routing_app.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": "(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  var force = true;\n  var py_version = '3.2.2'.replace('rc', '-rc.').replace('.dev', '-dev.');\n  var is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1;\n  var reloading = false;\n  var Bokeh = root.Bokeh;\n  var bokeh_loaded = Bokeh != null && (Bokeh.version === py_version || (Bokeh.versions !== undefined && Bokeh.versions.has(py_version)));\n\n  if (typeof (root._bokeh_timeout) === \"undefined\" || force) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) {\n        if (callback != null)\n          callback();\n      });\n    } finally {\n      delete root._bokeh_onload_callbacks;\n    }\n    console.debug(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(css_urls, js_urls, js_modules, js_exports, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n    if (js_modules == null) js_modules = [];\n    if (js_exports == null) js_exports = {};\n\n    root._bokeh_onload_callbacks.push(callback);\n\n    if (root._bokeh_is_loading > 0) {\n      console.debug(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls.length === 0 && js_modules.length === 0 && Object.keys(js_exports).length === 0) {\n      run_callbacks();\n      return null;\n    }\n    if (!reloading) {\n      console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    }\n\n    function on_load() {\n      root._bokeh_is_loading--;\n      if (root._bokeh_is_loading === 0) {\n        console.debug(\"Bokeh: all BokehJS libraries/stylesheets loaded\");\n        run_callbacks()\n      }\n    }\n    window._bokeh_on_load = on_load\n\n    function on_error() {\n      console.error(\"failed to load \" + url);\n    }\n\n    var skip = [];\n    if (window.requirejs) {\n      window.requirejs.config({'packages': {}, 'paths': {'h3': 'https://cdn.jsdelivr.net/npm/h3-js@3.7.2/dist/h3-js.umd', 'deck-gl': 'https://cdn.jsdelivr.net/npm/deck.gl@8.6.7/dist.min', 'deck-json': 'https://cdn.jsdelivr.net/npm/@deck.gl/json@8.6.7/dist.min', 'loader-csv': 'https://cdn.jsdelivr.net/npm/@loaders.gl/csv@3.1.7/dist/dist.min', 'loader-json': 'https://cdn.jsdelivr.net/npm/@loaders.gl/json@3.1.7/dist/dist.min', 'loader-tiles': 'https://cdn.jsdelivr.net/npm/@loaders.gl/3d-tiles@3.1.7/dist/dist.min', 'mapbox-gl': 'https://cdn.jsdelivr.net/npm/mapbox-gl@2.6.1/dist/mapbox-gl.min', 'jspanel': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/jspanel', 'jspanel-modal': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal', 'jspanel-tooltip': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip', 'jspanel-hint': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint', 'jspanel-layout': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout', 'jspanel-contextmenu': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu', 'jspanel-dock': 'https://cdn.jsdelivr.net/npm/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock', 'gridstack': 'https://cdn.jsdelivr.net/npm/gridstack@7.2.3/dist/gridstack-all', 'notyf': 'https://cdn.jsdelivr.net/npm/notyf@3/notyf.min'}, 'shim': {'deck-json': {'deps': ['deck-gl']}, 'deck-gl': {'deps': ['h3']}, 'jspanel': {'exports': 'jsPanel'}, 'gridstack': {'exports': 'GridStack'}}});\n      require([\"h3\"], function(h3) {\n\twindow.h3 = h3\n\ton_load()\n      })\n      require([\"deck-gl\"], function(deck) {\n\twindow.deck = deck\n\ton_load()\n      })\n      require([\"deck-json\"], function() {\n\ton_load()\n      })\n      require([\"loader-csv\"], function() {\n\ton_load()\n      })\n      require([\"loader-json\"], function() {\n\ton_load()\n      })\n      require([\"loader-tiles\"], function() {\n\ton_load()\n      })\n      require([\"mapbox-gl\"], function(mapboxgl) {\n\twindow.mapboxgl = mapboxgl\n\ton_load()\n      })\n      require([\"jspanel\"], function(jsPanel) {\n\twindow.jsPanel = jsPanel\n\ton_load()\n      })\n      require([\"jspanel-modal\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-tooltip\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-hint\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-layout\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-contextmenu\"], function() {\n\ton_load()\n      })\n      require([\"jspanel-dock\"], function() {\n\ton_load()\n      })\n      require([\"gridstack\"], function(GridStack) {\n\twindow.GridStack = GridStack\n\ton_load()\n      })\n      require([\"notyf\"], function() {\n\ton_load()\n      })\n      root._bokeh_is_loading = css_urls.length + 16;\n    } else {\n      root._bokeh_is_loading = css_urls.length + js_urls.length + js_modules.length + Object.keys(js_exports).length;\n    }\n\n    var existing_stylesheets = []\n    var links = document.getElementsByTagName('link')\n    for (var i = 0; i < links.length; i++) {\n      var link = links[i]\n      if (link.href != null) {\n\texisting_stylesheets.push(link.href)\n      }\n    }\n    for (var i = 0; i < css_urls.length; i++) {\n      var url = css_urls[i];\n      if (existing_stylesheets.indexOf(url) !== -1) {\n\ton_load()\n\tcontinue;\n      }\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.rel = \"stylesheet\";\n      element.type = \"text/css\";\n      element.href = url;\n      console.debug(\"Bokeh: injecting link tag for BokehJS stylesheet: \", url);\n      document.body.appendChild(element);\n    }    if (((window['deck'] !== undefined) && (!(window['deck'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/h3-js@3.7.2/dist/h3-js.umd.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/deck.gl@8.6.7/dist.min.