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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "raw_data['Date'] = pd.to_datetime(raw_data[0])\n", + "\n", + "# Tracer l'évolution de la concentration en CO2 au fil du temps\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(raw_data['Date'], raw_data[1], label='Concentration en CO2', color='blue')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Concentration en CO2')\n", + "plt.title('Évolution de la concentration en CO2 au fil du temps')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "hideCode": true + }, + "source": [ + "# Etape 2 : Affichage de la tendance" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [], + "source": [ + "# Agréger les données hebdomadaires en moyenne \n", + "weekly_data = raw_data.resample('W-Mon', on='Date').mean()\n", + "weekly_data[weekly_data.isnull().any(axis=1)]\n", + "\n", + "data = weekly_data.dropna().copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [], + "source": [ + "# Créer une variable de temps en nombre de semaines depuis le début des données\n", + "data['Weeks'] = np.arange(len(data))" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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URVEURcljqIKmKIqiKIqSx1AFTVEURVEUJY+Rr9egBSIpKYl9+/aRkJCQ26JcEGXKlGHz5s25LUa+Qvss62RHn4WFhVG9enUKFy6cTVIpiqIoBU5B27dvH6VKlaJ27doYY3JbnPPm1KlTlCpVKrfFyFdon2WdC+0zESEmJoZ9+/ZRp06dbJRMURTl0qbATXEmJCRQvnz5fK2cKUp+wRhD+fLl8/2ItaIoSl6jwClogCpninIR0fdNURQl+ymQClpuc+jQIW6//XYiIiKIjIykV69ebNmyJVdlmjBhAmfOnMnyedOmTePAgQOe4/vuu49NmzZlp2jnRVJSEk899RT169enadOmtGvXjgULFgBw8uRJBg4cSEREBBEREQwcOJCTJ08CsG7dOjp27EiTJk1o3rw5n376acD6u3btmiUbe9HR0fTu3fuc5aZNm8bDDz+c6XovlMzItXr1aoYPH36RJFIURVEygypo2YyI0K9fP7p27cr27dvZtGkTL730EocPH85VuTJS0FJSUoKel1ZB++CDD4iMjMx2+bLKs88+y8GDB/n999/5/fff+frrr4mLiwNgyJAh1K1bl+3bt7N9+3bq1KnDfffdB0Dx4sX56KOP2LhxI99++y2PPvooJ06cyM2m5Dpt2rRh4sSJ6dKTk5NzQRpFURQFVEHLdhYvXkzhwoV58MEHPWlRUVFcccUViAhPPPEETZs2pVmzZp7RG9f68c0330yjRo0YMGAAIgLAqlWr6NSpEy1atKBdu3acOnWKlJQUnnjiCdq2bUvz5s157733Mqxn4sSJHDhwgG7dutGtWzcASpYsyahRo2jfvj3Lly/n+eefp23btjRt2pT7778fEWHOnDmsXr2aAQMGEBUVRXx8vN/I0syZM2nWrBlNmzbln//8p6e9JUuW5Omnn6ZFixZ06NAhoHJ6+vRpBg8eTNu2bWnZsiVffvklYBXC/v37c91111G/fn2efPLJdOeeOXOG999/n0mTJlG0aFEAwsPD6d+/P9u2bWPNmjU8++yznvKjRo1i9erVbN++nQYNGlC/fn0AqlatSqVKlThy5EjAe/nZZ5/Rrl07GjRowNKlSwGC9j1AbGws/fr1IzIykgcffJDU1FQApk6dSoMGDejSpQs//fSTp/zu3bu5+uqrad68OVdffTV79uwBYNCgQQwbNoxu3bpRt25dlixZwuDBg2ncuDGDBg3ynD9s2DDatGlDkyZNGD16tCf922+/pVGjRnTu3Jn//ve/nvSVK1fSqVMnWrZsSadOnfjzzz89z407yjZmzBjuv/9+rr32WgYOHJhhexVFUZQcRETy7ad169aSlk2bNnnijzwi0qVL9n4eeSTdJf1488035dFHHw2YN2fOHOnevbskJyfLoUOHpEaNGnLgwAFZvHixlC5dWvbu3SspKSnSoUMH+e677yQxMVHq1KkjK1euFBGRkydPSlJSkrz33nsyduxYERFJSEiQ1q1by44dOwLWs3TpUhERqVWrlhw5csQjCyCffvqp5zgmJsYTv+uuu+Srr74SEZEuXbrIqlWrPHnu8f79+6VGjRry119/SVJSknTr1k3mzp3rqds9/4knnvDI6svIkSPl448/FhGR48ePS/369SUuLk6mTp0qderUkRMnTkh8fLzUrFlT9uzZ43fu+vXrJSoqKl2dsbGx8uWXX8qNN96YLu/GG2+UL7/80i9txYoV0qhRI0lJSUlXvkuXLvLYY4+JiMg333wjV199tYhIhn1ftGhR2b59uyQnJ0v37t3ls88+kwMHDnj6KTExUTp16iR/+9vfRESkd+/eMm3aNBERmTJlivTt21dERO655x657bbbJDU1Vb744gspVaqUbNiwQVJSUqRVq1aydu1aEfHes+TkZOnSpYusX79e4uPjpXr16rJlyxZJTU2VW265Ra6//noR8T4/IiILFy6U/v37S2xsrCxevNhTZvTo0dKqVSs5c+ZMhu1Ni+97V9BZvHhxbouQ79A+yzraZ1knP/QZsFoyqePoCNpFZNmyZdxxxx2EhoYSHh5Oly5dWLVqFQDt2rWjevXqhISEEBUVxe7du/nzzz+pUqUKbdu2BaB06dIUKlSIBQsW8NFHHxEVFUX79u2JiYlh69atAevZtWtXQFlCQ0O56aabPMeLFy+mffv2NGvWjEWLFrFx48YM27Jq1Sq6du1KxYoVKVSoEAMGDODHH38EoEiRIp4RmdatWweUYcGCBYwbN46oqCi6du1KQkKCZwTp6quvpkyZMoSFhREZGcnu3Zl2XYaIBFy0njb94MGD3H333UydOpWQkMCvQf/+/dO14Vx9X7duXUJDQ7njjjtYtmwZK1as8PRTkSJFuO222zz1L1++nDvvvBOAu+++m2XLlnnybrjhBowxNGvWjPDwcJo1a0ZISAhNmjTxyDJ79mxatWpFy5Yt2bhxI5s2beKPP/6gTp061K9fH2MMd911l6fOkydPcsstt9C0aVNGjBgR9B736dOHYsWKnbO9iqIo+ZFt2yAxMbelODcFzg6aLxMmXPxrNmnShDlz5gTME2faMhDuVB1Y5SklJSVDZWPSpEn06NHDLz06OjpdPcHWEYWFhREaGgpY0yQPPfQQq1evpkaNGowZM+acZhMyakvhwoU9cgeTQUT4/PPPadiwoV/6ihUrztmGevXqsWfPnoA2vJo0acLatWtJTU31KF6pqamsX7+exo0bA3Yq8vrrr+eFF16gQ4cOQdvhyuErQ0Z9n/ZeuceZ3eXoW869dkhIiF9/hISEkJyczM6dO3n99ddZtWoV5cqVY9CgQZ57Fux6zz77LN26dWPu3Lns2rUrqFPhEiVKeOLB2qsoipIfiYmB+vXhjjtgxgxvelISFCoEeWlTuo6gZTNXXXUViYmJvP/++560VatWsWTJEq688ko+/fRTUlJSOHLkCD/++CPt2rULWlejRo04cOCAZ5Tt1KlTJCcn06NHD9555x2SkpIA2LJlC6dPn85QrlKlSnHq1KmAee4Pe4UKFYiLi/NTMIOd1759e5YsWcLRo0dJSUlh5syZdOnSJUMZfOnRoweTJk3yKHpr167N9LnFixdnyJAhDB8+nLNnzwJ2RGzWrFnUq1ePli1b8sILL3jKv/DCC7Rq1Yp69epx9uxZ+vXrx8CBA7nlllsyfU1fuYP1/cqVK9m5cyepqal8+umndO7cmfbt2xMdHU1MTAxJSUl89tlnnro6derErFmzAJg+fTqdO3fOtByxsbGUKFGCMmXKcPjwYebPnw/YZ2bnzp1s374dsOsEXU6ePEm1atUAu9bvQturKIqS3+jZ04Y+X40AdO4MvXpdfHkyQhW0bMYYw9y5c1m4cCERERE0adKEMWPGULVqVfr160fz5s1p0aIFV111Fa+++iqVK1cOWleRIkX49NNP+fvf/06LFi245pprSEhI4L777iMyMpJWrVrRtGlTHnjggXPuuLv//vvp2bOnZ5OAL2XLlmXo0KE0a9aMG2+80TOlCnbB+oMPPujZJOBSpUoVXn75Zbp160aLFi1o1aoVffv2zXQ/PfvssyQlJdG8eXOaNm3qt6g/M7zwwgtUrFiRyMhImjZtyo033kiFChUAmDJlClu2bKFevXpERESwZcsWpkyZAthpwR9//JFp06YRFRVFVFQU69aty/R1M+r7jh078tRTT9G0aVPq1KlDv379qFKlCmPGjKFjx450796dVq1aeeqaOHEiU6dOpXnz5nz88ce8+eabmZajRYsWtGzZkiZNmjB48GAuv/xywI6MTp48meuvv57OnTtTq1YtzzlPPvkkI0eO5PLLL89w525m26soipLfcMY70hEfD2FhF1eWc2EymqrK67Rp00bS2qravHmzZyorP6Nui7KO9lnWya4+KyjvXWZwd0srmUf7LOton2WdzPSZ7xSmq/788Qc0bgwNGoCzuT3HMMasEZE2mSmrI2iKoiiKohR4fCaBAHBWguBaxcple/LpUAVNURRFUZQCT0yM//HmzTZcsuTiy5IZVEFTFEVRFKXAc/SoDa+5xoZpnev42BHPE6iCpiiKoihKgUAEbr4ZvvgifZ6roDme/zh61LsODaBTp5yXLyvkuB00Y0wosBrYLyK9jTGvATcAZ4HtwL0icsIpOxIYAqQAw0Xku5yWT1EURVGUgsGePfD55/aTdg+kO3LWoIENV63ylnFsq+cpLsYI2iPAZp/jhUBTEWkObAFGAhhjIoHbgSbAdcDbjnKn5DJr1qzhhx9+yG0xFEVRFCVDfvnFG4+N9cb37/fGq1Sx4bRp4JiQ9MvPK+SogmaMqQ5cD3zgponIAhFxDSn9AlR34n2BWSKSKCI7gW1AcCuueZSYmBiPfa3KlStTrVo1z7FrVPV8SE5OpmzZstkoaeZp1qwZr7/+OocOHQpa5q677uKLQGPK2URqairjxo3LsfoVRVGU/M/tt3vjv//ujT/8sDd+2WVeJc0dQQsPz3nZskpOj6BNAJ4EUoPkDwYc/ZVqwF6fvH1OWr6ifPnyrFu3jnXr1vHggw8yYsQIz3GRIkVyW7zzokiRIkyePJlNmzblmgznq6Bl1iCroiiKkj/Yvj1zvjQ3bPDGfb0KFi4Mjzxi4/Xq2fDDD7NPvuwix9agGWN6A3+JyBpjTNcA+U8DycB0NylANems6Bpj7gfuBwgPDyc6Otovv0yZMkFdGl1sEhMTKVy4sEee6dOn8/7775OUlES7du0YP348qamp1KlTh8GDB7Nw4UKKFSvGrFmzuOyyy1i/fj1DhgwhNTWVq6++GrCGRWNjY