From 99821b1d0693cd555bab2af97e28a3356511183f Mon Sep 17 00:00:00 2001 From: 39781cc7cca0dc30af9d6060ede9947c <39781cc7cca0dc30af9d6060ede9947c@app-learninglab.inria.fr> Date: Wed, 15 Apr 2020 10:20:57 +0000 Subject: [PATCH] =?UTF-8?q?Caract=C3=A9risation=20de=20la=20tendance=20con?= =?UTF-8?q?tinue.?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- module3/exo3/exercice.ipynb | 384 ++++++++++++++++++++++++++++-------- 1 file changed, 305 insertions(+), 79 deletions(-) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 346c004..e355021 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -48,8 +48,8 @@ }, "source": [ "Dès 1958, Charles David Keeling a débuté la mesure précise du taux de CO2 dans l'atmosphère à l'observatoire de Mauna Loa, Hawaii, États-Unis. \n", - "Ces mesures, qui continuent aujourd'hui, ont permis de montrer une évolution tout au long des années du taux de CO2 dans l'hémisphère Nord. Celle-ci étant provenant du cycle de vie des plantes. \n", - "De même, ces données ont montrés une évolution continue du taux de CO2 dans l'atmosphère depuis 1958." + "Ces mesures, qui continuent aujourd'hui, ont permis de montrer une évolution périodique de CO2 dans l'hémisphère Nord. Celle-ci provenant du cycle de vie des plantes. \n", + "De même, ces données ont montré une évolution continue du taux de CO2 dans l'atmosphère depuis 1958." ] }, { @@ -140,6 +140,7 @@ "outputs": [], "source": [ "# Import des librairies\n", + "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt" ] @@ -270,76 +271,31 @@ "data.head(5)" ] }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0,0.5,\"Concentration de CO2 dans l'atmosphère [$ppm$]\")" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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ERGTCmdl78EsHnDPZfTkaBVmrg/hlHlKusziG690D3OKcG9UcwpnGfIXa54G5Q4vAvMzrbcT/A8fGw+6ciMgEU4ZQRETk6FMOXDcewWDgYXzWTJIrAT4+TsFgDvAjBYMiMlUoQygiIkecMoQiIiJHh0nJEAYTw58zs7uD1/9lvnT4OjO7w8xKQ22vNbPtZrbFzC6ZjP6KiMj4cs79QMGgiIjI5JusIaP/BGwKvb4fWO2cOxFf+OBagKBa39X4SeSXAreaXwRaREREREREDtMRDwiDEt6vA74X3+ecu8851xe8fByIlw6/Avi5c67bObcTX9HstCPZXxERERERkekqa+Qm4+5mfFnyohTH38dAyel5+AAxribYl9KsWbPc4sWLD7OLIiIiIiIiU9MzzzxzyDlXOZq2RzQgNLPLgTrn3DNmdn6S4/+GX0D5p/FdSS4zrAqOmX0A+ADAwoULefrpp8etzyIiIiIiIlOJme0ebdsjPWT0bOANZrYL+DlwgZn9BMDM3o1ftPUdobLPNcCC0Pnz8QscD+Kc+45z7hTn3CmVlaMKhEVERERERGa8IxoQOueudc7Nd84txheL+ZNz7p1mdinwr8AbnHOdoVPuAq42s1wzWwIsB548kn0WERERERGZriZjDmEytwC5wP1mBvC4c+4a59wGM/slsBE/lPRDzrnYJPZTRERERERk2pi0gNA59zDwcLB9TJp2NwI3Hs69ent7qampIRqNHs5ljlqRSIT58+eTnZ092V0REREREZEp5GjJEE6ompoaioqKWLx4MUEGctpwztHQ0EBNTQ1LliyZ7O6IiIiIiMgUMlkL0x9R0WiUioqKaRcMApgZFRUV0zb7KSIiIiIiE2dGBITAtAwG46bzs4mIiIiIyMSZMQHh0eDgwYNcffXVLFu2jJUrV/La176WrVu3smHDBi644AJWrFjB8uXL+dKXvkR85Y2f/vSnnHjiiZx44omcddZZvPDCC5P8FCIiIiIiMl0oIDxCnHP8zd/8Deeffz47duxg48aN3HTTTdTW1vKGN7yBT3/602zdupUXXniBxx57jFtvvRWAJUuW8Oc//5l169Zx3XXX8YEPfGCSn0RERERERKYLBYRHyEMPPUR2djbXXHNNYt+aNWvYunUrZ599NhdffDEA+fn53HLLLXz5y18G4KyzzqKsrAyAM844g5qamiPfeRERERERmZZmRJXRsC/8bgMb97eO6zVXzi3mc69flbbNiy++yCtf+cph+zds2DBs/7Jly2hvb6e1tZXi4uLE/ttuu43LLrtsfDotIiIiIiIz3owLCI82zrmURWHC+x966CFuu+021q5de6S6JiIiIiIi09yMCwhHyuRNlFWrVvHrX/866f5HHnlk0L6XXnqJwsJCioqKAFi3bh3vf//7uffee6moqDgi/RURERERkelPcwiPkAsuuIDu7m6++93vJvY99dRTLF++nLVr1/LAAw8A0NXVxUc/+lE+9alPAbBnzx7e+MY38uMf/5gVK1ZMSt9FRERERGR6UkB4hJgZd9xxB/fffz/Lli1j1apVfP7zn2fu3Ln89re/5YYbbuDYY4/lhBNO4NRTT+XDH/4wAF/84hdpaGjggx/8IGvWrOGUU06Z5CcREREREZHpwuLr3U0Xp5xyinv66acH7du0aRPHH3/8JPXoyJgJzygiIiIiIiMzs2ecc6PKJClDKCIiIiIiMkMpIBQREREREZmhFBCKiIiIiIjMUDMmIJxucyXDpvOziYiIiIgcaa3RXj5zx3rq27onuysTbkYEhJFIhIaGhmkZODnnaGhoIBKJTHZXRERERESmhe898hK3P7GHO56rmeyuTLgZsTD9/Pnzqampob6+frK7MiEikQjz58+f7G6IiIiIiEwLHT0xADqDP6ezGREQZmdns2TJksnuhoiIiIiITAFNHT0A3PzANj56wXIyMmySezRxZsSQURERERERkdF6/KWGxHZzV2/SNtNlOpoCQhERERERkUBLZy/7W6KJ14fakxeW+d5fdnLC5/9IR3ffkerahFBAKCIiIiIiEtjX3AXA+8/xU8521LUnbXeoo5vuvn7yczKPWN8mggJCERERERGRQGMwf/CC46qIZGfw5K7GpO3+8OJBinKzMJva8wsVEIqIiIiIiAQaOvwQ0ariXJZXFbE9SYZwy8E2djd0kp87tbODoIBQREREREQkIZ4hLC/IZU5JhNrW6LA2O+p9kPjFN6w+on2bCAoIRUREREREgD9truULv9sIQGleNtXFEerahheV2dvYCcArF5cd0f5NBAWEIiIiIiIiwO1P7E1sZ2QY1cW5NHf2Eu0dvED9nsZOSvOzKY5kH+kujjsFhCIiIiIiMqP1xvq5+YGtHGjpGrS/qigCQP2QLOHepi4WlOUfsf5NpKzJ7oCIiIiIiMhkuuv5/dz8wLbE6zklPhCsKs4FoLY1yoLygQCwprGT4+YUHdlOThBlCEVEREREZFpzznHv+gPE+l3S4339/YNeZwRLSVQX+8AwPI+wv99R09Q1KECcyhQQioiIiIjItPapX6/jH3/6LD99YnfS45kZg8Oi+NKClUU+QxgeMlrbFqUn1j9thowqIBQRERERkWmrLdrLr56pAQaWlBgqK2Pw4vLxDGFBjp9h19kzUFRmb6OfZ6gMoYiIiIiIyFHu2t+sT2yH5wmGZWUODQj9n7lZPlwKVxndEyw5sVABoYiIiIiIyNFtX3PXiG0yLXmGMCPDyM3KGBQQ7m3sxAzmlkbGt6OTRAGhiIiIiIhMW9mZg0OerbVtw9r0BcVmls4qAAbmEALk5WTSFQ4ImzqZXRwhNytzAnp75CkgFBERERGRaSs+7DNufU3LsDbxKqPfffcpvO20BXzrna9MHGvu7OVHf91Nb8y32dvYOW3mD4ICQhERERERmWJqW6OjGgoKwzOEPbH+YW0+f9dGwAeP//7GE1lePXyNwS0H2+jvd2ytbU9kEqcDBYQiIiIiIjKlnH7Tg5z95T+Nqm32kIIx4SUk4lq6eoO2w8OjT1y8AoCapk7+vK2elq5ezlhaMdYuH7UUEIqIiIiIyJTxnu8/mdju7OlL27Y12ssfN9QmXpfmZycNCOMyhyw/AfC3ZywG/HIT62taMIOLVlaPsddHLwWEIiIiIiIyZTy8pT6xff/G2jQt4cTP35fYfu/Zi6kszOVQ++CA8JGtA9fLzxleKKYkP5uiSBZ7mzpp7OihKDeLgtysl9v9o44CQhERERERmZI2HmgdddvPvX4VlUW5wzKEWw4OVB3Nz0ke6C0oy2dvYycd3X3TKhgEBYQiIiIiIjJFtQZz/0Zy54fOBvABYShD2NTRw433bALg3OWzUp6/oDyPvU1ddPbGkmYRpzIFhCIiIiIiMuXMKsxJFINJxjmX2H7F/BIAKgsHZwi/ct+WxPb/vufUlNdaUJZPTVMnexs7iWRPr4BweuU7RURERERkyuiL9bO/OcrCitGt63ewJQrAW09ZwM6GDg619aRsu6O+PbFtwUrzlUW5dPbEEkM/Xah9sgqjcYtmFRDt7WddkjUMpzplCEVEREREZFLc8tB2zvuvh9h5qGNU7T/56xcA2FLbxoKyfHY3pj7vrhcOAPChVy9L7KssygWgLsgSFoxy+OfpS8oT21efumBU50wVCghFRERERGRSvLjPF4XZPIriMP39LjFEND8nk3mlEerauon1u2Ftf7/uAF9/cBvLKgv45CXHJfbPKckDYH+wqH15gQ8Q7/7IOWnvvbyqMLH99+ctHbGvU4kCQhERERERmRSzS3xAdt/GWl7cl3445id+/UJiyGZediblBTk4B82dw4eNfuj2ZwGI9vYP2r+g3AeEexs7AejuiwGwck5x2nvHh5wCzCrMTdt2qlFAKCIiIiIik6K6KALAHc/t4/JvrE3b9jfP7kts9ztHeRCYHQjmFcaFi8k0dgwOFuPBXEOwP9rbT05WBhlJFqQf6u6PnMM/nLeU4sj0KsMyvZ5GRERERESmjNEEYsn0OzhpQSkAj+04xOp5JYljnT2xxParVlQOOi+SnUledmYiq9jZ0zfqZSRWzysZdJ/pQgGhiIiIiIhMir7Y4Pl/3X0xcrNGDtD6nWNBeT5FkSz2NXUNOtYUBHsffvUxfOjVxww7t7wgh+11vgJpa1cvxZHsl9v9aUFDRkVEREREZFL09fdjBv9y0QoAXtg7umUd4pm/eaV57GsePGR0W60P9s5YWkFekuzfa46v4tHtDXT1xGiN9lGcN7NzZAoIRURERERkUvTGHNkZGVx4fDUAD22pS9k2L7Qg/N+dswTwAWG8Yij4DON7f/AUAGsWlia9zqlLyumJ9bOroUMZQhQQioiIiIjIJOmL9ZOVaaycW0xRbhZdofl/Q5Xm+8AtM8MSVT8XlOezu6EjsfTEM7uaEu0Lc5Nn/uaX5QOwr6mLmqYuZhdHxuVZpioFhCIiIiIiMin6+h2ZQWGZsoKcpEtIAPz2+X2JaqLXXjawruDKOcV09MQSy0h0pAko4+aW+ABwS20bB1ujrJhddFjPMNUpIBQRERERkUnxg8d20RbtA3xA2NjZm7TddXe+CMCswhzef+7AwvBzS/26grWtPlhsShFQhlUU5pKZYTyytR6AFdWFI5wxvSkgFBERERGRSVeen01Tx/CArqWrl9YgaDxtSfmgY5VFfl3B+vZugERwecvbT0p5n8wMo6oolyd2NgKwoloZQhERERERkUlVVpAzbCF5gA37feXRy1bP5r/fsmbQsaogIKxrjQeEPsN46arZae8VLlAzL8gyzlQKCEVERERE5IhzzheCKcnzxWLK83OSDvmMB4kfe82KYctIlOZnk51pgzKE+TmZZGWmD3PWBIvaH1NVmChQM1PN7EU3RERERERkUnT39