{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exercise 4.1: Long-term trends in hybridization of Darwin finches\n",
    "\n",
    "<hr>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[Peter and Rosemary Grant](https://en.wikipedia.org/wiki/Peter_and_Rosemary_Grant) have been working on the Galápagos island of Daphne Major for over forty years.  During this time, they have collected lots and lots of data about physiological features of finches.  In 2014, they published a book with a summary of some of their major results (Grant P. R., Grant B. R., *40 years of evolution. Darwin's finches on Daphne Major Island*, Princeton University Press, 2014). They made their data from the book publicly available via the [Dryad Digital Repository](http://dx.doi.org/10.5061/dryad.g6g3h).\n",
    "\n",
    "We will investigate their measurements of beak depth (the distance, top to bottom, of a closed beak) and beak length (base to tip on the top) of Darwin's finches.  We will look at data from two species, *Geospiza fortis* and *Geospiza scandens*.  The Grants provided data on the finches of Daphne for the years 1973, 1975, 1987, 1991, and 2012.  I have included the data in the files `grant_1973.csv`, `grant_1975.csv`, `grant_1987.csv`, `grant_1991.csv`, and  `grant_2012.csv`. They are in almost exactly the same format is in the Dryad repository; I have only deleted blank entries at the end of the files.\n",
    "\n",
    "**Note**: If you want to skip the wrangling (which is very valuable experience), you can go directly to part (d). You can load in the data frame you generate in parts (a) through (c) from the file `~/git/bootcamp/data/grant_complete.csv`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**a)** Load each of the files into separate Pandas data frames.  You might want to inspect the file first to make sure you know what character the comments start with and if there is a header row."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**b)** We would like to merge these all into one data frame.  The problem is that they have different header names, and only the 1973 file has a year entry (called `yearband`).  This is common with real data.  It is often a bit messy and requires some wrangling.  \n",
    "\n",
    "1. First, change the name of the `yearband` column of the 1973 data to `year`.  Also, make sure the year format is four digits, not two!  \n",
    "2. Next, add a `year` column to the other four data frames.  You want tidy data, so each row in the data frame should have an entry for the year.\n",
    "3. Change the column names so that all the data frames have the same column names.  I would choose column names\n",
    "\n",
    "    `['band', 'species', 'beak length (mm)', 'beak depth (mm)', 'year']`\n",
    "\n",
    "4. Concatenate the data frames into a single data frame. Be careful with indices! If you use `pd.concat()`, you will need to use the `ignore_index=True` kwarg. You might also need to use the `axis` kwarg."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**c)** The `band` field gives the number of the band on the bird's leg that was used to tag it. Are some birds counted twice? Are they counted twice in the same year? Do you think you should drop duplicate birds from the same year? How about different years? My opinion is that you should drop duplicate birds from the same year and keep the others, but I would be open to discussion on that. To practice your Pandas skills, though, let's delete only duplicate birds from the same year from the data frame. When you have made this data frame, save it as a CSV file.\n",
    "\n",
    "*Hint*: The data frame methods `duplicated()` and `drop_duplicates()` will be useful.\n",
    "\n",
    "After doing this work, it is worth saving your tidy data frame in a CSV document. To this using the `to_csv()` method of your data frame. Since the indices are uninformative, you should use the `index=False` kwarg. (I have already done this and saved it as `~/git/bootcamp/data/grant_complete.csv`, which will help you do the rest of the exercise if you have problems with this part.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**d)** Make a plots exploring how beak depth changes over time for each species. Think about what might be effective ways to display the data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**e)** It is informative to plot the measurement of each bird's beak as a point in the beak depth-beak length plane.  For the 1987 data, plot beak depth vs. beak width for *Geospiza fortis* and for *Geospiza scandens*. The function you wrote in [Exercise 3.5](exercise_3.5.ipynb) will be useful to do this."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**f)** Do part (d) again for all years. _Hint_: To display all of the plots, check out the [Bokeh documentation for layouts](https://bokeh.pydata.org/en/latest/docs/user_guide/layout.html). In your plots, make sure all plots have the same range on the axes. If you want to set two plots, say `p1` and `p2` to have the same axis ranges, you can do the following.\n",
    "\n",
    "```python\n",
    "p1.x_range = p2.x_range\n",
    "p1.y_range = p2.y_range\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<br />"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Solution\n",
    "\n",
    "<hr>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <div class=\"bk-root\">\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-logo bk-logo-small bk-logo-notebook\"></a>\n",
       "        <span id=\"1002\">Loading BokehJS ...</span>\n",
       "    </div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "\n",
       "(function(root) {\n",
       "  function now() {\n",
       "    return new Date();\n",
       "  }\n",
       "\n",
       "  const force = true;\n",
       "\n",
       "  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n",
       "    root._bokeh_onload_callbacks = [];\n",
       "    root._bokeh_is_loading = undefined;\n",
       "  }\n",
       "\n",
       "  const JS_MIME_TYPE = 'application/javascript';\n",
       "  const HTML_MIME_TYPE = 'text/html';\n",
       "  const EXEC_MIME_TYPE = 'application/vnd.bokehjs_exec.v0+json';\n",
       "  const CLASS_NAME = 'output_bokeh rendered_html';\n",
       "\n",
       "  /**\n",
       "   * Render data to the DOM node\n",
       "   */\n",
       "  function render(props, node) {\n",
       "    const script = document.createElement(\"script\");\n",
       "    node.appendChild(script);\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when an output is cleared or removed\n",
       "   */\n",
       "  function handleClearOutput(event, handle) {\n",
       "    const cell = handle.cell;\n",
       "\n",
       "    const id = cell.output_area._bokeh_element_id;\n",
       "    const server_id = cell.output_area._bokeh_server_id;\n",
       "    // Clean up Bokeh references\n",
       "    if (id != null && id in Bokeh.index) {\n",
       "      Bokeh.index[id].model.document.clear();\n",
       "      delete Bokeh.index[id];\n",
       "    }\n",
       "\n",
       "    if (server_id !== undefined) {\n",
       "      // Clean up Bokeh references\n",
       "      const cmd_clean = \"from bokeh.io.state import curstate; print(curstate().uuid_to_server['\" + server_id + \"'].get_sessions()[0].document.roots[0]._id)\";\n",
       "      cell.notebook.kernel.execute(cmd_clean, {\n",
       "        iopub: {\n",
       "          output: function(msg) {\n",
       "            const id = msg.content.text.trim();\n",
       "            if (id in Bokeh.index) {\n",
       "              Bokeh.index[id].model.document.clear();\n",
       "              delete Bokeh.index[id];\n",
       "            }\n",
       "          }\n",
       "        }\n",
       "      });\n",
       "      // Destroy server and session\n",
       "      const cmd_destroy = \"import bokeh.io.notebook as ion; ion.destroy_server('\" + server_id + \"')\";\n",
       "      cell.notebook.kernel.execute(cmd_destroy);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  /**\n",
       "   * Handle when a new output is added\n",
       "   */\n",
       "  function handleAddOutput(event, handle) {\n",
       "    const output_area = handle.output_area;\n",
       "    const output = handle.output;\n",
       "\n",
       "    // limit handleAddOutput to display_data with EXEC_MIME_TYPE content only\n",
       "    if ((output.output_type != \"display_data\") || (!Object.prototype.hasOwnProperty.call(output.data, EXEC_MIME_TYPE))) {\n",
       "      return\n",
       "    }\n",
       "\n",
       "    const toinsert = output_area.element.find(\".\" + CLASS_NAME.split(' ')[0]);\n",
       "\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"id\"] !== undefined) {\n",
       "      toinsert[toinsert.length - 1].firstChild.textContent = output.data[JS_MIME_TYPE];\n",
       "      // store reference to embed id on output_area\n",
       "      output_area._bokeh_element_id = output.metadata[EXEC_MIME_TYPE][\"id\"];\n",
       "    }\n",
       "    if (output.metadata[EXEC_MIME_TYPE][\"server_id\"] !== undefined) {\n",
       "      const bk_div = document.createElement(\"div\");\n",
       "      bk_div.innerHTML = output.data[HTML_MIME_TYPE];\n",
       "      const script_attrs = bk_div.children[0].attributes;\n",
       "      for (let i = 0; i < script_attrs.length; i++) {\n",
       "        toinsert[toinsert.length - 1].firstChild.setAttribute(script_attrs[i].name, script_attrs[i].value);\n",
       "        toinsert[toinsert.length - 1].firstChild.textContent = bk_div.children[0].textContent\n",
       "      }\n",
       "      // store reference to server id on output_area\n",
       "      output_area._bokeh_server_id = output.metadata[EXEC_MIME_TYPE][\"server_id\"];\n",
       "    }\n",
       "  }\n",
       "\n",
       "  function register_renderer(events, OutputArea) {\n",
       "\n",
       "    function append_mime(data, metadata, element) {\n",
       "      // create a DOM node to render to\n",
       "      const toinsert = this.create_output_subarea(\n",
       "        metadata,\n",
       "        CLASS_NAME,\n",
       "        EXEC_MIME_TYPE\n",
       "      );\n",
       "      this.keyboard_manager.register_events(toinsert);\n",
       "      // Render to node\n",
       "      const props = {data: data, metadata: metadata[EXEC_MIME_TYPE]};\n",
       "      render(props, toinsert[toinsert.length - 1]);\n",
       "      element.append(toinsert);\n",
       "      return toinsert\n",
       "    }\n",
       "\n",
       "    /* Handle when an output is cleared or removed */\n",
       "    events.on('clear_output.CodeCell', handleClearOutput);\n",
       "    events.on('delete.Cell', handleClearOutput);\n",
       "\n",
       "    /* Handle when a new output is added */\n",
       "    events.on('output_added.OutputArea', handleAddOutput);\n",
       "\n",
       "    /**\n",
       "     * Register the mime type and append_mime function with output_area\n",
       "     */\n",
       "    OutputArea.prototype.register_mime_type(EXEC_MIME_TYPE, append_mime, {\n",
       "      /* Is output safe? */\n",
       "      safe: true,\n",
       "      /* Index of renderer in `output_area.display_order` */\n",
       "      index: 0\n",
       "    });\n",
       "  }\n",
       "\n",
       "  // register the mime type if in Jupyter Notebook environment and previously unregistered\n",
       "  if (root.Jupyter !== undefined) {\n",
       "    const events = require('base/js/events');\n",
       "    const OutputArea = require('notebook/js/outputarea').OutputArea;\n",
       "\n",
       "    if (OutputArea.prototype.mime_types().indexOf(EXEC_MIME_TYPE) == -1) {\n",
       "      register_renderer(events, OutputArea);\n",
       "    }\n",
       "  }\n",
       "\n",
       "  \n",
       "  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n",
       "    root._bokeh_timeout = Date.now() + 5000;\n",
       "    root._bokeh_failed_load = false;\n",
       "  }\n",
       "\n",
       "  const NB_LOAD_WARNING = {'data': {'text/html':\n",
       "     \"<div style='background-color: #fdd'>\\n\"+\n",
       "     \"<p>\\n\"+\n",
       "     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n",
       "     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n",
       "     \"</p>\\n\"+\n",
       "     \"<ul>\\n\"+\n",
       "     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n",
       "     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n",
       "     \"</ul>\\n\"+\n",
       "     \"<code>\\n\"+\n",
       "     \"from bokeh.resources import INLINE\\n\"+\n",
       "     \"output_notebook(resources=INLINE)\\n\"+\n",
       "     \"</code>\\n\"+\n",
       "     \"</div>\"}};\n",
       "\n",
       "  function display_loaded() {\n",
       "    const el = document.getElementById(\"1002\");\n",
       "    if (el != null) {\n",
       "      el.textContent = \"BokehJS is loading...\";\n",
       "    }\n",
       "    if (root.Bokeh !== undefined) {\n",
       "      if (el != null) {\n",
       "        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n",
       "      }\n",
       "    } else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(display_loaded, 100)\n",
       "    }\n",
       "  }\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, callback) {\n",
       "    if (css_urls == null) css_urls = [];\n",
       "    if (js_urls == null) js_urls = [];\n",
       "\n",
       "    root._bokeh_onload_callbacks.push(callback);\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 == null || js_urls.length === 0) {\n",
       "      run_callbacks();\n",
       "      return null;\n",
       "    }\n",
       "    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n",
       "    root._bokeh_is_loading = css_urls.length + js_urls.length;\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",
       "\n",
       "    function on_error(url) {\n",
       "      console.error(\"failed to load \" + url);\n",
       "    }\n",
       "\n",
       "    for (let i = 0; i < css_urls.length; i++) {\n",
       "      const url = css_urls[i];\n",
       "      const element = document.createElement(\"link\");\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\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",
       "    }\n",
       "\n",
       "    for (let i = 0; i < js_urls.length; i++) {\n",
       "      const url = js_urls[i];\n",
       "      const element = document.createElement('script');\n",
       "      element.onload = on_load;\n",
       "      element.onerror = on_error.bind(null, url);\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",
       "  };\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",
       "  \n",
       "  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n",
       "  const css_urls = [];\n",
       "  \n",
       "\n",
       "  const inline_js = [\n",
       "    function(Bokeh) {\n",
       "      Bokeh.set_log_level(\"info\");\n",
       "    },\n",
       "    function(Bokeh) {\n",
       "    \n",
       "    \n",
       "    }\n",
       "  ];\n",
       "\n",
       "  function run_inline_js() {\n",
       "    \n",
       "    if (root.Bokeh !== undefined || force === true) {\n",
       "      \n",
       "    for (let i = 0; i < inline_js.length; i++) {\n",
       "      inline_js[i].call(root, root.Bokeh);\n",
       "    }\n",
       "    if (force === true) {\n",
       "        display_loaded();\n",
       "      }} else if (Date.now() < root._bokeh_timeout) {\n",
       "      setTimeout(run_inline_js, 100);\n",
       "    } else if (!root._bokeh_failed_load) {\n",
       "      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n",
       "      root._bokeh_failed_load = true;\n",
       "    } else if (force !== true) {\n",
       "      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n",
       "      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n",
       "    }\n",
       "\n",
       "  }\n",
       "\n",
       "  if (root._bokeh_is_loading === 0) {\n",
       "    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n",
       "    run_inline_js();\n",
       "  } else {\n",
       "    load_libs(css_urls, js_urls, function() {\n",
       "      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n",
       "      run_inline_js();\n",
       "    });\n",
       "  }\n",
       "}(window));"
      ],
      "application/vnd.bokehjs_load.v0+json": "\n(function(root) {\n  function now() {\n    return new Date();\n  }\n\n  const force = true;\n\n  if (typeof root._bokeh_onload_callbacks === \"undefined\" || force === true) {\n    root._bokeh_onload_callbacks = [];\n    root._bokeh_is_loading = undefined;\n  }\n\n  \n\n  \n  if (typeof (root._bokeh_timeout) === \"undefined\" || force === true) {\n    root._bokeh_timeout = Date.now() + 5000;\n    root._bokeh_failed_load = false;\n  }\n\n  const NB_LOAD_WARNING = {'data': {'text/html':\n     \"<div style='background-color: #fdd'>\\n\"+\n     \"<p>\\n\"+\n     \"BokehJS does not appear to have successfully loaded. If loading BokehJS from CDN, this \\n\"+\n     \"may be due to a slow or bad network connection. Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    const el = document.getElementById(\"1002\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\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, callback) {\n    if (css_urls == null) css_urls = [];\n    if (js_urls == null) js_urls = [];\n\n    root._bokeh_onload_callbacks.push(callback);\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 == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.debug(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = css_urls.length + js_urls.length;\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\n    function on_error(url) {\n      console.error(\"failed to load \" + url);\n    }\n\n    for (let i = 0; i < css_urls.length; i++) {\n      const url = css_urls[i];\n      const element = document.createElement(\"link\");\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\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    }\n\n    for (let i = 0; i < js_urls.length; i++) {\n      const url = js_urls[i];\n      const element = document.createElement('script');\n      element.onload = on_load;\n      element.onerror = on_error.bind(null, url);\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  };\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  \n  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-2.4.2.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-2.4.2.min.js\"];\n  const css_urls = [];\n  \n\n  const inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    function(Bokeh) {\n    \n    \n    }\n  ];\n\n  function run_inline_js() {\n    \n    if (root.Bokeh !== undefined || force === true) {\n      \n    for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\n    if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      const cell = $(document.getElementById(\"1002\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.debug(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(css_urls, js_urls, function() {\n      console.debug(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import glob\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "import iqplot\n",
    "import colorcet\n",
    "\n",
    "import bokeh.io\n",
    "import bokeh.plotting\n",
    "\n",
    "bokeh.io.output_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Upon inspecting the files, we see that the comment character is, as usual, `#`. There is also a header row in each file, as the first row, so they files are pretty standard. It is important to note that not all of the column headings are the same, but the units of length in the measurements is millimeters. Let's go ahead and load them in!  We will load them into a list. I will use the `glob` module to load in all the `csv` files with the substring `'grant'`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get list of CSV files\n",
    "csv_list = glob.glob('data/grant*19*.csv') + glob.glob('data/grant*20*.csv')\n",
    "\n",
    "# Sort the list so we keep the years in order\n",
    "csv_list.sort()\n",
    "\n",
    "# Initialize list of DataFrames\n",
    "df_list = []\n",
    "\n",
    "# Load in each sequentially.\n",
    "for csv_file in csv_list:\n",
    "    # Read in DataFrame\n",
    "    df = pd.read_csv(csv_file, comment='#')\n",
    "    \n",
    "    # Place in list\n",
    "    df_list.append(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take a quick look at the first entry in the list, just to make sure it loaded ok."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>band</th>\n",
       "      <th>species</th>\n",
       "      <th>yearband</th>\n",
       "      <th>beak length</th>\n",
       "      <th>beak depth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20123</td>\n",
       "      <td>fortis</td>\n",
       "      <td>73</td>\n",
       "      <td>9.25</td>\n",
       "      <td>8.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20126</td>\n",
       "      <td>fortis</td>\n",
       "      <td>73</td>\n",
       "      <td>11.35</td>\n",
       "      <td>10.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20128</td>\n",
       "      <td>fortis</td>\n",
       "      <td>73</td>\n",
       "      <td>10.15</td>\n",
       "      <td>9.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20129</td>\n",
       "      <td>fortis</td>\n",
       "      <td>73</td>\n",
       "      <td>9.95</td>\n",
       "      <td>8.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20133</td>\n",
       "      <td>fortis</td>\n",
       "      <td>73</td>\n",
       "      <td>11.55</td>\n",
       "      <td>10.15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    band species  yearband  beak length  beak depth\n",
       "0  20123  fortis        73         9.25        8.05\n",
       "1  20126  fortis        73        11.35       10.45\n",
       "2  20128  fortis        73        10.15        9.55\n",
       "3  20129  fortis        73         9.95        8.75\n",
       "4  20133  fortis        73        11.55       10.15"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_list[0].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks good!\n",
    "\n",
    "**b)** Before moving on, we need to know what year is associated with each data frame. Fortunately, we sorted the list of CSV files, we have the years in order. We can extract the year from the file names."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize years\n",
    "years = []\n",
    "for csv_file in csv_list:\n",
    "    years.append(int(csv_file[-8:-4]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check to make sure we got them, and sort them so we know the order."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1973, 1975, 1987, 1991, 2012]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "years"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks good.  Now, we'll proceed with the steps we need to take to clean things up.  First, we'll change the `'yearband'` column in the data frame from 1973 to `'year'`, and change its year from `73` to `1973`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>band</th>\n",
       "      <th>species</th>\n",
       "      <th>year</th>\n",
       "      <th>beak length</th>\n",
       "      <th>beak depth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20123</td>\n",
       "      <td>fortis</td>\n",
       "      <td>1973</td>\n",
       "      <td>9.25</td>\n",
       "      <td>8.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20126</td>\n",
       "      <td>fortis</td>\n",
       "      <td>1973</td>\n",
       "      <td>11.35</td>\n",
       "      <td>10.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20128</td>\n",
       "      <td>fortis</td>\n",
       "      <td>1973</td>\n",
       "      <td>10.15</td>\n",
       "      <td>9.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20129</td>\n",
       "      <td>fortis</td>\n",
       "      <td>1973</td>\n",
       "      <td>9.95</td>\n",
       "      <td>8.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20133</td>\n",
       "      <td>fortis</td>\n",
       "      <td>1973</td>\n",
       "      <td>11.55</td>\n",
       "      <td>10.15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    band species  year  beak length  beak depth\n",
       "0  20123  fortis  1973         9.25        8.05\n",
       "1  20126  fortis  1973        11.35       10.45\n",
       "2  20128  fortis  1973        10.15        9.55\n",
       "3  20129  fortis  1973         9.95        8.75\n",
       "4  20133  fortis  1973        11.55       10.15"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rename to year\n",
    "df_list[0] = df_list[0].rename(columns={'yearband': 'year'})\n",
    "\n",
    "# No worries about Y2K\n",
    "df_list[0]['year'] += 1900\n",
    "\n",
    "# Check it out\n",
    "df_list[0].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Great! Let's proceed to add a `year` column to all of the other data frames. As we do it, we'll just reassign the 1973 year in that data frame, but that's no big deal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i, df in enumerate(df_list):\n",
