{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c2603451",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import netCDF4 as nc\n",
    "import datetime as datetime\n",
    "from matplotlib import dates\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ede82261",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/cbrun/Documents/PROJETS/GC2014/DATA_GC2015\n"
     ]
    }
   ],
   "source": [
    "from pathlib import Path\n",
    "print(Path.cwd())\n",
    "Path = Path.cwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d9e130fc",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#lDIR='DATA_GC2015'\n",
    "lDIR='DATA_NC'\n",
    "file1=\"gill_2015_04_11_0000\"\n",
    "file1=\"gill_2015_04_12_0000\"\n",
    "file1=\"gill_2015_04_13_0000\"\n",
    "file1=\"gill_2015_04_14_0000\"\n",
    "file1=\"gill_2015_04_15_0000\"\n",
    "file1=\"gill_2015_04_16_0000\"\n",
    "file1=\"gill_2015_04_17_0000\"\n",
    "file1=\"gill_2015_04_18_0000\" #pb data infinie vers 5h00\n",
    "file1=\"gill_2015_04_19_0000\"\n",
    "file1=\"gill_2015_04_20_0000\" #pb data infinie vers 4h00\n",
    "file1=\"gill_2015_04_21_0000\"\n",
    "file1=\"gill_2015_04_22_0000\"\n",
    "file1=\"gill_2015_04_10_0850\"\n",
    "file1=\"gill_2015_04_10_0933\"\n",
    "file_path = file1+\".nc\"\n",
    "Path=Path/lDIR/file_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e05672cd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'netCDF4._netCDF4.Dataset'>\n",
      "root group (NETCDF4 data model, file format HDF5):\n",
      "    dimensions(sizes): t(1039344)\n",
      "    variables(dimensions): float64 time(t), float64 Gill_Ux(t), float64 Gill_Uy(t), float64 Gill_Uz(t), float64 Gill_TSonic(t)\n",
      "    groups: \n",
      "[1.42865843e+18 1.42865843e+18 1.42865843e+18 ... 1.42871040e+18\n",
      " 1.42871040e+18 1.42871040e+18]\n",
      "[-0.04  -0.145 -0.211 ...  0.433  0.568  0.699]\n",
      "[5.67 5.67 5.65 ... 6.9  6.93 6.92]\n",
      "DatetimeIndex([   '2015-04-10 09:33:52.700000',\n",
      "                  '2015-04-10 09:33:52.900000',\n",
      "               '2015-04-10 09:33:52.950000128',\n",
      "                         '2015-04-10 09:33:53',\n",
      "               '2015-04-10 09:33:53.049999872',\n",
      "                  '2015-04-10 09:33:53.100000',\n",
      "               '2015-04-10 09:33:53.150000128',\n",
      "                  '2015-04-10 09:33:53.200000',\n",
      "               '2015-04-10 09:33:53.249999872',\n",
      "                  '2015-04-10 09:33:53.300000',\n",
      "               ...\n",
      "               '2015-04-10 23:59:59.550000128',\n",
      "                  '2015-04-10 23:59:59.600000',\n",
      "               '2015-04-10 23:59:59.649999872',\n",
      "                  '2015-04-10 23:59:59.700000',\n",
      "               '2015-04-10 23:59:59.750000128',\n",
      "                  '2015-04-10 23:59:59.800000',\n",
      "               '2015-04-10 23:59:59.849999872',\n",
      "                  '2015-04-10 23:59:59.900000',\n",
      "               '2015-04-10 23:59:59.950000128',\n",
      "                         '2015-04-11 00:00:00'],\n",
      "              dtype='datetime64[ns]', length=1039344, freq=None)\n"
     ]
    }
   ],
   "source": [
    "file_path = file1+\".nc\"\n",
    "r6 = nc.Dataset(Path, 'r', format='NETCDF4')\n",
    "print(r6)\n",
    "print(r6['time'][:])\n",
    "print(r6['Gill_Ux'][:])\n",
    "print(r6['Gill_TSonic'][:])\n",
    "#time_meteo=r6['time'][:]\n",
    "time_meteo = pd.to_datetime(r6['time'][:])\n",
    "vitesse1_x = r6['Gill_Ux'][:]\n",
    "vitesse1_y = r6['Gill_Uy'][:]\n",
    "vitesse1_z = r6['Gill_Uz'][:]\n",
    "temperature1=r6['Gill_TSonic'][:]\n",
    "print(time_meteo)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "38912f87",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2015-04-10 09:33:52.700000000    5.67\n",
      "2015-04-10 09:33:52.900000000    5.67\n",
      "2015-04-10 09:33:52.950000128    5.65\n",
      "2015-04-10 09:33:53.000000000    5.72\n",
      "2015-04-10 09:33:53.049999872    5.67\n",
      "                                 ... \n",
      "2015-04-10 23:59:59.800000000    7.00\n",
      "2015-04-10 23:59:59.849999872    6.88\n",
      "2015-04-10 23:59:59.900000000    6.90\n",
      "2015-04-10 23:59:59.950000128    6.93\n",
      "2015-04-11 00:00:00.000000000    6.92\n",
      "Length: 1039344, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "#range=pd.date_range(\"2023-02-04\", \"2023-02-20\", freq=\"2min\")\n",
    "series1 = pd.Series(temperature1,index=time_meteo)\n",
    "#series = series.sort_index()\n",
    "#df = pd.DataFrame(temperature,index=time_meteo)\n",
    "#df = df.sort_index()\n",
    "#series2=series.truncate(after='1970-01-01 00:00:00.003478709')\n",
    "#series3=series.truncate(before='1970-01-01 00:00:00.003547829')\n",
    "#df = pd.DataFrame({'s': series})\n",
