{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "tracked-regular",
   "metadata": {},
   "source": [
    "# Plotting options\n",
    "\n",
    "`Clustergram` offers two types of plots - static and interactive. Static plots are using [`matplotlib`](https://matplotlib.org), while interactive are based on [`bokeh`](https://docs.bokeh.org/en/latest/). \n",
    "\n",
    "## Backends\n",
    "\n",
    "Let's load the data and fit clustergram on Palmer penguins dataset. See the [Introduction](introduction) for its overview."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "presidential-scene",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Clustergram(k_range=range(1, 12), backend='sklearn', method='kmeans', kwargs={'n_init': 10})"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import seaborn\n",
    "from sklearn.preprocessing import scale\n",
    "from clustergram import Clustergram\n",
    "\n",
    "df = seaborn.load_dataset('penguins')\n",
    "data = scale(df.drop(columns=['species', 'island', 'sex']).dropna())\n",
    "\n",
    "cgram = Clustergram(range(1, 12), n_init=10, verbose=False)\n",
    "cgram.fit(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "published-castle",
   "metadata": {},
   "source": [
    "### Static plots\n",
    "\n",
    "Static plots can be generated using `Clustergram.plot()` method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "saving-behavior",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cgram.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "wireless-contact",
   "metadata": {},
   "source": [
    "#### Styling\n",
    "\n",
    "`Clustergram.plot()` returns matplotlib axis and can be fully customised as any other matplotlib plot. You can pass keyword arguments to control the style of cluster centers as a `cluster_style` dictionary and arguments to control lines using `line_style` dictionary. Using global styles like those in `seaborn` also works."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "federal-friday",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.set(style='whitegrid')\n",
    "\n",
    "cgram.plot(\n",
    "    size=0.5,\n",
    "    linewidth=0.5,\n",
    "    cluster_style={\"color\": \"lightblue\", \"edgecolor\": \"black\"},\n",
    "    line_style={\"color\": \"red\", \"linestyle\": \"-.\"},\n",
    "    figsize=(12, 8)\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fewer-protest",
   "metadata": {},
   "source": [
    "#### Partial plot\n",
    "\n",
    "`Clustergram.plot()` can also plot only a part of the diagram, if you want to focus on a limited range of `k`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "impossible-overall",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cgram.plot(k_range=range(3, 10), figsize=(12, 8));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "entire-mexican",
   "metadata": {},
   "source": [
    "#### Saving plot\n",
    "`Clustergram.plot()` returns matplotlib axis object and as such can be saved as any other plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "limited-calcium",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "cgram.plot()\n",
    "plt.savefig('clustergram.svg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "enabling-topic",
   "metadata": {},
   "source": [
    "### Interactive plots\n",
    "\n",
    "Interactive plots can be generated using `Clustergram.bokeh()` method. The method returs bokeh Figure object and it is up to you what to do with it. Probably the best option, if you are using Jupyter notebook, is to show it directly in the cell. For that you will need to load BokehJS interface using `output_notebook()` and then call `show()`.\n",
    "\n",
    "You need to install `bokeh`, which is an optional dependency only:\n",
    "\n",
    "```shell\n",
    "conda install bokeh\n",
    "```\n",
    "\n",
    "Or\n",
    "\n",
    "```shell\n",
    "pip install bokeh\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "horizontal-bulgaria",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>\n",
       "        .bk-notebook-logo {\n",
       "            display: block;\n",
       "            width: 20px;\n",
       "            height: 20px;\n",
       "            background-image: url(data:image/png;base64,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);\n",
       "        }\n",
       "    </style>\n",
       "    <div>\n",
       "        <a href=\"https://bokeh.org\" target=\"_blank\" class=\"bk-notebook-logo\"></a>\n",
       "        <span id=\"ae271f91-1f9e-4771-abfc-300def23c975\">Loading BokehJS ...</span>\n",
       "    </div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": "(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\nconst 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  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(\"ae271f91-1f9e-4771-abfc-300def23c975\");\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  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  const js_urls = [\"https://cdn.bokeh.org/bokeh/release/bokeh-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-gl-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-widgets-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-tables-3.2.0.min.js\", \"https://cdn.bokeh.org/bokeh/release/bokeh-mathjax-3.2.0.min.js\"];\n  const css_urls = [];\n\n  const inline_js = [    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\nfunction(Bokeh) {\n    }\n  ];\n\n  function run_inline_js() {\n    if (root.Bokeh !== undefined || force === true) {\n          for (let i = 0; i < inline_js.length; i++) {\n      inline_js[i].call(root, root.Bokeh);\n    }\nif (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(\"ae271f91-1f9e-4771-abfc-300def23c975\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\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": ""
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from bokeh.io import output_notebook\n",
    "from bokeh.plotting import show\n",
    "\n",
    "output_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "specialized-writing",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "  <div id=\"d1cd69fb-51f4-4a3f-8149-bae5603616ad\" data-root-id=\"p1001\" style=\"display: contents;\"></div>\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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     "output_type": "display_data"
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   "source": [
    "fig = cgram.bokeh()\n",
    "show(fig)"
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   "cell_type": "markdown",
   "id": "geographic-heavy",
   "metadata": {},
   "source": [
    "This clustegram allows you to interactively zoom to specific parts of the diagram and also shows the number of observations per each cluster alongside its label. You can retrieve labels for each observation and each iteration using `Clustergram.labels`."
   ]
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  {
   "cell_type": "markdown",
   "id": "adopted-clark",
   "metadata": {},
   "source": [
    "#### Styling\n",
    "Bokeh plot can be customised in a very similar way as the static one, using style dictionaries."
   ]
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  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "simplified-delaware",
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    "fig = cgram.bokeh(\n",
    "    size=0.5,\n",
    "    line_width=0.5,\n",
    "    cluster_style={\"color\": \"lightblue\", \"line_color\": \"black\", },\n",
    "    line_style={\"color\": \"red\", \"line_dash\": \"dotted\", \"line_cap\": \"butt\"},\n",
    "    figsize=(700, 500)\n",
    ")\n",
    "show(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "neural-newman",
   "metadata": {},
   "source": [
    "#### Saving\n",
    "You can also save Bokeh plot as HTML to retain its interactivity using `save()` instead of `show()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "educated-payday",
   "metadata": {
    "tags": [
     "hide-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Users/martin/Git/clustergram/doc/notebooks/clustergram.html'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from bokeh.plotting import output_file, save\n",
    "\n",
    "output_file(\"clustergram.html\")\n",
    "save(fig)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "balanced-dialogue",
   "metadata": {},
   "source": [
    "## Mean options\n",
    "\n",
    "On the `y` axis, a clustergram can use mean values as in the original paper by Matthias Schonlau or PCA weighted mean values as in the implementation by Tal Galili. PCA weighted plots are default as they help distinguishing between different branches and make interpretation a bit easier. The same option is supported by both plotting backends."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "standard-twenty",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cgram.plot(figsize=(12, 8), pca_weighted=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "analyzed-morris",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cgram.plot(figsize=(12, 8), pca_weighted=False);"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "d956e6c9",
   "metadata": {},
   "source": [
    "By default, PCA-weighted clustergrams are weighted using the first principal component but nothing stops you from using any other."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8db1716e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cgram.plot(figsize=(12, 8), pca_weighted=True, pca_component=2);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "cgram",
   "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": "3.11.4"
  },
  "vscode": {
   "interpreter": {
    "hash": "18769c55a9c3e039253bb6c67282d904cf5c9ce16f3a6492d30ac08d088ce8e4"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}