From df6903e5c6b856284daa297dc9c897ccbb469aa9 Mon Sep 17 00:00:00 2001 From: ef1d331e1cf47607d5b91843ecc46a5e Date: Wed, 23 Oct 2024 11:55:22 +0000 Subject: [PATCH] =?UTF-8?q?corrections=20composante=20p=C3=A9riodique?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- module3/exo3/exercice_fr.ipynb | 236 +++++++++++++++------------------ 1 file changed, 109 insertions(+), 127 deletions(-) diff --git a/module3/exo3/exercice_fr.ipynb b/module3/exo3/exercice_fr.ipynb index 0d44c20..8ab80cb 100644 --- a/module3/exo3/exercice_fr.ipynb +++ b/module3/exo3/exercice_fr.ipynb @@ -1346,16 +1346,16 @@ "Cad,\n", "$$ A = \\begin{bmatrix}\n", " ... & ... & ... \\\\\n", - " 1 & 2020^2 & 2020^2 \\\\\n", - " 1 & 2020,1^2 & 2020,1^2 \\\\\n", - " 1 & 2020,2^2 & 2020,2^2 \\\\\n", + " 1 & 1^2 & 1^2 \\\\\n", + " 1 & 1,1^2 & 1,1^2 \\\\\n", + " 1 & 1,2^2 & 1,2^2 \\\\\n", " ... & ... & ...\n", " \\end{bmatrix}$$" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -1386,21 +1386,21 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Estimation des coefficients de la régression: a = 314.165 ppm, b = 0.853 ppm/annee, c = 0.009 ppm/annee^2 \n" + "Estimation des coefficients de la régression: a = 314.165 ppm, b = 0.853 ppm/annee, c = 0.009 ppm/annee^2, d = 0.000 ppm/annee^3 \n" ] } ], "source": [ "param = np.linalg.lstsq(A,CO2,rcond=None)\n", "a,b,c, d = param[0] \n", - "print(f\"Estimation des coefficients de la régression: a = {a:.3f} ppm, b = {b:.3f} ppm/annee, c = {c:.3f} ppm/annee^2 \" )" + "print(f\"Estimation des coefficients de la régression: a = {a:.3f} ppm, b = {b:.3f} ppm/annee, c = {c:.3f} ppm/annee^2, d = {d:.3f} ppm/annee^3 \" )" ] }, { @@ -1412,7 +1412,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -1429,7 +1429,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -1446,22 +1446,22 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "Text(0,0.5,'CO2 (ppm)')" + "" ] }, - "execution_count": 16, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1476,7 +1476,8 @@ "plt.plot(data_MLO[\"Date.1\"],data_MLO[\"CO2_comp_lente\"],\"--\",label=\"estimation\")\n", "plt.plot(data_MLO[\"Date.1\"],data_MLO[\"CO2\"],label=\"données\")\n", "plt.xlabel(\"Temps (Année)\")\n", - "plt.ylabel(\"CO2 (ppm)\")" + "plt.ylabel(\"CO2 (ppm)\")\n", + "plt.legend()" ] }, { @@ -1490,22 +1491,22 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "(0, 10)" ] }, - "execution_count": 17, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAD8CAYAAACSCdTiAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAC6hJREFUeJzt3X2IZXUdx/HPpx1DM8Nip7TdtTESS8Q0LmIJPah/rBVtDwgKlZSwBFkWQWkLRUQQFFGQFEOaQosiPqCopWsZEpR1V812XS2x1Clrr4RPBdnmpz/mymy27nU9P+8Zv/N+wbD33rn3d74edt575sy5jpMIAFDTS/oeAADwwiHyAFAYkQeAwog8ABRG5AGgMCIPAIUReQAojMgDQGFEHgAKm+ljo6tXr87c3FwfmwaAF62tW7c+nGR2X17TS+Tn5uY0HA772DQAvGjZvn9fX8PpGgAojMgDQGFEHgAKI/IAUBiRB4DCiDwAFEbkAaAwIg8AhRF5ACiMyANAYUQeAAoj8gBQGJEHgMKIPAAURuQBoDAiDwCFdY687f1t/9r2b21vt/2VFoMBALpr8Zuh/iXppCRP2N5P0i9s/zjJrxqsDQDooHPkk0TSE+O7+40/0nVdAEB3Tc7J215l+w5JOyVtSXJri3UBAN00iXyS/yQ5VtJaScfbPvqZz7G90fbQ9nA0GrXYLABggqZX1yR5RNLPJa3fw+fmkwySDGZnZ1tuFgDwLFpcXTNr++Dx7QMknSLp7q7rAgC6a3F1zaGSLra9Sov/aFyW5NoG6wIAOmpxdc2dko5rMAsAoDHe8QoAhRF5ACiMyANAYUQeAAoj8gBQGJEHgMKIPAAURuQBoDAiDwCFEXkAKIzIA0BhRB4ACiPyAFAYkQeAwog8ABRG5AGgMCIPAIUReQAojMgDQGGdI297ne2bbe+wvd32OS0GAwB01/kXeUvaJelzSW6zfZCkrba3JLmrwdoAgA46H8kneSjJbePbj0vaIWlN13UBAN01PSdve07ScZJubbkuAOD5aRZ52y+XdIWkzyR5bA+f32h7aHs4Go1abRYAsBdNIm97Py0GfnOSK/f0nCTzSQZJBrOzsy02CwCYoMXVNZZ0gaQdSb7VfSQAQCstjuRPlPQRSSfZvmP88e4G6wIAOup8CWWSX0hyg1kAAI3xjlcAKIzIA0BhRB4ACiPyAFAYkQeAwog8ABRG5AGgMCIPAIUReQAojMgDQGFEHgAKI/IAUBiRB4DCiDwAFEbkAaAwIg8AhRF5ACiMyANAYUQeAAprEnnbF9reaXtbi/UAAG20OpK/SNL6RmsBABppEvkkt0j6e4u1AADtcE4eAAqbWuRtb7Q9tD0cjUbT2iwArGhTi3yS+SSDJIPZ2dlpbRYAVjRO1wBAYa0uobxE0i8lHWl7wfZZLdYFAHQz02KRJGe0WAcA0BanawCgMCIPAIUReQAojMgDQGFEHgAKI/IAUBiRB4DCiDwAFEbkAaAwIg8AhRF5ACiMyANAYUQeAAoj8gBQGJEHgMKIPAAURuQBoDAiDwCFEXkAKIzIA0BhTSJve73te2zfa/vcFmsCALrrHHnbqySdL+lUSUdJOsP2UV3XBQB01+JI/nhJ9ya5L8mTki6VtKHBugCAjlpEfo2kB3e7vzB+7H/Y3mh7aHs4Go0abBYAMEmLyHsPj+X/HkjmkwySDGZnZxtsFgAwSYvIL0hat9v9tZL+0mBdAEBHLSL/G0lH2D7c9kslnS7pmgbrAgA6mum6QJJdts+WdIOkVZIuTLK982QAgM46R16Sklwv6foWawEA2uEdrwBQGJEHgMKIPAAURuQBoDAiDwCFEXkAKIzIA0BhRB4ACiPyAFAYkQeAwog8ABRG5AGgMCIPAIUReQAojMgDQGFEHgAKI/IAUBiRB4DCiDwAFNYp8rZPs73d9lO2B62GAgC00fVIfpukD0q6pcEsAIDGZrq8OMkOSbLdZhoAQFNTOydve6Ptoe3haDSa1mYBYEWbeCRv+yZJh+zhU5uSXP1cN5RkXtK8JA0GgzznCQEAz9vEyCc5ZRqDAADa4xJKACis6yWUH7C9IOmtkq6zfUObsQAALXS9uuYqSVc1mgUA0BinawCgMCIPAIUReQAojMgDQGFEHgAKI/IAUBiRB4DCiDwAFEbkAaAwIg8AhRF5ACiMyANAYUQeAAoj8gBQGJEHgMKIPAAURuQBoDAiDwCFEXkAKKzrL/L+hu27bd9p+yrbB7caDADQXdcj+S2Sjk5yjKTfSzqv+0gAgFY6RT7JjUl2je/+StLa7iMBAFppeU7+45J+3HA9AEBHM5OeYPsmSYfs4VObklw9fs4mSbskbd7LOhslbZSkww477HkNCwDYNxMjn+SUvX3e9pmS3ivp5CTZyzrzkuYlaTAYPOvzAADtTIz83theL+kLkt6R5J9tRgIAtNL1nPx3JR0kaYvtO2x/v8FMAIBGOh3JJ3lDq0EAAO3xjlcAKIzIA0BhRB4ACiPyAFAYkQeAwog8ABRG5AGgMCIPAIUReQAojMgDQGFEHgAKI/IAUBiRB4DCiDwAFEbkAaAwIg8AhRF5ACiMyANAYUQeAArrFHnbX7V95/iXeN9o+7WtBgMAdNf1SP4bSY5JcqykayV9qcFMAIBGOkU+yWO73T1QUrqNAwBoaabrAra/Jumjkh6V9K7OEwEAmpl4JG/7Jtvb9vCxQZKSbEqyTtJmSWfvZZ2Ntoe2h6PRqN1/AQDgWTlpc4bF9uskXZfk6EnPHQwGGQ6HTbYLACuF7a1JBvvymq5X1xyx2933Sbq7y3oAgLa6npP/uu0jJT0l6X5Jn+g+EgCglU6RT/KhVoMAANrjHa8AUBiRB4DCiDwAFEbkAaAwIg8AhRF5ACiMyANAYUQeAAoj8gBQGJEHgMKIPAAURuQBoDAiDwCFEXkAKIzIA0BhRB4ACiPyAFAYkQeAwog8ABRG5AGgMCIPAIUReQAozEmmv1H7cUn3TH3Dy9NqSQ/3PcQywb5Ywr5Ywr5YcmSSg/blBTMv1CQT3JNk0NO2lxXbQ/bFIvbFEvbFEvbFEtvDfX0Np2sAoDAiDwCF9RX5+Z62uxyxL5awL5awL5awL5bs877o5QevAIDp4HQNABQ21cjbXm/7Htv32j53mtteTmyvs32z7R22t9s+p++Z+mZ7le3bbV/b9yx9sn2w7ctt3z3++/HWvmfqi+3Pjr8+ttm+xPb+fc80TbYvtL3T9rbdHnuV7S22/zD+85WT1pla5G2vknS+pFMlHSXpDNtHTWv7y8wuSZ9L8iZJJ0j65AreF087R9KOvodYBr4j6SdJ3ijpzVqh+8T2GkmfljRIcrSkVZJO73eqqbtI0vpnPHaupJ8mOULST8f392qaR/LHS7o3yX1JnpR0qaQNU9z+spHkoSS3jW8/rsUv5DX9TtUf22slvUfSD/qepU+2XyHp7ZIukKQkTyZ5pN+pejUj6QDbM5JeJukvPc8zVUlukfT3Zzy8QdLF49sXS3r/pHWmGfk1kh7c7f6CVnDYnmZ7TtJxkm7td5JefVvS5yU91fcgPXu9pJGkH45PXf3A9oF9D9WHJH+W9E1JD0h6SNKjSW7sd6pl4TVJHpIWDxYlvXrSC6YZee/hsRV9aY/tl0u6QtJnkjzW9zx9sP1eSTuTbO17lmVgRtJbJH0vyXGS/qHn8O14ReNzzRskHS7ptZIOtP3hfqd6cZpm5Bckrdvt/lqtsG+/dmd7Py0GfnOSK/uep0cnSnqf7T9p8RTeSbZ/1O9IvVmQtJDk6e/qLtdi9FeiUyT9Mckoyb8lXSnpbT3PtBz8zfahkjT+c+ekF0wz8r+RdITtw22/VIs/RLlmittfNmxbi+dddyT5Vt/z9CnJeUnWJpnT4t+JnyVZkUdsSf4q6UHbR44fOlnSXT2O1KcHJJ1g+2Xjr5eTtUJ/CP0M10g6c3z7TElXT3rB1P4HZUl22T5b0g1a/En5hUm2T2v7y8yJkj4i6Xe27xg/9sUk1/c4E5aHT0naPD4Quk/Sx3qepxdJbrV9uaTbtHg12u1aYe98tX2JpHdKWm17QdKXJX1d0mW2z9LiP4SnTVyHd7wCQF284xUACiPyAFAYkQeAwog8ABRG5AGgMCIPAIUReQAojMgDQGH/BbPkdBquzWGkAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -1517,7 +1518,7 @@ } ], "source": [ - "CO2_periode = CO2 - CO2_estimation_lente\n", + "CO2_periode = CO2 - data_MLO[\"seasonally\"]\n", "plt.plot(data_MLO[\"Date.1\"],CO2_periode)" ] }, @@ -1530,7 +1531,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -1539,7 +1540,7 @@ "0.08489999999983411" ] }, - "execution_count": 18, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -1558,7 +1559,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -1567,13 +1568,13 @@ "Text(0.5,0,'Fréquence (Année$^{-1}$)')" ] }, - "execution_count": 19, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1597,34 +1598,35 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Nous observons alors 3 pics distinctifs autour de 1 et de 2 Année$^{-1}$ qui correspondent à des oscillations de longueur caractéristique une année et 1/2 année respectivement.\n", + "Nous observons alors 2 pics distinctifs autour de 1 et de 2 Année$^{-1}$ qui correspondent à des oscillations de longueur caractéristique une année et 1/2 année respectivement.\n", "Nous allons ainsi nous intéresser aux pics autour de ces deux fréquences\n", "\n", - "Commençons par définir les bornes sup et inf de notre étude, la première à 0.8 et la seconde à 1.5; la troisième est à 2.5" + "Commençons par définir les bornes notre étude, la première à 0., la seconde à 1.5 et la troisième est à 2.5 " ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ - "borne_inf = np.nonzero(fourier_freq > 0.8)[0][0]\n", - "borne_milieu = np.nonzero(fourier_freq < 1.5)[0][-1]\n", - "\n", - "borne_sup = np.nonzero(fourier_freq < 2.5)[0][-1]" + "bornes = [0, 1.5, 2.5] \n", + "indices_bornes = []\n", + "for borne in bornes:\n", + " indice = np.nonzero(fourier_freq > borne )[0][0]\n", + " indices_bornes.append(indice)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Et enfin identifier précisément la fréquence autour de 1 Année$^{-1}$" + "Ensuite, pour chaque composante nous allons en estimer la fréquence et afficher sur un graphe la fréquence trouvée." ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -1636,17 +1638,7 @@ }, { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 22, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1655,33 +1647,7 @@ "needs_background": "light" }, "output_type": "display_data" - } - ], - "source": [ - "indice_freq_1 = np.argmax(CO2_periode_fourier[borne_inf:borne_milieu]) + borne_inf\n", - "freq_max_1 = fourier_freq[indice_freq_1]\n", - "amplitude_max_1 = CO2_periode_fourier[indice_freq_1]\n", - "\n", - "print(f\"La fréquence d'oscillation est située à: {freq_max_1:.3f} Année^-1\")\n", - "plt.plot(fourier_freq[borne_inf:borne_milieu],CO2_periode_fourier[borne_inf:borne_milieu])\n", - "plt.plot([freq_max_1], [amplitude_max_1], \"xr\", label=\"frequence d'oscillation\")\n", - "plt.ylabel(\"Amplitude\")\n", - "plt.xlabel(\"Fréquence (Année$^{-1}$)\")\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Nous allons désormais estimer la deuxième fréquence autour de 2 Anné$^{-1}$." - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ + }, { "name": "stdout", "output_type": "stream", @@ -1691,17 +1657,7 @@ }, { "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 23, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1713,54 +1669,66 @@ } ], "source": [ - "indice_freq_2 = np.argmax(CO2_periode_fourier[borne_milieu:borne_sup]) + borne_milieu\n", - "freq_max_2 = fourier_freq[indice_freq_2]\n", - "amplitude_max_2 = CO2_periode_fourier[indice_freq_2]\n", + "def trouver_freq(borne_inf,borne_sup):\n", + " indice_freq = np.argmax(CO2_periode_fourier[borne_inf:borne_sup]) + borne_inf\n", + " freq_max = fourier_freq[indice_freq]\n", + " amplitude_max = CO2_periode_fourier[indice_freq]\n", "\n", + " print(f\"La fréquence d'oscillation est située à: {freq_max:.3f} Année^-1\")\n", + " plt.plot(fourier_freq[borne_inf:borne_sup],CO2_periode_fourier[borne_inf:borne_sup])\n", + " plt.plot([freq_max], [amplitude_max], \"xr\", label=\"frequence