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/@deck.gl/json@8.6.7/dist.min.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/@loaders.gl/csv@3.1.7/dist/dist.min.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/@loaders.gl/json@3.1.7/dist/dist.min.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/@loaders.gl/3d-tiles@3.1.7/dist/dist.min.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    if (((window['mapboxgl'] !== undefined) && (!(window['mapboxgl'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/mapbox-gl-js/v2.6.1/mapbox-gl.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    if (((window['jsPanel'] !== undefined) && (!(window['jsPanel'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/jspanel.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/modal/jspanel.modal.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/tooltip/jspanel.tooltip.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/hint/jspanel.hint.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/layout/jspanel.layout.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/contextmenu/jspanel.contextmenu.js', 'https://cdn.holoviz.org/panel/1.2.3/dist/bundled/floatpanel/jspanel4@4.12.0/dist/extensions/dock/jspanel.dock.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    if (((window['GridStack'] !== undefined) && (!(window['GridStack'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.2.3/dist/bundled/gridstack/gridstack@7.2.3/dist/gridstack-all.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    if (((window['Notyf'] !== undefined) && (!(window['Notyf'] instanceof HTMLElement))) || window.requirejs) {\n      var urls = ['https://cdn.holoviz.org/panel/1.2.3/dist/bundled/notificationarea/notyf@3/notyf.min.js'];\n      for (var i = 0; i < urls.length; i++) {\n        skip.push(urls[i])\n      }\n    }    var existing_scripts = []\n    var scripts = document.getElementsByTagName('script')\n    for (var i = 0; i < scripts.length; i++) {\n      var script = scripts[i]\n      if (script.src != null) {\n\texisting_scripts.push(script.src)\n      }\n    }\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (var i = 0; i < js_modules.length; i++) {\n      var url = js_modules[i];\n      if (skip.indexOf(url) !== -1 || existing_scripts.indexOf(url) !== -1) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error;\n      element.async = false;\n      element.src = url;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.head.appendChild(element);\n    }\n    for (const name in js_exports) {\n      var url = js_exports[name];\n      if (skip.indexOf(url) >= 0 || root[name] != null) {\n\tif (!window.requirejs) {\n\t  on_load();\n\t}\n\tcontinue;\n      }\n      var element = document.createElement('script');\n      element.onerror = on_error;\n      element.async = false;\n      element.type = \"module\";\n      console.debug(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      element.textContent = `\n      import ${name} from \"${url}\"\n      window.${name} = ${name}\n      window._bokeh_on_load()\n      `\n      document.head.appendChild(element);\n    }\n    if (!js_urls.length && !js_modules.length) {\n      on_load()\n    }\n  };\n\n  function inject_raw_css(css) {\n    const element = document.createElement(\"style\");\n    element.appendChild(document.createTextNode(css));\n    document.body.appendChild(element);\n  }\n\n  var js_urls = [\"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/h3-js@3.7.2/dist/h3-js.umd.js\", \"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/deck.gl@8.6.7/dist.min.js\", \"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/@deck.gl/json@8.6.7/dist.min.js\", \"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/@loaders.gl/csv@3.1.7/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/@loaders.gl/json@3.1.7/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/@loaders.gl/3d-tiles@3.1.7/dist/dist.min.js\", \"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/mapbox-gl-js/v2.6.1/mapbox-gl.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.2.min.js\", \"https://cdn.holoviz.org/panel/1.2.3/dist/panel.min.js\"];\n  var js_modules = [];\n  var js_exports = {};\n  var css_urls = [\"https://cdn.holoviz.org/panel/1.2.3/dist/bundled/deckglplot/mapbox-gl-js/v2.6.1/mapbox-gl.css\"];\n  var inline_js = [    function(Bokeh) {\n      inject_raw_css(\".mapboxgl-map{font:12px/20px Helvetica Neue,Arial,Helvetica,sans-serif;overflow:hidden;position:relative;-webkit-tap-highlight-color:rgba(0,0,0,0)}.mapboxgl-canvas{position:absolute;left:0;top:0}.mapboxgl-map:-webkit-full-screen{width:100%;height:100%}.mapboxgl-canary{background-color:salmon}.mapboxgl-canvas-container.mapboxgl-interactive,.mapboxgl-ctrl-group button.mapboxgl-ctrl-compass{cursor:grab;-webkit-user-select:none;user-select:none}.mapboxgl-canvas-container.mapboxgl-interactive.mapboxgl-track-pointer{cursor:pointer}.mapboxgl-canvas-container.mapboxgl-interactive:active,.mapboxgl-ctrl-group button.mapboxgl-ctrl-compass:active{cursor:grabbing}.mapboxgl-canvas-container.mapboxgl-touch-zoom-rotate,.mapboxgl-canvas-container.mapboxgl-touch-zoom-rotate .mapboxgl-canvas{touch-action:pan-x pan-y}.mapboxgl-canvas-container.mapboxgl-touch-drag-pan,.mapboxgl-canvas-container.mapboxgl-touch-drag-pan .mapboxgl-canvas{touch-action:pinch-zoom}.mapboxgl-canvas-container.mapboxgl-touch-zoom-rotate.mapboxgl-touch-drag-pan,.mapboxgl-canvas-container.mapboxgl-touch-zoom-rotate.mapboxgl-touch-drag-pan .mapboxgl-canvas{touch-action:none}.mapboxgl-ctrl-bottom-left,.mapboxgl-ctrl-bottom-right,.mapboxgl-ctrl-top-left,.mapboxgl-ctrl-top-right{position:absolute;pointer-events:none;z-index:2}.mapboxgl-ctrl-top-left{top:0;left:0}.mapboxgl-ctrl-top-right{top:0;right:0}.mapboxgl-ctrl-bottom-left{bottom:0;left:0}.mapboxgl-ctrl-bottom-right{right:0;bottom:0}.mapboxgl-ctrl{clear:both;pointer-events:auto;transform:translate(0)}.mapboxgl-ctrl-top-left .mapboxgl-ctrl{margin:10px 0 0 10px;float:left}.mapboxgl-ctrl-top-right .mapboxgl-ctrl{margin:10px 10px 0 0;float:right}.mapboxgl-ctrl-bottom-left .mapboxgl-ctrl{margin:0 0 10px 10px;float:left}.mapboxgl-ctrl-bottom-right .mapboxgl-ctrl{margin:0 10px 10px 0;float:right}.mapboxgl-ctrl-group{border-radius:4px;background:#fff}.mapboxgl-ctrl-group:not(:empty){box-shadow:0 0 0 2px rgba(0,0,0,.1)}@media (-ms-high-contrast:active){.mapboxgl-ctrl-group:not(:empty){box-shadow:0 0 0 2px ButtonText}}.mapboxgl-ctrl-group button{width:29px;height:29px;display:block;padding:0;outline:none;border:0;box-sizing:border-box;background-color:transparent;cursor:pointer;overflow:hidden}.mapboxgl-ctrl-group button+button{border-top:1px solid #ddd}.mapboxgl-ctrl button .mapboxgl-ctrl-icon{display:block;width:100%;height:100%;background-repeat:no-repeat;background-position:50%}@media (-ms-high-contrast:active){.mapboxgl-ctrl-icon{background-color:transparent}.mapboxgl-ctrl-group button+button{border-top:1px solid ButtonText}}.mapboxgl-ctrl-attrib-button:focus,.mapboxgl-ctrl-group button:focus{box-shadow:0 0 2px 2px #0096ff}.mapboxgl-ctrl button:disabled{cursor:not-allowed}.mapboxgl-ctrl button:disabled .mapboxgl-ctrl-icon{opacity:.25}.mapboxgl-ctrl 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.mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 29 29' xmlns='http://www.w3.org/2000/svg' fill='%23333'%3E %3Cpath d='M24 16v5.5c0 1.75-.75 2.5-2.5 2.5H16v-1l3-1.5-4-5.5 1-1 5.5 4 1.5-3h1zM6 16l1.5 3 5.5-4 1 1-4 5.5 3 1.5v1H7.5C5.75 24 5 23.25 5 21.5V16h1zm7-11v1l-3 1.5 4 5.5-1 1-5.5-4L6 13H5V7.5C5 5.75 5.75 5 7.5 5H13zm11 2.5c0-1.75-.75-2.5-2.5-2.5H16v1l3 1.5-4 5.5 1 1 5.5-4 1.5 3h1V7.5z'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-shrink .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 29 29' xmlns='http://www.w3.org/2000/svg'%3E %3Cpath d='M18.5 16c-1.75 0-2.5.75-2.5 2.5V24h1l1.5-3 5.5 4 1-1-4-5.5 3-1.5v-1h-5.5zM13 18.5c0-1.75-.75-2.5-2.5-2.5H5v1l3 1.5L4 24l1 1 5.5-4 1.5 3h1v-5.5zm3-8c0 1.75.75 2.5 2.5 2.5H24v-1l-3-1.5L25 5l-1-1-5.5 4L17 5h-1v5.5zM10.5 13c1.75 0 2.5-.75 2.5-2.5V5h-1l-1.5 3L5 4 4 5l4 5.5L5 12v1h5.5z'/%3E %3C/svg%3E\\\")}@media (-ms-high-contrast:active){.mapboxgl-ctrl button.mapboxgl-ctrl-fullscreen .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 29 29' xmlns='http://www.w3.org/2000/svg' fill='%23fff'%3E %3Cpath d='M24 16v5.5c0 1.75-.75 2.5-2.5 2.5H16v-1l3-1.5-4-5.5 1-1 5.5 4 1.5-3h1zM6 16l1.5 3 5.5-4 1 1-4 5.5 3 1.5v1H7.5C5.75 24 5 23.25 5 21.5V16h1zm7-11v1l-3 1.5 4 5.5-1 1-5.5-4L6 13H5V7.5C5 5.75 5.75 5 7.5 5H13zm11 2.5c0-1.75-.75-2.5-2.5-2.5H16v1l3 1.5-4 5.5 1 1 5.5-4 1.5 3h1V7.5z'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-shrink .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 29 29' xmlns='http://www.w3.org/2000/svg' fill='%23fff'%3E %3Cpath d='M18.5 16c-1.75 0-2.5.75-2.5 2.5V24h1l1.5-3 5.5 4 1-1-4-5.5 3-1.5v-1h-5.5zM13 18.5c0-1.75-.75-2.5-2.5-2.5H5v1l3 1.5L4 24l1 1 5.5-4 1.5 3h1v-5.5zm3-8c0 1.75.75 2.5 2.5 2.5H24v-1l-3-1.5L25 5l-1-1-5.5 4L17 5h-1v5.5zM10.5 13c1.75 0 2.5-.75 2.5-2.5V5h-1l-1.5 3L5 4 4 5l4 5.5L5 12v1h5.5z'/%3E %3C/svg%3E\\\")}}@media (-ms-high-contrast:black-on-white){.mapboxgl-ctrl button.mapboxgl-ctrl-fullscreen .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 29 29' xmlns='http://www.w3.org/2000/svg' fill='%23000'%3E %3Cpath d='M24 16v5.5c0 1.75-.75 2.5-2.5 2.5H16v-1l3-1.5-4-5.5 1-1 5.5 4 1.5-3h1zM6 16l1.5 3 5.5-4 1 1-4 5.5 3 1.5v1H7.5C5.75 24 5 23.25 5 21.5V16h1zm7-11v1l-3 1.5 4 5.5-1 1-5.5-4L6 13H5V7.5C5 5.75 5.75 5 7.5 5H13zm11 2.5c0-1.75-.75-2.5-2.5-2.5H16v1l3 1.5-4 5.5 1 1 5.5-4 1.5 3h1V7.5z'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-shrink .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 29 29' xmlns='http://www.w3.org/2000/svg' fill='%23000'%3E %3Cpath d='M18.5 16c-1.75 0-2.5.75-2.5 2.5V24h1l1.5-3 5.5 4 1-1-4-5.5 3-1.5v-1h-5.5zM13 18.5c0-1.75-.75-2.5-2.5-2.5H5v1l3 1.5L4 24l1 1 5.5-4 1.5 3h1v-5.5zm3-8c0 1.75.75 2.5 2.5 2.5H24v-1l-3-1.5L25 5l-1-1-5.5 4L17 5h-1v5.5zM10.5 13c1.75 0 2.5-.75 2.5-2.5V5h-1l-1.5 3L5 4 4 5l4 5.5L5 12v1h5.5z'/%3E %3C/svg%3E\\\")}}.mapboxgl-ctrl button.mapboxgl-ctrl-compass .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 29 29' xmlns='http://www.w3.org/2000/svg' fill='%23333'%3E %3Cpath d='M10.5 14l4-8 4 8h-8z'/%3E %3Cpath id='south' d='M10.5 16l4 8 4-8h-8z' fill='%23ccc'/%3E %3C/svg%3E\\\")}@media (-ms-high-contrast:active){.mapboxgl-ctrl button.mapboxgl-ctrl-compass .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 29 29' xmlns='http://www.w3.org/2000/svg' fill='%23fff'%3E %3Cpath d='M10.5 14l4-8 4 8h-8z'/%3E %3Cpath id='south' d='M10.5 16l4 8 4-8h-8z' fill='%23999'/%3E %3C/svg%3E\\\")}}@media (-ms-high-contrast:black-on-white){.mapboxgl-ctrl button.mapboxgl-ctrl-compass .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 29 29' xmlns='http://www.w3.org/2000/svg' fill='%23000'%3E %3Cpath d='M10.5 14l4-8 4 8h-8z'/%3E %3Cpath id='south' d='M10.5 16l4 8 4-8h-8z' fill='%23ccc'/%3E %3C/svg%3E\\\")}}.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%23333'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 14.9v.1s0 1 1 1 1-1 1-1v-.1a5 5 0 0 0 3.9-3.9h.1s1 0 1-1-1-1-1-1h-.1A5 5 0 0 0 11 5.1V5s0-1-1-1zm0 2.5a3.5 3.5 0 1 1 0 7 3.5 3.5 0 1 1 0-7z'/%3E %3Ccircle id='dot' cx='10' cy='10' r='2'/%3E %3Cpath id='stroke' d='M14 5l1 1-9 9-1-1 9-9z' display='none'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate:disabled .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%23aaa'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 14.9v.1s0 1 1 1 1-1 1-1v-.1a5 5 0 0 0 3.9-3.9h.1s1 0 1-1-1-1-1-1h-.1A5 5 0 0 0 11 5.1V5s0-1-1-1zm0 2.5a3.5 3.5 0 1 1 0 7 3.5 3.5 0 1 1 0-7z'/%3E %3Ccircle id='dot' cx='10' cy='10' r='2'/%3E %3Cpath id='stroke' d='M14 5l1 1-9 9-1-1 9-9z' fill='red'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate.mapboxgl-ctrl-geolocate-active .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%2333b5e5'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 14.9v.1s0 1 1 1 1-1 1-1v-.1a5 5 0 0 0 3.9-3.9h.1s1 0 1-1-1-1-1-1h-.1A5 5 0 0 0 11 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viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%2333b5e5'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 14.9v.1s0 1 1 1 1-1 1-1v-.1a5 5 0 0 0 3.9-3.9h.1s1 0 1-1-1-1-1-1h-.1A5 5 0 0 0 11 5.1V5s0-1-1-1zm0 2.5a3.5 3.5 0 1 1 0 7 3.5 3.5 0 1 1 0-7z'/%3E %3Ccircle id='dot' cx='10' cy='10' r='2' display='none'/%3E %3Cpath id='stroke' d='M14 5l1 1-9 9-1-1 9-9z' display='none'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate.mapboxgl-ctrl-geolocate-background-error .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%23e54e33'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 14.9v.1s0 1 1 1 1-1 1-1v-.1a5 5 0 0 0 3.9-3.9h.1s1 0 1-1-1-1-1-1h-.1A5 5 0 0 0 11 5.1V5s0-1-1-1zm0 2.5a3.5 3.5 0 1 1 0 7 3.5 3.5 0 1 1 0-7z'/%3E %3Ccircle id='dot' cx='10' cy='10' r='2' display='none'/%3E %3Cpath id='stroke' d='M14 5l1 1-9 9-1-1 9-9z' display='none'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate.mapboxgl-ctrl-geolocate-waiting .mapboxgl-ctrl-icon{animation:mapboxgl-spin 2s linear infinite}@media (-ms-high-contrast:active){.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%23fff'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 14.9v.1s0 1 1 1 1-1 1-1v-.1a5 5 0 0 0 3.9-3.9h.1s1 0 1-1-1-1-1-1h-.1A5 5 0 0 0 11 5.1V5s0-1-1-1zm0 2.5a3.5 3.5 0 1 1 0 7 3.5 3.5 0 1 1 0-7z'/%3E %3Ccircle id='dot' cx='10' cy='10' r='2'/%3E %3Cpath id='stroke' d='M14 5l1 1-9 9-1-1 9-9z' display='none'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate:disabled .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%23999'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 14.9v.1s0 1 1 1 1-1 1-1v-.1a5 5 0 0 0 3.9-3.9h.1s1 0 1-1-1-1-1-1h-.1A5 5 0 0 0 11 5.1V5s0-1-1-1zm0 2.5a3.5 3.5 0 1 1 0 7 3.5 3.5 0 1 1 0-7z'/%3E %3Ccircle id='dot' cx='10' cy='10' r='2'/%3E %3Cpath id='stroke' d='M14 5l1 1-9 9-1-1 9-9z' fill='red'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate.mapboxgl-ctrl-geolocate-active .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%2333b5e5'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 14.9v.1s0 1 1 1 1-1 1-1v-.1a5 5 0 0 0 3.9-3.9h.1s1 0 1-1-1-1-1-1h-.1A5 5 0 0 0 11 5.1V5s0-1-1-1zm0 2.5a3.5 3.5 0 1 1 0 7 3.5 3.5 0 1 1 0-7z'/%3E %3Ccircle id='dot' cx='10' cy='10' r='2'/%3E %3Cpath id='stroke' d='M14 5l1 1-9 9-1-1 9-9z' display='none'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate.mapboxgl-ctrl-geolocate-active-error .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%23e58978'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 14.9v.1s0 1 1 1 1-1 1-1v-.1a5 5 0 0 0 3.9-3.9h.1s1 0 1-1-1-1-1-1h-.1A5 5 0 0 0 11 5.1V5s0-1-1-1zm0 2.5a3.5 3.5 0 1 1 0 7 3.5 3.5 0 1 1 0-7z'/%3E %3Ccircle id='dot' cx='10' cy='10' r='2'/%3E %3Cpath id='stroke' d='M14 5l1 1-9 9-1-1 9-9z' display='none'/%3E %3C/svg%3E\\\")}.mapboxgl-ctrl button.mapboxgl-ctrl-geolocate.mapboxgl-ctrl-geolocate-background .mapboxgl-ctrl-icon{background-image:url(\\\"data:image/svg+xml;charset=utf-8,%3Csvg width='29' height='29' viewBox='0 0 20 20' xmlns='http://www.w3.org/2000/svg' fill='%2333b5e5'%3E %3Cpath d='M10 4C9 4 9 5 9 5v.1A5 5 0 0 0 5.1 9H5s-1 0-1 1 1 1 1 1h.1A5 5 0 0 0 9 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       "  var docs_json = {\"6bab6cb9-dacc-40be-9b04-29c92c2ae615\":{\"version\":\"3.2.2\",\"title\":\"Bokeh Application\",\"roots\":[{\"type\":\"object\",\"name\":\"panel.models.browser.BrowserInfo\",\"id\":\"7d10deac-f390-49a0-a135-c788b2d1f25f\"},{\"type\":\"object\",\"name\":\"panel.models.comm_manager.CommManager\",\"id\":\"fdddba29-3052-4929-9da3-3c6429d4849e\",\"attributes\":{\"plot_id\":\"7d10deac-f390-49a0-a135-c788b2d1f25f\",\"comm_id\":\"3fbece75c46d46fc91db68331a3e371f\",\"client_comm_id\":\"3d04f9f7f7a24a6a9a029f42f0e91b81\"}}],\"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\":\"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\":\"MaterialTemplateActions1\",\"properties\":[{\"name\":\"open_modal\",\"kind\":\"Any\",\"default\":0},{\"name\":\"close_modal\",\"kind\":\"Any\",\"default\":0}]}]}};\n",
       "  var render_items = [{\"docid\":\"6bab6cb9-dacc-40be-9b04-29c92c2ae615\",\"roots\":{\"7d10deac-f390-49a0-a135-c788b2d1f25f\":\"c9c051b5-663e-49aa-91e2-6afc916329eb\"},\"root_ids\":[\"7d10deac-f390-49a0-a135-c788b2d1f25f\"]}];\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",
       "  const is_dev = py_version.indexOf(\"+\") !== -1 || py_version.indexOf(\"-\") !== -1\n",
       "  function embed_document(root) {\n",
       "    var Bokeh = get_bokeh(root)\n",
       "    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].className === 'bk-root')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\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 && !is_dev) {\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",
