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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": "902b3536-2055-4caf-b9b9-9dd0684b1d7b",
   "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",
      "['Barley: [2008, 2013]', 'Rapeseed: [2004, 2009]', 'Wheat: [2005, 2010]', 'Maize: [2007, 2012]']\n"
     ]
    }
   ],
   "source": [
    "# Klingenberg data\n",
    "\n",
    "FLUXNET_file_path = 'data/Klingenberg_FLUXNET/FLX_DE-Kli_FLUXNET2015_FULLSET_DD_2004-2014_1-4.csv'\n",
    "MODIS_file_path = 'data/Klingenberg_MODIS/LE_500m_filtered_scaled.csv'\n",
    "crop_rotation_path = 'data/Klingenberg_croprotation.json'\n",
    "\n",
    "klingenberg = CropSiteData(FLUXNET_file_path, MODIS_file_path, crop_rotation_path)\n",
    "    \n",
    "print(klingenberg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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": 8,
   "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": 9,
   "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(2009, 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(2009, crop_type='Wheat', mode='rel', base='MODIS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "da245288-ea91-483c-a14d-3d8f485ed6a8",
   "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",
    "klingenberg.plot_values(2010, 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",
    "klingenberg.plot_deltas(2010, crop_type='Wheat', mode='rel', base='MODIS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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')\n",
    "analysis.load_cropsite(klingenberg, 'Klingenberg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2ea74a17-238f-4f3b-bfdd-1a8a5c569de3",
   "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 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": 13,
   "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": "658ed298-b08f-4f14-b231-b5ee5f8e270f",
   "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
}