QPwD6/ycwLLCnLo7IkR7Y0RCWXwGtp9QFhRmDPsGmZGZWHuoAxhUWTkEOc/33wibzx5Potn5R/2c0x1CghFREREROSI2lrbxt0v7AegIMeHJGX5PuBr6uxhTsnAMM6G9m7MBo4PVVkcoa7NF5Vpi/aNal3BrMwMzlk+67CeYbpQQCgiIiIiIkfU5d9YS0+QIYyvLxj/s7mzd1BAWNfWTVl+TmJ5iqEqC3MTy060RftGlSGUAZpDKCIiIiIiR1Q8GAQSC8PH5wd2htYSbOnq5edP7U1b+GVZZQE7D3XQ09cfDBkdOUMoAxQQioiIiIjIuHlxXws33L0xUTRmJPFsYH4wb7ArFBBe/o2/AHDBcVUpzz92dhE9sX5eOtTOltq2RIApo6OAUERERERExs3l31jL99bupCHJEhLJVBX7pSPyg7mEXb0DAeHexi4A1iwsTXl+PHt460M7iPb2c9HK6pfV75lKAaGIiIiIiIyLnz25J7G96UDrqM6JVxSNDxldX9OcOHZssGj8+SsqU55fHWQEH9pcR1EkiwuPT51NlOEUEIqIiIiIyLi49jfrE9uPbK0fsX18yQmA/CAg/Pqftif2dfb2ceWauWnXCoxXH23r7mNBWf6MX1dwrBQQioiIiIjIuNt5qGPENrMKchPb4bl//f1+/mFjew/loTbJhKuKzitLXXxGklNAKCIiIiIi466+PfkcwniwB1CSP1ARNCPD+OIVqwBo6OihtjVKR08s6YL0YRmh5SjmKyAcMwWEIiIiIiIyLo6pKgTgklXVNHcmDwjDxWbedPL8QcdK8nyA2Bbt5dHthwBGVTX0bactAGBuiQLCsVJAKCIiIiIi46Kzu483njyP2cUR6tu6ifUPX3qitjWa2B662Hy80mhHd4y2aB8A5x+buqBM3KzC3KTXk5EpIBQRERERkcPWGu1lf0uUxRUFnLyojM6eGE/tahzUpqO7j18/UwPA165eM+waBUFhmY6ePpo7e4GBrGE6//CqZbz/nCW85ZT5I7aVwRQQioiIiIhIStvr2oYFdskcausGYGF5PuccMwsgMewz7mdP7uEHj+0C4PQlFcOuUZAbzxD20dDRTVEki6zMkUOWwtwsPnv5SooiIwePMpgCQhERERERSek1X32Et3zrrzz+UkPadt19/QBEsjOoKMxl1dxiXqhpGdQmPgwUoLJoePXQwqBiaEtXL3saO1nSGiLoAAAgAElEQVRYnn+43ZcRKCAUEREREZGkwnMAn9qZPkt41wv7AcjN8sM+q4sjiaxhXFYwx+9/3nFy0vl+C8ryyc40ttS2sbuhk0UVCggnmgJCERERERFJ6t4XDyS2e5MUiAn7n4d3AJCb5UOMWYU5NHQMDgijfTEyM4zLTpiT9Bo5WRmsqC5ifU0LNU2dLKooOJzuyygoIBQRERERkWF6Y/18+PbnEq/r26JpWg/ICQLC8oJcalu7qQ9lCaO9/USy0ocgq+YW89iOBnpjjkUaMjrhFBCKiIiIiMgwW2vbEtvHzS7i/o21KduGF5uPb23Y7+cPXnfni4ljXb0xItmZae97wrySxLYyhBNPAaGIiIiIiAzT2uULwHz/vafyuhPmcKi9h56gcMxQzV29ie3emG9zwXFVAMwt9YvFO+fYcrBtxIDwjaHF6jWHcOJNSkBoZplm9pyZ3R28Ljez+81sW/BnWajttWa23cy2mNklk9FfEREREZGZ5l3/+wQAlYW5lBXkANDc2ZO0bWNormA8q/c3J80DYH6ZDwh/9UwNz+xuIj8nfUBYkJvFRy84hhPmlTC7OHJ4DyEjmqwM4T8Bm0KvPw086JxbDjwYvMbMVgJXA6uAS4FbzSz9J0hERERERA5bb8wP/izJy6YiCAgbOpIHhIfa/f7vv/dU5gUZwfj6gX39PmP4+A6/bEW/S1+cBuDjFx/L7z5yDhlJKpHK+DriAaGZzQdeB3wvtPsK4IfB9g+BK0P7f+6c63bO7QS2A6cdqb6KiIiIiEw3N/5+I7f8aduo2xdHsikPAsLGJAFhf7/j6u88DsDi0Jy/+BIT8cDyuDlFAHz1qjUvr+MyISYjQ3gz8CkgPAC52jl3ACD4syrYPw/YG2pXE+wTEREREZExivU7vvuXnXzlvq2jPqcwkpU2IPz3ewcG/i0OzfnLDjKE8TmF8fmHx88pHnvHZcIc0YDQzC4H6pxzz4z2lCT7huWYzewDZva0mT1dX19/WH0UEREREZmuXtzXMuZzMjMsZUDonA8wAW5+6xrMbNB5GQZ9QYawsydGVoYllqWQo8OR/m2cDbzBzHYBPwcuMLOfALVmNgcg+LMuaF8DLAidPx/YP/SizrnvOOdOcc6dUllZOZH9FxERERGZsh7ZOrrkiRsyz680Pwez4XMIo70Dg/6uWDN32HWyMzPoDeYQdvbEyBuhoIwceUc0IHTOXeucm++cW4wvFvMn59w7gbuAdwfN3g38Nti+C7jazHLNbAmwHHjySPZZRERERGS62NPYmdju6omlbNcdDO/8wHlLAZ/tK83LpmlIQNgW9ctN3HDl6kHZwfB1/rzFB6EtXb2U5GUf3gPIuMua7A4Evgz80sz+DtgDvAXAObfBzH4JbAT6gA8551J/ckVEREREJKV9zV2J7YaObubnJF/nLx4QVoeWfSgvyBk2ZPTO5/cBkJtmGOjmg23sbuigoaMnUa1Ujh6TFhA65x4GHg62G4ALU7S7EbjxiHVMRERERGSaqmnqoiAnk46eGPVt3cwvSxUQ+hxMeL5fRUEuDaH1BgEe2XoIgJMXlZHOHzccpKG9m6qi3MPpvkwAzegUEREREZkh6tu6OX1pBQB/c+tjKdt1dPuAsDB3YM5fWUE2TR29g9r1xvo5dXEZyyoLk14nku3DjT+8eJAN+1vJzFD4cbTRb0REREREZAb4ziM76OqNsXIUyz7Ut/lMYFHuwJy/8oLcYUVlGjt6qChInfXb/KXLOLa6iGf3NAODA0w5OiggFBERERGZAW66ZzMA+bmZ/OP5ywC/LuFQP31iN1d9+68AFOQOzDCrKMihqbOH/uCc7r4Y+5q7mF0SGXaNsIrCgXmDX7xy9eE9hIw7BYQiIiIiIjNIW7SP8nwfpHX29A061tzZw7/d8WLidThgLCvIIdbveOlQBwB7Gjrp7Ilx0sLStPcrjvgs47HVRYltOXooIBQRERERmUE6u/sSmb/4XMG4R7c3DHp9xtLyxPaKaj9P8LEdvpBMa7DkRGl++sqh8XuV5CsYPBodLctOiIiIiIjIBAkvF9HVG6M8WP5h04HWQUM+t9S2AfDdd53CWcsqyMocyB+dc8ws8rIz2XXIr2W4u8H/WRxJH1Ksq/HzB5/b0zQOTyLjTRlCEREREZEp6qv3b2Xxp3+fmNeXTGu0l5O/dH/i9ccvOjaR+dte1z6o7bbaNpZWFnDRyupB8wcBzIxFFfnsavBDRj/xqxcAKBphGGh7tx+Wev3lK0f5VHIkKSAUEREREZmivv7gNmBg+GYyLZ0Dx95x+kJml0QoyfNB3I33bBrUtqGjh8rC1FVDl1YWsCuYQ7ioosDvm1WQto8Xr6wG4E2vnJ+2nUwOBYQiIiIiIlNcU2eagLBr4Nglq2YDPtsX59xAdrGls5fSNHP9FlcUsKexk75YP7F+xxVr5pKRYSnbA3z28pU89W+vIT9Hs9WORgoIRURERESmoLXbDiW2G4esDxgWDgjnleUltt90ss/YhYPJ5q4eSvNSF4lZPKuAvn7H3qYuDrZEmVOSl7JtXHZmBpVFqbOOMrkUEIqIiIiITEEf/tmzie1tQTGYZL79yEsA/PqaM1lWWZjYf/YxFQC0BgFja7SX2tZu5pelDvKWV/nzf/DoTnpi/cwZYQ1COfopIBQRERERmYKWVxWSnWkURbK4e92BpG26+2I8srUegFMWlw86Fi8aEy/6smFfKwAnzC9Jec+TFpYBsOmAD0BHWpRejn4ayCsiIiIiMgUZxskLyyjOy+b+jbXUNHUyvyx/UJuG9tRDSQsTaxH6gHDLQR8QHj+nOO19ZxXmsr3eVydVhnDqU4ZQRERERGQKivbFiGRnJpZzuG9D7bA2h9q7U56fWJy+xweEW+vaKc3PpmqE+X5ZGZaYs7iiuuhl9V2OHgoIRURERESmoGhvjEh2BgvK8ykvyGFrknmE8YDw05cdN+xYRbA4fV2rb7PpQCvVRZFBFUiTOdgaBfxyE5HszMN6Bpl8CghFRERERI4SWw628cPHdo3YLtobY2ttO7VBMLegLI99zV3D2h0Khoy+7oQ5w47NK80jLzuTbXXt1LVGeW5PM1vSFKcZ6lfXnDnqtnL00hxCEREREZGjxJu/9Rht0T6uPm0BuVmps29P7mwE4Pm9zQBUFUfY29g5rN3DW+oAP+9vqIwMY25phAMtXTSkWbYilYo0C9jL1KEMoYiIiIjIUSLaGwPSF4MBqGvzmcHPvd7PH5xXmseexk5i/QOLzPf3O+5ZfxCAvJzkweWckjwOtEQThWXmlY5mXcH0Q0plalFAKCIiIiJylIhX/owHfKnEA7g3vGIuACfOL6GzJ8b2uvZEm9q26Ij3m10S4WBLNLF4/TffcfKI5zz92Yt47rqLRmwnU4MCQhERERGRSRbrdxxo6UpU/qwfISCMDwWNZ/5OmOfXDtx4oCXRZk+DH0L6o/edlvI6s4sj1LV1J4abzirMGbGvJXnZlBWM3E6mBgWEIiIiIiKT7OYHtnLmv/8pkfl7cNPwJSTiWjp7eWiLX2w+EswzrCry6wE2dvQm2u0JgryF5fmkMrskQqzfce+LB6kuzh3VkFGZXhQQioiIiIhMsrXbDwHQ1OkDup8/tTdl26/evyWxnZHh5/MVRbLIMGjpHJh7uLexkwyDuWmCvPjC8k/sbOSkBWUjLjkh048CQhERERGRCfK9v7zEz5/cM2K7gpzhxf8/+rPnhu37+oPb+OFfdw/bn5FhlORlUx8qRvPojgbmlOSRk5X6K//sICAEWDQrdSZRpi8FhCIiIiIiE+BnT+7hht9v4tO/WT9i22RVQO96Yf+wfV+9f2vKaxw/p5j1+/wyFHWtUZ7Z3URXULU0lTklA9nD0xaXj9hPmX4UEIqIiIiITIBrQ4FgfG5gKvmhgPA7f/tKAKqKhq/zFx7ReccHzxp0bGllAfua/OL08QXr33PW4rT3LcvPTmyft6IybVuZnrQwvYiIiIjIOAuvBwiw6UArp6TJwIUDwotXzea8FZWJpSDC5hRH2N/il5M4aWHZoGNVRRGaOnvp7oslzj1tSfqsn5mx46bX0t0XIztTuaKZSL91EREREZFx1tPXD8DKOcUANHSkXmjeOUddkNFbWlkA+CIxbdHhAWFJfurlHqqLfUaxvq2b1uDckrzslO3jMjOM/CRzGGVmUEAoIiIiIjLOuvv83L2zj6kAoClNQPjDx3bx4Ga/ruD/XeOHgeZnZ9LVM3z+36H21OsTxpeeqG3tTmQIRxMQysymgFBEREREZJxFe32GcHZQtCVdhvCBTXWJ7fiC75HsTKJDCsL86K+7qG/rZk5JhF/+w5nDrlNZFM8QRhMBYbECQhmBAkIRERERkXEWzxCW5mWTl52ZMkO4cX9rYg3C8oKB4aCR7IxEUBl33wa/WP3/e+uapHMD4wHhNT95ltauXjIzjIIk1UtFwhQQioiIiIiMs3gwF8nOpLwgJ2WG8GehNQpLQxU/Gzp66OqN8eet9Yl9swpzmFsS4YylFUmvFQ4om7t6KcnL1kLzMiIFhCIiIiIi4+ySmx8BIC8ng8Wz8tle1z6sTazf8ePHBxaZf90JcxLb62taALj9iYHjNU1dzC9LvXh8uErojrp2FlVooXkZmQJCEREREZFxtL+5K7E9uziPFdVF7Khvx7nBS1F09AysTXjzW9fwz69ZkXgdT+yFT9nV0MHiWemDvHeduQiA5/Y2s2ZB6ct9BJlBRlVf1szSL2Di9Tvnmg+zPyIiIiIiU5Zzjt88W5N4PackwrzSPDp7YjR39iaKxgB0dg8UjbnypHmDrvPq46rYWtueGAbaFu3lUHsPi2cVpL1/Qa7/et/T18/bTlt42M8j099oFxzZH/ykG4ScCehTJyIiIiLTknOO29bu5JJVs1lQnjxT9+PHd/OV+7YmXhdFsqgu9stBHGrvHhQQtnf7DOHbTlsw7DqfvPhYvv3nlxLLRuw61AnA0hECwvNXVPLQ5jpec3w1K6qLxvB0MlONNiDc5Jw7KV0DM3tuHPojIiIiInJU2tfcxQ2/38QtD23n+esvTtrm+b2DB8xlZWYkgrr4UhBxncGQ0QuPqx52nazMDBZX5LPzUAcAOxv8nyNlCE9fWsEfPnbeKJ5GxBvtHMLhC528vDYiIiIiIlPSuf/5EADNnb0p22RnDP96nSogjF8n1VqBK+cWJ4rR7AoCw0Xl6QNCkbEaVUDonIvGt80s6Sc23EZEREREZDrpi/UPKvDSGk0eFGZmDp9hVZbvh4le+5v1g/bHi8/MLY0kvVZVUYS6tm7AB4RzSiLkaV1BGWdjqjJqZt8Das1sr5k9YWbfNbOPTFDfRERERESOCtG+wYvE17Ykz4XEYgNR49+dswSAeWV5AIngDnyRmE8HAWJ8juFQVcW5tHf30dnTx86GDhZXKDso42+sy06cC1Q75xYAbwTuAPTJFBEREZFp7bo7Xxz0Ol4QZqiS0OLy112+EoDMDEsUg+mL+cBy7bZDiXbh9QPDqop8oFjf1s2uQx0jzh8UeTnGGhA+DpQBOOf2Oefucc59efy7JSIiIiJy9LjjuX2DXnf2xJK2y08xpPPvzvXZwkPtPYAvUANw2pLUq7tVFeUCsK22nabOXpaMsAahyMsx1oDwO8CfzewTZnaumZVMRKdERERERI5mqTKE3cHQ0tccP7hyaHWQ7att9UNNGzp6yM40fvGBM1LeY3l1IQBfe3AbgIaMyoQYa0D4E+CX+OUqPgg8ZmY7xr1XIiIiIiIT7PGXGnhyZ+OI7VyomsxrT5gNDCwZMVS0N0Zhbhbfe/cpg/bPLvEBYbyQTGN7D2X5OZilXuZ7TkkeFx5Xxfp9LQAcU1U4Yl9FxmqsAWGNc+5zzrkvO+fe5pxbBayciI6JiIiIiEykd37vCa769l+J9bu07ZpCy0wUR/wcwRt/v3lQoBj3/Ud3JQ0Wl1YWYAZba/0yEg0dPZSHFqlP5UMXHJPYXqI5hDIBxhoQPm9m/xTe4ZzrTtVYRERERORo1RcEgs/vbUrb7v0/fCqx/c4zFgFwqL2bbcEagXF7GzsBSBZf5udkUVmYy4GWIEPY0U1F4cgB4ckLy7j+8pV8650np80mirxcYw0Iq4FrzGy/md1tZjea2VsmomMiIiIiIhOpLKgI+vCW+rTt4vMC7/jgWayeN1BCo3XIQvOvv2UtAP904fKk16kozE0UlWns6KG8IHdU/XzfOUu4dPWcUbUVGasxBYTOuaucc8cDS4Drga3A6RPRMRERERGRiXLnc/sSQ0G/8aft3L1uf8q25QU5nLSwlJMWlgHwpStXAz5LGNYcXO+8FZVJrzOrMIdD7d30xvrZ3xxNuSC9yJE01oXpLzOzx4F1wKeBrc65T0xIz0REREREJsjHfvH8oNe/eromZdv27j4Kc7MSry8KKojWB9k+8IVnzOBdZy7ilYvKkl5nVmEuDR3d/OrpGnpi/aycU3w4jyAyLsY6ZPRW4F+AM/BLUPyXmb1t3HslIiIiIjJB4ovDj1ZTRw8FOQMBYXzu36G2gQxhtLcf52BuaV7K61QU5NDQ3sOTOxsAOH9F1Zj6ITIRxhoQ1jrnHnXONTnnHgAuAf5tAvolIiIiIjIhunoHFpU/aWEpAIsqki/6/oun9rCroZP83IEF57MzM6goyEmsKQgDy1CkWpgeYFZRLp09MQ62Rlk9r5iSYA6jyGQaa0C4y8xuMLN4SaReoG2c+yQiIiIiMiZt0V5ao70jNwS6egYCwtysjERxmWT+9f/WA/C+s5cM2r+ssnBQldHO4Jp52akDwopgmYmtte2U5CkYlKPDWANCB7wR2Gtma4HtwMNmlryUkoiIiIjIEXDSF+/nxM/fx1u+9diIbTtDAeGL+1opyM2iPTp87cBw0ZihawAurMhnX1NX4vXDW32l0nRLQ8wq9FVFGzt6mF+aPCMpcqSNtcro25xzK4FFwMeALwAFwPfMbO8E9E9EREREZETxNQWf2tVEe/fw4C4sHBDe9u5TKMzNoi3JObsbOhPbQ4eCzi2JUNcWTcxH/NkTewBYXlWY8r4nLxwoNnPFSXPT9lHkSMkauckAM7sM+BxQBrwA/D/n3G0T0TERERERkZdjR107r1hQmvJ4Y8dAddDjZhdTFEmeIVy77VBie2jmrzQ/h34HHd0xSvIzyMiAM5dWpL1vSX4222+8jCd2NnLm0oqxPJLIhFGVURERERGZVq777YtJ9/fG+rnpnk08/lJDYl9RJIvC3KykWcXdjR1kZxq//dDZw47lBRnDzt4+nHPsbuhkeXXq7GBcVmYGZx8zK+3QUpEjSVVGRURERGRK29vYOeh1X8wlbffI1nq+88hL3PLQ9sS+jAwjJyuD9ftaaBiy0PzBliir55UkzfpFsv3X6OvufJGmzl7aon0sLNe8QJl6VGVURERERKa0d3zviUGvK4tyk7YLDxUFPw8Q4MmdjQDctnZn4phzjvU1LRw3O/ni8YbP8D2wqY7dDR0ALK4oSNpW5GimKqMiIiIiMqXtCTKE5x9byRlLywetMxjW0jV4WYrHrr0QgP9404kAzAkCRIDWaB9t3X0sq0we5HX3DdwjXnxm8SxlCGXqUZVRERERETnqdPXEWPaZe7h73f4R2559jC/Q8omLjyUvO3PQOoNhraGA8G/PWJTYPj0o8NLd15/YF88mlhfkkEy47a6GDsxgfpkCQpl6xpohBMA5F3XOPe2cu80591Hn3KuccwvGu3MiIiIiMjPtqG8n1u/4+oPbRmxbWZjLwvJ8Vs8rIT8ni4OtUZwbPo8wnCHsCQV0BUGBmI7ugUCytjUKDKwdONQVr5iX2N5ysI25JXlE0ixKL3K0GlVAaGbPjkcbEREREZHR+Pd7NwFQHMkesW1rtI+iiF9NLTvTqG/r5o8bDg5rFw4Ic7MHvgZnZWaQn5NJU+fAHMNn9zQBcNzsoqT3LMnP5ktXrgbgiZ2NHJuincjRbrTrEB5vZuvSHDegZBz6IyIiIiIz3P0ba3l0u18aYjSBVmNHT2Jo58cvOpY7n9/Pg5vquHT1nEHtWqN9rJpbzLvPXMxlJ8wedOy42UVs3N+aeP3w5npOmFdCVXGEVApzMxP3TxU4ihztRhsQHjeKNskHa4uIiIiIjMH6fS2J7T9uqOWGK1enXLfPOUdDRzeLKvz8vYUV+RxTVUhHT9+wdtvq2lhQls9Vpw6f6TSnNI9NQUDY3Rdj04FWrjhpbtp+VhQMDCc9bk7yaqQiR7tRBYTOud0T3REREREREfABWW5WBvPK8nipvoPn9zZz0sKypG2XfeYe+h285vjqxL7SvGyaOwdXFD3QEmVvYxdXn7ow6XVK87ITQ0rX17TQ1t3Hucsr0/bz3OWzEtvLq0ZelF7kaPSyisqIiIiIiEyU7t5+ItmZfP89pwKw8UBryrb9Qe2YilA10NL84QHhEzv9ENQzlpYnvU5JXjbNXb0453jpkF9X8Njq9MNAw1nLVNVIRY52CghFRERE5KjS3ddPblYGc0vzMIPa1u6k7TpDw0JL8rJD2znD1hy887n9LKrI56QFyTONVUW5xPod9e3d/O4Fv9TF/LK8Ufd5NMVvRI5GCghFRERE5KjS3RsjNzuD7MwMKgpyqW+LJm13qG2gKmh4SGlZfvagiqEAuxs6WD2vhIyM5HMRl1T6IZ93PreP5/c0A7766GhFsvW1WqamMX1yzXunmV0fvF5oZqdNTNdEREREZCbyGUJfwbO6ODdlhrC+3e///ntPZfW8gYL3pfnZdPbE6O7zNQ/7+x37m6NpM35LZxUAcNM9m2nr7uMD5y0dVV+/8baTuGLN3JRFb0SOdmP9p4xbgTOBtwWv24BvjmuPRERERGRGixeVAagujnCwJUWGMAgIK4csHl+S7+fzxYeN7mrooCfWz/zS1AHh3CHHqoqSL0g/1OtfMZevXX3SqNqKHI3GGhCe7pz7EBAFcM41AZpBKyIiIiLjItob44FNdcSCajHHVBWyva6daO/wFc42BcVmZg0JCEuD+YQtQWGZe9YfCK6VukhMZobx8CfOT7w+braWkZCZYawBYa+ZZQIOwMwqgf5x75WIiIiITCuPbK1n8ad/z0Ob69K2u/O5fQBsPtgGwOKKAnpi/cOqhv5pcy03P7ANgIrCwfmJsiBD2BScc6jdzyc8c1lF2nsvnlXA8qpCKgpyOCe0pITIdDbWgPDrwB1AlZndCKwFbhr3XomIiIjItPH4Sw2863+fBOC9P3gqbdundjUB8OtrzgQgL8d/Xe0akiHcWtue2M4eUvylNN9nCJuDwjIHW6IcM8p1An91zZn85V9fPaq2ItPBqBamB19QBngEeAa4EDDgSufcpgnqm4iIiIhMA1d/5/FBr1u6egctExG3rqaZ/3u2htMWl3PKYr9eYCQoLjN0yGhfLPUgtfi1m4M5hAdao8wpiYyqr6X5mg0lM8uoA0LnnDOzO51zrwQ2T2CfRERERGSacM4N27e/uStpQHjj732eobd/INiLZPuAcH1NC8fPGZjX95X7tqa8ZzhD2N/v2NvYyYXHVb28BxCZ5sY6ZPRxMzt1QnoiIiIiItNOd9/wTF5jR8+wfc45ntjZCMDHL1qR2B+vNvqp/1uX2BevLgrw1ateMexahbk+53HTPZv50+Y6Gjt6OHVJ+ct8ApHpbawB4avxQeEOM1tnZuvNbN2IZ4mIiIjIjJSsOmht6/BlJJ7Z7ecOZmYY5y6vTOwfOncQ4CO3PwfAj//uNN548vxhx82Mi1dWA/DAploAjlfVUJGkxhoQXgYsBS4AXg9cHvwpIiIiIjNIXWs07Ty+uGjvQJsXrr+YnMwMtgQVRMMe2OSrj977T+cO2j+nZGB9wN7gfn99qQGAUxalzvp94pJj/T1rWgBYUlkwYl9FZqKxBoR7gPOAdzjndgf7qse3SyIiIiJyNGuN9nLaTQ9yw+9Hri0YzxB+9apXUJKfzYrZhWwM1g8Ma+zopro4lxXVg9cKXDm3mI9euByA+jY/VPTUxWWcuriMvJzMlPctivhho5sOtFJVlJsYRioig401ILwVOBu4MnjdBnxztCebWcTMnjSzF8xsg5l9Idi/xsweN7PnzexpMzstdM61ZrbdzLaY2SVj7K+IiIiIjLO7nt8PwA8e25W0aExYfMhnvDjMyjnFbNjfOuy81q6+pIVmAE5aUArAgRY/1DTa209RJHnbuPDx/DSBo8hMN6qA0MyuCDbPcM5dA3QAOOcagbHU5u0GLnDOvQJYA1xqZmcA/wl8wTm3Brg+eI2ZrQSuBlYBlwK3mpn+RouIiIhMos/e+WJi+7m9zWnbPrXLF4opDgK01fNKaOzoSQR3ca3R3kSboaqL/ZIR8bmHXb0x8rLTfyUszM3iU5f6YaN/f97StG1FZrIRA0IzewNwYvCyJwjIXHCsEhh58HjAefFVRLODHxf8xGf6lgD7g+0rgJ8757qdczuB7cBpiIiIiMikaI32jrrti/ta+OLvNnLu8lmcsdTP91s113/l2zRk2Ojuhk4qi3KTXmd2sIbgwSCI7OqJkZs9cl7jg+cfw64vv453nL5o1H0WmWlGkyHc5Jz7UrD9deBOYIGZ3QSsBW4ayw3NLNPMngfqgPudc08AHwP+y8z2Al8Brg2azwP2hk6vCfaJiIiIyCR4qb5j0OsHNtambPv0rkb6+h3/+eYTycr0XzvnleYDcDBUafTnT+5hX3MXa4KhoUOV5WeTl53J3qZOwM9LHClDKCKjM2JA6JzbFtr+KfBJ4GZgH3Clc+5XY7mhcy4WDA2dD5xmZquBfwT+2Tm3APhn4LaguSW7xNAdZvaBYO7h0/X19WPpjoiIiIiMQVuQIfziFasAuPXhHWna9gFQUTCQ+ZtVmIMZ1LYOrCW4pdZXHX3P2YuTXsfMWFZVwI76Dg62RGns7GFOkDUUkcMzpqrlvOEAACAASURBVKIyZpYLnIwf1lkBvMXMrn85N3bONQMP4+cGvhv4TXDoVwwMC60BFoROm8/AcNLwtb7jnDvFOXdKZWXl0MMiIiIiMk7iy0ikmu8X1t7dR25WBjlZA185szIzmFWYS10oQ9jY0cOC8jxys1Jn/ZZVFrKjrp3bn/CF7i8/ce7LfQQRCRlrldHf4uf19eELy8R/RsXMKs2sNNjOA14DbMYHea8Kml0AxLOSdwFXm1mumS0BlgNPjrHPIiIiIjJO/v5HTwN+OQiAxRX5Kdu2RvuSVgOtLs6lrm0gQ9jY0UN5QfL5g3ELy/PZ39LFEzsbOXF+KYtnaV1BkfEw1gVZ5jvnLj2M+80BfhgUpskAfumcu9vMmoGvmVkWEAU+AOCc22BmvwQ24oPQDznnYodxfxEREREZB5GsTN5z1mJ+8dReemP9ZGcOzzMcaOlKWiimqiiSqBgK0NDekygck0pJXjbOwRM7G7n61AVp24rI6I01IHzMzE5wzq1/OTdzzq0DTkqyfy3wyhTn3Ajc+HLuJyIiIiKj8+et9Zy8sDTt+n69sYHi8pHsDFbOLaarN8aB5igLk2QKt9W2c8rismH7q4tzWVfTkni9t7EzkXFMJTxE9dXHVaVtKyKjN9p1CNeb2TrgHODZYJH4daH9IiIiIjJFNXb08O7/fZK3fvvxtO3ii8wD5GZlJrJ/9e3dw9q2d/exr7mLFdVFw45VFUVo6OimN9bPloNttHX3UZpiUfq4nlAwunJO+uBRREZvtBnCyye0FyIiIiIyad7+XR8IbjzQSqzfkZmRrNA7RHsGAsJITgaVhUFA2DY8ILx3/QEAjqkqHHasujiCc/D/2bvv+MjO6v7jn0ej0aj3skXb+3rXdb3uFYxtMAEDMYEYiClJwMRAgPwgwQRTDPk54QcGh5AEHNNLANvBJrbBDdzWXrct3t6LVl0alRlNeX5/3HunaLqR7C3f9+ul1965c2bmEa8Xlo7O85zTOxJmb5/TjuLK1TPzrvGNp8ziM3duBGBOc+5ziyJSmqISQmvt3uleiIiIiIi8OrZ0BRPX27uDLJ+RvQI35iaEbzujk0C5j/Y8FcL/Xn8AIOtswY5653VHhsOJeYRzmqvyrrGhys/9H7uQ6grNHxSZSiWdITTGVAIfwtk6anEG03/LWhvK+0IREREROSqNTUTTHr+