{ "cells": [ { "cell_type": "markdown", "id": "10011d11", "metadata": {}, "source": [ "# Données climatiques et hydrologiques - IRM\n", "\n", "Les données journalières historiques proviennent de l'Institut Royal Météorologique de Belgique (IRM) et sont disponibles en open data pour le milieu académique.\n", "Si vous êtes dans ces conditions, vous pouvez les consulter et les télécharger à partir du site officiel de l'IRM : https://opendata.meteo.be/\n", "\n", "Les licences d'utilisation sont disponibles sur le site de l'IRM.\n", "\n", "D'autres données sont disponibles en accès libre, que ce soit sur le site https://opendata.meteo.be/ ou via leur serveur FTP : ftp://opendata.meteo.be/.\n", "\n", "Il s'agit notamment des fichiers Excel (ou PDF) des données de précipitations extrêmes (QDF, coeffciients de Montana...) ou de statistiques climatiques établies pour chaque commune." ] }, { "cell_type": "code", "execution_count": null, "id": "8e6cd6c0", "metadata": {}, "outputs": [], "source": [ "# import _add_path # for debugging purposes only - must be removed in production\n", "\n", "from wolfhece import is_enough\n", "if not is_enough('2.2.57'):\n", " raise ImportError(\"wolfhece 2.2.57 or higher is required\")\n", "\n", "from pathlib import Path\n", "from IPython.display import HTML\n", "from datetime import datetime as dt\n", "from datetime import timezone as tz\n", "\n", "import numpy as np\n", "\n", "from wolfhece.hydrology.hyetograms import ClimateData_IRM, vector # Class to handle climate data from IRM" ] }, { "cell_type": "markdown", "id": "40e33447", "metadata": {}, "source": [ "## Instanciation de la classe\n", "\n", "Sur base du répertoiree de stockage des données climatiques.\n", "\n", "En l'absence de répertoire, on pointe sur les serveurs internes du HECE-ULiège. Il est donc impossible d'y avoir accès de cette manière en dehors de l'Institution." ] }, { "cell_type": "code", "execution_count": null, "id": "2a7e1b69", "metadata": {}, "outputs": [], "source": [ "cd = ClimateData_IRM()" ] }, { "cell_type": "markdown", "id": "52175044", "metadata": {}, "source": [ "## Dessin des points de données\n", "\n", "et des surfaces associées" ] }, { "cell_type": "code", "execution_count": 3, "id": "aa680953", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, ax = cd.plot()\n" ] }, { "cell_type": "markdown", "id": "7eb264fb", "metadata": {}, "source": [ "## Lecture des données climatiques\n", "\n", "- soit sur base d'une année et d'un mois de départ et d'une année et d'un mois de fin.\n", "- soit 'all' pour toutes les données disponibles --> le chargement peut être long" ] }, { "cell_type": "code", "execution_count": 4, "id": "3c554113", "metadata": {}, "outputs": [], "source": [ "cd.read_data(start_yearmonth=(2025,5), end_yearmonth=(2025,6), all = False)" ] }, { "cell_type": "markdown", "id": "6317b666", "metadata": {}, "source": [ "## Manipulation des données\n", "\n", "Les données sont dans un Pandas DataFrame, ce qui permet de les manipuler facilement.\n", "\n", "Le DataFrame est accessible via l'attribut `data` de l'instance de la classe `ClimateData_IRM`." ] }, { "cell_type": "code", "execution_count": 5, "id": "28e2537a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(Timestamp('2025-05-01 00:00:00+0000', tz='UTC'),\n", " Timestamp('2025-06-30 00:00:00+0000', tz='UTC'))" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cd._data.day.min(), cd._data.day.max()" ] }, { "cell_type": "markdown", "id": "8c93e186", "metadata": {}, "source": [ "## Variables disponibles" ] }, { "cell_type": "code", "execution_count": 6, "id": "7f56d1a9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['day',\n", " 'temp_max',\n", " 'temp_min',\n", " 'temp_avg',\n", " 'precip_quantity',\n", " 'humidity_relative',\n", " 'pressure',\n", " 'sun_duration',\n", " 'short_wave_from_sky',\n", " 'evapotrans_ref']" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cd.variables" ] }, { "cell_type": "markdown", "id": "d5a71e29", "metadata": {}, "source": [ "## Trouver le pixelID sur base d'un coordonnée en Lambert 72" ] }, { "cell_type": "code", "execution_count": 7, "id": "5cbfd90c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "np.int64(1)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cd.find_pixelid_from_X_Y(x= 226000, y = 