d'oscillation\")\n", + " plt.ylabel(\"Amplitude\")\n", + " plt.xlabel(\"Fréquence (Année$^{-1}$)\")\n", + " plt.legend()\n", + " plt.show()\n", + " return freq_max\n", "\n", - "print(f\"La fréquence d'oscillation est située à: {freq_max_2:.3f} Année^-1\")\n", - "plt.plot(fourier_freq[borne_milieu:borne_sup],CO2_periode_fourier[borne_milieu:borne_sup])\n", - "plt.plot([freq_max_2], [amplitude_max_2], \"xr\", label=\"frequence d'oscillation\")\n", - "plt.ylabel(\"Amplitude\")\n", - "plt.xlabel(\"Fréquence (Année$^{-1}$)\")\n", - "plt.legend()" + "frequences = []\n", + "for i in range(len(indices_bornes) -1 ):\n", + " freq = trouver_freq(indices_bornes[i], indices_bornes[i+1])\n", + " frequences.append(freq)\n", + "frequences = np.array(frequences)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Enfin nous allons pouvoir identifier la partie périodique du signal en: $$ f(t) = w_1 \\sin(f_1 t) + w_1 \\cos(f_2 t) + w_2 \\sin(f_2 t) + w_3 \\cos(f_2 t) $$\n", + "Enfin nous allons pouvoir identifier la partie périodique du signal en: $$ f(t) = \\sum_{i=1}^{3} (c_i \\cos(f_i t) + s_i \\sin(f_i t)) $$\n", "\n", "Comme précédemment, nous allons définir le problème $$ Ax = y$$ avec $x$ les temps, $A$ les échantillons des fonctions de base à chaque temps et $y$ les mesures de CO2 (une fois la composante lente enlevée)." ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 59, "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "array([[ 0. , 1. , 0. , 1. ],\n", - " [ 0.50168248, 0.86505184, 0.86796271, 0.49662938],\n", - " [ 0.85923543, 0.51158037, 0.87913596, -0.47657104],\n", - " ...,\n", - " [ 0.94226133, 0.33487846, 0.63108605, -0.77571283],\n", - " [ 0.98633317, -0.1647631 , -0.32502262, -0.94570624],\n", - " [ 0.77175144, -0.6359243 , -0.98155099, -0.19120057]])" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 1. 0. 1. 0. ]\n", + " [ 0.86505184 0.50168248 0.49662938 0.86796271]\n", + " [ 0.51158037 0.85923543 -0.47657104 0.87913596]\n", + " ...\n", + " [ 0.33487846 0.94226133 -0.77571283 0.63108605]\n", + " [-0.1647631 0.98633317 -0.94570624 -0.32502262]\n", + " [-0.6359243 0.77175144 -0.19120057 -0.98155099]]\n" + ] } ], "source": [ - "A = np.column_stack([np.sin(2.*np.pi*freq_max_1* temps), np.cos(2.*np.pi*freq_max_1*temps), \\\n", - " np.sin(2.*np.pi*freq_max_2*temps), np.cos(2.*np.pi*freq_max_2*temps)])\n", - "A" + "def assembler_A():\n", + " tableau_colonnes = []\n", + " for freq in frequences:\n", + " colonne_c = np.cos(2.*np.pi * freq*temps) \n", + " colonne_s = np.sin(2.*np.pi * freq*temps) \n", + " tableau_colonnes.append(colonne_c)\n", + " tableau_colonnes.append(colonne_s)\n", + " return np.column_stack(tableau_colonnes)\n", + "A = assembler_A()\n", + "print(A)" ] }, { @@ -1772,19 +1740,19 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Les paramètres estimés sont [ 6.9928053 -0.17766823 2.61154642 0.82513488]\n" + "Les paramètres estimés sont [ 0.09456166 0.1400933 -0.03932497 0.03291844]\n" ] } ], "source": [ - "w = np.linalg.lstsq(A,CO2, rcond=None)[0]\n", + "w = np.linalg.lstsq(A,CO2_periode, rcond=None)[0]\n", "print(f\"Les paramètres estimés sont {w}\")" ] }, @@ -1797,13 +1765,23 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 61, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.1400933 0.03291844] [ 0.09456166 -0.03932497]\n" + ] + } + ], "source": [ + "w_c = np.array([w[i] for i in range(len(w)) if i%2])\n", + "w_s = np.array([w[i] for i in range(len(w)) if (i-1)%2])\n", + "print(w_c,w_s)\n", "def CO2_comp_periode(t):\n", - " return w[0]*np.sin(2.*np.pi*freq_max_1*t) + w[1]*np.cos(2.*np.pi*freq_max_1*t) \\\n", - " + w[2]*np.sin(2.*np.pi*freq_max_2*t)+ w[3]*np.cos(2.*np.pi*freq_max_2*t)" + " return np.dot(w_c, np.sin( 2.*np.pi * np.outer(frequences,t))) + np.dot(w_c,np.cos(2.*np.pi * np.outer(frequences,t)))" ] }, { @@ -1815,22 +1793,22 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 27, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1846,6 +1824,7 @@ "plt.plot(temps,CO2_periode, label=\"mesure\")\n", "plt.xlabel(\"Temps (Année)\")\n", "plt.ylabel(\"CO2 (ppm)\")\n", + "plt.xlim(0,10)\n", "plt.legend()" ] }, @@ -1858,22 +1837,22 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "" ] }, - "execution_count": 28, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAEKCAYAAAA8QgPpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzs3Xd4VGX2wPHvO5OZ9B5CEgIk9C4g0kEEBFEXFCxYEXWtq9jbqsCq2NC1F36W1bUrKqwCCgrYKNIJJAQICWmk9zaTmff3x51MgtIlmSScz/PwZObOvTfnouTkbedVWmuEEEKI42XydABCCCFaJkkgQgghTogkECGEECdEEogQQogTIglECCHECZEEIoQQ4oRIAhFCCHFCJIEIIYQ4IZJAhBBCnBAvTwfwV0REROi4uDhPhyGEEC3Kxo0b87XWbf7qfVp0AomLi2PDhg2eDkMIIVoUpVTaybiPdGEJIYQ4IZJAhBBCnBBJIEIIIU5Iix4DORS73U5GRgbV1dWeDqVF8fHxITY2FovF4ulQhBAtRKtLIBkZGQQGBhIXF4dSytPhtAhaawoKCsjIyCA+Pt7T4QghWohW14VVXV1NeHi4JI/joJQiPDxcWm1CiOPS6hIIIMnjBMjfmRAtSEUB1No8HUXrTCBCCNFqVRTAf86Dr27wdCSSQIQQosWoKoL/ToGifXD6TE9HIwmkNamtrfV0CEKIxlJdCh9Mg7xdcOmH0OlMT0fU+mZhNTT3fzvYmVV6Uu/ZKyaI2X/rfcRzUlNTOeeccxg5ciRr167ltNNOY+bMmcyePZvc3Fw+/PBDevfuzW233cb27dupra1lzpw5TJkyhR07djBz5kxsNhtOp5OFCxdisVg4//zzSUhIAGD+/PmUl5czZ84cxowZw/Dhw/n111+ZPHkyV199NTfddBP79+8H4IUXXmDEiBGsXr2aWbNmAcZ4x08//URgYOBJ/bsRQjSSmnL48GLI3gqX/Be6jvd0REArTyCetGfPHj7//HMWLFjAGWecwUcffcQvv/zC4sWLmTdvHr169WLs2LG88847FBcXM3jwYMaPH88bb7zBrFmzuOKKK7DZbDgcDnJyco74vYqLi1m9ejUAl19+OXfeeScjR45k//79TJw4kcTERObPn8+rr77KiBEjKC8vx8fHpyn+GoQQf5W9Cj6eDhnr4aJ3oce5no7IrVUnkKO1FBpTfHw8ffv2BaB3796MGzcOpRR9+/YlNTWVjIwMFi9ezPz58wFj+vH+/fsZNmwYTzzxBBkZGUydOpWuXbse9Xtdeuml7tcrVqxg586d7velpaWUlZUxYsQI7rrrLq644gqmTp1KbGzsSX5iIcRJV1sDn1wBqb/A1AXQ+wJPR3SQVp1APMnb29v92mQyud+bTCZqa2sxm80sXLiQ7t27H3Rdz549GTJkCN9++y0TJ07krbfeolu3bjidTvc5f1yv4e/v737tdDpZs2YNvr6+B53zwAMPcN5557FkyRKGDh3KihUr6NGjx0l7XiHEiUvJK+f31EIuHBCL1cs1NF1rg89mwN4fYPIr0O8SzwZ5CDKI7iETJ07k5ZdfRmsNwObNmwFISUmhU6dO3H777UyePJlt27bRtm1bcnNzKSgooKamhm+++eaw950wYQKvvPKK+/2WLVsA2Lt3L3379uX+++9n0KBBJCUlNeLTCSGOx43/3cj9C7ezItHVXe2ohS+vh+SlcO58GHiVZwM8DEkgHvLII49gt9vp168fffr04ZFHHgHg008/pU+fPvTv35+kpCSuvvpqLBYLjz76KEOGDOH8888/YsvhpZdeYsOGDfTr149evXrxxhtvAMZgep8+fTjttNPw9fVl0qRJTfKcQogjK6ywsTu3HIDE7FJX8vg77FwEE+fB4L97OMLDU3W/AbdEgwYN0n/cUCoxMZGePXt6KKKWTf7uhGh6PyblcO1/jJ9j5/dpwys+b0LCF3D2YzDi9kb5nkqpjVrrQX/1PjIGIoQQHrR5fzFmk6JvtD+XZsyD6pUwfk6jJY+TSbqwhBCiiX28fj8pefXdVt0ifHnA9jKjqlfCuEdh5J0ejvDYSAIRQogmVFBew4Nfbmfsc8barYyCMh5xvsbQsuW8oqbDqLs9HOGxkwQihBBNaFtmifu1djr4e/GLDC//nt/a38Bz1ZNxOFvOuLSMgQghRBNKy68AQOEk/5NbmGZaxbYuN1HYbxYjSafK7iDAu2X8aG70FohSyqyU2qyU+sb1/lmlVJJSaptS6iulVEiDcx9USu1RSu1SSk1s7NhamuTkZBYtWuTpMIQQf0FuWQ0KJ094vUOb5E94qfYCrOMe4vx+Mfz3uiEtJnlA03RhzQISG7xfDvTRWvcDkoEHAZRSvYDpQG/gHOA1pZS5CeJr1uLi4sjPzwegW7dubNmyha+++uqw5wghmpeC8hreX5NKtd0BQG5JFU95vcXlXj/ygeUiXnReQufIllnYtFFTnVIqFjgPeAK4C0Br/X2DU9YCF7leTwE+0VrXAPuUUnuAwcCaxoyxpZk9e7anQxBCHIcFP6fw5uoUbLVOrh/RkcmpjzPaaxUv1k7l39UX0j7MF4u5ZQ5HN3Zb6QXgPuBw6fVa4FPX63YYCaVOhuvYiVv6ABzY/pdu8SdRfWHSU0c85VjKuXfp0oVrr72WlJQU/Pz8WLBgAf369aOgoIDLLruMvLw8Bg8eTMOFnh988AEvvfQSNTU1DB06lNdeew2z+eBGWt05NpuNIUOGHPIcIUTTWZdSCEB6finOL29gdNUKfoi6nndyJkKtnY5h/ke5Q/PVaGlPKXU+kKu13niYz/8J1AIf1h06xGl/mo6glLpBKbVBKbUhLy/vpMV7su3Zs4dZs2axbds2kpKS3OXc58+fz7x585g9ezYDBgxg27ZtzJs3j6uvvhqAuXPnMnLkSDZv3szkyZPd+3okJibyySef8Ouvv7J161bASBYNJSYm8umnn/Lrr7+yZcsWzGYzH374IUKIppOQWUJagTFQnl1SxZb0Yryo5fw9szElfMEz9kupGn43saFGwdMO4X6eDPcvacwWyAhgslLqXMAHCFJKfaC1vlIpNQM4Hxin63/FzgDaN7g+Fsj640211guABWCUMjliBEdpKTSmo5VzT0tLY+HChQCMHTuWgoICSkpK+Omnn/jyyy8BOO+88wgNDQXghx9+IDExkbPPPhuA8vJy2rdvf9D3/OGHH9i4cSNnnHEGAFVVVURGRjbJ8wohoNbh5PyXfwFg9xOTuPrt9Vio5UXLK5xRsZ41ne/gtR2D+T0+nA/XGr8cdgiTBPInWusHqR8gHwPc40oe5wD3A2dqrSsbXLIY+Egp9TwQA3QF1jdWfI3taOXcvbz+/FevlDroa0Naay6++GKeeurwSVFrzYwZM3jyySf/avhCiBOwNaN+jceBkmoqKyt51fIiE8wbma+uIaH2PDq3qaRNoDcBPsbPgH7tgj0V7l/miZGbVzDGRJYrpbYopd4A0FrvAD4DdgLLgFu11g4PxNckRo8e7e5eWrVqFREREQQFBR10fOnSpRQVFQEwbtw4Fi5cSG5uLgAFBQWkpqYedM9x48bxxRdfuM8pLCwkLS2tiZ5IiFOPw6lZvjMHp2vxX0KDRYLZBcU8bnuaCeaNrOp8H69UTeDXPfkM7RQOwEPn9uSJC/swrHO4R2I/GZpkwrHWehWwyvW6yxHOewJjxlarN2fOHGbOnEm/fv3w8/PjvffeA4xZVpdddhkDBw7kzDPPpEOHDgD06tWLxx9/nAkTJuB0OrFYLLz66qvExcW573m4czp27OiJRxSi1ftiYzr3L9zOU1P7Mn1wBzamGb/weWMjaul1dDBtZl2vR8jrdCns2IbdoRkcHwZAfIQ/8REtdwAdpJy7aED+7oQ4PvOWJLLgpxSuHNqBx6b0of+/ljOmkz8XJd/HCPMOHrBfz+RrHsBiVly6wJhk+s1tI+nj4W4rKecuhBAeluoqS5JdXE1OaQ32qjIeKHqGtuYd3F97I587RjOrjT9+lvqp9O1b8KD5H0kCEUKIY5RdUkWN3Umcq+tpf6ExDyizuIq96Rl8YJ1HVNE+nvG7i88LT8fHYiI6yAeTSRER4I3VrAj2tXjyEU6qVplAtNaHnMkkDq8ld2UK0VTOmr+KaruT1KfOw+5wklZgJJDq4hy6LbuHIJVK5ZR32LWlHRTmEh8RgMlk/Cz65f6zqLE7PRn+Sdcy188fgY+PDwUFBfID8ThorSkoKMDHx8fToQjRrFW7EkBmcRVLtmdTZXcwsYOTt5yPElSRykM+D+Hf/wKig41/S50aDJL7WMwE+7We1ge0whZIbGwsGRkZNOdV6s2Rj48PsbGxng5DiGarrhgiwL68CpbvzKFfQAnPl89Dq0Kuqr6P8M5jAPB1jXm0c602b61aXQKxWCzEx8d7OgwhRCuzzzVgDpBVUkVVVhLv6UfwrrUzzfYQW3UX7o4OAqCn6+ukPlEeibWptLoEIoQQjWFPbrn7tS1zG0+XPYDFYqLk0q/Y+n8HAOjo6rKaOrAdI7tG0DaodXcLt7oxECGEOFmW78yhoqYWgK82ZxLsa2GYdyoXbr0RG2ZWDP0PYZ0Gus+vK5ColGr1yQMkgQghxCEl55Tx9/c3cNMHGymrtvNTch739SjgbfUYhQ4/LrHNJrh9L5RSdIkMACAuvGWvLD9e0oUlhBAYsxGdGsyuabd1ZUnW7yskOaec4WxhevKL5FgimVZ2P7mEuivpfnXLcHLLagjzt3osfk+QFogQQgDzv99F54eWUOswpupuciUQq9mEc/tC3rLMpza0Mx/2fJ1cjG0W6rqsAn0sdG4T4JnAPUgSiBBCAK+u3AvA1oxiADbtNxLIlNqlDNpwD5t1V/SMb4iMMqa7W8wKb69Te7dPSSBCCNFA0oEyiips7M0rZ27IEh63vMta8yAeDpiLT2CYu4xJsO+p1V11KDIGIoQ4JSVmlxIb6kugj4Wyarv7eHZxNZ/+nsajXv9lRvUyFjpGcn/1DUzo1AaAIfFhTOoTxZnd2ngq9GZDEogQ4pSzeX8RF772G1MHtuP5S/qTXVLt/uxAcRnT0p9imNdyygfcwD1rRqMxuavo+ljMvH7l6Z4KvVmRLiwhxCln14EyAL7clAnANtdWtAFmO5elPMSw8uV8HXotPuc9hXb9mIw6BdZ1HC9JIEKIU05Bhc392u5w8t+1afSL0Hwd+BwDatbzqOM6ErvdgFeDQXJJIH8mCUQIccopbJBA0goqyEpP5W09l/iandxmu4337ePclXQDfYye/q5tT71pukcjYyBCiFNOQXmN+/WOHdv53DqX0OpSVvR/iW/XhADQybWu440rTyfpQBldIgM9EmtzJi0QIUSr53BqdmSVuN8nZpfhZzXTS6Uy5pcrCFHlZE7+BN15rPuceFcLZESXCK4bKRW+D0USiBCi1XtkUQLnvfQL6YWVFFfa2JVTxt1dsvnU+hgVtYqr9b9o12c00cH1+3eEn2JlSU6EJBAhRKv32e/pAOzIKiUlv4Ippl+Yue9eMnQEF9bMxSemN15mEzEh9QlEtsU+OhkDEUK0en5WM6XVtezKLqXdjk940foaldHDuDbzBnLwZmiIMcOqTaA3D5/Xk/E923o44pZBWiBCiFbnyaWJLPjJqG1ldzgpq6lF4aTvjifpm/gc3zEM64yv8AkMAw6eonv9qE7uciXiyBo9gSilzEqpzUqpb1zvw5RSy5VSu11fQxuc+6BSao9SapdSamJjxyaEaH3yymp4c3UK85YkUVPrILu4Gqu28bLlFcYWf8lC62QWxv8LL29fgnwtAETKGo8T0hQtkFlAYoP3DwA/aK27Aj+43qOU6gVMB3oD5wCvKaVO7VKXQojjVrfKHCCruJrUzEzesz7N+ea1zOdKHq66nPbhxhTdrq6NoEZ0CfdIrC1doyYQpVQscB7wVoPDU4D3XK/fAy5ocPwTrXWN1nofsAcY3JjxCSFavmq7g38vT3ZvPZteVOn+rCB7Hz2WXspAlczX8XN4pfpcquxO2rkGyx85vxcf/30oPaKCPBJ7S9fYLZAXgPsAZ4NjbbXW2QCur5Gu4+2A9AbnZbiOHUQpdYNSaoNSakNeXl7jRC2EaDEWb8nixR928/KPewBILzQSSFeVQa8l0/CvyuLl6HlU9JjqvqadayOoYF8LwzpL6+NENVoCUUqdD+RqrTce6yWHOKb/dEDrBVrrQVrrQW3aSDllIU51lTZXy8OVOPYXVnKO3y4WWufgsNu5uOYRQvtMJNzf231NuwbTdcWJa8xpvCOAyUqpcwEfIEgp9QGQo5SK1lpnK6WigVzX+RlA+wbXxwJZjRifEKIVyCiqAqDUtadHXMYi7nC+TCrRPGJ9lJ3lAfSKCcLXUj+kWrcVrfhrGq0ForV+UGsdq7WOwxgc/1FrfSWwGJjhOm0GsMj1ejEwXSnlrZSKB7oC6xsrPiFE67AzuxSAzKJKDnz9CPdUvkB60ADuCXqGNYXGIHl8hP9BU3ODXbOvxF/jiXUgTwFnK6V2A2e73qO13gF8BuwElgG3aq0dHohPCNGMZRZXuetaVdpq2ZZRghU7s0rnE7XlJT6rPRPL1QsJDIkAwMdiIjLQ2500ooN9ZJX5SdIkK9G11quAVa7XBcC4w5z3BPBEU8QkhGiZRjz1IwD7njyXlUl5mGuK+Tb0FbpWbWNx+HXMyTubHeHBxLjqWnUM83cnjNX3jiFE9jI/aaSUiRCixWi4d/n+wkqy9u3kS+85xNfkcbvtVn7MP5PObYyEUTfTqm1w/SLBjuGywvxkkgQihGgxckrr9y7PTviJ6VtvRJucZP7tExZ/WgM1tXRuYySJaFfiiAmWVeaNRWphCSFajAMlxkZQk0zrGLR6BiXalxc6vkpYrzHuczq7NoKa0CuKeyZ045Hze3ki1FOCJBAhRLNVaavlnBd+4rsdBwDILKrgBvP/eN36ImnWzkyumkNo+174e9d3pnR2lScJ9rPwj7FdD/pMnFySQIQQzYbTqam210++3JRWTNKBMm7870aotdFl7UM8ZPmY37xHMb36IQoJIr7NweMadS0Q0fgkgQghmo1nv99Fj0eWUVNrJJH1qYUAhFJK7XuTOb3wGxYFX8HCTv8ir9r48dU+1A+Aa4bHMbJLBN3aSgJpKtK2E0I0G6+vMvbwSMgs5fSOoazfV0BXlcHblmdRmSXcbruV8yfcTmxWqfuaDmFGApkzubdHYj6VSQtECNEsaF1f+m5HVgk5pdX4pv3IIp/Z+Cg7L3V4kcXOEXSPCnQnDYAQP1lV7inSAhFCNAs5pTXu15mFlez73zO85fU8FcE9mHLgFshui9XLRmyo30Hnyqpyz5EWiBCiWdida2wEZaGWUcmPM3T3c/xiHozzmqVkE052STWdIvwxmxR92gXROyaIG8/s5OGoT23SAhFCeITWmr+/v4HR3dpw9bA4dh0oI4Qy3g94mX4lCXzieylLI67lP8EhWM0mbA4nXVxTdP2sXnx7+ygPP4GQFogQwiN2ZJWyIjGXRxftAKA4bTv/85lNT0cyD5tuZ275VDpHBqGUcpdflym6zYskECFEk6mbnguwbl+h+3VFwlJu3nsTQaZqvu73Bh9UDqXK7nC3ODqGG4Pmde9F8yAJRAjRJH7dk0/3h5exaX8RANsyigHNzebF+H1xGfudkbzT6x3MHYe4r6mra/X0tH7cf04Pzu7V1hOhi8OQBCKEaBLrUgoA+GjdfgCy8gr4P99Xud/yCbsizubCmtl07NT9oO1m61ockUE+3DymMz4NdhUUnieD6EKIJlFabexdXlRhw1Gwj8cL7qIr+3nSfhmr7ZdRTTl92gUfVLsqPMD7cLcTzYAkECFEo1iWkE2At4WRXY2dAVMLKgAIz1uD483niNI2NoxcwBdrQynIKUcpY1W5l0lhUnBevxhPhi+OgSQQIcRJl11SxU0fbAIg+fFJZJdUsWpXLteal/FQ+YcU+3XkEvvtLBkzjfbJaymosBEd5OPuoto+ZyJ+Vumuau6OmkCUUibgNCAGqAJ2aK1zGjswIUTLorV2rwpPza90H9+dW8biDXt5zvIG08w/851jEO8HPAheXvhYzHQI82NLevFBuwVKCfaW4bCD6EqpzkqpBcAe4CngMuAWYLlSaq1SaqYruQghTnG7DpQR/+AS1roGyrOKq9yfZe/fw7StNzDN/DP7+tzOTfY7+DW9hu5tA4H6YojRIbJzYEtzpATwOPAB0FlrPVFrfaXW+iKtdT9gMhAMXNUUQQohmrcvNqa7vmYAxn7lAINUEsN/uIh2tel83uVpHKPvR7t+7HR1JZBBcaEAxAT7/vG2opk7bDtRa33ZET7LBV5olIiEEC1OVnG166vR8tiUVsj9oSu5vuodCnUUV9ge4Ppuk9wrygF3C2RM90g+vH4I/WKDmz5w8ZccyxiIGTgPiGt4vtb6+cYLSwjRkmQUVbq+VmGvKuWy9Dmcq9bwi3kw99beQra20jky4KB1HA03fhrRJaLJYxZ/3bGMYfwPuAYIBwIb/BFCnKI2phXy8fr9aK1xODWpBUYC8SneQ+2bY5nIWhJ738UL4bPJrrYC0MVVx+ofZ3UhOtiHuAj/w95ftAzHMtUh1jXuIYQQOJ2aaa+vAaBjmB9ODSVVdu5sl8h1+c/iLPfhKvuDvDBxFmFfJwAlhPlbCfU3Esk9E7tz94Ruso9HK3AsLZClSqkJx3tjpZSPUmq9UmqrUmqHUmqu63h/1yyuLUqpDUqpwQ2ueVAptUcptUspNfF4v6cQovEVVNjcrxMPlLFsezqzvT9mVsFj7NaxXGZ6hrSgM4gM8qGzqxRJw/IkIJtAtRbHkkDWAl8ppaqUUqVKqTKlVOlRr4IaYKzW+jSgP3COUmoo8AwwV2vdH3jU9R6lVC9gOtAbOAd4zTX+IoTwoKIKG7d/vNldBDG7pH6Kbm5WGpcl3sZM9T9K+87gUtsjbCsNIN7VPTUkPgyA7lHS690aHUsX1nPAMGC7brhp8VG4zi13vbW4/mjXnyDX8WAgy/V6CvCJ1roG2KeU2gMMBtYc6/cUQpx8i7dmsXhrFhoY2CHUPUX3dLWLm3a9jK+jnE9iH+bCKXdh+30ZAHERxtqOM7u14YubhkkCaaWOpQWyG0g4nuRRRyllVkptAXKB5VrrdcAdwLNKqXRgPvCg6/R2QHqDyzNcx/54zxtcXV8b8vLyjjckIcRxyi4xpujuyTV+H1y+4wC3+C7nU+/HKXd6c0HNvyjuOhVvr/oOg57Rxu+ISikGxYUR6GNp+sBFozuWFkg2sEoptRSjWwo4tmm8WmsH0F8pFYLRDdYHuAG4U2u9UCl1CfA2MB44VKfon5KW1noBsABg0KBBx53UhBDHJ6fUSCDphZXoqmKm7n2IM/UadgaNZHruDErxJ85VhsRsUjicmv7tQzwZsmgix9IC2Qf8AFg5wWm8WutiYBXG2MYM4EvXR59jdFOB0eJo3+CyWOq7t4QQTWTVrlymvPIL6a6uqrrFgXG2ZBxvjGa4fT2rO85ied9/U4qRODq5Nn6af3E/7hzfjV7RQYe+uWhVjtoC0VrXzZ4KMt7qsmO5sVKqDWDXWhcrpXwxWhlPYySFMzESyliMLjKAxcBHSqnnMQo3dgXWH9fTCCH+sv/7OYWtGSUs2pLJrWd1ITG7hBt9V3CX832qqyO42vYItw27gqiyavc1dfWsLhwQ66mwhQccy0r0QcC7uFodSqkS4Fqt9cajXBoNvOeaSWUCPtNaf6OUKgZeVEp5AdUYXVporXcopT4DdgK1wK2uLjAhRBPanWOMdaQVVJKUlsGTjuc4z7yeH5wDeC/wfjaVOBnYMZTNrllZgOwUeIo6ljGQd4BbtNY/AyilRmIklCMuLtRabwMGHOL4L8Dph7nmCeCJY4hJCNEIKmpqyS0zhjpNB7YS/clTdDVlkz/sn1y/sic6w0lEgJVgXwttg4zquSZZ0nHKOpYxkLK65AHuBHBM3VhCiOavqMJGlc1o7O/MLgU011pX8FjBnTjtNu70n0f4hHuxehm/b9Z1V3VuE8C0gbF8e/soT4UuPOxYWiDrlVJvAh9jzIq6FGNW1kAArfWmRoxPCNGInE7N5Fd/oaLGwYZ/jmfF5t28bn2ZSaa1rHT051nvO4lv1wGlFO1CfEnJr3Bv/GT1MvHcJad5+AmEJx1LAunv+jr7D8eHYySUsSc1IiFEk9mZXUp6oTHLKi95LVdvn0mUKYetPe7i2i0D0SUmJrrKrrcJ9CYlv4L2rhaIEMcyC+uspghECNH4SqvtvPVTCrec1QUfi5md2aUonFxvXkKbTz/ngDOQr05bQHS/s9Bb1gH1ZUjqtpmNC5cEIgzHMgsrHKP1MRKjxfEL8C+tdUEjxyaEOMne/SWVl37cQ5CvhetHdSIjPZX3LE8z2rydzX4juabgat44bSwxDbaX7eFKINePiifM38qE3lGeCl80M8fShfUJ8BMwzfX+CuBTjHUdQogWpLDCmGGVnFOGc9f3XLP1egLMVTxkv44VNZMowUanNv6E+lnd19R1WQ3vHMHwzrLxk6h3LAkkTGv9WIP3jyulLmisgIQQjWdNSgFW7JyV+gKmhC/JcbZn69n/5dsfaygpt2E1m2gT4I3JpHhsSm/8rF6YZZ6uOIxjSSArlVLTgc9c7y8Cvm28kIQQJ4PTqbnrsy0UV9l586rTySqupjY3mS+tr9CnPJUdsZcydc8k1g4cRvj63yipstMu1BeTK2FcNSzOsw8gmr1jSSA3AncB/3W9NwMVSqm7MEqbSNEbIZqBLenFfLYhnfvP6UGwr4W9eeV8vcUoJ5eQUULNhvf5xjoPp9mbm2z3EBwyBT+/A4T6W4kO9iElr4LYUN+jfBch6h11IaHWOlBrbdJaW1x/TK5jgZI8hGg+Pl63n4/W7ee931IBSMgqASCICtouv4XhCbNJUF1YNuoLltUOZH1qIZ1c+5TL2IY4EceyEl0I0QJkuqrm/piUC0BCZilDTTtZ6v0AMZnf8x+fq3kh+lnCo+MB2JdfQSfXzoFTBxpb75zeMdQDkYuW6li6sIQQzdDW9GI27y/imhHamia9AAAgAElEQVTxaK3ZnWtUGErMLsVWXUXP7c/yT+tXpBPFvOgXeGtfOPcNbXtQN1VdCyQ62Jf1/xx30OwrIY5GEogQLdR17/1OfrmNgR1D8ff2Iqe0hv7tQ6jK2Eb1a6O5qCaZXbEXM9d2Ob/tM1on/WNDaHdQAvF3v44M9PnT9xDiSKQLS4gWyOHU5JfbAPg9tYit6cUonDwQvJzF1odRFXnMtN1LwEUvExlW3y3VOTIAP2v9742dGyQQIY7XYROIUqqvUmqtUipdKbVAKRXa4DPZ6EkID0orqHC/3nWglPR9yXxincfQPf9mtfM0pjifZZP3YGKCfdzVc729