{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ccfa6a0d",
   "metadata": {},
   "source": [
    "# Créer un rapport de comparaison entre deux matrices géolocalisées\n",
    "\n",
    "L'objectif de ce script est de comparer deux matrices géolocalisées,\n",
    "identifier les différences en des zones distinctes, et générer un rapport PDF détaillé."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c1d0dd6",
   "metadata": {},
   "source": [
    "## Import des modules nécessaires"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4a3542a3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pdfviewer using PyMuPDF (GPL)\n"
     ]
    }
   ],
   "source": [
    "# import _add_path # For debugging purposes only, cen be removed in production\n",
    "\n",
    "from packaging import version\n",
    "from wolfhece import __version__\n",
    "minimmum_version = '2.2.29'\n",
    "if version.parse(__version__) < version.parse(minimmum_version):\n",
    "    raise ImportError(f\"HECEPython version {minimmum_version} or higher is required, but found {__version__}. Please update wolfhece.\")\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "from wolfhece.report.compare_arrays import CompareArrays, WolfArray, header_wolf\n",
    "\n",
    "# for testing purposes - not needed in production\n",
    "from wolfhece.report.compare_arrays import ArrayDifferenceLayout, CompareArraysLayout, CompareArraysLayout2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d4060d8a",
   "metadata": {},
   "source": [
    "## Layouts utilisés\n",
    "\n",
    "Le rapport PDF est généré en utilisant le paquet PyMuPdf.\n",
    "\n",
    "Le layout de chaque page est défini par des classes spécifiques, qui peuvent être modifiées sur base de zones vectorielles.\n",
    "\n",
    "La première page du rapport présentera :\n",
    "- Des éléments globaux de comparaison (nombre de zones identifiées, surface...)\n",
    "- Un graphique de la matrice de référence (à gauche)\n",
    "- Un graphique de la matrice de comparaison (à droite)\n",
    "- Un graphique de la différence entre les deux matrices (en bas au centre)\n",
    "\n",
    "La deuxième page du rapport présentera :\n",
    "- Un graphique de distribution des surfaces des zones (à gauche)\n",
    "- Un graphique de distribution des volumes nets des zones (à droite)\n",
    "- Des graphiques de positionnement spatial (photo aérienne, carte IGN, etc.) de la zone globale de comparaison\n",
    "\n",
    "Les pages suivantes du rapport présenteront pour chaque zone identifiée :\n",
    "- Un graphique de la distribution des valeurs de référence et de comparaison (en haut)\n",
    "- Un graphique de la distribution des valeurs de différence (en dessous)\n",
    "- Une localisation précise de la zone sur la carte et sur une zone plus élargie (photo aérienne) avec un cadre vectoriel indiquant la zone de comparaison\n",
    "- Une représentation de la matrice de référence et de comparaison pour la zone identifiée\n",
    "- Une représentation de la matrice de différence pour la zone identifiée\n",
    "- Des infortations sur la zone (surface, volume, etc.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "076256d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 826.772x1169.29 with 1 Axes>,\n",
       " <Axes: title={'center': 'Layout of the report'}, xlabel='Width (cm)', ylabel='Height (cm)'>)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 826.772x1169.29 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 826.772x1169.29 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 826.772x1169.29 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "comp_layout = CompareArraysLayout('Comparison')\n",
    "comp_layout.plot()\n",
    "\n",
    "comp_layout = CompareArraysLayout2('Comparison')\n",
    "comp_layout.plot()\n",
    "\n",
    "diff_layout = ArrayDifferenceLayout('For each part of the array, the difference is shown in a separate page.')\n",
    "diff_layout.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a682a0e5",
   "metadata": {},
   "source": [
    "## Exemple sur une matrice simple"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b73eb01",
   "metadata": {},
   "source": [
    "### Définition des deux matrices à comparer\n",
    "\n",
    "Remplissage par des valeurs aléatoires pour l'exemple"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "97b08040",
   "metadata": {},
   "outputs": [],
   "source": [
    "h = header_wolf()\n",
    "h.set_origin(250_000., 150_000.)\n",
    "h.set_resolution(0.5, 0.5)\n",
    "h.shape = (1000, 1000)\n",
    "\n",
    "ref = WolfArray(srcheader=h)\n",
    "to_compare = WolfArray(srcheader=h)\n",
    "\n",
    "zones = [[10,10,100,100],\n",
    "         [200,200,300,300],\n",
    "         [500,500,600,520],\n",
    "         [710,730,722,800]]\n",
    "\n",
    "# Fill the arrays with random values in the defined zones\n",
    "for zone in zones:\n",
    "    ref.array[zone[0]:zone[2], zone[1]:zone[3]] = np.random.random((zone[2]-zone[0], zone[3]-zone[1])) * 100\n",
    "    to_compare.array[zone[0]:zone[2], zone[1]:zone[3]] = np.random.random((zone[2]-zone[0], zone[3]-zone[1])) * 100\n",
    "\n",
    "ref.mask_data(0.)\n",
    "to_compare.mask_data(0.)\n",
    "\n",
    "ref.updatepalette()\n",
    "to_compare.updatepalette()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ef9eef8",
   "metadata": {},
   "source": [
    "### Comparaison des matrices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "08e716d1",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing features: 0feature [00:00, ?feature/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Processing features: 4feature [00:00, 2005.40feature/s]\n",
      "Plotting external borders: 100%|██████████| 4/4 [00:00<?, ?it/s]\n",
      "Plotting contours: 100%|██████████| 4/4 [00:00<00:00, 18.12it/s]\n",
      "Calculating volumes: 100%|██████████| 4/4 [00:00<?, ?it/s]\n",
      "Creating individual difference reports: 100%|██████████| 4/4 [00:22<00:00,  5.57s/it]\n",
      "Compiling PDFs: 100%|██████████| 5/5 [00:00<00:00, 44.92it/s]\n"
     ]
    }
   ],
   "source": [
    "comp = CompareArrays(ref, to_compare) # Initialisation de la comparaison\n",
    "comp.localize_differences(ignored_patche_area = 0.) # Localisation des différences entre les deux tableaux\n",
    "comp.create_report() # Le chemin du pdf peut être précisé en argument, sinon il est créé dans le répertoire courant."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3.11",
   "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": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}