7nzzjs5efIkycnJjBo1ip49e7J9+3buvPNO2rRpw6pVq6hevTozZswgLCyMrVu3MmLECI4dO0ZoaCiffPIJtWrV4o033uCrr74iMTGRvn378tRTT6Vrx/Dhw1m/fj3x8fH0798/YJmkpCTi4+M5deoUixYt4tlnnyUlJYW2bdsyfvx4ihQpQqNGjRg4cCDz5s0jJSWFjz76iPr163PkyBEGDx7MiRMnaNOmDfPmzWPFihV+I4ZPP/00p06donnz5jRp0oTJkyen689XX32V48ePU6dOHYYOHcqiRYt45ZVXuOeee7jzzjuJjo4mJSWFN998k9GjR7Nz504ee+wxBg0aBJCpvihopKSkZMv7kpCQkO5dLKjExcVdMm3NLrTPso72WWDi4kK54YYrAPjyy2WULu31bDJiRBO/sj//vItGjXYB8NprXQDDxIm/Eh0dy6FDVYEGbNp0mLCwCmzatJRcHIMIjIjkyAd4GTsKtgs4BJwBPnHy7gGWA8V9yo8ERvocfwd0zOgarVu3lrRs2rQpXVpuMXr0aHnttddEROS3336Tvn37SlJSkoiIDB06VKZPny5JSUkCyLx580REZMSIEfLyyy9LbGys9OzZU6ZPny4iIhMmTJAyZcqIiMjZs2clNjZWREQOHz4s9erVExGRrVu3SqFChWTDhg0iItKvXz+ZOXOmiIi0atVKvvrqKxERiY+Pl9OnT8s333wjw4YNk9TUVElJSZEePXrITz/9lK4dMTExIiKSlJQknTt3lo0bN6YrM2DAAJk7d66cPn1aqlevLtu2bRMRkTvvvFMmTZokIiLVqlWTt99+W0RE3nzzTXnggQdEROSBBx6QV199VUREvv76awHk+PHjfvUnJSV52h+sPz/44ANPf37++eeestWqVZPJkyeLiMjDDz8sUVFREhcXJ4cOHZLw8HARkUz3RUHDfY4ulLz03uU0ixcvzm0R8h3aZ1lH+yww//2viJ2YFPn2W2/67t3edBAJDxe5/36b98033nSXDz+0x8WLi1SsePHkB1ZLJvWoHBtBE5GReDcAdAUeF5G7jDHXAf8EuoiIrxWSr4AZxpg3gKpAfWDlBQsSyO3DrbfCQw9ZIyiBvKMOGmQ/R4/a/bq+nOc/mu+//55Vq1bRpo318BAfH0+NGjUAKFasGD0dD66tW7dm6dKlACxfvpyvv/4agLvvvpvRo0cDVqn+5z//ybJlywgJCWHv3r0cdfYP16tXj2bNmnnq2rVrF8ePH+fo0aPccMMNgPXXCLBgwQLmz59Py5YtAfuPbcuWLXRKs9d45syZTJkyheTkZA4cOMABSs3ZAAAgAElEQVSmTZuIjIwM2M7NmzdTv359IiIiABg4cCBTpkzhYWcBQP/+/T2yzZs3D4Bly5bx9NNPA9C7d+9MuR4K1J+VKlUC7JRsv379/Mr36dMHsOvpkpOTKVGiBCVKlCAkJIS4uLhM94WiKIqSezg/IQAcPuyNv/GGNz51qj3+6y97vGOHDefM8ZapW9eGZ86kt4eWV8hxMxsB+DdQFFhorFOsX0TkQRHZaIyZDWzCTn3+TUQKzAIiEWHw4MGMHTvWLz05OdlvbVpoaKjHGbUxBmPSz/x+9NFHnDx5kl9//ZVChQpRvXp1EhISAChatGjQugLJ9MwzzzBkyJCgcm/dupU333yTlStXUrZsWe666y7PtYK1MyNc+XxlO9c5wa6Ttj/dqbpixYqla6973ZCQEL8+CgkJITk5OVN9oSiKouQdAu3MBDh2DCpXhn377LHrQcAZowCgfXtv/P77c07GC+GiGKoVkWgR6e3E64lIDRGJcj4P+pR7UUQiRKShiMwPXmMWiI5O/3noIZtXvHjgfGdNEhUqpM87T7p3787s2bM9I10xMTHs2bMnw3M6dOjA7NmzAbt+zeXkyZNUqlSJQoUKsXDhQvafY39wuXLlqFChgmc0LiEhgTNnztCjRw+mTJnC6dOnAdi3b59HPpfY2FhKlSpF6dKlOXjwIN99l7FpusjISLZu3coO5y/LJ598QpcuXTI8p3Pnzp52zps3L+CaqEKF7H8JV6kL1J979+5Nd15myUxfKIqiKHmHXbu8cd+fwcsug/r1rW9NEfvT3awZ+O7TK1zYG//HP3Ja0vNDPQlcJJo1a8bo0aPp3r07zZs359prr+Ww7/hsACZOnMi//vUv2rVrR1xcnCf97rvv5ueff6ZNmzZ89tln1K9f/5zXnz59OuPHj6d58+Z07tyZI0eO0KtXL26++WY6dOhAs2bNuPXWW/2uA9CqVSsiIyNp2rQpQ4cO5fLLL8/wOsWLF2fKlCn079+fZs2aUbRoUYYOHZrhOc899xzffPMNrVq1YtGiRYSHh1OiRIl05YYMGULz5s0ZOHBgwP78yx3PPg8y0xeKoihKznPsGAwbBmn/qx844H+8apU3PmkSFC6cyowZMHCg3bUZGwuHDsHPP3uN1Pry4Yd2ytQ1XJvnyOxitbz4yeubBC6E7Fq8nR+Ij4/3LPZfunSpBLqvmeFS6rPsQjcJZB1dvJ11tM+yzqXcZ+6C/pdf9k+/6SZv3n33iVSpYtNPnEi/CWD+fHs8Y4YN33nn4smfEeSFTQKKkll27drFHXfcQUpKCkWLFuW9997LbZEURVGUXCbtJNPnn3vjlSvb/JQU72aAIUN2AHb1v2v3bMECG9aunaOi5giqoCm5TqNGjVi7dm1ui6EoiqLkMlu2eOMrM7DjULkypKZaYwtHjti0Bg28y1Jq1oSiReHbb+1xrVo5IGwOo2vQFEVRFEXJE/iOmgXbRxcT4921efCgd21amTJed4qhodbbwKFDEBbm9RiQnyiQCpqch9kGRVHOD33fFEXJLv74wxvftw/i423cDZ95xu7SrFzZHh86BIsWQalSUKeOv0Ez15RGqVL+uzbzCwVOQQsLCyMmJkZ/NBTlIiAixMTEeIwfK4qinIukJOsL0zUg6yLiNZ0xbZoNXetJV1jvTh4Ds+4I2qFDtkzdulCkiL/b77vvtqE7BZrfKHBr0KpXr86+ffs4kl/viENCQoL+6GUR7bOskx19FhYWRvXq1bNJIkVRCjpLl8LEiXa0zNe05pNPwuuvQ5ky3kX9e/ZYMxhr1tjjRo1sGB5uw3/9C06etHbO0uKWqVo1R5qR4xQ4Ba1w4cLUqVMnt8W4YKKjoz1uh5TMoX2WdbTPFEW52Pz+uw3dHZYur79uw8KFwfGEyN69sH27jRcrBh072njx4t7848e99uV9uekmu9Egv37FFbgpTkVRFEVR8i6rV3vjKQEcOh49CtWq2fjevfDKKzburkNzuf12q5wBlCuXvh5joG1bKJRPh6JUQVMURVEU5aKxc6c37q5D8102/uWX1kRGeLhV0Ny8smX96/FdnZFfR8kyQhU0RVEURVEuCiLWlEbNmvbYtXvmTnvedhv06WPjNWtaBc11i+yOqrls3mzDMmXgyitzVu7cQBU0RVEURVEuCuPHw9atXrtkrvK1aZMNn37aW7Z2bfjtN2jc2B5/8ol/Xa6D9CeeyAbBfL2t5xFUQVMURVEUJceZP9+rTLkbv10FzZ329HXJ1KmTNUK7YoVNj4ryr2/WLLjqKvjHPy5QsOnT7fZQ12dUHiGfLp1TFEVRFCWvsmABnDkDN97oTevVyxsPD7e7NX0VtPLlrVFZF9ekxqJF0LNn+mtcfjn88MN5Crh7t51rbdfOzqkePux/8TyAKmiKoiiKomQbCQnQo4eNB7MZX6wYVKjgVdB27YK0FrIaNPDGIyOzSbiYGHjpJfj3v22lv/5qFbPHHsumC2QfOsWpKIqiKEq28eST3rjrJzMtaRW0nTvTK2i1a0ORIjburkM7b06fhhdftC4HJkyAu+6Cr76ytjjyKKqgKYqiKIqSbfj60ww2MFWunB24WroUUlPtjGNaBS0kBF591SpnN9xwgULNnWsdeXbrBhs2wJQpXmu4eRRV0BRFURRFyRIxMTBvXuA830Gp335Lnz9mDAweDD//bOtZuBDOnk2voIH12blpE1SqlEUB4+Lg+efhrbfs8R132N0GX3wBTZpksbLcQRU0RVEURVEyjYidnrz+eti3L32+rwunQAZkR4+2GwQmTbLH111nQ9d90wVx9qxVyiIi7IXWrrXpoaF2Q0A+QhU0RVEURVEyzaFD3vjXX/vnufbMXNw1aN98k76etP4zb731wuQqt2aNnQ99+GEbLl8OH3xwYZXmIqqgKYqiKIqSac6e9cb//NM/b+JEb/zmm70KWr9+NvQdxCpZ0rsMrHJlf9dNmUbEI1BqkSJ2Ydu8ebB4MXTocB4V5h1UQVMURVEUxY+VK+HUqcB5K1Z442l3ab73ng1vusm6ZnLzk5JsuHChf3nX1ll4+HkIuWoVdO8OI0YAcLJZMzul2bNnnt6dmVlUQVMURVEUxcPZs9C+vV1jFojbbvPGfRU0X0P806ZZBe3UKf/00qX962rVyobly2dBwC1b4JZb7HDchg3+i/4LgGLmogqaoiiKoigeEhNtuHQpfP+9f97y5d54WJg1wO/y1FPeeMmSdp0+wLp1Nhw5Mv21Lr/choE2EwRk6lRrYHb+fBg1CrZvh4ceyuTJ+Qv1JKAoiqIoigd3OhLgmmv8vQGsWuWN16kDmzfDiRNQtiwcO2bT3VEx1yH6r7/asGHD9Ne6/nqYPNlawQjKyZMQG2sXrHXpAsOGWZtm5zUvmn/QETRFURRFUTz4bgIoVsw/r2RJb/zaa224bZsNY2Nt6O7sdBW0NWtsGMjVZUgIDB3qX6+HhAQYP95a/x82zKbVrWvtcxRw5QxUQVMURVEUxQffEbQyZfzzfG2V3XuvDXfssPZfFy+2a9eqVvWWrVbNO+qWdv1ZUFJS7FRmgwbw+OPQti2MHXtebcnPqIKmKIqiKIqH+HgbRkZam2fuyBh4pyIjI+2UZaFCsH49vP++TY+L86+rfn3rxgkCT3EGZMIE62qgcmVYtAi+/TYLi9QKDqqgKYqiKIri4ZVXbLhnjw23bLHhxo3eMosX200CNWrArl1WlwJ4+mn/uurXt2HZslC9egYXXbbMfgCGDIE5c6w9j27dLqQp+RpV0BRFURRF8eBaqmjb1oZHj9rQdYI+bJjXN2bNmlaRK1sWihZNv9i/dm0bhoYGsYDx++/Qpw9ccYV3GrNsWWtIrQCZzDgfVEFTFEVRFAWw05uuIjZ6tA1dg7Wuiyc3HaBWLTuFGRMTeN3+3/5mpza//DJNxp491tdT8+bw44/w0kswd252NiXfo2Y2FEVRFEUB7Jr8n36y8WrVbOgqaBs22F2XFSp4y9eqBfv3W+XNN92lTBmvwufHt9/CrFnwj39YA2pZslR7aaAjaIqiKIpyiZGaandh/vCDf/ratd54uXI2PHUK9u619spSU+10pUutWjZt4cJzWL44fRpefBH+8x97PHgwbN0Kr72mylkQVEFTFEVRlEuMyEjrjql7d//0hARv3LVb9uOPVpcCiIryL+9uAkhNhc6dA1woKQneeccaRXvmGa8rgkKFvJ7SlYCogqYoiqIolxh//hk43dfERpEiNv7f/8Lx4zY+dap/+QYNvPEuXdJUtnChreihh6yC9tNPXnscyjlRBU1RFEVRLmF8DdO668Vch+iNG9tw5kwbpp3G9D322DlLTrahiLXF8fXXdhiuU6dslbugowqaoiiKolxiuBsAAA4cSJ/vOjYfPNiGrp/NtAqaryWMCnt+tf6f3JOvucZ6Su/d+5I3mXE+qIKmKIqiKAWQ4cOtXuROW7okJ9udl7162WN31+YHH3jLFC5sw4oVbbh3r7WLFhJAa/j+3W1saX07tG5tPaO7xs+M8d9RoGQJVdAURVEUpQAyaZINv/rKP331ahs2bmyNy7o7N0eNsuGAAd6yroK2bZs1SpuODz7g6ocbU3/z13YTwPbt1viZcsGogqYoiqIoBQxfm69//eWf9/DDNvz9d7tu7Pvv7fF119lw2jRvWV/3TI0aOZHYWDh40MY7dYKhQ60GN3Zseu/qynmT4wqaMSbUGLPWGPM/5/gyY8xCY8xWJyznU3akMWabMeZPY0yPnJZNURRFUQoi77zjjf/6q3+eu54sLMwan123DlJSIDERIiKsBQyXJk288cZ1E60j84gIO38Kdpfm229DlSo505BLmIsxgvYIsNnn+CngBxGpD/zgHGOMiQRuB5oA1wFvG2N08lpRFEVRssjChTZs3x727fPPc6ct+/TxDnidPAkzZtgZSl9CQyGEFO7mI25+piGMGGGNoT31VM42QMlZBc0YUx24HvBZekhf4EMn/iFwo0/6LBFJFJGdwDagXU7KpyiKoij5lX377ADW77/7p4t449Wq2Q0BLtu2wcqVULy49STg+tVcvz74dU6PepWPuIciVcrDggVW+2vdOvsaogQkp0fQJgBPAqk+aeEichDACSs56dWAvT7l9jlpiqIoiqKk4b33YPNm+Ogj//TERG88rYLmWv6/8067ydI1Ruvu9PTYkV2+HFatAiDs4ftg1izMqlXWdIZyUcgxZ+nGmN7AXyKyxhjTNTOnBEiTdIWMuR+4HyA8PJzo6OgLETPPEhcXV2DbllNon2Ud7bOso32WdbTPsk5m+mzJkiZARY4e3Ul09G6fcwsB1u9SYuJ2YmMjmD9/KcWKpQBdAbjjjmiio2HHjipAQ376aTPQmCLbPudo539R4aefiOnQgd9eftlWGh5ujc3mYQrac5ZjChpwOdDHGNMLCANKG2M+AQ4bY6qIyEFjTBXA3V+yD/B1zFUdSGc+T0QmA5MB2rRpI127ds3BJuQe0dHRFNS25RTaZ1lH+yzraJ9lHe2zrJOZPnNHvYoXr0PXrnU86e4Gy3ffhRIlIpg8GSIirvCs42/aFK66ytbt2kBb93VJPmAId782DVOiBIwdS/lHH6VryZLZ1qacpqA9Zzk2xSkiI0WkuojUxi7+XyQidwFfAfc4xe4BvnTiXwG3G2OKGmPqAPWBlTkln6IoiqLkV86e9doze+st/2nN06dtWLy412PA/v2wZYuN33qrt6w7/Vn/t8+5i09IfPAR2LHD2jTLR8pZQSQ37KCNA64xxmwFrnGOEZGNwGxgE/At8DcRSckF+RRFURQlTzNunP/xkSM2TEz0rjMLCfFX0DZutPEbbwTOnIFx4xjXchYA7zCMBmyh6L/fgAoVcr4Byjm5KAqaiESLSG8nHiMiV4tIfSc85lPuRRGJEJGGIjL/YsimKIqiKPmNtP4zT52y4YgR3rRy5bwK2t69drdnscLJNPlpstXiRo6k9JpoBg6EsxSlUpta6jIzD6GeBBRFURQlD5KSAq+8AjEx/ulxcXYHpy/u6JjrNaBhQ+trs0QJa0N261ZY+9pCfk1qSsiwB6BWLbvo/913PbbP2qlhqzyFKmiKoiiKkgeZP9/agx050j/9P//xxjc7ZuDHjLHhqVPWqfkff3jLRDZMYfNmKMFpUgiFL76wuwOuuALwKncFaH19gUAVNEVRFEXJg4wfb0PfDQBgR8VcGja0oatk7dvn4z9z3Tro2ZPH4p5nxQr4X0hfZj61Afr2xXcuMzra+ue86aYcaYZynqiCpiiKoih5ENekl2s2w+W++2y4dKnVswYMgLp17dTnli3QIXyHTWzZElasILRKJUQgJdVQq256D4otWsCkSXZTgZJ30NuhKIqiKHkQ18rF99+n3xQA0NnaoqVSJbv2bONGuDd5Mo9/0AjmzrVzozt2UPSxv3nOqVMnfT1K3kQVNEVRFEXJJUQgNTVwXlwcdO9uyyxbZtNSAhifql7mFGFxR5g/H1bThpgbBlmnmy+9BGXL+pkz040A+QdV0BRFURQll+je3X9Nmcv27Tbxp5/s1KO7xmzTJhu++y7WWu2kSQwbH8HrPM5zz8FaWpH078lQtaqnrkI+PoNKl86hhijZjipoiqIoipJLLFoECQnp00+cKAxYu2b16lkbZmDXnxlSafzrdGjUCIYPJz6iKW/hncasVMm/rvBwG779dk60QMkpctIXp6IoiqIoQfjuO288IQHCwrzHs2bVBOzOys2bveY0IiLgupVjuXLyGIiKgm+/5Vjda1nVwO7KvP56/xEzsHbQ4uP961fyPjqCpiiKoig5SLA1Ztdd543fdZc3fvgwrF59GWC9AdStlcLl2z5EflnB7t3we/v7YMYMWLMGevSgeg2vyYzLLw98LVXO8h+qoCmKoihKDvHAAxAaCrt2ZVzu88+98dq13ZhQccX/eOrTKN5PGsTJCf/h55+haN1qcMcdHrsYvspXt27ZKLySq6iCpiiKoig5wNGjMHmyjbthZkhIgPb8wo9cSck7biCMBG7lUz7t8g5gbZ4Fo3XrCxBYyVOogqYoiqIoOYCvD82zZ/3zjhzxxh9/HIoV88/vwhKaF98G77zD5jmb+Ixb+W2j/cnu1Sv9tUSsCY7ChbNJeCXXUQVNURRFUXKA2Fhv/NQp/7wmTWzYogWUKgUV4veQOuhejr41C4A3eYTVM7fBgw9StZbVuhYtsudcdlng66kngIKF3k5FURRFyQFOnvTG//rLP90dQRtwXQzXfvcPttAAM2MGO3/cC8BdQw5wdR9rC801k+Hu5AymoCkFCzWzoSiKoig5wDXX2LBKFdi925ver58NBzOFEZMew5yJ4yMG8svVz1G/bU2YDX36HADsYjNfsxklSkD58hdHfiV30RE0RVEURclm9u71xtu1gz/+cMxtJCXx0+JEAOq3LEWh7l15rv8GBjOVxPCa/PGHNTRbunSyX30332zD22+3u0KVgo8qaIqiKIpynpw9C8bA2LH+6TVreuOtWkFCfCqxH8yGJk34sNl4AB775Vb48ktGfGAXpNWvb6cxGzVKf52//x3uvReefz6nWqLkNVRBUxRFUZTzZMAAG44aFbxM15QfWEk7yj5wGxQtyvayrWjQAIoUsfnlykGtWl6PAY0bp6/jyivhP//xc7GpFHBUQVMURVGU82TOnIzzX2IkVz7fnYoc4eFSH7L/m3U8s/Q64uL8y1WvDmvXwvHjgRU05dJDFTRFURRFOQ+CuXBi2zbCOQTAn437kfrGv2jAFg5dO5BvF9oFZGn9ZVarBps22XigKU7l0kMVNEVRFEXJgNWr4cSJ9OkHDvgfJ+09BA89BI0b8141uyjtwf+0I2TEo7TqUJTjx+0IGcCyZf7n+vrQ1BE0BVRBUxRFUZSgiEDbthAVlT5v+nQbluYkY3kG6kXA++8jQ+/ngf3PUqYMdOhgyzRsaNeXHT5sfWdWr+5f1/33e+M1auRMW5T8hSpoiqIoihKERGsRg927rW9NX556yoYfVRvJM7zInLN9YPNmJtR/i8NU9jNUW6sWHDoE+/dbMxrG+NcVFgbbtllzHGnzlEsTVdAURVEUJQi+5jLq1HEiKSnw4Yc80GE9RYpA72UjacUaJnWcCfXq8csvttivv3rPrVLFjsbNnGnNaQQiIsKOtCkKqIKmKIqiKEHxdWoeFyfw1VfWgeagQTT+5T907AihtWtQrXcrzpyx5UJDoV49aNnSe26VKt54vXoXR3Ylf6MKmqIoinLJIgIvvggzZmRcriM/s67UFdC3L5w9y5udZ/MoEzzmMmrWhD17bHzePLvWzJfKlb3xPn2yT36l4KK+OBVFUZRLll9/hWeesfF69axbpkBcywKqJeyAd9+FwYN5tEhhAHr1svk1a9odmjEx/k7SXXynNdu2zcYGKAWWDEfQjDGljTERAdKb55xIiqIoinJxSEjwxidN8sZl1242dbiXPnwJwG89nuCa2lvhgQegcGFPuWuvtWHFijZ015+98or/dS67DDZuhO+/95ZVlIwIqqAZY24F/gA+N8ZsNMb46vzTclowRVEURclpfBWpxETsVs3HHkMaNKDuipnUZhcAyzeUYN3WEpw8aQ3UFi0Kjz0GnTvbc107ab1727Bbt/TXioyEq6/OsaYoBYyMRtD+D2gtIlHAvcDHxpj+Tp5uAlYURVHyBSIwdy4kJ6fP+/prb7znnnftVso332R/1wHUZysTeYQyZewIGMCuXdZAbWKi/2L/06f969XdmMqFkpGCFioiBwFEZCXQDXjaGDMckIshnKIoiqJcKFOmQP/+MHFi+rxGEUkU5iyVK8PvW4raoa8NG1gy8D/sw1qM/fNPGD/elj9zxtorA6vLufiuK6tcGUqXzqHGKJcMGSlop3zXnznKWjegL9AkpwVTFEVRlAslNRWGDrVx1wyGJ+PTT1mwP5IJ9d+mWDF44/ggDr/3BTRpwrFj3qLlykGFCja+bx/8/LON+5rRuO46b7xZsxxpinKJkZGCNixtvojEAtcBg3NSKEVRFEXJDnz9Zc6f70QWLrRDXrffzomEMI5XieSllwAMu3fbIhs2QEgIHDwIRYpAE2dYYssWa0YjKir9Yn93p2bx4jnYIOWSIaiCJiLrRWSrMaaOMaa3MeZ6Y0xdEUkSkekXU0hFURRFOR/i473xPXuAESPs1suYGEbV+pAo1vFj2LUeLwGuO6dly+xsp2u/LCwMype3dfz0E3Tvnv5aTz5pw5Ilc6w5yiVEUDtoxpjSwAdAG2AddmNAC2PMGmCIM5qmKIqiKHmW+Hiox1aqNy1H9O8VSOzVj6K1asGwYXx3ZVFSd1uH5u4U5tGjcOyYXXc2OM1cUdmyMHmyjQfyBuD67VQFTckOMprinAhsAuqJSH8R6QdEAL8B/74YwimKoijKebNiBVUfv4PNNOaJlJcB2Fb1Snj0USha1ON+6Ykn7OgYWAVtyRIbb57G4qevs/RAZjQGDLBeAkaNyuZ2KJckGSlol4vIGBFJdRPE8jzQMedFUxRFUZTM8dJL1pQGYIe/broJOnSg6JIFvMXf2HPrEwBs326L/PUXfPkldOliR7zKlLE+NI8ehQULbJlWrfyv8dln3nitWullKFvW1lm1ava2Tbk0ycjVk9o6UxRFUfI8ffp47ZnFx0PY88/DggXImOeoOmYEcZTil57AcxDrLM4ZM8aGy5bZ0Bg7zXn0qHWQXq0aVKrkf51rroGxY+1mgKJFL0bLlEuZjEbQfjLGjDLG+ClqxphngV9yVixFURRFyRw/fn2CF/k/mvIbv/4KvPYabN/OJ3VHEUcpeveGGtakGT/8YMN33rFhkSLeekqXhsWLYefO4KYynnkGbrstx5qiKB4yUtD+DjQDthljPjfGzDHGbAdaOHmKoiiKknssWwZduxJDef6Pl+nO9+zahZ1jrFSJgQNtsUce8Zq+mDbN3//mwoXeeEqKNUK7fr06NFdyn4zMbMSKyC3AtVjfmx8B14rIzSJy4lwVG2PCjDErjTHrHV+ezznpUcaYX4wx64wxq40x7XzOGWmM2WaM+dMY0+OCW6coiqIUCGbPtuYtPAwcCFdcgWzZwjieIoq1TGAEO3bY7KQkb9Hu3aFECe/x8uU2vPdeuPxyb/pzz3njUVHZ3gRFyRIZmdnoAZQSkTnAdp/0AcBfIrIw2LkOicBVIhJnjCkMLDPGzAeeB54TkfnGmF7Aq0BXY0wkcDvWS0FV4HtjTAMRSbmQBiqKoij5m9hYO61YhQPsT66MCQ2BNm2gcWPihz7CMxWLM24cxL2PneIEjh+34aRJNixcGB56CN5+G06etGlDhvhfx3daMzIyZ9ukKOcioynO54AlAdJ/wCpZGeLs+IxzDgs7H3E+rpeyMoBr57kvMEtEEkVkJ7ANaIeiKIpySTPj38d4lSfYQV3+enuOTRw+HEaO5NV/27nLBg2gY0f4xVkh7e7WdM1ngM0H+OMPG6a1V9asGXTtakfcXK8AipJbZLSLs7iIHEmbKCKHjDElAp2QFmNMKLAGqAe8JSIrjDGPAt8ZY17HKoidnOLV8N98sM9JUxRFUS5FzpyBiRMZ+Nw4wojlQ+7h9N4OPOxTZM4cuOoquPFG2LQJPvnE7uT8+GOb77uWzDWN4Y6ylUjzSxYSYjcJKEpeICMFLcwYU0hEkn0TnenKYpmp3JmejDLGlAXmGmOaAvcDI0Tkc2PMrcAUoDuBzXpI2gRjzP1OHYSHhxMdHZ0ZUfIdcXFxBbZtOYX2WdbRPss62mdZ53z7LGr4cMr+9huLQnrzFC+zkaZUmJpI017eug4f7kjNmsdYsuRP4uLCgcZ8/vkK1q2LoGLFkuzb9wv79tmyx44VATrx2WdQqVICe/Z48/Ia+pxlnQLXZyIS8AOMA6YCJXzSSmAVqleCnZdBfaOBx4GTgHHSDBDrxEcCI33Kf3KRyGYAACAASURBVAd0zKjO1q1bS0Fl8eLFuS1CvkP7LOton2Ud7bOsk+k+O35c5LXXROLi7PGCBXL6u6UC4vkMGuQtnpwsUrSoyJNP2uMffrBlFi0SadtWpEeP9Jdw6xk69IKalOPoc5Z18kOfAaslk3pTRmvQngEOA7uNMWscH5y7gCNOXoYYYyo6I2cYY4phR8n+wK456+IUuwrY6sS/Am43xhQ1xtQB6gMrz3UdRVEUJZ8TF8eOe8dy6rKa1u/SN9/Y9GuuIbZ5Z0+xDh1g717vaVu3Wv+XTZrY4+rVbbhzJ/z2Gx5XToHQXZpKXifoFKfYqc2nHPMYrlvYbSISn8m6qwAfOuvQQoDZIvI/Y8wJ4E1jTCEgAWe6UkQ2GmNmY/1/JgN/E93BqSiKUnBJTYV334Xnn6fu4cP8l37MjXyGj2/1+lg6fdpbvEYNa6PM5a23bOj6zHQVtOXLra2z1q2DX/qBB7KpDYqSQ2S0Bg0ARyH7LasVi8gGoGWA9GVAwNdGRF4EXszqtRRFUZR8iDHWwFmDBnQ8PJdf6Aib4GOfIq5JjHfftSNmX39tJymNgdWrbegqaK4x2g8+sGHjxukvefasVfpCQ3OsVYqSLWQ0xakoiqIo2cv338MVV8D+/Va7+vJL4r9dYpUzh7NnvcVvvdWGHTvaEbSEBNi929o5+/VXOyMaEuSXrGbN9GmFC1un5oqS11EFTVEURcl51qyx3savucYuJNu926aXKcP+A/6b+A8etOGJE157Zg0bel009etnvTydPQu9e/tf5pZbvHF3ylNR8iOZUtCMMdWMMZ2MMVe6n5wWTFEURSkApKbS+IUXrOX/tWthwgT480/o1MlT5Ntv/U955BEb7tnjTSta1CpmYBUv16VTnTr+54aH27BuXSiWKYNQipI3OecaNGPMK8Bt2MX77qJ9AX7MQbkURVGU/ExsLJQuDSEhJJcqBc8+C48/btN8OHkS/v53Gx8+HCZO9G4MaNHChq4PzgYNoEIFO9X56KM2rVIl/8u6a8tuvz0H2qQoF5HMjKDdCDQUkV4icoPz6ZPTgimKoij5kNhYq4xVq2anNYGtjzxC4tPP07h9aebM8S++dKk3/tprNkzrZqlBA2+8QgU44uPjpkgR/7LutGblyhfQBkXJA5xzBA3YgfWjmZjDsiiKoij5lcREeOcdePFFOHrUeje/7DJP9ogR1gfmLbdYD07u9KPvAv8iRezOy8OH7U5NgDvvtEqZS0QEbNhgbZx17ZpejOHD7XTo0KHZ30RFuZhkRkE7A6wzxvyAj5ImIsNzTCpFURQl/5Caap1e/vab9TQ+blw6I2S+68wWLoQ+zjzMzTfbcNMmG4aHWwXN9aWZdiSsdm27QeDkSTvVmZYiRbxTpoqSn8mMgvaV81EURVEUiwj8+CNceaUdBnv0UWvXonv3gMV9R8piYmx46pR1bA7etWTh4fDddzB+vD12FTeXsmW9ttEiI7OpLYqSBznnGjQR+RCYDfwiIh+6n5wXTVEURcmTLF8OXbrYOUbXLdPgwcR16E5igMUwItZkhrs+bNw4G7rr0SpUgPLlbXzBAlv2xAl73KqVf10rVnjjLdOZQleUgsM5FTRjzA3AOuBb5zjKGKMjaoqiKJcamzdbWxedOsGWLdbX0rXXerJLlYKwMNIpaXFxhYiJ8e68dC3///WXDX/z8VVTooQNjx614ejR/nUV8pn3qVXrAtujKHmYzOziHAO0A04AiMg6oE5GJyiKoigFjJQUuP56+OEHGDsWtm2Dhx7ybKNMTfUW9bVfBvDOOxGAVaiuu85rw2z/fmt1w3ed2VfO3/8zZ+Dyy9Pv0hw71oaVKkGZMtnVOEXJe2RGQUsWkZNp0iQnhFEURVHyEMePwwsv2CGx0FCYOdOa9n/mGShZ0q+or7mMJUu88T/+gPnzqwB2H0G9ela3E7FWOBo29L9k7dreeJ8ABp3atLHnHj58gW1TlDxOZhS0340xdwKhxpj6xphJwM85LJeiKIqSW8THw6uvWnP8o0bB4sU2vX17qFgx4CkPPuiNz5zpjf8/e3cdZ1W1/nH8s4ChQ+mUku5ULDCwu+MqXBSuinr1imJeO7CvfS2sn6KCehVsdMCipJsBSREE6ZxYvz+es2efAmaQGSa+79drXmufvfc5s896IT6seJ6gYHmbNjaC1rixpUr780/46afYgAxi62QGOzxFiqOcBGjXAm2wFBvvABuA6/PyoUREZD/IyoJXXrFMsYMH21qzqVNtXhILqjIyEt+2YIGNlIEVNU9PT7zn5ZetDTYDTJ1qbXw5Jufg7bfhpZcsPhQprvaYZsN7vxW4PfIjIiJFlXMWSTVoAO+8Yyk0IjZsCIOr55+Hq64K3/b00+FxkyZhaSaAli1h0aJMevSwGkzBCNnMmdZefHHiY1xyyb74MiKFW46KpYuISBE1diwcfzx+9R/0Pt7x4mmjbO4xKjgD+Pbb8Pjqq2M/4tlnw3saNLDF/1lZthNz/ny48MJl2fcGAVqwo7NOnX39hUSKBgVoIiLF0fTptiuzZ0+YPZtNU9L45hu46s7qfP2NS7h93LjwuF698Dh692avXpbrLD3d6mWOHWvXu3f/M/ue6DVmYGvTRCSRAjQRkeIkMxP69oWOHW2kbMgQWLCA+dV6ZN8Sldos2yOPWDtggOUvC2plBgll+/WzGdIgGe2yZTZ6BtC48ZbszwmuB0qW3AffSaQI2uMaNOdcDaA/0Cj6fu99v7x7LBER2ae2boXy5S0i8h5uugluuQUOPBAIc5MFdu5MzEFWs6Zt4kxPt2nM+vXDGpuHH25tEIAtX24FB+rUgfLlM7M/I1jHJiK7l5MRtP8BVYBvgFFRPyIiUtBt3mzZXevVg9mzycqCHf993UbOIsEZwG+/xb6tb9/w+OabrT3ssDDT/+efWxss6A8+KihgvmyZBX3duu360SpV2qtvJFIs5CRAK++9H+y9f997PyL4yfMnExGRvZeebtstDz7Ycpn16gVlynDGGdCte+Ias6AAebA7M8hl5j08+qgdH3oo9O9vx1u2wLx54fvPPNPa6tWhTBn49Vdbh1arVuKjBfU0Bw78a19RpCjb4xQnMNI5d7L3/rM8fxoREfnrMjKsyvjMmbYb86OPoEcP1q+HkSPtlg0bwlJJH3wAd99tx/fcAy+8AMcea6+DNWYAl15qU5Tly1s5p6CW5pFH2vozgBIlrIj5uHGW7b9mzcTH694dpkzRBgGR3cnJCNo/sSBtu3NuU+RnY14/mIiI5NKECTbkVaoU/OMfMGoUpKZa9lhi84tFrzl7773wuEYNaNcurOQ0dqy1xxwDdetaIHbQQRagBclno/OgAXToYOvPIPkIGtgehZSUvfuaIsXBHgM0730l730J733ZyHEl733l/Hg4ERHJgUmT4LjjrBTT6NF27ppr4OSTw6Et4LOoeZA5c8LjqKVoAFStalUDAL780tr77w+vN2xoAdpbb9nr+OpPzZqFx0o6K7J3cpRmwzl3unPuscjPqXn9UCIikgMLFsAFF9hK/KlT4cknbb4xB4IRLrDqTtEqVbK9BQCvv27toYeG14MRtI4d7XV0XjSALl3C4/jgT0RyZo8BmnPuYWyac3bk55+RcyIisr9kZNi848iRcMcdsHChpecvUybp7cEmgK5drQ2y/2/fHt4TrCkbOdLWiKWnW930ww6LGYijQQNbX7ZsGfTpk/i7Dj44PHaJ+xFEJAdyMoJ2MtDbe/+a9/414MTIORERyU8bN8Ljj1vkVKqUVRVfuNDSaERW/C9bZvln4x19tLV9+0Ljxna8eTN89ZUd/+9/4VRlZMla9jToOefEflawrmzt2vCzotWvDw88AN98s3dfU0RyXkkgujhHlbx4EBER2YUdO+A//4GmTWHQIFv4D1amqXbt7Nu2b7fpx8MPDzP9B6ZMsXbz5jBtxvz5MGuWHQcBHMBtt1kbrDGLD8JOOCE8Puig5I98223hTlARyb2cBGgPAVOcc687594AfgEezNvHEhERsrIsSmrZ0qYvO3a0DQG9eye9ffLk8Hj58thrwbqws84KpyAXLrSfmjVjk8bWrWvtd99ZG73+DGKDsl69cveVRCRn9pgHzXv/rnMuFegGOGCw9/73vH4wEZFiL8gSW62a5bQ47jgA1qyxhLDxliwJj2fNCrP6Z2XBL7/YcfPmtn4MbM3ZggU2MBeteXNrf/nFgrc6dWKvO2cJbefMST7FKSJ/3S5H0JxzLSNtZ6AOsBxYBtSNnBMRkX1t3Dg44wzLEFuypOW5mDAhOzj74gtbKxaMbkVbujQ8njAhPE5Li72valVrv/7aBuSid12ClXMKFve3bJn8MZ9/PvkziMi+sbsRtH8BA4DHk1zzwDF58kQiIsXRnDm2cOvjj20V/ty5NrcYN3x1003WHnNM4jqzpUstrUXduhZ8/fvfdv6hh6y98UZrU1IsEe3SpVZDvV272M9xLvzsoPamiOSvXQZo3vsBkcOTvPfbo68558rm6VOJiBQX6ek2Xzh0qEVD991n682CVP5Rduyw6k0B72PTWKSlWRLZo46C556zj05JsZ2a550Hjz0W3rt5c7hxoHXrXT/ewoV/8fuJyF7JySaBJBu2k54TEZGc2rHD2pQUWLcOrrvOoqE77uC3jRVj8pMFBgyIfR1dJ3PUKAvEFi2yvQSZmTZC5r2tWWvUKPljlChhZTt3ZdSoXH0rEdlHdrcGrbZzrgtQzjnXyTnXOfLTCyifb08oIlKUbNsGQ4bYVsigIObw4VYFoEYNZsywzPzt28e+LTMT3nzTjvv1s3bSpPD6qZEaL0cdFS76T0uzEbedO8OdmfHat7fi5/Fq1oSLL45NOisi+Wd3a9BOAPoC9YEnos5vAm7Lw2cSESl6MjKsbtLdd8OKFVYnMyvLrkXNUwaB2YIFsW8PamMC3HsvvPaaBWDxGTeGD7cEsmDL2oIdm0FZpsDbb8Pf/hZbNzNa8D4R2T92twbtDeAN59w53vsR+fhMIiJFS3q61ViaPt0W/r/zjg11xcnIiH3955/hjstgLVifPrZvoEwZ+PVXO7dpU/ieMmXsesWKVlEgKO0UtIGjj7aNBsEGAhEpWHKSB22Ec+4UoA1QNur8vXn5YCIihd7MmdC2ra0zu/hiGz0788xdFqiMX3c2ezYccYQdf/KJtSecYOvGGjUKZ0iDKc8XX7TWOeje3dag1a9vew/i9xzUrQujR//lbygieSQnxdJfBC4ArsUS1Z4HNMzj5xIRKbxmzLBFYe3awQ8/2LnBgy2Nv3NMnGhL0eKtWWNt27bWTp8eXsvMtPb8862tUSO8f/hwa6M3EdSrB7//bkFYyZL75muJSP7JyS7Ow7z3lwHrvPf3AD2ABnn7WCIihdDixXDZZdChA/z4o20GiMsCu3atjW4lyaKRPVr2z3/a1GaQBgMsQW379mGw9cMPMGZMuBm0d+/YgbnatWHlSgvyNm7cd19RRPLHHqc4gWDQfatzri6wFlBxDxGRaOnp0KOH5b646Sa45RbLGhtn3Tprs7Jgy5bYRLArVlhbsiR06hQGaLNnW6D1eJK04cE9F18ce75OHdu9CXDuuX/he4nIfpGTEbRPnXMHAI8Ck4HFwLt7epNzrqxzboJzbppzbpZz7p6oa9c65+ZFzj8Sdf5W51xa5NoJuf86IiL5aPNmywiblWXrzF5/3bZfDhmSNDiD2N2Rq1cn/9ht26BVq7BEU1Bj87DDwnveeMPaceOsjc9zVrt2eHzaaTn6NiJSgOx2BM05VwIY7b1fD4xwzo0EynrvN+Tgs3cAx3jvNzvnUoAfnHOfA+WAM4D23vsdzrmakd/VGrgQ24xQF/jGOdfce5+5199ORCQvpKdb8fJ777WIq3Vr2xZ5gv27cv16mDgxMQUGxJ4bMQIGDbLjzZvD8y1b2rTkhg02yhYEctWqhfc0aWLtp59aGx+gRVeIii/lJCIF325H0Lz3WUTV4vTe78hhcIY3wV85KZEfD1wFPOy93xG5L/g35BnAsMjv+BVIA7rn5suIiOSprCxqfPutDW8NHEh60xaWy+Loo2Nue/xxOP742ILlgWBzQKVKsYlmx4619rzzLP1FkFh2xQq7r0IFaBy1uCRIm/Htt1CqlO3WjBY9gtaq1V58VxHZr3IyxfmVc+4c53axL3w3nHMlnXNTgdXA19778UBz4Ejn3Hjn3BjnXLfI7fWAZVFvXx45JyKS715+OdwdmS0zk8ZDh0L58pzMKCpNSrV1Z3Huv9/ajz9OeDsAd95pb4uuc3nKKdZeeaW1NWtau3YtfP+9pU8rFTXnUbZsWAGgYcPYawANGsTeKyKFS042CfwLqABkOOe2Y6k2vPe+8p7eGJme7BhZw/aRc65t5HceCBwKdAPed841iXxuwkfEn3DODQAGANSqVYvU1NQcfIXCZ/PmzUX2u+UV9Vnuqc92bcCAXgBMfPG/HPTee8y96SayypUj4557OO3Kv7Gd0rCTXfSfvfehh+D448Pr06dXATrxxx8LKVeuLHPn1iQ19UcAqlfvwZo1ZcjIGENqqmfRokpAFz79dA7TprXi8ssXkZq6NOa3eH8EUIoaNdaSmjoj4SmqVu1Bo0ZbSU2d9hd746/Rn7PcU5/lXpHrM+99vvwAdwGDgC+AXlHnFwI1gFuBW6POfwn02N1ndunSxRdV33333f5+hEJHfZZ76rPklizxvikL/Ltc4D14X62a9+PGee+tz6wEuf1kZMS+d/ny8FqnTrHXypa18//6l/ePP27Ha9d6v3q1HV9wQXjv/Pk+5veMGpX4nMG1H35I/j0yMrzPyvoLHbGP6M9Z7qnPcq8w9BkwyecwbspJotqEXNPJziW5p0Zk5AznXDngOGAu8DFwTOR8c6A0sAb4BLjQOVfGOdcYaAYkWcEhIpKHdu5k7YUDmUMrTuNTuOMOm4s85JCkt8fXrLz++vA4PhltUCmgYkVo3tyOZ8ywZWwQWy8zfhNosqLlDz1khdHjyzgFSpbcZdECESngdhmgRdJkVAWqO+cOdM5Vjfw0wnZZ7kkd4Dvn3HRgIrYGbSTwGtDEOTcTGAb0iQSWs4D3gdnYKNtArx2cIpJfgkKYKSmkLE3jZfrTlIVsuvk+qFIl+7Zt22LT8n/3XezHBOvWzjorNnibPz88vuKKMBibOze8Fqw/g8QALX6XJliqtbQ0q78pIkXL7tag/QO4HgvGfiFcI7YReG5PH+y9nw50SnJ+J/C3XbznAeCBPX22iMg+s2MHvPACPPGEDWXVr0+HFZ+RhQViqamxecRmz64EWJD1yiuxucx81KrZGjUsKe3338ORR9pAHFiVgAYNLFMHWBC3ZAnUqgUHHBC+P748U+nS++j7ikihsMsRNO/9f7z3jYFB3vsm3vvGkZ8O3vtn8/EZRUT2vcxMeOstaNECbrjB2m3b2LSJ7OCsdGkLsKL9+qvVaLrvPnu9ISrx0JYt1h57LHSL7E8P1iwH051PPWVtSoq1d91lo2gtW+7D7yYihd4ed3F6759xzh0GNIq+33v/Zh4+l4hI3tmxg+X1D6X+mqn4zp1xL7+cnUH2py/D2xo1svKagZ074bnnbDFYrVq2liy6zmWwluwf/4ATT4T+/aFcOTu3cCGcfXbyx5k3b/flmN5+O3dfT0QKv5xsEngLeAw4AkuL0Q3YxZJUEZECbMECa8uU4bU1p3EBw/jf7bEp/4Pi42DJYleuDF///nt47BxUrhwGaBs2ZBcS4LDDwhxlW7faYN3ChYkL/S+91O5bu9YG8OKtXQt//AGXXLKX31dECq2c5EHrCrSObA8VESl85s6F226Djz6CiRP5o2FX7uJeALqkxd766qvWTpgATz4ZWw0gKGYeqFIlDNDmzQvP165ta8iqVrURuOXLbfQtPkBzzgI4gM6dEx+7atXcfU0RKTpyUklgJlB7j3eJiBQg778Pj92wgqzL+0ObNvDNN7ZwrGVLHn44vG/58tj3ffKJte3a2aL96CnMINv///2ftXXqhFOgyyJ1UN54I1zgn5ICQ4eGRc/jA7SmTcPj6BQbIiI5CdCqA7Odc1865z4JfvL6wURE/opLL9jBpU91JmPom3DddTbHeMcdbPIVeeKJ8L5nnondfRkoW9bqX0YXMV+3ztozzrC2YcNwCnTJEmtPPTW8P9gYEMysxgdo55wTHkdl8hARydEU5915/RAiIvvEtm0wbBj07ctOyjCAl5jmO7D4yUbZt8ycmfi2DRtstCwI1Hr2tLZECfvINWssYCtRAi69dDEVKtjnTZ9uI3DTp8Mvv1jusuj8Zbfeaj/Tplmusnpx1YWDgugnnbRvvr6IFB17HEHz3o8BFgMpkeOJwOQ8fi4RkZzLyLCkZM2aQb9+bP3qBwA+4QyW0Chmof+NN4bH//2vtUHR8iOPtLZXL2vr1LF2+nSYOhWysqB5803Z7w9G13780Za5HXJIbOb+IFibMMGmM0vE/Y174IGwaVM4rSoiEsjJLs7+wHAg8lcZ9bByTSIi+9Xtt3m+uuojWzDWvz/Urw+pqUypeGTMfVdcER4HAdSMGbZLEqBvX2t/tLrlXHWVtcF05dKlNkIGsQHat99am5ZmAVy7drHPF7yePDlMtxGvYkUolZO5DBEpVnKyBm0gcDhWQQDv/QKgZl4+lIjInqSmwmMP7aTFi9eTmQV8+CH8/DP07JldOmncOGu7dAnfV62a7Rlo2zZMmzFzJvz5Z3hPrVrW1q9v7bJlMGmSTUlWr74z+766daFSJds0kJUFhx8e+4zRa85qa6uViORCTgK0HZHyTAA450oBSrkhIvvH9Onw97/z0F3b2UkZjuMbJr8+w4pfRobHxo+3W1u0sIX+QYb/HTtg7Fjo3t1e33yztb16wZeRBLXHHhv+qrJloWZN+5Vvvw2//Zb4OJs2hTU3GzaMvRa98P+xx/b+K4tI8ZOTAG2Mc+42oJxzrjfwAfBp3j6WiEicxYvhssssH8XHH/Pn2BkApNGMJSvCOcKtW8O1ZZUrW5A1bJi9fucd2xAQZO2vV882BGRmhiNob8bVSFm9OiyAvrts/5CYKiO6iLlKOYlIbuQkQLsF+AOYgRVQ/wy4Iy8fSkQk2/btYa3MDz6Am25i3ueLmES37Fu++Sa8vUKF8LhECUsQm5lpr4OcZSeeGN7TsKGtIRs3zgqcBxsDkrnttsRzwTqzm25K/p677w7XqomI5FROArRywGve+/O89+cCr0XOiYjknaws0tMho2QZ2wZ56aWWUGzIEI4917ZHnnaa3RqMmGVlhW8fMcLafv3CbP0rV1p2/ujdlA0b2lq0tDRo3Tp2FyZYotlA48aJjxkkso3eiBDtrrvg6KNz8H1FRKLkJEAbTWxAVg74Zhf3ioj8Nenp8MIL0LIl9UqvJqW0Y+dXqZZGI7Jqf/Vqu7VKldipwyCRbK1atiQNbA3Zpk0WpH3+ORx6aOyvq1HD8p9NmwYNGiQ+TnRQdsABideffhqaN08evImI7K2cBGhlvffZubQjx+Xz7pFEpFjKyoL33rNhrKuvxteqzQGsB+CbMSnZt23fbjEc2K1BiozNm20xP8Djj4cjYTVqWPv995ZUtkeP2F8bXN+2LXmAFpyL3wAQOP10q8OZkpL8uojI3shJgLbFOZddxtc51wXYlnePJCLFzrZtluX1wgstYdjIkfz88BgW0ByILVgeXTvzqqvCbPwrV4ZJaLdvD++pGUkK9Mwz1sYXIA8CtOh7ozVuDEOGJG4eEBHJSzlJj3g98IFzLthgXge4IO8eSUSKjaVL4aCDLCg78ki49lq45BIoWZLjosbpgwSyACtWWHv99TblGCzq/+03y0M2ZQr06RPeHwRdX39tbfxasbJlw+OLL058ROfCdBwiIvlljwGa936ic64l0AJwwFzvfXqeP5mIFF1paXDHHWR9MJx2WdMY9WsbGkVXMCcsNF6njqXGCARlma680tpgBO2FFyyhbLNmsZn5g3JLO3faNGXp0rGP0rattdddl3wETURkf8hpgZFuQKPI/Z2cc3jvNeAvIrnz++9w333w0ktQujQPZN3KMhrwn//Ak0/G3lqrliWArV4dJk60hfzOwYMP2vWg8HiwRuy992wgLtjZGYjO5t+mTeIjVakSFkkXESkoclKL8y3gMeAILFDrBnTN4+cSkSLiiy9s9Ipt2yxp2EsvQf/+ZM5fyL+5j01UjlljBhaYrVoFZ58Nf/xh5376ydogp1nFitZWqmQp0oj8imD3ZiB6NC0YfRMRKehyMoLWFWjtvf6NKSK5M3X8Doae9DGnuPPJzCpnOSm6doVmzbjhuvC+SZNsE2eQn+z++6396ivo1s0G3m680UptbtyYuI6sc2fbSQmJuzQBWrWCOXPg44/3/XcUEckLOdnFORNQmV8RybnMTHjrLRqf1IL3uJBuPlIc86KLbJEY8Pzzdur6622EbeXK8O3lIxsELrjA9gyA1decNctKMnXoEPvrokfGDjoo8XFGjoRXX1W5JREpPHISoFUHZjvnvnTOfRL85PWDiUgh5D189hl06gSXXUbaumr05ivGc6hNc0a56iprTzjB2qAM06RJ8Mgjdvzkk1YJIHBHpMhcfLLZaPGVAACaNIn9HBGRgi4nU5x35/VDiEjhddttthC/Xz9sEVi/flCxIr89OYxuN5yHj/w7cNGi2BGsHTtsh2ajRvZ68WJLkxFdV7NSpdjfFawn6xq3Cvb+++H44y1Lh4hIUbDHETTv/RhgLlAp8jMnck5EirnVKzP5/KEpbL38GkvvX748jB4Nc+bwS9ML8JTggQfs3rlzY9+7fj2UKWOpL5wL15BlZFj76KPhvTfcYEXQV66EXr0Sn+O442D4cHjssX3+FUVE9ouc7OI8H5gAnAecD4x3zp2b1w8mIgVYRga8+iqV2jdiCp25jDdZMnKGXWvTY4xHGwAAIABJREFUBlJSsgOu88+3dsmS8O0zZsAHH9ioWblyNrI2I/L2d9+1kbJBg8L7N2+GLVvgl1+yl7DFcA7OOScxx5mISGGVkzVotwPdvPd9vPeXAd2BO/P2sUSkwFq1Ctq3hyuuYH35evTjVZqwiHfmdo65LS0NqlWDpk2hcmXL8B94//3Yj6xXz0bH1q2D2bPDUbTAiBHW7thhv1pEpKjLSYBWwnu/Our12hy+T0SKkqAIZs2a0L07fPghdxz7M6Nq9qNSo+rZhcoDaWm2Ns056NIFFiyw85Mnh2k0XnrJ2jp1LEALyjgF1wPR69KOPHLffi0RkYIoJ4HWF5EdnH2dc32BUcDneftYIlJQzHhnBhNrn0pWi5Y2euYcvP46nHUWs+c4Wre2RLFBAAY2XTl6dBjTNWxoZTcBpk4N7+vf39o6dez6b5GKv0cdFfsMnTqFx8mqAYiIFDU52SRwE/BfoD3QAXjJe6/SwSJF3eLFcNlltLmkAwev+pHPu9wZs63Se5uObN3apjEXLQrfGhQ3T49U7W3Y0EbHduyAyy+3c/Pnh/dXq2btPfdYG+zsTKZUTgvUiYgUYrv8q845dzBQy3v/o/f+Q+DDyPmjnHNNvfcqmiJSVP3+O7RsiQceYxAPcwtdy1bllPLhLQsXWlb/1q1h+3ZbP7ZunRUnD0bORo2ytkkTC+iCXGdgNTADZ54JgwdbOaeDDw7ra0b79lvbLCAiUhzsbgTtKWBTkvNbI9dEpCjZsgX+9z87rl0bnn6aH4cuYDCPULNFVcaMsYAscNhh1vbqZQEY2ChaRgY88ICNigVTk02bWrtwoc2Q1qplS9kCzZuHx0FdzXhHH51YCF1EpKjaXYDWyHs/Pf6k934S0CjPnkhE8tWdt6RztXue7fWbWnXyIB/GgAFMWmVDWX/7m5Vjip6WDIqYt24dBmjvvhuuMbvySihZ0o6DoOuUU2wk7ebdLJKoX38ffTERkUJsdwFa2d1cK7evH0RE8llWFjW+/ZY+Q1rxPAOZsrUF/PCDLRiLuOEGa4MKAGvWWBtdR9O5MDfZzz+HyWL79g1/VfXqsb86esQs0KdP9mOJiBR7uwvQJjrn+sefdM5dDvySd48kIvli9WpaPvIIWynPyYzisJ2pZHbvkfTWoPblzJnWDhxo7eGHW1u+vI2k1aoF771n54JRtWRatUo899xzFvA9/vhefBcRkSJmdwHa9cDfnXOpzrnHIz9jgCuAf+bP44nIX5WRYYXJJ0/GUvHffLPNM9auzaSnnuGI8lP4nJMBx7Jl4fu8tx2Txx5riWQB/v3v2M8+55zwuGpV2yTQoIGtTysR97dLEHiVLJk8eKtQwYqjx9ffFBEpjnYZoHnvV3nvDwPuARZHfu7x3vfw3v+eP48nIn/VSSfB1y+mMb/LhVZl/LXXCCKxf390Gpu2luTKK+3e6F2WV1xhwd3o0TaNCVYLfft2O7733vA8hAHaunVwyCGJz1GjhrVNmsS+T0REEuUkD9p33vtnIj/f5sdDicg+sn49Z34zkDm04jQ+ZfGld9hWyoMOAuDXXysA8K9/2e1BPUwIF/tXrBj7kUHC2fhcZQceaPsLNm+GunUTH6VsZFXr7qY+RUTEqGSTSBGQkQFDh0bVsPTe2pQUTmUkL9Ofpixkwqn3ZScgGz8eFiyoRL164b6Azz4LPzMSw2WXXwqkplobtZcAsBG09evtONk0Zdu21l5zTa6/nohIsaMATaQISEmBfv3gun/sgKeegh49YOdONmVVoCVzWX3X86wtVTumXubQodauWAGlS8MJJ8Cvv9q57dvh44/tuHJlaxs3tnbCBGvjA7SyUfu+e/VKfMZWrayywKmn/qWvKiJSLORZgOacK+ucm+Ccm+acm+Wcuyfu+iDnnHfOVY86d6tzLs05N885d0JePZtIUfLll1CCTC7lTe58u4XlxqhYEf78k8ceg+2Uo2lTyz0bPRr255/WBglnW7WypWneh7s1o736qrXTp9vmgWDjQCBInwa7TjarMk0iIjmTl39d7gCO8d5vds6lAD845z733o9zzjUAegNLg5udc62BC4E2QF3gG+dcc+99Zh4+o0ih9/cTf2MKJ9KeGUz3nanz1cvQuzdgC/nBgrPata2CUyBY7P/BB9Y2aABbt9o05Ycf2rmFUQXdghGyiRMtqIsPtqpWtTZITisiInsvz0bQvAkq56VEfiILY3gSuDnqNcAZwDDv/Q7v/a9AGtA9r55PpNBbvRqA36nNfJrz93LD6Jg+kcxjeifcetxxFnx98YWtU9u2DcaNg549V2cv6A/qXy5bZtk4unaNXdAfPYXZuXPi4zz4IAwZEgZ+IiKy9/J0DZpzrqRzbiqwGvjaez/eOXc6sMJ7Py3u9npAVBYmlkfOiRR7v/9uqSmuugqYMwfOOsvmEdeto2atEgzpOpwGgy7AU4K1a+096enh+52D2bPtePp0mDXLSjUdeuja7HuCAG3+fPjqq8TdltG7OU85JfEZK1WyFGuaxhQR+evy9K/SyPRkR+fcAcBHzrn2wO3A8UluT5YZySfc5NwAYABArVq1SA22lBUxmzdvLrLfLa8U5T47+uhe1GM5XV68G//SUDLLlmXZBRew6Pvx/PHHCRx//BK83wq05osvJnDQQVtZsKAi0JX+/ReRmrqUE09swRdf1OH776cwZ05loCm1a/9BauoqAH7/vQzQg9deWwnUoVq1NFJTl2c/g20M7RU5HktqavGsyVSU/5zlFfVZ7qnPcq+o9Vm+/FvXe7/eOZeKTWM2BqY5y1RZH5jsnOuOjZg1iHpbfeC3JJ/1EvASQNeuXX2vZNvFioDU1FSK6nfLK0W1z9LSoB7LWUAzSpBF5sDrKHXnbTSuUYNN06125SmnNKJ8ebu/Vq3u9OoFY8bY6+uua0Lbtk2oVs2mOOvW7ZS97qxdO5/dZ8HI2+zZdQC48sqDad/+4Jhn8dn/ZDoqz75vQVdU/5zlJfVZ7qnPcq+o9Vle7uKsERk5wzlXDjgOmOK9r+m9b+S9b4QFZZ0jlQk+AS50zpVxzjUGmgET8ur5RAqa1avjdk9u2wZffcWdd8IK6nMLD9OCefxyyZPZaflvuslurVIl3ABw4YXW/vADdOgQ5h+rVcvaVavs91xxBZQsGQ5SV7Cctdm7MWvXzoMvKSIiOZKXI2h1gDeccyWxQPB97/3IXd3svZ/lnHsfmA1kAAO1g1OKi23bwgAqa2cG7o3X4e67YdUqKh2/GKjH05ESuEGqjEj8ln3cs6cdd+xoGwF+/hn+/vfwd1SrZvUxp02DDRugffvYZyhTJvZ19eqIiMh+kmcBmvd+OtBpD/c0inv9APBAXj2TSEFl05Oes/iIHS1up+yvc+HQQ+Gdd5j4T9srM3w4nHsuLI8sC1u5Mnz/KadYstkqVWzx/5QpsGULHHlkeE/JkjYd+sor9rply9hniK+PGV/sXERE8o/+ChbZz4J1XfVZzjAutILlH34IP/0ERx2VXRPz7LNtlCsI0IYMsfbOOy04A5umnDUrLNl0+OG7/r2tWiWeO+20v/ptRERkX1CAJpJPli+3Bf8xpk9n/Q1WZGM5DejJGG44doal0XCO+fPDW52DHTvg0Uft9c6d1t54Y3hPELR9+KEVM4/P9n/FFeFx/DWwzwd4991cfTUREdnHFKCJ5IP0dMsz1qwZbNwILF4Ml14KHTtS6bWnqMNv3Hsv/NG0R0wisWBE67rrYj8vM9MW+h9zTHbtcwBq1rR2+nQ44ojE5zj//PA4fkoT4NprrT322Fx/RRER2YcUoInkg0jSf6qwnt/Ov96SzA4fDjffzODzFrGSupxwgmXvnzs3fN/GjdZefbW1jzxi7dKlMGMGdIpb5RlsNIDk05sHHWTtrtaXnXqqTblGNomKiMh+ogBNJB8Euy09jtqp78Jll8GCBfxy3sM88dqBgGXub9zYdmlmRvYvV6kC550XFh9v3dra8eNtOjJ+oX8wggbJR9CqVbP2uOP20RcTEZE8oQBNZB9Zvx769rU2W3o6PP88h911HJXKZ3Lo8VU4o3UavPwy1K/PO++Et1avDg0b2ltWrrQdl/PnQ/364T1BMtppkUJpzZvHPkP0yFcQzEWrXt2CxSBRrYiIFEwK0ET2kRdegDfegCeewKKr996zrZIDB/L7snTKbV1Dw4Ywdkoltmyx98QXFg/qXy5cCE8+adONXbqE18uVs3ZXAVqwfO3cc3c9jdm7N1SuvNdfU0RE8oECNJF9YMoUuO02O/70heXQrZul9C9fnsxPRtGLVNIPrJW9BmzxYmuff97aceOsbdrU2oULwyAsqAwA4Qja5MkWZEWvOQtkZMD77++zryYiIvuBAjSRXBg3zoKxeG+9BQewDoAZa2rbYrA334QpU/it48mA4+GHw3Vhq1bZIFvgkEOsbdjQcp2NGWMB2kknWYLZQJAaY9UqG21LthOzZMnk50VEpPDIl2LpIkXBN9/Y9CBEFw0HFiyg/+g7GEwqB5PGZirhP/s8O0gKals2bBgu4l+9GpYts+Ojjw4/qlQp6N7dNgHMm2cVAqIFi/yB7AS2IiJS9GgETSTKkiWWwiKZIDgD2LQJq05+9dXQujUHTR/JSwzg0UctKguy/YNVAADboRkdoM2ZY8f33BP7exo0sOAMLM/Zrrz8cs6+k4iIFD4K0EQiFi607PsNGyZeixkxAyYNX2wLxl5+md9PH0BTFvJv7qN194qAlVsCC7T++MOOmzWDAw+06cevv4bZs+18/G7LqlXD40MPTXyWiy6yNroqgIiIFC0K0KRYmTcPypa1TPvxvvgiPA4SxAZ++w1Ks4O+TcYCMH9nI7j9dpgzh9FnP8cqagNhsBUEaB9+aO3o0RaYlSxpAeDnn1uAVr167LQlxK5Nq1gx8TnffjssySQiIkWTAjQpVq691oKbDh0Sr11zTXj88cdRFzIz2fDsm8ynOa8u601tt4oVK7BtmwcfzKuv2m2nnx4GXMEU5QMPWBudULZfP0tE++qrUKlS4nOsXLn771CiRFgcXUREiiYFaFKsTJpkbdeusedXrYp93acPNq85ahR07Ejrh/vwBzVY+8YofM1aMUHU+PHWjhhhbatWYbmmzp1t3VnduuH9ZcuGx8lGwu6809q//S1XX01ERIoQBWhSbGzfDussEwaTJkUW+kesXRt7b8uWWLKy008na+t2zuc9ujOBahccx6pV8Mordt+CBbB1q42KBUlimzQJ85zNmxcWPA9Ep8146aXE5+zUyaY533xzL7+oiIgUegrQpNgIksIGgmlICFNevH37HN7p/Bhz58LWWo1h9GheuHY2H3A+nhIx2fm9D0fPLrssPH/AAbaG7c8/bbdmfL3MNm3C4xNPTP6szimXmYhIcaYATYqNG2+09vXXrV29Orx2xYnLeIXLufihtpw8+T5qsoqhQ4FevVizIQUINxEESWWXLYMZM2w92GGHhZ9Vvjxs2ADff2+v4wO0E04Ij6NH00RERAIK0KRImTHDEr0Ga82iBcFQ9+7WTp8ObNiAv+lmFtCMv/E2XHsdN56xkNXUokwZu2/dOlvMHwRWzzxj7eTJMHOmBWApKeHvCbL9DxxowVtQPSBaiRJh2SYREZF4CtCkSGnfHiZOtFKY0TZssJ2T99wDtS0jBu++C6Sn419+mfe4gLfvmId76knue6E6AOvX289//hO7Xq1+fWtXrrQArW3b2N910knWrlgBBx1kU57x1q9P3JggIiISUIAmhc6sWba+a3eCjP2BDz6wttcRGRw44hXGVj3TVuJXr87UEYvoyxtU69IIgDp1oEYNSEuzTZwQO4UZ5C27+mqrOtCuXezvCgqig31GMpUqJc9xJiIiAgrQpJDZscNGrJJNG6anu+yF9fF5wsakei6r9BFHDmwH/ftTP2UVW5auZcUK6HLcgYDtngzUrWvJaYOp0q+/Dq/Ff3Z8JYDo6U4REZG9oQBNCpxhw2IX8EcL6lfOmQNTpsReW7u2DN5DhQpWCzPYmcmyZdzwwWG8selsHMBHH/H+9T+xcGMNBg8O3x9d4ikI0J56yl7vbr1YfEHzaEE6DhERkdxQgCYFyvffW63JWrVg587E69H1J3v2jL32xx+2qj/IO/bgbZsBmLKiJpt3pjD6oldsF8GZZ9KipQ21TZ2a/Dnq1g0DvPjpUgjrYfbokXwnZpAI9/LLk3++iIjI7ihAk3y3YIGVsYwvQA5w1FHh8dChideDFBcQLtYHW7B/3XU2R3nnpYt5k0u55e02sG0bY8aVoSdjafHI5dnZZINcZEHNzJjSTtjOzGAU7957E5+jRQtrGzdO/h1Hj7b1aSIiIntDAZrku9NOgwcfTAyK4l15ZezrnTvDZLOnnho7wjZxIlTnD57kelqd1YJzGc67XASZmUyYYMFcdEBXq1Z43KkTnHFG7O9q1So8PvbYxGe76y5L0/Haa8mfvXJlaNBg999PRERkV0rt7weQ4iUzM8zgf/bZyUfRdiWoUQnQqBH8+GP4et3ENBbSmQpswfW5nKfL3sUdz9djUNnkaTcqVw6Pq1RJ/F3RAVzTpsmfJ373poiIyL6iETTJV/HpMaIDtOhrwVqz4HpaGjzyiB0/9ZQtJdu8bicr/zcBgLvfasrTXMcvb8yCl17iwLb1yMy0NWZpaWFy2mSSjeQFQdlhh6nkkoiI5D8FaJKvgmLlgeh1Wu+/b+2DD8LBB9vx8uXWTrA4jMMPh39em0XtMcOYQyuqn380U79Zw+IljmFtbqL7ZVZXKRjdCtasxY+gAbz9tpV/SjaCduCBFhxGj9KJiIjkFwVokif69Uu+gzFY+B+USwoSwQJ8+621Z59tyWIhUo4J+O47a/93zdfQtSvDuIgtVODbKz/gu+mWOfbuu2dlf1aNGtZmZVkb7KqMdskl8Nhjuf1mIiIieU8