    "#Tmean = df.asfreq(freq='60S')\n",
    "print(series1)\n",
    "#print(series3)\n",
    "#print(df)\n",
    "#pd.date_range(start='4/2/2023', stop='20/2/2023',freq='60S')\n",
    "#df[df.index.duplicated()]\n",
    "#T2 = series2.asfreq(freq='2min')\n",
    "Tmean1 = series1.resample('2min').mean()\n",
    "#T1h = series1.resample('1H').mean()\n",
    "#series[series.index.duplicated()]\n",
    "#Tmean = series.asfreq(freq='2min')\n",
    "#print(Tmean2)\n",
    "#print(Tmean3)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0ebf02b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GdiU8VBkoFR7rq/7kEy66deoAnTvH59x2dxwtVhlUrQr06uWMvkw1WrcGXn4ZeO89LuoAsHmzE1Reu5aL+w8/sIWFbzbUrFl8PsAU0yZNqPwA4P/+D/j6a2DKlPL5WxT/qDJQKjzr1/Po7sIZr/TG2rU5ByBaunZlgZcdMLNpE9CpU2pOGLvySsY2rDJYvRqYOhW4/HJWUa9ezXqJjh2BO+7wfu3atXSFAUxV3bDBcQsdcQQH6CjJRWMGSoXHuh+uuw746CMu4BdfHPt5rZvj+++jP0efPrwAtA62bWMVsp1+lorYqWcLF9L9c/bZDAD/+ivvb9PGqSkAmCm0ZYujDFq35vNttfXnn1NZfP898PbbqZdJVVlQy0Cp8JxyCkdKTp/OnfeuXSz2ihURoHdvtm+Ilrw8YM8eXq9Rw8l4SrVsIjeHHALceivdWi+9xNnJN97IthXVq7NCedkyYPt2Pn/dOh6tMqhSBejQgZbB7t2MN4weDUycSKWhJIekKQMRuUlE/hSRBSLyjojofkBJGHZ4zI4d3NE/8EDs5ywpAerWjS1l9eabuVMGqKCsXz2Vd8dZWZzMtnQpL2vWAM88A3zzDdC+PXDYYXyeHZdZWkpXWocOzjk6dQK+/dbJQOrYkUf79yvlT1KUgYjsB+B6AD2MMZ0BVAVwdjJkUSo+kyYBZ53F63v3cpBMPHbeX37JfPlYZgTv3s1mcADbUlx6Ka+nsmUAUO7TTgPataNlANDFtf/+wEEH8faUKfybWremK6hXL+f1J57IOMGuXbytyiD5JNNNlAGguohkAKgBYF0SZVFSlC1bOIYxFpYscRad/HxmExUW0pcdC2vX8hhLN8/duznDAODuuXdv4NhjU3/usA0iA07w+5prgJEjGSB+7z2mjF55JQP3vp/1mWcyg2jiROCii4CTT+b9ubmJl33uXFqIijdJCSAbY9aKyOMAVgHIB/CtMeZb93NE5AoAVwBAixYtyl9IJSWwi040Fa8Wm/rZoAEwbx7bKAP0aTduHP15162j/9v6wqMhL8+xDObM4e1vvw3+mlTAXTRm/0ciLD4DuNjbjK3c3MCWzmmn8bJ7NwPTsSroUEyezAK6OnVoyaRSAWKySZabqB6AoQBaA2gKIEdEznc/xxgz1hjTwxjTo5FNX1AqFXv3xuc8hYX80efmAocf7txvA5zRsmED/eE33siFJRry8hzL4J57Uq/YLBg2nTQnh1XTbmthzhynzfWMGaEX3Zo1Gdy/6KKEiQuAIzwBbhAKCxP7XulGstxExwBYbozJNcYUA/gIwBFJkkVJUWyrhlgpKmLQU8RxFwGxKxsr3wsvOLUMkXLppc4CWLMm8McfQKtWtGBSnVat2MEUAH7+mbEYy8sv0z1nDHDooUkRzy8//8zPe8+e1A7SJ4Nk1RmsAtBTRGqAbqIBAGYmSRYlRbHVufa6dadESv36XLiGDAEyPN/4JUsY/IyFE07gbvaHH6LPKLIBY8BJd125Mja3WDKw2VqW+vUZ74mkF9RLL7H/USLdZA0bRu7WmzGDFdRXX50YmVKFkJaBiPQSkRdEZJ6I5IrIKhH5UkSGiUidaN7UGDMdwEQAswHM98gxNppzKRUX9y7etpSIhttv5477s8+A33/nffGoMzj/fGfIS7RuojVrnGCmW6Z037U2aMDU2xtuCP8127cD332X2IK7BQuoxM84w0kACMXhhzM4XtEJqgxE5CsAlwH4BsBxAJoA6AhgJIBsAJ+IyJBo3tgYc7cx5kBjTGdjzAXGGPXgKV5kZLCa9YILuNOMBesmatiQbovjjnP66kSLOyMl2v5E3buzNw/grQxSPbU0FPb/9d134b/GpqTOmhV/edxs2MAspnDTWFPJzZVIQrmJLjDG+H5ku8Ed/WwAT4hIw7IvU5TYadu27BCUaLjvPmDxYlb4DhjA3WqLFt7dTKPhqKOYqpqZWTb+YAzdPY0bB9/l5+dTLoCWxsKFTMtMd2Vgaw8icXfZYrUZM4CWLZ3ZCfGitJRWgR1/aiu/Q3HccbQoU639ebwJ5SaqKyK9fe8Ukb4i0hYA/CgLpZIiEv8fS2EhZwLHkn++YAEwezazXnbvZg8gIPaWyXv2cDdbVMRUSjcPP8xiK5vG6g9jqAysv71NGwY3Tzkl+vhIqtC3L4/uQrNQWGvijjtYvDZxYnxlKi5mlbTdBITbxnzlSh5j6U6bDoRSBk8D2OXn/nzPY4oCIPY6gO3bvcce/vYbFUt2Ns1092SsaM5frRqrXMeMcdJLY1UGeXnOrt4X28L5/PP9P27lMsZRBuvWMfbwyivxiWkkk7p1o6vBGD8eePppp5trPLGppHXr8hiuZfDZZzzaTURFJZQyaGWMKZPkZoyZCaBVQiRS0pJYcrZ//hmoV8/bv+zb2z6WXVlhIWMGU6awwMm6dGJNLd2zh4v5xReXzYApKGC2kvWD+8PuTK0ymDsXOPdcZjqlO/n5VO6+WUahOPdcuvFOPZUB3ngWodnvUMOGTIkNd3Fv0oTfm4xk5V6WE6GUQbCchgj/zUpFxm1yR2ol2L727oCu744yFmVjLQOAmSoNG9J9YX3H0ZKXx/O+8UbZkY35+cDffzuD7i0lJeygagxf+8wzjD0ATiO3SFwrqUpODntCRZuF06oVj7G2InFjlUHXriyWs2NG3eTlcTiPm7/+YvpwvOpeUpVQyuB3Ebnc904RuRRAgmP+Sjrh3sFFmhpoZxRnZTn3+SqUWJTB/vvTRTRyJK2Pxo05bcs2r4sGY4BRo9hwDShruRx4II833+x9/yOPAKefzsWlenXg+usd68F2L60oDB1Kiy8a7GcRS98nf3Ts6AS3/XHJJXyOe+EvLaUbM9xU1HQllOFzI4CPReQ8OIt/DwBZAE5JoFxKmpGZyX4vO3bQfVInggoUu5BmZjr39e/PgKrtbxOLm2jMGB7POYfH2rV5LC6mAnrsMeCWWyI7pwiDw9bV5Cvfww9zR+k7/nHDBgaHbSbSsmXMnLEB4/fe0/GPADOLcnODL9yR0rQpLbg9e2gVXHxx2cC/tXDd30VLovsmJZugloExZqMx5ggA9wJY4bnca4zpZYyJoQxIqWg0bMjdkzHe4yXDwZ8yaNGCLY6rVmVQ0Xa1jAWrBI4+mjOQn3qKt++6K/JzlZTQhVFYyECpP2WVk1M2SPnzz3QDZWRwYercGfjxR+fxM89kJW5lp1o1fqcSkcqZmcmOqf5iM40aUWlYK9UYxjGASq4MLMaYKcaY5zyXyYkWSqlc9O/PoztAt2QJ20cUFfHHaPvdR8PJJ7Owq1YtZv9cfTUX4jVr+Hg0P/JVq7ij/+ADxh62buXAnOXL+fiQIVRivn7mP/+kq+rNN8sGkBVv3niDNSLx4q+/OGL099/5XfOXWrpjB7O67AhPEbqOgIrf2C5UBfIZIjJJRD4WkRg8rEpFZ9o0p87AdqsMl7592bHTKgWAC+nxx/N8P//MorFomT+fC3+tWtypl5bS4igt5e79yScjP6dd5HNyuHiccAItDDvi8e+/vZ8HcJdp01lnzHCsBlUG/pk2jQH2ePVp2r6d59y5k5+5v9RSW1Vuu5vm5zPNGVDL4HYApwI4DcBtIZ6rVGLcP5RNm8J/3d69zOy48kqgXz/v82VnUxmcfDLw7LPRy2ZTS+3sgoceojKoWZNFaDfdFPk53XOLAWfamXVrFBQAPXuWbXmxaBH94Js2qWUQikMPpcVl40axYnf2WVn8v/mzDN57j1aodSGtXMnEg6uvBnr0iI8cqUooZTAOwFueyweJF0dJV9zKINxiHoAuoBYtmPHjHoaen++0cahWLXIT/fPPnR43NrXUxh0aNKCbYO9e+uu/+iqycwPO35iTA1xxBRcMwHEv5OczhfHII53XiDDLqFMnBkdVGQTHDspZuDA+57NxnWrVgC5dGB/wpX59BvcXL6ZFYjvnnnBC9JlR6ULQbCJjzNMikgNAjDG7gz1Xqdy4d1mRKIP33+cxLw+4804n86egwFkks7IizyY66SQejaEiqVbNSXmtXZujJatWdVxTkboi3JaBu+DMuoEKCugy+u9/qRQOP5z3vfgiUxSzspgx88orqT/iMlnYWQnxSum036GsrMAN9B5+mNbAjh203qwymDSJinz//eMjSyoSVBmIiBhjgpZaeJ6TZt3XlXgTrWUQ6ByxWAa+fYz69AHat3cW7X/+4Y/7zz+BRx+NTtYOHdg2oWVL7/oIm2p67LFcxK64grcLC7mw3HwzlVHXrmzE17ZtdO9fGdh3X7aOiJevvlYtKmCbVeaPe+/ldwWgq8hOw3v1Vbr9KrIyCOUmmiIi14mI1xBiEckSkaNF5E0AFyZOPCVdaNcOGDaMft5IRlafcYZz3b3g33kn8PbbvB6pMqhe3Tsl8YsvgKuucoq7rOvGFrtFQ5s2bJuwzz5UBoMH835rGXzwAQvKLDt3Oo898gjw00+MlUyf7t2TSXHIyGCvpnj1KOrXj593+/acynahz8pVWMjLCScwttOzp/fGoqIHkEMVnR0H4BIA74hIawDbwRYVVQF8C+ApY8zcRAqopAeHH+49Xzhc3n+fP84lS7wXfNuaAQCee86ZExwONWtyMfYt+DriCCeYfPjh3uf8808GmMMtctq6laMu27Xj+apUoQJyN79zn3/nTqeOwh7HjKFbIhalpETHypUceOTGZhLtt59TQT5oENOAL7yw4iuDUEVnBcaYF40xvQG0BMdTHmyMaWmMuVwVgWIpKuKiFo3DsGVLHt3K4PvvnWKsfv2AQw4J/3zz53PHfvvt/IG3aQO8/jofsy6ddeu85xZ37uy0XQ6Hjz/mazZuBJo3Z2fLBx9kL54dO6hY3nuPzz3gAFo3dtH/9lu6rhYtYhCzSrImkacBTz/tzIiOlQ8/5DChjRvpfrIuIItVBnXqMN34hx9o5drK9UqtDNwYY4qNMeuNMdsTKI+SpjzyCBfaAQPoLgqH//2PimDUKGDcOMe/DrDu4IEHeP2337yrdIOxdi0X5bPO4mI/bx4LwXwzQTIy6EPu0wd46y3e585mCoVd2DMzucgAtAoaN2a8Y+NGxwJ4+mnuNu1r8vKY7754sf+MFsVh6VIqXvcmo7CQbsRI25pv3OhYA/Xq0QXlPq8dXVq/PovdPv2U/6fffqPCtpsVY+jiiwfjxlH5pEJBWwVvyqqUFwUFXPy2bg0/+2PlSlby7rMPF2U3+flO3/l77+VCPWNG6HN27+6MM2zaFLjc02bRt4K5alW6eMaP5+1nnomsi6k7M8UWlr37LtMSbRZM1678uzp0YGC5TRsuIj//zMK8f/6h60oJTLt2dLFt2uT8f9avd2ZPB7JEN22i689dyOhOLa1bl7fdk+YOO4xztzMzGWTeuZNKYft2DliybVZefx249FJ+J2Mdx7pkCd8zFdpjq4GqxAWb/VOjRvjZRHZ31awZK4TdPn53amkkAWT7GnucMoWv9x2hmJHBnfz27fzBz5oVvWUwfDivL1zI6VzWndC0KVsqtG0LvPMOn9usmbOoFBSoZRCKTp14dLcId7v3AnHqqexB5a4Adyvw/fen+9HX9VOzJr8vVhnk5vJ/dNBBTtHiwoX8rofbjHHt2uBKq2HD1BicE7YyEJGWInKM53p1EUnzWUxKPLEVw5EogzVruLOqUYOZN6e4+uD6ppaGU2dQWuqkDR5wAI9LlzJA7bvzOu44WhD16gF33837IvHdu5vr2UIzgArGLjDZ2VxcSkvpj167llaOrdC+9lpHkSj+iVYZWIvQXbDmVgannw5Mneq9s3/nHad40CqDzZupDMaNYwwB4BjVDh3CW8CXLuUGIFDLkzlzqHB8K9WTQVhff89Mg4kAPCVBaAZgUoJkUtKQggIu2pEqg+bNed1392+VC8AfbziWwZIlzqLRrh2PmZn+5xY8/TRbDLj56afw5AaYfvjKK5TNnRpaUsKFxFZW293jzp10i91zD62RHj1YGGeHwCv+adyY6cpuZe5WBoHmGPf2TG6fP9+5r2VLWguBFvHPPwcmTOD12rXZX2rjRrox772X/2+Ac5TnzKHyCIVV/DZN2hdb1Oab+ZYMwt0LDQPQG8BOADDG/A1gn0QJpfjn77+Zc50KXxxfBg/m7r5vX2dyVyh69nSsAV9l8PXXDBLax8KxDLZuda7fdRfTRC+91DmPL9bVY5VOJKZ6t248d5UqXNjbtqVbaO9eXh8/nq6FatWokNx1Bm3a0H21Zw/nGyiBEWGsyK243Z+ZHW7viw0Uu5XBBRdwdy/CTK4DD/SuRF671pmwN2ECFYcIs5kaNqSVYBsRBntvN/Y7HWhwkf0OhmPtJJpwwxaFxpgi8VTyiEgGgKirjkWkPYD3XHe1ATDKGPN0tOesDMyYwUBnaWlsjdsSwemnR/4a9yLtqwy6dnWu33abd6ZRIGw2iH39Aw8E/hEOHOgsBL//zmylQw9lcNeOyAzG8uVcHA491GmXkZnpXWcAcDGpU4fKwB1nmDuXivDTT53WGUpgrM9dBLjjDgbmN2wI3C/ItjkJlPWTkcFsLrdiWbXKsdTq1wdee82pcWnYkJbsypWMNyxd6iQqBKNKFbopA7XinjWLm4hUUAbhWgZTReROANVF5Fiwad1n0b6pMWaxMaa7MaY7gEMA7AHwcbTnqyzYxXLXruTK4Y9t25w87XAwxjuolp3Nndb55/P+l18GZs/mYwccEJ47xSqDe+7hj/W449gG22YMubHmOeDEGWbODP9vePZZptEClHv1au4mH3uMmUI5OU4n02uvZVaLWxnYmoaKMO840cyaRb/7e+8x1TMnh8VgF14YOIibn0/rbeJE57677nK+Rw0b8mgrjG0KsnUvffstJ9nZwsFGjfjcXr3ojmzUKLyEgyOP5ByFjh39V5rXqsV6lXRSBrcDyAUwH8CVAL4EMDJOMgwA8I8xZmWczldhSeW2Beedx348998fXorm9u3cUdu+8UOH8jh+PF0tV1/tzEX44w8G8ELhVgbffsvXGeO/qjgjg26hiy+mMrA7TN9CpEAUFzt1BDYmse++XCQKC73jJnffTcvJWg1u/7ddlJTAtGnDHfw559AiGDOGn/GvvwZeRPPzy3aDXbvWcfPUrcuF3loOv/3GHb8tMPvkE7Y6nzaNtxs25GuLi2mdNGgQnmUAcN52o0Z8j0WLnPu3bKHVW6uWk/CQTEIqAxGpAmC+Mea/xpgzjDGne67Hqznd2QDKhGJE5AoRmSkiM3N9O49VUuwCk4hRgLFSVMTFXYRBs1AB3127uDhal4zbX+/O+gBY1HXBBaGrm7t3d3b5e/ZwRw747wqakcEc/9de48JgaxrCtQzs3ws46Yvvvw989JHTrM4u+oWFVDLHHUeFddBBVJ733x/ee1V26tVz2o+fcw6vb97M/99nAfwTBQVcfEeMcO7bts3JHhJh8sKqVbx9xRWMyVnlbN1H9vFbb+WY1Pr1uaCfcYZjRQTjjTd47m3b+PyOHZ1BTUuX0pK8/nrghRd43377JS/DLKQyMMaUAvjDt1ldPBCRLABD4GdWgjFmrDGmhzGmRyNNxgbgLLCprAz28aQVhNo1udtJAzSnjz2WFoKvMrDHUD18+vZ1FIB1EwBOfribqlW9/fvW3RCNZWBnKb/yCrNGrDKwCu7MM+kmysig0snIoKUzMl62dSXgv/+loh0/nhZYLU9ieyCXqc0y+sC1smzd6p1KetJJ3rEpN3YDYbuUNmpEZVFayvvuuy+8BnpLlnDxdxcXWtlWenwhth3L3r20Puz3qbwJ103UBMCfIvKDiHxqL3F4/+MBzDbGhBGXV269lTvKzp2TLUlZrDKwejvUtDP7I67lqlb59lu2lvZVBtbcD9UbZts24MQTef3kk7lwfPuto6DcDBrEfPGMDFoRDRty5xZuQ7ziYkc+24a6dm0qGF9lULs2LY5Zs/g/DNe9oDjUr8+Au90I1azJo91U+DJ1Kl1z7tTTrVu9A86jRzs1Jqee6h3kffRRppoeeihvr1zJ3XuzZs4mIJwGgzt38v//0UfOwJzu3fmYtTqmTmUa8o4dTmdd+xuYN49prOVBuNlE9ybo/c+BHxeREphwfOfJwNcyCKUMfC0D33MBzo/OKoP8/OC96M8/nz5ktzvp2GP9P/eWW3i+UaP4PgceyEyicLn+eipmgEHKNWuA//yHyqBtW7oGrOvJZhPNnw88/jib2WmsIDaqVKFCCGQZ5OTQgnDHbo46qmwluv2uTJ3qbUHWqOG0JQecMZi21chjjzGrKT/fe56FL1YZ7LuvE0uzw5ZWreJjtWszdrFlCzPszjiD8a5DDw1suSSCsJSBMWZqvN9YRGoAOBYMSCth8NJL/ALZviypxHXX8UvdqhVwySX+d+NumjblomiLzgD+XXPmcEfvbuJme8cEKjCybNzo3yUUCLuzi6YvjDu7KSeH6YPW9eTbzttaBu5sIiV2atcOrAxsEoH7O/Pcc97P+egjxqJ+/51WQ7DEhz59mL1k4zz16tFltGFD8PkdO3d6W78jRjAAnpvLxb9lS+d7Pns2LZATTwyuYBJFWD8DEdkFp64gC0AmgDxjTJB9WnCMMXsAhNk9Pv0pKeEicP/9jq941y7uED/4ABgyJPQ5vv+eX+B58yLv2JhoLr7Yuf7qq6Gf36WLEzSzLF3KzIvMTO/sipNOYppmqPGQGzaEv5M6+2ymKmZm0vWwZQtjDiNHsno4FLNm0R3kVgp2rrI7Jx5w3Ed24UqFpmQVgVdeCaz8n3mG8Z9Gjfj/8Bdna9qUloOtPA+mDKpXZzDY/VqAPv5gyqB1a2/XVLNm/K6tWsVNT2GhUxj38cf8TtqCOGO4WbrhBroXE01YMQNjTC1jTG3PJRvAaQCeT6xoFQvrFnHv6teupUsk3ElOdjGxgadUYsUKxxdu5w4Ho7CwrM/VFp5t2gQ88QS7egJM4+vWLfhuqbTUu7NluNhdetWq/BGGU1UKAP/3f2X/b598QmU9ZgzdGDbt8aij2FZbLYP4cvzxjo/dl/x8pm1u2kRFsG4dlbLbzWoHKNn26KGsWTduZRCMp55yZmkAjrxHHEEZq1VzLIMFCxw5iopYCxOv+c/hEFXXUmPMJABHx1eUio1NWTzzTOc+u0O8667wzmELpdwFU6lC795cIAH6ZX37/vgyejQXd7dCsJW8q1fTp29zsteupRUR7IexbRvPFa6byAZ3bfZRuEFqizu11FKvHuMEvgHknj3pC/addKbExuzZnInhS2kpNxX2f1paChxzDDdT7upym0E2fTpw8MFON9lwCFcZ+NKli/M62wZln31o/WZlcU0YNIgptDajvrySKcNtVHeq63K6iDyCGNpRVEasMnC7g2xqo29xTCCsZZCKysC9ONapE15qafXq3guj7UFkrQp7vmXLuGi7C3Z8ycxkcNbONw5FRgbjG48+6ryXSOi4hMWdWmp5+20qLV9lUFREa+6qq/g/d/uQlei57z7GqnyxCn36dGYJLV7sfHdsUN/N8uW08iIZ29qwId03dnEPRL9+tAotOTl0Yf36q+O6ql6dbUkOOoiKoX59boisMiivZINwLYOTXJdBAHYBGJoooSoijRuzmMTtP7TK4N4wc7XsriZVlYFdHG32TDBsloWbli2ZdhcotTTYQl27NnDzzU7aXiiqVmWxmF04RLhTC1cZ+LMMPviA8RJfZfDbb1Q8v/7K+1KxTiQdqVXLfwDZ/k+3baMfft48p9LdpgFbFi1iG5ILLoishXmVKux8G2rzMWeOdwNFgJloPXuWfe7y5Yw/2PkedkOVUpYBgFeMMRd7LpcbYx4E0C6RglU0GjfmYuDeJXTqxMDQkiXOAhKMmTMZYDr11NRrTeFeHAP9SN3s2lVWGVxzDT8jX2Vgs4mCtcbOzWVRUDifI0C3QW6uM/gcYFvqdn6+1d98wwXctjcG/FsGdmCOb9sJ+3eOG0f3Wdxq9ys5duaAL/Xr83tgg65nn80Os7t2lU0tPfDAyOZruzGGwd9AVet793LjFiwd2nLeebRgXnmFymDDBlox55zjnXGXSMJVBs+FeZ8SgC1bGFB0d9YU4ZfTBj99Mcb7+QBjDhMmxG+I+qOPOjN8Y8FdhBUs5c/im3LnJhrLYNw4ZiCFskgs557LH5p7QZ840X93VNuQ7NNPuev86SfuNEeN8n6eVQaHHkorxe02A9gl9b//VcsgXtSt66Ts+laOV6ni/f3KynIK1eLFb78xe81f3AJwLPhw3ILVq3Md6NSJysBmEk2YEDqLLl4EXVJEpJeI3AygkYgMd13uAZACg9rShwkTmHFjqw4B+sJt0NXfIvboo9zl2CDV2Wd7Z0NMnx6bhbB3Lwtnomk/7cYY5nDbVsxDh3InFowzznCmUVnefZdZQ4cdxr/ZpomGoww2buQP3p9P2B821TOcYK7d4efnMx2wXz+6tA4+uOzzSkqYPfT4444ysC0Q1q3T4HE86dyZn/dFF9H9umIF71+2jG6fv/9O7PvbbKRAsSy7IQrHMsjMpDWwdCm//3fcEb6VGy9CZTxnAajpeZ5bv+0EEOMSUrmwpqR7V7h2rbOj8acM7I599WruDiZOpFl69dUslHnoIfa8CTc11ZeqVYHLLmMLiFgQ8c4e8jdZzJcLLyx73/bt9O/u3eud2dGoEX8kwVL/NmxgWmm4u+5bb2W7AXddwsCB3JW99pr3c60POj/fqUB9/nkqNLdCsEVnBQW0bmrVcuYZ1K9P37Eqg/gxcCALywYO5O3nngOGDeMiXVTkxI8SFYCtW5ff02CJDccdV9Y15Q+7Pvz6KxVZt268dOwY3kS1eBDUMjDGTDXG3AugpzHmXtflSc+0MyVM7D/bnX/vbpTmHtxtse0OsrK4QO7dy2yE3bt52bWLroo33wz+3qtWcVH6+uuyj3XqxEBVqPYRwSgpYaDMBryKini+YFbLunVlYwB2Jz19OoPq1kVWtSoDf8HM7Uirj+1u3704b9vmf/KYtUjy8pyF5ZFHOHPBzauvcmF46CEqALdievxxKh4tOIsfDRowgHvppVyYn3ySi2e1alTW113HpAB/G4940aGD95xlN82aAV99xYlpoXjwQVrUJ59MS3vrVm6M7OS18iBcz/MeEXlMRL4Ukcn2klDJKhhWGbg7Elpl8L//+R8VaYOZxcWOErG9+Xfv5uK0axd398Hy45ct49G3WG3UKOCmm3jdFrxEw/bt3CHbHcwLL3CXHqwddLt2ZX3uNlvql1/YTsCdNfX448DkIN84axmEi830uewy577q1f27oqw7YPFijri0+O7ys7L4N+zdW3aE5sUXc1EIx2WghE9WFoOuNiOvsJCbiWHDqHi//DK0yzIWundnH6FYx5e2bk0L3W547O88VOpqPAlXGYwH8BeA1mDTuhUAfk+QTBWSHTvYv8bdtsEWXAWqrN27l1kvLVqUVQa7djmLZUkJpykFwmav+A7QWLOGgbZzz+VC+NNP4adWuvEN+NoFL1AQuaiIVoGvf983ddb9udxzT/AWHOG2FLbY4TZXXeXcl53tX6n268chJ+5MMKCsMvjgAxaX+VMGW7dy55eK86srAtdfzwrw++5zlHeVKnSj2tuJYMQIxgP9WaWffcbfrm1yFy5uizIcl2u8CFcZNDDGvAqg2OM6ugSAn0xZJRBXXcUMk+nTnYXdLtLDhtH36cuUKXx+48ZcYFq3dvqgWMvAzvgNNv/Hum98n1NYyPz38eM5X7lfv8CzWoMRSBkEyuyxFoOvMmjShLtnmynlVgaBdu2Wk05yxlCGg+0j5F78A71HURGDetZSs0NNfJX41KlsReFPGUyaxIXJtthQ4s+QIeFX88eL+vWZ6u2PzZsZ7wtnprYvCxfSkrdVyuVBuMrANg1YLyKDReQgAM0SJFOFpH9/LjY9ezoZRYMHc/GZNcuZ9+tmxw7urrdupa962TIqlMsu4yJ+zDFOi+ZgKZW2R45vCpxtpQs4gdBffon8b/NVBqEGj9igua8y6N0b+OEHZ9hHuMpgzx4qznBm0lpsg7nRo537jjrKf8tr20rilVd4+/nnudj7qzOwsR1fZWAViL9iIyW9mTGD8b3Nm2nBWkvA/iajqTjv0CF4A7xEEG446wERqQPgZrC+oDaAmxImVQVkwQJnh75hg7PLrFaNi4i/xdyOx/v6a6eTZoMGzFUHOJx7xQpg7NjgysAWrfh+Ka0yqFuXwbYbbuC5/BVUBcPX3RXKTRRIGVh8lQsQXBksXUqL4v33meETDtZlZhUP4MRPfLHva2MitWvTpeab/21TS487rmzmk32/cCepKenD9u10FfXty9jF669zVx+LMkgG4cxArgqgnTFmhzFmgTGmvzHmEGNMPCadVRouvdTZWdqWtdOmMUfa3d7YH3v2sFT9mGO4CBnjBJ/3248ZLMFqBY4/nkff4GWPHk7g+pNPmAGTnx+5X7tpU+Ctt5zdduvW9K8HSqlr2pQBYd+JbXPmMGuoZ0/+kNyZNzVqBFYGttNoJAFku3sLlK2Rm8vMrdtv937fyy5jqmuvXt6KBHCUwcCBzBN3I0I3VrTVrkrqYservvUWj6tW0Tr87TcWuqVLOnE4M5D3gnOKlRgoLnZ6m//xB+9butT5Avnb2dtAUn4+0x5/+IEuo5o1uYuvV4858QceGHz3Yb+MdsdtuftuZjfVrEkF9dNPDMRFupOpV4+50XZxbNKErhU7P9aX/faju6tVK+/79+6lK2zPHidH3/LDD4xt+MNmckSSWmoHpbutk5EjnXM88wzlWL/eWxlcd13gz8fORgiUovr992wpolQs7BQzm5FnXa9nnRVdDC5ZhBsz+EVEnheRviJysL0kVLIKhu3d062bowzs7r5xY//FUra5Vn6+E3SuVo0ukw0baJ4aw1ROfwFoi03hDDSz1c797dOHi2CzCKNB27dTkbhTSbdto7Xhz8rYupUuMHedBeD8iN59t+yw+Pr1A7cTsJZBJMrg4YepvDp1cu4rLXXiDnbubHGxtzL488/A57z/fqePvm91slKx6dqVrl9jmNxRtSrHoAZyPaYi4SqDIwB0AnAfgCc8l8cTJVRFxPrhn3yS81PtfQCDx+4pShbrRsnPd3b11apxUfzoI97OyQEeeIDVyYGwBWXunHqAbouLL3YUUa1a3u8VLrNmMRNp3jznvjPPZAGNv0XxnXdozfj2XbIxgq++KlvQNW4cu0T6Y8MGZl1EYtEcdxzjLe724dWrO43mbKfJXbuA005jEz0gvClo/gLISsXm0EPpJjQmfQsLw5101t/PRYfbRIBt5HbQQQw0AWW7W1rWr+eu+uOPWT15yinePf7dxWM1a4ZuGb1rF3ctvm6Z9eu5i7ExhY0b6ZsPplj84TvAHnACuf5iIf4CxIBjGezaVfaxSZOcwPnatXTXzJ3L25dfztYdsTaAs2l8BQWOlbNzJ11gTz5JN5+t8/DHl19Suebnp++CoETHgw8yDTydmxCGO9xmXxF5VUS+8tzuKCIJrOureDz/POsJFi9m1osxXPAaNOBQlIsucp7brRt31SNHcjHaf38ulF26cOF3V8Hm5ARu5WvZtYtNu3791ft+m01kG8bZYGqk8xL8Le6XXcY0TX9B5EDKoHZt5orvs0/Zx9zZRG+/zc/z/fd5u317tp+OFXdDPPt5Dh5M11FxMVsdBEv3W7CAFl5+vloGSvoRUBmIyPkiYr2wbwD4BoBNplsC4MaESlbBOOEETlKaNImBpfx8tkvevJk78nffpYIwhpksTZty0fzjDy74775LN0znzmxSZ33dLVpwEQ3W+sHuzn0H1Vtl0Lw52zMPHsz746EMqlThOf018fJnSQCMC3zyCTOcgikDa0HYfk5ff01XVax06QJceSXluu8+Bnxvv53yXHghK6BtLMEf1hooKlJloKQfwSyDyQBsJ52Gxpj3AZQCgDGmBEA5N1hNbyZPZjqjDda6G9M1bsyFeccOJ+A6ahQXFdtXyNeHPnAgXTrt24e2DI45hkffWIBVBrfcQuvAToGKVBlYF5ZvtWR2tv9WG0VFNKcDLZhZWWUVRfXqTmM7tzsHYHX3M89EJrM/jjySn3PdusAllzCmUlzM97VWQ7C4hFUG55zjtCZXlHQhoDIwxqwDYDu35IlIA3jmHotITwBB9qKhEZG6IjJRRP4SkUUi0iuW86U6Q4awVYHNiNm9m26OU091xtpt2OAEe3/8kb2D3LRp46QsNmvGRXXnTvrSf/op8HuPGsWiJ19lcMoprA3IzaV1kp/PRS9SZXDkkYxv+A4U/+IL//2Chg5lcZs//+qJJ1Ke6dO973dbBraNh3u8oXucaCyUlvJzmjOHbbltUL16dX5G7nkUvlhlMGiQt9tPUdKBUC2s7YI/HMCnANqKyDQAbwHwM4o6Ip4B8LUx5kAA3QAE6Qqe/tgAslUGeXlMU/z4Y6eSdf16x3J4913v1191FQvP7EJ47bXckdepw7hDqKEuWVlllcHYsVy0Zszg7S1buKPt3z+yv615c8Y4rOyWGTO4Y/cd89ijR9nMJku1avw7fdNI77/fsQzcc4tLSqgQ7QCZWPj6a1orn37KLKivvuJnvH49FfY++wT/nKtXpxwrV5btEKsoqU642USzARwJppheCaCTMWZe8FcFRkRqA+gH4FXP+YuMMdujPV+qY4wzMN5tGZSUcDe5337M9CkuZktcW5j02GPc0R95pDOr1/rLs7Kchm5TprDIKxBNmjC4GShl1GY31arFRl82uyhcli7lwulbN2BdK+4ZDgAXe1tr4YsxbNLl65vPzHR23t26MdVz7FinvUM8LAP72dq6BXe9Rfv2oV9/8cVUqPfcw3RURUknws0mygZwPYD7wRbWwzz3RUsbALkAXheROSLyioh47StF5AoRmSkiM3ODteRMA+z4usxMBpF//dUZ2ZeRwYVm+XJnYpOdmbvPPlzktm1zhnv788H/+iuLqAIt9rt2MYD97LPOfYWFjDk88QSrmGfP5q52+/bgHVD98f77PL/vmD7r2/dtI/Hww8zz94c9h+3jZPn5Z7ptdu6kL/+FF/hZ2FqFeFgGVnn5KoNrr2VBXrhonYGSjoRbdPYWWHT2HIDnAXQE8HYM75sB4GAALxljDgKQB8Crm4sxZqwxpocxpkcj61RPU9zZNvXqsfdOzZq0BHzz0T/80OlfM2oUc9t793YK1Py1w3VbG/4oKKDF4U7zLCx0Funq1Vn/AHBRtxPWwsVdA+HGLq6+MwJsNbY/nnmGi6/vsJ/Fixnc3b6dr3/iCbq4atdmD5hBgyKT2R9WeVllYOsyjj7aCa4HY+ZMWgRLlmidgZJ+hPuVbW+M6ea6PUVEAhj6YbEGwBpjjA0TToSPMqhIZGXRH92uHRfsDz4AjjiC/me7QA8Zwh1vdraTGbRyJS2CYcOAl17iff4WGbcy8N0hl5Rwpzp5MovJbEM7d3sL33NFGkAuKOB5fAPC2dm0hnyVgY2f+KNVK86y9cVdA3DbbU720Jo1TAGNB76WwRln8P2sGy0UubmsDK9ePfKWHoqSbMK1DOZ4MogAACJyOIBp0b6pMWYDgNUiYj2xAwAEmCSa/mRkcOfapg0X+ksu4SCUUaMc3/mMGfSV2yDpAw/waHenhx5KN5K/DByrDPxV+9qF+LffgEcfde4PpAzsjOVIcM9FcPOf/3AXbwfwWIJZBoFwKwO3cpk8mW6uSGX2R6NGwPDhlPuNN6i8n3km/IHqbreYuomUdCNcy+BwAP8REZtY1wLAIhGZD8AYY7pG8d7XARgvIlkAlgG4OMTz05b8fLYq6NHDCXT6Ll45Ocwwsq4bu+gfeiiPjRsHTmsM5iaqUoWtG9580zumEEgZ1KoVvGbBH4GUQaDSfBtMjwS3MrCy338/P89LL2VKaqBGduFSvz7dT9FiP4Nrrw0cE1GUVCVcZRD3r7YxZi6AHqGeVxHYtInumdde464T4ML96KNsHT1unLMjz8/nImpbLNshKWvXBs7AGTiQC6S/3XaNGgwcb9zo3UguJ4fVtjZLyVK3buQDWG68kYVWvixaxL/x//7POxvn1lsj38nXqMHFtriYlsEBB7Bdx9VXUwnEI4BsO06uWMFjrwgrX6xlcOyxTjW3oqQLYSkDY8xKEakHoLn7NZ6UUyUE7vYLVaty0di927tfkLUM2rdnIdrq1d473e+/L5thYwkWrCwtdTqmui2Dxo3LVjUDfG87hS1c2rf3n3q5eTMtkvPP9348kswcS79+jnvoqaeoGH77jX9D69bxCdiWlDgDgEK1+PBHTg7bgyxezP9tpJ+joiSTsH5CInI/gIsA/ANPFbLnmNKdS/fs4eJ20UXA2WcnTw6bCWRdI3bht6mlAPuhG8OF8/zzy56jXr3AufSbN7OXTp8+DHq63TMLF7LnTq1aTsoqQCVhTFnf9lFHlc3kCcXUqbRMbGqsxbdthOX33/lZdO8e2ftYTj2V1ov9PE85Jbrz+JKRQbdaaan3ZxUu7dsz6H/wwZw3/dln8ZFLUcqDcPdTZwJoa4yJsNN9csnO5tAXO46xvCgu5kJv/dy+jdx++olujWHDHGUwZkz071dUxAyc556jAnS3QnDvpm2PIivDUUdxgtjRLpWel8cFrXVr717/wXjsMVbp+ioDt5/fzXXX0R319dfhnR9gps7NN7Ny+YILnPt/+IFWQzwQocx5eWVHhEbC3r2aWqqkH+FmEy0AUDeBciSEKlW4m7aDSsqLAQPo47b4WgYdOnBMXklJ2UDqZZcx7TQS3O4k3+6dVhm0bOk9s9fe79tc7vvv2RHVX7fRQBQUlD0PEFgZRBNALipi6+q//mKVr82cOvro+C68VuZolMHOncwamzdPs4mU9CPcn9HDYHrpAgD/NhcwxqT8bOT69ctfGfg2jTvwQFbQdujA2xMn0hXRooWziD7yCPDNN3RPuDuahoO7J5BvfZ5d9KdP5zCYW27xvt93929dUb5TyIIRKJuoenWezzerKNbU0oED2c8pEW4Y+/+IRhlUqeKMH1VloKQb4SqDNwE8CmA+PG2s04UGDZy5tuXF0KHsy//gg9xhjxvHKmLLSy9xQXQrjY0bWcF6xBHhu2cs7oXHDqopLWU3UzsNbOpUdkK1ysDu1n139NEqA39pnU2b+lfEwYrOAmGfX1TkFLklgltvZSFbNHEIt0yqDJR0I1xlsNkY82zop6Ue3boFHgSfKPr1ozKwQ90ffpi+7cGDuXPPySm7SNas6dQZRKoMAGYHnX2200Y6L4+dTgHgjjucaV3GcKceyE1ku3JGkl4ayE0UiGgsA7vQFhbyEsn7RcL110f/WhuA7tqVcRFFSSfCjRnMEpGHRaSXiBxsLwmVLE6MGcP8/vLEmLJ+/IsvZjM6wFn4r7ySQWSACsIYWgvRKIN169jddPJk3na7mh5+2KlktoqxY0cGZH3z86OxDN59Fxg9uuz9xjC7acIE7/tfew246abwzw9woW3UiEokkZZBQQHw0EPsLxQpIlRSAwZEXqOgKMkmXMvA08YMPV33pXxqabL48EPvoirrknGnlu7ezbbSNtDs9vt37Bj5e4rQEjngAAZVbVsLgErI7qTz8rigHnaY/yyrnBwq0EgWs0DyinA2QNu2wLnnOvdHOi/BnssO/hk9OnGWwRNP8HPcvBl48snIX9+tG+sMFi8Or+21oqQK4c4z6O/nkhaK4PXX+QP1ba8cCevW0c0TLr7tHHyVgW0G564zcA9aty0oIqVOHadQym0ZtGnjBHFt4dqePZTTd/CMCGczd+kS/vu+8Qbwyy/+H3NPKLN89hkH+0TLXXcxLpMImjfncd266F7/yy+so3jqqdDPVZRUItx5BvuKyKsi8pXndkcRuTSxosWHXbuY6hdpiwU3++3nnaMfCvdC16CB45+3yuCuu1ih6lYGgwaxKdo553DmQTQEUgYAd+a5uU4r5kceCVxYNXu2M4s5HG68sexkNkt2dlllcPbZrEyOlIsvBl58EbjhhrI1DfHiYI/zMxJl6EtJiQaQlfQj3JjBGwC+AeAZ0IglAG5MgDxxx6YIRtp8zeLeOYdrXdgJZH36cCduXUBWGdSvzzoDdz+h7GwGLydMcPz7keJWBh07MlW1QQPebtCA3TetbDbo66+Z3NChjDOES7CAbvXqkc0zCMZ33zH+snRp5K0iwqVzZ2aA3X57dK8//3wG61UZKOlGUGUgIjam0NAY8z48aaXGmBIAMTheyg8baAw0BSwUIqywBbz98MGwAeBTT+VxyBCmeNoe97Nns311mzZcfOKFWxnUrs3d81VXcWEqLGTzO5vOGixryd+85EAYE7jOAODf6J4bXFrqv9guHLKy+Pe1axdbxXYoDjww+kI2axWqMlDSjVBf+RngRLI8EWkAT18iz2yDBO3N4os7Pz0U553HKt0RI5zdfFGR88POy2OPn1BMncp21c8+yx41Y8YwbmGZN4/tl5ctK9vrPxZGjnTqCP75h4Vmv/7qjGF86CEGrPv2DZ4OGoky2LOHCsFdce3GN9Zis5misQyqVXMsvERlE8WK/Uy1HYWSboT6ylonwnAAnwJoKyLTADQCcHoiBYsX++7LHjzhZJ/YFMh27eiftvcNH04/daAFzxc7tnLFCl7OOYf++ssv5yJoFU2klcahcE/X+vFHtrZ46ilWPmdnU5HZ+cbBLAPfDqfBsG0rws2ciUUZZGU5yiBR2USxYpXUJZckVw5FiZRQyqCRiAz3XP8YwJeggigEcAyAeYFemCr06QNMmRLZa9xFajZFdMSI8FsUvP468M479B1fey0H27z5JoewAE4NQpcuTGUcPjzwuSLhjz+4E7/6akfRXHCBEzfYZx8nPfP00wOnj0ZiGRx8MH34du6CL//3f/wM7SjL7Gy6qqKJi7Ru7fxdqaoMsrOZGWZbjyhKuhBKGVQFUBOOhWAJc4+cPpS6mmz4UwYrVzq762AYw13h3Xez4RvgLGB21+guSIukuCsUv/zCQrJzz3XiG+76hX335ZAcADj55MDneeSR8BfbKlWCD4ufPx/YsMG5nZER3TwDAJg0iZZIx46p6yZq397bJago6UIoZbDeGHNfuUiSIGbPBs46i1WvwQabuzNe/CmDQw9ldk6olEb3OEnrN969m7ttm7njVgbRVBsHwt3MLS+P7+deNA87jAVxe/fSQsjM9D/fN5I02ueeY2VwoHkRvqml//zDOMopp3gHlsNln32AF15gTCYVefpp5zugKOlEqNTSAFNs04e9e+nG2LmTl+uvp9vGl6Iip/DLrQzcQ+bD8fG7lUGtWnRtFBd777S7dGEzNCC+7g73MJm8PFoF7tTR++9nDKNqVbqJAi3gc+Y4E9hC8eabwFtvBX7cN7X0++9pOUWTGnrnnXTXXXMNsP/+kb++PLAtKRQl3QilDAaUixQJxJ1N9NBD3MlOnFj2eXXrctc6ejR7/FgGDnSCgeEoA3cDuGOOYcZQu3beO/SMDMdqiOfC4bYMbrmFO3A3NWs6dQbBAsh33RV+o7UtW5yYRCCZ3JbB4sW8z1b6RsKff7JF9Ny58Q++K0plJ6gyMMaU8ySA+ONWBvPn83qgArSMDLYwdvfsGTwYeOABXg9niLvbMrA8+CBbFLifc9ttlC2eqaVuZdC0KXDQQd6PG0P3zIQJ8Ust3bLFv6vJ0qqV9yzgxYt5u0qobYgfqlVjn6WDDmKwXFGU+BHFTzK9cCsDu5v0t6tcuJAxhXHjnIwbgNdLSgK/zvLNN0wpbdCAO9hTTuGCdcwxwKpV3lPGqlala2XkSOD442P7+9z07QusXs34xhdfAB995P24CF1k8+fHJ7W0qIhutGCWwZ13su7Csm6ddx+mSHCno6orRlHiS4VXBrVrAyedxJ2y3dn7W9Q3b+Y0sgsuYLqn5YwzWIz23/+yf1Agxo9nsDojg9ku9evTAvnhBw6zcbfRzsjgLjccSyMSqldnrUFWFgve/LWVrlGDmUahLINwZkDYmQzBlIEvBQXRB83d1laqZhMpSrqStDpJEVkBYBfY1qLEGJOQ/JBGjdhGGXCUgL+pXO5WE77ZRE2bsoArGPn5bB+9dSvw3nu0DGxc4NVXqSjchUiFhVysTzjBO0YRC5s3s5HbKac4AWRfqlfn33r//WwV4Y9w3USNG/Pv8O186mbcODbg++knKp/vv4++VYPbpaaWgaLEl2QXzfc3xmwurzfr0IFppvfcU/axYMqgZk1m2OTkcMH3x7RpwPr1DNredBNrDGzq5N69gXeywRbSSNm+nfUNtjjLd3AN4FgGwZTbTTcB//lPeO8ZqpJ482aO88zP5wK+337hndcfI0eyVuKKK1QZKEq8qfBuovx87mCffZY+dH+KAPB2Hfmmltasyd32gw/6f60xVAQAMGMGj+46AyDw4pXI1FJ/7TP235/WwZw5gd1UnTuHZ63MmMEK640bAz/HuoRsltUTTzjT2KLhqKOYzupP0SmKEj3JVAYGwLciMktErvB9UESuEJGZIjIz1zbUiYLMTC5WNoPo1VeBM88s+7w6dVjI5Bs8tZaBHUjjjy1bnOt2YczOpiVh++L7WgY2vTVRRWd79vh3E339NTuZHnxw4IE9CxaUDT77Y+5cFoAFcylZBWXTS++6izJEw9ix7PP0n//E93NTFCW5bqLexph1IrIPgO9E5C9jzL+Z8caYsQDGAkCPHj2idqZUrcosmt276brZvNl/wdOQIbyMH+/d8O2BBzjg/JdfAmcTNWxIy6BJE0cZVKtGl9K8edxp+1oAdgFNhGWQn8+isUBtou0Ur0AumwkTgMcfDx03WLuWn+2++wZ+jtsyMCZ44DoUGzdynsGPP9Jy8TeLQVGU6EiaMjDGrPMcN4nIxwAOA/C/4K+KHBH6tbdtY/po/foMetq2zr6cd5737euv5zGYZQA48QFbWewOUv/yS9nYwGef8WgH0McD98IbqKjrrrucuommTf0/x2YTGRN8wV21igowWNygcWOmvGZmOueMVhnY9+nfP76xFkVRkuQmEpEcEallrwMYCGBBot4vK8tJg7TdNX13+U89xXGTixZxJCXARXXhQiqBnJzAlsHy5fSdA6xYXr6cufTr1wM9ezLP3t+IyXbtAnf7jIYqVfh33nYbq62nTy/7nL/+cp4b6L3tohsqvXTlytDdR/v1Y1C9XTvv6uxo0HRSRUkcybIM9gXwsXDbmQFggjEmSk9yaM4+mymmAF0af/3Fhd3dknr5clbHnnMOF/JPPwWWLGEHyg8+AO64o+z4Rsv69YxFPPMM6xTsbn/vXi7I11zDneyQIc5rQlka0VKvHrOKRozgous7T9laD40bBx7AYt1LocZTFhZGVkFtq7NjtQwURYk/SVEGxphlAMqt0e/YsUxvfOghLl4bNjhVxZbt2+nqcRdc2dhCnTrAEUcEPr9d5Lp2ZeHaP/9wSLxdbNes4UwFtzL47395LC6ObgRkIB54wAkc+wsg2wyjF14IfI5g0+F27WKb7LvvZjptKHfN8uWspRg9mq09Nm+OPvhrXV86RUxR4k+FTy21VK9OF8511zFT5o03vBcyqwysbxtwlEHdunQdBcqCscpg0iSmoD79NG+7Fy1fF4edJxDvhe2VV+gmAgIrg1q1gs8zOOMMBqD9zW5YtIiKzCrHUEHcqlVpiW3aRNdUgwbhT4zz5aSTOHA+miZ3iqIEp1Iog+7dgUcfZf+ggw/mQjZqlHeh2fbtdLH4UwZ16jC3ffBg/zthu4OeMIGuIRtMDlZn8O67zOpJREaMtXr8KYNWrbi7X7ky8OubNmWsw5/FcthhtD5WrWIFs/sz9IcNpOfl8e+9807GYaLlppuAl1+O/vWKovinUiiDkhIn+LtgARf5hg29F8vu3akkAimDnBxOQ/M3uMQY7qIPPJC3bcwgK4vKByirDKpVYyZOvHEv8v524Fd4KjrGjQt8jmXL2Esp0MyBq6/mcfny0Lt8qwx272Yq6sMP8/zRcvDBoQcMKYoSOZXC+5qVRdfQAQcAY8bwPt8Ztc8+y+PkydzdA0xhHDOGi7t7UfNd2IcOZVHb6NHswWNTVmvUYGFXvXrllwlTpQqVVoMGrNb1xdYYBEorBVhZfOmlnJHsmwX13nuMN7z2WuDeRm6ysqhgd++OPZtIUZTEUSmUgV2I8/K4wHXpAuTmstV006beuf5HH+1c79DBURpud0eg/v02s8Y917hu3fA6gMaL3FzOZJgwwX/2zYsv8hgsaB0sgPzPP1R4330XvoIbMoRtMFQZKErqUincRHZxa9KEC9ELLzCoeeedLEL75x8qhRdfpD/7t9/4/MWLnSEq1qXkTgddt44+82++YfqqbeV88808GsOq55deKr8MmPr16bIqKOCIS1+s1ROsYVywOoOdO/l4JJbOxIns2KrKQFFSl0qhDGzmjHWN2PoC29p67lzWCuzdy9bOtmPnqFHMrAHY/uD7750hNcZwQR06lIrlvffYdmLrVuDcc/kcESqX66+nFVJejBjBv8M9UMfy4IMMXvtzIVmCWQY7dnjXZ0SCKgNFSV0qhTK46Sb6723A1ncxW7yYR99son/+cVw/++4LDBjguIusK6hTJyeonJMTuL2Ee3paomnUiO2e/Y2WrFGDbbyDZTFZZeAOls+cySyknTv9V1MH46STaDmdfjoVQseOkb1eUZTEUyliBgBw+eXObGOrDC67jDtd25jOXWdgDJXExRfzsR07WGfQqxcrlG3WTr9+TqpkMNeJTTdNB3r04GhMqwjtKM2LLqK1EWlfoN27+fmJaEsJRUlVKo0yePJJZ6dcqxZ39L17c4H74gve36CBoww2bOAiZofZrF/P3e2ECcAnnzi+9+XLuYMWCT7BK54N6RJNzZp0eVlsu+2FC4HXX4/8fDk5/PymTAE+/pjppf5qIBRFSR6Vwk0EeLtMsrI4GH7XLuD335mBc9ppQNu2jjKwrqP27Xm01sScOYwB3HQTb3/1FRe2Vq2Cu17SyTLYto2ptn/9xXGdd9zB+6+8Mrrz2T5Ms2YBzz2nHUcVJRWpNMrAl2nTuKgPGMACrIkT2cXzyiuBd95hg7rPP6fLBHD85Dat1AaWa9XiYhmokOqRRxgwjTbomgy2bgVuuIH1Bk2bss3GkiXMCDrmGAbWIyEnx7vOQF1FipJ6VBo3kS8242fAAPbhsb37O3d2XCSDBzvPr1GDbiCbTdO0KathQ9UQ3H47ewWl0yAW9/jMxo2B44/n57NhAxvx2UrrcDniCCqAggJaaNpoTlFSj0prGViGDOEELZvhsngxYwLTprF+wCJCJfDQQ8yo+fxzulCKihiPuOgi/+fv08dxKaULVhkUFjKL6K23aCU0acL7+veP7HyXXsoajsJCnjudFKOiVBYq7R7t5pu52x06lLdtJ8x33wXuuYfdR//6y7up2nffsYFbSQnTTgEqg9mzaV34Y9o0Xmwn03TAbRl88AHnNNgZxgBbUkdDaan3BDhFUVKHSqsMHn/cuT5jhpNGads0rF5NF4mbQw6hu+O665gZU1TE7Jrbb69YfnD7txQU8FKtGnfzf/9NV1Gk8wgefphFcHl5wBNPxF9eRVFip9K7iQDm0NvAsO3C+c8/ZbuKTprEBa1RI2YidetGJVJYGHwKV7rthjMymDJ7ww2Oawdgf6E+fSI/nzG0LMqzR5OiKJFRaS2DQNi5wNu2lbUM7ruPxwcfpFIoLgbefpsWQiDLIDc3Pcc12tnGhYWxWz327x89mpbGAw/Edj5FUeKPWgY+uIfE+1oGNgvG7nBXraJiaNqUu2Z/NGyYXmmllqefZjFePJSBff2XX/KiKErqoZaBDz16cKZBtWrO7thy2GHA0qVMOR03jq0oVq8GXn01KaImlMcec2YX28FA0WKVwY4dkfc1UhSlfFBl4EPduoFTJ2vXZlppjRq0INq1o3KoiGRn06Vj+zbFQqdOwFVXAf/7n3YsVZRURd1Efrj+erax9g14rlvHnkQ7drAL6erVjBdccAFw113JkTVR2CKxiRM5JS4WevfmTIecHFUGipKqJFUZiEhVEZkjIp8nUw5fnnuOgWHfxnNPPUWftx0MM28elcH06Uy7rEhYy+CZZ4Dnn4/9fHv30qKyA4AURUktkm0Z3ABgUZJlCIjvPIB69dia4ayzeHv0aA6tyc+PPPc+1cnOZvA4HgHkzz9n8P3xx6lkFUVJPZKmDESkGYDBAF5JlgyBaNuW8YBA7NrFY8uW9KlXRGXw1VesnP799/illrqH5SiKklok0zJ4GsBtAEr9PSgiV4jITBGZmZubW66CLVkCLApir0yYwOMXXziVtRVNGdSpw/nOQPxSS888E3gl5VS/oihAkpSBiJwIYJMxZlag5xhjxhpjehhjejRq1KgcpaN7KNigmmHDnIlfo0axyV2bNuUnX3ngXrTjZRmsW1e+s6AVRQmfZKWW9gYwREROAJANoLaIjDPGnJ8keSLi4IOBFSvYrRRgXUJFy59/+WUeH36YXUdjwa1MNJtIUVKTpFgGxpj/M8Y0M8a0AnA2gMnpogjc2EWuqCi5ciQC27jv/PPZiykWmjQBhg/ndVUGipKaJDubKK2x7o/27YEPP0yuLPHGpoA2b84OrbHQpInTj0iVgaKkJklXBsaYH40xJyZbjmiwymDbNo51rEi45zh88UVs5yotBbZsYX2G7Q6rKEpqkXRlkM6cdRbHQAIVL5vIzn4GnNnF0ZKbSwtjxIjY4w+KoiQGVQYxkJ3txA0qmjJ48klg7Fhed085iwatM1CU1EeVQQwsXsw+RkDFUwaA8zfFahlYhXnTTcDUqbGdS1GUxKDKIAZWrODsY9vFtKLRsiWPthdTtLiH+2zdGtu5FEVJDNrCOgbsIvf550DXrsmVJRH07s3geKxFZxmub1k8WmIrihJ/VBnEQL16PFbU3W6VKpzvEA8yMoCSEs42UBQl9VA3UQy0aMHj6acDa9cmV5ZUZ8gQ4IAD6FJTFCX1UMsgBqxlAHi7QpSyNGkSe+xBUZTEoZZBDIiwaylQMbOJ4snzzwPPPptsKRRFCYQqgxgxhkdVBoqipDOqDGJk/HgeMzOTK4eiKEosqKc7Rl56iVPBFEVR0hlVBjHSvz8viqIo6Yy6iRRFURRVBoqiKIoqA0VRFAWqDBRFURSoMlAURVGgykBRFEWBKgNFURQFqgwURVEUAGJsc50URkRyAaxM8Ns0BLA5we8RL9JFVpUzvqic8aUyyNnSGNMonCemhTIoD0RkpjGmR7LlCId0kVXljC8qZ3xROb1RN5GiKIqiykBRFEVRZeBmbLIFiIB0kVXljC8qZ3xROV1ozEBRFEVRy0BRFEVRZaAoESMikmwZwiFd5FRSA1UGMaI/uNgRkexkyxAOItIRAEyK+1ZFJBOgnCKSFr9x/R3Fl2g+T40ZRIiIDAJwAIAsY8wTyZYnECLSH5SzujHm6SSLExAROR7A+QAeMcbMT7Y8gfDI+TSAC4wxM5IsTkBE5AQAx4P/98uSLU8g9HcUX+LxeabFriFVEJE+AF4BUAjgKBH5VEQ6pNruS0QGA3gWQE0AJ4nIh0kWKRgtARwKYICIdEu2MP4QkQMAPAPgKmPMjFTdxYrIAACjAXwB4AAReTbJIvlFf0fxJV6fZ0p9+GnAEQDGGWPGGmNOArAEwAgAbYHUMHVFpAWA2wAM8+wQTgJQKiKtkipYYFZ6Lp0BnCkiTUWkvohUS7JcbjIB/GyMmSIizQDcISIPiUgXEclJtnAuzgDwmjHmawC3ACgSkctFpF4qfDddpMvv6Hakx+8oLp+nKoPImAGgsf1CGGNuAbAJwJOe26ngcysC8JQx5n8iUtVz3z4A2iVRpmD8DuBLACMBVAPwGID3AdRLplA+bADQUkQGAhgHfsaNANwAKrGUWMAA/AFaBBcC+BhUYoMBvAygcTIF82EGgCYp/jsqQfr8juLyeaoyiIw1AKoCOEJEagOAMWY4gCoikhL+WWPMBgA/eG6WGmP2AJgPYCcAiEjfZMkWgDwAJwDYCiqGwQC2A8hKokz/IiIZoDyTAQwEMN8Y84Qx5nIA2wBcAKTMAjYDwD8A+gP4xhhzgzHmZAClAG5OpmAisp+IVBORGgD+BJCBFPwdWTkBbDLGfOy526Ta70hEWohItohU98iVAaB3LJ+nKoMgiMgQEbnT3jbGLAXwHrgAnCgibT0PzQR/cEnBj5y7PEe7QFUDUE1EzgbwpsfVUe74yikiVY0x+QA+ARerewDcCiqG85PlKnLLaYwpMcbsBfAt2D3yEBHp53nqfAAlHoWRVDkBwBgzyxjzGIAnAKwVEWtdTQWQlyzrxeN7fxe0qkaAltWbSL3fkZVzPIB7RaSN56FU+x2dBFp+r4ExoiYAHgfwHwBDov08k/IlTgdEpAeA1wFkiYgYYx4EAGPMFyJiAJwOfvA7ABwHZnCkjJw+7ALwCPilPtEYs6Y8ZQT8y+lZZAGatPcCuMwY87GIfAugyBhTmApyAoAx5ncReQrAaQCuE5HzAAwAcLIxpiRV5PRQDOAgAFeLSC0AJwI4OxnWi4gcDborzgMDsUMA9DXGfC5MKT4FqfE78pXzRAAdASwDN817kRq/oyagArgS/N0cAWACgIvAGMeNYLB7OyL9PI0xevFz8XyQgwDsC2ABgLt9Hm8F4HAA1wLYPxXlhJM6fAOAvwEcmIpyeh5v4jlmpPj/vbbnf38y2Cs+VeU8HsBwAC8k+f9+J4CrXbfvAIOd9nbLFPkd+ZPzLc/1VPod1QB7FWW77jsbwBxQedXxfJ7DIv08k/IHpcsFQCPPsZXnB3eP67G6yZYvTDlzwKyCVikuZwPPUVJczvrJli9MObOTIZMfGQXAfq7b/XyUQY1kyximnFlgHn+rFJDzUwCv+tx/JWgxZEV7bnUTBcEYkysiVYwxK0RkCIBPRWQrOHXoKBG5HkCh8fw3UlTO/uCOp9xdGb4EkTMXQH8Ruc4kwTXkSxj/9+tAN1aq/t+3ADgy2d9Pj/vKAFjrunsHPJlNInI+gNYi8iiA4hSW8wJQ4T5ojElmTEOMMUZEzgQwWUQeN8wcAoDpAI4E3VlRocrAB8+P699/uDGmVEQyjDHLROQg8EuyE8CxxpiCNJEzaYogQjmTpggqqJwp8/10UQJgq2eBvRXAGcaYovKVziECOc9MliKwSsCjCKoaYwo8CmGiiLwOJl90A11udcAEjIhRZQDA8yOqBWCNMWaZ7+OuxfQw8Md2jDHmz3IUEYDKGW9UzvgSSk4PmwAcDaA5GNReXF7yWaKU86/yks8iIo2MMbkeJWAVwl4AMMas8WS1jQPwIICeAC40xkSlCOA5aaW+gDnuuQCeA4NDFwJoHuC5gwC0VTlVTpUzOjnBzJzvAXRVOYPKeRKA/wG41HWfuK5XtfeBtU+1Y33PSt2ozpPa9iyATwxTRo8DcA6A2QAmGmPWBj1BOaFyxheVM76EK2cQl4zK6S1nG1ARfQ32G5pnjHnd85iNb3hdjweVuujM0Ke6HcBAj9/1azBt6xAw8ApJgeZZKmd8UTnjS7hyJnOBBdJHTgCrwLqBB8DCsZ4icgnwb1tysdfj+aZJ/yKlAB+BRTp9PZp2GlhlfL+INE+BL4ZF5YwvKmd8UTnjhGEMaJoxZh2Az8EK8n8VAoBmViHEk0qnDETkCBE5yPVhLoDTH6e/J1r/BdiLpqHKqXKqnCpnectpnEDxDtBdNBVABxH5CMBXYPFjfElGcCRZFzA7oBT8x3eHE4SpC7ZDeBLAfwFcDXaqbKZyqpwqp8pZznL6LbwE8DbY7r1bIuSoNAFkYdOzS8FMgjYAeoFfiPnGmBJhX/r9AZwK9iZ53RizQOVUOVVOlTMJcs41nsVZ2EK7K4AfAfQxiZoImAxNmKwLgKYAqnmu3wdgEhg8yvB5XrL746icKqfKqXJW8Xlek0TKUWksA4tPatb9ALoAuAbsVZ9tjHk53ilbKqfKqXKqnFHKeSzYv+mlhMuZTI2YrAuATNf1GwAsBX1xnZItm8qpcqqcKmcy5Kyw2UQiUtdzFNd99u+t6nrqejCL4HiTnBL+up6jyhkHVM74onLGl1SWs0IqA+HgjzUi0tMYFml4TKxSEekD4G0RqSkcEdcADMosVDlVTpVT5ay0cibbNEqQudUfQD44U7eP6/4O4JzYk1z3VVU5VU6VU+Ws7HJWyACyiGSCPred4Ci4QWBb1xpgRP53SYGyc5Uzvqic8UXljC8pL2eytGQCtW8GgHoAvgRTtoaCQyvykaSiEpVT5VQ5Vc5Ul7NCxAxEpL2I9PJoXhhjtoE9PeqAHQmrglOqaiZPSpUz3qic8UXljC/pIqcl7YfbiMipAB4CtexaALNE5FUA6wB8CCAbwFkAWgAYLyJ9jTF7VE6VU+VUOSu7nF4k2zSJ0fTKBDsO9vbcPg3A4wDuBlAfwMsATnY9v57KqXKqnCqnyln2UhHcRLUBtPNc/xjAZ+BIuzMB3GKMmSTs7QGwl3myUDnji8oZX1TO+JIucv5LWisDY0wx2HnwVI+ZVQrgZwBzAPQBW9XCOO1gk5I6pXKqnCqnyplqcvqS1srAw08AvgVwgYj0M8bsNcaMByP23ZIrmhcqZ3xROeOLyhlf0kXOf0n7ALIxpkBExgMwAP5PRA4E54buC5Z0pwQqZ3xROeOLyhlf0kVONxWm6ExEsgD0BnAlgAIAzxhj5iRXqrKonPFF5YwvKmd8SRc5gQqkDCyeoIwxKTDLNBgqZ3xROeOLyhlf0kHOCqcMFEVRlMipCAFkRVEUJUZUGSiKoiiqDBRFURRVBoqiKApUGSiKoihQZaAoiqJAlYGiKIoC4P8BTZZOF2SueFIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "file_path = file1+\"_temp.pdf\"\n",
    "fig = plt.figure()\n",
    "plt.plot(Tmean1,'b--',label='z4=7.29m')\n",
    "#plt.plot(T1h,'bo')\n",
    "#plt.plot(time_meteo, temperature_surf,'r--')\n",