22500)" ] }, { "cell_type": "markdown", "id": "0c5279fa", "metadata": {}, "source": [ "## Trouver less pixelID sur base d'un polygone en Lambert 72" ] }, { "cell_type": "code", "execution_count": null, "id": "24c97219", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[575, 576, 577, 578, 618, 619, 620, 621, 661, 662, 663, 664]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "poly = vector(name= 'poly4test')\n", "poly.add_vertices_from_array(np.array([[262000,137000],\n", " [285000,137000],\n", " [285000,150000],\n", " [262000,150000]]))\n", "poly.force_to_close()\n", "\n", "cd.find_pixelIDs_inside_polygon(poly)" ] }, { "cell_type": "markdown", "id": "c682870b", "metadata": {}, "source": [ "## Trouver le pixelID sur base de bornes en Lambert 72" ] }, { "cell_type": "code", "execution_count": null, "id": "8fda16f1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[575, 576, 577, 578, 618, 619, 620, 621, 661, 662, 663, 664]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cd.find_pixelIDs_inside_bounds(xmin=262000, xmax=285000,\n", " ymin=137000, ymax=150000)" ] }, { "cell_type": "markdown", "id": "e60508f1", "metadata": {}, "source": [ "## Récupère le hyétogramme pour une coordonnée" ] }, { "cell_type": "code", "execution_count": 10, "id": "f10c3cbf", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "day\n", "2025-05-01 00:00:00+00:00 0.00\n", "2025-05-02 00:00:00+00:00 0.00\n", "2025-05-03 00:00:00+00:00 10.76\n", "2025-05-04 00:00:00+00:00 0.26\n", "2025-05-05 00:00:00+00:00 0.00\n", " ... \n", "2025-06-26 00:00:00+00:00 2.93\n", "2025-06-27 00:00:00+00:00 0.68\n", "2025-06-28 00:00:00+00:00 0.00\n", "2025-06-29 00:00:00+00:00 0.00\n", "2025-06-30 00:00:00+00:00 0.00\n", "Length: 61, dtype: float64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cd.hyetogram_as_pdseries(cd.find_pixelid_from_X_Y(262000,137000))" ] }, { "cell_type": "markdown", "id": "42d33139", "metadata": {}, "source": [ "## Tracer un hyétogramme pour une coordonnée en Lambert 72" ] }, { "cell_type": "code", "execution_count": 10, "id": "2132d2e2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = cd.plot_hyetogram(position = (169930, 123560))\n", "fig.set_size_inches(15, 7)" ] }, { "cell_type": "markdown", "id": "9a3210d8", "metadata": {}, "source": [ "## Tracer un hyétogramme moyen pour une zone en Lambert 72" ] }, { "cell_type": "code", "execution_count": null, "id": "4b15cf48", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ids = cd.find_pixelIDs_inside_bounds(xmin=262000, xmax=285000,\n", " ymin=137000, ymax=150000)\n", "\n", "fig, ax = cd.plot_mean_hyetogram(pixel_ids= ids)\n", "fig.set_size_inches(15, 7)" ] }, { "cell_type": "markdown", "id": "526388ed", "metadata": {}, "source": [ "## Tracer une carte 2D des données pour une date spécifique\n", "\n", "La date doit être fournie au format `datetime.datetime` en timezone UTC." ] }, { "cell_type": "code", "execution_count": 7, "id": "aecee32e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cd.plot_spatial_attribute(date = dt(2025, 5, 12, tzinfo=tz.utc), variable = 'precip_quantity')" ] }, { "cell_type": "markdown", "id": "561dc6d4", "metadata": {}, "source": [ "## Créer une animation d'une variable\n", "\n", "La routine retourne un objet `FuncAnimation` de Matplotlib qui peut être utilisé pour afficher l'animation dans un notebook Jupyter ou sauvegardé en tant que fichier vidéo." ] }, { "cell_type": "code", "execution_count": 8, "id": "161b61f5", "metadata": {}, "outputs": [ { "data": { "image/png": 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5/PHHwy6LXqgqOzjR/nXadyiwH6oG4lqmwDIE0tc0AAo1yjZwXXqxoTVLgcdE3e7abzLUulq7fP5kRICUoOzOc84dWK+onbRTpFbl2ycL7VQ7dOhQM4w18KrAOdlbTToX6zIPPPBAU9MV+L6aBm+BBwXt4Ok8QOnVT7jBpFYt60MPqFqr9I9//MM/lLcmny0cut1PPPFE/996FajfTeCVqV6tO7dxaWlpte+wJmXT7bR48WLzGQODB7sZQtPrgi7HbdvXxXq89tlwZrTWk6fWTBxzzDFBg1rNp3Sfsody768yRrJPu+0rdi2U/s6i9bur6f4XLK8GY9r5WIMRHSzx2muvmY7bXkGaTU/Q2uyvn0kDK5t2vq9NWW2vv/66GbKvncx14kg32hFZO7/r4I7u3bv7X//kk0/86YH0da3x0uPyyy+/XKW5LhS7edM+PmuQFdiUbe/X2sSredxm7Q93IIxzXWPGjKkyDYBdo6g1rRkZGWZdv/3tb6scr/TiM/C1ZEYTW5yzr2Kc7L4Pzup57a8U2Pfgxx9/NAcEHblgH5j02blMnZXbWZNh9xMIZ5Zce9mBy9WDhpYnEhpY6GgaPQHYtJnwiSeeCPlePbgG0sBBmyACq4xr8tnCoeXS/lw2HcWmfUG0mS/wJP3BBx9Ue19ttrtuJ60a16p9m65Xv09t5tMrwrqg69GDcOD3qf28tPwaJASeRGpKT5w6Qsem69F9J3