white_problem.html

<script src="https://cdn.pydata.org/bokeh/release/bokeh-1.4.0.min.js" type="text/javascript"></script>
<script src="https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.4.0.min.js" type="text/javascript"></script>
<script src="https://cdn.pydata.org/bokeh/release/bokeh-tables-1.4.0.min.js" type="text/javascript"></script>
<script src="https://cdn.pydata.org/bokeh/release/bokeh-gl-1.4.0.min.js" type="text/javascript"></script>
<script src="https://code.jquery.com/jquery-2.1.4.min.js" type="text/javascript"></script>
<script src="https://code.jquery.com/ui/1.10.4/jquery-ui.min.js" type="text/javascript"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.1.20/require.min.js" type="text/javascript"></script>
<script src="https://cdnjs.cloudflare.com/ajax/libs/underscore.js/1.8.3/underscore-min.js" type="text/javascript"></script>
<script type="text/javascript">function HoloViewsWidget() {
}

HoloViewsWidget.prototype.init_slider = function(init_val){
  if(this.load_json) {
    this.from_json()
  } else {
    this.update_cache();
  }
}

HoloViewsWidget.prototype.populate_cache = function(idx){
  this.cache[idx].innerHTML = this.frames[idx];
  if (this.embed) {
    delete this.frames[idx];
  }
}

HoloViewsWidget.prototype.process_error = function(msg){
}

HoloViewsWidget.prototype.from_json = function() {
  var data_url = this.json_path + this.id + '.json';
  $.getJSON(data_url, $.proxy(function(json_data) {
    this.frames = json_data;
    this.update_cache();
    this.update(0);
  }, this));
}

HoloViewsWidget.prototype.dynamic_update = function(current){
  if (current === undefined) {
    return
  }
  this.current = current;
  if (this.comm) {
    var msg = {comm_id: this.id+'_client', content: current}
    this.comm.send(msg);
  }
}

HoloViewsWidget.prototype.update_cache = function(force){
  var frame_len = Object.keys(this.frames).length;
  for (var i=0; i<frame_len; i++) {
    if(!this.load_json || this.dynamic)  {
      var frame = Object.keys(this.frames)[i];
    } else {
      var frame = i;
    }
    if(!(frame in this.cache) || force) {
      if ((frame in this.cache) && force) { this.cache[frame].remove() }
      var div = document.createElement("div");
      var parent = document.getElementById("_anim_img"+this.id);
      div.style.display = "none";
      parent.appendChild(div)
      this.cache[frame] = div;
      var cache_id = "_anim_img"+this.id+"_"+frame;
      this.populate_cache(frame);
    }
  }
}

HoloViewsWidget.prototype.update = function(current){
  if(current in this.cache) {
    for (var index in this.cache) {
      this.cache[index].style.display = "none";
    }
    this.cache[current].style.display = "";
    this.wait = false;
  }
}

HoloViewsWidget.prototype.init_comms = function() {
  var that = this
  HoloViews.comm_manager.register_target(this.plot_id, this.id, function (msg) { that.msg_handler(msg) })
  if (!this.cached || this.dynamic) {
    function ack_callback(msg) {
      var msg = msg.metadata;
      var comm_id = msg.comm_id;
      var comm_status = HoloViews.comm_status[comm_id];
      if (that.queue.length > 0) {
        that.time = Date.now();
        that.dynamic_update(that.queue[that.queue.length-1]);
        that.queue = [];
      } else {
        that.wait = false;
      }
      if ((msg.msg_type == "Ready") && msg.content) {
        console.log("Python callback returned following output:", msg.content);
      } else if (msg.msg_type == "Error") {
        console.log("Python failed with the following traceback:", msg.traceback)
      }
    }
    var comm = HoloViews.comm_manager.get_client_comm(this.plot_id, this.id+'_client', ack_callback);
    return comm
  }
}

HoloViewsWidget.prototype.msg_handler = function(msg) {
  var metadata = msg.metadata;
  if ((metadata.msg_type == "Ready")) {
    if (metadata.content) {
      console.log("Python callback returned following output:", metadata.content);
    }
	return;
  } else if (metadata.msg_type == "Error") {
    console.log("Python failed with the following traceback:", metadata.traceback)
    return
  }
  this.process_msg(msg)
}

HoloViewsWidget.prototype.process_msg = function(msg) {
}

function SelectionWidget(frames, id, slider_ids, keyMap, dim_vals, notFound, load_json, mode, cached, json_path, dynamic, plot_id){
  this.frames = frames;
  this.id = id;
  this.plot_id = plot_id;
  this.slider_ids = slider_ids;
  this.keyMap = keyMap
  this.current_frame = 0;
  this.current_vals = dim_vals;
  this.load_json = load_json;
  this.mode = mode;
  this.notFound = notFound;
  this.cached = cached;
  this.dynamic = dynamic;
  this.cache = {};
  this.json_path = json_path;
  this.init_slider(this.current_vals[0]);
  this.queue = [];
  this.wait = false;
  if (!this.cached || this.dynamic) {
    this.comm = this.init_comms();
  }
}

SelectionWidget.prototype = new HoloViewsWidget;


SelectionWidget.prototype.get_key = function(current_vals) {
  var key = "(";
  for (var i=0; i<this.slider_ids.length; i++)
  {
    var val = this.current_vals[i];
    if (!(typeof val === 'string')) {
      if (val % 1 === 0) { val = val.toFixed(1); }
      else { val = val.toFixed(10); val = val.slice(0, val.length-1);}
    }
    key += "'" + val + "'";
    if(i != this.slider_ids.length-1) { key += ', ';}
    else if(this.slider_ids.length == 1) { key += ',';}
  }
  key += ")";
  return this.keyMap[key];
}

SelectionWidget.prototype.set_frame = function(dim_val, dim_idx){
  this.current_vals[dim_idx] = dim_val;
  var key = this.current_vals;
  if (!this.dynamic) {
    key = this.get_key(key)
  }
  if (this.dynamic || !this.cached) {
    if ((this.time !== undefined) && ((this.wait) && ((this.time + 10000) > Date.now()))) {
      this.queue.push(key);
      return
    }
    this.queue = [];
    this.time = Date.now();
    this.current_frame = key;
    this.wait = true;
    this.dynamic_update(key)
  } else if (key !== undefined) {
    this.update(key)
  }
}


/* Define the ScrubberWidget class */
function ScrubberWidget(frames, num_frames, id, interval, load_json, mode, cached, json_path, dynamic, plot_id){
  this.slider_id = "_anim_slider" + id;
  this.loop_select_id = "_anim_loop_select" + id;
  this.id = id;
  this.plot_id = plot_id;
  this.interval = interval;
  this.current_frame = 0;
  this.direction = 0;
  this.dynamic = dynamic;
  this.timer = null;
  this.load_json = load_json;
  this.mode = mode;
  this.cached = cached;
  this.frames = frames;
  this.cache = {};
  this.length = num_frames;
  this.json_path = json_path;
  document.getElementById(this.slider_id).max = this.length - 1;
  this.init_slider(0);
  this.wait = false;
  this.queue = [];
  if (!this.cached || this.dynamic) {
    this.comm = this.init_comms()
  }
}

ScrubberWidget.prototype = new HoloViewsWidget;

ScrubberWidget.prototype.set_frame = function(frame){
  this.current_frame = frame;
  var widget = document.getElementById(this.slider_id);
  if (widget === null) {
    this.pause_animation();
    return
  }
  widget.value = this.current_frame;
  if (this.dynamic || !this.cached) {
    if ((this.time !== undefined) && ((this.wait) && ((this.time + 10000) > Date.now()))) {
      this.queue.push(frame);
      return
    }
    this.queue = [];
    this.time = Date.now();
    this.wait = true;
    this.dynamic_update(frame)
  } else {
    this.update(frame)
  }
}

ScrubberWidget.prototype.get_loop_state = function(){
  var button_group = document[this.loop_select_id].state;
  for (var i = 0; i < button_group.length; i++) {
    var button = button_group[i];
    if (button.checked) {
      return button.value;
    }
  }
  return undefined;
}


ScrubberWidget.prototype.next_frame = function() {
  this.set_frame(Math.min(this.length - 1, this.current_frame + 1));
}

ScrubberWidget.prototype.previous_frame = function() {
  this.set_frame(Math.max(0, this.current_frame - 1));
}

ScrubberWidget.prototype.first_frame = function() {
  this.set_frame(0);
}

ScrubberWidget.prototype.last_frame = function() {
  this.set_frame(this.length - 1);
}

ScrubberWidget.prototype.slower = function() {
  this.interval /= 0.7;
  if(this.direction > 0){this.play_animation();}
  else if(this.direction < 0){this.reverse_animation();}
}

ScrubberWidget.prototype.faster = function() {
  this.interval *= 0.7;
  if(this.direction > 0){this.play_animation();}
  else if(this.direction < 0){this.reverse_animation();}
}

