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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"
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]
},
{
"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": "2ccfe8b7-b77c-4d27-abf8-af0f7c0db240",
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Call the plot functions with the years to be plotted\n",
"\n",
"oensingen.plot_values(2008, 2013, crop_type='Wheat')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "58787137-5c82-4f17-9abc-4f46846d77e4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Call the plot functions with the years to be plotted\n",
"# mode: 'rel' or 'abs'\n",
"# base: 'FLUXNET' or 'MODIS'\n",
"\n",
"oensingen.plot_deltas(2008, 2013, 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 720x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Call the plot functions with the years to be plotted\n",
"\n",
"grignon.plot_values(2008, 2013, crop_type='Wheat')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "9837064c-b59f-4947-b127-a7c321d3a3a0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Call the plot functions with the years to be plotted\n",
"# mode: 'rel' or 'abs'\n",
"# base: 'FLUXNET' or 'MODIS'\n",
"\n",
"grignon.plot_deltas(2008, 2013, 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')"
]
},
{
"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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+aWY3h9Ni3AQ8BvwfMKMD150PlISvS4AnIsqnWOAEYJvGl4mIiEimiDbG7B3gXDP7LMH0Fk8BX3L3ulgvYGYPEgz0H2BmG4Crgd8Aj5jZt4B1wFfD3RcQPJFZRjBdxvltuhsRERGRNBatK7OfmV0CjAb+m2Bs2dNm9uVYL+Du57j7/u6e6+6D3f3e8KGBU939YHcf7+5bw33d3S9x9xHufqS7p8ZIPBEREUmITZs2ce6553LQQQcxZswYTjzxRB577LEm+73//vucddZZSYiwc0WbLuNx4C6gAPi9u59uZvOAK8zsAnePOUETERGR1PaTy/8f27Zsitv5+gwYxHU339ZivbtzxhlnUFJSwh//+EcA1q1bx/z58xvsV1tbywEHHNBk+aauKFpiVgjMI5ge47sA7l4F/KJ+8L6IiIh0Ddu2bOJHI9bE7XzXv916/QsvvEC3bt248MIL95UNHTqUadOmcf/99/Poo4+yc+dO6urqmDNnDpMnT2bFihVUVlYydepUVqxYwaGHHsr777/P7bffTnFxMT179mT69Ok8+eST5Ofn88QTTzBo0CDWrl3LN7/5TbZs2cLAgQO57777GDJkCFOnTqV3796UlpbywQcfcMMNNyS1ZS7a4P+rgYUEydmPIys0KF9EREQ6YuXKlRx77LEt1i9dupR58+bx4osvNii/44476NevH6tWreKXv/wlS5Ys2Ve3a9cuTjjhBP7973/zuc99jrvvvhuAadOmUVJSwrJly/j617/OpZdeuu+YjRs38tJLL/Hkk0/y4x83SHc6XauJmbv/2d1PDseBPddZQYmIiEjmueSSSzj66KP59Kc/DcCECRPo379/k/1eeuklzj77bACOOOIIjjrqqH113bp1Y/LkyQCMGTOGtWvXAvCPf/yDc889F4BvfOMbvPTSS/uOOeOMM8jKymL06NFs2hS/rtz2iDb4f0a0E8Syj4iIiEhjhx9+OEuXLt23ffvtt/P8889TP3F8jx492nzO3NxczAyA7Oxsamtrox7TvXv3fa9bW0O8M0Tryvy2mX2/lY/LgbM7I1ARERHpWk455RR2797NnXfeua+ssrIy6nFjx47lkUceAWDVqlUsX7486jGf+cxneOihhwB44IEHGDduXDujTqxog//vBnrFsI+IiIhIm5gZjz/+OJdddhk33HADAwcOpEePHlx//fVUVVW1eNzFF19MSUkJo0ePZtSoURx++OH06dOn1WvNnj2b888/nxtvvHHf4P9UZMlusouH4uJiT5XFR6XzTZ8+HYCZM2cmORIRkfSyevVqDjvssH3bnT1dRnvV1dVRU1NDXl4eb7/9NuPHj+eNN96gW7ducb9WRzX+GgOY2RJ3L25u/2gtZiIiIpIhEpFEJUJlZSUnn3wyNTU1uDt33HFHSiZl7aHETFLS7NmzKSsri2nf+v3qW85aM3LkSKZNm9ah2EREJLl69epFV+0pa3diZmbd3H1PPIMRqVdWVsbrK1ZTV9D0MenGsvYE3fFL3mm9+T27cmtcYhMREUmUmBIzM1sMTHX3teH2cQSD/o9OWGSS8eoK+lM1alLczpe/ZkHcziUi0lW4+77pJSS+2jOOP9YWs18DC81sFlAEfBE4v81XExERkZSRl5dHRUUFhYWFSs7izN2pqKggLy+vTcfFlJi5+9NmdiHwLLAF+JS7f9D2MEVERCRVDB48mA0bNuyb0FXiKy8vj8GDB7fpmFi7Mn8GfBX4HHAUsNjMLnf3p9ocpYiIiKSE3Nxchg8fnuwwJEKsXZmFwHHuXgX8w8wWAvcASsxERERE4iTWrszvNdpeB0xIREAiIiIimSrWrsxFQJNHC9z9lLhHJCIiIpKhYu3K/EHE6zzgv4Doy7WLiIiISMxi7cpc0qjoZTN7NQHxiIiIiGSsWLsyI6dfzwLGAK0v4y4iIiIibRJrV+YSgjFmRtCF+S7wrUQFJSIiIpKJYu3K1CQnIiIiIgnWamJmZme2Vu/uj3bk4mZ2GfBtgta45QTLPO0PPEQwd9oS4BtaLF1EREQyQbQWsy+3UudAuxMzMysCLgVGu3uVmT0CnA1MAm5194fM7LcEXaZ3tvc6IiIiIumi1cTM3RO9UHkOkG9mNUABsBE4BTg3rJ8DzECJmYiIiGSArNYqzez+iNcl8bywu5cDNwHrCRKybQRdlx+7e/0caRuAonheV0RERCRVtZqYAUdHvJ4ezwubWT/gdGA4cADQA5jYhuMvMLNSMyvdvHlzPEMTERERSYpoiVmTZZjiaDzwrrtvdvcagvFqY4G+ZlbfxToYKG82MPe73L3Y3YsHDhyYwDBFREREOke0wf+DzWwWwfxl9a/3cfdLO3Dt9cAJZlYAVAGnAqXAIuAsgiczS4AnOnANERERkbQRLTG7IuJ1aTwv7O7/NLN5wFKCSWtfA+4CngIeMrNrw7J743ldERERkVQV7anMOYm8uLtfDVzdqPgd4LhEXldEREQkFUUbYyYiIiIinUSJmYiIiEiKiCkxM7OxsZSJiIiISPvF2mI2O8YyEREREWmnaIuYnwh8BhhoZt+PqOoNZCcyMBEREZFoZs+eTVlZWYOy8vJgCtSioqaLB40cOZJp06Z1SmztEW26jG5Az3C/XhHl2wnmGhMRERFJKVVVVckOod2iTZfxIvCimd3v7us6KSYRERGRmDTX+jV9erCK5MyZMzs7nA6L1mJWr9LMbgQOB/LqC939lIREJSIiIpKBYh38/wCwhmDB8WuAtcC/EhSTiIiISEaKNTErdPd7gRp3f9HdvwmotUxEREQkjmLtyqwJP280sy8B7wP9ExOSiIiISGaKNTG71sz6AJcTzF/WG7gsYVGJiIiIZKCYEjN3fzJ8uQ04OXHhiIiIiDTV3HxlLanfr/7pzGhSaW6zmBIzMzsEuBMY5O5HmNlRwH+6+7UJjU5ERESEINl6fcVq6gqij6TK2uMALHlnU9R9syu3dji2eIq1K/Nu4ArgfwHcfZmZ/RFQYiYiIiKdoq6gP1WjJsX1nPlrFsT1fB0V61OZBe7+aqOy2ngHIyIiIpLJYk3MtpjZCMABzOwsYGPCohIRERHJQLF2ZV4C3AWMMrNy4F3gvIRFJSIiIpKBYn0q8x1gvJn1ALLcfUdiwxIRERHJPK0mZmb2/RbKAXD3WxIQk4iIiEhGitZi1ivi9XcJn8oUERER6Uzl5eVkV26L+1OU2ZUVlJenzvOMrSZm7n5N/WszOyNyW0RERETiK9bB/xA+kSkiIiLS2YqKivigOich85gVFQ2K6zk7ItbpMhLCzPqa2TwzW2Nmq83sRDPrb2bPmtlb4ed+yYxRREREpLO0mpiZ2XIzW2ZmywimylgWfiwPyzpqJrDQ3UcBRwOrgR8Dz7v7wcDz4baIiIhIlxetK3Nyoi5sZn2AzwFTAdx9D7DHzE4HTgp3mwMsBn6UqDhEREREUkW0wf/rEnjt4cBm4D4zOxpYAkwnWCi9flWBD4DU6fgVERERSaBkjjHLAY4F7nT3TwG7aNRt6e5OCw8dmNkFZlZqZqWbN29OeLAiIiIiidaWpzLjbQOwwd3/GW7PI0jMNpnZ/u6+0cz2Bz5s7mB3v4tgmSiKi4v1xKiIiEgXl125NaZ5zLJ2bwdgb17vmM6ZSp1zMSVmZjbd3WdGK2sLd//AzN4zs0Pd/Q3gVGBV+FEC/Cb8/ER7ryEiIiJdw8iRI2Pet6wsWDly5EGxJFyD2nTuRIu1xayE4AnKSFObKWuracADZtYNeAc4n6B79REz+xawDvhqB68hIiIiaW7atGkx7zt9+nQAZs7saJrS+aKtlXkOcC4w3MzmR1T1ArZ29OLu/jpQ3EzVqR09t4iIiEi6idZi9ndgIzAAuDmifAcQj3nMRERERCQUy3QZ64ATOyccERERkcwV6+D/M4Hrgf0ACz/c3aM/7iAiIpKBZs+eTVlZWZPy8vJyIFj7MdLIkSPbNI5KuqZYB//fAHzZ3VcnMhgREZGurqqqKtkhSAqLNTHbpKRMREQkdi21fqXzE4OpqLmWyfrt+q91pFRvmYw1MSs1s4eBx4Hq+kJ3fzQRQUn7qNlcREQE8vPzkx1Cu8WamPUGKoHTIsocUGKWBtRsLiIiXVVXa2CIKTFz9/MTHYh0nJrNRURE0ltMi5ib2SFm9ryZrQi3jzKznyY2NBEREZHMElNiBtwNXAnUALj7MuDsRAUlIiItq6io4NJLL6WioiLZoYhInMWamBW4+6uNymrjHYyIiEQ3Z84cli9fzty5c5MdiojEWayJ2RYzG0Ew4B8zO4tgqSYREelEFRUVLFy4EHdn4cKFajUT6WJiTcwuAf4XGGVm5cD3gAsTFZSIiDRvzpw57N27F4C6ujq1mol0MbEmZu7u44GBwCh3/2wbjhURkTh57rnnqK0NRpLU1tby7LPPJjkiEYmnWJOrPwO4+y533xGWzUtMSCIi0pLx48eTkxPMdJSTk8OECROSHJGIxFOr85iZ2SjgcKBPuJB5vd5AXiIDExGRpkpKSli4cCEA2dnZTJkyJckRiUg8RZtg9lBgMtAX+HJE+Q7gOwmKSUREWlBYWMjEiRP5y1/+wsSJEyksLEx2SELLS+I1p7V1HJuj5fMyS6uJmbs/ATxhZie6+z86KSYREWlFSUkJa9euVWtZCikrK+Otla8xpGdd1H271QSjiKrXlUbdd/3O7A7HJukl1rUyXzOzSwi6Nfd1Ybr7NxMSlYiItKiwsJBZs2YlOwxpZEjPOn5y7Pa4nvO6pb3jej5JfbEO/v898B/AF4AXgcEE3ZkiIiIiEiexJmYj3f1nwC53nwN8CTg+cWGJiIiIZJ5YE7Oa8PPHZnYE0AfYLzEhiYiIiGSmWMeY3WVm/YCfAvOBnsDPEhaViIiISAaKqcXM3e9x94/c/a/ufpC77wdsiUcAZpZtZq+Z2ZPh9nAz+6eZlZnZw2bWLR7XEREREUl1HVlW6dY4xTAdWB2xfT1wq7uPBD4CvhWn64iIiIiktI4kZtbRi5vZYIIHCe4Jtw04hU+We5oDnNHR64iIiIikg44kZh6H6/8P8ENgb7hdCHzs7rXh9gagqLkDzewCMys1s9LNmzfHIRQRERGR5Iq2VuZymk/ADBjUkQub2WTgQ3dfYmYntfV4d78LuAuguLg4HkmiiIhIl9PcclHl5eUAFBU1bfvQElDJFe2pzMkJvPZY4D/NbBLBagK9gZlAXzPLCVvNBgPlCYxBREQk41RVVSU7BGlBtLUy1yXqwu5+JXAlQNhi9gN3/7qZ/Qk4C3gIKAGeSFQMIiIiXV1zrV/1C6jPnDmzs8ORKDoyxixRfgR838zKCMac3ZvkeEREREQ6RawTzCaUuy8GFoev3wGOS2Y8IsmgcSAi6au8vJxdO7Ljvuj4uh3