DbedEDtW4/bSZx0u1gb0Pd/3XmZK1Zcc5wHE7tSW3KGMk+rfvK/PnzzQnJ9tZbb5nfczR/dzXd/0Ll1eY0bb7T0XF60RDOnDxun0m3g478clt/TZrc9PenNeUaeGmto7NG0qb9p7QvX+A6tTxaM6SBSuC8RxpEaa2R/g70O/IK1J2zXSvtKqEzgWs3B7vvqAa8WstmPzT4t5133nnV9gOda0mDdZ2bKdi6dP996qmnzLHQriHS323guuwyaKvCwIEDTa2fltGmIxv1ewxcVzKjBinOaXOYHkT16qRbt27mQKFD9PWEqD9IbWYLpJG/Vm0HDvNXgVW2p59+utnR9UegPxA9mOpVuPZfCKRXJHqw0qs/PQjp8nRos1bjO+ky9YpPy6kHC73a04OJLt85NX049EpTO07q1ZS2zesPWstsD+0ORq8OtQpZy6rVyHrVrQGDfh67z0xNPls49HvRIdx6wtYaAd3uehWonTEDy6VV+nqQ007F2ulemwGdQ4FrUjbt4Ks1Y9rMottJ9wk9AWtnUD3walBQF7Rzs3a41YBA9y2tzteqef2e//e//3meaMKhNTq6rbTPhgawWm7dF/XqNhQNAPXkq4GPXtlqIKQnNq3x0eZnHY6vffW0uUaHgut3oE3UWrOhV8v6HejvK1TTa23KGMk+reXU71Gn6NB9SpvL9GRl14RF63en7JOkfs96LNF9UYOKYHl1yL3m0W2vtbZ24KS38tBjkn4X+tvTiQtD0eBDvxut5dYyaC2Rbie3QFbXr8dCnQ5Av1e9KND1u9HjgP4edXm6T2iZAmngYF9I6XFDuyBoPyW98NFla5Cs/ak0sLKDOA0edBtpEKhNnNr3K5B+X9qNQWltlS5Dy6d9wbTmWAMW7aelny+cSWC1M7eWW2urtXlMv2MtY8+ePaucC3S/1H1Gj0naHKZNdHqc0Isa/U2E409/+pP5LvQ3pscZ7bekrQ76G3PePkj3aw2S9QJAvfnmm/5+TnoO03NNQor1MDoE984775jhut26dTPDtu3bjlx//fVmgkCviSI7d+5sJs3TaeKdw8V16KlOh69T1usyBw8ebC1fvtx1aLHe2kSHu+o0A8EmLNSh0n/+85/NMuz16nBSt0kcw50oUoeqnnnmmWZor5ZVh++HM1Hkf//7XzPEVSdV0+2lw1t1iPD69evD+mz2RJFuQk0UqZMo6jbVW21s2bKlynt1KLwOe9bPop9Jt7tOfFib7a50P7C/T/28PXv2rDbMNnDiOKdwvw97oshGjRqZIdxHHnmk65Dhmg7z1zLdf//9Vtu2bc2+c9xxx1lffvml60SRXvQWDzrVgg7H1+H8ug10Sox169ZVyadDnnWotebTYdj6GQJvHRFsoshQZQxHuPu00vUdcMABZn3HHHOMmb4j0t9dTb5/nTpAjy86kaXemsNrokib3gJJy6lDyN2G/NtTXmg5a3KLJb19h35PrVu39k9v4txOOl3ARRddZPbJUBNF2rcp8no4P5f+Xu1tq7+rQw45pMp0GoHb1esR+LvWKVv0NiM6RD4zM9OUWY9TM2bMsGpCb0ui79N9SJehx5oNGzZUm9BSJ+vU71AnfNR9Tad6WbhwYY3W9eGHH5rfi/7edVn6u7anDnGbGsVr4tBE5dP/xTpIQ93QK6PAqfGBeKZXtTpaUK+Ab775ZknVMmqfG60R0OZ0nfQz2WiNhd7AWLelcxQdEM/ogwQAiAq9/taZvbWZhuAIiYY+SABQC9r/zB6i7UX7YKTK3DFK+7roRLZaK6a3rdCBIkCiIUACgFrQQROBUzy40Xm4tCN9qtBRVNoRXmeS1o7FgYMVgERBHyQAqAUdwWTPguxFb5BrD60GkBgIkAAAABzopA0AAOBAH6Qg9PYNOvGVTrZX17emAAAA0aGNYzqRp06UGelEtgRIQWhwZN/cDwAAJBa9LYvOjB4JAqQg7Ns06AbWWxUAAID4t2PHDlPBUZvbLREgBWE3q2lwRIAEAEBiqU33GDppAwAAOBAgAQAA1CZAmjBhghxxxBGmTa958+Zy9tlny4oVK6rk0ZstapVW4GP48OFV8qxZs0ZOO+00qVevnlnO6NGjpby8vNoNHPv06SPZ2dnSqVMnmTJlSrXyTJo0STp06CA5OTnSr18/WbBgQZX04uJic/PWpk2bSoMGDeS8886TjRs31uQjAwCAFFSjAGnOnDkm4Jg/f768//77UlZWJoMGDTL33Ql01VVXyfr16/2PiRMn+tMqKipMcKT3L9Ip+p955hkT/IwbN86fZ9WqVSaPTt+/aNEiGTlypPz+97+Xd99915/npZdeklGjRsldd90ln3/+ufTq1UsGDx4smzZt8ufRO0i/+eabMnXqVFN2HZV27rnnRrqtAABAqrBqYdOmTToLtzVnzhz/a8cff7x14403er5n2rRpVlpamrVhwwb/a5MnT7by8vKskpIS8/eYMWOsQw45pMr7hgwZYg0ePNj/95FHHmmNGDHC/3dFRYXVunVra8KECebv7du3W5mZmdbUqVP9eb7++mtT3nnz5oX1+QoLC01+fQYAAImhLs7fteqDVFhYaJ6bNGlS5fXnnntOCgoKpEePHjJ27FjZs2ePP23evHnSs2dPadGihf81rfnRIXnLli3z5xk4cGCVZWoefV1p7ZPe+ygwj04EpX/beTRda7gC83Tr1k3atWvnz+NUUlJiyhH4AAAAqSejNrNMa9PXMcccYwIhm97BuX379mb2ysWLF8stt9xi+im98sorJn3Dhg1VgiNl/61pwfJowFJUVGRuDqlNdW55li9f7l9GVlaWuZu0M4+9Hrc+Vvfcc0+kmwQAACSJiAMk7Yu0dOlS+eijj6q8PmzYMP+/taZI72B90kknyXfffScHHXSQxDOt7dJ+Tc6JpgAAQGqJqIntuuuuk7feektmzZoVcgpvHV2mVq5caZ5btmxZbSSZ/bemBcujkzXm5uaa5rv09HTXPIHL0Ka47du3e+Zx0hFz9qSQTA4JAEDqSqvpzd80OHr11Vdl5syZ0rFjx5Dv0VFoSmuSVP/+/WXJkiVVRpvpiDgNRrp37+7PM2PGjCrL0Tz6utKms759+1bJo01++redR9MzMzOr5NGmPp1iwM4DAADgqiY9uq+55horPz/fmj17trV+/Xr/Y8+ePSZ95cqV1vjx463PPvvMWrVqlfX6669bBx54oDVgwAD/MsrLy60ePXpYgwYNshYtWmRNnz7datasmTV27Fh/nu+//96qV6+eNXr0aDPybNKkSVZ6errJa3vxxRet7Oxsa8qUKdZXX31lDRs2zGrUqFGV0XHDhw+32rVrZ82cOdOUqX///uYRLkaxAQCQeOri/F2jAElX5vZ4+umnTfqaNWtMMNSkSRMTvHTq1MkEOc4Crl692jrllFOs3Nxcq6CgwLrpppussrKyKnlmzZpl9e7d28rKyjJBlr2OQI888ogJgDSPDvufP39+lfSioiLr2muvtRo3bmwCrnPOOccEdOEiQAIAIPHUxfnbp/9zr1uCdtLOz8830xnQHwlILDrStXDzjqDppcVlZooQL83aNpWMjMjGsmiz//IFK8WqqPRM37Vtt2TXz/ZcRruD20hB6yYRr/+TtxfK7sJfplkJZFVasmX9Nslvlu+5jAM6tZRDB+zt+gCk2vk74lFsABDPrukzRlYtWVOrZbTv3kaeXPpARO+9d8gD8uH/5tdq/ZnZmTKt6PmI3vvSxNflqdsie2+gf3/3qLTqWHVKFSAVcLNaAEnp55+21HoZWsMSqU1rNtd6/WWlZRG/9+e1tf/8aueWnXWyHCDRECABAAA4ECABAAA4ECABAAA4ECABAAA4ECABAAA4MMwfQEJ67dF35N2nZnmm79y6u9br2LV9t1zW5XrXtD07i6W0pFQaNmngmr5h1S+3U4qYJfLb1le5JpWXlEnR7hKpn1/PNX3n1l21X7+IlBSV1slygERDgAQgIU2540XZvcN9EsQ6Y4n8tHJD0Cy7t0e3DNs2VL3htlOwyTDrQoXHRJdAsqOJDUBCssydjhBt6RnpsS4CEBMESAAAAA4ESAAAAA4ESAAAAA4ESAAAAA4ESAASUkVZRayLACCJESABSEjMz7N/7NhSN/MpAYmGAAlAQsrKyYx1EVJCdr2sWBcBiAkCJAAJKSuHEzeA6CFAAgAAcCBAAgAAcCBAAgAAcCBAAgAAcMhwvgDEg53bd8krD7wtFRXuc92UFpXJ1vXbpKBNU9f0stJy2bxmszRvV+CZvnH1ZmnRvplnGQ7q3VFOv/rXEX4ChPKf8VPlg6nzPNO3by40N0qt1zDXNX3X9t1RLB1st5/2Z0lLc7+Wzs7NksmfT5RWHVvs93IB0UaAhLj0l989IgumfR7rYsgJQ/pLg0YNYl2MpPTiX16V0uKykPm2yLb9Uh64qyyvFP3PTXlpuXw5exkBEpISTWyIS3t27JF4oDVNAIDUQ4AEAADgQIAEAADgQIAEAADgQIAEAADgwCg2AFGxZ1eRbPh+o2d6eZn7FA5ILNOfmiXLPl7hmpZf0FCGjh8imVmR3Vj45ftel6/nf+uZvu77DdK4eb5kZrsvX6eJGP7AZdIyyHQegBcCJETFc3/6n7zw51fE8kivKCuXykpLMjLTXdPLSuJj9FhZifsw9K/mr5BRA8ZJRYX78GfPD14DvjSf/H3OeOlxTDdJRJcedJ0Ubt4R62IgypZ9vNw8vDRt3UTOueHUiJb9z1ueldqqrKiU8a/fUuvlIPUQICEqZr/0sZQUlYbMFy+BkJeKcvcA6Ku533im1RWr0pIVn65M2ABpd2F8TNUg4pPgUWyodNS2JjGWysri+xiD+EWABCA5+fZ1sfR5BUAhVNIECKQyOmkDSFLUAAGIHAESAACAAwESAACAAwESAACAg8+yLBrqPezYsUPy8/OlsLBQ8vLyYl2cuLJ57RZ5c/K7nt08Xnn4bSnZE3oUW7zr++uekl0vp9rrq5aukfXfec/xU1datC+QZm0KXNPWr9ooTVo2knSPqRKycrJk7LM3SMEBTSNa96PX/0sWzVrqmb51w3bJqZ8t2bnZrulrv1knMZXmvl3CRiftuuPWT34/nXnadGklTy9/eP+sDEl1/mYUGyIy7qy/ysovVkmyW/j+kpiuf+MPP5uHly3rtgV9//N/ekVueOyqiNb9xmPvSqjrp51bd0nc0rJHOoINdSuGl+GNmuXHbuVIaARIiEjx7pJYFwFhqKyM7lxNcT1MP13f7zMTbrqxysuDn7hD1UBRw5QQvGbZBkKhDxKAJEYPAgCRIUACkLxoYgMQIQIkAAAABwIkAIgItVNAMqOTNpDEdm3fLT+u+Mk1rXhPifiCNEEl/AwgNW1ec2YP+fETfPukiK8/+UZuOPo217Sff9oq2fWyJbdB9ak87F3isnsvlCMG945yKRGPmAcpRedBeujaJ+S9KbM908vLKswJMiPDfSRPWSl3yEZ8z2Pkywx+/WfV9i7vjGJLCe0OPkD+tezBWBcDNcQ8SIjY3Nc/k9LispD5CIQQfb7gSTrc32uiQTOE32MYv70Ir5qkDD38Bc6V5KtZAGRV7p1rCcmNrzhlESABiM95jkLMYyRpe98frJkwnNV7sUKcGS1dLwESkLTopA0AAOBAgAQAAOBAgAQgMdG8BSCK6IMEAICHkuJSWbnI/cbcZSXlUlFeIekZaZ6DXEr2lEpWkPvBde7bUeo1rFdn5UXdIUBKUKuXrpEP/jvPM337ph1SaVnSoFF99/SN26NYOiAMITpX+/Z1wo40PeR67BqoUJ28A9MDa62owUoJG1dvlmv6jIna8pu1K5DnV0+O2vIROQKkBDV64D0mCAKSlc7DFWoiy0hHsIXFbZRa4Po0QKtgLiTUzu5tu2NdBHggQEpQ4cxhBMS1UDU4lmWyeA3zNzVIPp93TZIu135EwBci+Kmo1HmQJHJMNAnENTppAwAAOBAgAQAAOBAgAQAAOBAgAQAAONBJG0BseQ2XD2P4fdCh/nYHbddO3j4R7WStvJZhOmFb1d/vLK7XveIqQ/Tg5l5u0AE3JaWxLgI8ECDFqXFn/1UWvvelZzqj2JD08yDVcp4k//JdA5WA1+xAqVoWK3igU1EZXiDkheAIZvdjP4hXBEhx6osZSwiCkNxCDHO3yvfVEqWnu79dA5u0NEnzCqQyMvbW7lQJpHyOGiaXQM3+u6xs7zxHHss3FUcVlZ4j/S19v1fwZTLse6fbXEv6MO/l5BlVvn37htc+tB+mYgg2yzZiiwAJQHwKZyZt04TmkS89zaR51jSlhZgnqSJEDVVauolfvOq5Kj0CO5uVZu0NjqI52SWAiNFJGwAAoDYB0oQJE+SII46Qhg0bSvPmzeXss8+WFStWVMlTXFwsI0aMkKZNm0qDBg3kvPPOk40bN1bJs2bNGjnttNOkXr16ZjmjR4+W8nKtT//F7NmzpU+fPpKdnS2dOnWSKVOmVCvPpEmTpEOHDpKTkyP9+vWTBQsW1LgsAAAAtQqQ5syZYwKO+fPny/vvvy9lZWUyaNAg2b37l3vJ/OEPf5A333xTpk6davKvW7dOzj33XH96RUWFCY5KS0tl7ty58swzz5jgZ9y4cf48q1atMnlOPPFEWbRokYwcOVJ+//vfy7vvvuvP89JLL8moUaPkrrvuks8//1x69eolgwcPlk2bNoVdFgAAADc+S+/4GKHNmzebGiANPgYMGCCFhYXSrFkzef755+X88883eZYvXy4HH3ywzJs3T4466ih555135PTTTzfBSosWLUyexx9/XG655RazvKysLPPvt99+W5YuXepf1wUXXCDbt2+X6dOnm7+1xkhrsx599FF/h822bdvK9ddfL7feemtYZQllx44dkp+fb5aVl5cn+9MZDX8nxbtL9us6gbiSubfzqlcfIl9WVvA+RtlZteuDVBq8k7Wlw7OD3K+tUmvFg6Rb5RXBR7LRSTslOmnn1M+WN3c+G/X1pJoddXD+rlUnbV2xatKkiXleuHChqVUaOHCgP0+3bt2kXbt2/qBEn3v27OkPjpTW/FxzzTWybNkyOeyww0yewGXYebQmSWntk65r7Nix/vS0tDTzHn1vuGVxKikpMY/ADRxNi+csk80/bXVNIzhCqgs1jN+no9RqkW7pCDmfzzy7qqzc2wHbn+4IVoKNUAsnPSSCo6iLgw7yOfVzYl0E1HWApDU2GrAcc8wx0qNHD/Pahg0bTA1Qo0aNquTVYEjT7DyBwZGdbqcFy6MBS1FRkWzbts001bnl0VqicMvi1sfqnnvukf1Bg6ObTrx7v6wLSESWBihBgiSrosJzCoBw0v0nR691ZKSLaC2PfyJIX/X0sqp9J6vQ5QapQWKiyJrwCmSs4On2d+cZBFshAqVQAVTo7y8jK13GPH2dZ/qhJ3QPuQwkWICkfZG0Ceyjjz6SZKE1UtqvyaYBmTbbRYNXzRGAfSwreJAUKn1f7ZBPh/u7vT07S6x9UwF4nlwr9tUiudHgKcgkf74QwY+WPThdc4oHUKYJTKdCiHDAtQaxluW5j1ga4AbbzKEmIw2jCS4rJ0tOvPDYcEqLZAiQrrvuOnnrrbfkgw8+kDZt2vhfb9mypWn+0r5CgTU3OnJM0+w8ztFm9siywDzO0Wb6t7Yj5ubmSnp6unm45QlcRqiyOOmIOX0AAIDUVqOwXPtza3D06quvysyZM6Vjx45V0vv27SuZmZkyY8YM/2s6DYAO6+/fv7/5W5+XLFlSZbSZjojT4Kd79+7+PIHLsPPYy9CmM11XYB5t8tO/7TzhlAUAAKDWNUjarKajwl5//XUzF5Ldl0d7imvNjj5feeWVpplKO25r0KOjyjQgsTtF67QAGghdcsklMnHiRLOMO+64wyzbrr0ZPny4GZ02ZswYueKKK0ww9vLLL5uRbTZdx9ChQ+Xwww+XI488Uh588EEz3cDll1/uL1OosgAAANQ6QJo8ebJ5PuGEE6q8/vTTT8tll11m/v3AAw+YEWU6KaOOCNPRZ4899pg/rzaNafOcjlrTYKV+/fom0Bk/frw/j9ZMaTCk8xg99NBDphnvySefNMuyDRkyxEwLoPMnaZDVu3dvMwVAYMftUGUBAACo83mQkl0050Ga8fyH8pffPVynywSSSmam6Vzr1Zk5LTfXjFLT0Wp+AaORfA3r7x3q7/H+yno5e29oW+FM33tI9JWVi087YXuMRLOKiveOYvNYvilXZaVn+U16tXUHFpB5kMz97sIZxOY1V5bdQd9jlJqlc10FSQ85yjCMTtoZWRnyTvELIfMhyeZBQuRKi0tjXQQgrtkjjzwnitw3hN9rKL9/HiTPYfz70j1GuUnJvpOn11QBduAT4uRqgjy3E23I2CfFg6Mk2VZWyKkCEK8IkGJkx887Y10EIK5ZOmmrmenaPYCp3LPHpHsO89d5XtPTvQMord3R93oNAS8pNbU8niNZNEAKNlO2BkXB5kEKeVJPgWH+oYbxhxim7wsx23oo5vsPolJnSzcZreA1XEFk5mRFVDbEHgFSjJx8xa/Mc15BQzNPhtMDw/4hJXuYTRspzNTM1ObqO8htRPbNU6QzaQOAGwKkGMkvyJMhY872TH/0un8RIAFRRXAEwFuE05MCAAAkLwIkAEkqyfvvAIgqAiQAQFz2MwvZRyzafci0czYz4aQs+iDFqV3bd8e6CEBs2SObPE5Q9ug0r6nc0rKygt8UNiPdnICrzKMUeLLWG+EGe/++1z2nkgt4X8hh/q7LSJETc4ggJ9gINRNAxXlH+/p5ubEuAiJEgAQgPvmDBvdAwSov3ztHkcdki5XFJeLLzhLRfG6Ki8XKzjHD+V1p4JSWJpU63YB/pYErqNwbYOlkkV7ltyzvAMt8PktEJ6NMVXYNjVcQpNs3SJBkpe2dBsKnz9XfrNFt8Foqr+/GpssN8f1k5mTK+Fdu8kzvemTn4OtA3CJAilN5TRvKji3MlYQUpie3YMllZXtnsvaqQdhTZOZS8mymKdbAx/s3VqmzLIc4gdYqtGGm7L2CVADpZJ86m7lP50Nyo7WEOl2D12SeoWjwrOv3DIJ8+4Ik7/0gKztTDh/UO7L1I67RBwkAAMCBAAkAAMCBAAkAAMCBAAkAkMLiexQcYodO2gAS1L4h3l6dufVGtmYYv0d6WmC62zB8K0Rn8RDrN1nSfhmtVn0F3u9LFfYIM6+pHMzNhIO8fd/oNsvuxG2GvAWkl++bwiFwlJtVg3mO7M7ZQfJwS6jkRYAUpxjBBoRgj05z3gl+38nMl77vddch4AFMulueijBrGMKpgfDKQ5BUp3zhDI2r4fKsUN9TiKkCkLAIkOJUZlaGlJV6zK8CQKSyInhyUdEvtTyRhCchlh96AcQ/IYXYxmYOKZ1vKsP9VFWZ32DvPFg52e4LKCrZuwt4DeM3Uz3ocP9g5Qhey6THaiQn+iDFqQZNGsS6CAAApCwCJABAYqKGDlFEgAQAAOBAgAQgOVG7kPiCjTADoozeZQCAuKT3WLMqKrxv+JuZsfemwsFuCGwFCbRMJ/AgNxTW10MEaZUVBHHJigApTm3bsD3WRQASm8+epyjICSxUOmIu2I1oLf3+PEa4mff6/+ExknHf6DZ7PqXqKwi9b5QWl4bMg8REgAQgOfknegxxkiNAilsVJSXm+/EKYHy7du+dB8seau/4Kk29UGWlZ18SS+fA0mkCtBbKja7Xq3Zpn8zszJCfA4mJAClONT2gsWz5aZvEr31X50HmmKkVc1DixIXaCDFLssnCPhbXwpjJWoMbn+VxKtNZzoPVEurrIecBDV7LmBatYyBijk7aAIAURoADdwRIAIAERi0gooMACQCQwKgBQnQQIAEAADjQSRuRi2bnRP9dtAGkKs/h93Z6Vtbef5Q7buy979jhM8+WmUvJVVmIG4KHGMG2dyWhsyAxESDFqfgewRbl4EgRHAEIwdIpAHz7huq7pZtDlc8/39Evr4Y5jH9feocebT2z/Ori4yIqO+IfAVKcym2QI0W7imNdDO/LI/tlnUck2Htdk3+ZwM+X7n6FaK749OEViHldEQJIGmaGa3Oc8JgscuPPe4OgYJNJBl2BFXQYf1pOjtRrmCv/XPz3GpYcyYAAKU41bNIgxgFSiHmONDBKS9t7deb6dl/w6nFN19sI2FeADpVlZXuv3jyYwxlBEgAgSuikDQAA4ECAhKjSGiIAABINARIAAIADfZAAAHFJ+zFqLbTprO2RrjyH8dv9GL1Gqu2r4Q72/pI9xfLYyKc8y3j02UdK7xN6BPkUSFQESHFq05qfY1sArw7avoBO1uEM9ffqaG2/V9PdVuPz/TL6xLUcTD4CpAJznPH4vfuPQUFGsQVLt/bNnxRsFFx5SZm8+vA7nunv/GumvLnz2eDrR0IiQELNhNulyD5w2cNoa7pMAiAg5VmlZXsPED73C63KoiLz7DVi1l/z5NEX0tQcaZrXca0y9EjZijJG0yYrAqQ41erAFrL++42RL8AEGEGG6YcSxjD+oLVI6eniy8jYO4eJW540n/gyM73Ty8rEV+Z9VVep1e569RdkDhMAySCCCyx/WohjQ7DgCCmPTtoAAAAOBEgAAAAOBEgAAAAOBEgAAAAOdNKOU5Ued6fef0IP4w9rmH+Q5Rva2dol1Qx+s/tfunS0pF8lkAJCHYPseZC85jkKNaO//XItBnqUlZbLoIzfui++0gr6MepifElO/Wx5ddsUydBBMahTbNE4tfGHzbVbgMew2BqNYgu6/PDSPYOofcsPekNbO4xyWUaw4AlAkrB/3x7HERMYOUeyVjkk7LsA2xeoeK+jdscROxAKuoooKd5dIqXFZZLRgNN5XWOLxqlh910qn737hXQ4pK1r+vdL1khpUan0OO5g1/RpT86UXdt2Rz7Mv6JCLB2qH+TSx7KH+bvl2Tf7rWd6eYVYGuZ4zJNkDnz2w3X1BEaItr1TXYQ1l1ckzL7Nflz7eZJqIYx5jpC6CJDi1G9uOsM8IrVs7reybO6KyAsQ6oSgcyQFC6B8ASeXSJav7wtWbU6AhKhjHwNSGZ20EbHa9UECACB+ESABAAA4ECABAAA40AcJtaKdpaPS1EbzHWKOfTDm7BFqrn0OrdD3m7Q72FuxnjYlum479c+SkV793pXl5eWy8YefpUW7As/3NmtXIGOfvUHSQowoTkUESEnqxxXrwsvodWwJdiPawP5HHvMYmff/cghzTQ+6/n0HREarIWZ8UQ7W/XNVICjP7R/G9+I/znic/K3kGMW27KPlQdN/XrvFO3HuCjlj+CA5dED3ui9YgiNASlKNW+TLji07JadBjmt68a7ivf+I9ABdZd4Rl4Xse61ho/qSkVX9yqa4uFyKi8okr2lDycysnr7z5x1SUrhvCC9BEmrFMwoPnr53oq0o1mZq7Uew36B9eeF1mZECv4tQw/DtwMfrO2IYf1gqytlObgiQktSTi/8WNH3ceffL/GlfeGfYN39RsFokq7zc+/2VlSZ98od/kWYHNJGaeuepWfLAiH8Fz5SWHnT9KXECQRD7ml/itbnWlGtfkBQJ9nEgqmh0BAAAcCBAAgAAcCBAApC84rV5DUDcI0ACAABwoJN2itI7QMfzrUSKwigfEBSVR8kvYLoRRG7H1p2xLkJcIkBKUSu/XB08Qx0FR7n1syN6385tu+pmgjkAycv/G+e3Xhs59dyng0l1BEgp6i9vj5U5/5svbQ5q6Zr+1Scr5d1nPwxZi3TRrWdJh+4HuKbpshs0qh9R+c4feap0Pqyj5DbMkYzM6rvpkg++lqfvfNF7AUk+cy7C4J9GKJpzGcVQXcx8nOjzBPE7RxQRIKWoLn06moeX7PrZ8t5zH4VcTtvOLeX4c/vVcelE6ufVk6PP6OuZXrSzKMQSmKYYABA5OmkDAADUNkD64IMP5IwzzpDWrVub5pfXXnutSvpll11mXg98nHzyyVXybN26VS6++GLJy8uTRo0ayZVXXim7dlXtc7J48WI57rjjJCcnR9q2bSsTJ06sVpapU6dKt27dTJ6ePXvKtGnTqqTrfbzGjRsnrVq1ktzcXBk4cKB8++23Nf3IAAAgxdQ4QNq9e7f06tVLJk2a5JlHA6L169f7Hy+88EKVdA2Oli1bJu+//7689dZbJugaNmyYP33Hjh0yaNAgad++vSxcuFDuu+8+ufvuu+WJJ57w55k7d65ceOGFJrj64osv5OyzzzaPpUuX+vNoUPXwww/L448/Lp988onUr19fBg8eLMXF++5DBgAAUBd9kE455RTzCCY7O1tatnTv/Pv111/L9OnT5dNPP5XDDz/cvPbII4/IqaeeKn/7299MzdRzzz0npaWl8tRTT0lWVpYccsghsmjRIvn73//uD6QeeughE4iNHj3a/P3HP/7RBFyPPvqoCYi09ujBBx+UO+64Q8466yyT59///re0aNHC1HpdcMEF1cpWUlJiHoGBGgAAyezBq/8h9RrmVnvdsizZXbhHuh3VWawK9z6dmTmZ8rs7zpOOPdtLsolKJ+3Zs2dL8+bNpXHjxvKrX/1K7r33XmnatKlJmzdvnmlWs4MjpU1faWlpppbnnHPOMXkGDBhggiOb1vz89a9/lW3btpnlap5Ro0ZVWa/msZv8Vq1aJRs2bDDLtuXn50u/fv3Me90CpAkTJsg999wTjU2ScEqLyySe/fTt+lgXAfHOHrmWjCPYgDr0809bg6bPfe3ToOkfv7ZA/v3tI9K8XTNJJnXeSVtrdbSmZsaMGSagmTNnjqlxqqjYO5xUgxYNngJlZGRIkyZNTJqdR2t6Atl/h8oTmB74Prc8TmPHjpXCwkL/48cff5RUtWNLePMQFbRuIrGQXf+X4NkVJ8UU4nN/6PD+2s6Flebbuy/pkHrnw7zukZauz/vS9d9uj1DpQIKoKKuQwp+Tb7LJOq9BCqyZ0Y7Thx56qBx00EGmVumkk06SeKZNg/qAyOBLB5jnvKYNJCsn0zM4OvS4bhILBxzo3oTrpycvX7p3eqXOn8I0AIltX/ASrWBYB5mkp5tmhljMKm/2zgrm+QGSdh6kAw88UAoKCmTlypUmQNK+SZs2baqSp7y83Ixss/st6fPGjRur5LH/DpUnMN1+TUexBebp3bt3VD5rMskvaCi/HXVarIsBAEBMRL0ed+3atbJlyxZ/kNK/f3/Zvn27GZ1mmzlzplRWVpr+QXYeHdlWVvZLPxjtgN21a1fT/8jOo814gTSPvq46duxogqTAPNrpWvs52XkAAADqJEDS+Yp0RJk+7M7Q+u81a9aYNB1VNn/+fFm9erUJTnQEWadOnUwHanXwwQebfkpXXXWVLFiwQD7++GO57rrrTNOcjmBTF110kemgrUP4dTqAl156yYxaC+yUfeONN5rRcPfff78sX77cTAPw2WefmWUprRIfOXKk6SD+xhtvyJIlS+TSSy8169DpAAAAAOqsiU2DkBNPPNH/tx20DB06VCZPnmwmeHzmmWdMLZEGIzqfkQ7BD+zbo8P4NZDRJjcdvXbeeeeZ+YoCR5u99957MmLECOnbt69potMJHwPnSjr66KPl+eefN8P4b7vtNuncubMZwdajRw9/njFjxph5m/R9Wp5jjz3WBFU6sSQAAIAXn6U9EOFKm+Q0WNMRbTrrN+LHJ9M+lzvOrD67etjopJ34TAftKPYSSItxJ23dR6PdSTvRb1aLuPHYZ3+Vzn0OlGQ6fzOWFAlp/aqqHf1rjGkAEArxM2D4dDqKIDKyM8zAnmQT9VFsQDR07tOx9gvR2gevClQNoCyGWMc1/epiHOfWpobJ1BBRgY8E8Ls7z5f+Z/wyubOTBkfJNkmkIkBCQkrPCDLHUV3Nssy5CwCkYZMGcdV8tr/QxAYgsUWtFoYIGUhlBEgAAAAOBEgAAAAO9EECkLxNbLUarRjmey3LszFOO297zqRCB20kiN2FeyQVESAhIW36YXOsi4BYs4OftChVhPv78XsESvte94VYv9f7LX2fmY/L843hlhSIqpKiX277lUoIkJCQ6uXXi3UREGs6DYOlQUSQmpi09L01NZEEG5WWWGmWd5CjNUcVUZxoMVjwBOxHDRul5vGWPkhISE1b7b1pMVJdFJupdKLuWNbiUIMExBQBEgAAgAMBEgAAgAMBEgAAgAOdtAEAgKcVn62U956Z5Zq2+aet0rBxA0nzGM1Zr2GOHD/kaElPr+XtoWKAAAkJqbSoNNZFQLyrdSfnX97vNZeRPc9RRDerDXif51xJQBz4YOp884jUmuU/yWXjL5BEQ4CExMQAH4Ri1dF+YmIXK2ojzaxKy33SSIImJImt67dLIiJAQkLqengneb/8Rc/0PbuK5axGl+3XMiHe1DLA0HmOysqD59FmhUgDMV1+eRTnUQJQK3TSBgAAcCBAAgAAcCBAAgAAcCBAAgAAcKCTNoAk5Qs9GqxO7ndm7R2J5rb4tLR9aTEcpWbWw4g4xM7PP22RRESAhKRUEWr0EZKfHft4TGBX++X7/EFQ0Gxpmq96IGbmPqrcD6PYtJye8RGBE6IvIzMxQ43ELDUQQk79HGnSqpG07NBcGrfId82z8P3F0qFHW2netsA1/Yv/+1LadmstrTq2cE+fuVRad2ohB3Rq5Zr+7tPuM89iP9EAxAoRgKSl780XSU1SONMAxNr+CMCAEOo3qi+JiAAJSSkzK0Ne+vHxmJZh5vMfSllJnJ9AAQCu6KQNAADgQIAEAADgQIAEAADgQIAEAACiprIiMQcL0EkbiBI6aMc7X+g5iepknqQ6EKp8+2tOJSAC677bIImIAAmIsows959ZeSkBVGwFBhVeAYYv8mkA6nS6ghABEAES4ljLDs0lEREgAVHyfuXUoOlnNbpU9uwo2m/lQQTzBPnivHwERkDU0AcJAADAgQAJAADAgQAJAADAgQAJAADAgU7aQIyUlyXm3CCpJ8goMl/avrQopQNJYPbLc+XDVz5xTUvz+eSahy6XM64eJPGGGiQgRkqLSmNdBIRDgxivh0n3RZZuD5EzUwh4PYAkYIlUlFW4PspKy+Wj/7kHT7FGDRIQI1m5WQRJ8S7UMPvaouIIiFvUIAExkpWTGesiAAA8ECABAAA4ECABAAA4ECABAAA4ECABAICYKSstk3hEgATEyK5tu2NdBACIuZ/XbpF4xDB/IMHlFzR0fb3w5537vSwAUFPN2zaTeESABMQwsKltEFM/v578d9NTrmnDet0kq5asqdXyASBV0cQGAADgQIAEAADgQIAEAADgQIAEAADgQIAExEhJlG9Uu2dHUVSXDwB1IS0jPkMRRrEBMVK8u6TWy8htkOOZtvGHzbVePgCEkp2bJV0OP8g17av530hB6ybS+qCWnsHRtQ9eJvGIAAmIkTteHiWrl/4ozdsVuKavWvyDZNfPlvYHH+C5jL6/7uWZNnnhRPl6wbdScEBT1/TNa7dIRXmF5/K3btguZSVl0qZLa9f0f936rCyb+43n+gGkhiNP6yPjXr5Jkg0BEhAjx5/f3zyipdNhHc0jWgraaGBHgAQgOcVnwx8AAEAMESABAAA4ECABAAA4ECABAAA4ECABiMi3n38f6yIAiAPdj+oiyYhRbAAi8quLjpNnx0+Vjj3buaav+26jlOyp/VxPAGLrpIuPk1v/c4OkGgIkABEZevdvzcPLI9f/S96YNH2/lgkA6gpNbAAAALUNkD744AM544wzpHXr1uLz+eS1116rkm5ZlowbN05atWolubm5MnDgQPn222+r5Nm6datcfPHFkpeXJ40aNZIrr7xSdu3aVSXP4sWL5bjjjpOcnBxp27atTJw4sVpZpk6dKt26dTN5evbsKdOmTatxWQAAAGodIO3evVt69eolkyZNck3XQObhhx+Wxx9/XD755BOpX7++DB48WIqLi/15NDhatmyZvP/++/LWW2+ZoGvYsGH+9B07dsigQYOkffv2snDhQrnvvvvk7rvvlieeeMKfZ+7cuXLhhRea4OqLL76Qs88+2zyWLl1ao7IAAAA4+SytZomQ1iC9+uqrJjBRuiitWbrpppvk5ptvNq8VFhZKixYtZMqUKXLBBRfI119/Ld27d5dPP/1UDj/8cJNn+vTpcuqpp8ratWvN+ydPniy33367bNiwQbKyskyeW2+91dRWLV++3Pw9ZMgQE6xpgGU76qijpHfv3iYgCqcsoWiglp+fb96ntV0AwkcfJCA5nJSAnbTr4vxdp32QVq1aZYIabcqyaQH79esn8+bNM3/rszar2cGR0vxpaWmmlsfOM2DAAH9wpLTmZ8WKFbJt2zZ/nsD12Hns9YRTFqeSkhKzUQMfACKzbcPe3yqAxLb++42Siuo0QNKARGktTSD9207T5+bNm1dJz8jIkCZNmlTJ47aMwHV45QlMD1UWpwkTJpggyn5o3ycAkVnx2XexLgKAOpDXtKGkIkaxBRg7dqypjrMfP/74Y6yLBCSsY845MtZFAFAHsnJ/ac1JJXUaILVs2dI8b9xYtTpO/7bT9HnTpk1V0svLy83ItsA8bssIXIdXnsD0UGVxys7ONm2VgQ8AkdFmcwBIVHV6BOvYsaMJPmbMmOF/TfvxaN+i/v37m7/1efv27WZ0mm3mzJlSWVlp+gfZeXRkW1lZmT+Pjnjr2rWrNG7c2J8ncD12Hns94ZQFAACgTgIkna9o0aJF5mF3htZ/r1mzxoxqGzlypNx7773yxhtvyJIlS+TSSy81o8nskW4HH3ywnHzyyXLVVVfJggUL5OOPP5brrrvOjCrTfOqiiy4yHbR1CL9OB/DSSy/JQw89JKNGjfKX48YbbzSj3+6//34zsk2nAfjss8/MslQ4ZQEAAKiTW41oEHLiiSf6/7aDlqFDh5rh82PGjDHD73VeI60pOvbYY00go5M52p577jkTyJx00kmmGv68884z8xXZtIP0e++9JyNGjJC+fftKQUGBmfAxcK6ko48+Wp5//nm544475LbbbpPOnTubaQB69OjhzxNOWQAAAOp0HqRkxzxIQOQev/kZ+d/ff5mnDEBiGvCb/nLnS7+04KTK+Zub1QKI2OI5y2TzT1td0z787/z9Xh4Adcwn0uv47pKKCJAARBwc3XTi3bEuBoBaGnjJ8XLLM3v77+IXjMMFEBGvmiMASAYESAAAAA4ESAAAAA4ESAAAAA4ESAAAAA4ESAAiUlpcGusiAKgDmdkMaHfDVgEQkR0/74x1EZJGtsfd0