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       "            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>"
      ]
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     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "7d10deac-f390-49a0-a135-c788b2d1f25f"
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bc19a6c1401b437f8605b673b4300011",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "BokehModel(combine_events=True, render_bundle={'docs_json': {'e46a29eb-9055-4bce-ae9f-b1f137e643f9': {'version…"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import panel as pn\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "# pn.extension()\n",
    "pn.extension('deckgl')\n",
    "import pydeck as pdk\n",
    "file_input = pn.widgets.FileInput(accept='.csv', name='Upload CSV')\n",
    "GREEN_RGB = [0, 255, 0, 90]\n",
    "RED_RGB = [240, 100, 0, 90]\n",
    "\n",
    "def load_csv(data):\n",
    "    import io\n",
    "    if data is not None:\n",
    "        global df\n",
    "        df = pd.read_csv(io.BytesIO(data))\n",
    "        global orgin_lon, orgin_lat, dest_lon, dest_lat\n",
    "        orgin_lon = pn.widgets.Select(name=\"Origin Lontitue\", value=\"ZIP_lon\", options=list(df.columns))\n",
    "        orgin_lat = pn.widgets.Select(name=\"Origin Latitude\", value=\"ZIP_lat\", options=list(df.columns) )\n",
    "        dest_lon = pn.widgets.Select(name=\"Destination Longitude\", value=\"AHA_ID_lon\", options=list(df.columns))\n",
    "        dest_lat = pn.widgets.Select(name=\"Destination Latitude\", value=\"AHA_ID_lat\", options=list(df.columns))\n",
    "        od_col_slect_view = pn.Column(\"## 2. Select the columns for origin and destination\", pn.Row(orgin_lon, orgin_lat, dest_lon, dest_lat))\n",
    "\n",
    "        return pn.Column(\"## Preview of your data (first 5 rows, there are %d rows in total)\"%df.shape[0],pn.pane.DataFrame(df.head(5)),\n",
    "                        #  deck_gl,\n",
    "                         od_col_slect_view\n",
    "                        )\n",
    "\n",
    "\n",
    "active_load_csv = pn.bind(load_csv, file_input.param.value)\n",
    "\n",
    "\n",
    "# pn.Column(file_input, active_load_csv)\n",
    "\n",
    "data_upload_view = pn.Column(\"## 1. Select data need to be calculated\",file_input,active_load_csv)\n",
    "data_upload_view"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f28b196219354826b018a93a0180a8ff",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "BokehModel(combine_events=True, render_bundle={'docs_json': {'dc50e105-cc0e-46d1-a9ff-9adf72f3378c': {'version…"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from georouting.routers import OSRMRouter\n",
    "from panel.widgets import Tqdm\n",
    "tqdm = Tqdm()\n",
    "# create a router object \n",
    "router = OSRMRouter(mode=\"driving\",\n",
    "                    base_url=\"http://172.30.232.152:5000\"\n",
    "                    )\n",
    "\n",
    "def calculate_distance(run):\n",
    "    if not run:\n",
    "        yield \"Calculation did not finish yet :(\"\n",
    "        return\n",
    "    # import gevent\n",
    "    for k,v in tqdm(df.iterrows(), total=df.shape[0]):\n",
    "        origin = ( v[orgin_lat.value],v[orgin_lon.value])\n",
    "        destination = ( v[dest_lat.value],v[dest_lon.value])\n",
    "        route = router.get_route(origin, destination)\n",
    "        df.loc[k, 'distance (m)'] = route.get_distance()\n",
    "        df.loc[k, 'duration (s)'] = route.get_duration()\n",
    "    \n",
    "    final_table = pn.pane.DataFrame(df.head(5), \n",
    "                                    # sizing_mode='stretch_width'\n",
    "                                    )\n",
    "    \n",
    "    # geoview\n",
    "    arc_layer = pdk.Layer(\n",
    "                \"ArcLayer\",\n",
    "                data=df,\n",
    "                # get_width=\"S000 * 60\",\n",
    "                get_width=\"2\",\n",
    "                # set arc width\n",
    "\n",
    "                get_source_position=[orgin_lon.value, orgin_lat.value],\n",
    "                get_target_position=[dest_lon.value, dest_lat.value],\n",
    "                get_tilt=15,\n",
    "                get_source_color=RED_RGB,\n",
    "                get_target_color=GREEN_RGB,\n",
    "                pickable=True,\n",
    "                auto_highlight=True,\n",
    "            )\n",
    "    import numpy as np\n",
    "    v1 = df[[orgin_lon.value, orgin_lat.value]].values\n",
    "    v2 = df[[dest_lon.value, dest_lat.value]].values\n",
    "    v = np.concatenate([v1, v2])\n",
    "    v_df = pd.DataFrame(v, columns=[\"lon\", \"lat\"])\n",
    "    data_view = pdk.data_utils.compute_view(v_df[[\"lon\", \"lat\"]])\n",
    "    view_state = pdk.ViewState(\n",
    "                    longitude=data_view.longitude, latitude=data_view.latitude, zoom= data_view.zoom, bearing=0, pitch=45\n",
    "                )\n",
    "    TOOLTIP_TEXT = {\"html\": \"<br /> Source location in red; Destination location in green\"}\n",
    "    r = pdk.Deck(arc_layer, initial_view_state=view_state, tooltip=TOOLTIP_TEXT)\n",
    "\n",
    "    MAPBOX_KEY = \"pk.eyJ1IjoicGFuZWxvcmciLCJhIjoiY2s1enA3ejhyMWhmZjNobjM1NXhtbWRrMyJ9.B_frQsAVepGIe-HiOJeqvQ\"\n",
    "    import json\n",
    "    json_spec = json.loads(r.to_json())\n",
    "    deck_gl = pn.pane.DeckGL(json_spec, mapbox_api_key=MAPBOX_KEY, \n",