ScrubberWidget.prototype.anim_step_forward = function() {
  if(this.current_frame < this.length - 1){
    this.next_frame();
  }else{
    var loop_state = this.get_loop_state();
    if(loop_state == "loop"){
      this.first_frame();
    }else if(loop_state == "reflect"){
      this.last_frame();
      this.reverse_animation();
    }else{
      this.pause_animation();
      this.last_frame();
    }
  }
}

ScrubberWidget.prototype.anim_step_reverse = function() {
  if(this.current_frame > 0){
    this.previous_frame();
  } else {
    var loop_state = this.get_loop_state();
    if(loop_state == "loop"){
      this.last_frame();
    }else if(loop_state == "reflect"){
      this.first_frame();
      this.play_animation();
    }else{
      this.pause_animation();
      this.first_frame();
    }
  }
}

ScrubberWidget.prototype.pause_animation = function() {
  this.direction = 0;
  if (this.timer){
    clearInterval(this.timer);
    this.timer = null;
  }
}

ScrubberWidget.prototype.play_animation = function() {
  this.pause_animation();
  this.direction = 1;
  var t = this;
  if (!this.timer) this.timer = setInterval(function(){t.anim_step_forward();}, this.interval);
}

ScrubberWidget.prototype.reverse_animation = function() {
  this.pause_animation();
  this.direction = -1;
  var t = this;
  if (!this.timer) this.timer = setInterval(function(){t.anim_step_reverse();}, this.interval);
}

function extend(destination, source) {
  for (var k in source) {
    if (source.hasOwnProperty(k)) {
      destination[k] = source[k];
    }
  }
  return destination;
}

function update_widget(widget, values) {
  if (widget.hasClass("ui-slider")) {
    widget.slider('option', {
      min: 0,
      max: values.length-1,
      dim_vals: values,
      value: 0,
      dim_labels: values
    })
    widget.slider('option', 'slide').call(widget, event, {value: 0})
  } else {
    widget.empty();
    for (var i=0; i<values.length; i++){
      widget.append($("<option>", {
        value: i,
        text: values[i]
      }))
    };
    widget.data('values', values);
    widget.data('value', 0);
    widget.trigger("change");
  };
}

function init_slider(id, plot_id, dim, values, next_vals, labels, dynamic, step, value, next_dim,
                     dim_idx, delay, jQueryUI_CDN, UNDERSCORE_CDN) {
  // Slider JS Block START
  function loadcssfile(filename){
    var fileref=document.createElement("link")
    fileref.setAttribute("rel", "stylesheet")
    fileref.setAttribute("type", "text/css")
    fileref.setAttribute("href", filename)
    document.getElementsByTagName("head")[0].appendChild(fileref)
  }
  loadcssfile("https://code.jquery.com/ui/1.10.4/themes/smoothness/jquery-ui.css");
  /* Check if jQuery and jQueryUI have been loaded
     otherwise load with require.js */
  var jQuery = window.jQuery,
    // check for old versions of jQuery
    oldjQuery = jQuery && !!jQuery.fn.jquery.match(/^1\.[0-4](\.|$)/),
    jquery_path = '',
    paths = {},
    noConflict;
  var jQueryUI = jQuery.ui;
  // check for jQuery
  if (!jQuery || oldjQuery) {
    // load if it's not available or doesn't meet min standards
    paths.jQuery = jQuery;
    noConflict = !!oldjQuery;
  } else {
    // register the current jQuery
    define('jquery', [], function() { return jQuery; });
  }
  if (!jQueryUI) {
    paths.jQueryUI = jQueryUI_CDN.slice(null, -3);
  } else {
    define('jQueryUI', [], function() { return jQuery.ui; });
  }
  paths.underscore = UNDERSCORE_CDN.slice(null, -3);
  var jquery_require = {
    paths: paths,
    shim: {
      "jQueryUI": {
        exports:"$",
        deps: ['jquery']
      },
      "underscore": {
        exports: '_'
      }
    }
  }
  require.config(jquery_require);
  require(["jQueryUI", "underscore"], function(jUI, _){
    if (noConflict) $.noConflict(true);
    var vals = values;
    if (dynamic && vals.constructor === Array) {
      var default_value = parseFloat(value);
      var min = parseFloat(vals[0]);
      var max = parseFloat(vals[vals.length-1]);
      var wstep = step;
      var wlabels = [default_value];
      var init_label = default_value;
    } else {
      var min = 0;
      if (dynamic) {
        var max = Object.keys(vals).length - 1;
        var init_label = labels[value];
        var default_value = values[value];
      } else {
        var max = vals.length - 1;
        var init_label = labels[value];
        var default_value = value;
      }
      var wstep = 1;
      var wlabels = labels;
    }
    function adjustFontSize(text) {
      var width_ratio = (text.parent().width()/8)/text.val().length;
      var size = Math.min(0.9, Math.max(0.6, width_ratio))+'em';
      text.css('font-size', size);
    }
    var slider = $('#_anim_widget'+id+'_'+dim);
    slider.slider({
      animate: "fast",
      min: min,
      max: max,
      step: wstep,
      value: default_value,
      dim_vals: vals,
      dim_labels: wlabels,
      next_vals: next_vals,
      slide: function(event, ui) {
        var vals = slider.slider("option", "dim_vals");
        var next_vals = slider.slider("option", "next_vals");
        var dlabels = slider.slider("option", "dim_labels");
        if (dynamic) {
          var dim_val = ui.value;
          if (vals.constructor === Array) {
            var label = ui.value;
          } else {
            var label = dlabels[ui.value];
          }
        } else {
          var dim_val = vals[ui.value];
          var label = dlabels[ui.value];
        }
        var text = $('#textInput'+id+'_'+dim);
        text.val(label);
        adjustFontSize(text);
        HoloViews.index[plot_id].set_frame(dim_val, dim_idx);
        if (Object.keys(next_vals).length > 0) {
          var new_vals = next_vals[dim_val];
          var next_widget = $('#_anim_widget'+id+'_'+next_dim);
          update_widget(next_widget, new_vals);
        }
      }
    });
    slider.keypress(function(event) {
      if (event.which == 80 || event.which == 112) {
        var start = slider.slider("option", "value");
        var stop =  slider.slider("option", "max");
        for (var i=start; i<=stop; i++) {
          var delay = i*delay;
          $.proxy(function doSetTimeout(i) { setTimeout($.proxy(function() {
            var val = {value:i};
            slider.slider('value',i);
            slider.slider("option", "slide")(null, val);
          }, slider), delay);}, slider)(i);
        }
      }
      if (event.which == 82 || event.which == 114) {
        var start = slider.slider("option", "value");
        var stop =  slider.slider("option", "min");
        var count = 0;
        for (var i=start; i>=stop; i--) {
          var delay = count*delay;
          count = count + 1;
          $.proxy(function doSetTimeout(i) { setTimeout($.proxy(function() {
            var val = {value:i};
            slider.slider('value',i);
            slider.slider("option", "slide")(null, val);
          }, slider), delay);}, slider)(i);
        }
      }
    });
    var textInput = $('#textInput'+id+'_'+dim)
    textInput.val(init_label);
    adjustFontSize(textInput);
  });
}

function init_dropdown(id, plot_id, dim, vals, value, next_vals, labels, next_dim, dim_idx, dynamic) {
  var widget = $("#_anim_widget"+id+'_'+dim);
  widget.data('values', vals)
  for (var i=0; i<vals.length; i++){
    if (dynamic) {
      var val = vals[i];
    } else {
      var val = i;
    }
    widget.append($("<option>", {
      value: val,
      text: labels[i]
    }));
  };
  widget.data("next_vals", next_vals);
  widget.val(value);
  widget.on('change', function(event, ui) {
    if (dynamic) {
      var dim_val = parseInt(this.value);
    } else {
      var dim_val = $.data(this, 'values')[this.value];
    }
    var next_vals = $.data(this, "next_vals");
    if (Object.keys(next_vals).length > 0) {
      var new_vals = next_vals[dim_val];
      var next_widget = $('#_anim_widget'+id+'_'+next_dim);
      update_widget(next_widget, new_vals);
    }
    var widgets = HoloViews.index[plot_id]
    if (widgets) {
      widgets.set_frame(dim_val, dim_idx);
    }
  });
}


if (window.HoloViews === undefined) {
  window.HoloViews = {}
  window.PyViz = window.HoloViews
} else if (window.PyViz === undefined) {
  window.PyViz = window.HoloViews
}


var _namespace = {
  init_slider: init_slider,
  init_dropdown: init_dropdown,
  comms: {},
  comm_status: {},
  index: {},
  plot_index: {},
  kernels: {},
  receivers: {}
}

for (var k in _namespace) {
  if (!(k in window.HoloViews)) {
    window.HoloViews[k] = _namespace[k];
  }
}