wfzBnQjgSdmJfu6IDgOYaZ6bg5ArhaDjK03v6+dDFi+ioz2wW493b1z9G11CI8jJDa4Euo0DW7aci8scpdezE94CTgG8A3wRWAN+f6kWJiIiIyCtjcCyS9vj//CJ378A97vbOue6WzXJfGS01FfROqhDu6RslbmHV7Ias79PuVghv+PFzdA2F6KivpCzHNlURmV6ldhldZq09JeXxQ8aYF6ZyQSIiIiLyyhkORQoHAXv7Rvnwj54DYEHKDMDW2gAHBsbTYp/a1Q/kbv6SWg3sGg4ltpCKyCuv1Arhc8aYs70HxpizgMemdkkiIiIi8koZciuEM7Js7Uz1w6f2Ja6rUs7x7esf49FtPTyxsy9x775NXayYWZ9zeHxZmeGCJa3Ma6nm8Z19hKPxrHEiMv1KTQjPwplFuMcYswd4ArhI4ydEREREjk3d7vm/771vLSvcit7BwfGMuNTGM6m8RjPr9zpVQWstmw8Ns2Ze5vzBVJV+H3v7xgA4f3Hry1u8iPzRSk0IrwAWABe5XwuA1+OMpXjj1C5NRERERKbbj9zK38yGSobGJgD48r0vZcR54yFu+pOT0u57j2sDzkmkcDROMBxlRkP+imOVP1llvP7SxS9z9SLyxyo1IVwL9LtjKN4F/D+gxVq7V6MpRERERI493hnCuko/tZVOUje50Uw8bukNhnnX2fN4z7nz0577s7VzgGQHUu+1dZX5W1VU+p1fQ/0+Q12g1LYWIjJVSk0Ib7TWBo0x5wOXA3cA35r6ZYmIiIjIdLv53pfYdGiYt69xkrpcTWA+/+vNjE7EsiZ5gXIf1RW+RCL4yf8urt+gVyFsrQ1gjDqMirxaSk0IY+6/b8CZP3gXUDG1SxIRERGRV8K/P7oLgA53e+fNb1kNQLkvmaBZa/mvx/c493OMhmis8jM47iSEv9/eC0AwFM0a65nV6AyiX9xe+zJXLyJTodSE8KAx5tvANcC9xpjAy3gPEREREZlG+/rGuOyrj/D4zt6cMeFoLHHdUuP8fb+6opwLl7bRPzqREpfsAHrtOfOyvldDdQWD7vnDM9xmMteenT3Wc57bSCbb4HoReeWUmsxdA9wHXGGtHQSagU9O+apERERE5GW78JaH2N49wjv/46mcMUPjyXOC7XXJOYAtNRX0jaQkhBEnIfzsVStpr8uevM1rrmbjwWHAqSiev7iVhip/3jWumt3Av/756dz4hpWFvyERmTYlJYTW2jFgJ3C5MebDQLu19v5pWZmIiIiIlGxi0ky/h7d2Z43z5g/+1UULuWLVjMT95pqKSRVCp5IY8Of+tXHlrHq6hkNEYnFGwzFqAr6csalev3omDdX5E0cRmV4lJYTGmI8APwTa3a8fGGP+ZjoWJiIiIiKlOzyUPkPwf144nDXutod2AM4MwNSmLs01FYxHYoy78wXveGIP4DSPycVrNjMSijISjlKjrqEix4xS/9/6PuAsa+0ogDHmn3CG039jqhcmIiIiIqU7OJCeEM5qzL7N887nDwFkbO30zhP2jYbprKjmtod2AhAoz11HqKt03mNf/xgHB8dprlbPQZFjRalnCA3JTqO41+oTLCIiInKUODjoJIRrFzQDEIrEMmJ6R8KJ6+qK9Mpfs5sQDoymzyLMnxA6NYan9/QDcPbCllKXLSKvklITwtuBp4wxnzPGfA54EvjOlK9KRERERF6W5/cPAvD9960F4D9+vzsjZs0XfwvAO9bOZXF7XdpzLbVOQnj/5q60+70pjWYm8xLCL97zEgAL22peztJF5FVQalOZrwLvBfqBAeA6a+3XpmNhIiIiIlK6BzYf4ZJlbXnP/Hk+8bqlGfeaa5yOo994cAfW2sT9C5e25nyfukD6ttOZDVXFLldEXmUlzxC01q631t5qrf26tfa56ViUiIiIiCT95feeYf6n7mFgNHeVDpztod3BMGvmO9tFP37Z0sR9Tzxu8fsMH7x4ES21gYz38LaMAgy7w+U/84YVdDZV5/xcr0LoqaoorsuoiLz6Su0yusYY8ytjzLPGmBeNMRuMMS9O1+JERERETnQT0Tj3bz4CwG82duWNHXRHSTS5TV1mNjqVuq6hUCJmaDxCJGZpy5IMAtSnJHfesPnGAk1iUs8httSooYzIsaTULqM/xBlEvwGIF4gVERERkT9ST0oDmOFQJE8kHBwcA6DRne03s8HpMHp4KMT8Vudcn9dQpq0ue0JojOHPzpzDg1u6Ew1q2nPEelprA5y7qIVn9gxw/8cuLPQtichRpNSEsMdae/e0rEREREREMoy42zYBBsZybxkdGovw1m89AUBHvZPAJRPC5CiK3b2jQO6EEKC+ys/geIQnd/ZhDKye3ZB3jWVlhh994OwC34mIHI1KPUP4j8aY/zTGvMMY8xbva1pWJiIiIiL8eN2+xPXvt/VmjYnFLT99Jhl36pwmINnc5dBgMiFcv28Av89w2tzGnJ85p7maiWicWx/cwVkLmmnSNlCR41apFcLrgOWAn+SWUQv8cioXJSIiIiKO/3p8T+J68+FhdnSPsLi9Ni3mGw9u52u/3Q7AfR+9EF+ZMya6qsLHnOYqNh0aTsT2j0zQUhPI24V0UWtybMTrV8+cim9DRI5SpSaEp1hrV0/LSkREREQkTWp30FvfcRo3/Pg5Nh8ezkgINx5MJnydTekjH+a31HA4panMz9cfSOskms2ClDmCbzx51stau4gcG0pNCJ80xqy01m6eltWIiIiISMJjO5wtol9+y2rOW9QCkHX0RCTmbNxaO7+ZmkD6r3f1lf7EltGxCec8YnWBsRAzG6r46V+ezcmdjRohIXKcKzUhPB94jzFmNxAGDGCttSdP+cpEREREjkODYxOU+8qoDeT/NWxHd5D33fEM4HTxbKjyYwz0Z0kIvargV99+SsZzdZXlBN3GNL1B57U3vGZJwXWetbClYIyIHPtKTQivmJZViIiIiJwgTv38AwAEysvYeNPl+H3Ze/x1DyfHTcxprqLcV0ZDlT9rp9G9fWOsnt2QdXh8baCckbCTEPaMOFtHC42REJETR6ldRj9krd2b+gV8aDoWJiIiInK82XRoKHEdjsb55M9fyBn71z9YD8DC1hqWttcB0FxdkVEhtNby0uFhVsysy/o+dZV+xiZiRGNxNhxwPj/fyAkRObGUmhBeluXelVOxEBEREZFjza2/284pN91fdLw3A9Dz8LaenLHD7jbP2687kzK3a2hjtT8jIdzbN0bf6ASrcswKrK10NoT1jU7wuf9x2kAoIRQRT1EJoTHmg8aYDcAyY8yLKV+7gQ3Tu0QRERGRo9NXH9jG0HiEj/zkuaLiB8ciiev2ukBGR1DPju6RxHWVP9nUZXF7LRsODBGL28S9+zd3AXDp8vas71XnJoRn3fy7RCLYVquEUEQcxVYIfwS8Ebjb/df7OsNa++fTtDYRERGRY8Jdzx/i2X0DBeMe3+l0Df3HN67kspUdHBgYzxrXN5I8P5hazVs1u4FgOErfaPL5LV1BZjZUZj0/CFBfmWwZ0RMMs2JmPcaYgmsVkRNDUQmhtXbIWrvHWvsOYBjoAOYBq4wxF07nAkVERESOBW/518fzPh+PW+7d4FTzrjtvAZ1N1QyORRh1G76k8hrH3HPD+WnJm9cMJrXhzIH+ceY0Z08GAWY3pj/30uHhHJEiciIqqcuoMeb9wEeATuB54GzgCeDSqV+aiIiIyNErnrJt02OtzVl9G3FnAJ7c6Zz1a67xAzA4HsmYHdjnnhNsqUnf2tlWVwk4lT7P/oExzl3UmnOdK2fV5/0+ROTEVmpTmY8AZwJ7rbWXAKcBuU9Di4iIiByn+rLMAxwaj2SJdAy7z1171jwAGqqchPBA/1hG7A+f3AdAk5s0ehIVwqAzPmJ37yiHh0IsbKvJ+bm+Mm0PFZHcSk0IQ9baEIAxJmCt3QIsm/pliYiIiBzdvKQs1cd++jzWZlYOAbYfcRrFeE1eqiqcfz/9y8z+fJvdbZ2Bcl/a/bZJW0Z3us1nzl1U/BD57/7FmqJjReT4V2pCeMAY0wjcCTxgjLkLODT1yxIRERE5unlJ2S8/dC6/+OC5ADy0tScxLiLVbQ/t4Ev3vgQ4nUIBzpzfBEBHfWVa7IGBzIqhp9Lvo6HKT7e7ZbTfPWvYWqBr6FtOm524PmlW9vEUInJiKikhtNZeba0dtNZ+DrgR+A7w5ulYmIiIiMiroTsY4iM/eS5vYgZwZNipEHbUV3JKZzLJGs6ybfSW+7ayo3uEQHkZSzqcAfLVFeWcs7CFSCyeiIvFLef/00MA3PfR7H372usCierkgLtttammIu9av/r2UxPXGjkhIqlKaiqTylr7yFQuRERERORo8KtnD3LX84eY01TNJy7PfTLGa+zSWltBuS/5N/aBsYm0rp+pW0jD0WTyB84Zwa1dwcTj1HESy2bUZf3ceS017OwZdT8rQoWvjJoKX9bYVP/v7aewpSuYGHIvIgJFJoTuAHqAbmvtWdO4HhEREZFX1W9fOgLArt6RnDFf+PVm7nr+IH6fSZzzu/6SRdz20M604fMAoxOxxPWHL1mc9lxjdUVaI5p+t+JX4cu9iWvV7Hp+t+UIYxNRBkYnaKz2FzVX8OrTOgvGiMiJp9g5hAvcLyWDIiIictza2hXk6T3OgPm+kcwuop7v/GE3vSMTRGLJ6p+XcHkzBD2DKY8/ePGitOeaqysYGIsw4VYO+93P/K/3npnzs1fMrMdap0nN/7x4KGNkhYhIKYqtEAaBbC2zDGCttRpwIyIiIse8nzy9L3F9aGg8a0y2+YMAjdXuXMFJFcKHtzoTum6/7syM5G3FzHpiccuWrmFO7mzkp8/sBzLnD6aa1VAFwKPbehibiFFfqYRQRF6+ov4LYq3NvoldRERE5Dixq2eE2x/bk3h8eDBENBZPOx8IMDqR2UUUoLEqe0L4mTs3AtDZWJXxmiUdTsfR3b2jnNzZyF3PO83bm/M0iemod5LF9fucSubHX6cJYCLy8pU6dkJERETkuLS9O/3MYDRu2XBwKCMu21gJgHJfGYHyMsYmJYxnzHPGS3jdRVN1NjlJ4oGB9GpkU7U/I9bTVhegrS6QqDwuaM09lF5EpBAlhCIiIiLASEqi98SnLwXImhD25zlbWBMoZyyliczBwXHW7x3gqpNnZo2vriinpsJH74jTXdRXZjh/cWtGVTKVMYa1C5oTjwvNIBQRyUebzkVERESAYMjZ6jmvpZoZ9ZXUVPjY3TuaEfdfj+8B4NNXLmflrPQ2CtUVvrQtpU/t6gPgvMWtOT+3tS5A78gE/aMTxOKWi5a2FVzr/JbkWIuqIkZOiIjkogqhiIiICDASdhK5Bz52EcYYRidi3P7YnrQ5ggD3b+4C4M/OnMsFS9KTtwMD4/zy2YOJx4cGna2gV582O+fnttYG6A2G2XbEmUe4NMf8wVQNVbm3lIqIlKKkhNAY86fGmDr3+jPGmF8aY06fnqWJiIiIvDKisTi3/m4HABXl6b8eHRwcT4uLxS3vOWceDXnO+XmdSA8OjtNaW0GlP3cVr7mmgpe6htnhnmFc0l5bcL1nLWgB4PNvOqlgrIhIPqVWCG+01gaNMecDlwN3AN+a+mWJiIiITI2JaDznqAjPbzZ2MRGLp937/vvWArCrJ7ltdE/fGGMTMVZ3NmZ9n7evmQNA0K02HhwMMStLd9FUFb4yBsciPLt3gDIDHfWV+b8h4JQ5jez40pW8+5z5BWNFRPIpNSH0Tkm/AfiWtfYuIHdfZBEREZFXkbWWpZ/5DR/72fN54/xZmrh43TsPpVQIvSre0o7sVbwz5jsdRb3ziAcHxphdICH0Gs48tbufxuoKfGUmb7wnX+MZEZFilfpfkoPGmG8DbwfuNcYEXsZ7iIiIiLwiPnf3JoDEfL/cMiuIM+or8ZWZtC2jO7qdc36L2rInhPWVyVmEXUMhdvaMMrMhf0J46lyn2nhwcJz2OnUMFZFXVqnJ3DXAfcDl1tpBoAn45JSvSkRERGQK3LvRaQAzsyH/NkxvVMTylIYu5b4yZtRXcnAgvUI4q6GSmkD2Ru1zm53un7t7R3l+/yAAq2bXZ431tNcl1za5a6mIyHQrdexEDKgE/tQYk/ra+6duSSIiIiJ/vEgsTp87369/dAJrLcZk347pJYTfe+/atPvt9QG6g+HE4x09IyzOMmDes6i9Bl+ZYUvXcGI+YKExEqlbRN92emfeWBGRqVZqQngXMAg8C4QLxIqIiIi8arqGQsQtrJhZz0uHh+kZCadV41J95s6NAFROmunXUOWnzx1EH49bdnSP8M61LTk/M1DuY15zNbt7R5mIxgmUl9FcU7jdwj03nE8sbjk5R7MaEZHpUmpC2GmtvWJaViIiIiJSgLWWO58/yBUnzSw4kL07GAJgzbwmXjo8zMGB8awJ4Wg4OUi+btJW0IYqPzt7nEYyBwfHCUXiLC4wFqI64CMUibO/f5xZjVU5q5KpTprVUDBGRGQ6lHqG8HFjzOppWYmIiIhIAev3DvCxn77AF+/ZXDC2a8jZzHTeYqei9+CW7qxxqWMlJidvdZXl7O8fpzsYYoebGC7J0WHUU+ErYyIa5/GdvZzSqURPRI5upSaE5wPrjTFbjTEvGmM2GGNenI6FiYiIiEzW457n++FT+5iIxvPGdg07FcKzFrRw0dI27nnxcNa4nz2zH4BZWRrPLJvhNHnpGgqx44iTEC7O0WHUU1FexmM7exkORXN2IxUROVqUumX0ymlZhYiIiEgRbvjJc4nru184xNvOyN2E5chwiIryMhqr/Zw0q57fb+9hYHSCppQzfVu7gnz/yb288ZRZ3Ppnp2a8xyJ3FuH4RIwd3SO01FSkvT6b/f3jWHeKRa5upCIiR4uSKoTW2r3AMNABzEv5EhEREZlW+/vHiMSS8wJ3uVs4c+kaCtFRH8AYw0VL24hbeGp3X1rMiwec0RAfv2xp1rN+XpOZ0Ymo02G0wPlBgMGxicT1eCRWMF5E5NVU0p+tjDHvBz4CdALPA2cDTwCXTv3SRERERJL++gfr0x573T+zsdbSNRxiRr2zDXS5u/XzQMpMQYCh8QgATdXZq35VfichfO9/PUN9ZTlvPGVWwXWOTiSTwPeet6BgvIjIq6nUM4QfAc4E9lprLwFOA3qmfFUiIiIiKcYnYmw6NAzA6tkNLJ9RR/9Y7oTwtod2sG53Py01zizA+qpy6gLl7O8fS4sbHo9gjNM8JptKf7KT6XAoyqlzih8L8aZTZxXshCoi8morNSEMWWtDAMaYgLV2C7Bs6pclIiIiJ4ItXcN84debicdt3riDg8lE7otvXkVbXYAd3SNYm/m6UCTGP9+/DYCJmNN4xhhDZ3N1RoVwYCxCXaCcsrLsoyHKU+6XGYqqEHq+9vbMM4kiIkebUk86HzDGNAJ3Ag8YYwaAQ1O/LBERETkRvO1bTzASjnLh0jYuWtqWM+61X30UgF988BxOmdPIeYtb+cpvtjAcitJQ5U+LXb93IHF9/SWLEtedTVXs7UuOmIjHLd9/ci8rZtbn/Nw5zdVU+ssIReKcu6g1rWKYy13Xn8fWrmBR8wdFRF5tpTaVudpaO2it/RxwI/Ad4M3TsTARERE5foUiMeZ/6h5G3KHw7/nuupyxqeMlOpuqAZjb7Px7cFLFDyDiVgW/9vZTOWNec+L+nCanQuhVFXtHnBEWrbX5u4a++5z5AJw2t7jtoqfMaeSaM+cUFSsi8mordctogrX2EWvt3dba3Bv4RURERLIIhqJFx46Gk7Fttc6ZwFmNVQAcHMxMCH+yzpkreNKs9MpfZ1MVYxMx+kedX1163aY071w7N+/newlkY47GMyIix7KitowaY/423/PW2q9OzXJERETkROCd7SuGV0X8v287OXHWb7aXEA6MZcT/76YuIHMGoDcy4ndburlmzRz6Rp0KYYubZOZyzZo5HB4Kcc2a3DMPRUSOVcWeIaxz/12G02X0bvfxG4FHp3pRIiIicnxL3QYKubt8Avxo3b6Me621FQTKyzg0FEq7H0qZ++eNnPCct7gVgANup1GvUthcYND8ko46vvnO0/PGiIgcq4raMmqtvclaexPQCpxurf24tfbjwBk4MwlFREREihaOJhO3N506i2AomjESwrPZHTexdn7yPKAxhtmNVRlnCH/+jLNd9Pa/ODOjc6ivzNBY7WdgzJk96G0ZLXSGUETkeFbqGcK5QOqZwQlg/pStRkRERE4I4YhTIXzH2jlcf8liAJ7Z2581ttJfxuL2Wua31qTdb66pYCBlFuFIOMqNd20CyNmxtKk6+Zq+kTDlZYb6Sn/WWBGRE0GpYye+D6wzxvwKsMDVwB1TvioRERE55sTilgMDY8xrqSkYG3a3jL5h9SwWtNZQ4StjS1cwa+zBwfHEmcFUNYHytITwyHBy+2iuuYJ1leWJM4l9IxM011TkjBURORGUOnbiS8B1wAAwCFxnrf3ydCxMREREji3ffHAHF93yMLt7R/PGxeOWa779BAABfxl+XxmL2mvZcjgzIewJhtnVM5oYM5H2Ptby4oEhom6Dmj53C+htec77VVf4GAvHsNby02f20x0MF/39iYgcj0oeO2GtfdZa+3X367npWJSIiIgce57a3QfA27/9BLG4zRk3MpEcI1Hhc34VWT6jjq1ZKoS/eu4AYxMx3n3OvIznfr+9F4BHtvUAzhZQgAWtuSuUtQGnQjjoniMUETnRvew5hCIiIiKpKsqdXyu6g+HE0PdshlKSMW80xLIZdXQNh9KeA7hv0xEWtNawpKOOybzOpF7y2TdauEnM0HiEzYeHE/ML81UTRUROBEoIRUREZEo0VCWbswRDuStwwynPeUnd0g5nRuCOnpG02N29o5yzqCXr+/zyg+cCpDSJcf5tyjNG4uk9A0CyqthRn38GoYjI8a7ohNAYs9wY8xpjTO2k+1dM/bJERETkWGNTdonm25J5aDDZ/KXWrRB2uDMDe4LJ56y1DI9HaKzK3gV0jnuu0BsfsenQELMbq/D7cv96c/PVqwHY455z7Jg0q1BE5ERTVEJojLkBuAv4G2CjMeZNKU/fPB0LExERkWNHOBrj0e09iYrbd/6wO2fsB773TOK6usIHQFud87rUJi/jkRjRuE2rPKaq9PuoDZQntqdu6Qpy+rymvOtcPtPZenrfpi4q/WW0q0IoIie4YiuEHwDOsNa+GbgYuNEY8xH3OfVqFhEROQ7F45Yfr9vH0HjhBiwf+sGzDI5F+MTrlgGwyR0mn89fXbQQY5xfI1pqApQZp6uo58iwc51vC2h7fYDHd/QRi1sOD2UfT5Gqzq1IDoeinDm/mUC5r+A6RUSOZ8UmhD5r7QiAtXYPTlJ4pTHmq5SQEBpjKo0x64wxLxhjNhljbkp57m+MMVvd+/835f6njTE73OcuL/azRERE5I+z9UiQT/9yA3/1/WcKxv5uSzcAZy9s4ZOXL2Nf/1hi3t9k9ZXlXH5SB5++ckXinq/M0FIboHs4mRA+t88573dyZ0POzz19bhOHh8bZ1TNCJGZZ0l6bMxagoTpZbQyUq5WCiEixg+m7jDGnWmufB7DWjhhjrgK+C6wu4fPCwKXu6/3AH4wxvwGqgDcBJ1trw8aYdgBjzErgz4CTgFnAb40xS621sRI+U0RERFz3vHiYk2bVMz/PaAaPdw7wyV39BWOXz6hjdmMVc5qrEzMDDwyMsXxGfVrc7146wnAoykmzMpO8lpqKRKdQgGf3DVAbKGdJe2aHUc+M+kpGwlH29I0BI6s8YgAAIABJREFUsLhAQthWm9wiWleZfSuqiMiJpNg/jb0b6Eq9Ya2NWmvfDVxY7IdZh9c+zO9+WeCDwFestWE3rtuNeRPwE2tt2Fq7G9gBrC3280RERI5n6/f289DW7sKBLmst1//oWS7+54eLiv/5+v1Fv/fweCSxtbOzydm2eaB/PCPufXc41cam6sxkrCZQzngkWVV8du8gp8xpwFeWezNSXWU5cQt7+5wmMYXOBHpbVIGssw1FRE40RSWE1toD1toud8vnKmPMScaYSve5x0r5QGOMzxjzPNANPGCtfQpYClxgjHnKGPOIMeZMN3w2kPrT6IB7b/J7/qUx5hljzDM9PT2lLEdEROSY9dZvPcF1tz9dVOxENM69G7oKB6b45bMHE9cv7B/MGzscilLvVtzmpFQIJ2t2k8ZzF7dmPFdd4WM07GwCGg1H2dI1zOlz8zeJqXXHVtxy31b8PkNLTeEmMd4aVCEUESm+y2i5e67vAHAH8ANgvzHm/7pbP4tmrY1Za08FOoG1xphVOFtXm4CzgU8CPzPOn/Cy/UnQZtyw9t+ttWustWva2tpKWY6IiMgJ4V8e2Mr1P3q26PhoLJ72eMPBoZyx97x4mJFwNDFTsKWmgiq/j/0D6RVCay2+MsNbT+9kUVvm1s7qCh/jE05C+MKBQeKWggnhaXOc58PROFesmklFEecC/+3aMzh7YTNzmvM3oBEROREUu2X0FqAZWGCtPcNaexqwCGgE/vnlfLC1dhB4GLgCJ9H8pbuldB0QB1rd+3NSXtYJHHo5nyciInK8sjbjb6UZNhxIT+jC0fzH8fvds3zt7jgIL1HLxks0A37n1wpjDJ1NVRkVwm1HRugJhjkjx2iI6opyth4JEo7GeG6fU5E8bW5j3nUuSDkL+fY1c/JEJq1d0MxP/vIcdRgVEaH4hPAq4APW2qB3w1o7jHP27/XFfpgxps0Y0+heVwGvBbYAdwKXuveXAhVAL3A38GfGmIAxZgGwBFhX7OeJiIgcr2793fbE9VieZM1T6U9PflLHO2RzxxN7APj8m1bRXFPBS4cLj5FI1dlUxf5JZwiv/c5TACybkb1JzMFBJ/6W/93Kc/sGWdhWQ2N17pETAFUVye/r3EUtJa1RRESK7zJqbZY/P1prY8aYwn+WTJoJ3GGM8eEkoz+z1v7aGFMBfNcYsxGYAN7jft4mY8zPgM1AFLheHUZFRETggc1HEteD4xFqAvl/pHdMarZyZDhMZ1N1zvjbHtoJQG2gnOUz6tjbn3keENKrk6m/KcxtrubpPQPE4jbRFMZLQk+ald551DPqjqnYeiTI0HiEOXnWl6rK72NWYyVleZrPiIhIdsUmhJuNMe+21n4v9aYx5lqcCl9RrLUvAqdluT8BXJvjNV8CvlTsZ4iIiJwI2uqSCd7A6ETBgewHJp3nOzIcKupzVs6qp7qinIGxzI6hAN9+dFfielZjZeL6tLlN3PHEXrYdCbJippMA1gbKuWbNnIxqpWdmQxWbDg2zq2eUQHlZYnxFIev+4TWEIvHCgSIikqHYLaPXA9cbYx42xvyLMeafjTGPADfgbBsVERGRV9DgWHJe39auYJ5IiMct24+MpN370VP7csY/uasPgEuXt9NcU+E2e8k+ZP4rv3H+LtxY7efNpyYbgc92R094VcGJaJyRcDTruAnPzVevApyto7t6RxNNagqpq/SnJcgiIlK8YsdOHLTWngV8HtgD7AM+b61da609mPfFIiIiMqW6h0M86zZdaamp4OFt+Ucu7ekbpWs4xM1Xr2bTTZcDMJYjwYPk+cTt3U6iWV3h48hwOKN5Tep7PPjxi9Nm/HmjHbzmNIfc84Ed9ZXkMjmp01gIEZHpV9Sf3owxi4EOa+2DwIMp9y8ADllrd07T+kRERGSSbSnVvkuXt3P3C4eIxuKU+7L/nderIK6aXU9NoJxLl7fTHcy9ZbTWPY941cmzADg8FGI8EuMHT+3jXWcnh7l7cwo/+toliQTQ0+rOA+wdcSqEGw85XU5zNZSB9KHxQNFbRkVE5OUrdsvo14Bs+1HG3edERETkFbJuT3/i+ox5TYSjcbrynAnceiSIMbCk3UnGagLliQHw2cStZUZ9JZ943TIATp3jjH7Y2pXeabTb3Q56/SWLM96jvqqcMpOMeXbvIFV+X86GMtmc3NlQdKyIiLw8xSaE892GMGmstc8A86d0RSIiIpKXt6Xzxx84O9EpdHLTmFSHBsdprwskRjTUBnyMhHNvGe0OhlnSUZvoDvqR1ywBMrdw9gRDtNYG8GepTBpjiFv4d7fpzJHhEDMbK3NWMbPJ1wVVRESmRrH/Vc694R/ytzUTERGRgvb2jfLP920lFi9+mtNpcxuZ0+z8GN6fYyzEut39/OyZA7TUJM/n1VSUJ0Y8TDYRjbOje4RFbbWJe2VlhrrKckKR9KrikeFwYnB9IV3DITrq8v06ke4tp8/O2IYqIiJTr9iE8GljzAcm3zTGvA9YP7VLEhEROfHcfO9LfPOhHVx0y0N546Kx5HiFQHkZMxqcJKtrKPuW0b+4fV3GvdrKcsYmYsQnJZ/xuOWbD+1gbCLGOZOGvFf5fRkJYXcwlDHfMNVfX7QIv8+pMu7rH0skr/n84H1n8du/vZCvXnNqwVgREfnjFTuH8KPAr4wxf04yAVwDVABXT8fCRERETiSzG5NbP4OhSM4OmwNjkcS1MYZAuY+aCl/a/VTVFT7GJmJpW0S9pjGjE9G0z/mP3+9KbEdd0FqT9j5VFT7GJzIrhKtm5T7nV13hIxKzDIci9ATDzGupyRnrOX9Ja8EYERGZOkUlhNbaI8C5xphLgFXu7XvcrqMiIiLyR/ruY7sT13v7xlg1O3ui1TfqNGn51JXLE/caqyvS5hKmqqv00zsykZYQ1rgJ4Ug4PSF8dHtyfMXk7ZpVfh/DoeR7RGNxekfybxmtds8sbjns9KVT11ARkaNPsRVCAKy1DwH597KIiIjIH6XHHdWQzb897Ex6Os3t/AnQUOVnaDx7hTBQ7pwOufGqFYl7XkI4+Ryhd8bvpFn1NFenJ4QnzWrgoa3diceHh0JYCzMacm8Dra5wPudDP3wWgKUduUdOiIjIq6P4Vl8iIiJStMlD3PPZ0Z0+2WkklLsD6J3PHwKgNaUyVxNwtoVO9uSuPrZ0BXnTqbO4+rTOxH2vqje5M2nXcIjT5zZyzw0XUFaWPhNwTnMV/aMTRNwzjBsPOnMF842ROG+xcw6xdyRMbaCcJe21OWNFROTVoYRQRERkivWOhFnw6Xv590d3JhKofC7/2u/THg+Hslf7UrWmdA2tqihnLJKZEF77n08BZHQu9Sp1u3pG0+53DYeYmaPi520tfWJnn/PaXue1i/IkefNaahIJ49KO2owkU0REXn0lJYTGca0x5rPu47nGmLXTszQREZFj09Yup+J3871beNd3nsobe/cLhxIJ2w/edxYA//CrjRkdQCerr0qe+qj2+xifyKwqenMHb7xqZdr9usrMLaPWWrqGQomupZPNb3HO/63fOwDAnt5R2uoCiQY1uXjbU5fNKH4gvYiIvHJKrRD+K3AO8A73cRC4bUpXJCIicoxLHQHx5K7+vLE3/Pi