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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "44a7d641-fbb9-47d5-a54a-826a597d216f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install matplotlib\n",
    "#!pip install pandas\n",
    "#!pip install seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9997ebaf-a031-463e-a490-a13664fcac65",
   "metadata": {},
   "outputs": [],
   "source": [
    "from cropsitedata import CropSiteData\n",
    "from analysistool import AnalysisTool"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b5ff9ec5-2ccf-408f-98b5-1df96f2d5d26",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Years available:\n",
      "[2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014]\n",
      "Croptypes available:\n",
      "['Wheat: [2006, 2008, 2010, 2013]', 'Barley: [2004, 2011]', 'Rapeseed: [2007, 2012]', 'Peas: [2010]']\n"
     ]
    }
   ],
   "source": [
    "# Oensingen data\n",
    "\n",
    "FLUXNET_file_path = 'data/Oensingen_FLUXNET/FLX_CH-Oe2_FLUXNET2015_FULLSET_DD_2004-2014_1-4.csv'\n",
    "MODIS_file_path = 'data/Oensingen_MODIS/LE_500m_filtered_scaled.csv'\n",
    "crop_rotation_path = 'data/Oensingen_croprotation.json'\n",
    "\n",
    "oensingen = CropSiteData(FLUXNET_file_path, MODIS_file_path, crop_rotation_path)\n",
    "    \n",
    "print(oensingen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9fbf83f6-3f20-4949-9b5d-97b277186c2d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Years available:\n",
      "[2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014]\n",
      "Croptypes available:\n",
      "['Mustard: [2004, 2007]', 'Maize: [2005, 2008, 2011]', 'Winter Wheat: [2005]', 'Barley: [2006]', 'Wheat: [2008, 2011, 2013]', 'Triticale: [2009]', 'Phacelia: [2010]', 'Rapeseed: [2012]']\n"
     ]
    }
   ],
   "source": [
    "# Grignon data\n",
    "\n",
    "FLUXNET_file_path = 'data/Grignon_FLUXNET/FLX_FR-Gri_FLUXNET2015_FULLSET_DD_2004-2014_1-4.csv'\n",
    "MODIS_file_path = 'data/Grignon_MODIS/LE_500m_filtered_scaled.csv'\n",
    "crop_rotation_path = 'data/Grignon_croprotation.json'\n",
    "\n",
    "grignon = CropSiteData(FLUXNET_file_path, MODIS_file_path, crop_rotation_path)\n",
    "    \n",
    "print(grignon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "40e0856c-b944-4755-a0e7-9682e754b3d0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Years available:\n",
      "[2001, 2002, 2003, 2004, 2005, 2006, 2007, 2008, 2009, 2010, 2011, 2012, 2013, 2014]\n",
      "Croptypes available:\n",
      "['Barley: [2004]', 'Wheat: [2002, 2006, 2007, 2009, 2013]', 'Potatoes: [2002, 2009]', 'Rapeseed: [2003]', 'Sugar Beet: [2006]', 'Durum: [2013]']\n"
     ]
    }
   ],
   "source": [
    "# Gebesee data\n",
    "\n",
    "FLUXNET_file_path = 'data/Gebesee_FLUXNET/FLX_DE-Geb_FLUXNET2015_FULLSET_DD_2001-2014_1-4.csv'\n",
    "MODIS_file_path = 'data/Gebesee_MODIS/LE_500m_filtered_scaled.csv'\n",
    "crop_rotation_path = 'data/Gebesee_croprotation.json'\n",
    "\n",
    "gebesee = CropSiteData(FLUXNET_file_path, MODIS_file_path, crop_rotation_path)\n",
    "    \n",
    "print(gebesee)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2ccfe8b7-b77c-4d27-abf8-af0f7c0db240",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Call the plot functions with the years to be plotted\n",
    "oensingen.plot_values(2008, crop_type='Wheat')\n",
    "\n",
    "# Call the plot functions with the years to be plotted\n",
    "#     mode: 'rel' or 'abs'\n",
    "#     base: 'FLUXNET' or 'MODIS'\n",
    "oensingen.plot_deltas(2008, crop_type='Wheat', mode='rel', base='MODIS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "52fbae49-70aa-414a-b61d-14a66b245934",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Call the plot functions with the years to be plotted\n",
    "grignon.plot_values(2008, crop_type='Wheat')\n",
    "\n",
    "# Call the plot functions with the years to be plotted\n",
    "#     mode: 'rel' or 'abs'\n",
    "#     base: 'FLUXNET' or 'MODIS'\n",
    "grignon.plot_deltas(2008, crop_type='Wheat', mode='rel', base='MODIS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "da0c977b-f602-4383-bd5b-6f53bc45f231",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Call the plot functions with the years to be plotted\n",
    "gebesee.plot_values(2007, crop_type='Wheat')\n",
    "\n",
    "# Call the plot functions with the years to be plotted\n",
    "#     mode: 'rel' or 'abs'\n",
    "#     base: 'FLUXNET' or 'MODIS'\n",
    "gebesee.plot_deltas(2007, crop_type='Wheat', mode='rel', base='MODIS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cdf395d8-4f5b-432e-aee5-20d784a92653",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Analyse data from different cropsites\n",
    "\n",
    "analysis = AnalysisTool()\n",
    "\n",
    "analysis.load_cropsite(oensingen, 'Oensingen')\n",
    "analysis.load_cropsite(grignon, 'Grignon')\n",
    "analysis.load_cropsite(gebesee, 'Gebesee')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2ea74a17-238f-4f3b-bfdd-1a8a5c569de3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Call boxplot method with croptype to be plotted\n",
    "\n",
    "analysis.boxplot('Wheat')\n",
    "analysis.boxplot('Barley')\n",
    "analysis.boxplot('Rapeseed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f12e4248-61ad-48d9-b39a-12d44e404c60",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Call scatterplot method with croptype to be plotted\n",
    "\n",
    "analysis.scatterplot('Wheat', combine=True)\n",
    "analysis.scatterplot('Barley', combine=True)\n",
    "analysis.scatterplot('Rapeseed', combine=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f171e0c8-e83e-40d6-ba6d-d0d3f1cd2c1d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "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": "3.8.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}