// Define Bokeh specific subclasses
function BokehSelectionWidget() {
  SelectionWidget.apply(this, arguments);
}

function BokehScrubberWidget() {
  ScrubberWidget.apply(this, arguments);
}

// Let them inherit from the baseclasses
BokehSelectionWidget.prototype = Object.create(SelectionWidget.prototype);
BokehScrubberWidget.prototype = Object.create(ScrubberWidget.prototype);

// Define methods to override on widgets
var BokehMethods = {
  update_cache : function(){
    for (var index in this.frames) {
      this.frames[index] = JSON.parse(this.frames[index]);
    }
  },
  update : function(current){
    if (current === undefined) {
      return;
    }
    var data = this.frames[current];
    if (data !== undefined) {
      if (data.root in HoloViews.plot_index) {
        var doc = HoloViews.plot_index[data.root].model.document;
      } else {
        var doc = Bokeh.index[data.root].model.document;
      }
      doc.apply_json_patch(data.content);
    }
  },
  init_comms: function() {
    if (Bokeh.protocol !== undefined) {
      this.receiver = new Bokeh.protocol.Receiver()
    } else {
      this.receiver = null;
    }
    return HoloViewsWidget.prototype.init_comms.call(this);
  },
  process_msg : function(msg) {
    if (this.plot_id in HoloViews.plot_index) {
      var doc = HoloViews.plot_index[this.plot_id].model.document;
    } else {
      var doc = Bokeh.index[this.plot_id].model.document;
    }
    if (this.receiver === null) { return }
    var receiver = this.receiver;
    if (msg.buffers.length > 0) {
      receiver.consume(msg.buffers[0].buffer)
    } else {
      receiver.consume(msg.content.data)
    }
    const comm_msg = receiver.message;
    if ((comm_msg != null) && (doc != null)) {
      doc.apply_json_patch(comm_msg.content, comm_msg.buffers)
    }
  }
}

// Extend Bokeh widgets with backend specific methods
extend(BokehSelectionWidget.prototype, BokehMethods);
extend(BokehScrubberWidget.prototype, BokehMethods);

window.HoloViews.BokehSelectionWidget = BokehSelectionWidget
window.HoloViews.BokehScrubberWidget = BokehScrubberWidget
</script>
<script type="text/javascript">
    function JupyterCommManager() {
    }

    JupyterCommManager.prototype.register_target = function(plot_id, comm_id, msg_handler) {
      if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {
        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;
        comm_manager.register_target(comm_id, function(comm) {
          comm.on_msg(msg_handler);
        });
      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {
        window.PyViz.kernels[plot_id].registerCommTarget(comm_id, function(comm) {
          comm.onMsg = msg_handler;
        });
      }
    }

    JupyterCommManager.prototype.get_client_comm = function(plot_id, comm_id, msg_handler) {
      if (comm_id in window.PyViz.comms) {
        return window.PyViz.comms[comm_id];
      } else if (window.comm_manager || ((window.Jupyter !== undefined) && (Jupyter.notebook.kernel != null))) {
        var comm_manager = window.comm_manager || Jupyter.notebook.kernel.comm_manager;
        var comm = comm_manager.new_comm(comm_id, {}, {}, {}, comm_id);
        if (msg_handler) {
          comm.on_msg(msg_handler);
        }
      } else if ((plot_id in window.PyViz.kernels) && (window.PyViz.kernels[plot_id])) {
        var comm = window.PyViz.kernels[plot_id].connectToComm(comm_id);
        comm.open();
        if (msg_handler) {
          comm.onMsg = msg_handler;
        }
      }

      window.PyViz.comms[comm_id] = comm;
      return comm;
    }

    window.PyViz.comm_manager = new JupyterCommManager();
    </script>

<link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.3.6/css/bootstrap.min.css">
<link rel="stylesheet" href="https://code.jquery.com/ui/1.10.4/themes/smoothness/jquery-ui.css">
<style>div.hololayout {
  display: flex;
  align-items: center;
  margin: 0;
}

div.holoframe {
  width: 75%;
}

div.holowell {
  display: flex;
  align-items: center;
}

form.holoform {
  background-color: #fafafa;
  border-radius: 5px;
  overflow: hidden;
  padding-left: 0.8em;
  padding-right: 0.8em;
  padding-top: 0.4em;
  padding-bottom: 0.4em;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  margin-bottom: 20px;
  border: 1px solid #e3e3e3;
}

div.holowidgets {
  padding-right: 0;
  width: 25%;
}

div.holoslider {
  min-height: 0 !important;
  height: 0.8em;
  width: 100%;
}

div.holoformgroup {
  padding-top: 0.5em;
  margin-bottom: 0.5em;
}

div.hologroup {
  padding-left: 0;
  padding-right: 0.8em;
  width: 100%;
}

.holoselect {
  width: 92%;
  margin-left: 0;
  margin-right: 0;
}

.holotext {
  padding-left:  0.5em;
  padding-right: 0;
  width: 100%;
}

.holowidgets .ui-resizable-se {
  visibility: hidden
}

.holoframe > .ui-resizable-se {
  visibility: hidden
}

.holowidgets .ui-resizable-s {
  visibility: hidden
}


/* CSS rules for noUISlider based slider used by JupyterLab extension  */

.noUi-handle {
  width: 20px !important;
  height: 20px !important;
  left: -5px !important;
  top: -5px !important;
}

.noUi-handle:before, .noUi-handle:after {
  visibility: hidden;
  height: 0px;
}

.noUi-target {
  margin-left: 0.5em;
  margin-right: 0.5em;
}

div.bk-hbox {
    display: flex;
    justify-content: center;
}

div.bk-hbox div.bk-plot {
    padding: 8px;
}

div.bk-hbox div.bk-data-table {
    padding: 20px;
}
</style><div style='display: table; margin: 0 auto;'>






  <div class="bk-root" id="34d1d3ef-d8d4-4647-a162-dc4d0fe76cc5" data-root-id="1004"></div>

<script type="text/javascript">
  (function(root) {
  function embed_document(root) {
    