    "                            #  sizing_mode='stretch_width',\n",
    "                            # height=600\n",
    "                            )\n",
    "\n",
    "\n",
    "    from io import StringIO\n",
    "    sio = StringIO()\n",
    "    df.to_csv(sio)\n",
    "    sio.seek(0)\n",
    "    download_view = pn.widgets.FileDownload(sio, embed=True, filename='results.csv', \n",
    "                                            # sizing_mode='stretch_width'\n",
    "                                            )\n",
    "    results_desc = pn.pane.Markdown(\"\"\"\n",
    "    ## 3. Downlaod result\n",
    "    \n",
    "    The map can only show 10000 rows at most\n",
    "                             \"\"\")\n",
    "    table_download_view = pn.Column(results_desc,deck_gl,\"The table view only show the first 5 rows\",final_table,download_view)\n",
    "    \n",
    "    yield table_download_view\n",
    "\n",
    "\n",
    "run = pn.widgets.Button(name=\"Press to run calculation\")\n",
    "\n",
    "run_and_download = pn.Column(run, tqdm, pn.bind(calculate_distance, run))\n",
    "\n",
    "         \n",
    "# pn.Column(button,tqdm)\n",
    "# table_download_view = pn.bind(table_download, button.param.value)\n",
    "# run_and_download = pn.Column(button,tqdm,table_download_view)\n",
    "run_and_download"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from tqdm.asyncio import tqdm\n",
    "\n",
    "# with tqdm(range(9)) as pbar:\n",
    "#     async for i in pbar:\n",
    "#         if i == 2:\n",
    "            # break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import gevent\n",
    "\n",
    "# def foo():\n",
    "#     print('Running in foo')\n",
    "#     gevent.sleep(0)\n",
    "#     print('Explicit context switch to foo again')\n",
    "\n",
    "# def bar():\n",
    "#     print('Explicit context to bar')\n",
    "#     gevent.sleep(0)\n",
    "#     print('Implicit context switch back to bar')\n",
    "\n",
    "# temp = gevent.joinall([\n",
    "#     gevent.spawn(foo),\n",
    "#     gevent.spawn(bar),\n",
    "# ])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6ea5d47eeb4049f787b1bd3a3b3f3ed3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "BokehModel(combine_events=True, render_bundle={'docs_json': {'8cf5aaf2-5ab1-4095-a17f-10081457411f': {'version…"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "intro = pn.pane.Markdown(\"\"\"\n",
    "# Routing Calculator\n",
    "This app is used to calculate the distance and duration between two points. This app is developed by [Xiaokang Fu](https://gis.harvard.edu/people/xiaokang-fu) and [Devika Kakkar](https://gis.harvard.edu/people/devika-kakkar). Please contact [Devika Kakkar](mailto:kakkar@fas.harvard.edu) for any questions. \n",
    "\n",
    "Your data should be a `CSV` file and have at least longitude and latitude columns for both origin and destination. Look at the sample data below,\n",
    "                         \n",
    "| AHA_ID_lon         | AHA_ID_lat  | ZIP_lon            | ZIP_lat      |\n",
    "|--------------------|-------------|--------------------|--------------|\n",
    "| -73.91651806999998 | 42.81997773 | -72.605400453      | 42.376239033 |\n",
    "| -72.68278784       | 41.75384063 | -72.967189321      | 42.293923206 |\n",
    "                         \n",
    "You can also download the sample csv file [here](https://raw.githubusercontent.com/spatial-data-lab/data/main/sample_3.csv) (notice that this example has some addtional columns like the results from Google for comparasion) by click on the link and then `Ctrl+S` on Windows or `Cmd+S` on Mac.\n",
    "                         \n",
    "The column names can be different, but you need to select the correct columns for origin and destination in the app.\n",
    "                                                  \n",
    "The output will be a `CSV` file with two additional columns, `distance (m)` and `duration (s)` ,for distance in meters and duration in seconds.\n",
    "\n",
    "This app is using [OSRM](http://project-osrm.org/) as the routing engine. We use Multi-Level Dijkstra (MLD) algorithm to find the route.\n",
    "\n",
    "For comparison with other routing engines, like Google Maps, Bing Maps, ESRI Routing service etc., please check [our paper](https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/) on FOSS4G 2023.\n",
    "                         \n",
    "Please cite our paper if you use this app for your research.\n",
    "\n",
    "```bibtex\n",
    "@Article{isprs-archives-XLVIII-4-W7-2023-53-2023,\n",
    "AUTHOR = {Fu, X. and Kakkar, D. and Chen, J. and Moynihan, K. M. and Hegland, T. A. and Blossom, J.},\n",
    "TITLE = {A COMPARATIVE STUDY OF METHODS FOR DRIVE TIME ESTIMATION ON GEOSPATIAL BIG DATA: A CASE STUDY IN USA},\n",
    "JOURNAL = {The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences},\n",
    "VOLUME = {XLVIII-4/W7-2023},\n",
    "YEAR = {2023},\n",
    "PAGES = {53--60},\n",
    "URL = {https://isprs-archives.copernicus.org/articles/XLVIII-4-W7-2023/53/2023/},\n",
    "DOI = {10.5194/isprs-archives-XLVIII-4-W7-2023-53-2023}\n",
    "}\n",
    "```                         \n",
    "\n",
    "\"\"\", \n",
    "sizing_mode='stretch_width'\n",
    ")\n",
    "intro"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c513c7ed03ab4ef0a1967deaf2560acc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "BokehModel(combine_events=True, render_bundle={'docs_json': {'8a8bd16c-019a-4fc7-8920-e226e9e36997': {'version…"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "app = pn.Column(\n",