    "    df_list[i]['year'] = years[i]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check one to make sure it makes sense."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>band</th>\n",
       "      <th>species</th>\n",
       "      <th>blength</th>\n",
       "      <th>bdepth</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2639</td>\n",
       "      <td>fortis</td>\n",
       "      <td>10.30</td>\n",
       "      <td>8.95</td>\n",
       "      <td>1991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2666</td>\n",
       "      <td>fortis</td>\n",
       "      <td>12.81</td>\n",
       "      <td>9.30</td>\n",
       "      <td>1991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2753</td>\n",
       "      <td>fortis</td>\n",
       "      <td>10.89</td>\n",
       "      <td>10.35</td>\n",
       "      <td>1991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2776</td>\n",
       "      <td>fortis</td>\n",
       "      <td>11.30</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4229</td>\n",
       "      <td>fortis</td>\n",
       "      <td>10.05</td>\n",
       "      <td>8.62</td>\n",
       "      <td>1991</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   band species  blength  bdepth  year\n",
       "0  2639  fortis    10.30    8.95  1991\n",
       "1  2666  fortis    12.81    9.30  1991\n",
       "2  2753  fortis    10.89   10.35  1991\n",
       "3  2776  fortis    11.30   10.00  1991\n",
       "4  4229  fortis    10.05    8.62  1991"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_list[3].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looks good. Now, we need to change the column names so they are all the same for the respective data frames. We have few enough data frames that we could do that by hand, but it is more instructive (and re-usable) if we automate it.  We will write a function to rename the columns. It first sniffs out which column should be `'band'`, which should be `'species'`, and so on. We can do this with Pandas's convenient `.str` methods, which enable us to use string methods on many entries at once. This is perhaps best seen by example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['band', 'species', 'blength', 'bdepth', 'year'], dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Choose a DataFrame to try it on.\n",
    "df = df_list[3]\n",
    "\n",
    "# Look at the columns\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, if we are interested in the beak length column, we want to find a column heading that contains `'len'`, since pretty much anything that is about beak length would have the substring. We can use the convenient `str.contains()` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([False, False,  True, False, False])"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# See which column had 'len' in it\n",
    "df.columns.str.contains('len')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can slice out the column heading that has `'len'` in it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['blength'], dtype='object')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns[df.columns.str.contains('len')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we just want the string, so we do"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'blength'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns[df.columns.str.contains('len')][0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll use this to identify the current column headings and then change them to what we want."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rename_cols(df):\n",
    "    \"\"\"Rename columns so all DataFrames have same column headings.\"\"\"\n",
    "    # Sniff out the key names from names that are close\n",
    "    band_key = df.columns[df.columns.str.contains(\"and\")][0]\n",
    "    species_key = df.columns[df.columns.str.contains(\"ecies\")][0]\n",
    "    length_key = df.columns[df.columns.str.contains(\"len\")][0]\n",
    "    depth_key = df.columns[df.columns.str.contains(\"dep\")][0]\n",
    "    year_key = df.columns[df.columns.str.contains(\"year\")][0]\n",
    "\n",
    "    # Rename the columns using renaming dictionary\n",
    "    return df.rename(\n",
    "        columns={\n",
    "            band_key: \"band\",\n",
    "            species_key: \"species\",\n",
    "            depth_key: \"beak depth (mm)\",\n",
    "            length_key: \"beak length (mm)\",\n",
    "            year_key: \"year\",\n",
    "        }\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can loop through the data frames and rename the columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>band</th>\n",
       "      <th>species</th>\n",
       "      <th>beak length (mm)</th>\n",
       "      <th>beak depth (mm)</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2639</td>\n",
       "      <td>fortis</td>\n",
       "      <td>10.30</td>\n",
       "      <td>8.95</td>\n",
       "      <td>1991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2666</td>\n",
       "      <td>fortis</td>\n",
       "      <td>12.81</td>\n",
       "      <td>9.30</td>\n",
       "      <td>1991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2753</td>\n",
       "      <td>fortis</td>\n",
       "      <td>10.89</td>\n",
       "      <td>10.35</td>\n",
       "      <td>1991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2776</td>\n",
       "      <td>fortis</td>\n",
       "      <td>11.30</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4229</td>\n",
       "      <td>fortis</td>\n",
       "      <td>10.05</td>\n",
       "      <td>8.62</td>\n",
       "      <td>1991</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   band species  beak length (mm)  beak depth (mm)  year\n",
       "0  2639  fortis             10.30             8.95  1991\n",
       "1  2666  fortis             12.81             9.30  1991\n",
       "2  2753  fortis             10.89            10.35  1991\n",
       "3  2776  fortis             11.30            10.00  1991\n",
       "4  4229  fortis             10.05             8.62  1991"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for i, df in enumerate(df_list):\n",
    "    df_list[i] = rename_cols(df)\n",
    "    \n",
    "# Check the result\n",
    "df_list[3].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we do the concatenation using `pd.concat()`. We want to ignore the indices because they are not important identifiers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>band</th>\n",
       "      <th>beak depth (mm)</th>\n",
       "      <th>beak length (mm)</th>\n",
       "      <th>species</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20123</td>\n",
       "      <td>8.05</td>\n",
       "      <td>9.25</td>\n",
       "      <td>fortis</td>\n",
       "      <td>1973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20126</td>\n",
       "      <td>10.45</td>\n",
       "      <td>11.35</td>\n",
       "      <td>fortis</td>\n",
       "      <td>1973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20128</td>\n",
       "      <td>9.55</td>\n",
       "      <td>10.15</td>\n",
       "      <td>fortis</td>\n",
       "      <td>1973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20129</td>\n",
       "      <td>8.75</td>\n",
       "      <td>9.95</td>\n",
       "      <td>fortis</td>\n",
       "      <td>1973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20133</td>\n",
       "      <td>10.15</td>\n",
       "      <td>11.55</td>\n",
       "      <td>fortis</td>\n",
       "      <td>1973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2299</th>\n",
       "      <td>21295</td>\n",
       "      <td>9.30</td>\n",
       "      <td>14.20</td>\n",
       "      <td>scandens</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2300</th>\n",
       "      <td>21297</td>\n",
       "      <td>9.80</td>\n",
       "      <td>13.00</td>\n",
       "      <td>scandens</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2301</th>\n",
       "      <td>21340</td>\n",
       "      <td>8.90</td>\n",
       "      <td>14.60</td>\n",
       "      <td>scandens</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2302</th>\n",
       "      <td>21342</td>\n",
       "      <td>9.80</td>\n",
       "      <td>13.10</td>\n",
       "      <td>scandens</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2303</th>\n",
       "      <td>21347</td>\n",
       "      <td>9.10</td>\n",
       "      <td>15.20</td>\n",
       "      <td>scandens</td>\n",
       "      <td>2012</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2304 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       band  beak depth (mm)  beak length (mm)   species  year\n",
       "0     20123             8.05              9.25    fortis  1973\n",
       "1     20126            10.45             11.35    fortis  1973\n",
       "2     20128             9.55             10.15    fortis  1973\n",
       "3     20129             8.75              9.95    fortis  1973\n",
       "4     20133            10.15             11.55    fortis  1973\n",
       "...     ...              ...               ...       ...   ...\n",
       "2299  21295             9.30             14.20  scandens  2012\n",
       "2300  21297             9.80             13.00  scandens  2012\n",
       "2301  21340             8.90             14.60  scandens  2012\n",
       "2302  21342             9.80             13.10  scandens  2012\n",
       "2303  21347             9.10             15.20  scandens  2012\n",
       "\n",
       "[2304 rows x 5 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(df_list, axis=0, ignore_index=True, sort=True)\n",
    "\n",
    "# Take a look\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Great!  We now have one convenient tidy data frame to work with.\n",
    "\n",
    "**c)** First, let's look for duplicate band numbers. There are many, so we'll just write out how many. The `df.duplicated()` method returns True for each row if it is a duplicate. We will get all duplicates in the `'band'` column, and then get the unique values in the list of all duplicated. This will tell us how many birds were measured more than once."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There were 350 birds that were measured more than once.\n",
      "There were 1954 total birds measured.\n"
     ]
    }
   ],
   "source": [
    "# Stats about how many birds were measured more than once\n",
    "print(\n",
    "    \"There were\",\n",
    "    len(df[\"band\"][df[\"band\"].duplicated()].unique()),\n",
    "    \"birds that were measured more than once.\",\n",
    ")\n",
    "\n",
    "print(\"There were\", len(df[\"band\"].unique()), \"total birds measured.\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, most birds were only measured once. Nonetheless, let's eliminate duplicates of birds that were measured twice. When we drop the duplicates, we will keep the first measurement."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop all rows with matching year and band (keep first)\n",
    "df = df.drop_duplicates(subset=['year', 'band'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we will save the data frame as a CSV file using the `df.to_csv()` method. We do not want to print the indices (they are meaningless)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('data/grant_complete.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**d)** As a first pass, I will use a strip plot showing both species by year."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"77b81363-9cde-45da-9bc5-eea11f429307\" data-root-id=\"1004\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = {\"aba9be0f-5d4c-4970-8ab0-39fbce7e2530\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1012\"}],\"center\":[{\"id\":\"1015\"},{\"id\":\"1018\"}],\"frame_height\":550,\"frame_width\":375,\"left\":[{\"id\":\"1016\"}],\"renderers\":[{\"id\":\"1040\"}],\"title\":{\"id\":\"1042\"},\"toolbar\":{\"id\":\"1026\"},\"toolbar_location\":\"above\",\"x_range\":{\"id\":\"1005\"},\"x_scale\":{\"id\":\"1008\"},\"y_range\":{\"id\":\"1003\"},\"y_scale\":{\"id\":\"1010\"}},\"id\":\"1004\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1034\"},\"glyph\":{\"id\":\"1037\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1039\"},\"nonselection_glyph\":{\"id\":\"1038\"},\"view\":{\"id\":\"1041\"}},\"id\":\"1040\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis_label\":\"beak depth (mm)\",\"coordinates\":null,\"formatter\":{\"id\":\"1048\"},\"group\":null,\"major_label_policy\":{\"id\":\"1049\"},\"ticker\":{\"id\":\"1013\"}},\"id\":\"1012\",\"type\":\"LinearAxis\"},{\"attributes\":{\"coordinates\":null,\"formatter\":{\"id\":\"1045\"},\"group\":null,\"major_label_policy\":{\"id\":\"1046\"},\"ticker\":{\"id\":\"1017\"}},\"id\":\"1016\",\"type\":\"CategoricalAxis\"},{\"attributes\":{\"data\":{\"__label\":[\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\"],\"beak depth (mm)\":[8.05,10.45,9.55,8.75,10.15,9.85,8.85,10.15,8.15,8.55,10.65,8.05,9.75,10.15,9.85,9.75,8.35,8.55,10.25,9.35,10.15,8.55,8.85,9.85,10.75,9.85,8.45,10.55,8.35,8.25,10.95,9.15,8.85,10.05,9.55,12.15,9.55,9.75,9.25,9.05,8.45,9.55,9.95,10.65,7.95,10.65,9.15,10.05,9.75,10.05,9.65,9.45,10.75,9.85,11.15,10.85,8.55,10.25,8.35,9.15,9.35,10.15,9.75,10.75,9.35,8.65,10.35,10.55,9.45,8.85,9.45,9.85,9.15,9.35,9.75,8.35,9.55,8.55,9.85,10.65,9.55,9.85,9.75,7.95,9.95,9.55,9.15,10.45,9.15,8.0,8.3,7.5,8.0,9.9,8.6,8.4,9.8,9.2,9.0,9.5,8.9,8.8,9.7,8.9,8.5,8.2,9.3,9.1,8.8,9.4,9.6,8.5,8.1,8.0,9.7,8.2,8.4,7.9,9.3,10.5,9.7,9.6,7.7,9.8,9.8,8.5,9.2,10.1,9.0,9.0,9.4,8.8,9.9,9.9,8.9,9.4,8.2,8.2,8.1,8.4,10.1,8.6,8.5,9.7,10.3,8.6,9.3,8.9,9.7,10.2,10.2,8.5,8.8,8.9,8.7,9.3,9.7,9.6,7.85,9.6,9.3,9.8,8.8,9.1,9.0,10.4,9.0,9.5,8.7,9.6,9.4,9.5,8.6,9.9,9.4,9.1,8.6,9.3,9.2,8.8,9.2,8.3,8.8,9.4,10.4,8.5,7.9,7.9,10.1,9.8,8.3,9.4,9.0,8.4,8.7,9.2,9.5,10.1,9.8,8.5,10.2,8.6,9.3,8.7,8.9,8.4,10.3,9.9,8.9,9.1,8.6,7.8,8.6,9.5,9.5,10.2,9.1,9.7,9.4,10.5,9.0,9.8,10.0,9.6,9.6,9.9,9.3,9.6,7.6,9.2,8.8,10.1,8.9,9.5,8.2,9.7,9.8,9.3,9.8,8.8,10.1,10.5,8.6,9.7,10.0,9.7,10.5,10.4,9.2,8.1,9.4,8.9,8.2,9.3,8.6,9.0,7.6,8.7,9.8,9.4,9.9,10.1,9.8,7.9,10.8,7.9,10.0,8.4,9.5,8.8,10.4,8.1,9.8,8.2,9.5,10.5,9.7,9.6,9.6,7.9,10.1,9.3,10.3,7.9,9.1,8.9,8.3,9.4,9.5,8.5,8.6,8.5,8.2,7.9,10.0,9.4,8.0,8.6,9.0,9.9,8.0,9.6,9.2,9.0,9.2,9.5,9.2,9.7,9.1,9.4,8.6,9.8,8.0,10.4,8.1,9.9,8.6,8.0,9.0,9.7,8.1,8.8,7.5,10.2,8.2,8.6,8.7,8.6,9.9,9.5,8.4,8.7,8.2,9.2,8.2,9.2,9.3,8.9,9.0,9.1,8.8,8.8,9.6,10.2,8.2,8.9,9.0,8.8,9.9,9.3,9.9,9.5,10.0,8.9,9.8,9.9,8.7,9.2,8.2,7.9,9.1,8.3,10.8,9.9,9.0,9.3,9.6,9.3,10.2,8.6,10.98,10.28,9.6,9.28,9.5,9.4,9.15,9.8,9.35,8.5,10.5,8.5,8.31,9.9,10.36,10.28,8.9,8.7,9.15,10.35,8.85,8.55,8.95,10.75,10.05,10.15,8.45,8.85,10.25,9.75,8.95,8.4,8.8,8.4,8.0,7.9,8.9,8.6,8.5,8.9,9.1,8.6,9.8,8.2,9.0,9.7,8.6,8.2,9.0,8.4,8.6,8.9,9.1,8.3,8.7,9.6,8.5,9.1,9.0,9.2,9.9,8.6,9.2,8.4,8.9,8.5,10.4,9.6,9.1,9.3,9.3,8.8,8.3,8.8,9.1,10.1,8.9,9.2,8.5,10.2,10.1,9.2,9.7,9.1,8.5,8.2,9.0,9.3,8.0,9.1,8.1,8.3,8.7,8.8,8.6,8.7,8.0,8.8,9.0,9.1,9.74,9.1,9.8,10.4,8.3,9.44,9.04,9.0,9.05,9.65,9.45,8.65,9.45,9.45,9.05,8.75,9.45,8.35,7.0,7.12,7.21,7.3,7.32,7.41,7.42,7.43,7.45,7.5,7.5,7.51,7.51,7.64,7.65,7.68,7.7,7.8,7.81,7.81,7.86,7.9,7.9,7.92,7.92,7.92,7.93,7.95,7.95,7.96,7.97,8.0,8.0,8.0,8.02,8.02,8.03,8.03,8.06,8.09,8.1,8.1,8.1,8.1,8.1,8.1,8.11,8.11,8.11,8.2,8.2,8.21,8.21,8.21,8.22,8.23,8.24,8.25,8.25,8.27,8.28,8.3,8.3,8.3,8.3,8.31,8.31,8.31,8.31,8.31,8.31,8.31,8.32,8.33,8.33,8.34,8.35,8.35,8.36,8.36,8.4,8.4,8.4,8.4,8.4,8.4,8.4,8.4,8.4,8.41,8.41,8.41,8.41,8.42,8.42,8.43,8.43,8.45,8.45,8.47,8.47,8.5,8.5,8.5,8.5,8.5,8.5,8.5,8.5,8.5,8.51,8.51,8.51,8.52,8.53,8.55,8.56,8.6,8.6,8.6,8.6,8.6,8.6,8.6,8.6,8.61,8.61,8.61,8.61,8.61,8.61,8.61,8.61,8.61,8.61,8.61,8.62,8.62,8.62,8.62,8.63,8.64,8.65,8.66,8.66,8.7,8.7,8.7,8.7,8.7,8.7,8.7,8.7,8.7,8.7,8.7,8.7,8.71,8.71,8.71,8.71,8.71,8.71,8.71,8.71,8.71,8.71,8.71,8.71,8.72,8.72,8.73,8.73,8.73,8.73,8.74,8.76,8.76,8.77,8.77,8.77,8.77,8.79,8.8,8.8,8.8,8.8,8.8,8.8,8.8,8.8,8.8,8.81,8.81,8.81,8.81,8.81,8.81,8.81,8.81,8.81,8.81,8.82,8.82,8.82,8.86,8.87,8.87,8.87,8.87,8.88,8.89,8.9,8.9,8.9,8.9,8.9,8.9,8.9,8.9,8.9,8.9,8.9,8.9,8.9,8.9,8.9,8.9,8.91,8.91,8.91,8.91,8.91,8.91,8.91,8.91,8.91,8.91,8.92,8.92,8.92,8.93,8.93,8.93,8.93,8.95,8.95,8.96,8.96,8.96,8.97,8.97,8.97,8.98,8.98,9.0,9.0,9.0,9.0,9.0,9.0,9.0,9.01,9.01,9.01,9.01,9.01,9.01,9.01,9.01,9.01,9.02,9.02,9.03,9.03,9.04,9.04,9.04,9.05,9.05,9.06,9.07,9.07,9.07,9.07,9.07,9.07,9.07,9.07,9.08,9.08,9.09,9.09,9.1,9.1,9.1,9.1,9.1,9.1,9.1,9.1,9.11,9.11,9.11,9.11,9.11,9.11,9.11,9.11,9.11,9.11,9.11,9.11,9.11,9.12,9.12,9.12,9.12,9.12,9.12,9.12,9.12,9.13,9.13,9.14,9.14,9.14,9.15,9.15,9.15,9.15,9.15,9.17,9.17,9.19,9.2,9.2,9.2,9.2,9.2,9.2,9.2,9.2,9.2,9.2,9.2,9.2,9.2,9.2,9.2,9.2,9.2,9.2,9.2,9.21,9.21,9.21,9.21,9.21,9.21,9.21,9.21,9.21,9.21,9.22,9.22,9.22,9.23,9.23,9.24,9.24,9.24,9.25,9.25,9.25,9.27,9.27,9.27,9.27,9.3,9.3,9.3,9.3,9.3,9.3,9.3,9.3,9.3,9.3,9.3,9.3,9.3,9.31,9.31,9.31,9.31,9.31,9.31,9.31,9.31,9.31,9.31,9.31,9.31,9.32,9.33,9.33,9.33,9.33,9.35,9.35,9.35,9.35,9.37,9.37,9.4,9.4,9.4,9.4,9.4,9.4,9.4,9.4,9.4,9.41,9.41,9.41,9.41,9.41,9.42,9.42,9.42,9.42,9.43,9.43,9.43,9.43,9.43,9.43,9.43,9.44,9.44,9.44,9.45,9.45,9.45,9.45,9.47,9.47,9.47,9.47,9.47,9.47,9.5,9.5,9.5,9.5,9.5,9.5,9.5,9.5,9.5,9.5,9.5,9.5,9.5,9.5,9.5,9.5,9.5,9.5,9.51,9.51,9.51,9.51,9.51,9.51,9.51,9.51,9.52,9.52,9.52,9.53,9.53,9.53,9.55,9.55,9.56,9.57,9.57,9.57,9.59,9.6,9.6,9.6,9.6,9.6,9.6,9.6,9.6,9.6,9.6,9.6,9.6,9.6,9.6,9.6,9.6,9.6,9.6,9.61,9.61,9.61,9.61,9.61,9.61,9.61,9.61,9.61,9.61,9.62,9.63,9.63,9.63,9.63,9.63,9.63,9.63,9.65,9.65,9.66,9.67,9.67,9.69,9.7,9.7,9.7,9.7,9.7,9.7,9.7,9.7,9.7,9.7,9.7,9.7,9.71,9.71,9.71,9.71,9.71,9.71,9.72,9.72,9.72,9.72,9.72,9.73,9.73,9.73,9.74,9.74,9.74,9.76,9.77,9.77,9.78,9.78,9.8,9.8,9.8,9.8,9.8,9.8,9.8,9.8,9.8,9.8,9.8,9.8,9.8,9.8,9.8,9.8,9.81,9.81,9.81,9.81,9.81,9.81,9.81,9.82,9.82,9.82,9.82,9.83,9.83,9.83,9.83,9.85,9.85,9.86,9.86,9.86,9.87,9.87,9.87,9.87,9.88,9.9,9.9,9.9,9.9,9.9,9.9,9.9,9.9,9.9,9.9,9.9,9.91,9.91,9.91,9.91,9.92,9.92,9.92,9.92,9.92,9.92,9.93,9.93,9.93,9.93,9.95,9.95,9.96,9.96,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.0,10.01,10.01,10.02,10.02,10.03,10.05,10.06,10.07,10.08,10.09,10.1,10.1,10.1,10.1,10.11,10.11,10.11,10.11,10.12,10.12,10.12,10.12,10.13,10.13,10.13,10.13,10.15,10.15,10.16,10.17,10.17,10.17,10.2,10.2,10.2,10.2,10.21,10.21,10.21,10.21,10.23,10.23,10.27,10.27,10.29,10.3,10.3,10.3,10.3,10.3,10.3,10.3,10.32,10.32,10.33,10.33,10.33,10.33,10.34,10.34,10.35,10.35,10.35,10.35,10.37,10.4,10.4,10.4,10.4,10.4,10.4,10.41,10.42,10.43,10.43,10.45,10.5,10.5,10.5,10.5,10.5,10.5,10.51,10.51,10.51,10.51,10.52,10.52,10.52,10.53,10.53,10.53,10.55,10.56,10.57,10.59,10.6,10.6,10.61,10.62,10.67,10.68,10.7,10.72,10.72,10.72,10.73,10.75,10.8,10.8,10.8,10.84,10.85,10.85,10.88,10.9,10.9,11.0,11.0,11.0,11.02,11.07,11.1,11.17,11.2,11.21,11.38,11.38,11.49,11.53,12.37,12.7,7.77,7.94,7.96,8.0,8.01,8.23,8.3,8.36,8.37,8.4,8.4,8.4,8.41,8.5,8.5,8.6,8.6,8.6,8.61,8.67,8.7,8.7,8.7,8.7,8.7,8.72,8.72,8.77,8.8,8.8,8.8,8.8,8.81,8.81,8.87,8.88,8.89,8.9,8.9,8.9,8.9,8.9,8.9,8.9,8.9,8.9,8.91,8.91,8.92,8.93,8.93,8.95,8.95,8.96,8.97,8.97,8.99,9.0,9.0,9.0,9.0,9.0,9.01,9.02,9.02,9.02,9.03,9.04,9.05,9.05,9.06,9.1,9.1,9.1,9.1,9.1,9.1,9.13,9.13,9.14,9.18,9.2,9.2,9.2,9.2,9.21,9.21,9.22,9.24,9.24,9.25,9.25,9.25,9.25,9.26,9.26,9.28,9.28,9.28,9.3,9.3,9.3,9.3,9.3,9.3,9.3,9.32,9.33,9.34,9.34,9.34,9.35,9.37,9.37,9.37,9.37,9.38,9.4,9.4,9.4,9.4,9.42,9.43,9.45,9.5,9.5,9.51,9.51,9.52,9.54,9.55,9.6,9.6,9.6,9.62,9.64,9.65,9.7,9.7,9.73,9.73,9.74,9.8,9.8,9.82,9.85,9.85,9.9,9.9,9.94,10.0,10.1,10.11,10.27,10.34,11.33,8.95,9.3,10.35,10.0,8.62,10.17,8.7,9.7,9.7,9.05,10.27,9.8,12.37,10.88,9.8,8.42,7.65,9.67,8.74,9.86,8.89,8.9,8.55,8.9,10.3,10.62,9.2,10.05,8.8,8.4,10.5,10.43,9.87,9.2,10.15,9.5,8.45,9.08,10.5,9.2,9.9,7.68,10.0,9.4,8.7,10.09,8.35,8.87,9.07,8.1,8.93,10.17,9.5,8.77,9.47,9.72,9.74,9.9,8.64,10.32,9.2,9.2,9.2,10.0,8.91,9.12,11.38,10.34,8.95,9.6,9.17,8.92,7.95,7.0,9.85,10.85,10.52,9.78,10.29,10.17,9.92,9.12,9.8,9.57,9.6,8.96,8.9,8.31,9.5,9.96,9.15,8.7,9.4,10.9,9.65,9.52,9.47,9.1,9.06,10.0,10.0,8.5,8.81,10.2,9.86,9.11,9.0,9.82,8.8,8.9,8.9,10.15,10.0,8.3,8.87,9.01,9.2,9.81,8.8,9.6,10.4,9.2,8.72,8.4,9.45,9.3,8.6,8.3,8.28,7.41,9.0,10.33,10.4,9.9,8.45,9.91,9.27,9.5,9.56,9.8,8.5,9.8,8.1,7.32,9.7,9.63,8.71,8.02,9.8,8.71,10.37,9.17,10.4,9.5,9.11,9.61,9.0,9.11,9.1,8.36,8.25,8.31,9.2,8.42,9.87,9.07,7.95,9.6,10.72,9.72,8.9,10.1,8.47,9.67,9.61,8.82,8.9,7.8,8.96,9.03,8.98,9.4,9.0,8.8,8.76,9.21,9.21,7.9,9.92,7.3,7.92,8.2,8.35,9.3,10.0,10.12,8.87,10.12,8.97,9.6,9.4,9.12,9.35,9.87,9.8,9.1,10.51,9.27,8.36,9.15,9.07,9.3,8.91,10.35,8.65,10.35,9.77,7.45,9.2,9.7,9.8,9.5,9.93,11.2,8.91,9.91,9.62,8.4,10.06,7.5,10.5,8.5,7.42,9.25,9.5,8.7,8.6,7.86,9.35,9.07,10.33,9.4,9.55,8.4,8.91,9.76,9.07,8.0,9.5,10.1,7.81,8.31,10.11,9.45,9.77,9.11,9.5,8.3,10.8,9.35,10.0,8.5,8.06,8.32,8.76,9.82,8.71,8.52,8.22,8.8,7.4,8.0,9.65,8.9,7.7,8.4,8.15,8.8,9.4,10.6,10.1,10.4,9.4,10.1,9.5,9.8,10.3,8.0,8.85,9.7,9.6,9.25,9.2,9.2,9.1,10.2,8.6,9.0,8.8,8.1,8.2,9.0,9.8,9.1,9.9,9.2,9.5,8.5,9.4,9.4,8.6,9.0,9.8,9.2,8.8,8.27,10.3,9.2,9.6,9.8,10.3,9.8,10.1,9.3,9.5,10.0,9.95,9.0,9.05,9.0,9.2,10.4,9.9,9.6,10.3,10.0,10.2,10.5,10.4,9.3,8.5,7.7,9.9,10.3,10.5,8.8,8.8,9.85,9.5,7.5,9.45,9.1,7.5,8.9,9.8,9.7,10.1,9.4,9.0,9.9,9.0,8.6,9.4,8.65,8.7,9.65,8.1,7.8,8.0,8.3,8.9,9.3,8.2,9.3,9.03,8.3,10.1,10.0,8.6,9.1,9.2,8.53,9.0,9.6,8.9,9.0,8.7,8.6,8.6,9.3,9.1,9.9,9.3,8.3,8.37,7.9,9.2,8.0,7.9,8.7,9.0,9.6,9.8,10.2,11.2,8.6,9.2,8.5,10.3,9.9,10.2,10.0,8.0,10.4,9.1,8.7,9.1,8.9,9.0,8.3,9.7,9.2,8.8,10.0,9.0,9.7,9.6,9.5,8.8,7.5,7.8,9.0,9.9,8.9,10.5,10.7,10.0,9.0,9.7,8.9,7.9,8.95,7.7,9.8,8.9,9.0,8.4,10.4,9.17,9.1,9.4,8.2,8.1,8.85,6.9,8.9,9.5,8.7,9.9,10.2,9.4,10.6,8.4,8.6,8.2,8.8,9.2,8.1,10.5,9.5,9.0,8.8,10.1,9.6,9.6,9.5,9.65,9.4,10.0,8.8,9.9,8.7,9.0,9.7,8.4,9.8,9.6,9.8,8.5,8.85,8.9,9.2,9.0,8.8,7.4,8.7,9.0,9.8,9.2,10.0,9.5,8.8,8.8,9.0,9.0,9.0,10.65,10.5,9.5,9.25,8.8,9.26,10.0,8.77,9.13,9.5,9.3,8.95,8.87,9.7,9.7,8.41,9.21,9.6,9.4,9.25,9.3,9.8,9.43,9.0,9.3,9.85,9.62,9.0,9.52,9.9,8.6,9.21,9.38,9.37,9.02,8.9,8.91,9.06,8.4,8.7,8.7,8.91,10.1,10.27,9.65,9.28,9.2,7.96,8.3,8.9,8.6,9.1,8.6,9.37,9.2,9.1,9.85,9.02,9.51,8.81,7.77,8.96,8.8,9.1,9.01,8.9,8.4,9.25,9.73,9.2,8.95,8.7,8.72,9.6,9.3,10.4,8.9,9.3,8.4,8.6,8.9,10.1,8.9,8.8,9.25,8.6,8.7,8.4,9.5,8.65,9.0,9.0,8.5,9.75,9.1,9.3,8.6,9.0,9.1,8.2,8.1,9.4,9.0,8.8,10.1,8.8,9.5,8.3,8.7,8.6,7.9,8.7,9.5,9.0,8.9,8.5,8.9,7.5,9.6,9.2,8.2,7.8,8.6,8.4,7.7,8.0,8.7,8.1,8.8,9.4,10.0,9.6,9.6,8.1,7.5,8.4,7.9,8.3,8.9,9.1,7.7,8.3,8.6,8.4,7.7,9.1,7.7,9.0,10.2,8.1,8.6,8.4,8.1,8.0,8.3,10.3,8.0,8.8,9.0,9.3,7.6,8.2,10.0,8.2,8.2,8.3,7.8,8.0,8.4,9.3,8.9,9.7,7.6,9.0,8.6,8.9,8.6,8.8,8.5,9.2,8.0,9.4,7.7,8.4,8.5,9.0,9.0,9.3,8.7,8.1,8.7,7.9,7.7,8.4,9.25,8.1,8.3,8.5,9.9,8.4,9.9,7.2,8.2,8.2,8.3,8.4,7.5,8.2,8.6,8.2,8.8,8.5,8.1,8.3,8.5,8.1,7.3,8.0,10.2,11.1,9.9,8.7,8.3,7.8,9.9,10.3,8.4,8.7,9.8,8.7,9.0,7.8,8.5,8.2,9.2,9.0,9.4,9.5,11.0,8.7,8.4,9.1,8.7,10.2,9.6,8.85,8.8,9.5,9.2,9.0,9.8,9.3,9.0,10.2,7.7,9.0,9.5,9.4,8.0,8.9,9.4,9.5,8.0,10.0,8.95,8.2,8.8,9.2,9.4,9.5,8.1,9.5,8.4,9.3,9.3,9.6,9.2,10.0,8.9,10.5,8.9,8.6,8.8,9.15,9.5,9.1,10.2,8.4,10.0,10.2,9.3,10.8,8.3,7.8,9.8,7.9,8.9,7.7,8.9,9.4,9.4,8.5,8.5,9.6,10.2,8.8,9.5,9.3,9.0,9.2,8.7,9.0,9.1,8.7,9.4,9.8,8.6,10.6,9.0,9.5,8.1,9.3,9.6,8.5,8.2,8.0,9.5,9.7,9.9,9.1,9.5,9.8,8.4,8.3,9.6,9.4,10.0,8.9,9.1,9.8,9.3,9.9,8.9,8.5,10.6,9.3,8.9,8.9,9.7,9.8,10.5,8.4,10.0,9.0,8.7,8.8,8.4,9.3,9.8,8.9,9.8,9.1],\"cat\":[[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"fortis\"],[\"1973\",\"scandens\"],[\"1973\",\"scandens\"],[\"1973\",\"scandens\"],[\"1973\",\"scandens\"],[\"1973\",\"scandens\"],[\"1973\",\"scandens\"],[\"1973\",\"scandens\"],[\"1973\",\"scandens\"],[\"1973\",\"scandens\"],[\"1973\",\"scandens\"],[\"1973\",\"scandens\"],[\"1973\",\"scandens\"],[\"1973\",\"scandens\"],[\"1973\",\"scandens\"],[\"1973\",\"scandens\"],[\"1973\",\"scandens\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"fortis\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1975\",\"scandens\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"fortis\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1987\",\"scandens\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"fortis\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"1991\",\"scandens\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"fortis\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"],[\"2012\",\"scandens\"]],\"species\":[\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\"],\"year\":[1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012]},\"selected\":{\"id\":\"1051\"},\"selection_policy\":{\"id\":\"1050\"}},\"id\":\"1034\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"field\":\"species\",\"transform\":{\"id\":\"1033\"}},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"field\":\"species\",\"transform\":{\"id\":\"1033\"}},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"field\":\"species\",\"transform\":{\"id\":\"1033\"}},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"cat\",\"transform\":{\"id\":\"1035\"}}},\"id\":\"1038\",\"type\":\"Circle\"},{\"attributes\":{\"axis\":{\"id\":\"1016\"},\"coordinates\":null,\"dimension\":1,\"grid_line_color\":null,\"group\":null,\"ticker\":null},\"id\":\"1018\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1045\",\"type\":\"CategoricalTickFormatter\"},{\"attributes\":{\"axis\":{\"id\":\"1012\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1015\",\"type\":\"Grid\"},{\"attributes\":{\"factors\":[[\"2012\",\"scandens\"],[\"2012\",\"fortis\"],[\"1991\",