  var docs_json = {"170f5f35-22d1-4e45-a1a2-88d75064dfdd":{"roots":{"references":[{"attributes":{"align":null,"below":[{"id":"1013","type":"LinearAxis"}],"center":[{"id":"1017","type":"Grid"},{"id":"1022","type":"Grid"}],"left":[{"id":"1018","type":"LinearAxis"}],"margin":null,"min_border_bottom":10,"min_border_left":10,"min_border_right":10,"min_border_top":10,"outline_line_alpha":{"value":0},"plot_width":1000,"renderers":[{"id":"1059","type":"GraphRenderer"},{"id":"1083","type":"GlyphRenderer"},{"id":"1089","type":"GlyphRenderer"}],"sizing_mode":"fixed","title":{"id":"1005","type":"Title"},"toolbar":{"id":"1029","type":"Toolbar"},"x_range":{"id":"1001","type":"Range1d"},"x_scale":{"id":"1009","type":"LinearScale"},"y_range":{"id":"1002","type":"Range1d"},"y_scale":{"id":"1011","type":"LinearScale"}},"id":"1004","subtype":"Figure","type":"Plot"},{"attributes":{},"id":"1099","type":"Selection"},{"attributes":{"edge_renderer":{"id":"1057","type":"GlyphRenderer"},"inspection_policy":{"id":"1075","type":"EdgesAndLinkedNodes"},"layout_provider":{"id":"1045","type":"StaticLayoutProvider"},"node_renderer":{"id":"1050","type":"GlyphRenderer"},"selection_policy":{"id":"1073","type":"NodesAndLinkedEdges"}},"id":"1059","type":"GraphRenderer"},{"attributes":{},"id":"1024","type":"PanTool"},{"attributes":{},"id":"1075","type":"EdgesAndLinkedNodes"},{"attributes":{"text_alpha":{"value":0.1},"text_baseline":"middle","text_color":{"value":"black"},"text_font_size":{"value":"8pt"},"x":{"field":"x"},"y":{"field":"y"}},"id":"1088","type":"Text"},{"attributes":{"data_source":{"id":"1085","type":"ColumnDataSource"},"glyph":{"id":"1087","type":"Text"},"hover_glyph":null,"muted_glyph":null,"nonselection_glyph":{"id":"1088","type":"Text"},"selection_glyph":null,"view":{"id":"1090","type":"CDSView"}},"id":"1089","type":"GlyphRenderer"},{"attributes":{},"id":"1023","type":"SaveTool"},{"attributes":{"overlay":{"id":"1096","type":"BoxAnnotation"}},"id":"1026","type":"BoxZoomTool"},{"attributes":{},"id":"1009","type":"LinearScale"},{"attributes":{},"id":"1025","type":"WheelZoomTool"},{"attributes":{"callback":null,"data":{"edge_color":["HNO","HNO2","HNO3","N*","NH","NH2","NH3","NH2OH","NO","NO2","NO3","N2","N2H2","NH2NO2","N2H4","N2O","N2O3","N2O4","N2O5","N3","N3H","HNO","HNO2","HNO3","HO2","H2O","H2O2","NH2OH","NO","NO2","NO3","NH2NO2","N2O","N2O3","N2O4","N2O5","O*","OH","O2","O3","H*","HNO","HNO2","HNO3","HO2","H2","H2O","H2O2","NH","NH2","NH3","NH2OH","N2H2","NH2NO2","N2H4","N3H","OH"],"elements":["N","N","N","N","N","N","N","N","N","N","N","N","N","N","N","N","N","N","N","N","N","O","O","O","O","O","O","O","O","O","O","O","O","O","O","O","O","O","O","O","H","H","H","H","H","H","H","H","H","H","H","H","H","H","H","H","H"],"end":{"__ndarray__":"AwAAAAQAAAAFAAAABgAAAAcAAAAIAAAACQAAAAoAAAALAAAADAAAAA0AAAAOAAAADwAAABAAAAARAAAAEgAAABMAAAAUAAAAFQAAABYAAAAXAAAAAwAAAAQAAAAFAAAAGAAAABkAAAAaAAAACgAAAAsAAAAMAAAADQAAABAAAAASAAAAEwAAABQAAAAVAAAAGwAAABwAAAAdAAAAHgAAAB8AAAADAAAABAAAAAUAAAAYAAAAIAAAABkAAAAaAAAABwAAAAgAAAAJAAAACgAAAA8AAAAQAAAAEQAAABcAAAAcAAAA","dtype":"int32","shape":[57]},"species":["HNO","HNO2","HNO3","N*","NH","NH2","NH3","NH2OH","NO","NO2","NO3","N2","N2H2","NH2NO2","N2H4","N2O","N2O3","N2O4","N2O5","N3","N3H","HNO","HNO2","HNO3","HO2","H2O","H2O2","NH2OH","NO","NO2","NO3","NH2NO2","N2O","N2O3","N2O4","N2O5","O*","OH","O2","O3","H*","HNO","HNO2","HNO3","HO2","H2","H2O","H2O2","NH","NH2","NH3","NH2OH","N2H2","NH2NO2","N2H4","N3H","OH"],"start":{"__ndarray__":"AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAEAAAABAAAAAQAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAAAgAAAAIAAAACAAAA","dtype":"int32","shape":[57]},"values":{"__ndarray__":"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","dtype":"float64","shape":[57]},"xs":[{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"AAAAAAAALkAAAAAAAAAuQAAAAAAAAC5AaNk40k0MRkAkPIj/5gFSQBQID8RqtlhAQ2p8t9wmX0A6/k2tM6tiQDOsHJcapGVA8QuQWbh/aEBQ6g01oj9rQDQU/Glt5W1APCtgnFc5cEAEP+BwfnRxQN0rsdL1pHJAOdgFYojLc0CLKhG/AOl0QEAJBoop/nVAyFoXY80Ld0CXBXjqthJ4QBnwWsCwE3lAwgDzhIUPekD/HXPY/wZ7QEYuDlvq+ntAARj3rA/sfEClwWBuOtt9QKARfj81yX5AYu6BwMq2f0Atn8/IYlKAQP9zhCn4yYBA3eh40opCgUAAccYTgLyBQJ5/hj09OIJA84fSnye2gkA0/cOKpDaDQJxSdE4ZuoNAYPv8OutAhEC6anegf8uEQOIT/c47WoVAEGqnFoXthUB+4I/HwIWGQGDqzzFUI4dA8vqApaTGh0BshbxyF3CIQAT9m+kRIIlA89Q4WvnWiUBwgKwUM5WKQLdyEGkkW4tA/R5+pzIpjEB7+A4gw/+MQGly3CI7341AAAAAAADIjkAAAAAAAMiOQAAAAAAAyI5AAAAAAADIjkBqctwiO9+NQHv4DiDD/4xA/h5+pzIpjEC4chBpJFuLQHKArBQzlYpA89Q4WvnWiUAF/ZvpESCJQG2FvHIXcIhA9PqApaTGh0Bh6s8xVCOHQH7gj8fAhYZAEGqnFoXthUDiE/3OO1qFQLtqd6B/y4RAYfv8OutAhECdUnROGbqDQDX9w4qkNoNA84fSnye2gkCff4Y9PTiCQP9wxhOAvIFA3eh40opCgUAAdIQp+MmAQC6fz8hiUoBAY+6BwMq2f0CfEX4/Ncl+QKXBYG46231AAxj3rA/sfEBGLg5b6vp7QAEec9j/BntAxADzhIUPekAb8FrAsBN5QJcFeOq2EnhAyVoXY80Ld0A/CQaKKf51QI0qEb8A6XRAPNgFYojLc0DfK7HS9aRyQAU/4HB+dHFAQCtgnFc5cEA3FPxpbeVtQFPqDTWiP2tA8guQWbh/aEA1rByXGqRlQD/+Ta0zq2JATGp8t9wmX0AaCA/EarZYQCk8iP/mAVJAbNk40k0MRkAAAAAAAAAuQA==","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]}],"ys":[{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"VduFaUzYRUA2u5FeTNhFQDa7kV5M2EVADI/r8TPzRUAHuueqbkJGQFND7IfCw0ZAIDJfh/V0R0CfjaanzVNIQP9cKOcQXklAcadKRIWRSkAidHO98OtLQEHKCFEZa01A/7Bw/cQMT0DGl4jgXGdQQI0mKM1eV1FAagjKQ0tVUkD2QKFDBWBTQMjT4MtvdlRAeMS7222XVUCgFmVy4sFWQNLND4+w9FdArO3uMLsuWUDBeTVX5W5aQK51FgEStFtABeXELST9XEBjy3Pc/kheQF0sVgyFll9AxYVP3kxyYEBBtkD2DxlhQHApmE39vmFAHGHvY4ZjYkAS39+4HAZjQBwlA8wxpmNACrXyHDdDZECkEEgrntxkQLe5nHbYcWVAEDKKflcCZkB4+6nCjI1mQL6XlcLpEmdArIjm/d+RZ0AQUDb04AloQLNvHiVeemhAY2k4EMniaEDqvh01k0JpQBjyZxMumWlAs4SwKgvmaUCL+JD6myhqQGvPogJSYGpAH4t/wp6MakByrcC586xqQDC4/2fCwGpAJi3WTHzHakAmLdZMfMdqQC41k098x2pALjWTT3zHakA3wLxqwsBqQHi1fbzzrGpAJ5M8xZ6MakBz118FUmBqQJQATv2bKGpAu4xtLQvmaUAi+iQWLplpQPTG2jeTQmlAbHH1EsniaEC6d9snXnpoQBdY8/bgCWhAs5CjAOCRZ0DGn1LF6RJnQIEDZ8WMjWZAGTpHgVcCZkDAwVl52HFlQK4YBS6e3GRAE72vHzdDZEAlLcDOMaZjQBnnnLscBmNAJGmsZoZjYkB5MVVQ/b5hQEu+/fgPGWFAzY0M4UxyYEBsPNARhZZfQHTb7eH+SF5AGPU+MyT9XEC/hZAGErRbQNKJr1zlblpAvv1oNrsuWUDk3YmUsPRXQK8m33fiwVZAiNQ14W2XVUDY41rRb3ZUQAhRG0kFYFNAexhESUtVUkCeNqLSXldRQNinAuZcZ1BAItFkCMUMT0Bk6vxbGWtNQEKUZ8jw60tAkMc+T4WRSkAffRzyEF5JQMCtmrLNU0hAQFJTkvV0R0ByY+CSwsNGQCba27VuQkZALK/f/DPzRUBV24VpTNhFQA==","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"zD61PUzYRUCOJMEyTNhFQI4kwTJM2EVAd698VuTsRUDdGELhiSlGQMKNbYKIjEZAJTtb6SsUR0AETmfFv75HQGDz7cWPikhAPlhLmud1SUCXqdvxEn9KQG4U+3tdpEtAw8UF6BLkTECX6lflfjxOQOqvTSPtq09AXqGhqFSYUEAHaEqPf2RRQG5CTx2dOVJAFUdeKtMWU0B9jCWOR/tTQCEpUyAg5lRAiDOVuILWVUAswpkulctWQJLrDlp9xFdAN8aiEmHAWECbaAMwZr5ZQEHp3omyvVpApV7j92u9W0BI375RuLxcQLCBH2+9ul1AVFyzJ6G2XkC6hShTia9fQC+KluRNUmBAYo+3MH/KYEC1Xc556z9hQGkAsqslsmFAvII5ssAgYkDw7zt5T4tiQERTkOxk8WJA+LcN+JNSY0BOKYuHb65jQIKy34aKBGRA2F7i4XdUZECOOWqEyp1kQORNTloV4GRAG6dlT+saZUByUIdP301lQCpVikaEeGVAg8BFIG2aZUC8nZDILLNlQBb4QStWwmVA0NowNHzHZUDQ2jA0fMdlQF/h7TZ8x2VAX+HtNnzHZUCk/v4tVsJlQEukTcsss2VAE8cCI22aZUC6W0dJhHhlQAFXRFLfTWVAqq0iUusaZUB0VAtdFeBkQB5AJ4fKnWRAZ2Wf5HdUZEARuZyJigRkQNwvSIpvrmNAh77K+pNSY0DUWU3vZPFiQID2+HtPi2JATYn2tMAgYkD5Bm+uJbJhQEVki3zrP2FA8pV0M3/KYEC/kFPnTVJgQNiSoliJr19AcmktLaG2XkDOjpl0vbpdQGrsOFe4vFxAxWtd/Wu9W0Bf9liPsr1aQLx1fTVmvllAVtMcGGHAWECy+IhffcRXQEzPEzSVy1ZAqEAPvoLWVUBCNs0lIOZUQJyZn5NH+1NANFTYL9MWU0CNT8kinTlSQCd1xJR/ZFFAfq4brlSYUEAqykEu7atPQNcETPB+PE5ABOD58hLkTECuLu+GXaRLQNXDz/wSf0pAfHI/ped1SUCfDeLQj4pIQENoW9C/vkdAZFVP9CsUR0ABqGGNiIxGQBwzNuyJKUZAtslwYeTsRUDMPrU9TNhFQA==","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"dQP31C5AckB9897cPB9yQH3z3tw8H3JAJaBdePEackDxqNLySw5yQCSSM0in+XFA+t91dF7dcUC0Fo9zzLlxQJG6dEFMj3FA1k8c2jhecUC7Wns57SZxQIVfh1vE6XBAcuI1PBmncEDBZ3zXRl9wQLNzUCmoEnBAExVPWzCDb0AFYe7A49huQLrTaXsgJ25AsXWsgpxubUBtT6HODbBsQGppM1cq7GtALMxNFKgja0AwgNv9PFdqQPWNxwufh2lA/v38NYS1aEDG2GZ0ouFnQM8m8L6vDGdAmPCDDWI3ZkCiPg1Yb2JlQGoZd5aNjmRAcomswHK8Y0A3l5jO1OxiQD1LJrhpIGJA/q1AdedXYUD8x9L9A5RgQHBDj5Pqql9AYIcUouI5XkDKbAsXXNZcQKgESuLCgVtA/1+m84I9WkDKj/Y6CAtZQAqlEKi+61dAvrDKKhLhVkDkw/qybuxVQHzvdjBAD1VAhkQVk/JKVEAA1KvK8aBTQOquEMepElNAQuYZeIahUkAIi53N805SQDyucbddHFJA22BsJTALUkDbYGwlMAtSQLqgzAX4jlJAuqDMBfiOUkAa7tGXJaBSQObK/a270lJAIiZ6WE4lU0DJ7nCncZZTQN4TDKu5JFRAZIR1c7rOVEBcL9cQCJNVQMIDW5M2cFZAm/AqC9pkV0Dm5HCIhm9YQKbPVhvQjllA3J8G1ErBWkCGRKrCigVcQKesa/cjWl1APsd0gqq9XkCnwfc5WRdgQOznAu7n1WBA7M1wZcuZYUAqa1aoTWJiQCW3yL64LmNAYKncsFb+Y0BZOaeGcdBkQJBePUhTpGVAiBC0/UV5ZkC+RiCvk05nQLT4lmSGI2hA7R0tJmj3aEDmrff7gslpQCCgC+4gmWpAG+x9BIxla0BaiWNHDi5sQFtv0b7x8WxAn5XccoCwbUCn85lrBGluQPOAHrHHGm9ABDV/SxTFb0Csg2ghmjNwQLp3lM84gHBAafJNNAvIcEB9b59TtgpxQLNqkzHfR3FAzV800ip/cUCKyow5PrBxQKwmp2u+2nFA8e+NbFD+cUAboktAmRpyQOq46uo9L3JAHLB1cOM7ckB1A/fULkByQA==","dtype":"float64","shape":[104]},{"__ndarray__":"GIhV1i5AckB1A/fULkByQHUD99QuQHJAvoby6xU8ckAs9NgPBTByQBshGA9THHJA5OIduFYBckDiDljZZt9xQHB6NEHatnFA7/ogvgeIcUCwZYseRlNxQBSQ4TDsGHFAdU+Rw1DZcEAveQilypRwQJvitKOwS3BALcIIHLP8b0D0k8lkOFpvQEblh76esG5A02AfxpMAbkBXsWsYxUptQIWBSFLgj2xAEnyREJPQa0C2SyLwig1rQCib1o11R2pAHRWKhgB/aUBKZBh32bRoQGYzXfyt6WdAJy00syseZ0BE/Hg4AFNmQHFLBynZiGVAZcW6IWTAZEDWFG+/TvpjQHzk/55GN2NACt9IXfl3YkA3ryWXFL1hQLn/celFB2FASHsJ8TpXYEAymY+VQltfQMA8ESdNFl5ArDZP0PDgXEBe3ADLiLxbQEWD3VBwqlpAy4CcmwKsWUBcKvXkmsJYQGbVnmaU71dAU9dQWko0V0CShcL5F5JWQIw1q35YClZArzzCImeeVUBn8L4fn09VQB+mWK9bH1VARbNGC/gOVUBFs0YL+A5VQNLFwBD4DlVA0sXAEPgOVUCsuNK0Wx9VQPMCOSWfT1VAPU88KGeeVUAYSCWEWApWQB6YPP8XklZA3+nKX0o0V0D05xhslO9XQOk8b+qawlhAVZMWoQKsWUDQlVdWcKpaQOnuetCIvFtAN0nJ1fDgXEBMT4ssTRZeQL2rCZtCW19AjoTG8zpXYEAACS/sRQdhQH244pkUvWFAT+gFYPl3YkDA7byhRjdjQBseLMJO+mNAq853JGTAZEC2VMQr2YhlQIkFNjsAU2ZAbjbxtSseZ0CsPBr/relnQI9t1XnZtGhAYh5HiQB/aUBvpJOQdUdqQP1U3/KKDWtAV4VOE5PQa0DKigVV4I9sQJq6KBvFSm1AGmrcyJMAbkCK7kTBnrBuQDqdhmc4Wm9AcsvFHrP8b0A+ZxOlsEtwQNL9ZqbKlHBAGNTvxFDZcEC3FEAy7BhxQFLq6R9GU3FAkH9/vweIcUAU/5JC2rZxQIWTttpm33FAhmd8uVYBckC+pXYQUxxyQM94NxEFMHJAYQtR7RU8ckAYiFXWLkByQA==","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"Wvmc+WC3d0DYdT74YLd3QNh1Pvhgt3dAffOMYeyzd0CMv4Vrv6l3QLDWPEsjmXdAjTXGNWGCd0DS2DVgwmV3QCa9n/+PQ3dANt8XSRMcd0CmO7Jxle92QCfPgq5fvnZAXZadNLuIdkD2jRY58U52QJmyAfFKEXZA8wBzkRHQdUCqdX5Pjot1QGwNOGAKRHVA3cSz+M75dECumAVOJa10QIKFQZVWXnRACIh7A6wNdEDmnMfNbrtzQMnAOSnoZ3NAWvDlSmETc0BCKOBnI75yQCxlPLV3aHJAv6MOaKcSckCo4Gq1+7xxQJAYZdK9Z3FAIUgR9DYTcUADbINPsL9wQOOAzxlzbXBAaYMJiMgccEB74Iqe85tvQBiILkmgAm9A/vYleilubkCAJpmbId9tQO8PsBcbVm1AoKySWKjTbEDm9WjIW1hsQBjlWtHH5GtAh3OQ3X55a0CGmjFXExdrQGpTZqgXvmpAiJdWOx5vakAwYCp6uSpqQLmmCc978WlAdWQcpPfDaUC6kopjv6JpQNcqfHdljmlAJCYZSnyHaUAkJhlKfIdpQCct1kx8h2lAJy3WTHyHaUDaMTl6ZY5pQLqZR2a/omlAemvZpvfDaUC9rcbRe/FpQDNn53y5KmpAiZ4TPh5vakBxWiOrF75qQIqh7lkTF2tAinpN4H55a0AZ7BfUx+RrQOj8JctbWGxAobNPW6jTbEDvFm0aG1ZtQIEtVp4h321AAf7ifClubkAbj+tLoAJvQH/nR6Hzm29A6QZoicgccEBkBC4bc21wQITv4VCwv3BAostv9TYTcUASnMPTvWdxQCpkybb7vHFAQSdtaacSckCs6Jq2d2hyQMOrPmkjvnJA23NETGETc0BMRJgq6GdzQGggJs9uu3NAiQvaBKwNdEAECaCWVl50QC4cZE8lrXRAX0gS+s75dEDskJZhCkR1QCz53FCOi3VAdYTRkhHQdUAcNmDyShF2QHgRdTrxTnZA4Bn8NbuIdkCpUuGvX752QCm/EHOV73ZAt2J2ShMcd0CoQP4AkEN3QFRclGHCZXdAELkkN2GCd0AxWptMI5l3QA9D5Gy/qXdAAHfrYuyzd0Ba+Zz5YLd3QA==","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"AYpyaVlNfEB/BhRoWU18QH8GFGhZTXxAdI1KoGRNfEACmnaqhU18QK3f5Ji7TXxA8BHifQVOfEBT5LprYk58QFMKvHTRTnxAeDcyq1FPfEA7H2oh4k98QCR1sOmBUHxAsOxRFjBRfEBnOZu561F8QMYO2eWzUnxAUSBYrYdTfECIIWUiZlR8QO3FTFdOVXxABMFbXj9WfEBKxt5JOFd8QEKJIiw4WHxAcb1zFz5ZfEBWFh8eSVp8QHZHcVJYW3xATwS3xmpcfEBiAD2Nf118QDXvT7iVXnxARYQ8WqxffEAXc0+FwmB8QCtv1UvXYXxABCwbwOlifEAiXW30+GN8QAa2GPsDZXxAOOpp5