{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MTG Tutorial - Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[MTG](https://mtg.readthedocs.io/) is an [OpenAlea](https://openalea.readthedocs.io/) model. MTG (Multiscale Tree Graph) allows to represent plant architecture on a graph at different scales.\n",
    "\n",
    "Also, you may want to extract topological data from a MTG.\n",
    "\n",
    "In this tutorial, we will work on a part of a Noylum MTG.\n",
    "\n",
    "For that we will follow different steps:\n",
    "\n",
    "* Load the tree digitised MTG\n",
    "* Explore the MTG as an architectural database\n",
    "  * number of vertices\n",
    "  * class of vertices\n",
    "  * number of scales\n",
    "  * properties\n",
    "  \n",
    "In order to make all these graphs, we used [Pyvis](https://pyvis.readthedocs.io/)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, let's import the packages we need for the tutorial."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import openalea\n",
    "from openalea.mtg import *\n",
    "from openalea.mtg.data import data_dir\n",
    "from openalea.widgets.mtg import plot\n",
    "from openalea.widgets.plantgl import PlantGL"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some vocabulary :\n",
    "* MTG data structure : g\n",
    "* Vertex identifier: vid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load and Display the MTG "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we collect MTG data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "g = MTG(data_dir/'boutdenoylum2.mtg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We plot the MTG. Different colors represent different complexes and each complex begins with a box node which is the component root.\n",
    "\n",
    "Notice that you can click and drag on a particuliar node to make it move. Also, you can see some properties of the node by putting you mouse over a node."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot(g)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## MTG Extraction and Visualisation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scales and Classes represent modularities\n",
    "\n",
    "#### Scale 1: P = Plant\n",
    "\n",
    "#### Scale 2: A = Axes\n",
    "\n",
    "#### Scale 3 : Growth Unit\n",
    "* S : Shoot\n",
    "* U : Unit\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's find the number of scales in the MTG and print how many vertices per scale and the classes in each scale."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nb_scales = g.nb_scales()\n",
    "\n",
    "# Print the vertices at different scales\n",
    "for scale in range(1, nb_scales):\n",
    "    print('Nb vertices at scale ', scale, ': ', g.nb_vertices(scale=scale))\n",
    "    print('Classes : ', list(set(g.class_name(vid) for vid in g.vertices(scale=scale))))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Actually, the default scale is the max scale (3 here) but you can change it to plot it at a different scale."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot(g, scale=g.max_scale()-1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can select all the vertices of each class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "classes = list(set(g.class_name(vid) for vid in g.vertices() if g.class_name(vid)))\n",
    "print(classes)\n",
    "\n",
    "def vertices(g, class_name='P'):\n",
    "    return [vid for vid in g.vertices() if g.class_name(vid)==class_name]\n",
    "\n",
    "vids_U = vertices(g, 'U')\n",
    "print('Nb U', len(vids_U))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot the graph with the selected vertices corresponding to the U class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot(g, selection=vids_U)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Property Extraction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's go on by displaying a whole property through the graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Properties on the MTG: this exclude all the topological properties\n",
    "print(g.property_names())\n",
    "\n",
    "# Retrieve one property for the MTG (dict)\n",
    "phi = g.property('phi')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once you've extracted the 'phi' dictionary. You can change the labels of the graph nodes with it.\n",
    "\n",
    "Now, if you zoom in a node, you will see that the labels have changed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot(g, labels=phi)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Trunk Extraction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this part, we will make our first selections on the MTG and visualise them. Let's begin with the trunk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "root = next(g.roots_iter(scale=g.max_scale()))\n",
    "trunk = g.Trunk(root)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we have the selection of the trunk, we can visualise it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot(g, selection=trunk)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Leaves Extraction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's select the leaves and display them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "leaves = [vid for vid in g.vertices(scale=g.max_scale()) if g.is_leaf(vid)]\n",
    "plot(g, selection=leaves)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Component Roots Extraction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we select the first component of each complex, which are the component roots. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "c_roots = [next(g.component_roots_at_scale_iter(cid, scale=g.max_scale())) for cid in g.vertices(scale=g.max_scale()-1)]\n",
    "plot(g, selection=c_roots)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Descendants Extraction"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we select all the descendants of one particuliar node."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "root_id = 139\n",
    "s = g.Descendants(root_id)\n",
    "plot(g, selection=s, cdn_resources='in_line')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PlantFrame 3D "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can display the MTG in 3D. You can check the [PlantFrame tutorial](https://nbviewer.jupyter.org/github/openalea/openalea.rtfd.io/blob/master/example/mtg_plantframe.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "drf = data_dir/'walnut.drf'\n",
    "dressing_data = dresser.dressing_data_from_file(drf)\n",
    "dressing_data = plantframe.DressingData(DiameterUnit=10)\n",
    "pf = plantframe.PlantFrame(g, TopDiameter='TopDia', DressingData = dressing_data)\n",
    "scene = pf.plot(gc=True, display=False)\n",
    "PlantGL(scene)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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        "encoding": "base64",
        "path": [
         "color_map",
         "data"
        ]
       },
       {
        "data": "",
        "encoding": "base64",
        "path": [
         "colors",
         "data"
        ]
       },
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