    "       intro,\n",
    "        data_upload_view,\n",
    "        run_and_download\n",
    "        )\n",
    "app"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# app.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.holoviews_exec.v0+json": "",
      "text/html": [
       "\n",
       "\n",
       "<link rel=\"icon\" href=\"https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg\" type=\"\"><meta name=\"name\" content=\"Routing Calculator\"><!-- Template CSS -->\n",
       "<link rel=\"stylesheet\" href=\"https://fonts.googleapis.com/css?family=Open+Sans\">\n",
       "<link rel=\"stylesheet\" href=\"static/extensions/panel/bundled/theme/default.css\">\n",
       "<link rel=\"stylesheet\" href=\"static/extensions/panel/bundled/fastbasetemplate/fast.css\">\n",
       "<link rel=\"stylesheet\" href=\"static/extensions/panel/bundled/fastlisttemplate/fast_list_template.css\">\n",
       "<style type=\"text/css\">\n",
       "\n",
       ":host(.pn-loading.pn-arc):before, .pn-loading.pn-arc:before {\n",
       "  background-image: url(\"data:image/svg+xml;base64,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\");\n",
       "  background-size: auto calc(min(50%, 400px));\n",
       "}\n",
       "</style>\n",
       "<link rel=\"stylesheet\" type=\"text/css\" href=\"//fonts.googleapis.com/css?family=Open+Sans\" />\n",
       "\n",
       "<style>\n",
       "  :root {\n",
       "    --background-color: #ffffff;\n",
       "    --body-font: Open Sans, sans-serif;\n",
       "    --corner-radius: 3;\n",
       "    --header-background: #212121;\n",
       "    --header-color: #2F6DAA;\n",
       "    --sidebar-width: 330px;\n",
       "  }\n",
       "  body {\n",
       "    color: #2B2B2B;\n",
       "    background-color: var(--background-color);\n",
       "    font-family: var(--body-font);\n",
       "  }\n",
       "  #header a {\n",
       "    color: currentColor;\n",
       "  }\n",
       "  #header-design-provider {\n",
       "    --neutral-fill-hover: var(--header-background);\n",
       "    --neutral-fill-rest: var(--header-background);\n",
       "    --neutral-foreground-rest: var(--header-color);\n",
       "    background: var(--header-background);\n",
       "    color: var(--header-color);\n",
       "  }\n",
       "  #sidebar {\n",
       "    min-width: var(--sidebar-width);\n",
       "    max-width: var(--sidebar-width);\n",
       "  }\n",
       "</style>\n",
       "\n",
       "<!-- Template JS -->\n",
       "<script src=\"static/extensions/panel/bundled/fastbasetemplate/fast_template.js\"></script>\n",
       "<script src=\"./static/extensions/panel/bundled/@microsoft/fast-components@2.30.6/dist/fast-components.js\" type=\"module\"></script>\n",
       "<script src=\"./static/extensions/panel/bundled/fast/js/fast_design.js\" type=\"module\"></script>\n",
       "\n",
       "<!-- Fast Script -->\n",
       "<script type=\"text/javascript\">\n",
       "document.addEventListener('DOMContentLoaded', (event) => {\n",
       "  const header_design = new window.fastDesignProvider(\"#header-design-provider\");\n",
       "  const body_design = window.bodyDesign = new window.fastDesignProvider(\"#body-design-provider\");\n",
       "  body_design.setLuminance(1.0);\n",
       "  body_design.setAccentColor(\"#0072B5\")\n",
       "  body_design.setNeutralColor(\"#000000\");\n",
       "  header_design.setLuminance(1.0);\n",
       "  header_design.setAccentColor(\"#ffffff\");\n",
       "  header_design.setNeutralColor(\"#ffffff\");\n",
       "});\n",
       "</script>\n",
       "<fast-design-system-provider id=\"body-design-provider\" use-defaults>\n",
       "  <div id=\"container\">\n",
       "    <fast-design-system-provider id=\"header-design-provider\">\n",
       "      <nav id=\"header\" class=\"shadow\" >\n",
       "\t<div class=\"app-header\">\n",
       "\t  <a class=\"navbar-brand app-logo\" href=\"/\">\n",
       "\t    <img src=\"https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg\" class=\"app-logo\">\n",
       "\t  </a>\n",
       "\t  <a class=\"title\" href=\"\" >Routing Calculator</a>\n",
       "\t</div>\n",
       "\t<div id=\"header-items\">\n",
       "\t</div>\n",
       "\t<div class=\"pn-toggle-theme\">\n",
       "\t  <fast-switch id=\"theme-switch\" style=\"float: right;\" onChange=\"toggleLightDarkTheme('default')\" checked>\n",
       "\t    <span slot=\"checked-message\">\n",
       "              <svg class=\"theme-toggle-icon\" fill=\"currentColor\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 25 25\"><path d=\"M0 0h24v24H0z\" fill=\"none\"/><path d=\"M6.76 4.84l-1.8-1.79-1.41 1.41 1.79 1.79 1.42-1.41zM4 10.5H1v2h3v-2zm9-9.95h-2V3.5h2V.55zm7.45 3.91l-1.41-1.41-1.79 1.79 1.41 1.41 1.79-1.79zm-3.21 13.7l1.79 1.8 1.41-1.41-1.8-1.79-1.4 1.4zM20 10.5v2h3v-2h-3zm-8-5c-3.31 0-6 2.69-6 6s2.69 6 6 6 6-2.69 6-6-2.69-6-6-6zm-1 16.95h2V19.5h-2v2.95zm-7.45-3.91l1.41 1.41 1.79-1.8-1.41-1.41-1.79 1.8z\"/></svg>\n",
       "\t    </span>\n",
       "\t    <span slot=\"unchecked-message\">\n",
       "              <svg class=\"theme-toggle-icon\" fill=\"currentColor\" xmlns=\"http://www.w3.org/2000/svg\" viewBox=\"0 0 25 25\"><path d=\"M0 0h24v24H0z\" fill=\"none\"/><path d=\"M10 2c-1.82 0-3.53.5-5 1.35C7.99 5.08 10 8.3 10 12s-2.01 6.92-5 8.65C6.47 21.5 8.18 22 10 22c5.52 0 10-4.48 10-10S15.52 2 10 2z\"/></svg>\n",
       "\t    </span>\n",
       "\t  </fast-switch>\n",
       "\t  <fast-tooltip anchor=\"theme-switch\" position=\"bottom\">\n",