glmfEAwra3ICWd8QHiyMLQCaHxAjK0/u/NofEDyUSfw22l8QChTNGW6anxAsmSzLI5rfEAROvFYVmx8QMiGOvwRbXxAVv7bKMBtfEA/VCLxX258QAQ8WmfwbnxAJGnQnXBvfEAmj9Gm3298QIhhqpQ8cHxAzJOneYZwfEB12RVovHB8QATmQXLdcHxA+mx4quhwfED6bHiq6HB8QHzw1qvocHxAfPDWq+hwfECFaaBz3XB8QPZcdGm8cHxATxcGe4ZwfEAJ5QiWPHB8QKgSMKjfb3xApuwun3BvfECIv7ho8G58QMHXgPJfbnxA2IE6KsBtfEBJCpn9EW18QJO9T1pWbHxAM+gRLo5rfECp1pJmump8QHPVhfHbaXxADzGevPNofED5NY+1Amh8QLQwDMoJZ3xAuG3I5wlmfECKOXf8A2V8QKLgy/X4Y3xAha95welifECt8jNN12F8QJj2rYbCYHxAxwebW6xffEC2cq65lV58QOODm45/XXxA0YcVyGpcfED4ys9TWFt8QNqZfR9JWnxA9EDSGD5ZfEDFDIEtOFh8QMpJPUs4V3xAhES6Xz9WfEBuSatYTlV8QAqlwyNmVHxA06O2rodTfEBJkjfns1J8QOq8+brrUXxANHCwFzBRfECm+A7rgVB8QLyiyCLiT3xA+bqQrFFPfEDWjRp20U58QNVnGW1iTnxAc5VAfwVOfEAuY0Oau018QIYd1auFTXxA9xCpoWRNfEABinJpWU18QA==","dtype":"float64","shape":[104]},{"__ndarray__":"U0KFEcIIfUDGDNFqWU18QMYM0WpZTXxAZtIAmslNfECHYg73E098QAscNzkvUXxAzF24FxJUfECshs9Js1d8QIn1uYYJXHxASQm1hQthfEC/IP79r2Z8QNSa0qbtbHxAYdZvN7tzfEBMMhNnD3t8QG8N+uzggnxArcZhgCaLfEDjvIfY1pN8QPBOqazonHxAs9sDtFKmfEANwtSlC7B8QNtgWTkKunxA/hbPJUXEfEBVQ3Mis858QMBEg+ZK2XxAH3o8KQPkfEBOQtyh0u58QC/8nwew+XxAnwbFEZIEfUCAwIh3bw99QK+IKPA+Gn1ADb7hMvckfUB4v/H2ji99QNDrlfP8OX1A9KEL4DdEfUDCQJBzNk59QBwnYWXvV31A37O7bFlhfUDsRd1Aa2p9QCE8A5kbc31AXvVqLGF7fUCC0FGyMoN9QGws9eGGin1A+meSclSRfUAP4mYbkpd9QIj5r5M2nX1AQw2rkjiifUAifJXPjqZ9QAKlrAEwqn1AxOYt4BKtfUBGoFYiLq99QGcwZH94sH1ACPaTruiwfUAI9pOu6LB9QJUrSFVRbH5AlStIVVFsfkD0ZRgm4Wt+QNLVCsmWan5AURzihntofkCP2mComGV+QK6xSXb3YX5A0EJfOaFdfkAYL2Q6n1h+QJ0XG8L6Un5AiZ1GGb1MfkD3YamI70V+QA4GBlmbPn5A6Sof08k2fkCvcbc/hC5+QHl7kefTJX5AbulvE8IcfkCpXBUMWBN+QFB2RBqfCX5AgNe/hqD/fUBcIUqaZfV9QAP1pZ336n1AmfOV2V/gfUA8vtyWp9V9QAz2PB7Yyn1ALDx5uPq/fUC8MVSuGLV9QNt3kEg7qn1ArK/wz2uffUBQejeNs5R9QOR4J8kbin1AjEyDzK1/fUBplg3gcnV9QJn3iEx0a31APxG4WrthfUB8hF1TUVh9QHDyO38/T31AO/wVJ49GfUD9Qq6TST59QNpnxw14Nn1A8Ask3iMvfUBg0IZNVih9QExWsqQYIn1A1D5pLHQcfUAYK24tchd9QDi8g/AbE31AWZNsvnoPfUCXUevflwx9QBaYwp18Cn1A9Ae1QDIJfUBTQoURwgh9QA==","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"cwgX/2C3d0Cqgbj9YLd3QKqBuP1gt3dANBT8VLa0d0B5ib8E3Kx3QPb994sKoHdAIY6aaXqOd0B5VpwcZHh3QHlz8iMAXndAmwGS/oY/d0BWHXArMR13QCjjgSk393ZAi2+8d9HNdkD73hSVOKF2QPFNgAClcXZA6tjzOE8/dkBgnGS9bwp2QMy0xww/03VAqj4SpvWZdUB1VjkIzF51QKYYMrL6IXVAuqHxIrrjdEAqDm3ZQqR0QHR6mVTNY3RAEANsE5IidEB2xNmUyeBzQCfb11esnnNAmWNb23Jcc0BKelmeVRpzQLI7xx+N2HJATsSZ3lGXckCWMMZZ3FZyQAedQRBlF3JAHCYBgSTZcUBM6PkqU5xxQBgAIY0pYXFA9YlrJuAncUBios51r/BwQNdlP/rPu3BA0PCyMnqJcEDGXx6e5llwQDbPdrtNLXBAmluxCegDcEDZQoYP3LtvQFF6Qmkwd29AkJaBHj46b0CO0C0tdgVvQD5hMZNJ2W5Al4F2Tim2bkCPaudchpxuQBpVbrzRjG5ALnr1anyHbkAuevVqfIduQMGHsm18h25AwYeybXyHbkCsYiu/0YxuQCB4pF+GnG5AK48zUSm2bkDRbu6VSdluQCDe6i92BW9AIqQ+IT46b0Dlh/9rMHdvQG5QQxLcu29AZOIPC+gDcED/VdW8TS1wQI7mfJ/mWXBAmHcRNHqJcECg7J37z7twQCspLXev8HBAwBDKJ+AncUDhhn+OKWFxQBdvWCxTnHFA5KxfgiTZcUDQI6ARZRdyQF63JFvcVnJAFkv431GXckB7wiUhjdhyQBQBuJ9VGnNAY+q53HJcc0DwYTZZrJ5zQEBLOJbJ4HNA2InKFJIidEA9AfhVzWN0QPSUy9pCpHRAgyhQJLrjdEBvn5Cz+iF1QD3dlwnMXnVAc8Vwp/WZdUCUOyYOP9N1QCgjw75vCnZAtF9SOk8/dkC71N4BpXF2QMRlc5Y4oXZAVPYaedHNdkDwaeAqN/d2QB6kziwxHXdAYojw/4Y/d0BB+lAlAF53QETd+h1keHdA6xT5anqOd0C+hFaNCqB3QEMQHgbcrHdA/ZpaVra0d0BzCBf/YLd3QA==","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]},{"__ndarray__":"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","dtype":"float64","shape":[104]}]},"selected":{"id":"1101","type":"Selection"},"selection_policy":{"id":"1102","type":"UnionRenderers"}},"id":"1044","type":"ColumnDataSource"},{"attributes":{"fill_color":{"field":"index","transform":{"id":"1041","type":"CategoricalColorMapper"}},"size":{"units":"screen","value":10}},"id":"1046","type":"Circle"},{"attributes":{},"id":"1098","type":"UnionRenderers"},{"attributes":{},"id":"1102","type":"UnionRenderers"},{"attributes":{},"id":"1011","type":"LinearScale"},{"attributes":{"fill_color":{"value":"#1f77b4"},"size":{"units":"screen","value":10}},"id":"1048","type":"Circle"},{"attributes":{},"id":"1027","type":"ResetTool"},{"attributes":{"graph_layout":{"0":[7.5,22.60241792851777],"1":[7.5,329.7067627428678],"10":[992.5,234.23393315046297],"11":[992.5,72.17481360992261],"12":[992.5,84.23388940719914],"13":[992.5,94.23389201872641],"14":[992.5,20.057868253474215],"15":[992.5,174.23391291104323],"16":[992.5,244.23393706781928],"17":[992.5,184.2339155226676],"18":[992.5,104.23389463025694],"19":[992.5,114.23389724177844],"2":[7.5,423.6193448388367],"20":[992.5,124.2338998533271],"21":[992.5,134.233902464991],"22":[992.5,60.11573846556041],"23":[992.5,194.2339181342714],"24":[992.5,455.05680319825444],"25":[992.5,318.78566923415235],"26":[992.5,465.05680580977435],"27":[992.5,393.98479617803247],"28":[992.5,436.235385100504],"29":[992.5,406.02307995854187],"3":[992.5,204.2339213986607],"30":[992.5,417.4139676556518],"31":[992.5,498.38492836089847],"32":[992.5,480.91333191866295],"4":[992.5,214.2339253159676],"5":[992.5,224.2339292332264],"6":[992.5,50.115737159820654],"7":[992.5,144.2339050765841],"8":[992.5,154.23390768806445],"9":[992.5,164.23391029954232]}},"id":"1045","type":"StaticLayoutProvider"},{"attributes":{"source":{"id":"1044","type":"ColumnDataSource"}},"id":"1058","type":"CDSView"},{"attributes":{},"id":"1014","type":"BasicTicker"},{"attributes":{"bottom_units":"screen","fill_alpha":{"value":0.5},"fill_color":{"value":"lightgrey"},"left_units":"screen","level":"overlay","line_alpha":{"value":1.0},"line_color":{"value":"black"},"line_dash":[4,4],"line_width":{"value":2},"render_mode":"css","right_units":"screen","top_units":"screen"},"id":"1096","type":"BoxAnnotation"},{"attributes":{"callback":null,"data":{"text":["N","O","H","HNO","HNO2","HNO3","N*","NH","NH2","NH3","NH2OH","NO","NO2","NO3","N2","N2H2","NH2NO2","N2H4","N2O","N2O3","