TEQGegMwrkck7cN83YURhTgRR+rCeh2YA6wFrgd+UUpN1lrvBSxNEJsQooENqYV0bhNAqL+V5BxjvMPqpWif8Q3XlryKyeykbMIL3LCoDdgVAzv4o5Qi1pVAfK1mlDLWeLw1Y5D7tRAn6khdWAFa62Va62Kt9XzgH8AypdRQjJpYQogmkpJXzkVvrOGfX28HYNeBckJUOR8Gv8ltxc+QrGN5pft/8B9yDWaT8c+6boC8s+vr0Phw9/0keYiT4UgtEKWUCtZalwBorVcqpaYBC4GwJolOiFOY1tr9g/63vUbt0u2ZxtoOvft7lvvMJ6yyhGftl/CG42/MjeuJyaTw8TJRYXO4B8gHdgjh478PpX/7EM88iGi1jtQCeRro2fCAa5vaccCXjRmUEKe6ZQkH6PnoMvfajowi42ttZQnORf/gjpyHcFqD+G7oh7zquAAHZnrHGOt6K1y7C3aKMFoeSimGdQ7H1yr7louT67AJRGv9kdZ6LYBSKkAp5e86vl9r/femClCIU9ErK3dTbXfy5cYMwFgkONK0nS/03agtH/Ja7WRWj1mIb8fT3df0iDq4MES/2OAmjVmceo64DkQpdTPwIOBvvFVlwNNa69eaIjghThXZJVX4WsyE+FmptNWyO6ccgOTccnR1KeP2zuMC6/fsccbwTvcFPLPFj0/ahhLmX7/wr66F8faMQezLryAmROpaicZ12ASilHoYY9vaMVrrFNexTsCLSqkwrfXjTRSjEK1aWbWdYU/+SK/oIJbMGsX2jBJqap0A+Gf+Su2rVzLZnsnamCuYse9suuRGAKXER/gT7GuhR1Qg142Md99vXM+2HnoScao50hjIVcDUuuQB4Hp9CXB1YwcmxKliW4YxML4zu5SiChsJWaX4Uc1/Ij/lqfJ/Ullr4mLbo7Sd9iw1WNmRVYqf1UxkoDc+FjPL7hjNxYPae/gpxKnoiF1YWuvqQxyrUko5Gy8kIU4tma4BcoC9eeVU7f6J732eoF1pLm/XTuLHoBsot3oRH+FPmL+VwgobceH+MhVXeNyRWiAZSqlxfzyolBoLZB/txkopH6XUeqXUVqXUDqXU3Aaf3aaU2uU6/kyD4w8qpfa4Ppt4vA8jREtQUF7DI18nUFJpByDDNdPKnyqCVz7ELWmzsHqZWD38PzxWexW/plUxoIMxBbduJXl8hKwgF553pBbI7cAipdQvwEaMxYNnACOAKcdw7xpgrNa6XCllwVjJvhTwdV3fT2tdo5SKBFBK9QKmA72BGGCFUqqb1tpxgs8mRLP01NIkPt+YQcdwP64f1YmdWaVMC9zJXbbXiUkr5L3aCZQOeZCB8e2BdQB0CDdWk7cJ9CbpQJkkENEsHGka7w6gD/ATEAd0cr3u4/rsiLSh3PXW4vqjgZuBp7TWNa7zcl3nTAE+0VrXaK33AXuAwSfyUEI0J8WVNnJK63uD9+Ubdaw27y/GWZ7PBfvm8Jz9caqVD/cHP8uc2hl0ax9NVLC3+5qOYUbCKKwwCih2jpQEIjzvSLOwugBttdbv/OH4KKVUlqsm1hEppcwYrZcuwKta63VKqW7AKKXUE0A1cI/W+negHUbdrToZrmNCtCjphZW0C6nfW/z8l38ho6iKfU+eC8CuA2WAJjZzCc5X3mGiLiap+03ckTWepBwjQfRpF0Swb33JuZ7RgQAM6xTOjqxSzuoe2bQPJcQhHGkM5AWg7BDHq1yfHZXW2qG17g/EAoOVUn0wklYoMBS4F/hMGaOBhxoR/FPNLaXUDUqpDUqpDXl5eccShhCNZvP+Il5Ykex+f6CkmlHPrOThRQkA2B1O9yry3bnlZBRV4V+Twzvez/Ng5bMUWdryN9sTBJ07h5AgY+V4kI8X7UJ8CfSpTyBxrqq5953Tg/X/HEeIbPwkmoEjjYHEuUqXHERrvUEpFXc830RrXayUWgWcg9Gy+FJrrYH1rhldEa7jDecixgJZh7jXAmABwKBBg6Soo/CoC1/7DYArh3YkIsCb9amFAHy0bj/zLuzL3rxy97lp+eVE7fmE772fxsfk5HHbFezwv5zyWhsxIb50CPNjbUoh8RH1M6w+uG4Iof4Wd2vG6mWSjZ9Es3GkFsiR/i896hJXpVQbpVSI67UvMB5IAr4GxrqOdwOsQD6wGJiulPJWSsUDXQHZd0S0CHVFDje4Ekigj/G72c6sUgDiVDZ9V1xJ381z2GXqzJqJ/+Mtx3msSS2hW1uje6pLpNEC8bHU16wa2TWC3jFSkkQ0T0dqgfyulPq71vr/Gh5USl2HMa5xNNHAe65xEBPwmdb6G6WUFXhHKZUA2IAZrtbIDqXUZ8BOoBa4VWZgieasyDWgDca4Bxi7AwKUVddSbXeQnJnPnZYvucm0CF3qzbPe/yAl9kJu79gN+Bmo754a2skot97ZlUiEaO6OlEDuAL5SSl1BfcIYhNFiuPBoN3Z1fw04xHEbcOVhrnkCeOJo9xbCE7TWDH/qR64Y0oF/jO1KSn79roDZJdWUVttJOlBKbKgvGUVVFO/8gSu33EmsOYMVppH82PEOPkuyc2NkwEH7ksdHGFN0+8WG8NUtw2WKrmgxDptAtNY5wHCl1FkY03kBvtVa/9gkkQnRzOzNKye7pJr53ycbCaTB+MaBkmo27y9Ga7i4py+xvz9P1Fc/s9/Zhm/7v8x/cruQll5JrVMTHxFAUMMB8gYJY0CHUIRoKY5YygSMjaSAlU0QixDNSkF5DT/tzmPKae0wmRRrUgrdnzmdmn35FXiZFH3aBZNdUsWGfflM91rFrTs+Q5vK+C70cmZln82nZ4wl6pd97u6tuo2e6tTtGChES3PUBCLEqermDzexfl8hQT4WxvVsy9qUAvdnmcVVJGaX0qmNP+3D/Cjdv51z89+kp1cCtW2Gcu7eqRwojKNG1dK1bQAxwfVzUjq5WhxvzxhEUaVdyq6LFutIs7CEOKXVrR5fnZyH1pr1+wqJdiWC3bllbE4vZlA7X6aXvsv/Vd5BTM0+FnV4APO1S8i0dKSsppYOYX74Wb3c1wHuNRzjerblotNjm/7BhDhJJIEI4XLnp1u4/wtj6ZPTqckuMRJI0oEy9uVXkFdWw7SBxg/8j9btp3/1eh7efx0jst/jf85hjK2ZT3nvy1EmM1FBRsLoGmlM0Y0KNloZ3l7yT060HtKFJQRGjamvNmcCcPeEblTZHdhcmzql5FWwwTV+8bfTYli86jcu3fMcZ1s34rR2Zd2o/3D3cqNVUTeeUbfw7/SOxqB4nGum1QX9pTqPaD3k1yEhqF/wB7Ant5yP16cDMHVAOwoqatiSUUyY1UHXxFdY7n0fw00JvGK+CtMtv2HpOsZ9bd1iwDB3N5VRs6pHVBD/+8dI5k3t20RPJETjkwQiTklaa1Ym5eJwGtVw9uTWl33bm1/BV5szGN8zkiGdwtBa40j8liVe92Ja/RS/ew9lXM18fml7BXhZDxrfCHftUf7MRf14/9rB7lXmAH1jgzGbZBMo0XpIAhGnpBWJucz8z++8unIPAD8k5RId7IPVbGJHZgk5pTUMigsjzpTDO5Znedr2JMriA1cv5tO4f3GAcPeCv8hAH4bEh3HD6E7uGlZxEf6M7tbGY88nRFOQMRBxStqSboxprNtXgMPZhfX7CrliSEdW7spl5a5cfKjhnJz/o8Pqt6kwmXnMfgXxE+7iyk5dCNy6HYCOrhIkZpPi0xuHeexZhPAUSSDilLAupYD0oir3tNnkHGMVeV5ZDZlFVdTUOukeFUDygVL89y3lEe8PiN2Zj633RYzdeBZ5hPJFTBgAE3tHsTOrVAbExSlPEog4JVy6wNir7OxebQn2tZBWYNSxSiuoZFeOMf7R1yudQcUP09m6iV26A/qab7F0HEHexiUAdIsyxjPO7NaGM6V7SghJIKL10VrzzbZsRnSJIMzfSqWt1v3ZprQiRnaNILWgEn+rmQqbgy2Jyczzeouei1dRbQ7kYftMNkVMYUncSACuHxlPkK/loPpVQghJIKIVSsgs5baPNzO2RyTvXHMG6YVV7s/SCioID7Biq3Vy8elR+G15i5u3f42PVw1q8I2sCL2KD75OZVSQn/uah8/v5YnHEKLZkwQiWjytNVV2B35W43/n5TsPAJDg2uRpv2uvDoDUgkpS8yuY5LWJR9K/wMeSyg+OASyLuZVnJ13MiAob0zMd3Dymc9M/iBAtjCQQ0eI9tTSJd39LZcPD4wnysbi3lS2ttqO1Zmt6MWaTIibEB0d2AlPzXmWA11a0tTvX2B9glaMf17SLAyDM38pT0/p58GmEaDlkHYho8d78KQVbrZOVSbmAsZIcoNruJL/cxurkPMbEwhOWd5iTfRNx9r38EHcP6uZf+ZXTAOjaVkqqC3G8JIGIFqe02u6uU1XrcLqPJ2aXUVZtJ7/cxhlxRg2qbfuyGXXgfV4ruJ6RJUt4v/ZsxtQ8T9XA68Bsce8/3kX25BDiuEkCES2K06kZ9NgKZryzHsBdMRcgJa+cZNeU3LO6hXOReTUDFo3jPsunVMeOYNnoL5lbO4MSAtw1qz65YSiT+kTRLzak6R9GiBZOEohoUZJzy7A5nKxJKaCm1sEOVxHEIB8vMoqq2JRWzGjTVq7fcQ3zLW+y3x7MVY7ZBM74jLC4+kKGdWVIescE8/qVp+NrNXvkeYRoySSBiGat2u5g0ZZMtDaKHtatIAdIL6zklz15+FvNTOwdRXBJIkN/vY73rU9jdVbygLqLC2z/oijyDEwmdVBhQ28vSRhC/FUyC0s0a08uSeS9NWkE+Vo4q3skmUX1azpS8ir4eXc+53Ws5Zq8p+nhWEKJw5+lsbOYNPOfJL7xO2SUuPfoCPO30r99CHHhfof7dkKI4yAJRDQre3LLUap+Y6a1KcaU3HUphUYCKa5EKdAa1u7cy/SSt7mh6jsAFjjO57XaydzbZzB4eRMe4A0cPED+9a0jmviJhGi9JIGIZqOm1sH451cDsO/Jc6mwOdiTZ3RZ1Q2Ob88sZXh7X4blfc5VCYsINFdS2nkqO3vczlOfGzsK1iWffrHB/JiUS+dImWElRGOQBCKajYTM+l0BM4qqyCiqwuHUBPl4kZxTRnllJf2zP+c+30X460JWOAfwXO0lfH7RDYQUVAJGAunkSiC3j+3KgA6hjOgc7onHEaLVa7RBdKWUj1JqvVJqq1Jqh1Jq7h8+v0cppZVSEQ2OPaiU2qOU2qWUmthYsYnmIbe0mrHPreLHpBygvvQIQHpRJVszigH4W7+2DC37HvOrZzDX611qQzvzdMyLXG+/lyyfLgR4e9E2yNt9bd1rk0lxZrc2eJllrogQjaEx/2XVAGO11qcB/YFzlFJDAZRS7YGzgf11JyulegHTgd7AOcBrSimZKtOKLdmeTUpeBY98vQOAbRn1CSSruJpt6UVcHrSVe1OuZb7X6+Q7/JhpfwDLdUspjjgdgPZhvgCE+lnxtZg5s1sb966AQojG1WhdWNqYd1k359Li+qNd7/8N3AcsanDJFOATrXUNsE8ptQcYDKxprBiFZ32/02h5mFy/xiRkljC8czi/7S3AtG8V/9j7b3rpPVR4x3OzbRYra4fQPSYEP28LbQKMvcfrpuaaTIoND4/HT9ZzCNFkGrVtr5QyK6W2ALnAcq31OqXUZCBTa731D6e3A9IbvM9wHfvjPW9QSm1QSm3Iy8trtNjFybcjq4QP16WhtUZrzZZ0o4squ7iasmo7u3PLmBy2n8995zE14VaCnUX81HM2qZf+wFLnEKproVe0kTDiXAsBR3Zx94Di7+0lrQ8hmlCjDqJrrR1Af6VUCPCVUqof8E9gwiFOP9S/fP2nA1ovABYADBo06E+fi+br1g83kVpQSccwf3rHBFFpc9AlMoA9ueVs+XUZ73k9xajtCRSrEObWXsWHteN59/SRRIfWLwDsGmm8ntK/HYPjw4gNlTUdQnhKk8zC0loXK6VWYXRTxQNbXb8pxgKblFKDMVoc7RtcFgtkNUV8onFU1NTiazFjMimKK22kFhj7cuzOLcPf2+hquigyi15FrzLq5+3km4IoGz2HOZlD+HpHEQBdIgMI9avfCbCuy8psUpI8hPCwxpyF1cbV8kAp5QuMBzZrrSO11nFa6ziMpDFQa30AWAxMV0p5K6Xiga7A+saKTzSuvXnlDJn3A//4eBMAG9OK3J+lFVSy7udlvG99mpv23ERvUyrz7JdxoeV1AsfeSZswo7BhoLcXkYHeB3VLSdl1IZqPxmyBRAPvuWZSmYDPtNbfHO5krfUOpdRnwE6gFrjV1QUmWqBlCQcor6llyfYDOJyapAPGQsCJwRlMS/w3fat+p9QrGPuYOYxa0oFKfBgXGwlAuxBjZlWwn8WdPD6/aRgJmSVEBnof+hsKIZpcY87C2gYMOMo5cX94/wTwRGPFJBrP0u3ZzFuayOJbRxLqb3UnDIDMoipK96zjI7+3GV6zkRIVyAtcTmnva3h09BBMP3wHNbX0aRcMQDtX11THBjWrzogL44y4sKZ9KCHEEclKdHFSPLk0ifTCKhZvzWLG8DiSsksJ8vGiR812/D57lQdzfqXSHMSq2Ju5dc8gKvBlTlTkQffoF2skkNHdInhwUg+mDoz1xKMIIY6RJBBxUlTU1AKQdKCMqppaYgt+5c2gJXRiO+X5ITxtn84ZF95HRqWZij3GwsEurhlVN4/pzOpdeQztZJQc8fYyc+OZnT3zIEKIYyYJRBw3p1PzyKIE+rYLZvrgDhRV2CiosKFwErF/GVWv/p13LYnUqCjm2Gew3DyRTAdc3j4aW1Z9vau6XQFvPasLt57VxVOPI4Q4QVIkSByV06nZtL/IvanTun2FfLhuPw98uR2HU7Mnp5gLTT/zg8/93F38OM7qUh4z3Yz3Xdv5PmAKmRUQ4O1FbKjvIWtWCSFaJkkg4qgWbc1k6mu/8cHaNAA27Tem5FqxU/TTm/T8fAz/tr6Ot9XKnbW3cX3g6yRGXwBeVmJcM6p6RAWiVP3ajU4R/rJqXIgWThKI+JM3Vu/l+eXJ7vcrk4ySMXWbO+1Ky+AG8//4yfsOIlbdT74zkNu5l2WjFvJV7TC2ZJbTPcoY34iuSyCuEiRtAr356pbhvDvzjKZ8JCFEI5AxkFNclc3BXZ9t4dazutCnXTBl1XaeWpoEwD/O6oLVy0RitjFuUZW/H/3dl8xLfYsASxW/Onqz8fQnuHdTGBcOiHVPvwWjxQEQ5eqm6t5gP/IBHUKb6vGEEI1IEsgpbkNaIUsTDrA2pYDNj05gR4NB7oSsEnpEBeJVkMR8yzdMKfoN1jr50TEEht/GQ2u9GFoSTqUth94xwXSPCnJfW1dy5I7x3Qjxs3J+v5gmfzYhROOSBHKK27zfqIhbU+sEGm7qpMnbvoL2S95nqeUnapQ3H9jHETXxLm7/toAvew8nJmkbq5NzAaPESMew+hZIXQLx9/aSGVZCtFKSQE5xm10D4pU2B2XVdtbvzeWa4E1cVPMVfX7fS4VXKP92XEK382cx96s0ztpjwsuk6BUdRLsQX5JzjC1fukYGYDIpZv+tF7+nFuLvLf9rCdHayb/yU8zq5Dx+25vPg5N6orVmc3oxoX4W7JUllKx8mUdT3yCWHDJMMbwfegffeY2hSlsZ1y4WSGPlrjz6tAvCx2J2z7BqE+hNiJ+xwdPMEfHMHBHvwScUQjQVSSCnmBnvGAWObxjViZIqO4FVGTzXYR09DywicF0VG5zdSOh7Lwsr+pJSUE1GThVXDm1L+wYD5KfFGtVy6xJI3VchxKlFEkgrd8/nWxnfsy3n9InC5hrnAE3axu+I2vkuq60rUblmFjmHsCp0Gl/nRvHeaYOJScxheVIBAAM7hBLSYE+OugRSN9Oq4X4dQohTh6wDaUW2Z5SwwrXPOEBuWTVfbMzgpg82ApBTWMzF5lUstT7IwJVXEZy/if/jQvQd25kfcA9f50YR6O3F0E5hB7UqBnQIOWjR32ntjQRyVvdI7hjflfvP6dFETyiEaE6kBdKClVbb8TIp/KzGf8bbPja2jP3vdYMZ1bUN2zOMGVVtKKbyu3/RZuO7PGspJNHZnnfC7mKxcwSBgYHcGBxD26BUMoqquGBAO7y9zLQLrU8g0cE+ACz+xwhW78qjq6uGlcmkuGN8tyZ+aiFEcyEJpAXrP/d7ukcFsXTWKCptte4tY1fvymNUlwi2rFnOvy0fcZ5pLZY1TjZYB/OueRKVHYaTnFNOTlkNN/c0WhNh/sYg+OB4Y8+NThFGkhjbI9Ld+ugXG0I/V/eVEEJIAmmh0gsrcWpIzC6l2u5wLwD0pZr2+z6j9vXl3J2bQKWXHx/axxN45q3cv7KCm87shMMJq5LzAegdYyz+e3paP7q1TWF8z7YA9IoJYsnto9ytDyGE+CNJIC1Ipa3W3V21NaPYfXxNSgH5+xKY7fUel1h+wb+ggsKAbjxrv44rrr+buW9uod8uMw6nZlTXNqTmV7iv7eVKIGH+Vu6dePBYRt1nQghxKJJAmqlquwObw0mQjzHDaUNqIRe9sYbZf+vFzBHx7MgqxYyD8aaNdFn6AmcVr8fu5UVy2DjmHhhGZPRofrcV8WR8O8L8d7ItowSTgv7tQ3C6yrIDB03PFUKI4yEJpJm64NVfSS2oIOmxSQAs3JQJwNdbspjZz5cuia+xzvcbInQBxZVtWWC5kuSYCxjctwfrv9iGSjjAhF5Gd1R0sA+FFTY6tQnAx2ImLtwfAKvZhMkkJdWFECdGEkgzYHc4eX3VXv52WgzxEf5U2RwkHSgDjKm4kYE+bN9fwBjTZq7OW4V+fhPTtINdAYN5wXEjaWGj+HlvEffGxRMfYSQHraF/e6PqbXSwDzuySt3rNqKDfXj0/F6c7UowQghxIiSBNAOLtmTx/PJklmzPZtkdo9mbV+7+bN+eXQTl/Y8FRe8QYy0gXwexM/4qbk3qy/xrprL3+2TW7DUW/PWLDaZjeIMV4+2DAdx1qXpGG2MaSimuHSnlRoQQf40kkGagboe/7JJqtNYkZxUy0fQ7080/MnjRNgD2OPuwtvvd3J8Qy9DaKLLMhZzWPoS4CD/WpLgSSLsQgnzr/5PWTbkd3jmcRVuymNhbWhxCiJNHEshJVlJl5+vNmVw5tCNm1/jCV5sz6NY2kN4xRotge0YJeeXVjO1h/EDfnWN0VwVXZ1C59FHG/P5fplqLOKBD+TV6Bl+qcfxeHMBLowdgT/iNn3fn0ys6CIvZ5N6oycdiIthVUuT1KwZSXlNLgKvlcekZHZg2MBYvsxQeEEKcPJJATrKnlyXx0br9tA/zZWyPthSU13Dnp1sBSH3qPACufHsdJVV2Prp+CANjvOmQ+S0P+P/E6Y5tONeb+M3RHz1wDvNTOtDG7MfalEKuHxVNuwblReIijK6qM1wL/3wtZvdnk/pG/ykuSR5CiJOt0RKIUsoH+Anwdn2fL7TWs5VSzwJ/A2zAXmCm1rrYdc2DwHWAA7hda/1dY8V3svyeWoiXSbm3ad3vWg2+IbWIsT3asrxBbarSajs1diclVTZOV8mYvvkIr4rVPGcuo8QrhvnVF5PRcSpfp2hWjhpD+5Kd/JBkbNh0RscwIgK8UcoYIO8QZgyW94oO4sYzOzG2e2QTP7kQ4lTXmL+W1gBjtdanAf2Bc5RSQ4HlQB+tdT8gGXgQQCnVC5gO9AbOAV5TSpkPeWcPKau2c+enWzhQUg0YC/sufmMNF772G9V2BwAZRUYCSS+qAmBpwgH39dlpuylY8jgrrXex0HsupxWvYF/EGKbbHibv2nW84riQr1M0Vi8THcL86NBgQLx7VCAmk6JuCUfPaKPrSinFg5N6MqRTeKM/vxBCNNRoLRCttQbqphP9f3tnHl1leefxzy8LCSEkLAl7ICxiRZBFREApIuIodYFW3EfmqKOe45mqp6OFY6udcbRup8fpyJxu0tpqQVoVcKEozBRkEwj7alkcII1CCGGNIbn5zR/Pc5OXNKHmhXtzk/w+59xzn/fZ3u/73vfe332235PqX6qqHwWyrQJu8eGbgdmqWg7sFZFdwAhgZaw0/j3mbShkzeclPHPzQESEDzcX8e76QpKThJenDK7eDhZg04GjDO3Zrtpw7C85xdGyCtbvPsD3u25nUPEH9J+1DUEpSB7Iyi73MrNkEIPadWdPcTH9OmeRlZ7Csa8qye+YQXKSnLFFbLT7amD3LLYUHmOYb/EYhmE0FjEdA/EtiAKgHzBDVT+tleVe4C0f7o4zKFEO+LjadT4APADQs2fP8y35DB6ZvQGAKZfmMTivXfX2rdEWSNCdyObCo2S0cu5CMlKF3JK1lM76FStSPiTzyFfsk1zW5D/IjwsHk9fnIrq1a82+fXup2l9aPVuqW7vWHPvieLUjw15+wR9QveDv9/88kn2HT5HXwVaQG4bRuMR0ZFVVI6o6BOgBjBCRgdE0EXkSqATejEbVVUUddf5CVYer6vDc3NxYyP4bthU5R4