BmuyVhQtjyx9F++QTC8Reew3++CP2WhBo9e9v6SuCRLCbN1u2/1atbIfkMcfY+cWLrZ01C46oOZ9qFx0Pf/7JzlffpDNT+LHKyfzrRpuDrFYt3DUQn7cs2SiZiIhIQaUATXJt82abgqxcORyhihbkCINwQ0Bg+XLo0wfKlIEmTaxeJYQJXYNEtHXqQLlyMPOjBWx/8nkmToQjL28On30G8+ZRut+lNGlWMubzo9eKlSv317+niIjI/qIATXItGNWCcG1YtK1bw+P//Cf2/IoV4fqyjRvhq6/sOJKeLPtaydUrea/qVTwzuhUlbruFyhlrOfporBJ5GUtIW61amKsseocnxBYoHzQoV19PRERkv1OAJkktWWIjUhMnJl6LDsqCEbDAtm3WBqNo0VOcQR6yZs2s3bDB2sxM25UJMP7rjXDHHXDwwZy88hVe5EruuWQBf1Ite9ozULUqpKbacXzCWOfgxBPtOGhFREQKCwVokiA93fKMAZxzTuL1WeFafLZsib02cqS1555r68h27AivBTs4g0Dthhus3bjR3nfqqVC19GbLo3H66bx8wxyu5Vl+XlSLdu0SSyodeGB4fOGFic/5xBP2/LtLsSEiIlIQKUCTBMFoFsD69YnXhw0Lj4PM/oHzz7f2qKOs+PiSJfY6GEmrWtXqV4IFWCXIZPWjbzDkt79x0oneimAuXAjvvsvKCjbf+d130Lp14nNE18hMtuasVSsYPhwqVdrNlxURESmAFKBJgmCELCXFdmoGyWJ37oQXXoDffgvvHT8+PI7eMFC9ugVoK1faKNpdd9n5Bx6AEiUA72k4cyRT6UiLh/rSkrl0aRIZYouk8Q+mQCF5Nv+TTvpr31NERKSgUoBWTO3YkbjDMjBnji3a//vf7fWYMda+/DJcfXV4X+/eYb4ygIcftjbIOdawobXLloWbAPr3x7LT9uzJsU+eRlm2cz7v0Z0JtD6iasxzRP+uSy5JfM7evW0n6MCBe/6+IiIihYkCtELsuedswX2QmiLexo1W6iiZsmWhZUu4557Ea1On2m7Kf/7TXqelJd4zfjwcf7yNkM2fD2vWwO2327UPP7Q2CNAWL4ZFi6Bbu+22jqx6ddiyhTX3Pk9rZvMB59O4SYmEqcjmzW30LjMz+RQn2Gzos88mvyYiIlJYKUArpNatg2uuseBp+PDk9/TtC506hdn4AxkZ4fHdd8Orr4avV62Czz+Hjh0tQEpJgQUL7FpmprU33GAL748/3l5PnBg+Q5060KCBHbdqZe2vY5fR94fL+ejXDjZPWr48TJpE9TuvIoMUINz9mUwJ/SkVEZFiRv/rK6TWrAmPk01VzpwJH31kx++9t+v3Arz1VngcBGvnnWfTkk2ahAHa0qV2LiiP1KqVBXDTp4drzKJrV9Yu/ScvVLqZPg8047QNb/Nrq1MsQIPsrLKDB9vLZLswRUREiqs8C9Ccc2WdcxOcc9Occ7Occ/dEzj/qnJvrnJvunPvIOXdA1Htudc6lOefmOedOyKtnKyxuusnimPidkmDTl4EgWWu0u+6yTP+1a8Ps2bHXnnjC2tdft92WwSYACBf9n3WWtc2ahVOc33wDHTqEI1opKRbALVoUPkOQnoO5c6FpUwZseox3sy6gOfNZOPAJqFgx5lkGD4b77oMhQ3bXEyIiIsVLXo6g7QCO8d53ADoCJzrnDgW+Btp679sD84FbAZxzrYELgTbAicDzzrmSST+5iNi2zQKw6Gz70YKRqmSL4P/809oDDrBpyWhTptg6sBtusLqWQf6xwKOPWluhggVxQbDnPfz8s20OCMomNWlia8gWLoRp0xLzotWsaSk0WreGs0/PwE2fZheaN4e+fenANPryBktpSJs2id/jwAMtL21KSvI+EBERKY7yLEDzZnPkZUrkx3vvv/LeB6ugxgGRtKWcAQzz3u/w3v8KpAGFPsXozp02hRidsDUwc6a111+feO3PP2Mjlvgg64UXrO3WLTGb/7//bYHPDTdY1v8xY8IUGNGf06aNBWhB0fMlSyzY6tw5vKdSJUtGO3++vT7qqNjfVakSjBnjaZ/2Ic9/3xZ69rTkaSVKwJNPMpN2Mb9PRERE9ixP16A550o656YCq4Gvvffj427pB3weOa4HLIu6tjxyrlArUwYuu8zWdMVbujQ8jk8I+8wzzbLfDzB0aOz1IFdZ796wdm0YeE2ebFn5Bw2CKlXCxfeLFlkb7LB86y1bQ1apUhig/fqrtdnTlNj7s7LC3Z7Bwv9AoyVj+JkevLvzHEqVKQlvvGG/OOLuu8N7VcBcREQkZ0rl5Yd77zOBjpF1Zh8559p672cCOOduBzKA/4vc7pJ9RPwJ59wAYABArVq1SA2KMRZAmzaVAo4A4NNPSXjWc8/tlX387LMzOOKItdmvU1Pt2ogR33PxxYcyZsxqOne21frbtpVg6dLDOfPM39m580+gHe+++wutW29ixIh6QDNatvyJ1NSdDBxYj+eea8aXX05m+fKNpKY2BhpSu/YYUlM969c3YfXqg/jii7Hcdls74ED++GMiqalWw2n06I7AAYwfD5UrpzN9ergLoPzixTw36+8soz5/5zU6DGpPxyqbwsRpQOPG5ShVqht9+iwmNTUqIs0DmzdvLtB/Hgoi9Vnuqc9yT32We+qz3Ctyfea9z5cf4C5gUOS4D/AzUD7q+q3ArVGvvwR67O4zu3Tp4ve3rCz7Seass7y3lV3en3124vuCa+XLe3/11eG1jIzwmvfet23r/ZlnhtdvvNGujRnj/Zw5dvzmm3atb1/va9YMn2ncOLv+ySfh59avH37WkCF2bvDg2N8ZuOii8HyHDt77qVO9Hzo0+/rK50b4smz14H16eo67LU989913+/cBCiH1We6pz3JPfZZ76rPcKwx9BkzyOYyb8nIXZ41gh6ZzrhxwHDDXOXciMBg43Xu/NeotnwAXOufKOOcaA82ACXn1fPvK7bfbcqug5mS0Aw4Ijz/8MHa35Nix4XGnTrE7LX//3dpgt2W9emEy2t9+g8cft+MjjrBF/CVLhmvEJk60dWnBIv+WLe148mT46is7F10iKagEEOyivO662O8Q7CDtwU+8sOBYS5B23XXZc7K1rz6b7ZSjbNmwWoCIiIj8NXm5Bq0O8J1zbjowEVuDNhJ4FqgEfO2cm+qcexHAez8LeB+YDXwBDPQ2RbrfZWTE1pmM9tBD1gZFwqPF764M1oFBWM/yf/+z0pPR9S0/+cTaZrYMjdatw/VhwRqyYcMsMCxdGho3tlxomzZZoNetW/hZVapA27bw00/www92LtgdCrHpOgDuvz/29QGblzOKk/mJw2mydaa9eeHCmOhz7tzk1QZERERk7+TlLs7p3vtO3vv23vu23vt7I+cP9t438N53jPxcGfWeB7z3Tb33Lbz3n+/60/PPwoWWAuLccxOvRQdtE5KM9X32mbVBxv1lUVsghg+34Oq442DcOBsBC3Z1BjUo27e3tmpV2w2akWH3NmgAF1wQflaLFvb+yZNtlC46QAN7PWUKPPigfVblyuG1Jk1i761YESsZEESX3nMI4xnMw0z+YBHceCPUqBHznhYtbJRPRERE9g1VEtiDYBQryMof7Z13Yl9Hj0bNnRseP/mktStXhucmTYJTT7WqR8Ho2dixsGFDeE9QMinY4blggY2QNW0a+3ubNrXRuYkT7XV8gFa7tqXPgDB/WuCkk6JH/zxu1EibxjznHIv26tdn5S8rKXnrYHqfWSGxE0RERGSfU4C2B9HrxqKP09MtwWq06BxjRx5p7eDBULeuHQcB2oIFlmKjbVt7XauWtVu2hOvOHnlkWvY6sqAG5uDBNhIWvYYMLADbtMkCvIYNEwa4qFYtPH777cTveMQRcDg/MLnCkXDaabB9e7gYzTnadi7Ngw9qjZmIiEh+UYCWC9EjYK+8Em4MCHKETZpk7erVYb3LCy4I04IFdSefftraM86wdsoUa3//He69147btAmH4x591PKhffqpvT755NjTWG/yAAAOF0lEQVTnCvKYffpp4ugZWMWAwEUXJV4/aMJwfuBImrAIXnzRhunOPz/caSAiIiL5SgHabqSnx74OksNGa9zYlmVBWLQ8qGdZv77t0AzinKws+8xhwyz+CTL216kTjoKBrRErXz7cH1GqVGyi2/gpzmAqFJIHaGXLhsdBHU0WLcreNdDj/lN4tukTrB2XBv/4h+ouiYiI7GcK0HZj40YLfm65xV5HF/R+6ilrp0yxEaq6dcNUFzffbG2waxJs5rBDB6tnuWYNnH127O8qXx5+jOSATVZ7MxhlK18+MSP/gAHhcevWie8N4q3zz8cW/19zjeXfuPJK8J6aDctxTdoNNGlbPmk/iIiISP5SgLYb1arZWrEHH7TXo0dbcOV9GIwFOyKbNQtTTQQbBIK1Z2BB1dat4ehajx6xv2vr1jAX2iGHJD5LxYrW1qyZeK1kyfB3Jat32aABVGYDV/12pw2/vfgi9OtnidE0jSkiIlLgKEDLAefgkkvs+LvvwkCqUqUwvqlQwUbA3n/fXl95ZexMYfnyFoS98IIFWdHTkhAmp4VwbVq0QYOsDVJ2xFu61NbENW6ceO3II+GHf39Frx/ut62jc+ZYkBYdQYqIiEiBoQAthx591NpFi8JM/sGmAAhH0oLEtf37x76/USPLgzZrlgVn8QNXXbtae9hhyX//aafBXXeFzxGvZEk4qPZO26Z53HG2wO3gg+Hf/wag3V3nwPTptgAuyB0iIiIiBZICtByqU8eS5y9bBkOH2rnoOCfISjF1qs0iBhsAAhdfHB6feWbi5999t7XvvZf895cpY/dEJ5mN4T307AmXXmoPWa+ezZUGc6MlSkC7drv5hiIiIlJQKLNVLjRoYFOJJUvCoYfGjoK1aBEeJ5tmPPjg8DjZNOUpp8TmWcuRrCzLrXHyyTafOmiQRXInnxy1XVNEREQKG/1fPBcaNrSdmZmZcOKJsdeqVoVjjrHjRo0S3xsdzCVbyJ8rWVkwcqTNi555Zrjw7ZxzbI2ZgjMREZFCTf8nz4VBg8JqAZ06JV6vXXvX16JV2NuKSd5bEc/27W1R2vr18OabcOGFe/mBIiIiUhBpijMXeva0YuWvvw5HH514/bbbbPqzT5/k78/1FGYgI8Oy1XoP999vQ3hvv23Za0uX3ssPFRERkYJKAVouHXJI8jxlYFOXb765D3/Ztm3wzDPw3HO2ZbRGDZvarFPHIkEREREpkjTFWRBlZFB71CjbJjp4sFVV37LFrtWvr+BMRESkiNMIWkGzZQt0707L2bNtqO7//s/mVkVERKTY0AhaQbFggbUVKsCppzLz3nvh558VnImIiBRDCtD2t5kzbUdmy5ZWZgBgyBDWHHmk6mSKiIgUUwrQ9pclS6BvX0uZ8f338MADyTPcioiISLGjNWj7w5Yt0LGj7dK88Ua49VbLdCsiIiKCArT8s2ULjBhhtTIrVICXX7ZNAA0a7O8nExERkQJGU5x5LT0d/vtfK8bZpw9Mnmznzz1XwZmIiIgkpQAtrwRlmdq0gSuvhKZNrZBnly77+8lERESkgNMUZ17ZuhWuuQaqV4dPPrEi5tqVKSIiIjmgEbR9afJk6N/fpjUrVIAxY2DaNEujoeBMREREckgB2r7w00/Qu7dNX44YAXPm2PkWLVSWSURERHJNAdpfsWEDnHgiHH64jZQNGQKLFlluMxEREZG9pDVoueE9rFoFGzdC8+ZQubLlMhsyBAYOtGlNERERkb9IAVpOjB9v2f5feQXmzYMqVWDxYjjgAFtnJiIiIrIPKUDbk2efhWuvteNOneA//4EmTaBcuf37XCIiIlJkKUDbk3POsfb886FGDe3GFBERkTynAG1P6tSxfGYiIiIi+US7OEVEREQKGAVoIiIiIgWMAjQRERGRAkYBmoiIiEgBowBNREREpIBRgCYiIiJSwChAExERESlgFKCJiIiIFDAK0EREREQKmDwL0JxzZZ1zE5xz05xzs5xz90TOV3XOfe2cWxBpD4x6z63OuTTn3Dzn3Al59WwiIiIiBVlejqDtAI7x3ncAOgInOucOBW4BRnvvmwGjI69xzrUGLgTaACcCzzvnSubh84mIiIgUSHkWoHmzOfIyJfLjgTOANyLn3wDOjByfAQzz3u/w3v8KpAHd8+r5RERERAqqPF2D5pwr6ZybCqwGvvbejwdqee9XAkTampHb6wHLot6+PHJOREREpFgplZcf7r3PBDo65w4APnLOtd3N7S7ZRyTc5NwAYEDk5Wbn3Ly//qQFUnVgzf5+iEJGfZZ76rPcU5/lnvos99RnuVcY+qxhTm/M0wAt4L1f75xLxdaWrXLO1fHer3TO1cFG18BGzBpEva0+8FuSz3oJeCmPH3m/c85N8t533d/PUZioz3JPfZZ76rPcU5/lnvos94pan+XlLs4akZEznHPlgOOAucAnQJ/IbX2A/0WOPwEudM6Vcc41BpoBE/Lq+UREREQKqrwcQasDvBHZiVkCeN97P9I59zPwvnPucmApcB6A936Wc+59YDaQAQyMTJGKiIiIFCt5FqB576cDnZKcXwscu4v3PAA8kFfPVMgU+WncPKA+yz31We6pz3JPfZZ76rPcK1J95rxPWIcvIiIiIvuRSj2JiIiIFDAK0PKJc+4159xq59zMqHMdnHM/O+dmOOc+dc5VjrrWPnJtVuR6WedceefcKOfc3Mj5h/fPt8kfuekz59wlzrmpUT9ZzrmO6rPd9lmKc+6NyPk5zrlbI+fVZ7vus9LOuaGR89Occ70i54tbnzVwzn0X+XMzyzn3z8j5XJXyK079lts+c85Vi9y/2Tn3bNTnqM923We9nXO/RP77/MU5d0zkfOHsM++9fvLhBzgK6AzMjDo3EegZOe4H3Bc5LgVMBzpEXlcDSgLlgaMj50oD3wMn7e/vVhD6LO597YBFkWP12a7/nF2MVe8I+mkx0Eh9tts+GwgMjRzXBH7B/qFb3PqsDtA5clwJmA+0Bh4BbomcvwUYEjluDUwDygCNgYXF7e+0veizCsARwJXAs1Gfoz7bdZ91AupGjtsCKwpzn2kELZ9478cCf8adbgGMjRx/DZwTOT4emO69nxZ571rvfab3fqv3/rvIuZ3AZCxfXJGUyz6LdhHwbuQz1Ge77jMPVHDOlQLKATuBjeozYNd91hqrIYz3fjWwHuhaDPtspfd+cuR4EzAHq/ySq1J+xanfcttn3vst3vsfgO1xn6M+23WfTfHeB/lTZwFlnXNlCmufKUDbv2YCp0eOzyNM1Nsc8M65L51zk51zN8e/0VmOudOI/M+iGNlVn0W7gEiAFk19BsT22XBgC7ASS3nzmPc+JlBRnwGxfTYNOMM5V8pZvsYuxP0ZLG595pxrhI1c/KVSfsWp33LYZzn5HPXZrvvsHGCK935H3OcUmj5TgLZ/9QMGOud+wYZvd0bOl8KGti+JtGc557JTk0RGPN4FnvbeL8rfR97vdtVnADjnDgG2eu9nxp1XnyX2WXcgE6iLTTvd6JxrErxJfZa0z17DgotJwFPAT1jeRqD49ZlzriIwArjee79xd7cmOZedQqA49Vsu+mxPn6M+2/X9bYAhwD/izheqPsuXUk+SnPd+LjadiXOuOXBK5NJyYIz3fk3k2mfYGpkg4n8JWOC9fyp/n3j/202fBS4kyegZ6rNkfXYx8IX3Ph1Y7Zz7EegKBH9xqc+I7TPvfQZwQ3Cfc+4nYEHUW4tNnznnUrD/af6f9/7DyOm9LeVXLPotl322J+qzJH3mnKsPfARc5r1fGPdxharPNIK2HznnakbaEsAdwIuRS18C7SM7T0oBPbEKCzjn7geqANfn/xPvf7vps+DcecCwuPeoz0jaZ0uBY5ypAByKlWNTn+2izyL/TVaIHPcGMrz3xe6/TeecA14F5njvn4i6lOtSfsWl3/aiz3b3WeqzJH0Wmb4cBdzqvf8x7rMKX5/t710KxeUHG9VZCaRj/5q8HPgntitlPvAwkcTBkfv/hi1ynAk8EjlXH5sWmANMjfxcsb+/WwHqs17AuLjPUJ/tos+AisAHkT9ns4Gb1Gd77LNGwLxI33wDNCymfXZE5PtOj/q+J2M7zkdjo4qjgapR77kd2705j8gOuuLUb3vZZ4uxDSybI382W6vPdt1n2D+mtkTdOxVbn1Yo+0yVBEREREQKGE1xioiIiBQwCtBEREREChgFaCIiIiIFjAI0ERERkQJGAZqIiIhIAaMATUSKBedcpnNuqnNulnNumnPuX5E8Z7t7TyPn3MX59YwiIgEFaCJSXGzz3nf03rcBemP5lO7aw3saYRUXRETylfKgiUix4Jzb7L2vGPW6CTARqA40BN4CKkQuX+O9/8k5Nw5oBfwKvAE8jSWu7QWUAZ7z3v83376EiBQbCtBEpFiID9Ai59YBLYFNQJb3frtzrhnwrve+q3OuFzDIe39q5P4BQE3v/f3OuTLAj8B53vtf8/XLiEiRp2LpIlKcuUibAjzrnOsIZALNd3H/8Vid3HMjr6tgdSUVoInIPqUATUSKpcgUZyawGluLtgrogK3N3b6rtwHXeu+/zJeHFJFiS5sERKTYcc7VAF4EnvW2zqMKsNJ7nwVcCpSM3LoJqBT11i+Bq5xzKZHPae6cq4CIyD6mETQRKS7KOeemYtOZGdimgCci154HRjj3/+3bsQkCAAwAwc+GNg7mBm7iBoKuYW1nYaEzSMC7Ml26h5A5Vpfq+Z3fq9fM3Kpzderz2Xmdmake1eFXCwD/w5MAAMAyTpwAAMsINACAZQQaAMAyAg0AYBmBBgCwjEADAFhGoAEALCPQAACWeQMjP6QqVOBzLAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Diviser les données en variables indépendantes (X) et dépendantes (y)\n", + "X = data['Weeks'].values.reshape(-1, 1)\n", + "y = data[1].values\n", + "\n", + "# Créer et ajuster le modèle de régression linéaire\n", + "model = LinearRegression()\n", + "model.fit(X, y)\n", + "\n", + "# Prédire la tendance à long terme jusqu'à la fin de vos données\n", + "trend_prediction = model.predict(X)\n", + "\n", + "# Tracer les données et la tendance à long terme\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(data.index, data[1], label='Concentration en CO2 hebdomadaire', color='blue')\n", + "plt.plot(data.index, trend_prediction, label='Tendance à long terme', color='red', linestyle='--')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Concentration en CO2')\n", + "plt.title('Évolution de la concentration en CO2 avec la tendance à long terme')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Décomposition de série temporelle\n", + "decomposition = seasonal_decompose(data[1], model='additive',freq=52)\n", + "\n", + "# Séparation des composantes\n", + "tendance = decomposition.trend\n", + "saisonnalite = decomposition.seasonal\n", + "residus = decomposition.resid\n", + "\n", + "# Tracer les composantes\n", + "plt.figure(figsize=(12, 8))\n", + "\n", + "plt.subplot(411)\n", + "plt.plot(data.index, data[1], label='Original')\n", + "plt.legend(loc='upper left')\n", + "\n", + "plt.subplot(412)\n", + "plt.plot(tendance.index, tendance, label='Tendance')\n", + "plt.legend(loc='upper left')\n", + "\n", + "plt.subplot(413)\n", + "plt.plot(saisonnalite.index, saisonnalite, label='Saisonnalité')\n", + "plt.legend(loc='upper left')\n", + "\n", + "plt.subplot(414)\n", + "plt.plot(residus.index, residus, label='Résidus')\n", + "plt.legend(loc='upper left')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [], + "source": [ + "tendance_clean = tendance.dropna().copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Création du modèle linéaire\n", + "model = LinearRegression()\n", + "\n", + "# Ajustement du modèle aux données de tendance\n", + "X = np.arange(len(tendance_clean)).reshape(-1, 1) # Temps\n", + "y = tendance_clean.values.reshape(-1, 1) # Valeurs de tendance\n", + "model.fit(X, y)\n", + "\n", + "# Prédiction de l'évolution lente jusqu'à 2025\n", + "n_future = 2025 - tendance_clean.index.year.max()\n", + "future_dates = pd.date_range(start=tendance_clean.index.max(), periods=n_future + 1, freq='W')[1:]\n", + "future_trend = model.predict(np.arange(len(tendance_clean), len(tendance_clean) + n_future).reshape(-1, 1))\n", + "\n", + "# Tracer l'évolution lente\n", + "plt.plot(tendance_clean.index, tendance_clean, label='Tendance observée')\n", + "plt.plot(future_dates, future_trend, label='Tendance extrapolée')\n", + "plt.xlabel('Date')\n", + "plt.ylabel('Concentration en CO2')\n", + "plt.title('Évolution de la tendance lente de la concentration en CO2')\n", + "plt.legend()\n", + "plt.grid(True)\n", + "plt.show()" + ] + } + ], "metadata": { "kernelspec": { "display_name": "Python 3", @@ -16,10 +724,9 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.3" + "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 } -