"open cuxfilter dashboard\"}}]}},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"42c07f9f-1df6-450f-8be4-e3d9d0b19361\",\"attributes\":{\"plot_id\":\"0c2e9095-7d42-44c0-b3f3-d5cea792f617\",\"comm_id\":\"fbb05a06575c4304af60721216dfe1d0\",\"client_comm_id\":\"313c307e1cba4f9cb7e43bdcbe7842b1\"}}],\"defs\":[{\"type\":\"model\",\"name\":\"ReactiveHTML1\"},{\"type\":\"model\",\"name\":\"FlexBox1\",\"properties\":[{\"name\":\"align_content\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"align_items\",\"kind\":\"Any\",\"default\":\"flex-start\"},{\"name\":\"flex_direction\",\"kind\":\"Any\",\"default\":\"row\"},{\"name\":\"flex_wrap\",\"kind\":\"Any\",\"default\":\"wrap\"},{\"name\":\"gap\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"justify_content\",\"kind\":\"Any\",\"default\":\"flex-start\"}]},{\"type\":\"model\",\"name\":\"FloatPanel1\",\"properties\":[{\"name\":\"config\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"contained\",\"kind\":\"Any\",\"default\":true},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"right-top\"},{\"name\":\"offsetx\",\"kind\":\"Any\",\"default\":null},{\"name\":\"offsety\",\"kind\":\"Any\",\"default\":null},{\"name\":\"theme\",\"kind\":\"Any\",\"default\":\"primary\"},{\"name\":\"status\",\"kind\":\"Any\",\"default\":\"normalized\"}]},{\"type\":\"model\",\"name\":\"GridStack1\",\"properties\":[{\"name\":\"mode\",\"kind\":\"Any\",\"default\":\"warn\"},{\"name\":\"ncols\",\"kind\":\"Any\",\"default\":null},{\"name\":\"nrows\",\"kind\":\"Any\",\"default\":null},{\"name\":\"allow_resize\",\"kind\":\"Any\",\"default\":true},{\"name\":\"allow_drag\",\"kind\":\"Any\",\"default\":true},{\"name\":\"state\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"drag1\",\"properties\":[{\"name\":\"slider_width\",\"kind\":\"Any\",\"default\":5},{\"name\":\"slider_color\",\"kind\":\"Any\",\"default\":\"black\"},{\"name\":\"value\",\"kind\":\"Any\",\"default\":50}]},{\"type\":\"model\",\"name\":\"click1\",\"properties\":[{\"name\":\"terminal_output\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"debug_name\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"clears\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"FastWrapper1\",\"properties\":[{\"name\":\"object\",\"kind\":\"Any\",\"default\":null},{\"name\":\"style\",\"kind\":\"Any\",\"default\":null}]},{\"type\":\"model\",\"name\":\"NotificationAreaBase1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"NotificationArea1\",\"properties\":[{\"name\":\"js_events\",\"kind\":\"Any\",\"default\":{\"type\":\"map\"}},{\"name\":\"notifications\",\"kind\":\"Any\",\"default\":[]},{\"name\":\"position\",\"kind\":\"Any\",\"default\":\"bottom-right\"},{\"name\":\"_clear\",\"kind\":\"Any\",\"default\":0},{\"name\":\"types\",\"kind\":\"Any\",\"default\":[{\"type\":\"map\",\"entries\":[[\"type\",\"warning\"],[\"background\",\"#ffc107\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-exclamation-triangle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]},{\"type\":\"map\",\"entries\":[[\"type\",\"info\"],[\"background\",\"#007bff\"],[\"icon\",{\"type\":\"map\",\"entries\":[[\"className\",\"fas fa-info-circle\"],[\"tagName\",\"i\"],[\"color\",\"white\"]]}]]}]}]},{\"type\":\"model\",\"name\":\"Notification\",\"properties\":[{\"name\":\"background\",\"kind\":\"Any\",\"default\":null},{\"name\":\"duration\",\"kind\":\"Any\",\"default\":3000},{\"name\":\"icon\",\"kind\":\"Any\",\"default\":null},{\"name\":\"message\",\"kind\":\"Any\",\"default\":\"\"},{\"name\":\"notification_type\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_destroyed\",\"kind\":\"Any\",\"default\":false}]},{\"type\":\"model\",\"name\":\"TemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"BootstrapTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"TemplateEditor1\",\"properties\":[{\"name\":\"layout\",\"kind\":\"Any\",\"default\":[]}]},{\"type\":\"model\",\"name\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]},{\"type\":\"model\",\"name\":\"ReactiveESM1\"},{\"type\":\"model\",\"name\":\"JSComponent1\"},{\"type\":\"model\",\"name\":\"ReactComponent1\"},{\"type\":\"model\",\"name\":\"AnyWidgetComponent1\"},{\"type\":\"model\",\"name\":\"request_value1\",\"properties\":[{\"name\":\"fill\",\"kind\":\"Any\",\"default\":\"none\"},{\"name\":\"_synced\",\"kind\":\"Any\",\"default\":null},{\"name\":\"_request_sync\",\"kind\":\"Any\",\"default\":0}]}]}};\n",