XR6bbRdRob95eS3zGD1qnJFJWWsXT5Ep5Imc3y9Mf4ZeQpuhxYwAIdSeU97zM5ZQavVExm/fFsLstvT27bNE5HqthTfJIxF+QA0MU7Luyd6wzHIL+u45lJ1beNrPRUBnbPjst1G4ZhnI24zMJS1XCIKxMAAAzqSURBVFIR+TNubGOLiEwFbgDG+64ucC2OvECxHsBf46EPnO+p+19fy4QBnZk6Op9Dx8ur0/YcOkF5ZYSthc6QFB39iiMnT7N6bwmT+ihdTn/ADZuW0f30HiIpSRS3H82jB77NxswradM+iyl9xtCjwzJW+AV/o/rmsN+PlQCM7e8MYXqKG/LJyUyrfl/y+Li4XL9hGEZDiVkLRERyRaSdD7cGrgF2iMh1wPeBm1T1VKDIfOB2EUkTkd7ABcDqWOlb+tkhfrN8L1H79T87DrJsVzFPz98KwE7vSgRgf0kZWwqPcTpSxY2Du5HNCbbOf4WfVf6Qp3fdyoMVv6WkIpWnKqbyzrjF7J/4O+ZWXcneY26WFEDXbDeG0altGn1z2zAksK9GD7950+PXXUj/zplMuMgW/BmGkfjEsgXSFXjdj4MkAXNU9X0/OJ4GfOw3Klqlqg+p6lYRmQNsw3VtPayqkViJu2ems03jvtGJXh3bsHpvSXXaVxUR/rzzIKnJwsXdsik6Wsby7fu5MXklT5/YSlbaElrtjLCLbpSPmc6LhYN4bZsrO69PHzpn1eyhETUgnbNcq2JU346ICO3btCKjVTKnTkeq12j0zc3ko8fGxuqSDcMwziuxnIW1CRhaR3y/s5R5Fng2VpqiVEaqqsMrdh+mY2Ya8zYUVscVlpaxcNsXXN03i9Gso8v+PzGmuICM1DKqjnbhV5HrmBe5guRulzB//Bh6LN8L25wFubBLW1oFFu1F/U/1944Mrx3QpTpt5bTxlFXEzEYahmHElBa5Er3Iz6ICZ0A6tU3jyKkKHvhmH15fuoNdS2fzveNv863yDaRGTlGimcyNjCR96G1MnjSF55506xsf6ufGLoYGptSmp565dOUb3oDcNjyPK/rmkJ9TM7MqOyOVbFJjdp2GYRixpEUakOIT5bROTSYzPYWVu4vpngnXp6zju0f/yL+kLaDt5jJKkjKpHPBtlqWP4f5PMoiQzG8GXoYk19yy0X3d4r2acY6arqtPnhjH5sKjZLd2BiIlOekM42EYhtHUaZEGZGjP9mx7aixLF8yhZM1bTChYR2ZKGbqvPX/QUcyvuJxTXUfyzneuQnYeJPLJGqBmi9drLurMou1fMsL7oWqVksScB0eR16HGV1Vehwxbq2EYRrOmRRoQ9n2KvHkLY8uPUZrUhvcrL6dqwCTuvO1uZv18Nev3lTK1p1ub0S3gwLBTW9fCmHHXUCJVekZ3VdSYGIZhtBRapgHpdBFcPImSXhMZMes0laTwwgWDIDmVPjmZrN9XSnZGK8DNjMrJTGNIXs2027SUhHLRZRiG0Si0TAOSngU3/RftqpTs+Ys4fPI0l/ZyA+EPj+vLqj2HmTjIzZZKThJWTLsa2zrcMAzjTKRmIXjTY/jw4bp27dpzquNoWQVpKUl/M3vKMAyjuSIiBao6/FzraZktkADRWVKGYRhGw7Bt6gzDMIxQmAExDMMwQmEGxDAMwwiFGRDDMAwjFGZADMMwjFCYATEMwzBCYQbEMAzDCEWTXkgoIoeA/4tR9TlAcYzqjhVNTbPpjS1NTS80Pc1NVW8vVc0918qatAGJJSKy9nys1IwnTU2z6Y0tTU0vND3NLV2vdWEZhmEYoTADYhiGYYTCDEj9/KKxBYSgqWk2vbGlqemFpqe5Reu1MRDDMAwjFNYCMQzDMEJhBsQwDMMIRYsyICIyU0QOisiWQNxgEVkpIptF5D0RyQqkXeLTtvr0dB9/qT/eJSI/FZGY7FfYEL0icpeIbAi8qkRkSALrTRWR1338dhGZHigTF70hNLcSkV/7+I0iclU8NYtInoj8r79fW0XkER/fQUQ+FpG/+Pf2gTLTvaadIvIP8dQbRrOIdPT5T4jIq7XqSrh7LCITRKTA6yoQkasTXO+IwG/ERhGZfE56VbXFvIBvAsOALYG4NcBYH74XeMaHU4BNwGB/3BFI9uHVwChAgAXA9Y2tt1a5QcCewHHC6QXuBGb7cAbwOZAfT70hND8M/NqHOwEFQFK8NANdgWE+3Bb4DBgAvAhM8/HTgBd8eACwEUgDegO7G+EZbqjmNsCVwEPAq7XqSsR7PBTo5sMDgcIE15sBpATKHgwcN1hvTL6UifwC8mv9WByjZjJBHrDNhycCb9Tzge0IHN8B/Lyx9dYq8xzwbCLr9Trewxnqjv7B7xBvvQ3UPAO4O5BvMTCiMTT788wDJgA7ga6Bz3unD08HpgfyL/Q/EI2i9+toDuT7JwIGJFHvca28AhzGGeymoLc38KX/DobS26K6sOphC3CTD0/B/WAA9AdURBaKyDoRecLHdwcOBMof8HHxoj69QW4DZvlwour9I3ASKAL2AS+ragmNrxfq17wRuFlEUkSkN3CpT4u7ZhHJx/37/RTorKpFAP69k8/WHdhfh65GucdfU3N9JOo9DvIdYL2qlieyXhG5XES2ApuBh1S1MqxeMyCui+JhESnANQFP+/gUXFP6Lv8+WUTG4/5l1Caec6Hr0wu4hwM4parRPv1E1TsCiADdcP+EvicifWh8vVC/5pm4L9Za4BVgBVBJnDWLSCbwNvCoqh47W9Y64vQs8TGjAZrrraKOuES4x9H8FwMvAA9Go+rIlhB6VfVTVb0YuAyYLm5sN5TelDBimxOqugO4FkBE+gPf8kkHgCWqWuzTPsT1lb8B9AhU0QP4awLojXI7Na0PcNeRiHrvBP6kqhXAQRFZDgwHPmlMvVC/Zv9P7bFoPhFZAfwFOEKcNItIKu6H4k1VfcdHfykiXVW1SESi/drgPvtgCzWqK67PRAM110fcNDdUr4j0AN4F7lHV3YmuN4qqbheRk7ixm1B6W3wLREQ6+fck4AfAz3zSQuASEckQkRRgLK4vvAg4LiIj/SyFe3D9jo2tNxo3BZgdjUtgvfuAq8XRBhiJ64NtVL1n0+yfhTY+PAGoVNW4PRO+7teA7ar6k0DSfGCqD08NnHs+cLuIpPkutwuA1fG8xyE010mi3mMRaQd8gBtrWt4E9Pb2v2eISC/gQuDz0HpjPaiTSC/cP/MioAJnce8DHsEN4H4GPI8fPPX57wa24vrEXwzED/dxu4FXg2UaWe9VwKo66kk4vUAm8Ad/f7cBj8dbbwjN+bjBye3AIpxL7LhpxnWlKm524Ab/moibhLAY1xpaDHQIlHnSa9pJYFZNHJ+JMJo/B0qAE/4zGZCo9xj3B+NkIO8GoFMC6/1H/53bAKwDJp3LM2GuTAzDMIxQtPguLMMwDCMcZkAMwzCMUJgBMQzDMEJhBsQwDMMIhRkQwzAMIxRmQAyjCSMiN/pV0IYRd8yAGE0ecS7Aoy6qvxCRwsBxq0bU9aqIjA4cdxaRShG57zzVfwMwWlW3fo28i0Uk+3yc1zCi2DoQo1khIj8CTqjqy42sIxeYq6pXBOK+i/MUUK6q18RZz31Ajqq+EM/zGs0ba4EYzRoRmSoiq31r5L9FJMl70y0VkZfEeVpe6D2ULhGRPSIy0Ze9X0Te9ek7ReQHPr6tiCwQtyHPFhG5pY5TT8HtqRDkDuBRoI+IdPF1RbU87+tbGXCl8oaI/KeIrPC6gpv/TPPXtUlEnjrb9fqkeTj/Y4Zx3jADYjRbRGQgMBnXzTME5zz0dp+cDXykqsNw3nZ/BIzH/fD/e6CaEb7MMOBOcbs8TsT5DxqsqgOBj+s4/RW4DaeiWvKB9qpagHNlf2sgbzbOcedgYCXOG3CUTr6uScCPfV0TgZ7A5cAQYLSIjD7b9apzCtrW+24yjPNCi/fGazRrrsG5rF7r/MPRmpr9McpUNfrDvxk4qqqVIrIZ5/MqykJVPQIgInNxvocWA8+LyPPAexpwohegK3AocHwH8JYPz8ZtTvXTgJZoa6UAGBMoN1ddP/MmEYnuz3AtcD2w3h9n4vavaXeW68Xr6QqU1qHXMBqMGRCjOSPATFX94RmRzhtpcB+VKqA8EA5+L2oPEqo6N9jDcS2Rl0TkfVV9rla+MiA9cHwH0FFEoh5Su3kPuftraYnUOn95ICyB9/9Q1ddqXddjdV1vgHSvyzDOC9aFZTRnFgG3ikgOVM/W6tnAOq4VkXYikgHcDCz3LYETqvo74Ce47q3abAf6+fMOwO1F3l1V81U1H3iJmu60hrIQuC/gWr6Hv8Z6r9ePheRwZovEMM4JMyBGs0VVNwP/BiwSkU3AR0DnBlazDPg9rrtolqpuAAYDa0RkA/AEbg/62nyAc68PbvD63VrpbxNyUFtVP8SNo6zyXW5zgMy/c70jgGWqGglzTsOoC5vGaxj1ICL3AwNV9dEQZQVnfK7XcFu4nldEZAYwR1WXNLYWo/lgLRDDiAF+4PtfcbOlEoH1ZjyM8421QAzDMIxQWAvEMAzDCIUZEMMwDCMUZkAMwzCMUJgBMQzDMEJhBsQwDMMIxf8D57s/jcopANAAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -1886,11 +1865,14 @@ ], "source": [ "temps_zero = np.array(data_MLO[\"Date.1\"])[0]\n", - "plt.plot(temps_zero + temps,CO2)\n", + "plt.plot(temps_zero + temps,CO2, label=\"mesures\")\n", "\n", "\n", "temps_extrapol = np.hstack([temps, np.arange(temps[-1] + 0.8, temps[-1] + 3, 0.8 )])\n", - "plt.plot(temps_zero + temps_extrapol, CO2_comp_periode(temps_extrapol) + CO2_comp_lente(temps_extrapol))" + "plt.plot(temps_zero + temps_extrapol, CO2_comp_lente(temps_extrapol), label=\"modèle\")\n", + "plt.xlabel(\"Temps (Année)\")\n", + "plt.ylabel(\"CO2 ppm)\")\n", + "plt.legend()" ] }, { -- 2.18.1