N2O4","N2O5","N3","N3H","HO2","H2O","H2O2","O*","OH","O2","O3","H*","H2"],"x":{"__ndarray__":"AAAAAADAMkAAAAAAAMAyQAAAAAAAwDJAAAAAAABej0AAAAAAAF6PQAAAAAAAXo9AAAAAAABej0AAAAAAAF6PQAAAAAAAXo9AAAAAAABej0AAAAAAAF6PQAAAAAAAXo9AAAAAAABej0AAAAAAAF6PQAAAAAAAXo9AAAAAAABej0AAAAAAAF6PQAAAAAAAXo9AAAAAAABej0AAAAAAAF6PQAAAAAAAXo9AAAAAAABej0AAAAAAAF6PQAAAAAAAXo9AAAAAAABej0AAAAAAAF6PQAAAAAAAXo9AAAAAAABej0AAAAAAAF6PQAAAAAAAXo9AAAAAAABej0AAAAAAAF6PQAAAAAAAXo9A","dtype":"float64","shape":[33]},"y":{"__ndarray__":"BYK1DziaNkBgKnPmTpt0QAA8ItboeXpAoqK6SHyHaUAyufFQfMdqQCXJKFl8B2xASi6qedAOSUCCyX8mfAdiQKLQ+St8R2NAa9dzMXyHZEAK1l9hfEdtQNpgbCUwC1JARrNGC/gOVUBszjoW+I5XQP0lMHTQDjRAX+HtNnzHZUBk85ZpfIduQEr8Zzx8B2dAeOouIfgOWkAIBCMs+I5cQBAlFzf4Dl9A4rIFIXzHYEBQPJ6E0A5OQGIU4kF8R2hA+mx4quhwfECGIucZkuxzQEJzNa3oEH1AAR6jucGfeEAWyiojxEN7QBYyF4leYHlABWqMnJ8WekDKFaSqKCZ/QM4Q7gGdDn5A","dtype":"float64","shape":[33]}},"selected":{"id":"1099","type":"Selection"},"selection_policy":{"id":"1100","type":"UnionRenderers"}},"id":"1085","type":"ColumnDataSource"},{"attributes":{"fill_alpha":{"value":0.2},"fill_color":{"field":"edge_color","transform":{"id":"1043","type":"CategoricalColorMapper"}},"line_alpha":{"value":0.2},"line_color":{"field":"edge_color","transform":{"id":"1043","type":"CategoricalColorMapper"}},"xs":{"field":"xs"},"ys":{"field":"ys"}},"id":"1070","type":"Patches"},{"attributes":{"factors":["N","O","H","HNO","HNO2","HNO3","N*","NH","NH2","NH3","NH2OH","NO","NO2","NO3","N2","N2H2","NH2NO2","N2H4","N2O","N2O3","N2O4","N2O5","N3","N3H","HO2","H2O","H2O2","O*","OH","O2","O3","H*","H2"],"palette":["#1f77b4","#aec7e8","#ff7f0e","#ffbb78","#2ca02c","#98df8a","#d62728","#ff9896","#9467bd","#c5b0d5","#8c564b","#c49c94","#e377c2","#f7b6d2","#7f7f7f","#c7c7c7","#bcbd22","#dbdb8d","#17becf","#9edae5","#1f77b4","#aec7e8","#ff7f0e","#ffbb78","#2ca02c","#98df8a","#d62728","#ff9896","#9467bd","#c5b0d5","#8c564b","#c49c94","#e377c2"]},"id":"1043","type":"CategoricalColorMapper"},{"attributes":{"fill_color":{"value":"#1f77b4"},"line_color":{"value":"#1f77b4"},"size":{"units":"screen","value":10}},"id":"1049","type":"Circle"},{"attributes":{},"id":"1073","type":"NodesAndLinkedEdges"},{"attributes":{"callback":null,"data":{"index":["N","O","H","HNO","HNO2","HNO3","N*","NH","NH2","NH3","NH2OH","NO","NO2","NO3","N2","N2H2","NH2NO2","N2H4","N2O","N2O3","N2O4","N2O5","N3","N3H","HO2","H2O","H2O2","O*","OH","O2","O3","H*","H2"],"x0":[0,0,0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0,985.0],"x1":[15,15,15,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0,1000.0],"y0":[1.5150000244866908,289.9523590764073,379.46116640932826,204.2339194400128,214.23392335730858,224.23392727462664,50.11573650694831,144.2339037708427,154.23390638232553,164.23390899380337,234.23393119182617,70.11573911842783,84.23388810141739,94.2338907129809,1.199040866595169e-13,174.23391160528126,244.23393510909978,184.2339142168052,104.23389332447192,114.23389593604196,124.23389854751491,134.2339011591393,60.115737812693,194.23391682852997,455.05680189248915,254.2339390265388,465.05680450401974,393.33739944176597,427.4139683085188,404.63219291429897,417.4139670027848,496.76985672179694,475.05680711552895],"y1":[43.68983583254885,369.46116640932826,467.77752326834513,204.23392335730858,214.23392727462664,224.23393119182617,50.115737812693,144.23390638232553,154.23390899380337,164.23391160528126,234.23393510909978,74.23388810141739,84.2338907129809,94.23389332447192,40.11573650694831,174.2339142168052,244.2339390265388,184.23391682852997,104.23389593604196,114.23389854751491,124.2339011591393,134.2339037708427,60.115739118427825,194.2339194400128,455.05680450401974,383.33739944176597,465.05680711552895,394.63219291429897,445.05680189248915,407.4139670027848,417.4139683085188,500.0,486.76985672179694]},"selected":{"id":"1097","type":"Selection"},"selection_policy":{"id":"1098","type":"UnionRenderers"}},"id":"1042","type":"ColumnDataSource"},{"attributes":{"fill_alpha":{"value":0.9},"fill_color":{"field":"edge_color","transform":{"id":"1043","type":"CategoricalColorMapper"}},"line_alpha":{"value":0.9},"line_color":{"field":"edge_color","transform":{"id":"1043","type":"CategoricalColorMapper"}},"xs":{"field":"xs"},"ys":{"field":"ys"}},"id":"1071","type":"Patches"},{"attributes":{},"id":"1039","type":"BasicTickFormatter"},{"attributes":{"text_baseline":"middle","text_color":{"value":"black"},"text_font_size":{"value":"8pt"},"x":{"field":"x"},"y":{"field":"y"}},"id":"1087","type":"Text"},{"attributes":{"fill_alpha":{"value":0.6},"fill_color":{"field":"edge_color","transform":{"id":"1043","type":"CategoricalColorMapper"}},"line_color":{"field":"edge_color","transform":{"id":"1043","type":"CategoricalColorMapper"}},"xs":{"field":"xs"},"ys":{"field":"ys"}},"id":"1069","type":"Patches"},{"attributes":{},"id":"1097","type":"Selection"},{"attributes":{"factors":["N","O","H","HNO","HNO2","HNO3","N*","NH","NH2","NH3","NH2OH","NO","NO2","NO3","N2","N2H2","NH2NO2","N2H4","N2O","N2O3","N2O4","N2O5","N3","N3H","HO2","H2O","H2O2","O*","OH","O2","O3","H*","H2"],"palette":["#1f77b4","#aec7e8","#ff7f0e","#ffbb78","#2ca02c","#98df8a","#d62728","#ff9896","#9467bd","#c5b0d5","#8c564b","#c49c94","#e377c2","#f7b6d2","#7f7f7f","#c7c7c7","#bcbd22","#dbdb8d","#17becf","#9edae5","#1f77b4","#aec7e8","#ff7f0e","#ffbb78","#2ca02c","#98df8a","#d62728","#ff9896","#9467bd","#c5b0d5","#8c564b","#c49c94","#e377c2"]},"id":"1041","type":"CategoricalColorMapper"},{"attributes":{"text":"","text_color":{"value":"black"},"text_font_size":{"value":"12pt"}},"id":"1005","type":"Title"},{"attributes":{"bottom":{"field":"y0"},"fill_color":{"field":"index","