       "\t    Toggle the Theme\n",
       "\t  </fast-tooltip>\n",
       "\t</div>\n",
       "\t<div class=\"pn-busy-container\" id=\"busy-container\">\n",
       "\t  <div id=\"aea12ffb-bbea-402b-a07b-b190310af68a\" data-root-id=\"49063ea6-a834-4492-8c88-2c39c2d33268\" style=\"display: contents;\"></div>\n",
       "\t</div>\n",
       "\t<fast-tooltip anchor=\"busy-container\" position=\"left\">\n",
       "\t  Busy Indicator\n",
       "\t</fast-tooltip>\n",
       "      </nav>\n",
       "    </fast-design-system-provider>\n",
       "\n",
       "    <div class=\"row\" id=\"content\">\n",
       "\n",
       "      <div class=\"main\" id=\"main\">\n",
       "        <div class=\"card-margin stretch_width\">\n",
       "\t  <fast-card class=\"pn-wrapper\">\n",
       "\t    <span class=\"fullscreen-button\" onclick=\"toggleFullScreen(this)\">\n",
       "\t      <svg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 18 18\">\n",
       "\t\t<path d=\"M4.5 11H3v4h4v-1.5H4.5V11zM3 7h1.5V4.5H7V3H3v4zm10.5 6.5H11V15h4v-4h-1.5v2.5zM11 3v1.5h2.5V7H15V3h-4z\"/>\n",
       "\t      </svg>\n",
       "\t    </span>\n",
       "\t    <div id=\"ef550823-eef7-4b3e-b445-b6d5c4a232a6\" data-root-id=\"69c35507-5ef4-4c0e-8b23-ef918cd02db5\" style=\"display: contents;\"></div>\n",
       "\t  </fast-card>\n",
       "\t</div>\n",
       "      </div>\n",
       "      <fast-dialog id=\"pn-Modal\" hidden>\n",
       "        <fast-button class=\"pn-modal-close\" id=\"pn-closeModal\">&times;</fast-button>\n",
       "\t<div>\n",
       "\t</div>\n",
       "      </fast-dialog>\n",
       "    </div>\n",
       "  </div>\n",
       "</fast-design-system-provider>\n",
       "\n",
       "<script type=\"text/javascript\">\n",
       "  \n",
       "</script>\n",
       "\n",
       "<script type=\"text/javascript\">\n",
       "  function openNav() {\n",
       "    document.getElementById(\"sidebar\").classList.remove(\"hidden\");\n",
       "    document.getElementById(\"sidebar-button\").onclick = closeNav;\n",
       "  }\n",
       "\n",
       "  function closeNav() {\n",
       "    document.getElementById(\"sidebar\").classList.add(\"hidden\");\n",
       "    document.getElementById(\"sidebar-button\").onclick = openNav;\n",
       "  }\n",
       "\n",
       "  var modal = document.getElementById(\"pn-Modal\");\n",
       "  var span = document.getElementById(\"pn-closeModal\");\n",
       "\n",
       "  span.onclick = function() {\n",
       "    modal.style.display = \"none\";\n",
       "  }\n",
       "\n",
       "  window.onclick = function(event) {\n",
       "    if (event.target == modal) {\n",
       "      modal.style.display = \"none\";\n",
       "    }\n",
       "  }\n",
       "</script>\n",
       "\n",
       "<div id=\"f72e66dd-880c-4902-a931-179430aaf917\" data-root-id=\"ec5f2f66-d951-4fbd-bc54-17c8b2a1814c\" style=\"display: contents;\"></div>\n",
       "<div id=\"e58d9dd5-23da-4fd2-85fa-e90b72dfce35\" data-root-id=\"0063a4c8-ec01-431d-b36e-be3cbf314f80\" style=\"display: contents;\"></div>\n",
       "<div id=\"a597360c-b162-4acc-8893-d661b8a85fb6\" data-root-id=\"4b1ac3ba-9664-4714-abc9-e58f68fb847e\" style=\"display: contents;\"></div>\n",
       "<div id=\"ccde3b42-6c2f-4505-a5cf-ea99ab499a22\" data-root-id=\"df95382b-8da1-4511-9131-6695ec32cc9f\" style=\"display: contents;\"></div>\n",
       "\n",
       "    \n",
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       "                          clearInterval(timer);\n",
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       "            else document.addEventListener(\"DOMContentLoaded\", fn);\n",
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      ],
      "text/plain": [
       "FastListTemplate\n",
       "    [js_area] HTML(None, height=0, margin=0, sizing_mode='fixed', width=0)\n",
       "    [actions] TemplateActions()\n",
       "    [browser_info] BrowserInfo()\n",
       "    [busy_indicator] LoadingSpinner(height=20, width=20)\n",
       "    [10751445072] Column\n",
       "        [0] Markdown(str, sizing_mode='stretch_width')\n",
       "        [1] Column\n",
       "            [0] Markdown(str)\n",
       "            [1] FileInput(accept='.csv', name='Upload CSV')\n",
       "            [2] ParamFunction(function, _pane=Str, defer_load=False)\n",
       "        [2] Column\n",
       "            [0] Button(name='Press to run c...)\n",
       "            [1] Tqdm(layout=Column, progress=Progress, text_pane=Str)\n",
       "            [2] ParamFunction(function, _pane=Markdown, defer_load=False)"
      ]
     },
     "execution_count": 7,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "4b1ac3ba-9664-4714-abc9-e58f68fb847e"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Instantiate the template with widgets displayed in the sidebar\n",
    "template = pn.template.FastListTemplate(\n",
    "    title='Routing Calculator',\n",
    "    logo='https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg',\n",
    "    favicon = 'https://dssg.fas.harvard.edu/wp-content/uploads/2017/12/CGA_logo_globe_400x400.jpg',\n",
    "    header_background = '#212121',\n",
    "    header_color = '#2F6DAA',\n",
    ")\n",
    "\n",
    "# set relative sizing of the main area and sidebar\n",
    "\n",
    "# Append a layout to the main area, to demonstrate the list-like API\n",
    "template.main.append(app)\n",
    "template.main.append(app)\n",
    "template.servable()"
   ]
  }
 ],
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