Z9CjXiJ5MkhKJmYg0T+NAREQyS0yJmZmNBWYAQ8NjDHB3PyhxoYlkFo0DEUlfRUVFVNdu5CfHbo/rea9b2pvuzbSYS9cVa4vZvcBlwBKgLnHhiIiIiGSuWBOzbe7+fwmNRERERCTDxZqYLTKzG4FHger6QndfmpCoRERERDJQrInZ8eHn4ogyJ1jXUkRERETiIKbEzN1PTnQg0jbNTa3Qkvr96geSR6NpGERERJIj2lqZ57n7H8zs+83Vu/stiQlLoikrK+P1FaupK+gfdd+sPcFSokve2RR13+zKrR2OTURERNonWotZj/Bzr0QHIm1XV9CfqlGT4nrO/DUL4no+ERERiV20tTL/N/x8TeeEIyIiIpK5UnGtTBEREZGMpMRMREREJEUoMRMRERFJEbGulTkIuA44wN2/aGajgRPd/d6ERiciIpIm1u/M5rqlvaPut6kyaBMZVLA3pnMe3OHIJJ3EOsHs/cB9wFXh9pvAwwRraIqIiGS0kSNHxrzvnnBuye5Dox9zcBvPLekv1sRsgLs/YmZXArh7rZlpMXMREemQ5ibLLi8vB6CoqKjJ/qk6AXZbYqqf7HvmzJmJCkfSWKyJ2S4zKyRYhgkzOwHYlrCoREQkY1VVVSU7hLSkFWG6hlgTs+8D84ERZvYyMBA4K2FRiYhIRmjuj71alNpHK8J0DbGulbnUzD4PHAoY8Ia71yQ0MhEREWkTrQiT/mKaLsPMLgF6uvtKd18B9DSzixMbmoiIiEhmiXUes++4+8f1G+7+EfCdhEQkIiIikqFiTcyyzczqN8wsG+iWmJBEREREMlOsidlC4GEzO9XMTgUeDMvazcwONLNFZrbKzFaa2fSwvL+ZPWtmb4Wf+3XkOiIiIiLpItbE7EfAIuCi8ON54IcdvHYtcLm7jwZOAC4JVxT4MfC8ux8cXufHHbyOiIiISFqI9anMvcCd4UdcuPtGYGP4eoeZrQaKgNOBk8Ld5gCLCRJDERERkS4t1rUyxwIzgKHhMQa4ux8UjyDMbBjwKeCfwKAwaQP4ABgUj2uIiIiIpLpYJ5i9F7gMWALEdSkmM+sJ/Bn4nrtvj3jGAHd3M/MWjrsAuABgyJAh8QxJREREJCliHWO2zd3/z90/dPeK+o+OXtzMcgmSsgfc/dGweJOZ7R/W7w982Nyx7n6Xuxe7e/HAgQM7GoqIiIhI0sXaYrbIzG4EHgWq6wvdfWl7LxxOv3EvsNrdb4momg+UAL8JPz/R3muIiIgkS0trV7a0TqXWoxSIPTE7PvxcHFHmwCkduPZY4BvAcjN7PSz7CUFC9oiZfQtYB3y1A9cQERFJKfn5+ckOQVJYrE9lnhzvC7v7SwQPETTn1HhfTyRVtPRfdHNa+s+6JfqPWyR16HdR2iPWpzIHAdcBB7j7F8P5xk5093sTGp1IF1RWVsbrK1ZTV9A/6r5Ze4JnX5a8synqvtmVWzscm4iIJFesXZn3A/cBV4XbbwIPE4wRE5E2qivoT9WoSXE9Z/6aBXE9n4iIdL5Yn8oc4O6PAHsB3L2WOE+bISIiIpLpYk3MdplZIcGAf8zsBGBbwqISERERyUCxdmV+n2AaixFm9jIwEDgrYVHFwezZs1m4sOE665WVlbg3O19ts8yMgoKCJuUTJ07UoE4RERGJu6iJmZllA58PPw4leJLyDXevSXBsIiIiIhklamLm7nVmdo673wqs7ISY4mLatGlq1ZKYtDR9RXl5OQBFRUUNyjUlhYiIJEqsXZkvm9ltBE9i7qov7MjM/yKprqqqKtkhiIhIhok1MTsm/PyLiLKOzvwvkhJaav2qn9R15syZnRmOiIhksKTN/C8iIiIiDWnmf0lJ5eXlZFdui+ukqdmVFZSX18btfCIiIvGmmf9FRCThtEasSGxiTcwGuPsjZnYlBDP/m5lm/k+iRLQoQeq0KhUVFfFBdU5cly3KX7OAoqJBcTufiMSurKyMt1a+xpCe0f90dKsJ5j6vXlcadd/1O7M7HJtIKok1MdPM/yIi0iFDetbxk2O3x/Wc1y3tHdfziSRbl535v6tLRIsSqFVJJFlam0+vLVO35Ofna+49kTTWamJmZv/t7n8CPkIz/4uINCsekxS31NVXV5nF3jqLOZa6mu1U127ct62uPpH0Eq3F7ErgT8Cf3f1Y0mjmfxGRZGvrJMXq6hORaInZVjN7BjjIzOY3rnT3/0xMWCIi6UOTFItIvERLzCYBxwK/B25OfDiSqprrqmmpmwY0pkVEpLN19af1M0W0xOxed/+Gmd3t7i92SkSSNrSWpIiISHxFS8zGmNkBwNfN7G6Cgf/7uPvWhEUmKaW51i9104iIpA49rd81REvMfgs8DxwELKFhYuZhuUjaKC8vj3k2cc0+LiIina3VxMzdZwGzzOxOd7+ok2KSJMravZ2ysh0xJSPpmLhUVVVp9nHpkEQtLVRWVsaBuR0KTUS6gGjzmPV29+3AVWbWv3F9IrsyzWwiMBPIBu5x998k6lryCdtbg1dXx5SMpGvioikJpCPKysp4fcVq6gqavCU2kbXHAVjyzqao+2bvqoS+HY1ORNJdtK7MPwKTCboxG0tYV6aZZQO3AxOADcC/zGy+u69KxPWkISUuIq2rK+gf93E8PZf+HtgT13OKSPqJ1pU5Ofw8vHPC2ec4oMzd3wEws4eA0wElZiIiItJlRV0r08xygC8Co8KiVcDT7p7ISU2KgPcitjcAx7e0844dO1i0aFGDsgMPPJCRI0dSW1vL3/72tybHDBs2jOHDh1NdXc3f//73JvUjRoxgyJAhVFZW8s9//rNJ/aGHHsoBBxzA9u3bWbKkaYPi6NGjGTRoEB999BGvv/56k/ojjzySAQMGsGXLFpYvX96k/phjjqFfv35s2rSJVaua5qP5+flBnH2yOO4/mn4bn3x3Dzv2wKj+WXxqYNP6x9/eQ1UtHFGYzZEDPulmXFVxIFu3b+NXSw3D2ZPTk5rsHk2O71EddM1U5/SmNju/QZ3hFFR/GNTn9qE2K4/qHKPf7t0sWrSIbt26MXbsWACWLVtGRUVFs/cGcOqBOexXkNWgfuvuvTy9Lvjx+8LQHPrnNaz/sHIvz78X1E8+KJdeucEzK1kHjiOHOnZXvAcsBODNorOoaRR/n11rGVwR/MysHnwOe7Mafv367XyLA7a+AsDKId8A4FP9csjK68WiRYui/uztt99+8M4m8nPgjBHdmtS/trmWNVv30qsbTB7etP7VD2p5e9te+ucZXxj6yaCkrAPH0Su/G5s2bUroz96YMWPo3bs377//Pm+88UaT+uOPP56CggLWr1/P22+/3aT+M5/5DN27d+fdd99l7dq1TerHjRtHTk4OZWVlvPfee03qTz75ZADWrFnDxo0bG9RlZ2fzuc99DoCVK1fy4YcfNqiP5WfvhBNOAOC1117j448/blDfq1evfa/b8rNXr3zXXv66Iag/Y0Qu+Tmf1GcXfYnqLeuA54DYf/YiFW5fxX98vIQ6y2HNgecADX82k/m+d8QRR/DWrnJgOzvyB7N+4MlNjh+26Rl6VG9iW8FwNgz4bJP6gz5YQP6eCj7qeTDv9z+hyf119Z+94uJiAEpLS9mxY0eD+r59++573dafPYB12+v4+8Zg7O1/H5xLTtYn9VkHjqOmaue+7cZ/b6Hr/81N9PtepKzWKs2siGAZpsuBAwgSph8CK8NpNJLGzC4ws1IzK62p0bKdIiIikv7M3VuuNLsfeN3d/6dR+aXAGHcvSUhQZicCM9z9C+H2lQDu/uvm9i8uLvbS0ugD0LuS6dOns+SdTQkZ53JYr8qEjDHrPrQ45jnPEnF/+WsW0GfvDg7M/Tip95eo713+mgWMOWiQ5pVLsK7+u5co06dPp3pdaZe9v1Sg95b0YWZL3L24ubpoXZknuPvUxoXuPsvMmrblxc+/gIPNbDhQDpwNnJvA64l0Gi2bIiIiLYmWmLW25k5lPAOJ5O61Zvb/gKcJpsv4nbuvTNT1pKH1O7NjeopyU2XQEz6oYG9M5zy4w5GJiIh0bdESsz5mdmYz5QYkdP4Dd18AxLdJQaLyrFysWze6Dx0Zdd894eSZsex7MMEEs6JlU0REpGXRErMXgS+3UPfXOMciKWBvXm9GxjiWQGtlSipobib+8vJyIEiCG0uFFShERFoSbR6z8zsrEBGReKmqam0UhohI6oo6j5kINN8q0do6gGqVkM7S3M+ZWnNFJF0pMZN2i5wIVkRERDpOiZnEpKu0flVXV7Nud2xPnbbFuh3Z9AjHNYmIiLRXTImZmRUQzP4/xN2/Y2YHA4e6+5MJjU5ERLqE8vJytn6cw3df7Bd135q9wXJAuVktT4Ber7rO6J+jf4qk64i1xew+YAlwYrhdDvwJUGImaaV79+4cmFuVmNnHm3kCUEQCffv2bfahjOrqavbubTgX4l7fG37ObrJ/VlYW3bt337edT8N1IkXSXayJ2Qh3/5qZnQPg7pVmZtEOEhERAbjnnnuaLdd0JyINxZqY7TGzfMABzGwEUJ2wqEREJCOkcpJVUVHBNddcw9VXX01hYWGyw5EMkRXjfjOAhcCBZvYA8Dzww0QFJSIikmxz5sxh+fLlzJ07N9mhSAaJqcXM3Z8xsyXACQTLMU139y0JjUxEpJHmur2a09oce81Jie6xvXWs26EnhlNFRUUFCxcuxN1ZuHAhU6ZMUauZdIpYn8r8C/BHYL6770psSCIizSsrK+Otla8xpGddq/t1qwk6A6rXlUY95/qdTQeYS0MtJcQtjQVLiUS3g+bMmbPvoYS6ujrmzp3LZZddluSoJBPEOsbsJuBrwG/M7F/AQ8CT7r47YZGJiDRjSM+6uD5VG+8WqnbLymZor+q0emK4Ky999dxzz1FbWwtAbW0tzz77rBIz6RSxdmW+CLxoZtnAKcB3gN8BKfKOlpmyK7eSv2ZB1P2ydgdv9Hvzon+7siu3AoM6GlpcxPv+siu3Ql5uXGITySQttX515aWvxo8fz4IFC6itrSUnJ4cJEyYkOyTJEDHP/B8+lfllgpazY4E5iQpKohs5cmTM+5aV7QiOOSiWhGtQm86dKIm5v0FB10vtx+0PTEQyQklJCQsXLgQgOzubKVOmJDkiyRSxjjF7BDiO4MnM24AX3X1v60dJIrVl/EY6/lebqPubPn061es2tjsuEckMhYWFTJw4kb/85S9MnDhRA/+l08TaYnYvcI67tz7iVkQkgcrLy9kV5ycX9dSitKSkpIS1a9eqtUw6VauJmZmd4u4vAD2A0xtP9u/ujyYwNhGRjLJ+Z2xJ56bK4KnTQQXROy7W78zm4DbEEOuUJJCm05K0QWFhIbNmzUp2GJJhorWYfR54gWBsWWMOKDETkU5TVFREde3GuD+VmQrrnHpWLtatG92HNhxfWV5e3uTpx6raYHtPTX6T8+Tn5zeYvuJg2jpms4zXV6ymrqB/1H2z9gSLjC95Z1PUfYMHi0QkmlYTM3e/Onz5C3d/N7LOzIYnLCqRBEqFVgmRxvbm9WbkQYOajJVMxlqSdQX9qRo1qUPnaCyWJ6xFJPYxZn8meBIz0jxgTHzDEUmstrQc7An/GDZuwWhOW1slRGKVTl1/ItJx0caYjQIOB/qY2ZkRVb2BvEQGJpIIXf1pVhERSW/RWswOBSYDfWk4zmwHwSSzIiIiIhIn0caYPQE8YWYnuvs/4nVRM7uRINHbA7wNnO/uH4d1VwLfAuqAS9396XhdV0RERCSVxTrG7DUzu4SgW3NfF6a7f7Od130WuNLda83seuBK4EdmNho4O7zOAcBzZnaI5k8TEekc5eXlZFdui/tg/ezKCsrLa+N6Tmmqqy/VlwliTcx+D6wBvgD8Avg6sLq9F3X3ZyI2XwHOCl+fDjzk7tXAu2ZWRrDiQNxa60RERCK1NHdbS0+/pup8bF19qb5MEWtiNtLd/9vMTnf3OWb2R+BvcYrhm8DD4esigkSt3oawTEREOkFRUREfVOckZLqMoqLkt7q0NP1I47nigH1ljevKy8ubnCMVkjU93NQ1xJqY1YSfPzazI4APgP1aO8DMngP+o5mqq8Kxa5jZVUAt8ECMcUSe/wLgAoAhQ4a09XCRpFJ3g0hyND+Bbg5k9Wqyb1Z2MIHutkZ126rhg4hJdTV5rsRTrInZXWbWD/gZMB/oCfy8tQPcfXxr9WY2leCJz1Pd3cPicuDAiN0Gh2XNnf8u4C6A4uJib24fkVSk7gaR5Ir3BLqaPFfiKabEzN3vCV++CBzU0Yua2UTgh8Dn3b0yomo+8Eczu4Vg8P/BwKsdvZ5IKlF3g6Q6teiKJE+0CWa/31q9u9/SzuveBnQHng0XRn/F3S9095Vm9giwiqCL8xI9kSkikRovqbWpMovddRbz8XnZ3mCZLS2n1VBXb9FNxFOneuJU4ilai1nTTvc4cPcWfzvd/VfArxJxXRFJb839Yc8uLyermYHbLcnOz2+waLmW02pILboiyRVtgtlrOisQEem42bNns3DhwgZllZWVfDKMMzozo6CgoEn5xIkT0+qpM5HmJOKp01R54lS6hpjGmJnZIcCdwCB3P8LMjgL+092vTWh00iYtzcVTX1b/3229VHi8W0SkszUeQ5e1ezu2t6aVIxryrNwG4+o0fk7iKdanMu8GrgD+F8Ddl4VzmSkxSwP5+fnJDkE6ybRp05Rsi7SiuW7r8vLaZucxa0l+fn6jFrLUGD8nXUOsiVmBu78aDtSvp5GOKUZ/kNtHLY0iretKvyOpGpdIvVgTsy1mNgJwADM7C9iYsKhEUoBaGqU5WkvyE/odEYm/WBOzSwgmcx1lZuXAuwTrZYqkPf0HLdI6/Y6IdJ5YJ5h9BxhvZj2ALKASOBtYl8DYRERSTldfS1JEkiurtUoz621mV5rZbWY2gSAhKwHKgK92RoAiIiIimSJai9nvgY+AfwDfAa4CDPiKu7+e2NBERFKTliwSkUSJlpgd5O5HApjZPQQD/oe4++6ERyYikoK6+pJF8omKigquueYarr76agoLC5MdjmSIaInZvhn33L3OzDYoKRORTKYlizLHnDlzWL58OXPnzuWyyy5LdjiSIVodYwYcbWbbw48dwFH1r81se2cEKCIi0tkqKipYuHAh7s7ChQupqKhIdkiSIVpNzNw92917hx+93D0n4nX0QRMiIiJpaM6cOezduxeAuro65s6dm+SIJFNEazETERHJOM899xy1tcGEv7W1tTz77LNJjkgyhRIzERGRRsaPH09OTjAMOycnhwkTJiQ5IskUSsxEREQaKSkpISsr+BOZnZ3NlClTkhyRZAolZiIiIo0UFhYyceJEzIyJEydqugzpNLGulSkiIpJRSkpKWLt2rVrLpFMpMRMREWlGYWEhs2bNSnYYkmHUlSkiIiKSItRiJiIi0oXNnj2bsrKyBmX12/WrU0QaOXJkm1a4kPhSYiYi0kHN/eGDlv/46Q+fJFt+fn6yQ5AWKDETEUkQ/fGTVKB/AtJLUhMzM7scuAkY6O5bzMyAmcAkoBKY6u5LkxmjiEg0+sMnIvGStMH/ZnYgcBqwPqL4i8DB4ccFwJ1JCE1E0lxFRQWXXnqpFp4WkbSTzBazW4EfAk9ElJ0OzHV3B14xs75mtr+7b0xKhCKdSAN042fOnDksX76cuXPnctlllyU7HBGRmCUlMTOz04Fyd/930Hu5TxHwXsT2hrBMiZlk5ABrjVFqu4qKChYuXIi7s3DhQqZMmaJZ20UkbSQsMTOz54D/aKbqKuAnBN2YHTn/BQTdnQwZMqQjp5I011WSl3RPIlPFnDlz2Lt3LwB1dXVqNRORtGJBr2EnXtDsSOB5gsH9AIOB94HjgGuAxe7+YLjvG8BJ0boyi4uLvbS0NHFBi0jamDRpEpWVlfu2CwoKWLBgQRIjEhFpyMyWuHtxc3WdPvjf3Ze7+37uPszdhxF0Vx7r7h8A84EpFjgB2KbxZSLSFuPHjycnJ+gMyMnJYcKECUmOSEQkdqm2JNMC4B2gDLgbuDi54YhIuikpKSErK3hry87O1gLUIpJWkp6YhS1nW8LX7u6XuPsIdz/S3dU/KSJtUlhYyMSJEzEzJk6cqIH/IpJWNPO/iHQ5JSUlrF27Vq1lIpJ2lJiJSJdTWFjIrFmzkh2GiEibJb0rU0REREQCSsxEREREUoQSMxEREZEUocRMREREJEUoMRMRERFJEUrMRERERFKEEjMRERGRFNHpi5gngpltBtZ14iUHAFs68XqdTfeX3rry/XXlewPdX7rT/aWvzr63oe4+sLmKLpGYdTYzK21pVfiuQPeX3rry/XXlewPdX7rT/aWvVLo3dWWKiIiIpAglZiIiIiIpQolZ+9yV7AASTPeX3rry/XXlewPdX7rT/aWvlLk3jTETERERSRFqMRMRERFJEUrMmmFmV5nZSjNbZmavm9nxyY4p3sxssJk9YWZvmdnbZjbTzLq1sv/3zKygM2NsDzNzM7s5YvsHZjYjiSElhJntTHYMiWBmdeHvXP3HsFb2XWxmKfEUVazCn88/RGznmNlmM3symXHFk5mdEd7nqGTHEi+Z8H2r11XfWxqLdp/JfH9RYtaImZ0ITAaOdfejgPHAe8mNKr7MzIBHgcfd/WDgEKAn8KtWDvsekPKJGVANnGlmA5IdiLRLlbsfE/GxNtkBxdku4Agzyw+3JwDlbTmBmeXEPar4Ogd4KfwcMzPLTkw4cdHh75tIrJSYNbU/sMXdqwHcfYu7v29mY8zsRTNbYmZPm9n+sC+rnhn+d7/CzI5LavSxOQXY7e73Abh7HXAZ8E0z62FmN4X3sszMppnZpcABwCIzW5TEuGNRSzCI87LGFWY2zMxeCO/reTMbYmZ9zGydmWWF+/Qws/fMLLezA28rM+sZ3sdSM1tuZqeH5cPMbLWZ3R22/D4T8Qcl7bT0uxf6Rpr97gEsAL4Uvj4HeLC+wsyOM7N/mNlrZvZ3Mzs0LJ9qZvPN7AXg+c4POTZm1hP4LPAt4Oyw7CQz+6uZPWVmb5jZbyN+33aa2c1m9m/gxORFHpP2fN/+ambHROz3kpkd3ZlBt0f4PXsyYvs2M5savl5rZtdEvO+kbctoa/eZTErMmnoGONDM3jSzO8zs8+Ef6dnAWe4+BvgdDVuXCtz9GODisC7VHQ4siSxw9+3AeuDbwDDgmLDF8AF3nwW8D5zs7id3cqztcTvwdTPr06h8NjCn/r6AWe6+DXgd+Hy4z2TgaXev6axgO2A38BV3PxY4Gbg5bA0FOBi43d0PBz4G/is5IbZZvn3SjflYF/zdA3gIONvM8oCjgH9G1K0Bxrn7p4CfA9dF1B1L8HX4PKnrdGChu78JVJjZmLD8OGAaMBoYAZwZlvcA/unuR7v7S50ebdu05/t2LzAVwMwOAfLc/d+dFnHibAnfd+4EfpDsYLqaVG8S73TuvjN8MxlH8MfuYeBa4Ajg2fDvXjawMeKwB8Nj/2pmvc2sr7t/3KmBx89JwB3uXgvg7luTG07buft2M5sLXApURVSdyCd/EH4P3BC+fhj4GrCI4L/8Ozop1I4y4Doz+xywFygCBoV177r76+HrJQTJdjqoChMtAMzsCLrY7567L7Ng7Nw5BK0wkfoAc8zsYMCByJbbZ9Pg9/EcYGb4+qFw+0ngVXd/B8DMHiRoVZsH1AF/TkKcbdbO79ufgJ+Z2RXAN4H7OyfahHs0/LyET95TJU6UmDUj7NpbDCw2s+XAJcBKd2+pqb3xnCOpPgfJKuCsyAIz6w0MAdYmI6AE+B9gKXBfDPvOJ0hw+gNjgBcSGFc8fR0YCIxx9xozWwvkhXXVEfvVAenalWl0rd+9evOBmwj+ESqMKP8lsMjdvxImAYsj6nZ1VnDtEf7+nAIcaWZOkEQ78BQtf592h++36aJN3zd3rzSzZwlaEr9K8P6SDmpp2KOW16i+/v2ljvTOI6LdZ1KoK7MRMzs0/K+n3jHAamCgBQ8GYGa5ZnZ4xD5fC8s/C2wLu8dS2fNAgZlNgX2Dbm8m+G/uaeC7Fg4wDt9sAXYAvTo/1PYJWxYeIRjrUu/vhONeCJKav4X77gT+RfCf/pNp9IeiD/BhmJSdDAxNdkAJ8AZd63ev3u+Aa9x9eaPyPnwyqHxqp0bUcWcBv3f3oe4+zN0PBN4l6H04zsyGh2PLvkbwcEA6as/37R5gFvAvd/8oseHFzTpgtJl1N7O+wKlJjidRUvI+lZg11ZOgSXqVmS0jGBPxc4I3nevDQaqvA5+JOGa3mb0G/JaGiUBK8mBW4a8A/21mbwFvEoxX+gnBm8h6YFl4r+eGh90FLLTUH/wf6WYg8unMacD54ff1G8D0iLqHgfPCzyktTJqrCcbJFYetulMIxrl0Ke6+hy70u1fP3TeEYzcbuwH4dXhP6dYScQ7wWKOyP4fl/wJuI/gn991m9ksL7fm+ufsSYDuxtd4nVf17i7u/R/CP7Yrw82tJDSzOUv0+NfN/B5nZYuAH7l6a7FgkM4RPdd3t7unyFKJkMDM7ieA9cnKSQ0kKMzuAoGtzlLvvTXI4rcqU95ZUv0+1mImkETO7kGDA+0+THYuItC4cLvJP4Ko0SMoy4r0lHe5TLWYiIiIiKUItZiIiIiIpQomZiIiISIpQYiYiIiKSIpSYiUiXZ2ZuZn+I2M4xs82R6+S18Xx9zeziiO2T2nsuEZFISsxEJBPsAo6wTxZzn8AnE4K2R1+C9TlFROJKiZmIZIoFwJfC1+cQrrMJwQoXZva4mS0zs1fM7KiwfIaZ/c7MFpvZO2Z2aXjIb4AR4WLrN4ZlPc1snpmtMbMHIhaUFxGJmRIzEckUDwFnm1kecBTB/FL1rgFec/ejCFbAmBtRNwr4AnAccLWZ5QI/Bt5292Pc/Ypwv08B3yNYLeQgYGwC70VEuiglZiKSEdx9GTCMoLVsQaPqzwK/D/d7ASg0s95h3VPuXu3uW4APgUEtXOLVcMmevQRLRw2L6w2ISEZIt7XYREQ6Yj5wE3ASUBjjMdURr+to+X0z1v1ERFqkFjMRySS/A65x9+WNyv8GfB32re24xd23t3KeHUCvRAQoIplN/9GJSMZw9w3ArGaqZgC/M7NlQCVQEuU8FWb2spmtAP4PeCresYpIZtJamSIiIiIpQl2ZIiIiIilCiZmIiIhIilBiJiIiIpIilJiJiIiIpAglZiIiIiIpQomZiIiISIpQYiYiIiKSIpSYiYiIiKSI/w8G3J3izLFDnQAAAABJRU5ErkJggg==\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": null,
"id": "e2fd8257-dab3-4fcd-ba36-6e76a9ce44e6",
"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
}