\"scandens\"],[\"1991\",\"fortis\"],[\"1987\",\"scandens\"],[\"1987\",\"fortis\"],[\"1975\",\"scandens\"],[\"1975\",\"fortis\"],[\"1973\",\"scandens\"],[\"1973\",\"fortis\"]]},\"id\":\"1003\",\"type\":\"FactorRange\"},{\"attributes\":{},\"id\":\"1024\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1046\",\"type\":\"AllLabels\"},{\"attributes\":{\"distribution\":\"normal\",\"range\":{\"id\":\"1003\"},\"width\":0.1},\"id\":\"1035\",\"type\":\"Jitter\"},{\"attributes\":{},\"id\":\"1048\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1008\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1005\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"field\":\"species\",\"transform\":{\"id\":\"1033\"}},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"field\":\"species\",\"transform\":{\"id\":\"1033\"}},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"field\":\"species\",\"transform\":{\"id\":\"1033\"}},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"cat\",\"transform\":{\"id\":\"1035\"}}},\"id\":\"1039\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1017\",\"type\":\"CategoricalTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.3},\"fill_color\":{\"field\":\"species\",\"transform\":{\"id\":\"1033\"}},\"hatch_alpha\":{\"value\":0.3},\"hatch_color\":{\"field\":\"species\",\"transform\":{\"id\":\"1033\"}},\"line_alpha\":{\"value\":0.3},\"line_color\":{\"field\":\"species\",\"transform\":{\"id\":\"1033\"}},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"cat\",\"transform\":{\"id\":\"1035\"}}},\"id\":\"1037\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1049\",\"type\":\"AllLabels\"},{\"attributes\":{\"coordinates\":null,\"group\":null},\"id\":\"1042\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1020\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"source\":{\"id\":\"1034\"}},\"id\":\"1041\",\"type\":\"CDSView\"},{\"attributes\":{\"factors\":[\"fortis\",\"scandens\"],\"palette\":[\"#1f77b3\",\"#ff7e0e\",\"#2ba02b\",\"#d62628\",\"#9367bc\",\"#8c564b\",\"#e277c1\",\"#7e7e7e\",\"#bcbc21\",\"#16bdcf\",\"#3a0182\",\"#004201\",\"#0fffa8\",\"#5d003f\",\"#bcbcff\",\"#d8afa1\",\"#b80080\",\"#004d52\",\"#6b6400\",\"#7c0100\",\"#6026ff\",\"#ffff9a\",\"#564964\",\"#8cb893\",\"#93fbff\",\"#018267\",\"#90ff00\",\"#8200a0\",\"#ac8944\",\"#5b3400\",\"#ffbff2\",\"#ff6e75\",\"#798cff\",\"#dd00ff\",\"#505646\",\"#004489\",\"#ffbf60\",\"#ff018c\",\"#bdc8cf\",\"#af97b5\",\"#b65600\",\"#017000\",\"#cd87ff\",\"#1cd646\",\"#bfebc3\",\"#7997b5\",\"#a56089\",\"#6e8956\",\"#bc7c75\",\"#8a2844\",\"#00acff\",\"#8ed4ff\",\"#4b6d77\",\"#00d4b1\",\"#9300f2\",\"#8a9500\",\"#5d5b9e\",\"#fddfba\",\"#00939e\",\"#ffdb00\",\"#00aa79\",\"#520067\",\"#000091\",\"#0a5d3d\",\"#a5e275\",\"#623b41\",\"#c6c689\",\"#ff9eb5\",\"#cd4f6b\",\"#ff07d6\",\"#8a3a05\",\"#7e3d70\",\"#ff4901\",\"#602ba5\",\"#1c00ff\",\"#e6dfff\",\"#aa3baf\",\"#d89c00\",\"#a3a39e\",\"#3f69ff\",\"#46490c\",\"#7b6985\",\"#6b978c\",\"#ff9a75\",\"#835bff\",\"#7c6b46\",\"#80b654\",\"#bc0049\",\"#fd93ff\",\"#5d0018\",\"#89d1d1\",\"#9c8cd3\",\"#da6d42\",\"#8a5700\",\"#3b5069\",\"#4b6b3b\",\"#edcfd8\",\"#cfedff\",\"#aa1500\",\"#dfff4f\",\"#ff2a56\",\"#d1499e\",\"#707cb8\",\"#598000\",\"#00e4fd\",\"#774b95\",\"#67d48c\",\"#3d3a72\",\"#ac413f\",\"#d6a166\",\"#c169cd\",\"#69595d\",\"#87aced\",\"#a0a569\",\"#d1aae6\",\"#870062\",\"#00fddb\",\"#672818\",\"#b342ff\",\"#0e59c4\",\"#168742\",\"#90d300\",\"#cd7900\",\"#f959ff\",\"#5b7466\",\"#8eaeb3\",\"#9c7c8c\",\"#4600c6\",\"#6b4d2d\",\"#a56d46\",\"#9e8972\",\"#a8afca\",\"#cd8ca7\",\"#00fd64\",\"#917900\",\"#ff62a1\",\"#f4ffd8\",\"#018cf0\",\"#13aca0\",\"#5b2d59\",\"#89859e\",\"#cfccba\",\"#d4afc4\",\"#dbdd6d\",\"#cffff4\",\"#006485\",\"#006962\",\"#a84167\",\"#2d97c4\",\"#a874ff\",\"#26ba5d\",\"#57b600\",\"#caffa7\",\"#a379aa\",\"#ffbc93\",\"#89e2c1\",\"#0fc8ff\",\"#d400c4\",\"#626d89\",\"#69858e\",\"#4b4d52\",\"#aa6067\",\"#79b5d4\",\"#2b5916\",\"#9a0024\",\"#bdd1f2\",\"#896e67\",\"#69a56b\",\"#855467\",\"#aecdba\",\"#87997e\",\"#cadb00\",\"#9a0390\",\"#ebbc1a\",\"#eb9cd1\",\"#70006e\",\"#b1a131\",\"#ca6b93\",\"#4146a3\",\"#e48c89\",\"#d44400\",\"#c68aca\",\"#b69597\",\"#d41f75\",\"#724bcc\",\"#674d00\",\"#672138\",\"#38564f\",\"#6ebaaa\",\"#853a31\",\"#a5d397\",\"#b8af8e\",\"#d8e4df\",\"#aa00df\",\"#cac1db\",\"#ffdf8c\",\"#e2524d\",\"#66696e\",\"#ff001c\",\"#522d72\",\"#4d906b\",\"#a86d11\",\"#ff9e26\",\"#5ea3af\",\"#c88556\",\"#915997\",\"#a3a1ff\",\"#fdbaba\",\"#242a87\",\"#dbe6a8\",\"#97f2a7\",\"#6793d6\",\"#ba5b3f\",\"#3a5d91\",\"#364f2f\",\"#267c95\",\"#89959a\",\"#cfb356\",\"#004664\",\"#5e5d2f\",\"#8e8e41\",\"#ac3f13\",\"#69953b\",\"#a13d85\",\"#bfb6ba\",\"#acc667\",\"#6469cf\",\"#91af00\",\"#2be2da\",\"#016e36\",\"#ff7952\",\"#42807e\",\"#4fe800\",\"#995428\",\"#5d0a00\",\"#a30057\",\"#0c8700\",\"#5982a7\",\"#ffebfb\",\"#4b6901\",\"#8775d4\",\"#e6c6ff\",\"#a5ffda\",\"#d86e77\",\"#df014b\",\"#69675b\",\"#776ba1\",\"#7e8067\",\"#594685\",\"#0000ca\",\"#7c002a\",\"#97ff72\",\"#b5e2e1\",\"#db52c8\",\"#777734\",\"#57bd8e\"]},\"id\":\"1033\",\"type\":\"CategoricalColorMapper\"},{\"attributes\":{},\"id\":\"1019\",\"type\":\"PanTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1025\"}},\"id\":\"1021\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1022\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1023\",\"type\":\"ResetTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1025\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1050\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1051\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1010\",\"type\":\"CategoricalScale\"},{\"attributes\":{\"tools\":[{\"id\":\"1019\"},{\"id\":\"1020\"},{\"id\":\"1021\"},{\"id\":\"1022\"},{\"id\":\"1023\"},{\"id\":\"1024\"}]},\"id\":\"1026\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1013\",\"type\":\"BasicTicker\"}],\"root_ids\":[\"1004\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"aba9be0f-5d4c-4970-8ab0-39fbce7e2530\",\"root_ids\":[\"1004\"],\"roots\":{\"1004\":\"77b81363-9cde-45da-9bc5-eea11f429307\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1004"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = iqplot.strip(\n",
    "    data=df,\n",
    "    q='beak depth (mm)',\n",
    "    cats=['year', 'species'],\n",
    "    color_column='species',\n",
    "    jitter=True,\n",
    "    marker_kwargs=dict(alpha=0.3),\n",
    "    frame_height=550,\n",
    ")\n",
    "\n",
    "bokeh.io.show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot immediately shows that there are more *G. fortis* measurements and they are more broadly distributed. There seems to be a big jump toward shallower beaks from 1991 to 2012 for *G. fortis*, but the *G. scandens* beak depth stays relatively constant.\n",
    "\n",
    "To better see the distributions, we can plot ECDFs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"71bd7203-8dac-416b-801b-0131fc5831d5\" data-root-id=\"1256\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = {\"d53d5535-966b-4bbf-b43c-fa8c071be4b4\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1108\"},{\"id\":\"1182\"}]},\"id\":\"1256\",\"type\":\"Column\"},{\"attributes\":{\"data\":{\"__ECDF\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[787]},\"__label\":[\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\"],\"band\":[14613,15487,15187,15284,14983,14913,15726,15821,15484,4968,15695,15272,15256,13907,5578,10376,13377,15225,15914,14760,15779,13901,15277,15285,13194,14967,14800,14612,15154,14123,15368,15873,16027,15353,14265,15014,14969,5627,15973,13468,15214,14978,15909,13996,13543,14634,15804,15493,15363,15286,15019,16112,15270,15874,16007,14860,10313,15490,15106,13539,14912,13244,14822,14909,15944,16170,15477,15111,14686,15915,15759,15850,15977,14632,14982,13306,13351,15288,15079,15402,15248,13881,15879,4830,15679,15806,5887,15845,14890,15875,15381,15382,15453,5555,15127,14628,15379,14939,10100,16172,15188,14611,14025,14970,15970,10760,15706,14762,15829,14743,15933,14836,15940,15995,14704,5685,14833,1536,15163,5556,14902,15342,14894,15761,5628,15497,14932,15374,15175,15724,15680,14827,15296,15711,10066,15322,15262,14840,4229,13195,14829,13994,15464,15865,14831,13269,15184,14096,15245,15143,15712,4715,14832,15757,14694,15388,15224,15018,15981,15228,15663,15983,10198,15657,15990,15123,15855,15005,15617,14880,14742,15080,15273,4859,14767,5602,15978,15246,15264,14867,13687,15306,10347,15420,16016,14042,14797,14761,14858,2749,15244,5872,14680,14763,14892,15176,14795,15040,15733,15367,14535,15268,15883,15220,15430,15404,14841,15313,14868,13385,15301,5626,14928,5965,15182,16162,13582,14811,5669,10703,14684,14809,10548,15387,5721,14808,15223,15795,15274,14664,15854,15941,14258,15852,15132,15659,15431,15378,14749,14533,15348,14636,14671,13575,14685,2639,14478,14681,15630,15229,15337,15332,5330,14403,15232,5554,15054,15157,15488,15241,14915,14788,14846,15631,15715,15496,15758,15791,15311,15684,15785,15465,14712,15230,15318,14356,5389,10232,4936,5587,14741,13486,13579,15822,15412,15153,15055,14669,15863,10102,14883,13522,10685,14872,15333,14765,15389,13932,13365,15066,14723,14659,16111,15011,15047,15781,14826,15499,15065,15832,15934,14784,15611,15325,14672,14347,15105,15233,14838,15359,5828,14824,15048,15321,5817,13690,5507,5858,16089,5718,15408,14692,15027,14518,13389,14871,14041,15126,15369,5826,14100,15125,5927,10213,14062,14879,14854,15056,14652,15450,15601,10023,14921,15926,15151,15263,2833,15707,15454,15409,15985,15215,15261,15903,5725,15772,14605,14696,14701,2737,14124,13708,14732,15710,15727,14679,15396,14956,15373,14901,15247,2738,14279,15399,15130,15174,10183,14471,15289,15428,2537,2666,14896,15971,15189,15500,15820,15474,15938,15987,15463,15746,15801,15739,14643,15310,14770,14792,15191,14744,15950,15788,15376,10716,15155,14874,15326,14629,15238,14705,15838,10826,14171,15346,15426,15633,15709,15904,15323,15152,15605,14546,14923,15129,15165,14641,14794,13409,15110,14884,10330,2658,13552,15482,14900,5635,15929,13704,14766,14940,15308,14823,14722,15613,13644,15360,15939,16168,15395,15885,10081,15648,15734,15398,10670,15041,2862,14675,14687,14957,15447,15042,15028,15642,15329,15660,15714,15767,15316,14948,14621,14720,14937,15131,15616,15840,14893,14958,14676,14839,15370,5335,10751,14713,14615,14825,14040,16117,13075,15339,2847,14916,15390,4843,14492,5560,14678,14866,15612,15158,14793,10194,15949,15475,15722,15210,15839,15908,15049,15764,15667,15004,15293,14774,14842,15969,14790,14887,14677,14710,4378,5586,15197,10550,14917,14816,4899,4911,15196,15607,16173,14751,15113,14688,13807,15001,15239,15212,15753,10228,15644,14609,15655,14617,13837,15172,14670,14736,15012,14807,13945,14412,3569,15857,15478,15930,14739,14633,14674,13201,5026,15193,14746,14963,14971,15385,15015,5505,15621,14987,14820,14889,5504,15302,14942,14856,14849,15203,15670,15371,15856,15377,15979,14796,15145,15058,15692,15033,15255,14620,13781,5625,14783,15053,15150,5921,15358,15383,14886,5570,13975,14930,15433,5400,15473,15124,5614,10305,15148,15849,15665,14955,14721,15682,4721,14660,15355,15653,14711,15281,4190,15650,15112,14974,10080,14943,13760,14689,14117,15674,10679,5963,14818,15749,14781,13231,14174,2776,15140,14745,15951,15291,14752,14772,15603,15062,15003,14961,14346,15073,5860,15681,14817,14618,13300,15183,13413,15897,15249,15199,15920,15099,14865,14333,5789,15309,15317,14895,14738,14926,15448,14812,5960,15461,4677,13595,14656,14657,14992,14777,15304,14619,14753,14650,15315,14627,15295,10658,4946,14655,5731,5559,15338,10622,2984,14851,5060,14003,5844,14805,3527,14919,15830,14468,5847,2753,15471,15609,15444,15025,14873,15101,15458,15037,15171,14925,15411,14616,14922,5905,4993,14662,5904,10181,15702,5543,720,15413,15392,15947,15955,15021,14625,14651,14848,15147,15980,4876,1469,15372,5649,3393,15216,15688,5821,14870,13407,14993,14663,14991,15170,14804,1774,14149,14622,15948,2536,14624,2743,5370,14706,15825,10178,15910,15976,14550,13487,14649,4986,15651,15954,15905,14442,14408,15877,5110,3597],\"beak depth (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[787]},\"beak length (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[787]},\"index\":[492,493,494,495,496,497,498,499,500,501,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,518,519,520,521,522,523,524,525,526,527,528,529,530,531,532,533,534,535,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,555,556,557,558,559,560,561,562,563,564,565,566,567,568,569,570,571,572,573,574,575,576,577,578,579,580,581,582,583,584,585,586,587,588,589,590,591,592,593,594,595,596,597,598,599,600,601,602,603,604,605,606,607,608,609,610,611,612,613,614,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,630,631,632,633,634,635,636,637,638,639,640,641,642,643,644,645,646,647,648,649,650,651,652,653,654,655,656,657,658,659,660,661,662,663,664,665,666,667,668,669,670,671,672,673,674,675,676,677,678,679,680,681,682,683,684,685,686,687,688,689,690,691,692,693,694,695,696,697,698,699,700,701,702,703,704,705,706,707,708,709,710,711,712,713,714,715,716,717,718,719,720,721,722,723,724,725,726,727,728,729,730,731,732,733,734,735,736,737,738,739,740,741,742,743,744,745,746,747,748,749,750,751,752,753,754,755,756,757,758,759,760,761,762,763,764,765,766,767,768,769,770,771,772,773,774,775,776,777,778,779,780,781,782,783,784,785,786,787,788,789,790,791,792,793,794,795,796,797,798,799,800,801,802,803,804,805,806,807,808,809,810,811,812,813,814,815,816,817,818,819,820,821,822,823,824,825,826,827,828,829,830,831,832,833,834,835,836,837,838,839,840,841,842,843,844,845,846,847,848,849,850,851,852,853,854,855,856,857,858,859,860,861,862,863,864,865,866,867,868,869,870,871,872,873,874,875,876,877,878,879,880,881,882,883,884,885,886,887,888,889,890,891,892,893,894,895,896,897,898,899,900,901,902,903,904,905,906,907,908,909,910,911,912,913,914,915,916,917,918,919,920,921,922,923,924,925,926,927,928,929,930,931,932,933,934,935,936,937,938,939,940,941,942,943,944,945,946,947,948,949,950,951,952,953,954,955,956,957,958,959,960,961,962,963,964,965,966,967,968,969,970,971,972,973,974,975,976,977,978,979,980,981,982,983,984,985,986,987,988,989,990,991,992,993,994,995,996,997,998,999,1000,1001,1002,1003,1004,1005,1006,1007,1008,1009,1010,1011,1012,1013,1014,1015,1016,1017,1018,1019,1020,1021,1022,1023,1024,1025,1026,1027,1028,1029,1030,1031,1032,1033,1034,1035,1036,1037,1038,1039,1040,1041,1042,1043,1044,1045,1046,1047,1048,1049,1050,1051,1052,1053,1054,1055,1056,1057,1058,1059,1060,1061,1062,1063,1064,1065,1066,1067,1068,1069,1070,1071,1072,1073,1074,1075,1076,1077,1078,1079,1080,1081,1082,1083,1084,1085,1086,1087,1088,1089,1090,1091,1092,1093,1094,1095,1096,1097,1098,1099,1100,1101,1102,1103,1104,1105,1106,1107,1108,1109,1110,1111,1112,1113,1114,1115,1116,1117,1118,1119,1120,1121,1122,1123,1124,1125,1126,1127,1128,1129,1130,1131,1132,1133,1134,1135,1136,1137,1138,1139,1140,1141,1142,1143,1144,1145,1146,1147,1148,1149,1150,1151,1152,1153,1154,1155,1156,1157,1158,1159,1160,1161,1162,1163,1164,1165,1166,1167,1168,1169,1170,1171,1172,1173,1174,1175,1176,1177,1178,1179,1180,1181,1182,1183,1184,1185,1186,1187,1188,1189,1190,1191,1192,1193,1194,1195,1196,1197,1198,1199,1200,1201,1202,1203,1204,1205,1206,1207,1208,1209,1210,1211,1212,1213,1214,1215,1216,1217,1218,1219,1220,1221,1222,1223,1224,1225,1226,1227,1228,1229,1230,1231,1232,1233,1234,1235,1236,1237,1238,1239,1240,1241,1242,1243,1244,1245,1246,1247,1248,1249,1250,1251,1252,1253,1254,1255,1256,1257,1258,1259,1260,1261,1262,1263,1264,1265,1266,1267,1268,1269,1270,1271,1272,1273,1274,1275,1276,1277,1278],\"species\":[\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\"],\"year\":[1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987]},\"selected\":{\"id\":\"1287\"},\"selection_policy\":{\"id\":\"1286\"}},\"id\":\"1155\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1155\"},\"glyph\":{\"id\":\"1157\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1159\"},\"nonselection_glyph\":{\"id\":\"1158\"},\"view\":{\"id\":\"1161\"}},\"id\":\"1160\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1271\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1133\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#08306b\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#08306b\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#08306b\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1144\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1272\",\"type\":\"AllLabels\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1222\"},\"glyph\":{\"id\":\"1224\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1226\"},\"nonselection_glyph\":{\"id\":\"1225\"},\"view\":{\"id\":\"1228\"}},\"id\":\"1227\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data\":{\"__ECDF\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[73]},\"__label\":[\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\"],\"band\":[20123,20126,20128,20129,20133,20136,20138,20142,20143,20146,20149,20150,20152,20155,20156,20157,20163,20164,20169,20172,20174,20176,20177,20178,20181,20183,20203,20206,20211,20215,20217,20218,20219,20221,20229,20230,20233,20235,20239,20243,20244,20246,20247,20249,20250,20253,20256,20258,20263,20268,20269,20271,20272,20275,20276,20277,20278,20282,20292,20296,20299,20301,20302,20306,20307,20308,20309,20310,20313,20317,20318,20320,20324],\"beak depth (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[73]},\"beak length (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[73]},\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72],\"species\":[\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\"],\"year\":[1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973]},\"selected\":{\"id\":\"1283\"},\"selection_policy\":{\"id\":\"1282\"}},\"id\":\"1141\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"data\":{\"__ECDF\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[312]},\"__label\":[\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\"],\"band\":[2,9,12,15,305,307,308,309,311,312,313,314,315,316,320,321,323,324,326,328,329,330,340,341,342,343,344,345,346,347,348,349,350,352,354,355,356,360,366,368,369,401,402,403,405,410,411,413,414,415,416,417,418,419,420,422,423,424,425,426,427,428,450,451,452,453,454,455,456,457,458,459,461,462,463,465,466,468,473,474,475,476,477,479,501,502,503,504,505,506,507,509,510,511,512,513,514,515,516,517,518,519,520,521,522,524,526,527,528,529,560,561,563,564,565,566,567,572,574,576,578,579,601,602,603,604,605,606,607,608,609,610,611,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,670,671,672,673,674,675,676,677,678,679,680,681,682,683,684,685,686,687,688,689,701,702,703,704,705,706,707,708,709,710,711,712,713,714,715,716,717,719,720,721,723,725,726,780,781,785,786,787,788,789,790,801,802,803,804,805,807,808,809,810,811,812,813,814,815,817,818,819,820,821,822,823,824,825,826,827,828,829,830,831,891,892,893,894,895,896,897,898,899,900,902,903,904,905,906,907,908,909,910,911,912,913,914,915,917,919,921,922,923,924,925,926,927,928,929,930,931,932,933,934,936,941,942,943,944,945,951,952,954,991,1040,1368,1420,1433,1560,1581,1770,1857,1860,1884,2102,2105,2220,2381,2482,2939,2955,2974,3642,8016,8020,20139,20165,20166,20168,20204,20238,20267,20273,20283,20285,20286,20293,20298],\"beak depth (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[312]},\"beak length (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[312]},\"index\":[89,90,91,92,93,94,95,96,97,98,99,100,101,102,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,365,367,368,369,370,371,372,373,374,375,376,377,378,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,398,399,400,401,402,403,404],\"species\":[\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\"],\"year\":[1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975]},\"selected\":{\"id\":\"1285\"},\"selection_policy\":{\"id\":\"1284\"}},\"id\":\"1148\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#08306b\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#08306b\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#08306b\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1145\",\"type\":\"Circle\"},{\"attributes\":{\"fill_color\":{\"value\":\"#a63603\"},\"hatch_color\":{\"value\":\"#a63603\"},\"line_color\":{\"value\":\"#a63603\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1224\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1202\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1189\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1274\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"tools\":[{\"id\":\"1201\"},{\"id\":\"1202\"},{\"id\":\"1203\"},{\"id\":\"1204\"},{\"id\":\"1205\"},{\"id\":\"1206\"}]},\"id\":\"1208\",\"type\":\"Toolbar\"},{\"attributes\":{\"source\":{\"id\":\"1243\"}},\"id\":\"1249\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1194\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1275\",\"type\":\"AllLabels\"},{\"attributes\":{\"data\":{\"__ECDF\":{\"__ndarray__\":\"AAAAAAAA2D8AAAAAAADkPwAAAAAAAMA/AAAAAAAA3D8AAAAAAADIPwAAAAAAAOg/AAAAAAAA8D8AAAAAAADgPwAAAAAAAOo/AAAAAAAA5j8AAAAAAACwPwAAAAAAAOw/AAAAAAAA4j8AAAAAAADQPwAAAAAAAO4/AAAAAAAA1D8=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[16]},\"__label\":[\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\",\"1973\"],\"band\":[20121,20125,20135,20159,20160,20175,20182,20187,20200,20207,20220,20224,20245,20254,20259,20274],\"beak depth (mm)\":{\"__ndarray__\":\"MzMzMzOzIkAAAAAAAIAjQDMzMzMzsyBAmpmZmZkZI0CamZmZmRkhQDMzMzMzsyNAzczMzMxMJUCamZmZmRkjQDMzMzMzsyNAAAAAAACAI0DNzMzMzMwfQGZmZmZm5iNAmpmZmZkZI0DNzMzMzEwiQGZmZmZm5iRAzczMzMxMIkA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[16]},\"beak length (mm)\":{\"__ndarray__\":\"zczMzMxMLkCamZmZmRkuQGZmZmZm5ixAmpmZmZkZLEAAAAAAAIAsQM3MzMzMTC1AZmZmZmbmLkDNzMzMzEwuQGZmZmZm5i1AzczMzMxMK0DNzMzMzEwtQM3MzMzMTC9AmpmZmZkZLEAzMzMzM7MrQGZmZmZm5i1AzczMzMxMKkA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[16]},\"index\":[73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88],\"species\":[\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\"],\"year\":[1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973]},\"selected\":{\"id\":\"1294\"},\"selection_policy\":{\"id\":\"1293\"}},\"id\":\"1215\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#d94801\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#d94801\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#d94801\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1232\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1115\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis_label\":\"beak depth (mm)\",\"coordinates\":null,\"formatter\":{\"id\":\"1280\"},\"group\":null,\"major_label_policy\":{\"id\":\"1281\"},\"ticker\":{\"id\":\"1194\"}},\"id\":\"1193\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1284\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"axis\":{\"id\":\"1197\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1200\",\"type\":\"Grid\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#7f2704\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#7f2704\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#7f2704\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1219\",\"type\":\"Circle\"},{\"attributes\":{\"below\":[{\"id\":\"1119\"}],\"center\":[{\"id\":\"1122\"},{\"id\":\"1126\"}],\"frame_height\":250,\"frame_width\":375,\"left\":[{\"id\":\"1123\"}],\"renderers\":[{\"id\":\"1146\"},{\"id\":\"1153\"},{\"id\":\"1160\"},{\"id\":\"1167\"},{\"id\":\"1174\"}],\"right\":[{\"id\":\"1176\"}],\"title\":{\"id\":\"1109\"},\"toolbar\":{\"id\":\"1134\"},\"toolbar_location\":\"above\",\"x_range\":{\"id\":\"1111\"},\"x_scale\":{\"id\":\"1115\"},\"y_range\":{\"id\":\"1113\"},\"y_scale\":{\"id\":\"1117\"}},\"id\":\"1108\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1215\"},\"glyph\":{\"id\":\"1217\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1219\"},\"nonselection_glyph\":{\"id\":\"1218\"},\"view\":{\"id\":\"1221\"}},\"id\":\"1220\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1285\",\"type\":\"Selection\"},{\"attributes\":{\"tools\":[{\"id\":\"1127\"},{\"id\":\"1128\"},{\"id\":\"1129\"},{\"id\":\"1130\"},{\"id\":\"1131\"},{\"id\":\"1132\"}]},\"id\":\"1134\",\"type\":\"Toolbar\"},{\"attributes\":{\"axis_label\":\"ECDF\",\"coordinates\":null,\"formatter\":{\"id\":\"1277\"},\"group\":null,\"major_label_policy\":{\"id\":\"1278\"},\"ticker\":{\"id\":\"1198\"}},\"id\":\"1197\",\"type\":\"LinearAxis\"},{\"attributes\":{\"label\":{\"value\":\"1987\"},\"renderers\":[{\"id\":\"1234\"}]},\"id\":\"1253\",\"type\":\"LegendItem\"},{\"attributes\":{\"axis\":{\"id\":\"1193\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1196\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1198\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1289\",\"type\":\"Selection\"},{\"attributes\":{\"click_policy\":\"hide\",\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1177\"},{\"id\":\"1178\"},{\"id\":\"1179\"},{\"id\":\"1180\"},{\"id\":\"1181\"}],\"location\":\"center\"},\"id\":\"1176\",\"type\":\"Legend\"},{\"attributes\":{\"fill_color\":{\"value\":\"#f16913\"},\"hatch_color\":{\"value\":\"#f16913\"},\"line_color\":{\"value\":\"#f16913\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1238\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1206\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1205\",\"type\":\"ResetTool\"},{\"attributes\":{\"overlay\":{\"id\":\"1207\"}},\"id\":\"1203\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"label\":{\"value\":\"1973\"},\"renderers\":[{\"id\":\"1220\"}]},\"id\":\"1251\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1204\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1201\",\"type\":\"PanTool\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1229\"},\"glyph\":{\"id\":\"1231\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1233\"},\"nonselection_glyph\":{\"id\":\"1232\"},\"view\":{\"id\":\"1235\"}},\"id\":\"1234\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1243\"},\"glyph\":{\"id\":\"1245\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1247\"},\"nonselection_glyph\":{\"id\":\"1246\"},\"view\":{\"id\":\"1249\"}},\"id\":\"1248\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#fd8d3c\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#fd8d3c\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#fd8d3c\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1246\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1286\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1191\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1287\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1113\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1293\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#fd8d3c\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#fd8d3c\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#fd8d3c\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1247\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#4292c6\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#4292c6\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#4292c6\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1166\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"1236\"}},\"id\":\"1242\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#f16913\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#f16913\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#f16913\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1240\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1294\",\"type\":\"Selection\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"scandens\"},\"id\":\"1183\",\"type\":\"Title\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#a63603\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#a63603\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#a63603\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1226\",\"type\":\"Circle\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1169\"},\"glyph\":{\"id\":\"1171\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1173\"},\"nonselection_glyph\":{\"id\":\"1172\"},\"view\":{\"id\":\"1175\"}},\"id\":\"1174\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_color\":{\"value\":\"#2171b5\"},\"hatch_color\":{\"value\":\"#2171b5\"},\"line_color\":{\"value\":\"#2171b5\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1157\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"1169\"}},\"id\":\"1175\",\"type\":\"CDSView\"},{\"attributes\":{\"label\":{\"value\":\"1991\"},\"renderers\":[{\"id\":\"1241\"}]},\"id\":\"1254\",\"type\":\"LegendItem\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1141\"},\"glyph\":{\"id\":\"1143\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1145\"},\"nonselection_glyph\":{\"id\":\"1144\"},\"view\":{\"id\":\"1147\"}},\"id\":\"1146\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#2171b5\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#2171b5\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#2171b5\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1159\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"1141\"}},\"id\":\"1147\",\"type\":\"CDSView\"},{\"attributes\":{\"source\":{\"id\":\"1215\"}},\"id\":\"1221\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1277\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"data\":{\"__ECDF\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[87]},\"__label\":[\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\",\"1975\"],\"band\":[302,304,306,310,317,318,319,322,325,327,351,353,357,358,359,361,362,363,364,365,367,404,406,407,408,409,412,421,429,460,464,467,469,470,471,472,478,508,523,525,562,568,569,570,571,573,575,577,612,613,614,718,722,724,727,728,729,782,783,784,806,816,890,901,916,918,920,935,953,1014,1642,1748,1841,1842,2084,2397,8110,20122,20151,20188,20210,20223,20225,20252,20255,20266,20279],\"beak depth (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[87]},\"beak length (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[87]},\"index\":[405,406,407,408,409,410,411,412,413,414,415,416,417,418,419,420,421,422,423,424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,453,454,455,456,457,458,459,460,461,462,463,464,465,466,467,468,469,470,471,472,473,474,475,476,477,478,479,480,481,482,483,484,485,486,487,488,489,490,491],\"species\":[\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\"],\"year\":[1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975]},\"selected\":{\"id\":\"1296\"},\"selection_policy\":{\"id\":\"1295\"}},\"id\":\"1222\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"source\":{\"id\":\"1229\"}},\"id\":\"1235\",\"type\":\"CDSView\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1162\"},\"glyph\":{\"id\":\"1164\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1166\"},\"nonselection_glyph\":{\"id\":\"1165\"},\"view\":{\"id\":\"1168\"}},\"id\":\"1167\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#d94801\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#d94801\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#d94801\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1233\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1278\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1288\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"label\":{\"value\":\"2012\"},\"renderers\":[{\"id\":\"1248\"}]},\"id\":\"1255\",\"type\":\"LegendItem\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#a63603\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#a63603\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#a63603\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1225\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1117\",\"type\":\"LinearScale\"},{\"attributes\":{\"fill_color\":{\"value\":\"#6baed6\"},\"hatch_color\":{\"value\":\"#6baed6\"},\"line_color\":{\"value\":\"#6baed6\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1171\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"1155\"}},\"id\":\"1161\",\"type\":\"CDSView\"},{\"attributes\":{\"label\":{\"value\":\"1975\"},\"renderers\":[{\"id\":\"1153\"}]},\"id\":\"1178\",\"type\":\"LegendItem\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#f16913\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#f16913\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#f16913\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1239\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1280\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"data\":{\"__ECDF\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[156]},\"__label\":[\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\",\"1987\"],\"band\":[15718,5594,15235,15252,15847,15139,15237,4045,8443,15798,14786,364,10001,15119,15676,15476,14576,15419,15635,2733,15751,14834,4109,15901,14830,15086,15986,4223,15725,13554,15407,3425,15704,15102,5582,15121,10770,14755,13555,15765,15243,8441,10067,15406,15234,15608,14758,14835,15882,14787,14727,5351,15859,15721,5663,2543,5013,10394,17548,14647,13548,5345,15760,15685,14731,14906,15330,4577,4744,10984,14759,15639,15090,4221,15422,15441,15736,4683,14768,5375,14843,2554,14995,15638,15837,10002,14584,14730,3458,5911,2760,15812,5367,10174,1645,4090,5576,14975,2877,10206,4778,5322,10207,10740,8450,10517,2758,14729,10743,13527,8444,15738,2445,5931,14728,15615,14646,13526,15343,10105,14645,2433,10268,10245,4706,14918,15694,15421,14208,1396,1444,4051,10061,4701,13257,2949,14946,5656,5608,15352,15817,4119,10223,2969,14648,15658,13256,8425,14524,10075,4137,14847,15886,14877,8036,14579],\"beak depth (mm)\":{\"__ndarray__\":\"FK5H4XoUH0DD9Shcj8IfQNejcD0K1x9AAAAAAAAAIECF61G4HgUgQPYoXI/CdSBAmpmZmZmZIEC4HoXrUbggQD0K16NwvSBAzczMzMzMIEDNzMzMzMwgQM3MzMzMzCBAUrgehevRIEAAAAAAAAAhQAAAAAAAACFAMzMzMzMzIUAzMzMzMzMhQDMzMzMzMyFAuB6F61E4IUDXo3A9ClchQGZmZmZmZiFAZmZmZmZmIUBmZmZmZmYhQGZmZmZmZiFAZmZmZmZmIUBxPQrXo3AhQHE9CtejcCFACtejcD2KIUCamZmZmZkhQJqZmZmZmSFAmpmZmZmZIUCamZmZmZkhQB+F61G4niFAH4XrUbieIUA9CtejcL0hQMP1KFyPwiFASOF6FK7HIUDNzMzMzMwhQM3MzMzMzCFAzczMzMzMIUDNzMzMzMwhQM3MzMzMzCFAzczMzMzMIUDNzMzMzMwhQM3MzMzMzCFAzczMzMzMIUBSuB6F69EhQFK4HoXr0SFA16NwPQrXIUBcj8L1KNwhQFyPwvUo3CFAZmZmZmbmIUBmZmZmZuYhQOxRuB6F6yFAcT0K16PwIUBxPQrXo/AhQHsUrkfh+iFAAAAAAAAAIkAAAAAAAAAiQAAAAAAAACJAAAAAAAAAIkAAAAAAAAAiQIXrUbgeBSJACtejcD0KIkAK16NwPQoiQArXo3A9CiJAj8L1KFwPIkAUrkfhehQiQJqZmZmZGSJAmpmZmZkZIkAfhetRuB4iQDMzMzMzMyJAMzMzMzMzIkAzMzMzMzMiQDMzMzMzMyJAMzMzMzMzIkAzMzMzMzMiQMP1KFyPQiJAw/UoXI9CIkBI4XoUrkciQFyPwvUoXCJAZmZmZmZmIkBmZmZmZmYiQGZmZmZmZiJAZmZmZmZmIkDsUbgehWsiQOxRuB6FayJAcT0K16NwIkB7FK5H4XoiQHsUrkfheiJAAAAAAACAIkAAAAAAAIAiQAAAAAAAgCJAAAAAAACAIkCF61G4HoUiQIXrUbgehSJAj8L1KFyPIkCPwvUoXI8iQI/C9ShcjyJAmpmZmZmZIkCamZmZmZkiQJqZmZmZmSJAmpmZmZmZIkCamZmZmZkiQJqZmZmZmSJAmpmZmZmZIkCkcD0K16MiQClcj8L1qCJArkfhehSuIkCuR+F6FK4iQK5H4XoUriJAMzMzMzOzIkA9CtejcL0iQD0K16NwvSJAPQrXo3C9IkA9CtejcL0iQMP1KFyPwiJAzczMzMzMIkDNzMzMzMwiQM3MzMzMzCJAzczMzMzMIkDXo3A9CtciQFyPwvUo3CJAZmZmZmbmIkAAAAAAAAAjQAAAAAAAACNAhetRuB4FI0CF61G4HgUjQArXo3A9CiNAFK5H4XoUI0CamZmZmRkjQDMzMzMzMyNAMzMzMzMzI0AzMzMzMzMjQD0K16NwPSNASOF6FK5HI0DNzMzMzEwjQGZmZmZmZiNAZmZmZmZmI0D2KFyPwnUjQPYoXI/CdSNAexSuR+F6I0CamZmZmZkjQJqZmZmZmSNApHA9CtejI0AzMzMzM7MjQDMzMzMzsyNAzczMzMzMI0DNzMzMzMwjQOF6FK5H4SNAAAAAAAAAJEAzMzMzMzMkQLgehetROCRACtejcD2KJECuR+F6FK4kQClcj8L1qCZA\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[156]},\"beak length (mm)\":{\"__ndarray__\":\"AAAAAACAJUD2KFyPwnUrQBSuR+F6FCxAAAAAAAAAKUBI4XoUrkcpQFK4HoXrUSlAAAAAAAAAKkDNzMzMzEwqQOxRuB6F6ytAzczMzMxMKkBmZmZmZmYrQAAAAAAAACxAXI/C9SjcKkAAAAAAAAAsQM3MzMzMzC1AMzMzMzMzK0CamZmZmZkrQM3MzMzMzC1A4XoUrkfhK0AfhetRuJ4tQAAAAAAAAClAAAAAAACAK0AAAAAAAAAsQAAAAAAAAC1AZmZmZmZmLUCamZmZmRksQNejcD0KVyxApHA9CtcjLkAAAAAAAAAnQAAAAAAAACtAPQrXo3C9K0DNzMzMzMwtQK5H4XoUrihArkfhehSuLECkcD0K1yMuQIXrUbgeBSxAuB6F61G4KUAzMzMzMzMrQJqZmZmZmStAMzMzMzOzK0DNzMzMzMwrQDMzMzMzMyxAMzMzMzMzLEBmZmZmZmYsQJqZmZmZmSxAzczMzMzMLUCuR+F6FK4rQK5H4XoULixAmpmZmZkZLEDNzMzMzEwsQAAAAAAAgCxAMzMzMzMzK0CkcD0K1yMtQEjhehSuxydAmpmZmZmZK0DsUbgehWssQIXrUbgehS1ApHA9CtcjKEDNzMzMzMwrQDMzMzMzMyxAmpmZmZmZLEBmZmZmZuYtQK5H4XoUrixArkfhehSuK0AUrkfhehQsQEjhehSuRyxAH4XrUbgeKUBI4XoUrkcuQDMzMzMzsyxAMzMzMzOzLUAUrkfhehQsQGZmZmZmZixAmpmZmZmZLEAAAAAAAAAtQAAAAAAAAC1AMzMzMzMzLUAAAAAAAAAuQDMzMzMzMytAzczMzMxMLUCPwvUoXA8sQFK4HoXrUSxAKVyPwvWoK0BmZmZmZmYsQDMzMzMzsyxAZmZmZmbmLEBI4XoUrkctQBSuR+F6FC5AzczMzMzMK0CuR+F6FK4sQI/C9ShcDy1AZmZmZmZmLEAzMzMzM7MtQDMzMzMzMy5AZmZmZmZmLkAAAAAAAAArQGZmZmZm5i1AKVyPwvWoK0BmZmZmZuYrQK5H4XoULi5AXI/C9SjcKkBmZmZmZmYrQAAAAAAAACxAzczMzMxMLEAAAAAAAIAtQM3MzMzMzC1AAAAAAAAALkAfhetRuB4rQIXrUbgehSxAKVyPwvWoK0CPwvUoXA8tQK5H4XoUri1AAAAAAAAALkCF61G4HoUrQM3MzMzMzCtAFK5H4XqULEDD9Shcj0ItQJqZmZmZmSxAMzMzMzMzK0DNzMzMzMwsQM3MzMzMzC1AzczMzMzMLUCuR+F6FK4sQI/C9ShcDy1AzczMzMxMLUCamZmZmZktQAAAAAAAADBASOF6FK5HKkDhehSuR+EsQPYoXI/CdSlAFK5H4XoULkAzMzMzM7MtQGZmZmZmZixAZmZmZmZmLkAAAAAAAAAwQHE9Ctej8CxAFK5H4XoULUDNzMzMzMwtQM3MzMzMzC1AmpmZmZmZL0DsUbgehesqQArXo3A9ii1A4XoUrkfhLEBmZmZmZmYuQAAAAAAAADBAzczMzMzMLEBmZmZmZuYsQDMzMzMzsy5AZmZmZmZmLECamZmZmZkuQArXo3A9iixAmpmZmZmZL0CamZmZmZkuQHsUrkfheiZAZmZmZmZmLkDhehSuR+EuQOxRuB6F6y1A\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[156]},\"index\":[1279,1280,1281,1282,1283,1284,1285,1286,1287,1288,1289,1290,1291,1292,1293,1294,1295,1296,1297,1298,1299,1300,1301,1302,1303,1304,1305,1306,1307,1308,1309,1310,1311,1312,1313,1314,1315,1316,1317,1318,1319,1320,1321,1322,1323,1324,1325,1326,1327,1328,1329,1330,1331,1332,1333,1334,1335,1336,1337,1338,1339,1340,1341,1342,1343,1344,1345,1346,1347,1348,1349,1350,1351,1352,1353,1354,1355,1356,1357,1358,1359,1360,1361,1362,1363,1364,1365,1366,1367,1368,1369,1370,1371,1372,1373,1374,1375,1376,1377,1378,1379,1380,1381,1382,1383,1384,1385,1386,1387,1388,1389,1390,1391,1392,1393,1394,1395,1396,1397,1398,1399,1400,1401,1402,1403,1404,1405,1406,1407,1408,1409,1410,1411,1412,1413,1414,1415,1416,1417,1418,1419,1420,1421,1422,1423,1424,1425,1426,1427,1428,1429,1430,1431,1432,1433,1434],\"species\":[\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\"],\"year\":[1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987]},\"selected\":{\"id\":\"1298\"},\"selection_policy\":{\"id\":\"1297\"}},\"id\":\"1229\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1295\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1207\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#2171b5\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#2171b5\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#2171b5\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1158\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1120\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#7f2704\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#7f2704\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#7f2704\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1218\",\"type\":\"Circle\"},{\"attributes\":{\"data\":{\"__ECDF\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[509]},\"__label\":[\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\"],\"band\":[2639,2666,2753,2776,4229,4677,4715,4899,4911,4936,4946,5026,5110,5370,5505,5555,5578,5586,5602,5625,5626,5669,5685,5721,5731,5821,5826,5860,5872,5887,5904,5905,5921,5927,5960,10081,10100,10102,10181,10213,10305,10376,10679,10826,13269,13300,13351,13385,13486,13543,13575,13595,13644,13687,13704,13837,13945,13975,13994,14003,14041,14062,14100,14117,14258,14347,14442,14468,14478,14492,14518,14533,14612,14613,14620,14624,14625,14633,14655,14656,14660,14672,14674,14676,14678,14681,14684,14686,14687,14689,14692,14694,14705,14706,14710,14720,14722,14723,14741,14745,14752,14762,14763,14777,14783,14784,14788,14796,14797,14808,14811,14812,14818,14822,14841,14846,14854,14856,14858,14866,14873,14879,14880,14890,14900,14901,14902,14909,14912,14913,14915,14919,14925,14930,14939,14955,14956,14957,14958,14963,14970,14971,14978,14983,15001,15004,15005,15014,15015,15018,15025,15027,15037,15041,15047,15049,15054,15065,15066,15079,15106,15111,15125,15127,15150,15153,15154,15158,15170,15172,15182,15183,15188,15197,15210,15220,15223,15225,15229,15230,15232,15238,15241,15244,15246,15261,15263,15277,15281,15284,15285,15286,15288,15289,15291,15309,15313,15317,15337,15339,15346,15359,15376,15383,15385,15389,15392,15396,15402,15408,15412,15428,15431,15444,15464,15471,15478,15484,15601,15607,15621,15648,15650,15651,15659,15665,15667,15679,15681,15695,15702,15706,15726,15727,15734,15757,15761,15779,15788,15822,15830,15838,15840,15845,15854,15857,15863,15873,15885,15897,15914,15915,15920,15929,15930,15934,15939,15944,15948,15950,15951,15970,15973,15977,15978,15979,15983,15995,16007,16016,16024,16027,16028,16044,16091,16093,16095,16096,16135,16141,16143,16144,16145,16146,16148,16149,16150,16165,16167,16173,16176,16184,16190,16197,16301,16306,16309,16310,16315,16316,16317,16319,16331,16333,16336,16337,16341,16344,16356,16360,16367,16374,16378,16380,16385,16386,16387,16391,16394,16395,16396,16398,16507,16511,16514,16518,16531,16549,16550,16551,16553,16554,16559,16560,16564,16565,16566,16575,16579,16580,16583,16590,16594,16595,16596,16597,16598,16803,16805,16807,16808,16810,16811,16815,16816,16817,16818,16833,16834,16836,16840,16851,16858,16859,16861,16869,16875,16889,16891,16895,17010,17013,17014,17033,17037,17048,17057,17061,17063,17067,17070,17073,17075,17083,17095,17109,17111,17113,17114,17116,17136,17145,17160,17168,17179,17188,17301,17307,17310,17311,17315,17344,17360,17367,17369,17379,17380,17381,17384,17386,17388,17395,17403,17410,17411,17415,17416,17418,17419,17436,17439,17440,17443,17460,17461,17464,17466,17467,17468,17480,17483,17485,17490,17491,17493,17494,17496,17497,17498,17500,17503,17534,17551,17559,17568,17573,17583,17589,17603,17605,17615,17617,17618,17634,17638,17639,17641,17643,17646,17647,17648,17649,17653,17654,17656,17659,17664,17665,17666,17668,17677,17693,17696,17697,17698,17699,17717,17733,17734,17735,17738,17740,17754,17759,17768,17771,17786,17791,17797,17798,17800,17803,17907,17908,17916,17934,17936,17940,17954,17955,17964,17969,17971,17974,17983,17986,17991,17993,17999],\"beak depth (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[509]},\"beak length (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[509]},\"index\":[1435,1436,1437,1438,1439,1440,1441,1442,1443,1444,1445,1446,1447,1448,1449,1450,1451,1452,1453,1454,1455,1456,1457,1458,1459,1460,1461,1462,1463,1464,1465,1466,1467,1468,1469,1470,1471,1472,1473,1474,1475,1476,1477,1478,1479,1480,1481,1482,1483,1484,1485,1486,1487,1488,1489,1490,1491,1492,1493,1494,1495,1496,1497,1498,1499,1500,1501,1502,1503,1504,1505,1506,1507,1508,1509,1510,1511,1512,1513,1514,1515,1516,1517,1518,1519,1520,1521,1522,1523,1524,1525,1526,1527,1528,1529,1530,1531,1532,1533,1534,1535,1536,1537,1538,1539,1540,1541,1542,1543,1544,1545,1546,1547,1548,1549,1550,1551,1552,1553,1554,1555,1556,1557,1558,1559,1560,1561,1562,1563,1564,1565,1566,1567,1568,1569,1570,1571,1572,1573,1574,1575,1576,1577,1578,1579,1580,1581,1582,1583,1584,1585,1586,1587,1588,1589,1590,1591,1592,1593,1594,1595,1596,1597,1598,1599,1600,1601,1602,1603,1604,1605,1606,1607,1608,1609,1610,1611,1612,1613,1614,1615,1616,1617,1618,1619,1620,1621,1622,1623,1624,1625,1626,1627,1628,1629,1630,1631,1632,1633,1634,1635,1636,1637,1638,1639,1640,1641,1642,1643,1644,1645,1646,1647,1648,1649,1650,1651,1652,1653,1654,1655,1656,1657,1658,1659,1660,1661,1662,1663,1664,1665,1666,1667,1668,1669,1670,1671,1672,1673,1674,1675,1676,1677,1678,1679,1680,1681,1682,1683,1684,1685,1686,1687,1688,1689,1690,1691,1692,1693,1694,1695,1696,1697,1698,1699,1700,1701,1702,1703,1704,1705,1706,1707,1708,1709,1710,1711,1712,1713,1714,1715,1716,1717,1718,1719,1720,1721,1722,1723,1724,1725,1726,1727,1728,1729,1730,1731,1732,1733,1734,1735,1736,1737,1738,1739,1740,1741,1742,1743,1744,1745,1746,1747,1748,1749,1750,1751,1752,1753,1754,1755,1756,1757,1758,1759,1760,1761,1762,1763,1764,1765,1766,1767,1768,1769,1770,1771,1772,1773,1774,1775,1776,1777,1778,1779,1780,1781,1782,1783,1784,1785,1786,1787,1788,1789,1790,1791,1792,1793,1794,1795,1796,1797,1798,1799,1800,1801,1802,1803,1804,1805,1806,1807,1808,1809,1810,1811,1812,1813,1814,1815,1816,1817,1818,1819,1820,1821,1822,1823,1824,1825,1826,1827,1828,1829,1830,1831,1832,1833,1834,1835,1836,1837,1838,1839,1840,1841,1842,1843,1844,1845,1846,1847,1848,1849,1850,1851,1852,1853,1854,1855,1856,1857,1858,1859,1860,1861,1862,1863,1864,1865,1866,1867,1868,1869,1870,1871,1872,1873,1874,1875,1876,1877,1878,1879,1880,1881,1882,1883,1884,1885,1886,1887,1888,1889,1890,1891,1892,1893,1894,1895,1896,1897,1898,1899,1900,1901,1902,1903,1904,1905,1906,1907,1908,1909,1910,1911,1912,1913,1914,1915,1916,1917,1918,1919,1920,1921,1922,1923,1924,1925,1926,1927,1928,1929,1930,1931,1932,1933,1934,1935,1936,1937,1938,1939,1940,1941,1942,1943],\"species\":[\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\"],\"year\":[1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991]},\"selected\":{\"id\":\"1289\"},\"selection_policy\":{\"id\":\"1288\"}},\"id\":\"1162\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_color\":{\"value\":\"#fd8d3c\"},\"hatch_color\":{\"value\":\"#fd8d3c\"},\"line_color\":{\"value\":\"#fd8d3c\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1245\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1281\",\"type\":\"AllLabels\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"fortis\"},\"id\":\"1109\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1296\",\"type\":\"Selection\"},{\"attributes\":{\"source\":{\"id\":\"1162\"}},\"id\":\"1168\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#6baed6\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#6baed6\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#6baed6\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1173\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#4292c6\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#4292c6\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#4292c6\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1165\",\"type\":\"Circle\"},{\"attributes\":{\"label\":{\"value\":\"1973\"},\"renderers\":[{\"id\":\"1146\"}]},\"id\":\"1177\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1290\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"data\":{\"__ECDF\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[126]},\"__label\":[\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\"],\"band\":[19026,19029,19094,19122,19125,19129,19172,19182,19212,19214,19244,19251,19260,19270,19278,19289,19299,19312,19326,19343,19374,19401,19406,19408,19426,19430,19433,19438,19452,19466,19469,19486,19492,19493,19494,19495,19496,19497,19510,19513,19518,19526,19527,19528,19543,19553,19554,19573,19592,19594,19597,19598,19599,19619,19622,19652,19653,19664,19692,19720,19740,19747,19766,19783,19844,19848,19852,19854,19855,19868,19882,19900,19910,19936,19940,19941,19951,19955,19956,21040,21041,21045,21047,21053,21057,21070,21081,21092,21093,21106,21109,21111,21113,21131,21135,21136,21159,21167,21176,21248,21253,21255,21256,21257,21260,21263,21267,21268,21270,21271,21278,21279,21280,21281,21285,21286,21288,21289,21290,21291,21292,21295,21297,21340,21342,21347],\"beak depth (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[126]},\"beak length (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[126]},\"index\":[2177,2179,2180,2181,2182,2183,2184,2185,2186,2187,2188,2189,2190,2191,2192,2193,2194,2195,2196,2197,2198,2199,2200,2201,2202,2203,2204,2205,2206,2207,2208,2209,2210,2211,2212,2213,2214,2215,2216,2217,2218,2219,2220,2221,2222,2223,2224,2225,2226,2227,2228,2229,2230,2231,2232,2233,2234,2235,2236,2237,2238,2239,2240,2241,2242,2243,2244,2245,2246,2247,2248,2249,2250,2251,2252,2253,2254,2255,2256,2257,2258,2259,2260,2261,2262,2263,2264,2265,2266,2267,2268,2269,2270,2271,2272,2273,2274,2275,2276,2277,2278,2279,2280,2281,2282,2283,2284,2285,2286,2287,2288,2289,2290,2291,2292,2293,2294,2295,2296,2297,2298,2299,2300,2301,2302,2303],\"species\":[\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\"],\"year\":[2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012]},\"selected\":{\"id\":\"1302\"},\"selection_policy\":{\"id\":\"1301\"}},\"id\":\"1243\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_color\":{\"value\":\"#08519c\"},\"hatch_color\":{\"value\":\"#08519c\"},\"line_color\":{\"value\":\"#08519c\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1150\",\"type\":\"Circle\"},{\"attributes\":{\"data\":{\"__ECDF\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[121]},\"__label\":[\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\",\"2012\"],\"band\":[19022,19028,19032,19041,19044,19048,19072,19082,19104,19114,19121,19126,19146,19164,19174,19203,19210,19217,19224,19226,19252,19263,19274,19280,19288,19328,19349,19362,19372,19382,19384,19392,19394,19422,19439,19461,19482,19502,19511,19536,19563,19568,19602,19604,19614,19623,19627,19642,19649,19654,19674,19682,19712,19734,19746,19749,19774,19782,19815,19820,19821,19829,19832,19835,19840,19849,19874,19878,19889,19914,19921,19922,19928,19932,19942,19946,19947,19952,19974,19993,19994,21049,21052,21080,21082,21087,21088,21089,21090,21129,21160,21161,21162,21165,21169,21191,21244,21247,21249,21258,21259,21261,21262,21265,21266,21272,21273,21276,21277,21282,21283,21287,21293,21294,21296,21298,21299,21341,21343,21349,22000],\"beak depth (mm)\":{\"__ndarray__\":\"AAAAAAAAIUDNzMzMzMwhQAAAAAAAAB5AMzMzMzMzI0BmZmZmZmYiQGZmZmZmZiBAMzMzMzMzH0AzMzMzMzMhQM3MzMzMzCBAzczMzMzMHkAAAAAAAAAgQGZmZmZmZiFAMzMzMzMzIECamZmZmZkhQM3MzMzMzCJAAAAAAAAAJEAzMzMzMzMjQDMzMzMzMyNAMzMzMzMzIEAAAAAAAAAeQM3MzMzMzCBAmpmZmZmZH0CamZmZmZkgQM3MzMzMzCFAMzMzMzMzIkDNzMzMzMweQJqZmZmZmSBAMzMzMzMzIUDNzMzMzMwgQM3MzMzMzB5AMzMzMzMzIkDNzMzMzMweQAAAAAAAACJAZmZmZmZmJEAzMzMzMzMgQDMzMzMzMyFAzczMzMzMIEAzMzMzMzMgQAAAAAAAACBAmpmZmZmZIECamZmZmZkkQAAAAAAAACBAmpmZmZmZIUAAAAAAAAAiQJqZmZmZmSJAZmZmZmZmHkBmZmZmZmYgQAAAAAAAACRAZmZmZmZmIEBmZmZmZmYgQJqZmZmZmSBAMzMzMzMzH0AAAAAAAAAgQM3MzMzMzCBAmpmZmZmZIkDNzMzMzMwhQGZmZmZmZiNAZmZmZmZmHkAAAAAAAAAiQDMzMzMzMyFAzczMzMzMIUAzMzMzMzMhQJqZmZmZmSFAAAAAAAAAIUBmZmZmZmYiQAAAAAAAACBAzczMzMzMIkDNzMzMzMweQM3MzMzMzCBAAAAAAAAAIUAAAAAAAAAiQAAAAAAAACJAmpmZmZmZIkBmZmZmZmYhQDMzMzMzMyBAZmZmZmZmIUCamZmZmZkfQM3MzMzMzB5AzczMzMzMIEAAAAAAAIAiQDMzMzMzMyBAmpmZmZmZIEAAAAAAAAAhQM3MzMzMzCNAzczMzMzMIEDNzMzMzMwjQM3MzMzMzBxAZmZmZmZmIEBmZmZmZmYgQJqZmZmZmSBAzczMzMzMIEAAAAAAAAAeQGZmZmZmZiBAMzMzMzMzIUBmZmZmZmYgQJqZmZmZmSFAAAAAAAAAIUAzMzMzMzMgQJqZmZmZmSBAAAAAAAAAIUAzMzMzMzMgQDMzMzMzMx1AAAAAAAAAIEBmZmZmZmYkQDMzMzMzMyZAzczMzMzMI0BmZmZmZmYhQJqZmZmZmSBAMzMzMzMzH0DNzMzMzMwjQJqZmZmZmSRAzczMzMzMIEBmZmZmZmYhQJqZmZmZmSNAZmZmZmZmIUAAAAAAAAAiQDMzMzMzMx9AAAAAAAAAIUBmZmZmZmYgQGZmZmZmZiJAAAAAAAAAIkA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[121]},\"beak length (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[121]},\"index\":[2056,2057,2058,2059,2060,2061,2062,2063,2064,2065,2066,2067,2068,2069,2070,2071,2072,2073,2074,2075,2076,2077,2078,2079,2080,2081,2082,2083,2084,2085,2086,2087,2088,2089,2090,2091,2092,2093,2094,2095,2096,2097,2098,2099,2100,2101,2102,2103,2104,2105,2106,2107,2108,2109,2110,2111,2112,2113,2114,2115,2116,2117,2118,2119,2120,2121,2122,2123,2124,2125,2126,2127,2128,2129,2130,2131,2132,2133,2134,2135,2136,2137,2138,2139,2140,2141,2142,2143,2144,2145,2146,2147,2148,2149,2150,2151,2152,2153,2154,2155,2156,2157,2158,2159,2160,2161,2162,2163,2164,2165,2166,2167,2168,2169,2170,2171,2172,2173,2174,2175,2176],\"species\":[\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\"],\"year\":[2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012]},\"selected\":{\"id\":\"1291\"},\"selection_policy\":{\"id\":\"1290\"}},\"id\":\"1169\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"label\":{\"value\":\"1975\"},\"renderers\":[{\"id\":\"1227\"}]},\"id\":\"1252\",\"type\":\"LegendItem\"},{\"attributes\":{\"axis_label\":\"beak depth (mm)\",\"coordinates\":null,\"formatter\":{\"id\":\"1274\"},\"group\":null,\"major_label_policy\":{\"id\":\"1275\"},\"ticker\":{\"id\":\"1120\"}},\"id\":\"1119\",\"type\":\"LinearAxis\"},{\"attributes\":{\"click_policy\":\"hide\",\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1251\"},{\"id\":\"1252\"},{\"id\":\"1253\"},{\"id\":\"1254\"},{\"id\":\"1255\"}],\"location\":\"center\"},\"id\":\"1250\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"1291\",\"type\":\"Selection\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1236\"},\"glyph\":{\"id\":\"1238\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1240\"},\"nonselection_glyph\":{\"id\":\"1239\"},\"view\":{\"id\":\"1242\"}},\"id\":\"1241\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data\":{\"__ECDF\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[112]},\"__label\":[\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\",\"1991\"],\"band\":[2760,3425,4090,4137,4223,4683,4706,4778,5351,5582,5608,5656,10001,10002,10061,10105,10174,10206,10223,10268,10394,10740,13256,13257,13548,14208,14524,14576,14584,14646,14728,14731,14755,14758,14759,14786,14830,14834,14835,14847,14877,14946,14975,14995,15235,15237,15406,15419,15441,15476,15615,15638,15639,15658,15685,15694,15704,15718,15721,15725,15736,15760,15765,15798,15812,15817,15837,15859,15901,15986,16100,16109,16113,16183,16195,16568,16569,16585,16600,16873,17001,17004,17099,17140,17143,17153,17176,17305,17353,17374,17474,17475,17504,17505,17548,17658,17673,17674,17685,17764,17779,17788,17795,17901,17915,17930,17939,17947,17950,17953,17956,17963],\"beak depth (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[112]},\"beak length (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[112]},\"index\":[1944,1945,1946,1947,1948,1949,1950,1951,1952,1953,1954,1955,1956,1957,1958,1959,1960,1961,1962,1963,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,2035,2036,2037,2038,2039,2040,2041,2042,2043,2044,2045,2046,2047,2048,2049,2050,2051,2052,2053,2054,2055],\"species\":[\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\"],\"year\":[1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991]},\"selected\":{\"id\":\"1300\"},\"selection_policy\":{\"id\":\"1299\"}},\"id\":\"1236\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1282\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1187\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1283\",\"type\":\"Selection\"},{\"attributes\":{\"fill_color\":{\"value\":\"#7f2704\"},\"hatch_color\":{\"value\":\"#7f2704\"},\"line_color\":{\"value\":\"#7f2704\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1217\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#6baed6\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#6baed6\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#6baed6\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1172\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"1222\"}},\"id\":\"1228\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1297\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1298\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1299\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1300\",\"type\":\"Selection\"},{\"attributes\":{\"label\":{\"value\":\"1991\"},\"renderers\":[{\"id\":\"1167\"}]},\"id\":\"1180\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1111\",\"type\":\"DataRange1d\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1148\"},\"glyph\":{\"id\":\"1150\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1152\"},\"nonselection_glyph\":{\"id\":\"1151\"},\"view\":{\"id\":\"1154\"}},\"id\":\"1153\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1128\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#08519c\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#08519c\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#08519c\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1151\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1301\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"label\":{\"value\":\"2012\"},\"renderers\":[{\"id\":\"1174\"}]},\"id\":\"1181\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1132\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1302\",\"type\":\"Selection\"},{\"attributes\":{\"axis\":{\"id\":\"1119\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1122\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1130\",\"type\":\"SaveTool\"},{\"attributes\":{\"fill_color\":{\"value\":\"#08306b\"},\"hatch_color\":{\"value\":\"#08306b\"},\"line_color\":{\"value\":\"#08306b\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1143\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1131\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_color\":{\"value\":\"#4292c6\"},\"hatch_color\":{\"value\":\"#4292c6\"},\"line_color\":{\"value\":\"#4292c6\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1164\",\"type\":\"Circle\"},{\"attributes\":{\"label\":{\"value\":\"1987\"},\"renderers\":[{\"id\":\"1160\"}]},\"id\":\"1179\",\"type\":\"LegendItem\"},{\"attributes\":{\"overlay\":{\"id\":\"1133\"}},\"id\":\"1129\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"fill_color\":{\"value\":\"#d94801\"},\"hatch_color\":{\"value\":\"#d94801\"},\"line_color\":{\"value\":\"#d94801\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1231\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"1148\"}},\"id\":\"1154\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#08519c\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#08519c\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#08519c\"},\"x\":{\"field\":\"beak depth (mm)\"},\"y\":{\"field\":\"__ECDF\"}},\"id\":\"1152\",\"type\":\"Circle\"},{\"attributes\":{\"below\":[{\"id\":\"1193\"}],\"center\":[{\"id\":\"1196\"},{\"id\":\"1200\"}],\"frame_height\":250,\"frame_width\":375,\"left\":[{\"id\":\"1197\"}],\"renderers\":[{\"id\":\"1220\"},{\"id\":\"1227\"},{\"id\":\"1234\"},{\"id\":\"1241\"},{\"id\":\"1248\"}],\"right\":[{\"id\":\"1250\"}],\"title\":{\"id\":\"1183\"},\"toolbar\":{\"id\":\"1208\"},\"toolbar_location\":\"above\",\"x_range\":{\"id\":\"1111\"},\"x_scale\":{\"id\":\"1189\"},\"y_range\":{\"id\":\"1187\"},\"y_scale\":{\"id\":\"1191\"}},\"id\":\"1182\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"axis_label\":\"ECDF\",\"coordinates\":null,\"formatter\":{\"id\":\"1271\"},\"group\":null,\"major_label_policy\":{\"id\":\"1272\"},\"ticker\":{\"id\":\"1124\"}},\"id\":\"1123\",\"type\":\"LinearAxis\"},{\"attributes\":{\"axis\":{\"id\":\"1123\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1126\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1124\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1127\",\"type\":\"PanTool\"}],\"root_ids\":[\"1256\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"d53d5535-966b-4bbf-b43c-fa8c071be4b4\",\"root_ids\":[\"1256\"],\"roots\":{\"1256\":\"71bd7203-8dac-416b-801b-0131fc5831d5\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1256"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "palette_fortis = bokeh.palettes.Blues9\n",
    "p_fortis = iqplot.ecdf(\n",
    "    data=df.loc[df['species']=='fortis', :],\n",
    "    q='beak depth (mm)',\n",
    "    cats='year',\n",
    "    palette=palette_fortis,\n",
    "    frame_height=250,\n",
    "    title='fortis',\n",
    ")\n",
    "\n",
    "palette_scandens = bokeh.palettes.Oranges9\n",
    "p_scandens = iqplot.ecdf(\n",
    "    data=df.loc[df['species']=='scandens', :],\n",
    "    q='beak depth (mm)',\n",
    "    cats='year',\n",
    "    palette=palette_scandens,\n",
    "    frame_height=250,\n",
    "    title='scandens',\n",
    ")\n",
    "\n",
    "p_scandens.x_range = p_fortis.x_range\n",
    "\n",
    "bokeh.io.show(bokeh.layouts.column([p_fortis, p_scandens]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The big jump from 1991 to 2012 for *G. fortis* is really clear in the ECDF. In both cases, there appears to be a jump toward shallower beaks between 1973 and 1975, but there are not very many data points in 1973, so it is difficult to tell. (We will learn how to quantify this uncertainty in future lessons when we do bootstrapping.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**e)** Now let's make a plot of the 1987 data in the beak depth-beak length plane. We can use the function we wrote in [Exercise 3.5](exercise_3.5.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"e4083434-08e2-43a3-aa29-a3cd9195aff7\" data-root-id=\"1484\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = {\"170da72f-68c8-49d7-b6e6-1d207fd9ea93\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"below\":[{\"id\":\"1493\"}],\"center\":[{\"id\":\"1496\"},{\"id\":\"1500\"},{\"id\":\"1533\"}],\"height\":450,\"left\":[{\"id\":\"1497\"}],\"renderers\":[{\"id\":\"1520\"},{\"id\":\"1540\"}],\"title\":{\"id\":\"1522\"},\"toolbar\":{\"id\":\"1508\"},\"width\":450,\"x_range\":{\"id\":\"1485\"},\"x_scale\":{\"id\":\"1489\"},\"y_range\":{\"id\":\"1487\"},\"y_scale\":{\"id\":\"1491\"}},\"id\":\"1484\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1489\",\"type\":\"LinearScale\"},{\"attributes\":{\"coordinates\":null,\"group\":null},\"id\":\"1522\",\"type\":\"Title\"},{\"attributes\":{\"axis_label\":\"beak length (mm)\",\"coordinates\":null,\"formatter\":{\"id\":\"1528\"},\"group\":null,\"major_label_policy\":{\"id\":\"1529\"},\"ticker\":{\"id\":\"1494\"}},\"id\":\"1493\",\"type\":\"LinearAxis\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1515\"},\"glyph\":{\"id\":\"1517\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1519\"},\"nonselection_glyph\":{\"id\":\"1518\"},\"view\":{\"id\":\"1521\"}},\"id\":\"1520\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1494\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1525\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1538\",\"type\":\"Circle\"},{\"attributes\":{\"source\":{\"id\":\"1535\"}},\"id\":\"1541\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1529\",\"type\":\"AllLabels\"},{\"attributes\":{\"data\":{\"band\":[14613,15487,15187,15284,14983,14913,15726,15821,15484,4968,15695,15272,15256,13907,5578,10376,13377,15225,15914,14760,15779,13901,15277,15285,13194,14967,14800,14612,15154,14123,15368,15873,16027,15353,14265,15014,14969,5627,15973,13468,15214,14978,15909,13996,13543,14634,15804,15493,15363,15286,15019,16112,15270,15874,16007,14860,10313,15490,15106,13539,14912,13244,14822,14909,15944,16170,15477,15111,14686,15915,15759,15850,15977,14632,14982,13306,13351,15288,15079,15402,15248,13881,15879,4830,15679,15806,5887,15845,14890,15875,15381,15382,15453,5555,15127,14628,15379,14939,10100,16172,15188,14611,14025,14970,15970,10760,15706,14762,15829,14743,15933,14836,15940,15995,14704,5685,14833,1536,15163,5556,14902,15342,14894,15761,5628,15497,14932,15374,15175,15724,15680,14827,15296,15711,10066,15322,15262,14840,4229,13195,14829,13994,15464,15865,14831,13269,15184,14096,15245,15143,15712,4715,14832,15757,14694,15388,15224,15018,15981,15228,15663,15983,10198,15657,15990,15123,15855,15005,15617,14880,14742,15080,15273,4859,14767,5602,15978,15246,15264,14867,13687,15306,10347,15420,16016,14042,14797,14761,14858,2749,15244,5872,14680,14763,14892,15176,14795,15040,15733,15367,14535,15268,15883,15220,15430,15404,14841,15313,14868,13385,15301,5626,14928,5965,15182,16162,13582,14811,5669,10703,14684,14809,10548,15387,5721,14808,15223,15795,15274,14664,15854,15941,14258,15852,15132,15659,15431,15378,14749,14533,15348,14636,14671,13575,14685,2639,14478,14681,15630,15229,15337,15332,5330,14403,15232,5554,15054,15157,15488,15241,14915,14788,14846,15631,15715,15496,15758,15791,15311,15684,15785,15465,14712,15230,15318,14356,5389,10232,4936,5587,14741,13486,13579,15822,15412,15153,15055,14669,15863,10102,14883,13522,10685,14872,15333,14765,15389,13932,13365,15066,14723,14659,16111,15011,15047,15781,14826,15499,15065,15832,15934,14784,15611,15325,14672,14347,15105,15233,14838,15359,5828,14824,15048,15321,5817,13690,5507,5858,16089,5718,15408,14692,15027,14518,13389,14871,14041,15126,15369,5826,14100,15125,5927,10213,14062,14879,14854,15056,14652,15450,15601,10023,14921,15926,15151,15263,2833,15707,15454,15409,15985,15215,15261,15903,5725,15772,14605,14696,14701,2737,14124,13708,14732,15710,15727,14679,15396,14956,15373,14901,15247,2738,14279,15399,15130,15174,10183,14471,15289,15428,2537,2666,14896,15971,15189,15500,15820,15474,15938,15987,15463,15746,15801,15739,14643,15310,14770,14792,15191,14744,15950,15788,15376,10716,15155,14874,15326,14629,15238,14705,15838,10826,14171,15346,15426,15633,15709,15904,15323,15152,15605,14546,14923,15129,15165,14641,14794,13409,15110,14884,10330,2658,13552,15482,14900,5635,15929,13704,14766,14940,15308,14823,14722,15613,13644,15360,15939,16168,15395,15885,10081,15648,15734,15398,10670,15041,2862,14675,14687,14957,15447,15042,15028,15642,15329,15660,15714,15767,15316,14948,14621,14720,14937,15131,15616,15840,14893,14958,14676,14839,15370,5335,10751,14713,14615,14825,14040,16117,13075,15339,2847,14916,15390,4843,14492,5560,14678,14866,15612,15158,14793,10194,15949,15475,15722,15210,15839,15908,15049,15764,15667,15004,15293,14774,14842,15969,14790,14887,14677,14710,4378,5586,15197,10550,14917,14816,4899,4911,15196,15607,16173,14751,15113,14688,13807,15001,15239,15212,15753,10228,15644,14609,15655,14617,13837,15172,14670,14736,15012,14807,13945,14412,3569,15857,15478,15930,14739,14633,14674,13201,5026,15193,14746,14963,14971,15385,15015,5505,15621,14987,14820,14889,5504,15302,14942,14856,14849,15203,15670,15371,15856,15377,15979,14796,15145,15058,15692,15033,15255,14620,13781,5625,14783,15053,15150,5921,15358,15383,14886,5570,13975,14930,15433,5400,15473,15124,5614,10305,15148,15849,15665,14955,14721,15682,4721,14660,15355,15653,14711,15281,4190,15650,15112,14974,10080,14943,13760,14689,14117,15674,10679,5963,14818,15749,14781,13231,14174,2776,15140,14745,15951,15291,14752,14772,15603,15062,15003,14961,14346,15073,5860,15681,14817,14618,13300,15183,13413,15897,15249,15199,15920,15099,14865,14333,5789,15309,15317,14895,14738,14926,15448,14812,5960,15461,4677,13595,14656,14657,14992,14777,15304,14619,14753,14650,15315,14627,15295,10658,4946,14655,5731,5559,15338,10622,2984,14851,5060,14003,5844,14805,3527,14919,15830,14468,5847,2753,15471,15609,15444,15025,14873,15101,15458,15037,15171,14925,15411,14616,14922,5905,4993,14662,5904,10181,15702,5543,720,15413,15392,15947,15955,15021,14625,14651,14848,15147,15980,4876,1469,15372,5649,3393,15216,15688,5821,14870,13407,14993,14663,14991,15170,14804,1774,14149,14622,15948,2536,14624,2743,5370,14706,15825,10178,15910,15976,14550,13487,14649,4986,15651,15954,15905,14442,14408,15877,5110,3597],\"beak depth (mm)\":{\"__ndarray__\":\"AAAAAAAAHEB7FK5H4XocQNejcD0K1xxAMzMzMzMzHUBI4XoUrkcdQKRwPQrXox1ArkfhehSuHUC4HoXrUbgdQM3MzMzMzB1AAAAAAAAAHkAAAAAAAAAeQArXo3A9Ch5ACtejcD0KHkCPwvUoXI8eQJqZmZmZmR5AuB6F61G4HkDNzMzMzMweQDMzMzMzMx9APQrXo3A9H0A9CtejcD0fQHE9CtejcB9AmpmZmZmZH0CamZmZmZkfQK5H4XoUrh9ArkfhehSuH0CuR+F6FK4fQLgehetRuB9AzczMzMzMH0DNzMzMzMwfQNejcD0K1x9A4XoUrkfhH0AAAAAAAAAgQAAAAAAAACBAAAAAAAAAIEAK16NwPQogQArXo3A9CiBAj8L1KFwPIECPwvUoXA8gQB+F61G4HiBArkfhehQuIEAzMzMzMzMgQDMzMzMzMyBAMzMzMzMzIEAzMzMzMzMgQDMzMzMzMyBAMzMzMzMzIEC4HoXrUTggQLgehetROCBAuB6F61E4IEBmZmZmZmYgQGZmZmZmZiBA7FG4HoVrIEDsUbgehWsgQOxRuB6FayBAcT0K16NwIED2KFyPwnUgQHsUrkfheiBAAAAAAACAIEAAAAAAAIAgQArXo3A9iiBAj8L1KFyPIECamZmZmZkgQJqZmZmZmSBAmpmZmZmZIECamZmZmZkgQB+F61G4niBAH4XrUbieIEAfhetRuJ4gQB+F61G4niBAH4XrUbieIEAfhetRuJ4gQB+F61G4niBApHA9CtejIEApXI/C9aggQClcj8L1qCBArkfhehSuIEAzMzMzM7MgQDMzMzMzsyBAuB6F61G4IEC4HoXrUbggQM3MzMzMzCBAzczMzMzMIEDNzMzMzMwgQM3MzMzMzCBAzczMzMzMIEDNzMzMzMwgQM3MzMzMzCBAzczMzMzMIEDNzMzMzMwgQFK4HoXr0SBAUrgehevRIEBSuB6F69EgQFK4HoXr0SBA16NwPQrXIEDXo3A9CtcgQFyPwvUo3CBAXI/C9SjcIEBmZmZmZuYgQGZmZmZm5iBAcT0K16PwIEBxPQrXo/AgQAAAAAAAACFAAAAAAAAAIUAAAAAAAAAhQAAAAAAAACFAAAAAAAAAIUAAAAAAAAAhQAAAAAAAACFAAAAAAAAAIUAAAAAAAAAhQIXrUbgeBSFAhetRuB4FIUCF61G4HgUhQArXo3A9CiFAj8L1KFwPIUCamZmZmRkhQB+F61G4HiFAMzMzMzMzIUAzMzMzMzMhQDMzMzMzMyFAMzMzMzMzIUAzMzMzMzMhQDMzMzMzMyFAMzMzMzMzIUAzMzMzMzMhQLgehetROCFAuB6F61E4IUC4HoXrUTghQLgehetROCFAuB6F61E4IUC4HoXrUTghQLgehetROCFAuB6F61E4IUC4HoXrUTghQLgehetROCFAuB6F61E4IUA9CtejcD0hQD0K16NwPSFAPQrXo3A9IUA9CtejcD0hQMP1KFyPQiFASOF6FK5HIUDNzMzMzEwhQFK4HoXrUSFAUrgehetRIUBmZmZmZmYhQGZmZmZmZiFAZmZmZmZmIUBmZmZmZmYhQGZmZmZmZiFAZmZmZmZmIUBmZmZmZmYhQGZmZmZmZiFAZmZmZmZmIUBmZmZmZmYhQGZmZmZmZiFAZmZmZmZmIUDsUbgehWshQOxRuB6FayFA7FG4HoVrIUDsUbgehWshQOxRuB6FayFA7FG4HoVrIUDsUbgehWshQOxRuB6FayFA7FG4HoVrIUDsUbgehWshQOxRuB6FayFA7FG4HoVrIUBxPQrXo3AhQHE9CtejcCFA9ihcj8J1IUD2KFyPwnUhQPYoXI/CdSFA9ihcj8J1IUB7FK5H4XohQIXrUbgehSFAhetRuB6FIUAK16NwPYohQArXo3A9iiFACtejcD2KIUAK16NwPYohQBSuR+F6lCFAmpmZmZmZIUCamZmZmZkhQJqZmZmZmSFAmpmZmZmZIUCamZmZmZkhQJqZmZmZmSFAmpmZmZmZIUCamZmZmZkhQJqZmZmZmSFAH4XrUbieIUAfhetRuJ4hQB+F61G4niFAH4XrUbieIUAfhetRuJ4hQB+F61G4niFAH4XrUbieIUAfhetRuJ4hQB+F61G4niFAH4XrUbieIUCkcD0K16MhQKRwPQrXoyFApHA9CtejIUC4HoXrUbghQD0K16NwvSFAPQrXo3C9IUA9CtejcL0hQD0K16NwvSFAw/UoXI/CIUBI4XoUrschQM3MzMzMzCFAzczMzMzMIUDNzMzMzMwhQM3MzMzMzCFAzczMzMzMIUDNzMzMzMwhQM3MzMzMzCFAzczMzMzMIUDNzMzMzMwhQM3MzMzMzCFAzczMzMzMIUDNzMzMzMwhQM3MzMzMzCFAzczMzMzMIUDNzMzMzMwhQM3MzMzMzCFAUrgehevRIUBSuB6F69EhQFK4HoXr0SFAUrgehevRIUBSuB6F69EhQFK4HoXr0SFAUrgehevRIUBSuB6F69EhQFK4HoXr0SFAUrgehevRIUDXo3A9CtchQNejcD0K1yFA16NwPQrXIUBcj8L1KNwhQFyPwvUo3CFAXI/C9SjcIUBcj8L1KNwhQGZmZmZm5iFAZmZmZmbmIUDsUbgeheshQOxRuB6F6yFA7FG4HoXrIUBxPQrXo/AhQHE9Ctej8CFAcT0K16PwIUD2KFyPwvUhQPYoXI/C9SFAAAAAAAAAIkAAAAAAAAAiQAAAAAAAACJAAAAAAAAAIkAAAAAAAAAiQAAAAAAAACJAAAAAAAAAIkCF61G4HgUiQIXrUbgeBSJAhetRuB4FIkCF61G4HgUiQIXrUbgeBSJAhetRuB4FIkCF61G4HgUiQIXrUbgeBSJAhetRuB4FIkAK16NwPQoiQArXo3A9CiJAj8L1KFwPIkCPwvUoXA8iQBSuR+F6FCJAFK5H4XoUIkAUrkfhehQiQJqZmZmZGSJAmpmZmZkZIkAfhetRuB4iQKRwPQrXIyJApHA9CtcjIkCkcD0K1yMiQKRwPQrXIyJApHA9CtcjIkCkcD0K1yMiQKRwPQrXIyJApHA9CtcjIkApXI/C9SgiQClcj8L1KCJArkfhehQuIkCuR+F6FC4iQDMzMzMzMyJAMzMzMzMzIkAzMzMzMzMiQDMzMzMzMyJAMzMzMzMzIkAzMzMzMzMiQDMzMzMzMyJAMzMzMzMzIkC4HoXrUTgiQLgehetROCJAuB6F61E4IkC4HoXrUTgiQLgehetROCJAuB6F61E4IkC4HoXrUTgiQLgehetROCJAuB6F61E4IkC4HoXrUTgiQLgehetROCJAuB6F61E4IkC4HoXrUTgiQD0K16NwPSJAPQrXo3A9IkA9CtejcD0iQD0K16NwPSJAPQrXo3A9IkA9CtejcD0iQD0K16NwPSJAPQrXo3A9IkDD9Shcj0IiQMP1KFyPQiJASOF6FK5HIkBI4XoUrkciQEjhehSuRyJAzczMzMxMIkDNzMzMzEwiQM3MzMzMTCJAzczMzMxMIkDNzMzMzEwiQNejcD0KVyJA16NwPQpXIkDhehSuR2EiQGZmZmZmZiJAZmZmZmZmIkBmZmZmZmYiQGZmZmZmZiJAZmZmZmZmIkBmZmZmZmYiQGZmZmZmZiJAZmZmZmZmIkBmZmZmZmYiQGZmZmZmZiJAZmZmZmZmIkBmZmZmZmYiQGZmZmZmZiJAZmZmZmZmIkBmZmZmZmYiQGZmZmZmZiJAZmZmZmZmIkBmZmZmZmYiQGZmZmZmZiJA7FG4HoVrIkDsUbgehWsiQOxRuB6FayJA7FG4HoVrIkDsUbgehWsiQOxRuB6FayJA7FG4HoVrIkDsUbgehWsiQOxRuB6FayJA7FG4HoVrIkBxPQrXo3AiQHE9CtejcCJAcT0K16NwIkD2KFyPwnUiQPYoXI/CdSJAexSuR+F6IkB7FK5H4XoiQHsUrkfheiJAAAAAAACAIkAAAAAAAIAiQAAAAAAAgCJACtejcD2KIkAK16NwPYoiQArXo3A9iiJACtejcD2KIkCamZmZmZkiQJqZmZmZmSJAmpmZmZmZIkCamZmZmZkiQJqZmZmZmSJAmpmZmZmZIkCamZmZmZkiQJqZmZmZmSJAmpmZmZmZIkCamZmZmZkiQJqZmZmZmSJAmpmZmZmZIkCamZmZmZkiQB+F61G4niJAH4XrUbieIkAfhetRuJ4iQB+F61G4niJAH4XrUbieIkAfhetRuJ4iQB+F61G4niJAH4XrUbieIkAfhetRuJ4iQB+F61G4niJAH4XrUbieIkAfhetRuJ4iQKRwPQrXoyJAKVyPwvWoIkApXI/C9agiQClcj8L1qCJAKVyPwvWoIkAzMzMzM7MiQDMzMzMzsyJAMzMzMzOzIkAzMzMzM7MiQD0K16NwvSJAPQrXo3C9IkDNzMzMzMwiQM3MzMzMzCJAzczMzMzMIkDNzMzMzMwiQM3MzMzMzCJAzczMzMzMIkDNzMzMzMwiQM3MzMzMzCJAzczMzMzMIkBSuB6F69EiQFK4HoXr0SJAUrgehevRIkBSuB6F69EiQFK4HoXr0SJA16NwPQrXIkDXo3A9CtciQNejcD0K1yJA16NwPQrXIkBcj8L1KNwiQFyPwvUo3CJAXI/C9SjcIkBcj8L1KNwiQFyPwvUo3CJAXI/C9SjcIkBcj8L1KNwiQOF6FK5H4SJA4XoUrkfhIkDhehSuR+EiQGZmZmZm5iJAZmZmZmbmIkBmZmZmZuYiQGZmZmZm5iJAcT0K16PwIkBxPQrXo/AiQHE9Ctej8CJAcT0K16PwIkBxPQrXo/AiQHE9Ctej8CJAAAAAAAAAI0AAAAAAAAAjQAAAAAAAACNAAAAAAAAAI0AAAAAAAAAjQAAAAAAAACNAAAAAAAAAI0AAAAAAAAAjQAAAAAAAACNAAAAAAAAAI0AAAAAAAAAjQAAAAAAAACNAAAAAAAAAI0AAAAAAAAAjQAAAAAAAACNAAAAAAAAAI0AAAAAAAAAjQAAAAAAAACNAhetRuB4FI0CF61G4HgUjQIXrUbgeBSNAhetRuB4FI0CF61G4HgUjQIXrUbgeBSNAhetRuB4FI0CF61G4HgUjQArXo3A9CiNACtejcD0KI0AK16NwPQojQI/C9ShcDyNAj8L1KFwPI0CPwvUoXA8jQJqZmZmZGSNAmpmZmZkZI0AfhetRuB4jQKRwPQrXIyNApHA9CtcjI0CkcD0K1yMjQK5H4XoULiNAMzMzMzMzI0AzMzMzMzMjQDMzMzMzMyNAMzMzMzMzI0AzMzMzMzMjQDMzMzMzMyNAMzMzMzMzI0AzMzMzMzMjQDMzMzMzMyNAMzMzMzMzI0AzMzMzMzMjQDMzMzMzMyNAMzMzMzMzI0AzMzMzMzMjQDMzMzMzMyNAMzMzMzMzI0AzMzMzMzMjQDMzMzMzMyNAuB6F61E4I0C4HoXrUTgjQLgehetROCNAuB6F61E4I0C4HoXrUTgjQLgehetROCNAuB6F61E4I0C4HoXrUTgjQLgehetROCNAuB6F61E4I0A9CtejcD0jQMP1KFyPQiNAw/UoXI9CI0DD9Shcj0IjQMP1KFyPQiNAw/UoXI9CI0DD9Shcj0IjQMP1KFyPQiNAzczMzMxMI0DNzMzMzEwjQFK4HoXrUSNA16NwPQpXI0DXo3A9ClcjQOF6FK5HYSNAZmZmZmZmI0BmZmZmZmYjQGZmZmZmZiNAZmZmZmZmI0BmZmZmZmYjQGZmZmZmZiNAZmZmZmZmI0BmZmZmZmYjQGZmZmZmZiNAZmZmZmZmI0BmZmZmZmYjQGZmZmZmZiNA7FG4HoVrI0DsUbgehWsjQOxRuB6FayNA7FG4HoVrI0DsUbgehWsjQOxRuB6FayNAcT0K16NwI0BxPQrXo3AjQHE9CtejcCNAcT0K16NwI0BxPQrXo3AjQPYoXI/CdSNA9ihcj8J1I0D2KFyPwnUjQHsUrkfheiNAexSuR+F6I0B7FK5H4XojQIXrUbgehSNACtejcD2KI0AK16NwPYojQI/C9ShcjyNAj8L1KFyPI0CamZmZmZkjQJqZmZmZmSNAmpmZmZmZI0CamZmZmZkjQJqZmZmZmSNAmpmZmZmZI0CamZmZmZkjQJqZmZmZmSNAmpmZmZmZI0CamZmZmZkjQJqZmZmZmSNAmpmZmZmZI0CamZmZmZkjQJqZmZmZmSNAmpmZmZmZI0CamZmZmZkjQB+F61G4niNAH4XrUbieI0AfhetRuJ4jQB+F61G4niNAH4XrUbieI0AfhetRuJ4jQB+F61G4niNApHA9CtejI0CkcD0K16MjQKRwPQrXoyNApHA9CtejI0ApXI/C9agjQClcj8L1qCNAKVyPwvWoI0ApXI/C9agjQDMzMzMzsyNAMzMzMzOzI0C4HoXrUbgjQLgehetRuCNAuB6F61G4I0A9CtejcL0jQD0K16NwvSNAPQrXo3C9I0A9CtejcL0jQMP1KFyPwiNAzczMzMzMI0DNzMzMzMwjQM3MzMzMzCNAzczMzMzMI0DNzMzMzMwjQM3MzMzMzCNAzczMzMzMI0DNzMzMzMwjQM3MzMzMzCNAzczMzMzMI0DNzMzMzMwjQFK4HoXr0SNAUrgehevRI0BSuB6F69EjQFK4HoXr0SNA16NwPQrXI0DXo3A9CtcjQNejcD0K1yNA16NwPQrXI0DXo3A9CtcjQNejcD0K1yNAXI/C9SjcI0Bcj8L1KNwjQFyPwvUo3CNAXI/C9SjcI0BmZmZmZuYjQGZmZmZm5iNA7FG4HoXrI0DsUbgehesjQAAAAAAAACRAAAAAAAAAJEAAAAAAAAAkQAAAAAAAACRAAAAAAAAAJEAAAAAAAAAkQAAAAAAAACRAAAAAAAAAJEAAAAAAAAAkQAAAAAAAACRAAAAAAAAAJEAAAAAAAAAkQAAAAAAAACRAAAAAAAAAJEAAAAAAAAAkQAAAAAAAACRAAAAAAAAAJECF61G4HgUkQIXrUbgeBSRACtejcD0KJEAK16NwPQokQI/C9ShcDyRAmpmZmZkZJEAfhetRuB4kQKRwPQrXIyRAKVyPwvUoJECuR+F6FC4kQDMzMzMzMyRAMzMzMzMzJEAzMzMzMzMkQDMzMzMzMyRAuB6F61E4JEC4HoXrUTgkQLgehetROCRAuB6F61E4JEA9CtejcD0kQD0K16NwPSRAPQrXo3A9JEA9CtejcD0kQMP1KFyPQiRAw/UoXI9CJEDD9Shcj0IkQMP1KFyPQiRAzczMzMxMJEDNzMzMzEwkQFK4HoXrUSRA16NwPQpXJEDXo3A9ClckQNejcD0KVyRAZmZmZmZmJEBmZmZmZmYkQGZmZmZmZiRAZmZmZmZmJEDsUbgehWskQOxRuB6FayRA7FG4HoVrJEDsUbgehWskQPYoXI/CdSRA9ihcj8J1JEAK16NwPYokQArXo3A9iiRAFK5H4XqUJECamZmZmZkkQJqZmZmZmSRAmpmZmZmZJECamZmZmZkkQJqZmZmZmSRAmpmZmZmZJECamZmZmZkkQKRwPQrXoyRApHA9CtejJEApXI/C9agkQClcj8L1qCRAKVyPwvWoJEApXI/C9agkQK5H4XoUriRArkfhehSuJEAzMzMzM7MkQDMzMzMzsyRAMzMzMzOzJEAzMzMzM7MkQD0K16NwvSRAzczMzMzMJEDNzMzMzMwkQM3MzMzMzCRAzczMzMzMJEDNzMzMzMwkQM3MzMzMzCRAUrgehevRJEDXo3A9CtckQFyPwvUo3CRAXI/C9SjcJEBmZmZmZuYkQAAAAAAAACVAAAAAAAAAJUAAAAAAAAAlQAAAAAAAACVAAAAAAAAAJUAAAAAAAAAlQIXrUbgeBSVAhetRuB4FJUCF61G4HgUlQIXrUbgeBSVACtejcD0KJUAK16NwPQolQArXo3A9CiVAj8L1KFwPJUCPwvUoXA8lQI/C9ShcDyVAmpmZmZkZJUAfhetRuB4lQKRwPQrXIyVArkfhehQuJUAzMzMzMzMlQDMzMzMzMyVAuB6F61E4JUA9CtejcD0lQNejcD0KVyVAXI/C9ShcJUBmZmZmZmYlQHE9CtejcCVAcT0K16NwJUBxPQrXo3AlQPYoXI/CdSVAAAAAAACAJUCamZmZmZklQJqZmZmZmSVAmpmZmZmZJUCuR+F6FK4lQDMzMzMzsyVAMzMzMzOzJUDD9Shcj8IlQM3MzMzMzCVAzczMzMzMJUAAAAAAAAAmQAAAAAAAACZAAAAAAAAAJkAK16NwPQomQKRwPQrXIyZAMzMzMzMzJkDXo3A9ClcmQGZmZmZmZiZA7FG4HoVrJkDD9Shcj8ImQMP1KFyPwiZAexSuR+H6JkCPwvUoXA8nQD0K16NwvShAZmZmZmZmKUA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[787]},\"beak length (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[787]},\"index\":[492,493,494,495,496,497,498,499,500,501,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,518,519,520,521,522,523,524,525,526,527,528,529,530,531,532,533,534,535,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,555,556,557,558,559,560,561,562,563,564,565,566,567,568,569,570,571,572,573,574,575,576,577,578,579,580,581,582,583,584,585,586,587,588,589,590,591,592,593,594,595,596,597,598,599,600,601,602,603,604,605,606,607,608,609,610,611,612,613,614,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,630,631,632,633,634,635,636,637,638,639,640,641,642,643,644,645,646,647,648,649,650,651,652,653,654,655,656,657,658,659,660,661,662,663,664,665,666,667,668,669,670,671,672,673,674,675,676,677,678,679,680,681,682,683,684,685,686,687,688,689,690,691,692,693,694,695,696,697,698,699,700,701,702,703,704,705,706,707,708,709,710,711,712,713,714,715,716,717,718,719,720,721,722,723,724,725,726,727,728,729,730,731,732,733,734,735,736,737,738,739,740,741,742,743,744,745,746,747,748,749,750,751,752,753,754,755,756,757,758,759,760,761,762,763,764,765,766,767,768,769,770,771,772,773,774,775,776,777,778,779,780,781,782,783,784,785,786,787,788,789,790,791,792,793,794,795,796,797,798,799,800,801,802,803,804,805,806,807,808,809,810,811,812,813,814,815,816,817,818,819,820,821,822,823,824,825,826,827,828,829,830,831,832,833,834,835,836,837,838,839,840,841,842,843,844,845,846,847,848,849,850,851,852,853,854,855,856,857,858,859,860,861,862,863,864,865,866,867,868,869,870,871,872,873,874,875,876,877,878,879,880,881,882,883,884,885,886,887,888,889,890,891,892,893,894,895,896,897,898,899,900,901,902,903,904,905,906,907,908,909,910,911,912,913,914,915,916,917,918,919,920,921,922,923,924,925,926,927,928,929,930,931,932,933,934,935,936,937,938,939,940,941,942,943,944,945,946,947,948,949,950,951,952,953,954,955,956,957,958,959,960,961,962,963,964,965,966,967,968,969,970,971,972,973,974,975,976,977,978,979,980,981,982,983,984,985,986,987,988,989,990,991,992,993,994,995,996,997,998,999,1000,1001,1002,1003,1004,1005,1006,1007,1008,1009,1010,1011,1012,1013,1014,1015,1016,1017,1018,1019,1020,1021,1022,1023,1024,1025,1026,1027,1028,1029,1030,1031,1032,1033,1034,1035,1036,1037,1038,1039,1040,1041,1042,1043,1044,1045,1046,1047,1048,1049,1050,1051,1052,1053,1054,1055,1056,1057,1058,1059,1060,1061,1062,1063,1064,1065,1066,1067,1068,1069,1070,1071,1072,1073,1074,1075,1076,1077,1078,1079,1080,1081,1082,1083,1084,1085,1086,1087,1088,1089,1090,1091,1092,1093,1094,1095,1096,1097,1098,1099,1100,1101,1102,1103,1104,1105,1106,1107,1108,1109,1110,1111,1112,1113,1114,1115,1116,1117,1118,1119,1120,1121,1122,1123,1124,1125,1126,1127,1128,1129,1130,1131,1132,1133,1134,1135,1136,1137,1138,1139,1140,1141,1142,1143,1144,1145,1146,1147,1148,1149,1150,1151,1152,1153,1154,1155,1156,1157,1158,1159,1160,1161,1162,1163,1164,1165,1166,1167,1168,1169,1170,1171,1172,1173,1174,1175,1176,1177,1178,1179,1180,1181,1182,1183,1184,1185,1186,1187,1188,1189,1190,1191,1192,1193,1194,1195,1196,1197,1198,1199,1200,1201,1202,1203,1204,1205,1206,1207,1208,1209,1210,1211,1212,1213,1214,1215,1216,1217,1218,1219,1220,1221,1222,1223,1224,1225,1226,1227,1228,1229,1230,1231,1232,1233,1234,1235,1236,1237,1238,1239,1240,1241,1242,1243,1244,1245,1246,1247,1248,1249,1250,1251,1252,1253,1254,1255,1256,1257,1258,1259,1260,1261,1262,1263,1264,1265,1266,1267,1268,1269,1270,1271,1272,1273,1274,1275,1276,1277,1278],\"species\":[\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\"],\"year\":[1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987]},\"selected\":{\"id\":\"1531\"},\"selection_policy\":{\"id\":\"1530\"}},\"id\":\"1515\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1539\",\"type\":\"Circle\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1535\"},\"glyph\":{\"id\":\"1537\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1539\"},\"nonselection_glyph\":{\"id\":\"1538\"},\"view\":{\"id\":\"1541\"}},\"id\":\"1540\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"data\":{\"band\":[15718,5594,15235,15252,15847,15139,15237,4045,8443,15798,14786,364,10001,15119,15676,15476,14576,15419,15635,2733,15751,14834,4109,15901,14830,15086,15986,4223,15725,13554,15407,3425,15704,15102,5582,15121,10770,14755,13555,15765,15243,8441,10067,15406,15234,15608,14758,14835,15882,14787,14727,5351,15859,15721,5663,2543,5013,10394,17548,14647,13548,5345,15760,15685,14731,14906,15330,4577,4744,10984,14759,15639,15090,4221,15422,15441,15736,4683,14768,5375,14843,2554,14995,15638,15837,10002,14584,14730,3458,5911,2760,15812,5367,10174,1645,4090,5576,14975,2877,10206,4778,5322,10207,10740,8450,10517,2758,14729,10743,13527,8444,15738,2445,5931,14728,15615,14646,13526,15343,10105,14645,2433,10268,10245,4706,14918,15694,15421,14208,1396,1444,4051,10061,4701,13257,2949,14946,5656,5608,15352,15817,4119,10223,2969,14648,15658,13256,8425,14524,10075,4137,14847,15886,14877,8036,14579],\"beak depth (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[156]},\"beak length (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[156]},\"index\":[1279,1280,1281,1282,1283,1284,1285,1286,1287,1288,1289,1290,1291,1292,1293,1294,1295,1296,1297,1298,1299,1300,1301,1302,1303,1304,1305,1306,1307,1308,1309,1310,1311,1312,1313,1314,1315,1316,1317,1318,1319,1320,1321,1322,1323,1324,1325,1326,1327,1328,1329,1330,1331,1332,1333,1334,1335,1336,1337,1338,1339,1340,1341,1342,1343,1344,1345,1346,1347,1348,1349,1350,1351,1352,1353,1354,1355,1356,1357,1358,1359,1360,1361,1362,1363,1364,1365,1366,1367,1368,1369,1370,1371,1372,1373,1374,1375,1376,1377,1378,1379,1380,1381,1382,1383,1384,1385,1386,1387,1388,1389,1390,1391,1392,1393,1394,1395,1396,1397,1398,1399,1400,1401,1402,1403,1404,1405,1406,1407,1408,1409,1410,1411,1412,1413,1414,1415,1416,1417,1418,1419,1420,1421,1422,1423,1424,1425,1426,1427,1428,1429,1430,1431,1432,1433,1434],\"species\":[\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\"],\"year\":[1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987]},\"selected\":{\"id\":\"1553\"},\"selection_policy\":{\"id\":\"1552\"}},\"id\":\"1535\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1552\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"1515\"}},\"id\":\"1521\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.3},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.3},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.3},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1517\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.3},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.3},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.3},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1537\",\"type\":\"Circle\"},{\"attributes\":{\"tools\":[{\"id\":\"1501\"},{\"id\":\"1502\"},{\"id\":\"1503\"},{\"id\":\"1504\"},{\"id\":\"1505\"},{\"id\":\"1506\"}]},\"id\":\"1508\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1528\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1553\",\"type\":\"Selection\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1507\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1485\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1487\",\"type\":\"DataRange1d\"},{\"attributes\":{},\"id\":\"1526\",\"type\":\"AllLabels\"},{\"attributes\":{\"label\":{\"value\":\"scandens\"},\"renderers\":[{\"id\":\"1540\"}]},\"id\":\"1555\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1505\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1519\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1504\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1531\",\"type\":\"Selection\"},{\"attributes\":{\"overlay\":{\"id\":\"1507\"}},\"id\":\"1503\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1501\",\"type\":\"PanTool\"},{\"attributes\":{\"label\":{\"value\":\"fortis\"},\"renderers\":[{\"id\":\"1520\"}]},\"id\":\"1534\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1506\",\"type\":\"HelpTool\"},{\"attributes\":{\"click_policy\":\"hide\",\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1534\"},{\"id\":\"1555\"}]},\"id\":\"1533\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"1498\",\"type\":\"BasicTicker\"},{\"attributes\":{\"axis\":{\"id\":\"1497\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1500\",\"type\":\"Grid\"},{\"attributes\":{\"axis_label\":\"beak depth (mm)\",\"coordinates\":null,\"formatter\":{\"id\":\"1525\"},\"group\":null,\"major_label_policy\":{\"id\":\"1526\"},\"ticker\":{\"id\":\"1498\"}},\"id\":\"1497\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1530\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1518\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1502\",\"type\":\"WheelZoomTool\"},{\"attributes\":{\"axis\":{\"id\":\"1493\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1496\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1491\",\"type\":\"LinearScale\"}],\"root_ids\":[\"1484\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"170da72f-68c8-49d7-b6e6-1d207fd9ea93\",\"root_ids\":[\"1484\"],\"roots\":{\"1484\":\"e4083434-08e2-43a3-aa29-a3cd9195aff7\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1484"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def scatter(\n",
    "    data=None,\n",
    "    cat=None,\n",
    "    x=None,\n",
    "    y=None,\n",
    "    p=None,\n",
    "    palette=None,\n",
    "    show_legend=True,\n",
    "    click_policy=\"hide\",\n",
    "    marker_kwargs={},\n",
    "    **kwargs,\n",
    "):\n",
    "    \"\"\"\n",
    "    Parameters\n",
    "    ----------\n",
    "    df : Pandas DataFrame\n",
    "        DataFrame containing tidy data for plotting.\n",
    "    cat : hashable\n",
    "        Name of column to use as categorical variable.\n",
    "    x : hashable\n",
    "        Name of column to use as x-axis.\n",
    "    y : hashable\n",
    "        Name of column to use as y-axis.\n",
    "    p : bokeh.plotting.Figure instance, or None (default)\n",
    "        If None, create a new figure. Otherwise, populate the existing\n",
    "        figure `p`.\n",
    "    palette : list of strings of hex colors, or single hex string\n",
    "        If a list, color palette to use. If a single string representing\n",
    "        a hex color, all glyphs are colored with that color. Default is\n",
    "        the Glasbey Catagory 10.\n",
    "    show_legend : bool, default False\n",
    "        If True, show legend.\n",
    "    tooltips : list of 2-tuples\n",
    "        Specification for tooltips as per Bokeh specifications. For\n",
    "        example, if we want `col1` and `col2` tooltips, we can use\n",
    "        `tooltips=[('label 1': '@col1'), ('label 2': '@col2')]`. Ignored\n",
    "        if `formal` is True.\n",
    "    show_legend : bool, default False\n",
    "        If True, show a legend.\n",
    "    click_policy : str, default \"hide\"\n",
    "        How to display points when their legend entry is clicked.\n",
    "    marker_kwargs : dict\n",
    "        kwargs to be passed to `p.circle()` when making the scatter plot.\n",
    "    kwargs\n",
    "        Any kwargs to be passed to `bokeh.plotting.figure()` when making \n",
    "        the plot.\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    output : bokeh.plotting.Figure instance\n",
    "        Plot populated with jitter plot or box plot.\n",
    "    \"\"\"\n",
    "    # Automatically name the axes\n",
    "    if \"x_axis_label\" not in kwargs:\n",
    "        kwargs[\"x_axis_label\"] = x\n",
    "    if \"y_axis_label\" not in kwargs:\n",
    "        kwargs[\"y_axis_label\"] = y\n",
    "\n",
    "    # Default palette\n",
    "    if palette is None:\n",
    "        palette = colorcet.b_glasbey_category10\n",
    "    elif type(palette) == str:\n",
    "        palette = [palette]\n",
    "\n",
    "    # Instantiate figure\n",
    "    if p is None:\n",
    "        p = bokeh.plotting.figure(**kwargs)\n",
    "\n",
    "    # Build plot (not using color factors) to enable click policies\n",
    "    for i, (name, g) in enumerate(data.groupby(cat, sort=False)):\n",
    "        marker_kwargs[\"color\"] = palette[i % len(palette)]\n",
    "        marker_kwargs[\"legend_label\"] = str(name)\n",
    "        p.circle(source=g, x=x, y=y, **marker_kwargs)\n",
    "\n",
    "    if show_legend:\n",
    "        p.legend.click_policy = click_policy\n",
    "    else:\n",
    "        p.legend.visible = False\n",
    "\n",
    "    return p\n",
    "\n",
    "p = scatter(\n",
    "    data=df.loc[df['year']==1987, :],\n",
    "    x='beak length (mm)',\n",
    "    y='beak depth (mm)',\n",
    "    cat='species',\n",
    "    marker_kwargs=dict(alpha=0.3),\n",
    "    height=450,\n",
    "    width=450,\n",
    ")\n",
    "\n",
    "bokeh.io.show(p)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**f)** To generate all of the plots, we can loop through a GroupBy object."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "\n",
       "  <div class=\"bk-root\" id=\"efe8ab22-d1a7-4077-b73d-35ffe8554d86\" data-root-id=\"2041\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "(function(root) {\n",
       "  function embed_document(root) {\n",
       "    \n",
       "  const docs_json = {\"cd9dabee-da3c-4e4f-a68b-ca3eaaba7589\":{\"defs\":[],\"roots\":{\"references\":[{\"attributes\":{\"children\":[{\"id\":\"1681\"},{\"id\":\"1753\"},{\"id\":\"1825\"},{\"id\":\"1897\"},{\"id\":\"1969\"}]},\"id\":\"2041\",\"type\":\"Column\"},{\"attributes\":{\"axis\":{\"id\":\"1836\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1839\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1765\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1904\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1772\",\"type\":\"PanTool\"},{\"attributes\":{\"axis_label\":\"beak depth (mm)\",\"coordinates\":null,\"formatter\":{\"id\":\"1795\"},\"group\":null,\"major_label_policy\":{\"id\":\"1796\"},\"ticker\":{\"id\":\"1769\"}},\"id\":\"1768\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1837\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1841\",\"type\":\"BasicTicker\"},{\"attributes\":{\"label\":{\"value\":\"scandens\"},\"renderers\":[{\"id\":\"1954\"}]},\"id\":\"1968\",\"type\":\"LegendItem\"},{\"attributes\":{\"overlay\":{\"id\":\"1778\"}},\"id\":\"1774\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"below\":[{\"id\":\"1836\"}],\"center\":[{\"id\":\"1839\"},{\"id\":\"1843\"},{\"id\":\"1875\"}],\"frame_height\":250,\"frame_width\":250,\"left\":[{\"id\":\"1840\"}],\"renderers\":[{\"id\":\"1863\"},{\"id\":\"1882\"}],\"title\":{\"id\":\"1826\"},\"toolbar\":{\"id\":\"1851\"},\"x_range\":{\"id\":\"1684\"},\"x_scale\":{\"id\":\"1832\"},\"y_range\":{\"id\":\"1686\"},\"y_scale\":{\"id\":\"1834\"}},\"id\":\"1825\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1777\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1847\",\"type\":\"SaveTool\"},{\"attributes\":{\"axis\":{\"id\":\"1840\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1843\",\"type\":\"Grid\"},{\"attributes\":{\"axis_label\":\"beak length (mm)\",\"coordinates\":null,\"formatter\":{\"id\":\"1870\"},\"group\":null,\"major_label_policy\":{\"id\":\"1871\"},\"ticker\":{\"id\":\"1837\"}},\"id\":\"1836\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1718\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1834\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis\":{\"id\":\"1908\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1911\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1845\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"2011\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1778\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"source\":{\"id\":\"1949\"}},\"id\":\"1955\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1844\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"2012\",\"type\":\"AllLabels\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1862\",\"type\":\"Circle\"},{\"attributes\":{\"overlay\":{\"id\":\"1850\"}},\"id\":\"1846\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"axis_label\":\"beak depth (mm)\",\"coordinates\":null,\"formatter\":{\"id\":\"1867\"},\"group\":null,\"major_label_policy\":{\"id\":\"1868\"},\"ticker\":{\"id\":\"1841\"}},\"id\":\"1840\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"2014\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"label\":{\"value\":\"fortis\"},\"renderers\":[{\"id\":\"1719\"}]},\"id\":\"1732\",\"type\":\"LegendItem\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1733\"},\"glyph\":{\"id\":\"1735\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1737\"},\"nonselection_glyph\":{\"id\":\"1736\"},\"view\":{\"id\":\"1739\"}},\"id\":\"1738\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1913\",\"type\":\"BasicTicker\"},{\"attributes\":{\"data\":{\"band\":[302,304,306,310,317,318,319,322,325,327,351,353,357,358,359,361,362,363,364,365,367,404,406,407,408,409,412,421,429,460,464,467,469,470,471,472,478,508,523,525,562,568,569,570,571,573,575,577,612,613,614,718,722,724,727,728,729,782,783,784,806,816,890,901,916,918,920,935,953,1014,1642,1748,1841,1842,2084,2397,8110,20122,20151,20188,20210,20223,20225,20252,20255,20266,20279],\"beak depth (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[87]},\"beak length (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[87]},\"index\":[405,406,407,408,409,410,411,412,413,414,415,416,417,418,419,420,421,422,423,424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,453,454,455,456,457,458,459,460,461,462,463,464,465,466,467,468,469,470,471,472,473,474,475,476,477,478,479,480,481,482,483,484,485,486,487,488,489,490,491],\"species\":[\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\"],\"year\":[1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975]},\"selected\":{\"id\":\"1822\"},\"selection_policy\":{\"id\":\"1821\"}},\"id\":\"1805\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"2015\",\"type\":\"AllLabels\"},{\"attributes\":{\"data\":{\"band\":[2,9,12,15,305,307,308,309,311,312,313,314,315,316,320,321,323,324,326,328,329,330,340,341,342,343,344,345,346,347,348,349,350,352,354,355,356,360,366,368,369,401,402,403,405,410,411,413,414,415,416,417,418,419,420,422,423,424,425,426,427,428,450,451,452,453,454,455,456,457,458,459,461,462,463,465,466,468,473,474,475,476,477,479,501,502,503,504,505,506,507,509,510,511,512,513,514,515,516,517,518,519,520,521,522,524,526,527,528,529,560,561,563,564,565,566,567,572,574,576,578,579,601,602,603,604,605,606,607,608,609,610,611,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,670,671,672,673,674,675,676,677,678,679,680,681,682,683,684,685,686,687,688,689,701,702,703,704,705,706,707,708,709,710,711,712,713,714,715,716,717,719,720,721,723,725,726,780,781,785,786,787,788,789,790,801,802,803,804,805,807,808,809,810,811,812,813,814,815,817,818,819,820,821,822,823,824,825,826,827,828,829,830,831,891,892,893,894,895,896,897,898,899,900,902,903,904,905,906,907,908,909,910,911,912,913,914,915,917,919,921,922,923,924,925,926,927,928,929,930,931,932,933,934,936,941,942,943,944,945,951,952,954,991,1040,1368,1420,1433,1560,1581,1770,1857,1860,1884,2102,2105,2220,2381,2482,2939,2955,2974,3642,8016,8020,20139,20165,20166,20168,20204,20238,20267,20273,20283,20285,20286,20293,20298],\"beak depth (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[312]},\"beak length (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[312]},\"index\":[89,90,91,92,93,94,95,96,97,98,99,100,101,102,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,365,367,368,369,370,371,372,373,374,375,376,377,378,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,398,399,400,401,402,403,404],\"species\":[\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\"],\"year\":[1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975,1975]},\"selected\":{\"id\":\"1801\"},\"selection_policy\":{\"id\":\"1800\"}},\"id\":\"1786\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"1991\"},\"id\":\"1898\",\"type\":\"Title\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"2012\"},\"id\":\"1970\",\"type\":\"Title\"},{\"attributes\":{\"source\":{\"id\":\"1786\"}},\"id\":\"1792\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1919\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1773\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"2016\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"axis\":{\"id\":\"1912\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1915\",\"type\":\"Grid\"},{\"attributes\":{\"data\":{\"band\":[20121,20125,20135,20159,20160,20175,20182,20187,20200,20207,20220,20224,20245,20254,20259,20274],\"beak depth (mm)\":{\"__ndarray__\":\"MzMzMzOzIkAAAAAAAIAjQDMzMzMzsyBAmpmZmZkZI0CamZmZmRkhQDMzMzMzsyNAzczMzMxMJUCamZmZmRkjQDMzMzMzsyNAAAAAAACAI0DNzMzMzMwfQGZmZmZm5iNAmpmZmZkZI0DNzMzMzEwiQGZmZmZm5iRAzczMzMxMIkA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[16]},\"beak length (mm)\":{\"__ndarray__\":\"zczMzMxMLkCamZmZmRkuQGZmZmZm5ixAmpmZmZkZLEAAAAAAAIAsQM3MzMzMTC1AZmZmZmbmLkDNzMzMzEwuQGZmZmZm5i1AzczMzMxMK0DNzMzMzEwtQM3MzMzMTC9AmpmZmZkZLEAzMzMzM7MrQGZmZmZm5i1AzczMzMxMKkA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[16]},\"index\":[73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88],\"species\":[\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\"],\"year\":[1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973]},\"selected\":{\"id\":\"1750\"},\"selection_policy\":{\"id\":\"1749\"}},\"id\":\"1733\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1714\"},\"glyph\":{\"id\":\"1716\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1718\"},\"nonselection_glyph\":{\"id\":\"1717\"},\"view\":{\"id\":\"1720\"}},\"id\":\"1719\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis_label\":\"beak length (mm)\",\"coordinates\":null,\"formatter\":{\"id\":\"1942\"},\"group\":null,\"major_label_policy\":{\"id\":\"1943\"},\"ticker\":{\"id\":\"1909\"}},\"id\":\"1908\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.3},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.3},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.3},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1716\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1795\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"2017\",\"type\":\"Selection\"},{\"attributes\":{\"label\":{\"value\":\"fortis\"},\"renderers\":[{\"id\":\"1863\"}]},\"id\":\"1876\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1906\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1749\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1917\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1769\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.3},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.3},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.3},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1860\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1750\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1762\",\"type\":\"LinearScale\"},{\"attributes\":{\"label\":{\"value\":\"scandens\"},\"renderers\":[{\"id\":\"1738\"}]},\"id\":\"1752\",\"type\":\"LegendItem\"},{\"attributes\":{\"source\":{\"id\":\"1858\"}},\"id\":\"1864\",\"type\":\"CDSView\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1876\"},{\"id\":\"1896\"}],\"visible\":false},\"id\":\"1875\",\"type\":\"Legend\"},{\"attributes\":{\"source\":{\"id\":\"1733\"}},\"id\":\"1739\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1737\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.3},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.3},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.3},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1788\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1776\",\"type\":\"ResetTool\"},{\"attributes\":{\"label\":{\"value\":\"fortis\"},\"renderers\":[{\"id\":\"1791\"}]},\"id\":\"1804\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1909\",\"type\":\"BasicTicker\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.3},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.3},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.3},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1879\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1978\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis\":{\"id\":\"1768\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1771\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1916\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1796\",\"type\":\"AllLabels\"},{\"attributes\":{\"overlay\":{\"id\":\"1922\"}},\"id\":\"1918\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1804\"},{\"id\":\"1824\"}],\"visible\":false},\"id\":\"1803\",\"type\":\"Legend\"},{\"attributes\":{},\"id\":\"1798\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"tools\":[{\"id\":\"1772\"},{\"id\":\"1773\"},{\"id\":\"1774\"},{\"id\":\"1775\"},{\"id\":\"1776\"},{\"id\":\"1777\"}]},\"id\":\"1779\",\"type\":\"Toolbar\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1736\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1799\",\"type\":\"AllLabels\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1880\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1717\",\"type\":\"Circle\"},{\"attributes\":{\"data\":{\"band\":[20123,20126,20128,20129,20133,20136,20138,20142,20143,20146,20149,20150,20152,20155,20156,20157,20163,20164,20169,20172,20174,20176,20177,20178,20181,20183,20203,20206,20211,20215,20217,20218,20219,20221,20229,20230,20233,20235,20239,20243,20244,20246,20247,20249,20250,20253,20256,20258,20263,20268,20269,20271,20272,20275,20276,20277,20278,20282,20292,20296,20299,20301,20302,20306,20307,20308,20309,20310,20313,20317,20318,20320,20324],\"beak depth (mm)\":{\"__ndarray__\":\"mpmZmZkZIEBmZmZmZuYkQJqZmZmZGSNAAAAAAACAIUDNzMzMzEwkQDMzMzMzsyNAMzMzMzOzIUDNzMzMzEwkQM3MzMzMTCBAmpmZmZkZIUDNzMzMzEwlQJqZmZmZGSBAAAAAAACAI0DNzMzMzEwkQDMzMzMzsyNAAAAAAACAI0AzMzMzM7MgQJqZmZmZGSFAAAAAAACAJEAzMzMzM7MiQM3MzMzMTCRAmpmZmZkZIUAzMzMzM7MhQDMzMzMzsyNAAAAAAACAJUAzMzMzM7MjQGZmZmZm5iBAmpmZmZkZJUAzMzMzM7MgQAAAAAAAgCBAZmZmZmbmJUDNzMzMzEwiQDMzMzMzsyFAmpmZmZkZJECamZmZmRkjQM3MzMzMTChAmpmZmZkZI0AAAAAAAIAjQAAAAAAAgCJAmpmZmZkZIkBmZmZmZuYgQJqZmZmZGSNAZmZmZmbmI0DNzMzMzEwlQM3MzMzMzB9AzczMzMxMJUDNzMzMzEwiQJqZmZmZGSRAAAAAAACAI0CamZmZmRkkQM3MzMzMTCNAZmZmZmbmIkAAAAAAAIAlQDMzMzMzsyNAzczMzMxMJkAzMzMzM7MlQJqZmZmZGSFAAAAAAACAJEAzMzMzM7MgQM3MzMzMTCJAMzMzMzOzIkDNzMzMzEwkQAAAAAAAgCNAAAAAAACAJUAzMzMzM7MiQM3MzMzMTCFAMzMzMzOzJECamZmZmRklQGZmZmZm5iJAMzMzMzOzIUBmZmZmZuYiQDMzMzMzsyNAzczMzMxMIkA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[73]},\"beak length (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[73]},\"index\":[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72],\"species\":[\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\"],\"year\":[1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973,1973]},\"selected\":{\"id\":\"1729\"},\"selection_policy\":{\"id\":\"1728\"}},\"id\":\"1714\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1789\",\"type\":\"Circle\"},{\"attributes\":{\"data\":{\"band\":[14613,15487,15187,15284,14983,14913,15726,15821,15484,4968,15695,15272,15256,13907,5578,10376,13377,15225,15914,14760,15779,13901,15277,15285,13194,14967,14800,14612,15154,14123,15368,15873,16027,15353,14265,15014,14969,5627,15973,13468,15214,14978,15909,13996,13543,14634,15804,15493,15363,15286,15019,16112,15270,15874,16007,14860,10313,15490,15106,13539,14912,13244,14822,14909,15944,16170,15477,15111,14686,15915,15759,15850,15977,14632,14982,13306,13351,15288,15079,15402,15248,13881,15879,4830,15679,15806,5887,15845,14890,15875,15381,15382,15453,5555,15127,14628,15379,14939,10100,16172,15188,14611,14025,14970,15970,10760,15706,14762,15829,14743,15933,14836,15940,15995,14704,5685,14833,1536,15163,5556,14902,15342,14894,15761,5628,15497,14932,15374,15175,15724,15680,14827,15296,15711,10066,15322,15262,14840,4229,13195,14829,13994,15464,15865,14831,13269,15184,14096,15245,15143,15712,4715,14832,15757,14694,15388,15224,15018,15981,15228,15663,15983,10198,15657,15990,15123,15855,15005,15617,14880,14742,15080,15273,4859,14767,5602,15978,15246,15264,14867,13687,15306,10347,15420,16016,14042,14797,14761,14858,2749,15244,5872,14680,14763,14892,15176,14795,15040,15733,15367,14535,15268,15883,15220,15430,15404,14841,15313,14868,13385,15301,5626,14928,5965,15182,16162,13582,14811,5669,10703,14684,14809,10548,15387,5721,14808,15223,15795,15274,14664,15854,15941,14258,15852,15132,15659,15431,15378,14749,14533,15348,14636,14671,13575,14685,2639,14478,14681,15630,15229,15337,15332,5330,14403,15232,5554,15054,15157,15488,15241,14915,14788,14846,15631,15715,15496,15758,15791,15311,15684,15785,15465,14712,15230,15318,14356,5389,10232,4936,5587,14741,13486,13579,15822,15412,15153,15055,14669,15863,10102,14883,13522,10685,14872,15333,14765,15389,13932,13365,15066,14723,14659,16111,15011,15047,15781,14826,15499,15065,15832,15934,14784,15611,15325,14672,14347,15105,15233,14838,15359,5828,14824,15048,15321,5817,13690,5507,5858,16089,5718,15408,14692,15027,14518,13389,14871,14041,15126,15369,5826,14100,15125,5927,10213,14062,14879,14854,15056,14652,15450,15601,10023,14921,15926,15151,15263,2833,15707,15454,15409,15985,15215,15261,15903,5725,15772,14605,14696,14701,2737,14124,13708,14732,15710,15727,14679,15396,14956,15373,14901,15247,2738,14279,15399,15130,15174,10183,14471,15289,15428,2537,2666,14896,15971,15189,15500,15820,15474,15938,15987,15463,15746,15801,15739,14643,15310,14770,14792,15191,14744,15950,15788,15376,10716,15155,14874,15326,14629,15238,14705,15838,10826,14171,15346,15426,15633,15709,15904,15323,15152,15605,14546,14923,15129,15165,14641,14794,13409,15110,14884,10330,2658,13552,15482,14900,5635,15929,13704,14766,14940,15308,14823,14722,15613,13644,15360,15939,16168,15395,15885,10081,15648,15734,15398,10670,15041,2862,14675,14687,14957,15447,15042,15028,15642,15329,15660,15714,15767,15316,14948,14621,14720,14937,15131,15616,15840,14893,14958,14676,14839,15370,5335,10751,14713,14615,14825,14040,16117,13075,15339,2847,14916,15390,4843,14492,5560,14678,14866,15612,15158,14793,10194,15949,15475,15722,15210,15839,15908,15049,15764,15667,15004,15293,14774,14842,15969,14790,14887,14677,14710,4378,5586,15197,10550,14917,14816,4899,4911,15196,15607,16173,14751,15113,14688,13807,15001,15239,15212,15753,10228,15644,14609,15655,14617,13837,15172,14670,14736,15012,14807,13945,14412,3569,15857,15478,15930,14739,14633,14674,13201,5026,15193,14746,14963,14971,15385,15015,5505,15621,14987,14820,14889,5504,15302,14942,14856,14849,15203,15670,15371,15856,15377,15979,14796,15145,15058,15692,15033,15255,14620,13781,5625,14783,15053,15150,5921,15358,15383,14886,5570,13975,14930,15433,5400,15473,15124,5614,10305,15148,15849,15665,14955,14721,15682,4721,14660,15355,15653,14711,15281,4190,15650,15112,14974,10080,14943,13760,14689,14117,15674,10679,5963,14818,15749,14781,13231,14174,2776,15140,14745,15951,15291,14752,14772,15603,15062,15003,14961,14346,15073,5860,15681,14817,14618,13300,15183,13413,15897,15249,15199,15920,15099,14865,14333,5789,15309,15317,14895,14738,14926,15448,14812,5960,15461,4677,13595,14656,14657,14992,14777,15304,14619,14753,14650,15315,14627,15295,10658,4946,14655,5731,5559,15338,10622,2984,14851,5060,14003,5844,14805,3527,14919,15830,14468,5847,2753,15471,15609,15444,15025,14873,15101,15458,15037,15171,14925,15411,14616,14922,5905,4993,14662,5904,10181,15702,5543,720,15413,15392,15947,15955,15021,14625,14651,14848,15147,15980,4876,1469,15372,5649,3393,15216,15688,5821,14870,13407,14993,14663,14991,15170,14804,1774,14149,14622,15948,2536,14624,2743,5370,14706,15825,10178,15910,15976,14550,13487,14649,4986,15651,15954,15905,14442,14408,15877,5110,3597],\"beak depth (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[787]},\"beak length (mm)\":{\"__ndarray__\":\"MzMzMzMzIkBI4XoUrkciQHsUrkfheiJAZmZmZmZmIkApXI/C9aghQEjhehSuRyJAFK5H4XoUIkAfhetRuB4lQGZmZmZmZiNAAAAAAACAIkAAAAAAAAAjQK5H4XoUriJASOF6FK5HI0AUrkfhehQiQJqZmZmZmSNAj8L1KFyPIkAAAAAAAAAjQJqZmZmZmSVAexSuR+F6IkB7FK5H4XokQHsUrkfheiNAZmZmZmZmIkBmZmZmZuYjQK5H4XoUriJAMzMzMzOzIkAzMzMzMzMkQOxRuB6F6yNACtejcD2KIkDNzMzMzMwiQFyPwvUoXCNA4XoUrkdhJEAAAAAAAAAkQAAAAAAAgCRAmpmZmZmZJkApXI/C9agjQBSuR+F6FCZAUrgehetRJEB7FK5H4XolQOF6FK5HYSRA7FG4HoXrIkAAAAAAAAAjQGZmZmZmZiNAAAAAAAAAJECamZmZmRkkQJqZmZmZmSRAAAAAAAAAJUDhehSuR+EjQBSuR+F6FCRAexSuR+F6JEBmZmZmZmYiQJqZmZmZmSJAFK5H4XoUJECuR+F6FK4kQK5H4XoUriRAFK5H4XoUJEC4HoXrUbgjQPYoXI/CdSNAZmZmZmbmIkAAAAAAAAAkQI/C9ShcjyNASOF6FK5HI0CamZmZmZkjQAAAAAAAACRAAAAAAAAAJECamZmZmZklQEjhehSuRyNASOF6FK5HJEB7FK5H4XokQHsUrkfheiVAexSuR+F6JUBI4XoUrkcmQHsUrkfheiZArkfhehSuI0C4HoXrUbgjQOxRuB6F6yNApHA9CtcjJUAAAAAAAAAkQGZmZmZm5iVASOF6FK7HI0B7FK5H4fojQDMzMzMzMyJAmpmZmZmZI0AzMzMzM7MjQAAAAAAAACRAAAAAAAAAJEAAAAAAAAAkQFyPwvUoXCRAzczMzMzMJEDNzMzMzMwlQBSuR+F6FCRASOF6FK5HJEB7FK5H4XokQBSuR+F6FCVAFK5H4XoUIkB7FK5H4XoiQB+F61G4HiRAhetRuB6FJEBmZmZmZmYkQFyPwvUo3CVASOF6FK5HJUB7FK5H4XolQM3MzMzMzCJAmpmZmZkZI0CamZmZmZkjQClcj8L1qCNAAAAAAAAAJEAAAAAAAAAkQJqZmZmZmSRAMzMzMzMzJUAAAAAAAAAnQHsUrkfheiRAAAAAAAAAJUCuR+F6FK4lQOF6FK5H4SNAuB6F61G4JECamZmZmZkjQK5H4XoULiRAmpmZmZmZI0DNzMzMzMwjQAAAAAAAACRAAAAAAAAAJEAAAAAAAAAkQDMzMzMzMyRAmpmZmZmZJkAAAAAAAAAoQEjhehSuRyRArkfhehSuJECuR+F6FK4kQBSuR+F6FCVAFK5H4XoUJUDhehSuR+ElQBSuR+F6FCZASOF6FK5HJkBI4XoUrkcmQHsUrkfheiZASOF6FK5HKEDhehSuR+EjQGZmZmZm5iNAmpmZmZkZJEAzMzMzM7MkQLgehetRuCVAXI/C9ShcJEBmZmZmZuYiQOF6FK5HYSRArkfhehSuJUDNzMzMzMwiQAAAAAAAACNAmpmZmZmZI0AzMzMzM7MjQAAAAAAAACRAMzMzMzMzJEDNzMzMzMwkQGZmZmZm5iRApHA9CtcjJUCamZmZmZklQM3MzMzMzCVAzczMzMzMJkBI4XoUrkcjQBSuR+F6FCRAexSuR+F6JEDhehSuR+EkQBSuR+F6FCVASOF6FK5HJUCuR+F6FK4lQOF6FK5H4SVASOF6FK5HJkBI4XoUrkcmQBSuR+F6lCZAFK5H4XqUJ0CuR+F6FK4jQM3MzMzMTCZAhetRuB6FI0AfhetRuB4kQD0K16NwvSVAuB6F61G4J0ApXI/C9aglQEjhehSuxyRASOF6FK5HJUBmZmZmZmYjQK5H4XoULiRA16NwPQpXJUBmZmZmZuYlQOxRuB6F6yNAZmZmZmZmI0BxPQrXo/AjQDMzMzMzMyRAPQrXo3C9JEDNzMzMzMwlQM3MzMzMzCVAMzMzMzMzJkDNzMzMzEwmQJqZmZmZmSdASOF6FK5HJEDhehSuR2EkQHsUrkfheiRAexSuR+F6JEAUrkfhehQlQBSuR+F6FCVAFK5H4XoUJUB7FK5H4XolQHsUrkfheiZAexSuR+F6JkCamZmZmRkkQHsUrkfheiRA4XoUrkfhJUCuR+F6FC4lQM3MzMzMzCNAFK5H4XoUJEAzMzMzM7MkQGZmZmZmZiZAmpmZmZmZJ0AzMzMzMzMmQAAAAAAAACRAMzMzMzMzJEAzMzMzMzMkQMP1KFyPQiRAZmZmZmZmJEApXI/C9agkQM3MzMzMzCRAzczMzMzMJEBmZmZmZmYlQGZmZmZmZiVAzczMzMzMJUDNzMzMzMwlQDMzMzMzMyZAMzMzMzMzJ0AzMzMzMzMnQJqZmZmZmSdA4XoUrkfhJEAUrkfhehQlQEjhehSuRyVAexSuR+F6JUCF61G4HoUlQBSuR+F6lCVArkfhehSuJUAUrkfhehQmQBSuR+F6lCZArkfhehSuJ0AUrkfhehQkQDMzMzMzMyZAZmZmZmZmJkCF61G4HoUlQIXrUbgehSVAAAAAAAAAJkDsUbgehesmQJqZmZmZmSRAzczMzMzMJUDhehSuR+EjQHsUrkfheiRAexSuR+H6JUBxPQrXo/AkQGZmZmZmZiVA7FG4HoVrKEAzMzMzM7MkQArXo3A9CiVAAAAAAAAAJECamZmZmZkkQDMzMzMzMyVAAAAAAACAJUCamZmZmZklQAAAAAAAACZAAAAAAAAAKEAUrkfhehQkQHsUrkfheiRAexSuR+F6JECuR+F6FK4kQK5H4XoUriRASOF6FK5HJUB7FK5H4XomQBSuR+F6FCdAFK5H4XoUJ0B7FK5H4XolQBSuR+F6FCZAMzMzMzMzJECF61G4HoUlQBSuR+F6FCRACtejcD2KJEA9CtejcL0lQAAAAAAAACRAMzMzMzOzJEAUrkfhehQmQPYoXI/C9SNAj8L1KFwPJEB7FK5H4fokQAAAAAAAACVApHA9CtcjJUCamZmZmZklQK5H4XoUriZA4XoUrkdhJ0D2KFyPwvUlQIXrUbgeBSdAUrgehetRI0DsUbgeheskQGZmZmZmZiNAAAAAAAAAJUAzMzMzMzMlQClcj8L1qCVAzczMzMzMJUCamZmZmZkmQM3MzMzMzCZAAAAAAAAAKEB7FK5H4XokQHsUrkfheiRArkfhehSuJEAzMzMzM7MkQEjhehSuxyVAzczMzMzMJUAUrkfhehQmQK5H4XoULiZASOF6FK5HJkBI4XoUrkcmQK5H4XoUriZArkfhehSuJkAUrkfhehQnQBSuR+F6FCVAw/UoXI9CJUAzMzMzM7MlQDMzMzMzsyVAZmZmZmbmJUAUrkfhehQmQAAAAAAAgCZAAAAAAACAJkDsUbgeheskQOxRuB6F6ydAexSuR+H6JED2KFyPwnUlQKRwPQrXIyZAZmZmZmbmJEDNzMzMzEwlQOxRuB6FayVAZmZmZmZmJkAAAAAAAIAmQD0K16NwvSRAcT0K16NwJUBxPQrXo3AoQAAAAAAAACNAAAAAAAAAJEBmZmZmZmYkQM3MzMzMzCRAmpmZmZkZJUAzMzMzMzMlQDMzMzMzMyVAZmZmZmZmJUBmZmZmZmYlQGZmZmZmZiVAZmZmZmZmJUAAAAAAAIAlQJqZmZmZmSVAzczMzMzMJUDNzMzMzMwlQM3MzMzMzCVAAAAAAAAAJkCamZmZmZkmQM3MzMzMzCdAexSuR+F6JEBI4XoUrsckQMP1KFyPQiVArkfhehSuJUBI4XoUrkcmQHsUrkfheiZAexSuR+F6JkCuR+F6FK4mQK5H4XoUriZASOF6FK5HKECPwvUoXA8mQBSuR+F6FCZAZmZmZmZmJkAfhetRuB4mQFK4HoXrUSZA7FG4HoVrJEBxPQrXo/AlQClcj8L1qCdAzczMzMzMJUAAAAAAAAAmQAAAAAAAACZAAAAAAAAAJUDD9Shcj0IlQDMzMzMzsyVAZmZmZmbmJkAzMzMzMzMkQJqZmZmZmSRAzczMzMzMJEAAAAAAAAAlQDMzMzMzMyVAzczMzMzMJUDNzMzMzMwlQAAAAAAAACZAAAAAAAAAJkDNzMzMzEwmQM3MzMzMTCZAmpmZmZmZJkAfhetRuJ4pQK5H4XoULiRArkfhehSuJUDhehSuR+ElQBSuR+F6FCZAFK5H4XoUJkBI4XoUrkcmQEjhehSuRyZASOF6FK5HJkB7FK5H4XomQHsUrkfheiZAexSuR+F6JkCuR+F6FK4mQGZmZmZm5iVAUrgehetRJUDsUbgeheslQOxRuB6F6yVAH4XrUbgeJ0DNzMzMzMwkQDMzMzMzMyVAAAAAAACAJUDNzMzMzMwlQPYoXI/CdSVAZmZmZmZmJkDNzMzMzMwjQAAAAAAAACRAZmZmZmZmJEDNzMzMzMwkQAAAAAAAACVAMzMzMzMzJkBmZmZmZmYmQJqZmZmZmSZAmpmZmZmZJ0CuR+F6FK4kQHsUrkfheiZA4XoUrkfhJkAUrkfhehQnQBSuR+F6FChA4XoUrkfhJUAzMzMzMzMmQNejcD0KVydApHA9CtcjK0C4HoXrUTglQFK4HoXrUSVA7FG4HoXrJUDsUbgeheslQOxRuB6FayZAmpmZmZkZJ0DsUbgehesnQNejcD0KVyVAmpmZmZmZJUCamZmZmZkmQJqZmZmZmSVAAAAAAAAAJkCF61G4HgUnQDMzMzMzMydA16NwPQpXJUAK16NwPYolQJqZmZmZmSZAmpmZmZkZJ0AzMzMzMzMnQM3MzMzMTChAzczMzMzMJEAAAAAAAAAlQAAAAAAAACVAAAAAAAAAJUAAAAAAAAAlQJqZmZmZmSVAmpmZmZmZJUDNzMzMzMwlQM3MzMzMzCVAzczMzMzMJUAAAAAAAAAmQDMzMzMzMyZAMzMzMzMzJkDNzMzMzEwmQGZmZmZmZiZAAAAAAAAAJ0CamZmZmZknQM3MzMzMzClAFK5H4XoUJkBI4XoUrkcmQEjhehSuRyZAexSuR+F6JkB7FK5H4XomQHsUrkfheiZASOF6FK5HJ0CuR+F6FK4nQGZmZmZmZiVAZmZmZmZmJkAAAAAAAAAoQLgehetRuCZAuB6F61G4J0BSuB6F61EoQDMzMzMzsyVAAAAAAAAAJkAUrkfhepQmQAAAAAAAACZA4XoUrkfhJ0AAAAAAAIAoQOxRuB6F6ydAAAAAAAAAJEDNzMzMzMwkQGZmZmZmZiVAZmZmZmZmJUCamZmZmZklQJqZmZmZmSVAMzMzMzOzJUDNzMzMzMwlQAAAAAAAACZAMzMzMzMzJkDNzMzMzEwmQNejcD0KVyZAZmZmZmZmJkCamZmZmZkmQAAAAAAAACdAZmZmZmZmJ0DNzMzMzMwnQDMzMzMzMyhASOF6FK5HIkAK16NwPQomQBSuR+F6FCZAexSuR+F6JkB7FK5H4XomQOF6FK5H4SZA4XoUrkfhJkDhehSuR+EmQBSuR+F6FCdAFK5H4XoUJ0CuR+F6FK4lQAAAAAAAACVAuB6F61G4JUAfhetRuB4mQM3MzMzMTCZAhetRuB6FJkC4HoXrUbgmQFK4HoXrUShAMzMzMzMzJ0DNzMzMzEwnQEjhehSuRyVAZmZmZmZmJEAUrkfhehQmQMP1KFyPwidAmpmZmZmZJEBmZmZmZmYlQD0K16NwvSVAAAAAAAAAJkAAAAAAAAAmQAAAAAAAACZAw/UoXI9CJkBmZmZmZmYmQGZmZmZmZiZAmpmZmZmZJkDNzMzMzMwmQM3MzMzMzCZAFK5H4XoUJkBI4XoUrkcmQEjhehSuRyZAexSuR+F6JkB7FK5H4XomQBSuR+F6lCZArkfhehSuJEBI4XoUrkcmQClcj8L1KCdArkfhehSuJ0DhehSuR+EoQOxRuB6F6yVA7FG4HoXrJkDXo3A9ClcnQFyPwvUo3CRA9ihcj8J1JUDhehSuR+ElQOF6FK5H4SdAMzMzMzMzJkCamZmZmRkoQB+F61G4niVAFK5H4XqUJkAAAAAAAAAlQGZmZmZmZiVAzczMzMzMJUDNzMzMzMwlQAAAAAAAACZAAAAAAAAAJkAAAAAAAAAmQDMzMzMzMyZAZmZmZmZmJkDNzMzMzMwmQDMzMzMzMydAZmZmZmZmJ0CamZmZmZknQJqZmZmZmSdAzczMzMzMJ0CamZmZmZkoQOF6FK5HYSZAexSuR+F6JkCuR+F6FK4mQHsUrkfh+iZASOF6FK5HJ0B7FK5H4XonQHsUrkfheidA4XoUrkfhJUAUrkfhehQmQM3MzMzMTCZAmpmZmZmZJkDsUbgeheslQFK4HoXrUSZAhetRuB6FJkAzMzMzMzMoQGZmZmZmZiVAmpmZmZmZKEDhehSuR+ElQEjhehSuxyZAhetRuB4FKEDhehSuR+ElQGZmZmZmZiZArkfhehSuJkBmZmZmZmYnQLgehetRuCdAmpmZmZmZJUAAAAAAAAAmQGZmZmZmZiZAmpmZmZmZJkAAAAAAAAAnQAAAAAAAACdAZmZmZmZmJ0CamZmZmZknQKRwPQrXoydAzczMzMzMJ0AAAAAAAAAoQEjhehSuRyZAexSuR+F6J0CuR+F6FK4nQHsUrkfheihAZmZmZmbmJUBI4XoUrkcmQK5H4XoUridArkfhehSuJ0CamZmZmRkoQNejcD0KVyhAFK5H4XoUJkAfhetRuB4mQFK4HoXrUSZA7FG4HoXrJkAzMzMzMzMmQDMzMzMzsydA16NwPQpXJUBmZmZmZmYmQDMzMzMzMyVAMzMzMzMzJUDNzMzMzMwlQAAAAAAAACZAAAAAAAAAJkAAAAAAAAAmQDMzMzMzMyZAw/UoXI9CJkBmZmZmZmYmQJqZmZmZmSZAmpmZmZmZJkAAAAAAAAAnQAAAAAAAACdAZmZmZmZmJ0DNzMzMzMwnQAAAAAAAAChAmpmZmZmZKUDhehSuR+EmQOF6FK5H4SdArkfhehSuJ0Bcj8L1KNwnQFK4HoXrUSVAmpmZmZkZJ0AUrkfhepQoQAAAAAAAACdAUrgehetRJkAfhetRuB4mQGZmZmZmZiZAmpmZmZmZJkAzMzMzMzMnQGZmZmZmZidArkfhehSuJkDhehSuR+EmQHsUrkfh+iZAexSuR+F6J0CPwvUoXA8mQI/C9ShcjyZAZmZmZmbmJkCuR+F6FK4nQOxRuB6F6yVAhetRuB6FJkBSuB6F61EpQOxRuB6F6ytAmpmZmZkZJkDNzMzMzMwmQOF6FK5H4SZACtejcD0KJkDNzMzMzMwmQM3MzMzMzCdAAAAAAACAJEAAAAAAAAAmQDMzMzMzMydAmpmZmZmZKEAUrkfhehQnQBSuR+F6FCdAexSuR+F6J0B7FK5H4XonQLgehetRuCVA7FG4HoXrJ0DNzMzMzEwmQNejcD0K1yZAKVyPwvWoJkCamZmZmZklQAAAAAAAACZAMzMzMzMzJkCamZmZmZkmQM3MzMzMzCZAzczMzMzMJkCamZmZmZknQJqZmZmZmSdAKVyPwvWoJ0AfhetRuB4mQBSuR+F6lCdAPQrXo3C9J0AK16NwPYooQClcj8L1qCdAXI/C9SjcJ0BI4XoUrsclQDMzMzMzMydAmpmZmZmZJ0AzMzMzM7MpQBSuR+F6lCZAMzMzMzMzJ0BmZmZmZmYnQM3MzMzMzCdAAAAAAAAAKEAAAAAAAAAoQAAAAAAAgClAexSuR+F6KEDNzMzMzEwnQIXrUbgehSdAuB6F61G4J0DhehSuR+EmQAAAAAAAACZAMzMzMzMzJkAzMzMzMzMmQGZmZmZmZidAmpmZmZmZJ0BmZmZmZmYoQBSuR+F6FCdASOF6FK5HJ0DhehSuR+EnQK5H4XoUrihAAAAAAAAAJkCuR+F6FK4nQK5H4XoUridAuB6F61G4JkDsUbgehesmQB+F61G4HidArkfhehSuJED2KFyPwnUnQAAAAAAAgChAmpmZmZkZJ0BmZmZmZmYnQM3MzMzMzCdAFK5H4XoUJ0CkcD0K16MoQGZmZmZm5idACtejcD2KJkCamZmZmZkoQM3MzMzMTCdAzczMzMzMKECuR+F6FK4pQIXrUbgehSdAzczMzMzMJ0DNzMzMzMwlQAAAAAAAACZAMzMzMzMzJ0DhehSuR+EmQDMzMzMzsydAMzMzMzMzKED2KFyPwnUpQAAAAAAAACdAmpmZmZmZJ0BmZmZmZmYnQDMzMzMzsydAZmZmZmZmKEDNzMzMzEwrQI/C9ShcjydAZmZmZmZmJ0A9CtejcL0nQJqZmZmZmSlAFK5H4XoUKEDsUbgehesmQI/C9ShcDydA9ihcj8J1JkCF61G4HoUoQKRwPQrXIyxAj8L1KFwPKkA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[787]},\"index\":[492,493,494,495,496,497,498,499,500,501,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,518,519,520,521,522,523,524,525,526,527,528,529,530,531,532,533,534,535,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,555,556,557,558,559,560,561,562,563,564,565,566,567,568,569,570,571,572,573,574,575,576,577,578,579,580,581,582,583,584,585,586,587,588,589,590,591,592,593,594,595,596,597,598,599,600,601,602,603,604,605,606,607,608,609,610,611,612,613,614,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,630,631,632,633,634,635,636,637,638,639,640,641,642,643,644,645,646,647,648,649,650,651,652,653,654,655,656,657,658,659,660,661,662,663,664,665,666,667,668,669,670,671,672,673,674,675,676,677,678,679,680,681,682,683,684,685,686,687,688,689,690,691,692,693,694,695,696,697,698,699,700,701,702,703,704,705,706,707,708,709,710,711,712,713,714,715,716,717,718,719,720,721,722,723,724,725,726,727,728,729,730,731,732,733,734,735,736,737,738,739,740,741,742,743,744,745,746,747,748,749,750,751,752,753,754,755,756,757,758,759,760,761,762,763,764,765,766,767,768,769,770,771,772,773,774,775,776,777,778,779,780,781,782,783,784,785,786,787,788,789,790,791,792,793,794,795,796,797,798,799,800,801,802,803,804,805,806,807,808,809,810,811,812,813,814,815,816,817,818,819,820,821,822,823,824,825,826,827,828,829,830,831,832,833,834,835,836,837,838,839,840,841,842,843,844,845,846,847,848,849,850,851,852,853,854,855,856,857,858,859,860,861,862,863,864,865,866,867,868,869,870,871,872,873,874,875,876,877,878,879,880,881,882,883,884,885,886,887,888,889,890,891,892,893,894,895,896,897,898,899,900,901,902,903,904,905,906,907,908,909,910,911,912,913,914,915,916,917,918,919,920,921,922,923,924,925,926,927,928,929,930,931,932,933,934,935,936,937,938,939,940,941,942,943,944,945,946,947,948,949,950,951,952,953,954,955,956,957,958,959,960,961,962,963,964,965,966,967,968,969,970,971,972,973,974,975,976,977,978,979,980,981,982,983,984,985,986,987,988,989,990,991,992,993,994,995,996,997,998,999,1000,1001,1002,1003,1004,1005,1006,1007,1008,1009,1010,1011,1012,1013,1014,1015,1016,1017,1018,1019,1020,1021,1022,1023,1024,1025,1026,1027,1028,1029,1030,1031,1032,1033,1034,1035,1036,1037,1038,1039,1040,1041,1042,1043,1044,1045,1046,1047,1048,1049,1050,1051,1052,1053,1054,1055,1056,1057,1058,1059,1060,1061,1062,1063,1064,1065,1066,1067,1068,1069,1070,1071,1072,1073,1074,1075,1076,1077,1078,1079,1080,1081,1082,1083,1084,1085,1086,1087,1088,1089,1090,1091,1092,1093,1094,1095,1096,1097,1098,1099,1100,1101,1102,1103,1104,1105,1106,1107,1108,1109,1110,1111,1112,1113,1114,1115,1116,1117,1118,1119,1120,1121,1122,1123,1124,1125,1126,1127,1128,1129,1130,1131,1132,1133,1134,1135,1136,1137,1138,1139,1140,1141,1142,1143,1144,1145,1146,1147,1148,1149,1150,1151,1152,1153,1154,1155,1156,1157,1158,1159,1160,1161,1162,1163,1164,1165,1166,1167,1168,1169,1170,1171,1172,1173,1174,1175,1176,1177,1178,1179,1180,1181,1182,1183,1184,1185,1186,1187,1188,1189,1190,1191,1192,1193,1194,1195,1196,1197,1198,1199,1200,1201,1202,1203,1204,1205,1206,1207,1208,1209,1210,1211,1212,1213,1214,1215,1216,1217,1218,1219,1220,1221,1222,1223,1224,1225,1226,1227,1228,1229,1230,1231,1232,1233,1234,1235,1236,1237,1238,1239,1240,1241,1242,1243,1244,1245,1246,1247,1248,1249,1250,1251,1252,1253,1254,1255,1256,1257,1258,1259,1260,1261,1262,1263,1264,1265,1266,1267,1268,1269,1270,1271,1272,1273,1274,1275,1276,1277,1278],\"species\":[\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\"],\"year\":[1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987]},\"selected\":{\"id\":\"1873\"},\"selection_policy\":{\"id\":\"1872\"}},\"id\":\"1858\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1858\"},\"glyph\":{\"id\":\"1860\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1862\"},\"nonselection_glyph\":{\"id\":\"1861\"},\"view\":{\"id\":\"1864\"}},\"id\":\"1863\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1786\"},\"glyph\":{\"id\":\"1788\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1790\"},\"nonselection_glyph\":{\"id\":\"1789\"},\"view\":{\"id\":\"1792\"}},\"id\":\"1791\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"axis_label\":\"beak length (mm)\",\"coordinates\":null,\"formatter\":{\"id\":\"1798\"},\"group\":null,\"major_label_policy\":{\"id\":\"1799\"},\"ticker\":{\"id\":\"1765\"}},\"id\":\"1764\",\"type\":\"LinearAxis\"},{\"attributes\":{\"source\":{\"id\":\"1714\"}},\"id\":\"1720\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1861\",\"type\":\"Circle\"},{\"attributes\":{\"axis_label\":\"beak depth (mm)\",\"coordinates\":null,\"formatter\":{\"id\":\"1939\"},\"group\":null,\"major_label_policy\":{\"id\":\"1940\"},\"ticker\":{\"id\":\"1913\"}},\"id\":\"1912\",\"type\":\"LinearAxis\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1790\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1800\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.3},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.3},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.3},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1735\",\"type\":\"Circle\"},{\"attributes\":{\"data\":{\"band\":[15718,5594,15235,15252,15847,15139,15237,4045,8443,15798,14786,364,10001,15119,15676,15476,14576,15419,15635,2733,15751,14834,4109,15901,14830,15086,15986,4223,15725,13554,15407,3425,15704,15102,5582,15121,10770,14755,13555,15765,15243,8441,10067,15406,15234,15608,14758,14835,15882,14787,14727,5351,15859,15721,5663,2543,5013,10394,17548,14647,13548,5345,15760,15685,14731,14906,15330,4577,4744,10984,14759,15639,15090,4221,15422,15441,15736,4683,14768,5375,14843,2554,14995,15638,15837,10002,14584,14730,3458,5911,2760,15812,5367,10174,1645,4090,5576,14975,2877,10206,4778,5322,10207,10740,8450,10517,2758,14729,10743,13527,8444,15738,2445,5931,14728,15615,14646,13526,15343,10105,14645,2433,10268,10245,4706,14918,15694,15421,14208,1396,1444,4051,10061,4701,13257,2949,14946,5656,5608,15352,15817,4119,10223,2969,14648,15658,13256,8425,14524,10075,4137,14847,15886,14877,8036,14579],\"beak depth (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[156]},\"beak length (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[156]},\"index\":[1279,1280,1281,1282,1283,1284,1285,1286,1287,1288,1289,1290,1291,1292,1293,1294,1295,1296,1297,1298,1299,1300,1301,1302,1303,1304,1305,1306,1307,1308,1309,1310,1311,1312,1313,1314,1315,1316,1317,1318,1319,1320,1321,1322,1323,1324,1325,1326,1327,1328,1329,1330,1331,1332,1333,1334,1335,1336,1337,1338,1339,1340,1341,1342,1343,1344,1345,1346,1347,1348,1349,1350,1351,1352,1353,1354,1355,1356,1357,1358,1359,1360,1361,1362,1363,1364,1365,1366,1367,1368,1369,1370,1371,1372,1373,1374,1375,1376,1377,1378,1379,1380,1381,1382,1383,1384,1385,1386,1387,1388,1389,1390,1391,1392,1393,1394,1395,1396,1397,1398,1399,1400,1401,1402,1403,1404,1405,1406,1407,1408,1409,1410,1411,1412,1413,1414,1415,1416,1417,1418,1419,1420,1421,1422,1423,1424,1425,1426,1427,1428,1429,1430,1431,1432,1433,1434],\"species\":[\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\"],\"year\":[1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987,1987]},\"selected\":{\"id\":\"1894\"},\"selection_policy\":{\"id\":\"1893\"}},\"id\":\"1877\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1775\",\"type\":\"SaveTool\"},{\"attributes\":{},\"id\":\"1976\",\"type\":\"LinearScale\"},{\"attributes\":{\"axis\":{\"id\":\"1764\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1767\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1801\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1981\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1944\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"axis\":{\"id\":\"1980\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1983\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1985\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1945\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1991\",\"type\":\"SaveTool\"},{\"attributes\":{\"axis\":{\"id\":\"1984\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1987\",\"type\":\"Grid\"},{\"attributes\":{\"axis_label\":\"beak length (mm)\",\"coordinates\":null,\"formatter\":{\"id\":\"2014\"},\"group\":null,\"major_label_policy\":{\"id\":\"2015\"},\"ticker\":{\"id\":\"1981\"}},\"id\":\"1980\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1690\",\"type\":\"LinearScale\"},{\"attributes\":{},\"id\":\"1989\",\"type\":\"WheelZoomTool\"},{\"attributes\":{},\"id\":\"1894\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1988\",\"type\":\"PanTool\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2021\"},\"glyph\":{\"id\":\"2023\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2025\"},\"nonselection_glyph\":{\"id\":\"2024\"},\"view\":{\"id\":\"2027\"}},\"id\":\"2026\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"overlay\":{\"id\":\"1994\"}},\"id\":\"1990\",\"type\":\"BoxZoomTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1922\",\"type\":\"BoxAnnotation\"},{\"attributes\":{\"axis_label\":\"beak depth (mm)\",\"coordinates\":null,\"formatter\":{\"id\":\"2011\"},\"group\":null,\"major_label_policy\":{\"id\":\"2012\"},\"ticker\":{\"id\":\"1985\"}},\"id\":\"1984\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1921\",\"type\":\"HelpTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"2024\",\"type\":\"Circle\"},{\"attributes\":{\"axis_label\":\"beak length (mm)\",\"coordinates\":null,\"formatter\":{\"id\":\"1726\"},\"group\":null,\"major_label_policy\":{\"id\":\"1727\"},\"ticker\":{\"id\":\"1693\"}},\"id\":\"1692\",\"type\":\"LinearAxis\"},{\"attributes\":{},\"id\":\"1920\",\"type\":\"ResetTool\"},{\"attributes\":{\"below\":[{\"id\":\"1692\"}],\"center\":[{\"id\":\"1695\"},{\"id\":\"1699\"},{\"id\":\"1731\"}],\"frame_height\":250,\"frame_width\":250,\"left\":[{\"id\":\"1696\"}],\"renderers\":[{\"id\":\"1719\"},{\"id\":\"1738\"}],\"title\":{\"id\":\"1682\"},\"toolbar\":{\"id\":\"1707\"},\"x_range\":{\"id\":\"1684\"},\"x_scale\":{\"id\":\"1688\"},\"y_range\":{\"id\":\"1686\"},\"y_scale\":{\"id\":\"1690\"}},\"id\":\"1681\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"data\":{\"band\":[2760,3425,4090,4137,4223,4683,4706,4778,5351,5582,5608,5656,10001,10002,10061,10105,10174,10206,10223,10268,10394,10740,13256,13257,13548,14208,14524,14576,14584,14646,14728,14731,14755,14758,14759,14786,14830,14834,14835,14847,14877,14946,14975,14995,15235,15237,15406,15419,15441,15476,15615,15638,15639,15658,15685,15694,15704,15718,15721,15725,15736,15760,15765,15798,15812,15817,15837,15859,15901,15986,16100,16109,16113,16183,16195,16568,16569,16585,16600,16873,17001,17004,17099,17140,17143,17153,17176,17305,17353,17374,17474,17475,17504,17505,17548,17658,17673,17674,17685,17764,17779,17788,17795,17901,17915,17930,17939,17947,17950,17953,17956,17963],\"beak depth (mm)\":{\"__ndarray__\":\"AAAAAACAIkCamZmZmZkhQIXrUbgehSJAAAAAAAAAJEAK16NwPYohQMP1KFyPQiJAAAAAAAAAI0CamZmZmZkiQGZmZmZm5iFAPQrXo3C9IUBmZmZmZmYjQGZmZmZmZiNAUrgehevRIEDsUbgehWsiQDMzMzMzMyNAzczMzMzMIkAAAAAAAIAiQJqZmZmZmSJAmpmZmZmZI0Bcj8L1KNwiQAAAAAAAACJAmpmZmZmZIkAzMzMzM7MjQD0K16NwPSNAAAAAAAAAIkAK16NwPQojQM3MzMzMzCNAMzMzMzMzIUDsUbgehWsiQMP1KFyPwiJAPQrXo3C9IkAK16NwPQoiQM3MzMzMzCFAUrgehevRIUAfhetRuB4iQM3MzMzMzCBAZmZmZmZmIUBmZmZmZmYhQFK4HoXr0SFAMzMzMzMzJEAK16NwPYokQM3MzMzMTCNAj8L1KFyPIkBmZmZmZmYiQNejcD0K1x9AmpmZmZmZIEDNzMzMzMwhQDMzMzMzMyFAMzMzMzMzIkAzMzMzMzMhQD0K16NwvSJAZmZmZmZmIkAzMzMzMzMiQDMzMzMzsyNACtejcD0KIkCF61G4HgUjQB+F61G4niFAFK5H4XoUH0DsUbgeheshQJqZmZmZmSFAMzMzMzMzIkCF61G4HgUiQM3MzMzMzCFAzczMzMzMIEAAAAAAAIAiQPYoXI/CdSNAZmZmZmZmIkBmZmZmZuYhQGZmZmZmZiFAcT0K16NwIUAzMzMzMzMjQJqZmZmZmSJAzczMzMzMJEDNzMzMzMwhQJqZmZmZmSJAzczMzMzMIEAzMzMzMzMhQM3MzMzMzCFAMzMzMzMzJEDNzMzMzMwhQJqZmZmZmSFAAAAAAACAIkAzMzMzMzMhQGZmZmZmZiFAzczMzMzMIEAAAAAAAAAjQM3MzMzMTCFAAAAAAAAAIkAAAAAAAAAiQAAAAAAAACFAAAAAAACAI0AzMzMzMzMiQJqZmZmZmSJAMzMzMzMzIUAAAAAAAAAiQDMzMzMzMyJAZmZmZmZmIEAzMzMzMzMgQM3MzMzMzCJAAAAAAAAAIkCamZmZmZkhQDMzMzMzMyRAmpmZmZmZIUAAAAAAAAAjQJqZmZmZmSBAZmZmZmZmIUAzMzMzMzMhQJqZmZmZmR9AZmZmZmZmIUAAAAAAAAAjQAAAAAAAACJAzczMzMzMIUA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[112]},\"beak length (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[112]},\"index\":[1944,1945,1946,1947,1948,1949,1950,1951,1952,1953,1954,1955,1956,1957,1958,1959,1960,1961,1962,1963,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022,2023,2024,2025,2026,2027,2028,2029,2030,2031,2032,2033,2034,2035,2036,2037,2038,2039,2040,2041,2042,2043,2044,2045,2046,2047,2048,2049,2050,2051,2052,2053,2054,2055],\"species\":[\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\"],\"year\":[1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991]},\"selected\":{\"id\":\"1966\"},\"selection_policy\":{\"id\":\"1965\"}},\"id\":\"1949\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1729\",\"type\":\"Selection\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1933\",\"type\":\"Circle\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1732\"},{\"id\":\"1752\"}],\"visible\":false},\"id\":\"1731\",\"type\":\"Legend\"},{\"attributes\":{\"source\":{\"id\":\"1877\"}},\"id\":\"1883\",\"type\":\"CDSView\"},{\"attributes\":{},\"id\":\"1867\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"data\":{\"band\":[2639,2666,2753,2776,4229,4677,4715,4899,4911,4936,4946,5026,5110,5370,5505,5555,5578,5586,5602,5625,5626,5669,5685,5721,5731,5821,5826,5860,5872,5887,5904,5905,5921,5927,5960,10081,10100,10102,10181,10213,10305,10376,10679,10826,13269,13300,13351,13385,13486,13543,13575,13595,13644,13687,13704,13837,13945,13975,13994,14003,14041,14062,14100,14117,14258,14347,14442,14468,14478,14492,14518,14533,14612,14613,14620,14624,14625,14633,14655,14656,14660,14672,14674,14676,14678,14681,14684,14686,14687,14689,14692,14694,14705,14706,14710,14720,14722,14723,14741,14745,14752,14762,14763,14777,14783,14784,14788,14796,14797,14808,14811,14812,14818,14822,14841,14846,14854,14856,14858,14866,14873,14879,14880,14890,14900,14901,14902,14909,14912,14913,14915,14919,14925,14930,14939,14955,14956,14957,14958,14963,14970,14971,14978,14983,15001,15004,15005,15014,15015,15018,15025,15027,15037,15041,15047,15049,15054,15065,15066,15079,15106,15111,15125,15127,15150,15153,15154,15158,15170,15172,15182,15183,15188,15197,15210,15220,15223,15225,15229,15230,15232,15238,15241,15244,15246,15261,15263,15277,15281,15284,15285,15286,15288,15289,15291,15309,15313,15317,15337,15339,15346,15359,15376,15383,15385,15389,15392,15396,15402,15408,15412,15428,15431,15444,15464,15471,15478,15484,15601,15607,15621,15648,15650,15651,15659,15665,15667,15679,15681,15695,15702,15706,15726,15727,15734,15757,15761,15779,15788,15822,15830,15838,15840,15845,15854,15857,15863,15873,15885,15897,15914,15915,15920,15929,15930,15934,15939,15944,15948,15950,15951,15970,15973,15977,15978,15979,15983,15995,16007,16016,16024,16027,16028,16044,16091,16093,16095,16096,16135,16141,16143,16144,16145,16146,16148,16149,16150,16165,16167,16173,16176,16184,16190,16197,16301,16306,16309,16310,16315,16316,16317,16319,16331,16333,16336,16337,16341,16344,16356,16360,16367,16374,16378,16380,16385,16386,16387,16391,16394,16395,16396,16398,16507,16511,16514,16518,16531,16549,16550,16551,16553,16554,16559,16560,16564,16565,16566,16575,16579,16580,16583,16590,16594,16595,16596,16597,16598,16803,16805,16807,16808,16810,16811,16815,16816,16817,16818,16833,16834,16836,16840,16851,16858,16859,16861,16869,16875,16889,16891,16895,17010,17013,17014,17033,17037,17048,17057,17061,17063,17067,17070,17073,17075,17083,17095,17109,17111,17113,17114,17116,17136,17145,17160,17168,17179,17188,17301,17307,17310,17311,17315,17344,17360,17367,17369,17379,17380,17381,17384,17386,17388,17395,17403,17410,17411,17415,17416,17418,17419,17436,17439,17440,17443,17460,17461,17464,17466,17467,17468,17480,17483,17485,17490,17491,17493,17494,17496,17497,17498,17500,17503,17534,17551,17559,17568,17573,17583,17589,17603,17605,17615,17617,17618,17634,17638,17639,17641,17643,17646,17647,17648,17649,17653,17654,17656,17659,17664,17665,17666,17668,17677,17693,17696,17697,17698,17699,17717,17733,17734,17735,17738,17740,17754,17759,17768,17771,17786,17791,17797,17798,17800,17803,17907,17908,17916,17934,17936,17940,17954,17955,17964,17969,17971,17974,17983,17986,17991,17993,17999],\"beak depth (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[509]},\"beak length (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[509]},\"index\":[1435,1436,1437,1438,1439,1440,1441,1442,1443,1444,1445,1446,1447,1448,1449,1450,1451,1452,1453,1454,1455,1456,1457,1458,1459,1460,1461,1462,1463,1464,1465,1466,1467,1468,1469,1470,1471,1472,1473,1474,1475,1476,1477,1478,1479,1480,1481,1482,1483,1484,1485,1486,1487,1488,1489,1490,1491,1492,1493,1494,1495,1496,1497,1498,1499,1500,1501,1502,1503,1504,1505,1506,1507,1508,1509,1510,1511,1512,1513,1514,1515,1516,1517,1518,1519,1520,1521,1522,1523,1524,1525,1526,1527,1528,1529,1530,1531,1532,1533,1534,1535,1536,1537,1538,1539,1540,1541,1542,1543,1544,1545,1546,1547,1548,1549,1550,1551,1552,1553,1554,1555,1556,1557,1558,1559,1560,1561,1562,1563,1564,1565,1566,1567,1568,1569,1570,1571,1572,1573,1574,1575,1576,1577,1578,1579,1580,1581,1582,1583,1584,1585,1586,1587,1588,1589,1590,1591,1592,1593,1594,1595,1596,1597,1598,1599,1600,1601,1602,1603,1604,1605,1606,1607,1608,1609,1610,1611,1612,1613,1614,1615,1616,1617,1618,1619,1620,1621,1622,1623,1624,1625,1626,1627,1628,1629,1630,1631,1632,1633,1634,1635,1636,1637,1638,1639,1640,1641,1642,1643,1644,1645,1646,1647,1648,1649,1650,1651,1652,1653,1654,1655,1656,1657,1658,1659,1660,1661,1662,1663,1664,1665,1666,1667,1668,1669,1670,1671,1672,1673,1674,1675,1676,1677,1678,1679,1680,1681,1682,1683,1684,1685,1686,1687,1688,1689,1690,1691,1692,1693,1694,1695,1696,1697,1698,1699,1700,1701,1702,1703,1704,1705,1706,1707,1708,1709,1710,1711,1712,1713,1714,1715,1716,1717,1718,1719,1720,1721,1722,1723,1724,1725,1726,1727,1728,1729,1730,1731,1732,1733,1734,1735,1736,1737,1738,1739,1740,1741,1742,1743,1744,1745,1746,1747,1748,1749,1750,1751,1752,1753,1754,1755,1756,1757,1758,1759,1760,1761,1762,1763,1764,1765,1766,1767,1768,1769,1770,1771,1772,1773,1774,1775,1776,1777,1778,1779,1780,1781,1782,1783,1784,1785,1786,1787,1788,1789,1790,1791,1792,1793,1794,1795,1796,1797,1798,1799,1800,1801,1802,1803,1804,1805,1806,1807,1808,1809,1810,1811,1812,1813,1814,1815,1816,1817,1818,1819,1820,1821,1822,1823,1824,1825,1826,1827,1828,1829,1830,1831,1832,1833,1834,1835,1836,1837,1838,1839,1840,1841,1842,1843,1844,1845,1846,1847,1848,1849,1850,1851,1852,1853,1854,1855,1856,1857,1858,1859,1860,1861,1862,1863,1864,1865,1866,1867,1868,1869,1870,1871,1872,1873,1874,1875,1876,1877,1878,1879,1880,1881,1882,1883,1884,1885,1886,1887,1888,1889,1890,1891,1892,1893,1894,1895,1896,1897,1898,1899,1900,1901,1902,1903,1904,1905,1906,1907,1908,1909,1910,1911,1912,1913,1914,1915,1916,1917,1918,1919,1920,1921,1922,1923,1924,1925,1926,1927,1928,1929,1930,1931,1932,1933,1934,1935,1936,1937,1938,1939,1940,1941,1942,1943],\"species\":[\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\"],\"year\":[1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991,1991]},\"selected\":{\"id\":\"1945\"},\"selection_policy\":{\"id\":\"1944\"}},\"id\":\"1930\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1877\"},\"glyph\":{\"id\":\"1879\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1881\"},\"nonselection_glyph\":{\"id\":\"1880\"},\"view\":{\"id\":\"1883\"}},\"id\":\"1882\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1868\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1870\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1700\",\"type\":\"PanTool\"},{\"attributes\":{},\"id\":\"1871\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1939\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.3},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.3},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.3},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1932\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"2037\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"source\":{\"id\":\"1930\"}},\"id\":\"1936\",\"type\":\"CDSView\"},{\"attributes\":{\"below\":[{\"id\":\"1764\"}],\"center\":[{\"id\":\"1767\"},{\"id\":\"1771\"},{\"id\":\"1803\"}],\"frame_height\":250,\"frame_width\":250,\"left\":[{\"id\":\"1768\"}],\"renderers\":[{\"id\":\"1791\"},{\"id\":\"1810\"}],\"title\":{\"id\":\"1754\"},\"toolbar\":{\"id\":\"1779\"},\"x_range\":{\"id\":\"1684\"},\"x_scale\":{\"id\":\"1760\"},\"y_range\":{\"id\":\"1686\"},\"y_scale\":{\"id\":\"1762\"}},\"id\":\"1753\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1934\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1728\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"2038\",\"type\":\"Selection\"},{\"attributes\":{\"source\":{\"id\":\"2021\"}},\"id\":\"2027\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.3},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.3},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.3},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"2004\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1872\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"below\":[{\"id\":\"1908\"}],\"center\":[{\"id\":\"1911\"},{\"id\":\"1915\"},{\"id\":\"1947\"}],\"frame_height\":250,\"frame_width\":250,\"left\":[{\"id\":\"1912\"}],\"renderers\":[{\"id\":\"1935\"},{\"id\":\"1954\"}],\"title\":{\"id\":\"1898\"},\"toolbar\":{\"id\":\"1923\"},\"x_range\":{\"id\":\"1684\"},\"x_scale\":{\"id\":\"1904\"},\"y_range\":{\"id\":\"1686\"},\"y_scale\":{\"id\":\"1906\"}},\"id\":\"1897\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"2005\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.3},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.3},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.3},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"2023\",\"type\":\"Circle\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"1975\"},\"id\":\"1754\",\"type\":\"Title\"},{\"attributes\":{\"source\":{\"id\":\"2002\"}},\"id\":\"2008\",\"type\":\"CDSView\"},{\"attributes\":{\"label\":{\"value\":\"scandens\"},\"renderers\":[{\"id\":\"2026\"}]},\"id\":\"2040\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1873\",\"type\":\"Selection\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"2025\",\"type\":\"Circle\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"1987\"},\"id\":\"1826\",\"type\":\"Title\"},{\"attributes\":{\"data\":{\"band\":[19026,19029,19094,19122,19125,19129,19172,19182,19212,19214,19244,19251,19260,19270,19278,19289,19299,19312,19326,19343,19374,19401,19406,19408,19426,19430,19433,19438,19452,19466,19469,19486,19492,19493,19494,19495,19496,19497,19510,19513,19518,19526,19527,19528,19543,19553,19554,19573,19592,19594,19597,19598,19599,19619,19622,19652,19653,19664,19692,19720,19740,19747,19766,19783,19844,19848,19852,19854,19855,19868,19882,19900,19910,19936,19940,19941,19951,19955,19956,21040,21041,21045,21047,21053,21057,21070,21081,21092,21093,21106,21109,21111,21113,21131,21135,21136,21159,21167,21176,21248,21253,21255,21256,21257,21260,21263,21267,21268,21270,21271,21278,21279,21280,21281,21285,21286,21288,21289,21290,21291,21292,21295,21297,21340,21342,21347],\"beak depth (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[126]},\"beak length (mm)\":{\"__ndarray__\":\"mpmZmZmZLEBmZmZmZmYrQJqZmZmZmStAAAAAAAAAKEAAAAAAAAAqQAAAAAAAACpAMzMzMzMzK0CamZmZmZkpQDMzMzMzMytAZmZmZmbmKUAzMzMzMzMqQM3MzMzMzCpAzczMzMzMK0CamZmZmZkoQAAAAAAAACxAAAAAAAAAKUCamZmZmZkoQM3MzMzMzCtAMzMzMzMzKkAAAAAAAAApQM3MzMzMzCtAZmZmZmZmK0AAAAAAAAAoQM3MzMzMzCxAAAAAAAAAK0CamZmZmZkrQAAAAAAAACpAzczMzMzMLUAAAAAAAAApQJqZmZmZmShAmpmZmZmZKUDNzMzMzMwqQJqZmZmZmStAAAAAAAAAK0AAAAAAAAArQM3MzMzMzCpAmpmZmZmZKEAzMzMzM7MsQGZmZmZmZipAmpmZmZmZK0AzMzMzMzMtQJqZmZmZmSxAmpmZmZmZK0AzMzMzMzMrQM3MzMzMzClAAAAAAAAAKkAAAAAAAAArQGZmZmZmZipAZmZmZmZmK0AzMzMzMzMqQGZmZmZmZipAMzMzMzMzKUAAAAAAAAAqQM3MzMzMzCtAZmZmZmZmKkAAAAAAAAAuQD0K16NwvSpAzczMzMzMJkCamZmZmZkrQAAAAAAAACpAAAAAAAAAKkAzMzMzMzMqQJqZmZmZmSlAmpmZmZmZKkAAAAAAAAArQM3MzMzMzChAMzMzMzMzKkAAAAAAAAAsQAAAAAAAACtAmpmZmZmZJ0BmZmZmZmYrQGZmZmZmZipAZmZmZmZmKEAAAAAAAAAqQDMzMzMzMypAZmZmZmZmLUBmZmZmZmYrQAAAAAAAACtAmpmZmZmZKkAzMzMzMzMsQAAAAAAAAClAZmZmZmZmK0AzMzMzMzMtQDMzMzMzMyxAzczMzMzMKUDNzMzMzMwrQM3MzMzMzCpAAAAAAAAAKkBmZmZmZmYpQDMzMzMzMyhAAAAAAAAALEDNzMzMzMwtQM3MzMzMzCtAzczMzMzMKUAzMzMzMzMtQAAAAAAAACxAAAAAAAAAKkBmZmZmZmYpQAAAAAAAACxAMzMzMzMzLEAzMzMzMzMsQAAAAAAAACpAAAAAAAAAK0DNzMzMzMwqQM3MzMzMzCtAMzMzMzMzKkDNzMzMzMwpQAAAAAAAACxAAAAAAAAALEAzMzMzMzMsQGZmZmZmZi1AzczMzMzMKkCamZmZmZkrQM3MzMzMzCpAmpmZmZmZK0DNzMzMzMwoQDMzMzMzMyxAzczMzMzMKUDNzMzMzMwrQJqZmZmZmSxAZmZmZmZmKkBmZmZmZmYsQAAAAAAAACpAMzMzMzMzLUAzMzMzMzMqQGZmZmZmZi5A\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[126]},\"index\":[2177,2179,2180,2181,2182,2183,2184,2185,2186,2187,2188,2189,2190,2191,2192,2193,2194,2195,2196,2197,2198,2199,2200,2201,2202,2203,2204,2205,2206,2207,2208,2209,2210,2211,2212,2213,2214,2215,2216,2217,2218,2219,2220,2221,2222,2223,2224,2225,2226,2227,2228,2229,2230,2231,2232,2233,2234,2235,2236,2237,2238,2239,2240,2241,2242,2243,2244,2245,2246,2247,2248,2249,2250,2251,2252,2253,2254,2255,2256,2257,2258,2259,2260,2261,2262,2263,2264,2265,2266,2267,2268,2269,2270,2271,2272,2273,2274,2275,2276,2277,2278,2279,2280,2281,2282,2283,2284,2285,2286,2287,2288,2289,2290,2291,2292,2293,2294,2295,2296,2297,2298,2299,2300,2301,2302,2303],\"species\":[\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\",\"scandens\"],\"year\":[2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012]},\"selected\":{\"id\":\"2038\"},\"selection_policy\":{\"id\":\"2037\"}},\"id\":\"2021\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"label\":{\"value\":\"fortis\"},\"renderers\":[{\"id\":\"2007\"}]},\"id\":\"2020\",\"type\":\"LegendItem\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1994\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1832\",\"type\":\"LinearScale\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"2002\"},\"glyph\":{\"id\":\"2004\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"2006\"},\"nonselection_glyph\":{\"id\":\"2005\"},\"view\":{\"id\":\"2008\"}},\"id\":\"2007\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1893\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"overlay\":{\"id\":\"1706\"}},\"id\":\"1702\",\"type\":\"BoxZoomTool\"},{\"attributes\":{},\"id\":\"1993\",\"type\":\"HelpTool\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1850\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1703\",\"type\":\"SaveTool\"},{\"attributes\":{\"label\":{\"value\":\"scandens\"},\"renderers\":[{\"id\":\"1882\"}]},\"id\":\"1896\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1992\",\"type\":\"ResetTool\"},{\"attributes\":{},\"id\":\"1704\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1881\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1849\",\"type\":\"HelpTool\"},{\"attributes\":{},\"id\":\"1848\",\"type\":\"ResetTool\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1952\",\"type\":\"Circle\"},{\"attributes\":{\"bottom_units\":\"screen\",\"coordinates\":null,\"fill_alpha\":0.5,\"fill_color\":\"lightgrey\",\"group\":null,\"left_units\":\"screen\",\"level\":\"overlay\",\"line_alpha\":1.0,\"line_color\":\"black\",\"line_dash\":[4,4],\"line_width\":2,\"right_units\":\"screen\",\"syncable\":false,\"top_units\":\"screen\"},\"id\":\"1706\",\"type\":\"BoxAnnotation\"},{\"attributes\":{},\"id\":\"1688\",\"type\":\"LinearScale\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"1948\"},{\"id\":\"1968\"}],\"visible\":false},\"id\":\"1947\",\"type\":\"Legend\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"items\":[{\"id\":\"2020\"},{\"id\":\"2040\"}],\"visible\":false},\"id\":\"2019\",\"type\":\"Legend\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1930\"},\"glyph\":{\"id\":\"1932\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1934\"},\"nonselection_glyph\":{\"id\":\"1933\"},\"view\":{\"id\":\"1936\"}},\"id\":\"1935\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1693\",\"type\":\"BasicTicker\"},{\"attributes\":{\"source\":{\"id\":\"1805\"}},\"id\":\"1811\",\"type\":\"CDSView\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.1},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.1},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.1},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1808\",\"type\":\"Circle\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.3},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.3},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.3},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1951\",\"type\":\"Circle\"},{\"attributes\":{\"label\":{\"value\":\"fortis\"},\"renderers\":[{\"id\":\"1935\"}]},\"id\":\"1948\",\"type\":\"LegendItem\"},{\"attributes\":{},\"id\":\"1686\",\"type\":\"DataRange1d\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.3},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.3},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.3},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1807\",\"type\":\"Circle\"},{\"attributes\":{\"axis\":{\"id\":\"1692\"},\"coordinates\":null,\"group\":null,\"ticker\":null},\"id\":\"1695\",\"type\":\"Grid\"},{\"attributes\":{\"below\":[{\"id\":\"1980\"}],\"center\":[{\"id\":\"1983\"},{\"id\":\"1987\"},{\"id\":\"2019\"}],\"frame_height\":250,\"frame_width\":250,\"left\":[{\"id\":\"1984\"}],\"renderers\":[{\"id\":\"2007\"},{\"id\":\"2026\"}],\"title\":{\"id\":\"1970\"},\"toolbar\":{\"id\":\"1995\"},\"x_range\":{\"id\":\"1684\"},\"x_scale\":{\"id\":\"1976\"},\"y_range\":{\"id\":\"1686\"},\"y_scale\":{\"id\":\"1978\"}},\"id\":\"1969\",\"subtype\":\"Figure\",\"type\":\"Plot\"},{\"attributes\":{},\"id\":\"1940\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1760\",\"type\":\"LinearScale\"},{\"attributes\":{\"tools\":[{\"id\":\"1700\"},{\"id\":\"1701\"},{\"id\":\"1702\"},{\"id\":\"1703\"},{\"id\":\"1704\"},{\"id\":\"1705\"}]},\"id\":\"1707\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1965\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1705\",\"type\":\"HelpTool\"},{\"attributes\":{\"coordinates\":null,\"group\":null,\"text\":\"1973\"},\"id\":\"1682\",\"type\":\"Title\"},{\"attributes\":{},\"id\":\"1727\",\"type\":\"AllLabels\"},{\"attributes\":{},\"id\":\"1942\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"tools\":[{\"id\":\"1916\"},{\"id\":\"1917\"},{\"id\":\"1918\"},{\"id\":\"1919\"},{\"id\":\"1920\"},{\"id\":\"1921\"}]},\"id\":\"1923\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1966\",\"type\":\"Selection\"},{\"attributes\":{},\"id\":\"1697\",\"type\":\"BasicTicker\"},{\"attributes\":{},\"id\":\"1943\",\"type\":\"AllLabels\"},{\"attributes\":{\"data\":{\"band\":[19022,19028,19032,19041,19044,19048,19072,19082,19104,19114,19121,19126,19146,19164,19174,19203,19210,19217,19224,19226,19252,19263,19274,19280,19288,19328,19349,19362,19372,19382,19384,19392,19394,19422,19439,19461,19482,19502,19511,19536,19563,19568,19602,19604,19614,19623,19627,19642,19649,19654,19674,19682,19712,19734,19746,19749,19774,19782,19815,19820,19821,19829,19832,19835,19840,19849,19874,19878,19889,19914,19921,19922,19928,19932,19942,19946,19947,19952,19974,19993,19994,21049,21052,21080,21082,21087,21088,21089,21090,21129,21160,21161,21162,21165,21169,21191,21244,21247,21249,21258,21259,21261,21262,21265,21266,21272,21273,21276,21277,21282,21283,21287,21293,21294,21296,21298,21299,21341,21343,21349,22000],\"beak depth (mm)\":{\"__ndarray__\":\"AAAAAAAAIUDNzMzMzMwhQAAAAAAAAB5AMzMzMzMzI0BmZmZmZmYiQGZmZmZmZiBAMzMzMzMzH0AzMzMzMzMhQM3MzMzMzCBAzczMzMzMHkAAAAAAAAAgQGZmZmZmZiFAMzMzMzMzIECamZmZmZkhQM3MzMzMzCJAAAAAAAAAJEAzMzMzMzMjQDMzMzMzMyNAMzMzMzMzIEAAAAAAAAAeQM3MzMzMzCBAmpmZmZmZH0CamZmZmZkgQM3MzMzMzCFAMzMzMzMzIkDNzMzMzMweQJqZmZmZmSBAMzMzMzMzIUDNzMzMzMwgQM3MzMzMzB5AMzMzMzMzIkDNzMzMzMweQAAAAAAAACJAZmZmZmZmJEAzMzMzMzMgQDMzMzMzMyFAzczMzMzMIEAzMzMzMzMgQAAAAAAAACBAmpmZmZmZIECamZmZmZkkQAAAAAAAACBAmpmZmZmZIUAAAAAAAAAiQJqZmZmZmSJAZmZmZmZmHkBmZmZmZmYgQAAAAAAAACRAZmZmZmZmIEBmZmZmZmYgQJqZmZmZmSBAMzMzMzMzH0AAAAAAAAAgQM3MzMzMzCBAmpmZmZmZIkDNzMzMzMwhQGZmZmZmZiNAZmZmZmZmHkAAAAAAAAAiQDMzMzMzMyFAzczMzMzMIUAzMzMzMzMhQJqZmZmZmSFAAAAAAAAAIUBmZmZmZmYiQAAAAAAAACBAzczMzMzMIkDNzMzMzMweQM3MzMzMzCBAAAAAAAAAIUAAAAAAAAAiQAAAAAAAACJAmpmZmZmZIkBmZmZmZmYhQDMzMzMzMyBAZmZmZmZmIUCamZmZmZkfQM3MzMzMzB5AzczMzMzMIEAAAAAAAIAiQDMzMzMzMyBAmpmZmZmZIEAAAAAAAAAhQM3MzMzMzCNAzczMzMzMIEDNzMzMzMwjQM3MzMzMzBxAZmZmZmZmIEBmZmZmZmYgQJqZmZmZmSBAzczMzMzMIEAAAAAAAAAeQGZmZmZmZiBAMzMzMzMzIUBmZmZmZmYgQJqZmZmZmSFAAAAAAAAAIUAzMzMzMzMgQJqZmZmZmSBAAAAAAAAAIUAzMzMzMzMgQDMzMzMzMx1AAAAAAAAAIEBmZmZmZmYkQDMzMzMzMyZAzczMzMzMI0BmZmZmZmYhQJqZmZmZmSBAMzMzMzMzH0DNzMzMzMwjQJqZmZmZmSRAzczMzMzMIEBmZmZmZmYhQJqZmZmZmSNAZmZmZmZmIUAAAAAAAAAiQDMzMzMzMx9AAAAAAAAAIUBmZmZmZmYgQGZmZmZmZiJAAAAAAAAAIkA=\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[121]},\"beak length (mm)\":{\"__ndarray__\":\"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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[121]},\"index\":[2056,2057,2058,2059,2060,2061,2062,2063,2064,2065,2066,2067,2068,2069,2070,2071,2072,2073,2074,2075,2076,2077,2078,2079,2080,2081,2082,2083,2084,2085,2086,2087,2088,2089,2090,2091,2092,2093,2094,2095,2096,2097,2098,2099,2100,2101,2102,2103,2104,2105,2106,2107,2108,2109,2110,2111,2112,2113,2114,2115,2116,2117,2118,2119,2120,2121,2122,2123,2124,2125,2126,2127,2128,2129,2130,2131,2132,2133,2134,2135,2136,2137,2138,2139,2140,2141,2142,2143,2144,2145,2146,2147,2148,2149,2150,2151,2152,2153,2154,2155,2156,2157,2158,2159,2160,2161,2162,2163,2164,2165,2166,2167,2168,2169,2170,2171,2172,2173,2174,2175,2176],\"species\":[\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\",\"fortis\"],\"year\":[2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012,2012]},\"selected\":{\"id\":\"2017\"},\"selection_policy\":{\"id\":\"2016\"}},\"id\":\"2002\",\"type\":\"ColumnDataSource\"},{\"attributes\":{},\"id\":\"1724\",\"type\":\"AllLabels\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#1f77b3\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#1f77b3\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#1f77b3\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"2006\",\"type\":\"Circle\"},{\"attributes\":{},\"id\":\"1821\",\"type\":\"UnionRenderers\"},{\"attributes\":{},\"id\":\"1726\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{},\"id\":\"1822\",\"type\":\"Selection\"},{\"attributes\":{\"axis\":{\"id\":\"1696\"},\"coordinates\":null,\"dimension\":1,\"group\":null,\"ticker\":null},\"id\":\"1699\",\"type\":\"Grid\"},{\"attributes\":{},\"id\":\"1684\",\"type\":\"DataRange1d\"},{\"attributes\":{\"label\":{\"value\":\"scandens\"},\"renderers\":[{\"id\":\"1810\"}]},\"id\":\"1824\",\"type\":\"LegendItem\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1953\",\"type\":\"Circle\"},{\"attributes\":{\"axis_label\":\"beak depth (mm)\",\"coordinates\":null,\"formatter\":{\"id\":\"1723\"},\"group\":null,\"major_label_policy\":{\"id\":\"1724\"},\"ticker\":{\"id\":\"1697\"}},\"id\":\"1696\",\"type\":\"LinearAxis\"},{\"attributes\":{\"tools\":[{\"id\":\"1844\"},{\"id\":\"1845\"},{\"id\":\"1846\"},{\"id\":\"1847\"},{\"id\":\"1848\"},{\"id\":\"1849\"}]},\"id\":\"1851\",\"type\":\"Toolbar\"},{\"attributes\":{},\"id\":\"1723\",\"type\":\"BasicTickFormatter\"},{\"attributes\":{\"tools\":[{\"id\":\"1988\"},{\"id\":\"1989\"},{\"id\":\"1990\"},{\"id\":\"1991\"},{\"id\":\"1992\"},{\"id\":\"1993\"}]},\"id\":\"1995\",\"type\":\"Toolbar\"},{\"attributes\":{\"fill_alpha\":{\"value\":0.2},\"fill_color\":{\"value\":\"#ff7e0e\"},\"hatch_alpha\":{\"value\":0.2},\"hatch_color\":{\"value\":\"#ff7e0e\"},\"line_alpha\":{\"value\":0.2},\"line_color\":{\"value\":\"#ff7e0e\"},\"x\":{\"field\":\"beak length (mm)\"},\"y\":{\"field\":\"beak depth (mm)\"}},\"id\":\"1809\",\"type\":\"Circle\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1805\"},\"glyph\":{\"id\":\"1807\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1809\"},\"nonselection_glyph\":{\"id\":\"1808\"},\"view\":{\"id\":\"1811\"}},\"id\":\"1810\",\"type\":\"GlyphRenderer\"},{\"attributes\":{\"coordinates\":null,\"data_source\":{\"id\":\"1949\"},\"glyph\":{\"id\":\"1951\"},\"group\":null,\"hover_glyph\":null,\"muted_glyph\":{\"id\":\"1953\"},\"nonselection_glyph\":{\"id\":\"1952\"},\"view\":{\"id\":\"1955\"}},\"id\":\"1954\",\"type\":\"GlyphRenderer\"},{\"attributes\":{},\"id\":\"1701\",\"type\":\"WheelZoomTool\"}],\"root_ids\":[\"2041\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.2\"}};\n",
       "  const render_items = [{\"docid\":\"cd9dabee-da3c-4e4f-a68b-ca3eaaba7589\",\"root_ids\":[\"2041\"],\"roots\":{\"2041\":\"efe8ab22-d1a7-4077-b73d-35ffe8554d86\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    let attempts = 0;\n",
       "    const timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else {\n",
       "        attempts++;\n",
       "        if (attempts > 100) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "2041"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots = []\n",
    "for name, group in df.groupby('year'):\n",
    "    p = scatter(\n",
    "        data=group,\n",
    "        x='beak length (mm)',\n",
    "        y='beak depth (mm)',\n",
    "        cat='species',\n",
    "        show_legend=False,\n",
    "        marker_kwargs=dict(alpha=0.3),\n",
    "        title=str(name),\n",
    "        frame_height=250,\n",
    "        frame_width=250,\n",
    "    )\n",
    "    plots.append(p)\n",
    "    \n",
    "# Link the ranges\n",
    "for i in range(1, len(plots)):\n",
    "    plots[i].x_range = plots[0].x_range\n",
    "    plots[i].y_range = plots[0].y_range\n",
    "    \n",
    "bokeh.io.show(bokeh.layouts.column(plots))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When we look at the data this way, we see the the species coming together."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Computing environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python implementation: CPython\n",
      "Python version       : 3.9.12\n",
      "IPython version      : 8.3.0\n",
      "\n",
      "pandas    : 1.4.2\n",
      "bokeh     : 2.4.2\n",
      "iqplot    : 0.2.4\n",
      "jupyterlab: 3.3.2\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -v -p pandas,bokeh,iqplot,jupyterlab"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}