kuKCEIh0qRVY+nYs12118tLy2XZx8vlwF7tpXGLRtXSKysq5cvZy6Tjoe2loHUT12Vn18uSKydcFJVyJzoCJAAROfmKX5nnvIKGkpVT/QT/0Svz5aNXFsSgZIml1wmHyN9mus8ndUrOheYkiNR21nUny0Vjz411MVIOARKAiOQX5MmQMd43fv7p2/UESAASFn2QAAAAHAiQAAAAHAiQAAAAHOiDBAAxtGv7bln8wTLXtPIyOmgDsUKABCAqvpi5NNZFSAjfLVotN53gPooN8KX55OB+nWNdjJREgAQgKtp1ay1LP/w61sUA4t41D1wm5954WqyLAQf6IAGIitYHtYx1EQAgYgRIAAAADgRIAAAADgRIAAAADgRIAAAADgRIAKJi05qfY10EICFs/pHfSjximD+AqPhp5YZYFyFu1M+v5/r67sI9+70siD8NmzSIdRHgggAJQFQcecphsvC9LyXVHfarnjLx/8a5pp2Sc6GUlzJbdqpLz0iPdRHggiY2AAAABwIkAAAABwIkAAAABwIkAAAABwIkAFFhWVasixD36KANVVbCfhCPCJAARMWXc76KdRHiQn6zvFgXAXFuy7ptsS4CXDDMH0BUdOzRTua9/qkku1YHtpDzR53umpaemSEDLxng+d70jDSpKK+MYumQCJq0bhzrIsAFARKAqGjWpqmkgjZdW8uZ154c0XvT0tMJkIA4RRMbAACAAwESAACAAwESAACAAwESAACAAwESgKjYsn5rrIsQ98pKymJdBMSBeg1yYl0EuGAUG4CoaNw8f+8/fCIZmdUPNZUVleahMrMzq6dXVkpFWYX5d1ZuVrV0q7LSP8FeTv3s6u+3LCndUxpWWXMa5EhGRvXrxV3b95jnvKYNXN+XlpYmZwwfJLVV4DHi7+e1W2q9bMRe++5tpOuRnVzT8po2lDNHDN7vZUJoPovpbj3t2LFD8vPzpbCwUPLymOwNSDQznv9Q/vK7h0Pmu/XZG+Ski46TeHNWo0tlz46iWBcDtTTsvkvkNzedGetipJQddXD+pokNAADAgQAJAADAgQAJAADAgQAJAADAgQAJAOJU0a7iWBcBdaC0mOkcEhEBEoCkVVoc3jD/eGVVMsg4GWzdsC3WRUAECJAAJK0dP+8MK1+zA5pIPKqXlxvrIqAONGnVONZFQASYKBJA0jr5il+Z57yChpKVU32ySTs4OvT4QyQepadzDQvECgESgKSVX5AnQ8acHetiAEhAXJ4AAAA4ECABAAA4ECABAAA4ECABQJzauW13rIuAOrDh+42xLgIiQIAEAHHKl+aLdRFQBxjmn5gIkAAgTuU1bRjrIqAOpKVxqk1EfGsAAAAOBEgAAAAOBEgAAAAOBEgAAAAO3GoEAOLUzi3h3WwX8e21R96ROS/PdU3TewTeOXWUHNCp1X4vF4IjQAKAOFVZacW6CKgDu7bvNg8vU+9/U0ZOHrZfy4TQaGIDgDiV3zwv1kXA/mARCMcjAiQAiFPpzJ8DxAy/PgAAgGgHSHfffbf4fL4qj27duvnTi4uLZcSIEdK0aVNp0KCBnHfeebJxY9X71KxZs0ZOO+00qVevnjRv3lxGjx4t5eXlVfLMnj1b+vTpI9nZ2dKpUyeZMmVKtbJMmjRJOnToIDk5OdKvXz9ZsGBBXX9cAACQhKJSg3TIIYfI+vXr/Y+PPvrIn/aHP/xB3nzzTZk6darMmTNH1q1bJ+eee64/vaKiwgRHpaWlMnfuXHnmmWdM8DNu3Dh/nlWrVpk8J554oixatEhGjhwpv//97+Xdd9/153nppZdk1KhRctddd8nnn38uvXr1ksGDB8umTZui8ZEBAEAS8VlW3fYO0xqk1157zQQuToWFhdKsWTN5/vnn5fzzzzevLV++XA4++GCZN2+eHHXUUfLOO+/I6aefbgKnFi1amDyPP/643HLLLbJ582bJysoy/3777bdl6dKl/mVfcMEFsn37dpk+fbr5W2uMjjjiCHn00UfN35WVldK2bVu5/vrr5dZbbw3rs+zYsUPy8/NNufPy6CwJYP8a0voq2bphe6yLgSg7/OTecs4Np7imZedkyaHHH2JaYxC+ujh/R2WY/7fffiutW7c2TVv9+/eXCRMmSLt27WThwoVSVlYmAwcO9OfV5jdNswMkfe7Zs6c/OFJa83PNNdfIsmXL5LDDDjN5Apdh59GaJKW1T7qusWPHVrlZoL5H3+ulpKTEPAI3MADECsFRavhs+iLz8HLeqNNl+N+G7tcyIQoBktbcaJNY165dTfPaPffcI8cdd5yp7dmwYYOpAWrUqFGV92gwpGlKnwODIzvdTguWRwOaoqIi2bZtm2mqc8ujNVZeNJDT8gJAPDj0+O6y8otV0rFHO9f0NV+vldKScul6+EGu6T+u+EmKdhXLwUd1cU1f8uFXUl5aUadlRt3b9MPPsS5CSqrzAOmUU36pJjz00ENNwNS+fXt5+eWXJTc3V+KZ1jhpvyWbBlzaLAcAsXD/rOhesF3ff6ws/2RlVNcBJKqoD/PX2qIuXbrIypUrpWXLlqb5S/sKBdJRbJqm9Nk5qs3+O1QebWfUIKygoEDS09Nd89jLcKMj4nQZgQ8AAJB6oh4g7dq1S7777jtp1aqV9O3bVzIzM2XGjBn+9BUrVphh/dpXSenzkiVLqow2e//9902w0r17d3+ewGXYeexlaDOeriswj3bS1r/tPAAAAPstQLr55pvN8P3Vq1ebYfrnnHOOqc258MILTY/yK6+80jRjzZo1y3Skvvzyy03Qoh201aBBg0wgdMkll8iXX35phu7fcccdZu4kreFRw4cPl++//17GjBlj+hQ99thjpglPpxCw6Tr++c9/mmkCvv76a9PJe/fu3WZ9AAAA+7UP0tq1a00wtGXLFjOk/9hjj5X58+ebf6sHHnjAjCjTCSJ1xJiOPtMAx6bB1FtvvWUCGg2c6tevL0OHDpXx48f783Ts2NEM89eA6KGHHpI2bdrIk08+aZZlGzJkiJkWQOdP0k7dvXv3NlMAODtuAwAARH0epGTCPEgAktkFbYbJlnXbYl0MhNDjuIPlgTm/VBJg/5y/uRcbAKQo5llKDBVlVW+1hf0jKhNFAgDi33vlLwdNH3vqn4JOYIj9o1Gz/FgXISVRgwQAAOBAgAQAAOBAgAQAAOBAgAQAAOBAgAQAcMcsMHFB7wSB/Y8ACQDgasmHX8e6CBCRdSs3xLoIKYlh/gAAVzdOHiYvT3xduh7ZyTV94+rNsu77jXLkyb1d0xdM/0I2/fBzlEuZ/Jp32HsnCuxfBEgAAFe/vuR484jUw9f+U958/L06LVMq8vl8sS5CSqKJDQAAwIEACQAAwIEACQAAwIEACQAAwIEACQAQFau/+jHWRUgKW9dtjXURUhIBEgAgKgp/3hnrIiSFtHQGnMcCARIAICoO//WhsS5CUmjYuH6si5CSCJAAAAAcCJAAAAAcCJAAAAAcCJAAAAAcCJAAAFFRVlIe6yIAESNAAgBExeplzINUF1p3ahHrIqQkJlcAAETFtQ9dLlPve0PaHtxG0tKr35F+++YdsnrJGulzUk9Jz0yvlv7FzCXy6TuLJNl1OaKT3DjpSte0jKwM6diz/X4vEwiQAABR0ql3Rxn73I0Rv79eXm5KBEj5BQ2ly+GdYl0MONDEBgAA4ECABAAA4ECABAAA4ECABAAA4EAnbQBAXPpx+U+SNKoP4tvL8k5CbBEgAQDiUmlxfEw0qVMQNG9bUO11y7Jkw6pNktsgR5q2buz63rXfrJfchjmu71dp6Wly6T2/rfMyo/YIkAAAcalbv87y5uR3Y10MOf3qQXLdw1fEuhjYz+iDBAAA4ECABAAA4ECABAAA4ECABAAA4ECABACISyVFJbEuAlIYARIAIC7t3LJT4kGbLq1iXQTEAMP8AQBx6fThg6RBo/rSsEkDyczOrJZesqdEfvxmnXQ+rKNk5lRPLyspkx+/WS8H9ewgWS7pFeUVsvbbddKuWxvXdJXbMFc69mhXR58IicRn6UxXcLVjxw7Jz8+XwsJCycvLi3VxAADAfjp/08QGAADgQIAEAADgQIAEAADgQIAEAADgQIAEAADgQIAEAADgQIAEAADgQIAEAADgQIAEAADgQIAEAADgQIAEAADgQIAEAADgQIAEAADgkOF8Ab+wLMt/V2AAAJAY7PO2fR6PBAFSEDt37jTPbdu2jXVRAABABOfx/Px8iYTPqk14leQqKytl3bp10rBhQ/H5fLEuTtxH6xpI/vjjj5KXlxfr4iQctl/tsP1qj21YO2y/+Np+GtpocNS6dWtJS4usNxE1SEHoRm3Tpk2si5FQdMfm4BA5tl/tsP1qj21YO2y/+Nl+kdYc2eikDQAA4ECABAAA4ECAhDqRnZ0td911l3lGzbH9aoftV3tsw9ph+yXf9qOTNgAAgAM1SAAAAA4ESAAAAA4ESAAAAA4ESAAAAA4ESAAAAA4ESCnq7rvvNrdPCXx069bNn15cXCwjRoyQpk2bSoMGDeS8886TjRs3VlnGmjVr5LTTTpN69epJ8+bNZfTo0VJeXl4lz+zZs6VPnz5m6GanTp1kypQp1coyadIk6dChg+Tk5Ei/fv1kwYIFEm8++OADOeOMM8y09bqtXnvttSrpOhh03Lhx0qpVK8nNzZWBAwfKt99+WyXP1q1b5eKLLzazxDZq1EiuvPJK2bVrV5U8ixcvluOOO85sC512f+LEidXKMnXqVPNdaZ6ePXvKtGnTalyWeNyGl112WbV98uSTT66SJ1W34YQJE+SII44wtz3S39rZZ58tK1asqJInnn6z4ZQlHrfhCSecUG0fHD58eJU8qboNJ0+eLIceeqh/puv+/fvLO++8U6PyJty202H+SD133XWXdcghh1jr16/3PzZv3uxPHz58uNW2bVtrxowZ1meffWYdddRR1tFHH+1PLy8vt3r06GENHDjQ+uKLL6xp06ZZBQUF1tixY/15vv/+e6tevXrWqFGjrK+++sp65JFHrPT0dGv69On+PC+++KKVlZVlPfXUU9ayZcusq666ymrUqJG1ceNGK57o57v99tutV155RafFsF599dUq6X/5y1+s/Px867XXXrO+/PJL68wzz7Q6duxoFRUV+fOcfPLJVq9evaz58+dbH374odWpUyfrwgsv9KcXFhZaLVq0sC6++GJr6dKl1gsvvGDl5uZa//jHP/x5Pv74Y7MNJ06caLbpHXfcYWVmZlpLliypUVnicRsOHTrUbKPAfXLr1q1V8qTqNhw8eLD19NNPm8+0aNEi69RTT7XatWtn7dq1Ky5/s6HKEq/b8PjjjzefJ3Af1H3Klsrb8I033rDefvtt65tvvrFWrFhh3XbbbeZ3o9sznPIm4rYjQErhAElPNG62b99udvypU6f6X/v666/NSW3evHnmb92509LSrA0bNvjzTJ482crLy7NKSkrM32PGjDFBWKAhQ4aYA5XtyCOPtEaMGOH/u6KiwmrdurU1YcIEK145T+6VlZVWy5Ytrfvuu6/KNszOzjYnaKU/dn3fp59+6s/zzjvvWD6fz/rpp5/M34899pjVuHFj//ZTt9xyi9W1a1f/37/97W+t0047rUp5+vXrZ1199dVhlyUeeAVIZ511lud72Ia/2LRpk9kWc+bMibvfbDhlicdtaAdIN954o+d72IZV6W/tySefTNr9jya2FKZNBtrcceCBB5pmC63+VAsXLpSysjLTrGDT5oh27drJvHnzzN/6rE0TLVq08OcZPHiwuSPzsmXL/HkCl2HnsZdRWlpq1hWYR28QrH/beRLBqlWrZMOGDVU+h94kUat+A7eXNgkdfvjh/jyaXz/vJ5984s8zYMAAycrKqrK9tBlg27ZtYW3TcMoSz7R6Xaveu3btKtdcc41s2bLFn8Y2/EVhYaF5btKkSdz9ZsMpSzxuQ9tzzz0nBQUF0qNHDxk7dqzs2bPHn8Y23KuiokJefPFF2b17t2lqS9b9L6NGuZE09GCvbbt6Ilq/fr3cc889pt/G0qVLzclBTzB6MgqkO7amKX0O3NHtdDstWB79QRQVFZkTlv7Q3PIsX75cEoX9ed0+R+C20BN/oIyMDHNwDszTsWPHasuw0xo3buy5TQOXEaos8Ur7G5177rlmG3z33Xdy2223ySmnnGIOaunp6WzDfSorK2XkyJFyzDHHmJO4iqffbDhlicdtqC666CJp3769uXDUvmy33HKLCa5feeUVk57q23DJkiUmINI+Ptq359VXX5Xu3bvLokWLknL/I0BKUXrisWnHOw2Y9MDw8ssvm06pwP52wQUX+P+tV5q6Xx500EGmVumkk06KadniiXY+1QuZjz76KNZFSbptOGzYsCr7oHbS131PA3bdF1Nd165dTTCktW///e9/ZejQoTJnzhxJVjSxwdBou0uXLrJy5Upp2bKlqcrcvn17lTw6CkDTlD47RwXYf4fKoyMgNAjTamytGXDLYy8jEdhlDfY59HnTpk1V0nX0ho7KqottGpgeqiyJQpt+dR/RfVKxDUWuu+46eeutt2TWrFnSpk0b/+vx9JsNpyzxuA3d6IWjCtwHU3kbZmVlmZFlffv2NaMCe/XqJQ899FDS7n8ESDB0qLReJekVk+78mZmZMmPGDH+6VjNrHyWtXlX6rNWtgSes999/3+zIWuVq5wlchp3HXob+2HRdgXm06lv/tvMkAm3S0R9e4OfQKmHtFxO4vfQHq+3jtpkzZ5rPax+ENY8Ohdf288DtpVdt2jQUzjYNpyyJYu3ataYPku6Tqb4NtV+7nti1SUM/s7MZMZ5+s+GUJR63oRutLVGB+2Aqb0MnLXdJSUny7n816tKNpHHTTTdZs2fPtlatWmWGPevQSx1yqSM77GGSOgR25syZZphk//79zcM5ZHPQoEFmyKwOw2zWrJnrkM3Ro0ebUQSTJk1yHbKpo4OmTJliRikNGzbMDNkMHOkQD3bu3GmGpupDfzZ///vfzb9/+OEH/7BwLffrr79uLV682IzGchvmf9hhh1mffPKJ9dFHH1mdO3euMkRdR1/oEPVLLrnEDJ3VbaPbzzlEPSMjw/rb3/5mtqmORnQboh6qLPG2DTXt5ptvNqNMdJ/8v//7P6tPnz5mGxUXF1upvg2vueYaM+2A/mYDh6Dv2bPHnyeefrOhyhKP23DlypXW+PHjTXl1H9Tv/sADD7QGDBjgX0Yqb8Nbb73VjPjTbaO/Cf1bR5C+9957YZU3EbcdAVKK0qGTrVq1MvNJHHDAAeZvPUDY9ERw7bXXmmGcusOec8455mASaPXq1dYpp5xi5pnR4EqDrrKysip5Zs2aZfXu3dusRw82Og+Jk851oTuz5tEhnDrHTbzRz6EndedDh6bbQ8PvvPNOc3LWH+9JJ51k5goJtGXLFnMyb9CggRnaevnll5vAIJDOuXPssceaZej3oidqp5dfftnq0qWL2V46JFbnJgkUTlnibRvqSUoPnHrA1GClffv2Zn4TZ6CcqtvQbbvpI/D3FE+/2XDKEm/bcM2aNSYYatKkifnOdY4tPVEHzoOUytvwiiuuML9LLa/+TvU3YQdH4ZY30badT/9XszonAACA5EYfJAAAAAcCJAAAAAcCJAAAAAcCJAAAAAcCJAAAAAcCJAAAAAcCJAAAAAcCJAAAAAcCJAAAAAcCJAAAAAcCJAAAAKnq/wGY/+HTx062bAAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ani = cd.animation_spatial_attribute('precip_quantity')" ] }, { "cell_type": "markdown", "id": "3861bb71", "metadata": {}, "source": [ "## Visualisation de l'animation\n", "\n", "On peut exploiter la fonction `HTML` de IPython pour afficher l'animation dans un notebook Jupyter après l'avoir convertie en HTML5.\n", "\n", "**ATTENTION** : Cette étape peut prendre du temps en fonction de la taille de l'animation et de la puissance de votre machine. Il peut être préférable de sauvegarder l'animation dans un fichier vidéo et de l'afficher avec un lecteur vidéo externe." ] }, { "cell_type": "code", "execution_count": 9, "id": "d1037542", "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "HTML(ani.to_html5_video())" ] } ], "metadata": { "kernelspec": { "display_name": "python311", "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 }