       "  var render_items = [{\"docid\":\"95460b55-2665-41ee-84f5-c5d31aecf297\",\"roots\":{\"0c2e9095-7d42-44c0-b3f3-d5cea792f617\":\"c46930fe-c513-45ca-8581-fab9e116b7a1\"},\"root_ids\":[\"0c2e9095-7d42-44c0-b3f3-d5cea792f617\"]}];\n",
       "  var docs = Object.values(docs_json)\n",
       "  if (!docs) {\n",
       "    return\n",
       "  }\n",
       "  const py_version = docs[0].version.replace('rc', '-rc.').replace('.dev', '-dev.')\n",
       "  async function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    await Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "    for (const render_item of render_items) {\n",
       "      for (const root_id of render_item.root_ids) {\n",
       "\tconst id_el = document.getElementById(root_id)\n",
       "\tif (id_el.children.length && id_el.children[0].hasAttribute('data-root-id')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\n",
       "\t  for (const child of root_el.children) {\n",
       "            // Ensure JupyterLab does not capture keyboard shortcuts\n",
       "            // see: https://jupyterlab.readthedocs.io/en/4.1.x/extension/notebook.html#keyboard-interaction-model\n",
       "\t    child.setAttribute('data-lm-suppress-shortcuts', 'true')\n",
       "\t  }\n",
       "\t}\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "  function get_bokeh(root) {\n",
       "    if (root.Bokeh === undefined) {\n",
       "      return null\n",
       "    } else if (root.Bokeh.version !== py_version) {\n",
       "      if (root.Bokeh.versions === undefined || !root.Bokeh.versions.has(py_version)) {\n",
       "\treturn null\n",
       "      }\n",
       "      return root.Bokeh.versions.get(py_version);\n",
       "    } else if (root.Bokeh.version === py_version) {\n",
       "      return root.Bokeh\n",
       "    }\n",
       "    return null\n",
       "  }\n",
       "  function is_loaded(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    return (Bokeh != null && Bokeh.Panel !== undefined && ( root.deck !== undefined) && ( root.deck !== undefined))\n",
       "  }\n",
       "  if (is_loaded(root)) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (is_loaded(root)) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "\t  var Bokeh = get_bokeh(root)\n",
       "\t  if (Bokeh == null || Bokeh.Panel == null) {\n",
       "            console.warn(\"Panel: ERROR: Unable to run Panel code because Bokeh or Panel library is missing\");\n",
       "\t  } else {\n",
       "\t    console.warn(\"Panel: WARNING: Attempting to render but not all required libraries could be resolved.\")\n",
       "\t    embed_document(root)\n",
       "\t  }\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       "Row\n",
       "    [0] Button(button_type='success', name='open cuxfilter d...)"
      ]
     },
     "execution_count": 41,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "0c2e9095-7d42-44c0-b3f3-d5cea792f617"
      }
     },
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Task exception was never retrieved\n",
      "future: <Task finished name='Task-427401' coro=<WebSocketProtocol13.write_message.<locals>.wrapper() done, defined at /opt/conda/lib/python3.10/site-packages/tornado/websocket.py:1086> exception=WebSocketClosedError()>\n",
      "Traceback (most recent call last):\n",
      "  File \"/opt/conda/lib/python3.10/site-packages/tornado/websocket.py\", line 1088, in wrapper\n",
      "    await fut\n",
      "tornado.iostream.StreamClosedError: Stream is closed\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"/opt/conda/lib/python3.10/site-packages/tornado/websocket.py\", line 1090, in wrapper\n",
      "    raise WebSocketClosedError()\n",
      "tornado.websocket.WebSocketClosedError\n"
     ]
    }
   ],
   "source": [
    "dash.show(\"http://34.204.188.189/\", port=8789)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'status': 'ok', 'restart': True}"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import IPython\n",
    "app = IPython.Application.instance()\n",
    "app.kernel.do_shutdown(True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Well Done!** Let's move to the [next notebook](3-03_dbscan.ipynb). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<img src=\"./images/DLI_Header.png\" width=400/>"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}