transform":{"id":"1041","type":"CategoricalColorMapper"}},"left":{"field":"x0"},"right":{"field":"x1"},"top":{"field":"y1"}},"id":"1079","type":"Quad"},{"attributes":{"data_source":{"id":"1044","type":"ColumnDataSource"},"glyph":{"id":"1068","type":"Patches"},"hover_glyph":{"id":"1071","type":"Patches"},"muted_glyph":{"id":"1072","type":"Patches"},"nonselection_glyph":{"id":"1070","type":"Patches"},"selection_glyph":{"id":"1069","type":"Patches"},"view":{"id":"1058","type":"CDSView"}},"id":"1057","type":"GlyphRenderer"},{"attributes":{"bottom":{"field":"y0"},"fill_alpha":{"value":0.2},"fill_color":{"field":"index","transform":{"id":"1041","type":"CategoricalColorMapper"}},"left":{"field":"x0"},"line_alpha":{"value":0.2},"line_color":{"value":"#1f77b4"},"right":{"field":"x1"},"top":{"field":"y1"}},"id":"1080","type":"Quad"},{"attributes":{"bottom":{"field":"y0"},"fill_color":{"value":"#1f77b4"},"left":{"field":"x0"},"right":{"field":"x1"},"top":{"field":"y1"}},"id":"1081","type":"Quad"},{"attributes":{"callback":null,"end":1238.75,"reset_end":1238.75,"reset_start":-41.75,"start":-41.75,"tags":[[["x","x",null]]]},"id":"1001","type":"Range1d"},{"attributes":{"bottom":{"field":"y0"},"fill_color":{"value":"#1f77b4"},"left":{"field":"x0"},"line_color":{"value":"#1f77b4"},"right":{"field":"x1"},"top":{"field":"y1"}},"id":"1082","type":"Quad"},{"attributes":{"dimension":1,"grid_line_color":null,"ticker":{"id":"1019","type":"BasicTicker"}},"id":"1022","type":"Grid"},{"attributes":{"data_source":{"id":"1042","type":"ColumnDataSource"},"glyph":{"id":"1079","type":"Quad"},"hover_glyph":{"id":"1082","type":"Quad"},"muted_glyph":null,"nonselection_glyph":{"id":"1080","type":"Quad"},"selection_glyph":{"id":"1081","type":"Quad"},"view":{"id":"1051","type":"CDSView"}},"id":"1083","type":"GlyphRenderer"},{"attributes":{},"id":"1037","type":"BasicTickFormatter"},{"attributes":{"active_drag":"auto","active_inspect":"auto","active_multi":null,"active_scroll":"auto","active_tap":"auto","tools":[{"id":"1003","type":"HoverTool"},{"id":"1023","type":"SaveTool"},{"id":"1024","type":"PanTool"},{"id":"1025","type":"WheelZoomTool"},{"id":"1026","type":"BoxZoomTool"},{"id":"1027","type":"ResetTool"},{"id":"1028","type":"TapTool"}]},"id":"1029","type":"Toolbar"},{"attributes":{"axis_label":"","bounds":"auto","formatter":{"id":"1039","type":"BasicTickFormatter"},"major_label_orientation":"horizontal","ticker":{"id":"1019","type":"BasicTicker"},"visible":false},"id":"1018","type":"LinearAxis"},{"attributes":{"fill_alpha":{"value":0.6},"fill_color":{"field":"edge_color","transform":{"id":"1043","type":"CategoricalColorMapper"}},"line_color":{"field":"edge_color","transform":{"id":"1043","type":"CategoricalColorMapper"}},"xs":{"field":"xs"},"ys":{"field":"ys"}},"id":"1072","type":"Patches"},{"attributes":{},"id":"1100","type":"UnionRenderers"},{"attributes":{"axis_label":"part","bounds":"auto","formatter":{"id":"1037","type":"BasicTickFormatter"},"major_label_orientation":"horizontal","ticker":{"id":"1014","type":"BasicTicker"},"visible":false},"id":"1013","type":"LinearAxis"},{"attributes":{"callback":null},"id":"1028","type":"TapTool"},{"attributes":{"fill_alpha":{"value":0.2},"fill_color":{"field":"index","transform":{"id":"1041","type":"CategoricalColorMapper"}},"line_alpha":{"value":0.2},"line_color":{"value":"#1f77b4"},"size":{"units":"screen","value":10}},"id":"1047","type":"Circle"},{"attributes":{"callback":null,"renderers":[{"id":"1059","type":"GraphRenderer"}],"tags":["hv_created"],"tooltips":[["elements","@{elements}"],["species","@{species}"],["values","@{values}"]]},"id":"1003","type":"HoverTool"},{"attributes":{"data_source":{"id":"1042","type":"ColumnDataSource"},"glyph":{"id":"1046","type":"Circle"},"hover_glyph":{"id":"1049","type":"Circle"},"muted_glyph":null,"nonselection_glyph":{"id":"1047","type":"Circle"},"selection_glyph":{"id":"1048","type":"Circle"},"view":{"id":"1051","type":"CDSView"}},"id":"1050","type":"GlyphRenderer"},{"attributes":{},"id":"1101","type":"Selection"},{"attributes":{"callback":null,"end":524.9999999999999,"reset_end":524.9999999999999,"reset_start":-24.999999999999872,"start":-24.999999999999872,"tags":[[["y","y",null]]]},"id":"1002","type":"Range1d"},{"attributes":{},"id":"1019","type":"BasicTicker"},{"attributes":{"source":{"id":"1042","type":"ColumnDataSource"}},"id":"1051","type":"CDSView"},{"attributes":{"source":{"id":"1085","type":"ColumnDataSource"}},"id":"1090","type":"CDSView"},{"attributes":{"grid_line_color":null,"ticker":{"id":"1014","type":"BasicTicker"}},"id":"1017","type":"Grid"},{"attributes":{"fill_alpha":{"value":0.6},"fill_color":{"field":"edge_color","transform":{"id":"1043","type":"CategoricalColorMapper"}},"line_color":{"field":"edge_color","transform":{"id":"1043","type":"CategoricalColorMapper"}},"xs":{"field":"xs"},"ys":{"field":"ys"}},"id":"1068","type":"Patches"}],"root_ids":["1004"]},"title":"Bokeh Application","version":"1.4.0"}};
  var render_items = [{"docid":"170f5f35-22d1-4e45-a1a2-88d75064dfdd","roots":{"1004":"34d1d3ef-d8d4-4647-a162-dc4d0fe76cc5"}}];
  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);

  }
  if (root.Bokeh !== undefined) {
    embed_document(root);
  } else {
    var attempts = 0;
    var timer = setInterval(function(root) {
      if (root.Bokeh !== undefined) {
        clearInterval(timer);
        embed_document(root);
      } else {
        attempts++;
        if (attempts > 100) {
          clearInterval(timer);
          console.log("Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing");
        }
      }
    }, 10, root)
  }
})(window);
</script>
</div>