    "plt.ylabel('Température (°C)')\n",
    "plt.legend()\n",
    "#plt.xlim(tmin,tmax)\n",
    "#plt.xlim(datetime(2023,2,3,12), datetime(2023,2,21,22))\n",
    "#ax = plt.gca()\n",
    "#hours = dates.HourLocator()\n",
    "#dfmt = dates.DateFormatter('%H:%M')\n",
    "plt.xticks(rotation=45)\n",
    "fig.savefig(file_path, bbox_inches='tight')\n",
    "#fig.savefig(\"T_Clairiere_2m.pdf\", bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "af74a7b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "Useries1 = pd.Series(vitesse1_x,index=time_meteo)\n",
    "#Useries = Useries.sort_index()\n",
    "#df = pd.DataFrame(temperature,index=time_meteo)\n",
    "#df = df.sort_index()\n",
    "#Useries2=Useries.truncate(after='2023-02-08 19:11:54')\n",
    "#Useries3=Useries.truncate(before='2023-02-08 19:12:19.9')\n",
    "#df = pd.DataFrame({'s': series})\n",
    "#Tmean = df.asfreq(freq='60S')\n",
    "#print(series2)\n",
    "#print(series3)\n",
    "#print(df)\n",
    "#pd.date_range(start='4/2/2023', stop='20/2/2023',freq='60S')\n",
    "#Useries[Useries.index.duplicated()]\n",
    "Umean1 = Useries1.resample('2min').mean()\n",
    "#series[series.index.duplicated()]\n",
    "#Tmean = series.asfreq(freq='2min')\n",
    "#print(Tmean2)\n",
    "#print(Tmean3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "69255cc9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "file_path = file1+\"_velx.pdf\"\n",
    "fig = plt.figure()\n",
    "plt.plot(Umean1,'b--',label='z4=7.29m')\n",
    "#plt.plot(time_meteo, temperature_surf,'r--')\n",
    "plt.ylabel('Downslope velocity (m/s)')\n",
    "tmin=np.datetime64('2015-04-11 05:00:00')\n",
    "tmax=np.datetime64('2015-04-11 09:00:00')\n",
    "vmin=1.\n",
    "vmax=3.\n",
    "#plt.xlim(tmin,tmax)\n",
    "#plt.ylim(vmin,vmax)\n",
    "plt.legend()\n",
    "#ax = plt.gca()\n",
    "#hours = dates.HourLocator()\n",
    "#dfmt = dates.DateFormatter('%H:%M')\n",
    "plt.xticks(rotation=45)\n",
    "fig.savefig(file_path, bbox_inches='tight')\n",
    "#fig.savefig(\"T_Clairiere_2m.pdf\", bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0911693f",
   "metadata": {},
   "outputs": [],
   "source": [
    "Vseries1 = pd.Series(vitesse1_y,index=time_meteo)\n",
    "#Useries = Useries.sort_index()\n",
    "#df = pd.DataFrame(temperature,index=time_meteo)\n",
    "#df = df.sort_index()\n",
    "#Useries2=Useries.truncate(after='2023-02-08 19:11:54')\n",
    "#Useries3=Useries.truncate(before='2023-02-08 19:12:19.9')\n",
    "#df = pd.DataFrame({'s': series})\n",
    "#Tmean = df.asfreq(freq='60S')\n",
    "#print(series2)\n",
    "#print(series3)\n",
    "#print(df)\n",
    "#pd.date_range(start='4/2/2023', stop='20/2/2023',freq='60S')\n",
    "#Useries[Useries.index.duplicated()]\n",
    "Vmean1 = Vseries1.resample('2min').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "99e5879b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "file_path = file1+\"_vely.pdf\"\n",
    "fig = plt.figure()\n",
    "plt.plot(Vmean1,'b--',label='z4=7.29m')\n",
    "plt.ylabel('spanwise velocity (m/s)')\n",
    "#tmin=np.datetime64('2015-04-11 05:00:00')\n",
    "#tmax=np.datetime64('2015-04-11 09:00:00')\n",
    "#vmin=1.\n",
    "#vmax=3.\n",
    "#plt.xlim(tmin,tmax)\n",
    "#plt.ylim(vmin,vmax)\n",
    "plt.legend()\n",
    "plt.xticks(rotation=45)\n",
    "fig.savefig(file_path, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e3e5e3cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "Wseries1 = pd.Series(vitesse1_z,index=time_meteo)\n",
    "#Useries = Useries.sort_index()\n",
    "#df = pd.DataFrame(temperature,index=time_meteo)\n",
    "#df = df.sort_index()\n",
    "#Useries2=Useries.truncate(after='2023-02-08 19:11:54')\n",
    "#Useries3=Useries.truncate(before='2023-02-08 19:12:19.9')\n",
    "#df = pd.DataFrame({'s': series})\n",
    "#Tmean = df.asfreq(freq='60S')\n",
    "#print(series2)\n",
    "#print(series3)\n",
    "#print(df)\n",
    "#pd.date_range(start='4/2/2023', stop='20/2/2023',freq='60S')\n",
    "#Useries[Useries.index.duplicated()]\n",
    "Wmean1 = Wseries1.resample('2min').mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "abd60c2f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "file_path = file1+\"_velz.pdf\"\n",
    "fig = plt.figure()\n",
    "plt.plot(Wmean1,'b--',label='z4=7.29m')\n",
    "plt.ylabel('vertical velocity (m/s)')\n",
    "#tmin=np.datetime64('2015-04-11 05:00:00')\n",
    "#tmax=np.datetime64('2015-04-11 09:00:00')\n",
    "#vmin=1.\n",
    "#vmax=3.\n",
    "#plt.xlim(tmin,tmax)\n",
    "#plt.ylim(vmin,vmax)\n",
    "plt.legend()\n",
    "plt.xticks(rotation=45)\n",
    "fig.savefig(file_path, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3a810eb3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "395aab1c",
   "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": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