5xLW3xRJg/0D2uYI1FT4uP6kDY5LVtuoKH+OTKoS9I2GCoSj/8PoVdNSnJ3l+XxkV5WVpnUkHxyKMTcSYUZ89IfS6f1a4ZxL39I2yoIiuod7/Fss6tF1URORoVGpCeJa19nogBGCtHcAZPSEiIiKuruFkQthW5OB2cMZIfOCCBQD0jmR2DQ1FYoxOxJg/aSREzFr2948zMJp8zaZDw0DuM34T0TjffWx34jV/2NHrxM/OHh8o9+H3mUS30j19Y8xrKdw19MOXLGZOcxWvWdFRMFZERF55pSaEEWOMD7AAxpg2oPDhCBERkRPIoUGnWcvbzuikJxgmHM083wcwlGV24KXLncQpPKniZ63lR0/tA2DFpO2XC1ud6tvzBwYT97a521ZXzMy/VfOgu1avInlKZ2PO2JpAOSOhKCPhKD3BcEZims01Z87h9393KXM0ckJE5KhUakJ4K/AroN0Y8yXgD8DNU74qERGRY1jXUIgVM+u5eFkbAFfd+oescY/t7E1cr/uH1wBQ6Xd+ND+5qy8t9t8e2cXnf72Z6gofbzp1Vtpz1549F0hvErOje4SWmgqaarJv5FnY5iRzA+78wsODIeoC5Ykzf9k0VPnpCYbZ2+d8zuTh9SIicuwpKSG01v4Q+Dvgy8Bh4M3W2p9Px8JERESOJgcHx/nv9QeKit3bP8ashkquXDUTgO3dI1njom7jmL84dz7t7gxArxHMrQ/uSIv9+fr9AKya3ZB2fhCcIfKN1X529SQ/Z2fPSN4OoN++9gwA+kcniMUtD23tZtXshrzf12lzGnlu/wDP73cqkcVsGRURkaNbSYPpAay1W4At07AWERGRo9Z5X3nQ+XdxS87RDADdwyF2dI9w1ckz8aWMWQhFYlT6fWmxw+4w+Q9dsihxr7I8PSb5vs6w+oYqf8Zzxhhm1FfSE3RiwtEYGw8N8Y61c3Ous7OpGl+ZYduRIN3BEAcGxnnveQtyxgMsaK3lzucP8Q+/2gjA/CKayoiIyNGtqITQGPO3+Z631n51apYjIiJy9Hl8R3Jr5//5xQa+997cE5e8zp2L3ercF9+8is/cuZHh8UhGQjjkJoT1lckkL+BPbt6JxS2+MoO1NtHMJVfS1ljtZ9B9v/3944Qi8bznAasqfMxurOLAwHiiE+jMHCMnPDMa0hvk5NteKiIix4Zit4zWuV9rgA8Cs92vvwZW5nmdiIjIMc+bvQfO/L18gu5QeW+Qe2O186+XrKV6ek8/81qq0xLF6opkkjXmzhbceiSYuHfOouRoilSNVRWJJjVbupwOo4USvIYqP0PjET720+eBwgle6vM3vGZJ3lgRETk2FJUQWmtvstbeBLQCp1trP26t/ThwBtA5nQsUERF5tW08NJS49pqw5BIMOUmcN/zd2+I5NCkhnIjGeWpXPxcvbUu731Dl56OvdZKtsQmn0+hht4L3/vNzb+l0KoTO2j78I2e2YaHOnnv6Rnl4aw97+twOo3NyVxQhPSF86+mz88aKiMixodQuo3OB1J+EE8D8KVuNiIjIUei+TUcApyoWDEUZdbdvThaKxLjuv54GoK3W2V7ZWOV0+RycNGLiB0/uZTwS48JJCSHAojZnu2m/OyPw4IAzGuJ9F+ROCBuq/QyMRYjGktOgClUIveQV4LKVHVnPJ6Yqc5vZrJ3fzDydHxQROS6UmhB+H1hnjPmcMeYfgaeAO6Z+WSIiIkcHb9smwIJWp+LmzRmc7Knd/YlrrzrnbRn9xaQOpY9u76G1NsAly9oz3sdLCHe43UkPDIxTXmYSnUizsdapOv72pW4A/v71yzO6kU5205+clLi+YElr3lgAr0fOXHUXFRE5bpR0Gtxa+yVjzG+AC9xb11lrn5v6ZYmIiBwd7nnxcOLaa9Lyhx29LOmoS4t7dt8A7/nuOgDedfa8xH2vSjc6kV5VHB6PsHxGHWVlmUnbwrYaygxsd88OPrGzl5NmN6R1LZ2sxZ03+IVfbwagoz5/ddCJSTaJefuZcwrGn7eolc+8YUVRsSIicmwotUKItfZZa+3X3S8lgyIictza3z/GJ//7RQD+891rEoPYf7OhKyP2Lf/6eOL6469bmrgu95Vx2cqOxNgIz3AoSn1V9r/LVvp9zGxwOoBaa9nVM8ppBc73vc89X1jm/mRvqs4+kD5VldvA5qRZ9QRyjLtIVVZmeP8FCxMNc0RE5NhXckIoIiJyotid0lG0rrI8sQVz3Z7+XC8BMmcFzmyo5NBQcptpOBqjayhEY56kra6ynGA4ynAoSjAcZXZj7tmH4CSeK2bWs7/f+ZxSZgTWK8ETETlhKSEUERHJIbWjaL2b5K2Z1wRAPG7TYit8zo/Uxz91acbZvZkNVQRD0cQswY0HhxkJR7lgce5ze3WV5QRDEXqCTofR9vpAztjU14BzbrGYc35e/AVLC58fFBGR41NJZwiNMQHgrTidRROvtdZ+fmqXJSIiMn2isTjffnQX71w7l6aa3FW60XAsce1twbxi1Qye2TtAMBxNVAKttUTjcT58yWJmZanktdU5yVxvMExtoJxHtvUAsLqzIedn11X66Q6G6A6G094jH6/SN7fAuAnP6XObuOv68zg5zzpEROT4VmqF8C7gTUAUGE35EhEROWb89qUj3HLfVk77wgM5Y6y1fPaujYnHXkLmJYaDKdXD8UiMuM092L3ercR5Yx62dQVZ2FZDZ1PuxK02UM5IKEqPmxC2F5EQnjSrHsjcsprPKXMaC3YjFRGR41dJFUKg01p7xbSsRERE5BUSjiZn9W3tCrJsRl1GzNB4hKi7LfRPTpmV6PDpjZEYHIswr8WJXb93AAC/L3ti5TVhCYYiTETj/O+mLqor8jdxqa0sJxiKsvnQMABttYW7hl6wpJWv/247i9trC8aKiIhA6Qnh48aY1dbaDdOyGhERkVfAupR5gTt7RrImhN5WTYBb33Fa4jqREI4nB83feKdTSUxtQpPK6yY6HIqyzR0lMTYRyxrrqassp290gm8/uivtPfJZM7+ZX3zw3ESlUEREpJBSt4yeD6w3xmw1xrxojNlgjHlxOhYmIiIyXR7d3sMp7hiHAwNjWWOODDvNXBa2pXfrbKhytowOjCa3jJ6zyCkV/s2lS7K+V31KhdBLGn/6l2fnXWNNRTIBvGBJa9HbOs+Y10Slv/AICRERESg9IbwSWAK8DngjcJX7r4iIyDEhFImxv3+csxc0s7C1hjufO5Q17og7N/D2vzgz7X5nUxWB8jI2HBxK3BsORVnQWsOMhuzbOr1unjt7Rukbcd538mD7yeI22cX08pNmFPiuREREXp6SEkJr7V6gEScJfCPQ6N4TERE5JniNYrqGQ1yyvJ0d3SNZ47wKYXtdepJX6fcxv6WG/f3JymLPcDhvF9Bat9nMvz2yk96RCcoMNBZo/LJyprPts7U2wJ+fNbfAdyUiIvLylJQQGmM+AvwQaHe/fmCM+ZvpWJiIiMh0eHqP0wAmEovTVO1nIhZnIqXJjOfIcIj6ynKqsjR/2XokyP2bjxCKxBgNR1m3p5+O+txNX8p9yR+3Lx0eZl5LDWVl+beAXrayg++9dy1PfjpzrqGIiMhUKXXL6PuAs6y1n7XWfhY4G/jA1C9LRESkeDfeuZH5n7qH2x/bXTDWy8Nm1FdR5Z7TG8/S4OV7T+xl2B0TkUvXUCixdfT8xS15Y72c7uFtPYkzh/njDRcubUtLJkVERKZaqT9lDJD6UzPm3hMREXlVWGv5/pPO6YUv37ulYPyiNmckwycvX0aNW/0bnUhP/EbCzuNZOc4EfunqVYm4lw47YyEuWdae93Nvvno1ALG4ZUWWrqYiIiKvhlITwtuBp4wxnzPGfA54EvjOlK9KRESkSKkzBYsZzXBwcJyLl7VRVeEj5jZu+eWzB9JiuobGAfi7K5ZnfQ8vqRwej/DYjl466gN5zxBCstMooC2gIiJy1Ci1qcxXgfcC/cAAcJ219mvTsTAREZFiHBx0krdFbTX0jkwk5vxls7dvlE2HhpndWAXAuYtaAbjtoZ1pcbt6nNEQ81vTR054GtyGML2jE/z2pW7OX9xWMMlLTVbfsHpm3lgREZFXSskHE6y16621t1prv26tfW46FiUiIie22x/bzTd+t72o2K/8xtkm6o1meGDzkZyxF93yMACzm5yEcH5LNQDjkfQzhF5SuaS9Nuv7LGyrocJXxv97YBsAu3qzdypN1VrrVBBXzKynqaaiYLyIiMgrofDeGsAY8wdr7fnGmCBgU58CrLW2flpWJyIiJ6Sb/mczAK9d2cGKmbl/xPSOhBMJ4AcvXsQPntxLtzsuIp/maichS63qDYciiW2d246MMLuxippA9h+TgXIfLbUViSHz7z9/YcHPXD6jjo++dgkXFzhrKCIi8koqqkJorT3f/bfOWluf8lWnZFBERKbS0Fgkcf3Gb/whb+zg2ETiuq7ST0d9JYeGCieE2RK93qAzMD4UiXH3C4dY2pG9Oug5nPI55y9uLfiZxhg++tqlnDqnsWCsiIjIK6XUOYT/VMw9ERGRl+vZ/QOJ62jc5olMPv9XFzkVupWz6tnojoHIZlGbcybQ214KcM2aTgB+4TaW+eFT+wCY0VBV9JrrKovacCMiInLUKfUM4WVZ7l05FQsREREBuH9T7jOAk4UjTofRM+c1AzCjoZK+kYmMuJFwlL/77xc4ODjO61fPoKI8+ePvrac7CaHXWKZ/1KkUfuJ1S/N+9sde6zy/anZ9wSHzIiIiR6tizxB+EPgQsNAY82LKU3XA49OxMBEROfFsPxLkx+v2FR0/EXMSQi/Bq6/0MxGLE4rEqPT7EnHP7OnnZ884FcAl7ekzAL3RE56uoTCzGippqc0/RsIbM3HlKnUMFRGRY1exe1x+BPwG+DLwqZT7QWtt/5SvSkREjitjE1Eqy30FK2lekxaApmo/A2MRuoMh2uuyD4ifcGcQBtyE0Nu6GQxF0xLCofHkucT5rdVp77HGrS7Wu689ODjGrMbC20X/dE0nYxNR3nXOvIKxIiIiR6tim8oMWWv3WGvfAQwDHcA8YJUx5sLpXKCIiBzbIrE4Kz97H1+856WCsXv7xgBY9/ev4ZvvPB2AHd25Rzp4CaFXIfTmA/a52z49/aPJbaQXL03v8llRXsbVp82modp57aHBUFEJod9XxvsvWEig3FcwVkRE5GhValOZ9wOPAvcBN7n/fm7qlyUiIseLP+zoBeC7j+0uGLu7b5TGaj/t9ZWJofCpVcPJwpMSwtPnNjmfub03La5/dIIyA7tufn3WGYBVFT7GJ2LE45bDQ+NFJYQiIiLHg1KbynwEOBPYa629BDgN6JnyVYmIyHHj99uc5KyzqXCStad3lPktTiI4s76SQHkZe3IkhMFQhC/e48wr9LaMzmmuZk5zFS8cSO802jsyQXNNRc4tq1V+JyHsHQkTiVlmN2bfoioiInK8KTUhDFlrQwDGmIC1dguwbOqXJSIix4tdvc6WzwMD4zy4JX8H0T29oyxwK4NlZYb5LTU5K4SPbuvlwMA4ALUBf+L+jPpKeoLJGYHjEzF+8ewBWmpyN4kZGJtgdCLG/e6Qe1UIRUTkRFFqQnjAGNMI3Ak8YIy5Czg09csSEZHjxe7eURa6Sd5Pn96fMy4UiXFoKJSoEAIsaK1hV46E8NDgeOK6pTa5DbS1NkBvyuiJr/9uOxPROO31uRPCR90q5mfu3AiQ2K4qIiJyvCs6ITTGGOAGa+2gtfZzwI3Ad4A3T9PaRETkGBeOxtjfP8ZVp8zioqVtHBoM5Yw96CZ4c5qT1bkFbTXs7x8j6o6X8PQEw/znH3YlHvt9yR9nrbUBeoLJpjIR97U3/clJOT/771+/PHG9pL2WRW21hb41ERGR40LRCaG11uJUBr3Hj1hr77bWZk4AFhERAfb1jRG3sKithhn1lewfGCMWt1ljD7vJYup2zfkt1URilsND6YnkmV/6LUeGnaTv8U9dmvZcW12AofEI4WgMgPFIjJaaChbmSfLecnpnooq5dkFzid+liIjIsavULaNPGmPOnJaViIjIcWdnj7Pdc0FrDWctbGZwLMJLh4ezxm7vDgIwqyGZEHbUO81duoPhrK+BzPN+re5A+T5322hvMJy4l483w3BJu6qDIiJy4ig1IbwEeMIYs9MY86IxZoMx5sXpWJiIiBydIrE4N/3PJtbv7S8Y6zWUWdBaw/IZ9UBy1mCqcDTGTf/jdAztaEgmb211znXqFlBv9iDA1i9ekfFe3nlCb/Zg70iY1rrMUROTeYPsW4pIHkVERI4XpSaEVwKLgEuBNwJXuf+KiMgJ4vGdfdz+2B7e+q0nGJuI5o3d2T1Ke12Auko/81qqAdjTl9kkZmg8krhOHfSeSAhHkgnh3S84vcz+7oplWYfCt7oJ4b0bDhOKxNjZM0pHXeExEu88ay4ASzvqCsaKiIgcL0pNCD9krd2b+gV8aDoWJiIiR6fP3rUxcb35UPbtn54XDwyyenYDADWBcjrqA+zsHsmIGx7Pnli21AQoM+kVwk/8/AUA+keyH2Ff4iZ0//rwTjYeHGJoPMJrV3bkXSfAm06dzZYvXMGyGUoIRUTkxFFqQnhZlntXTsVCRETk6BeOxtK2fOY722etZV//GAvbkiMcVs9u5IUDgxmxXoXwP9+9Ju2+r8zQXJPeNdQzManzqKe+MjmT8FO/3ADAGfOacq4zlbdtVERE5ERRVEJojPmgMWYDsMw9O+idH9wNbJjeJYqIyNHimT0DAPzzn56S9jibQ0MhwtE4M1KaxMxprkp0B01120M73OerM55rq0smhPGUDqV/c+mSnJ999kKnU+iO7hFmNVQmmtOIiIhIumIrhD/COSt4t/uvd37wDGvtn0/T2kRE5Ciz6dAQAJet6OA1y9u5b1MXzlSiTHc/75z185IzcDqAjoSjjE/EEvfC0RgPbunmnIUtWbdrOgmhM3ZiOORUEm+8amXifGE2/3LNqWmvFxERkeyKSgittUPW2j3AdcB5wJ8D7wE+bIz57PQtT0REjibD41HKDNRXlXPRsjYODo5zaChz2Pzg2AT/9L9bAFg5sz5xv83t4Nmb0iTmjsf3AHDt2fOyfuayjlpeOhxkaDySqBR6jWNyaa5OPl/MyAkREZETValnCO8E3gREgdGULxEROQYdHhpn/qfuYfHf35u2HTOX4VCE+io/xhhmuNswB0Yzm7s8uasvcW2MSVx74x+6hpNJ5PYjTpOZK1bNyPqZl62cwUQszsW3PMT+Aef8YmdT5tbSVJX+5I83VQhFRERyKy8xvtNamzn0SUREjkkPbD4CQDRu+eG6fbwrR5UOYCQc5XtP7E08rq/SWXeVAAAgAElEQVRymrcMp4yM8Dy332kc89AnLk6771Xrbvnfrfzsr88BYHv3COcsbMFXZshmrnuucGAswv7+ccA5i5iPMYZlHXVsPRKkN0c3UhERESm9Qvi4MWb1tKxERERecVUpXTUPDoznjd3Vkz4uwuvmOTgpIQyGInz7kV3UBspZ0FqT9py3fbTM/enTOxLm+f2DLGpPj0vVXJPc/rm/f4xAeVli62k+11+6GID3nJs7yRURETnRlZoQng+sN8ZsTek0+uJ0LExERKZfKJoc3fDf6w/kjfV6x/zlhQsBmN1YRZmBp/f0p8Wd+vkHAKeiOFm5r4yVM+upDTgbVG6+96WCa6woT/6o2j8wRmdTVdo21Fz+5JRZ7PnKG7hgSVvBWBERkRNVqVtGNXNQROQ4cnjQqQrOba5mX/8Yu3pGWNhWmzU2FHE6g1601EmwGqr9zGupyZgRGHPPIr52RXvW96mvKk8MovfO9/3tZcvyrvOGSxfzjYd2sLt3NOtoChEREXl5SqoQWmv3ZvuarsWJiEjpdvaMMBHNPrR9sg0Hh1g5s55/ucaZK5g6dH4yr5qY2rAlEovz6xcPJx57yeA71s7h2+9KHzLvqa/0J8ZHDI5GaK8LpG0Lzaau0o+1sO3ICGctaCniOxMREZFilJQQGse13qgJY8xcY8za6VmaiIiU6vfbe3jNvzzCP/xqQ8HYsYkoz+0bZPXsBjqbnCYth4aynyO01vKV3zhjJALlyXOHB9xzh91u19Cgm+gtaa/L2SSmvsqfaETTMxIuqgtoXWVyQ8vrTuooGC8iIiLFKfUM4b8C5wDvcB8HgdumdEUiIvKyves76wD4+foDPLajN2/seV95kJFwlD85dRbtdZX4ygyHBzNnCgL8eN1+Xjo8DEBVhS/j+bBbPRwYcxK9xmp/zs91KoTOltGeYLEJYfL92jVGQkREZMqUmhCeZa29HggBWGsHgPz7fERE5BUxNJbe7fPH6/bljfeSt/MWt+IrM3TUBXJWCLcdCSaum1KGvs9rcc7zeecLB8cmMmImq68qZyQcJRqLOwlhER1DUyuEXkMaERER+eOVmhBGjDE+wAIYY9qA4g6qiIjItHoiZRj8KXMa6R0J54z1zvD9/euXJ+7NbKzKOXrC6/R5ybK2tPN+n71qJQCb3eqhN4KioUCF0FlDlN4it4zObkrOHSymw6iIiIgUp9SE8FbgV0C7MeZLwB+AL0/5qkREpGQbDiaHwbfXBRgcyxwY7/nO73cD0FKTTMZmN1bx1O5+BkYzB7l3DYWY11LN7delHxv3EsWP/OR5IFmlbKzKkxC6zz28tZto3CaG1eczr7malpoKbr5ao3BFRESmUqldRn8I/B1OEngYeLO19mfTsTAREXGs293PbQ/tKBi3s3uUxe21LGitoaWmgiPDIeJu18/Jvv677QDUpGy/vGLVDACe2t2fEd81FKKjvjLj/tCkofS7e0cxBlrzVP3q3e2ff/uzFwBory+cEJb7ylh/42W886y5BWNFRESkeKV2Gb0D6LLW3mat/SbQZYz57vQsTUREHtnWwzXffoJb7tuaddB7qqHxCE3uVs1T5zQyMBZhT99o3teknsc7d5EzzuHAQProicd39LJuTz+jWT7/gsXOTEKvUrjx4BDLOuoS20KzqZ9UPTxzfnPeNYqIiMj0KXXL6MnW2kHvgdtU5rSpXZKIiHj+6vvPJK5/sf5A3tih8UgiEetscpq9TB4aDxCOxhLXtSnNWhqq/FT6yzgynN5p9IdPOc1p9mWZUdhQ7ef1q2cw1x0WfyQYYmZDZiUxVWqyeP7i1qyVRxEREXlllJoQlhljmrwHxphmQO3eRESmwRM7+whFkn27Jidqqf53YxebDw8z7nb79Bq1dGdJCPf0JhO7lpQGMcYY2uoC9I6knyEs9zlNXP7zPdkHzQfKfYSjMaKxOHt7x9IawGRTX5X8sbG4vTZvrIiIiEyvUhPCfwGeMMZ8wRjzBeBx4JapX5aIiLzjP55Me9w1lDsh/OnTThXv4KDTJXReSzWB8jJe2D+YEbuly+kI+pk3rGCOW9nztNQE0rqTxuOWDQeGOHdRC2ctbMn62RW+MiaicZ7fP0gwHOXcRa15v6/ULaOL2mryxoqIiMj0KrWpzPeAtwBH3K+3uPeKYoypNMasM8a8YIzZZIy5adLznzDGWGNMa8q9TxtjdhhjthpjLi9lvSIix4PLVnawqK2Gff2ZWzbBSdoe2toDwPUXLwag0u9jZkNl1grhS4eD+H2G95w7P+O51tqKtArhc/sH2NU7ytvO6My5voC/jHA0zqZDTqK5Zn5TzliA2opkhfDtZ6pJjIiIyKup1KYyAfj/7d13fJzVlf/xz5VGGvUuuXcbF4wL2HRCDyUFQgIhHVLZTd10Nr9lE0I2PZuQQhoh2TTSQ4BQAwZMMdhgjHHvRb3XkTSa+/vjeZ4pmiaDLVma7/v18ouZ0Z2ZR1xL1tE59xxWACVABfAWY8xNR/AS/cAF1trl7utcaow53X3tGcDFQHiSsjFmCXAtcCJwKfAjdw6iiMiEZm2kO+hXrzqJ/Nxs1u9vixs+D5GsIMA1q2eEbxfk+mjrjR8hsfFgG/Oqi8jJjv8noLLQT0tUhnCLG+SdMS9xdhAiGcL9Lb3k5WSlHTSflWX43ftP47kvXBRuRiMiIiJj40j/Jb4LuAIIAj1Rf0bEOrrduznuH++nnv/FGWkR3SP9CuBOa22/tXYvsAuIHYIlIjIBdfY5HT1PmVVOVZGfS5Y4IyEOtcdnCfuDobjHwBkW/8TO5pgg8uXaDp7Z08pFiyclfE5lUS6tPQPhcRW1HQF8WYZJxckbv+T6sugdGOLvGw9z6pzKEQ2OP3N+1YgG0ouIiMixdaQNYaZbay99NW/oZvg2APOBH1pr1xlj3ggctta+OOwHiWlA9CGaQ+5jIiLjUnd/kKX//QCfvPgEPnbhgqTr6jqdrN/1Z80GCJ/fa00wND7dOIrGrgCl7jgKr1Po5SdNSbh2UkkewZClubufmpI8fvzYbopyfWRlJQ/ygm7w2NozwOuXJX5dEREROT4daYbwKWPMSa/mDa21Q9baFcB04FRjzDLgC0Ci0tNEP4HETVk2xnzQGLPeGLO+qanp1VyeiMgx9b5fPgfAdx7akXJdXbvTQGZKqdOxs6LQCegSBoQBJyD83QdOS/habVEZwia3HDRZdm5OldPkZU9zD01d/VgLc9M0frk2qkx1gbqGioiIjCtHGhCeDWxwG7xsMsa8ZIzZ9Ere2J1nuAanLHQO8KIxZh9OoPi8MWYyTkZwRtTTpgO1CV7rp9baVdbaVdXV1a/kckREjrm+gSHW7W0d0dqD7nD4qWVOqWaB24ild2Aobu0/XjwMQEXUCAmAX7/PqbBv7YmcCXxuXxtFfl/MuIlolUXO4x19g+Fr+MRFJ6S81rnVRez5n8v5y7+dwcqZqRvKiIiIyPHlSEtGL3s1b2aMqQYGrbXtxph84CLg69bamqg1+4BV1tpmY8w/gN8ZY74DTAUWAM++mmsQERkrtR19MfdDIZu0FHPz4Q6qinKZXOIFhE4/rUQB4d83Or8nW1BTHPO4d7/FzSoebu/j7hdrOW1ORdL3zc9x3icwOESz26G0Kk2TGHAaxZwyqyLtOhERETm+HOnYif2J/hzBS0wBHnWzis8BD1lr70nxfi8DfwS2APcDH7bWxv80JCJynGvrGeDCbz8W89gvntybdH177yBVRf5wg5Z8NyB8YmdsWfyhtl4GgiG++IYlZA8L8sq9MlN3jMRBd2zF209LPurBe589TT3hQNLLGoqIiMjEc6QZQowxy4Fz3LtPWGtfHOlzrbWbgJVp1swedv8rwFeO8DJFRI4r3oy+aHdtrOX958xNuP7BLQ0snlISvp/rjohYsz02IHzWLUE9PcFYCL8vm2K/LxzYtbsjKOanOOfnZQi/96+drJrllH8qIBQREZm4jnQO4ceB3wI17p/fGGM+eiwuTERkPLDW8ou1e2nsCqRc58uOZO9e+K+LWT27HH+SGXxew5mtdZEgMtkoh02HOijIzeaEYeWingp3jARAa4/TXKa8IHmAl5cTGfW6fn8b4ASWIiIiMjEdaVOZ9wGnWWtvstbeBJwOfODoX5aIyPiwv6WXm+/Zwod/+3zKddGzAssLc5lSmh/u+BktMDjErf/aOeL339XYzYKaoqRnAisKIwHh/pYecrOzqEkx/y9ZkCoiIiIT05H+y2+A6DN8QyQeDSEiMuHd/WIt531rDQBb67pSrg0Mxh5/riryh5u2ROvoi4yIeNfps2I+9omLnLmFQ6HI9J0dDV0smJQ4OwhQWZgbLhnd1djNnKpCfNnJv/UbY1g+oyx8/1MXp+4wKiIiIuPbkQaEdwDrjDFfNMZ8EWdo/O1H/apERI5z1lo++vsXwve7+4NYGzcmNew596zfHz90BuDMAewZGKJ3IHaofKcbEJbk+fjSG0+M+ZjX7fOeTU5X0Y7eQRq7+lPO/isvyGVrXSfWWnY1dac8P+i54TWRc41FeUd81FxERETGkREFhMaY+caYs6y13wGuB1qBNuBjwN3H8PpERI5LPQnnAcaNSQ37+Vqno6g3V9Ar22zsjM0SfuvB7QB855oVcWWg557gzFn9yr1bAdjV5GQlF0xKHuSt3dUMwH2b6znY2su8EQSEpfk54dtFfgWEIiIiE9lIM4TfBboArLXPW2tvtdZ+D+h1PyYiklGe2BHp9rnCLbG8f3N92uflumf0ppQ6geHw2YQPvNwAREZGRJtRUcDrTpoSnknolanOr05eMvrh8+cDsG5PCyFLymyipyQqIHzdsilp14uIiMj4NdKAcLY7MiKGtXY9MPuoXpGIyDjwb24TmcuWTuZ/37oCgCVRYyKGqyx0OnvWFDuB4GQ3INwybBzFCZOKmFtVmHTIe2VRLu1uWem9m+qYWVHAjIr8pO/75pOnA/CEmyk8IcV5Q09JXiQgLMhVhlBERGQiG2lAmJfiY8l/EhERGUeCQyHu2niYPU3dadeeNscJ2G44dx6zKwvIyTYJy0gHgiGu+OGTtPQM8P6z54Qf9wLCW9zyT3DOJdZ3BDhrflXS9y0ryKWjb5DD7X08vaeFN588PelICnAGzS+eUsKeph6yswxzqgrTfm4l+U4QWKzzgyIiIhPeSAPC54wxceMljDHvAzYc3UsSERkbX7tvGx+/cyMXfPuxtGsri3KZV13I8hllGGOoLPSzpS5++Pzh9j5ePNgOwMLJkexcoszblrpOOgNBFk1JnsWbWVGAtfDgy0556hkJBtIPt3KmU9I6u7IgXLKaSml+Dh86d264AY6IiIhMXCP99e8ngL8ZY95BJABcBeQCbzoWFyYiMto2HeoI365t72NqWfICiJbuASqLIvP8Vs+p4IUDbXHrGjojA+uHn8f73KWL+Pr92+gKDFKcl8POBiczeersxOWiANPca3pkWyPglJimM6XEyUaOJDsIzuiJGy9bPKK1IiIiMr6NKENorW2w1p4JfAnY5/75krX2DGtt+i4KIiLjgFcqCbBme1PSdR19g6zb28quxkhpaXWRn/bewbi1XkB469tWxmUFvbN/h9qcxjL7Wnowxmkek+4an9jZzOzKAsoKctN9WuTlOE1oakpSVf+LiIhIJjqiOYTW2kettd93/zxyrC5KRGS09Q0MsflwJ+cvrGZ+TRF/e+FQwnWBwSFuuWcLAK3uwHeAsoIcuvuDDA6FYtZ7YyXOW1gd91qT3QCtyR1Qf6Cll8kleeEALpHohi/LppclXRetucd5/UnFCghFREQk1pEOphcRmZDW72+lvjPAO06bxVnzKtle35Vw3dfu28afNjjB4p0fPD38+KQSp3zUy/Z5GjoD5OdkU5xgnp8X+AUGnWY0u5q6mVuduqwzutHLkqnJu5pGu2rldIr8Pq46edqI1ouIiEjmUEAoIhPa3uYegsOydokcdgO5RVOKmVqWT2cgSFcgvgT0QGtv+HZ0QLZkSikA24Y1lmno6mdSiT9hJ9C8HOdbcCAYwlrLrsbutGMhiqMyhNedOTvNZ+VYOLmYzV+6JGUpqoiIiGQmBYQiMmE1dgU4/1trYkY7JFPb3keWgUkleeFmMnUdgbh10SWh0eWbMyudYOtgWyRgDIUsG/a1MinJ2T2/z8kQ9g8O0dTVT+/AUNrGL9lZkcAyVWmpiIiIyEgoIBSRCavDbfLy0JaGtGtvfWQXIQs52VnhgPAvz8efI+wPJs42lubnUJLniykZvX3tXmo7Arx+WHdRjz8qQ7jfzTzOqkzfCfS9Z83hs5cuTLtOREREJB1NHRaRCakrMMhLh50xEt4ZvWT6g7EfP2maU/7pNYSJlu2Wfn7u0kVxH5teXsDBqJLSzbXO+1+9akbC9/UyfP2DQ+xr7gFg1gjKOm96w5K0a0RERERGQgGhiExIq255OJzNa+kZIDA4lLTE0gv8vvGWZQDk+rI4ZVY59cNKRrfVd/L0nhamlObxb+fNi3udGRX57GnqCd/f2dDNa06oTvq+fndIfGBwiPbeQbKzDNPKk88+FBERETnaVDIqIhPS8NLODfvjh8Z7vLOCU0ojZ/2qi/y09MRmCO989mDM+uGmlxews7Gbnv4gQyHLrqZuFqYYHJ+bnUV5QQ5b6jrZ39rL9PJ8crL1bVlERERGj37yEJFxIxSy/GjNLhq7EgdkHmtt3GN7mnsSrHTUdTjn/qIDwtL8HDr6YruMeo1Cr1wxNeHrnDqnAoB1e1vY39LDQDDEghRdQ40x5OVk88+X6rn7xVpmqguoiIiIjDIFhCIyLoRClstvfYJv3L+d//jDxpRrA4NOdvCqldPY+9XLKc7zxY2DiOaVhk4ujZRrlhXk0N4bGxA2ugPkv+6Wlg63bLpz9rCuI8DzB9oBWJhmjER0tjG6a6mIiIjIaFBAKCLjwoHWXra5w+L3t/SmXOtl9pZNL8UYw+LJJeHnJlLXEaDY76Moanh8SX4O/cFQTEOaPU09XLCoJjwuYrjqImc4fVNXPw+8XE9+TnbauYK/uG5V+LYvO35WoYiIiMixpIBQRMaFd//i2fDtQ219DIXiy0I9n/vLJsAZ5wDOsPnt9V2EEjynuz/IL5/aFze0vTTfydZ5wWUoZNnb3M3cFHMCfdlZFPl9dPQNsr2+iwsW15Cfm3pW4LzqyBnD//c6dQ8VERGR0aWAUETGRGNXgDd8fy2/Xbd/ROsPtMZmBbfUJi4B7RsY4rEdTUAkmFtQU0R3fzBc8hntqh89CcBrTqiOebysIDYgrO3oIzAYYl5N8iYxACV5Phq7+jnY1sv86tRrgXDAuGRKCdXF/rTrRURERI4mBYQiMiYu+vZjvHS4gy/8bXPatdFNYm65cikAOxsTl4Cu3dUcvr3MnSfoDZqv7eiLWdsZGGRHQzcAn7hoQczHvAyhV2q6s9FZNy9NkFeSn8PjO5qwFhZPKUm5FqCmOI+brziRn79nVdq1IiIiIkebAkIROWoSdfdMpjMQDN8+3N6XYiU0dw8AcN2Zs7ly5TTAOaeX7houO2kKAFPcZjF17bHdSZvd1/juW1fEzQpcPqOMnGzDx37/AgDb6pzAMF2TmJK8HLrcz23V7PKUaz3vPmN2OGgVERERGU0KCEXkqOjoHWTOjf9k9ufvjWnEksjwwLHVDfiS2dPkZOfOX1RDYW42+TnZSQPC4fMHAaaWOeMk6oZlCP+04RAApQXx3T1L8nI4Z4FTRhoYHGJHQxdTSvMSro0WnYWsKMhNuVZERERkrCkgFJGj4vmDkcHvOxqSd/QEuGdTXcz9J3Y1pVy/u8mZITi3qhBjDDUlfpq6EweEv3nGOZN43sLImcDS/BwKc7M51BYbEN62ZjcAVYWJz+6dv6gGgM6+QQ639cU1nkmkpz+S+czKUtdQEREROb4pIBSRo+IXa/eGbzcnCdY8H3XLMD3fuH97yvV7mrrx+7KY5pZVVhf5aeyMfw9rLev2tgJwx3Wrw48bY5hVWci+ltjh9IsmF1NT7Ockd37gcN45wh8/todn97WG5xWmcuLUxK8lIiIicjxSQCgir1p/cIind7fw+mXOmb3a9uSBU/Toh5++65Tw7WTnDzv6Bvn52r34skw441ZRmEtrT3yZ6T53PuF7z5qDMbHZuTlVhTHzC0Mhy57mHq5YMTXptXoB4S+edILdudXJR054fvD2lVyzajo/fufJadeKiIiIjDUFhCLyqrX3DhIMWU6bUwHAU7ubk67tHoiUVJ42t5LPXLIQiO0OGu2vzzvn/HoGIucSi/w+tjd0xc0i/NVT+wC4etX0uNeZVVnAwdbe8HPaegcYCIZSNnPxAkLPV950UtK1nrKCXL7xluVcunRK2rUiIiIiY00BoYi8ap3urL4yt4nKP1+qpzvqLF20rqjuokV+H29Y5mTodrtjHYb70t1bAPj21cvDjz28tQGAXz+9L2btL92AcEGCWYHlBbkEQ5ZeNyD1Opemmv0XHRDm52QztTQv6VoRERGR8UgBoYi8an9cfxCAgtzscAnm4bbEoyS84PEHb19JdpZhRkU+ub4s6hKcz4s+i/jmUyJZP29kRfSg+RZ37RuXT8WXHf+trdDvA6Cn38k07nY7l6bKEBbmRkZRXLxkUlwZqoiIiMh4p4BQRF61Xz3tdPacU1XIu06fBcSPePDsdxu7TC5xsm3GGAaCIX7y+J64EtDHtifuPnqB2/0zOvDbeLAdgPecOSvhcwr9TnDnZS43HeogJ9uEh9cnEp09XDGjLOk6ERERkfFKAaGIvCoDwRAD7uy/udVF4TLL6NJQz8HWXm74zfMAzEwwwmF4mWm7m0383rUrYh7/wdtXAtDaE8kQenMJJ5cmzvgVuRnC7fXOSIzD7X1MLctPmE30GGPCwWeq0lIRERGR8UoBoYi8Kt7MwenlTiBWlOcEXonOEHpZPICakvjzeF2BwZj7Xnnp65fFdgItyPVx3sJq1u+LzD5scMdQVBYmHgY/t9o5V7h2VzMDwRBP7WpmyZSSFJ+ZwxslmJOtclERERGZeBQQikhCbT0D/PG5g3T0DaZct6W2E4D/e++pQCQT19wVPyfQO/P39I0XxDy+3C3HHJ5V7AwMUuz3kZ1gwPv86iL2NveEx1Ws39/Kgpoi8nKy49aCU846oyKfvoEg2+o7aekZiAs0E/n38+dTVpDD6tkVadeKiIiIjDcKCEUkzuM7mlj55Yf47F828Ztn9qdc+3JtB4W52cyudGb0FeY6AeG3H9oRt7atZ4DsLMOk4tjs4Gfd0RNtw2YLPrmrmZJhox885YW59AdD9AdDWGtZv6+NM+dVprzW2vYAf99Yy8tuEDulLH3X0JNnlrPxptdSWaSSUREREZl4FBCKSJz1+1rDtzsDqTOELx7qYPGUkvDQ+KwsEx77MLwEtKVngLL8nPBaz4lTndLNF6JKSu989gA7Gro53J64OU1RuGtokI6+QfoGh5iR4FxiNK9pzZrtjQBUFCQuLxURERHJFAoIRSTOoaiRER29yQPCbfWdbDzYzimzymMe/8gF8wFo6IwdJVHf0cfkBLP8ygpyKc3PoTFq/U8e3wPA/yQZBu+NkWjpGQiPp0jX+OX1y5xh8Q+87MwxLFdAKCIiIhlOAaFIhtiwv419zT0jWrunuYez5leydFpJXFAXbY07FuK9Z8+JeXxulZMhfOlwR/gxay27mrqZlmTuX2VRLs1uyehAMMTe5h4+dsF83n7azITri9wxEq/938f51J82ATApQaOaaJ9xS1M9xW4DHBEREZFMpYBQJAMMhSxvvu0pLvnu4yNa39TVz+SSfCYV53GgtTfpup0N3dQU++MCsSVuCei+Zue5Ld393PncQQ629nHW/KqErzWpOI9atzzUa2STKuNXFpXde9EtNZ1bVZjy8yrJiz2POLx0VURERCTTKCAUyQD1bpavPxiidVjjluGstTR19VNd7OeU2eXsbuqhsStxlnDToXaWJhjsnp1lKPb7woHde3+1nhv/+hIAiyYXJ3yt+TVF7GrsBuCp3c0AlKYo6RyeaVw+oyzhKIto0Q1qfAoGRURERBQQioxHTV39acdBRDscdSbw5C8/lHJtZ1+QgaEQ1cV+FtQ4wdsjWxvj1wUG2dXUzUp3ZMRwJfk54TmCm6NKRxclmf1XU+ynKxBkIBji43duBJLPFIT4gPDfzp2X4rNyRI+v2HLzpWnXi4iIiEx0CghFxqHVX3mY5V96MGXDl2jX/OTpmPu9A/FD4z1N3U42sKoolyluA5ib/vFy3LpHtzViLayYmTggrCrKZbs7tH52ZaT7Z2mSMRJlBc7j0YFuqtl/WVmGd58xK3x/6bT0Q+aj5fr07U9EREREPxGJjDPRIyGu+OHaV/QaTQmGxnu84fHVxf5wOehAMERwKBSz7rfrDjCtLD9p0LZ6dgU7Grqw1tI2gsDVKw/t6BtgWlk+V508LW3QFp3xm1KauFnNcJ+5ZCHffeuKEa0VERERmegUEIocB6y1WGtHtPbanz4Tvr2vpXdEz5vvzgU894RqgKSNYtbubOaHj+4CnBLOaHc+dzDmerfUdnLR4hrycrITvlZlkZ/BIcvWui5aewa4aHENf/zQGUmv0WsIs2Z7Ew2dAWqK0w+NXxxVfpo9wjOBHz5/PleunDaitSIiIiITnQJCkePAh369gSU3PTCitUXDRiX87Ik9aZ+Tl5PF+Qur+fqblwHwxM7mhOveefs6ntzVAkB1UWxAFl3K2dTVT3d/kLnVRUnfcyDoZBS/dv82AD56wQJOnZO8BHTxlBKyDPz1+cMEQ5aLFtek/byuPmU6X3/zSfz+A6enXSsiIiIi8RQQihwHHtzSQN/gUHjAejLWWtqHlV/et7k+5XPqOwJsPtxJSX4Ok0vzOHFqCdvru9JeU0m+E3j+7N2rADBRCbi97jzD2SnGPOqfr7sAACAASURBVCyY5ASLj+9wZhXOqChIuhacDF9FoZ8tdZ3k+rLCoytSMcbw1tUzOWNeZdq1IiIiIhJPAaHIceSN3099JrBnYCh8+6MXzAfghQPtSctGh0KW07/6LwB2NDgjHaqK/LT3xo+eGBx2RtC4EaBTFppFW9S4in0tTkA4pzJ5QHjZ0skx98sLEjeTieYFxAPBEAW5GhovIiIicqwpIBQZYzfdtTl8u7Yj8bw/T3RQ9qnXLqTI7wRN3f2Ju4au3RUpDS121xbkZtM3OBS3dk9TT8LXMMZQVeSnuTvy3n9wzxNOLUt+zs8Yk/K+iIiIiIw9BYQiY+z/nt4fc394N89o92yqi7n/n5cvBhIHhJ2BQe589gAA5y2s5ta3rQQgLyebHQ3dcVnFug5nVuFt7ziZZ79wYczHqov91Hd4w+2HeP5AO3k5WfiyR/YtZM2nzxvRumq3kc2v3nvqiNaLiIiIyKujgFDkOPNwgiHwnno3aHv4k+cCkQYzPQkCwq/+cxv3ba6nutjPL68/lcnuTMG7X6wF4J8vRc4eDgRDvP9X6wE4cWppXIfPRZNLeOlwBz39wfDIiv+46IQRf06zKlOfH/T882PncN/Hzwl3QxURERGRY0sBocgY88Y7eBWVL9d2JF37pw2HgMgYiSK/M/KhoTO+Gc2G/c68wjcsmxrzeDDkZAajR09sPNhOMGQ5b2E1MxMEb+csqKK7P8j2hi7ud5vYnDCpOO3ndsf1q7nxskUjLhetLvbHjJIQERERkWNLAaHIGKsozOWixZPY9ZXLmVtVyPMH2hKuCwwO0TsQe/bPy+TdtfFw3Poiv4+Fk4r57KULYx6fk6Az6H2b68jJNnznmsQD28vchjCBwSFuuXcrAHOrkzeU8Zy/sIYPnTsv7ToRERERGRsKCEWOgdaeAe589kDaofE7G7rYVt9FcZ6P7CzDxSdO4sldLXQGBuPW7mp0uoS+KWqo+tJppQAEh2LfZyAY4vkD7cyrKYwbHP/nG5zh8O19kSYxB1t7mVddREVhbsLr9F6jsy9SmjqjfGRloCIiIiJy/FJAKHKUhUKWk7/8EJ//60t8+8EdKdc+uKUBgAvdIeynuYPbdySYE7jNfezD58dm3JbPKKNp2PzCR7Y55xBXzYofBF9Z5GdaWX74LCDA4fYA08ryk15nns8JCG/4zQYqC3N5+2kzycpS11ARERGR8U4BochR9pg7iB3g4a0NKdc+vqOJJVNKeL17zm/RZOf83NZhAWFnYJBP/+lFKgtzmVNVFPOxScV+Gjpjx1U8f6CN3Ows3nn6rITvO60sPzxcfk9TN1vrOmnsij+H6MnLiXyraOkZIHeE3UVFRERE5Pimn+pE0nh8RxMXfGsNHb3xZZyJHGrvC99uShFkAexv6Y1pojKlNA9joGlYgPfN+7cDTjCWPSwzN7k0jx0N3fQORMo5Nx5sZ8nUEnJ9ib/El0wtCWchn97TAsDpc+OziZ7hZacdfSP7fyEiIiIixzcFhCJp/Ptvn2dPcw/Lb34w7ZlAgP/6e2TQfEvPAIEEQ+DBmefX0BVgRkWkVNMYQ5HfR9ewMRKJBsl7zphbCcDTu53Abihk2Xy4g+XTS5M+pzjPR+/gENZaugLOe308xRiJ/GEBofeeIiIiIjK+KSAUSSM6GIse1ZDIwaiP3/T6JQBJu4YebuvD2vjmLMV+XzhI85Tm5yR9z9Pd4OyvLzidRp/a3UzvwBDLZ5QlfU5eTjbWQn8wRH1HgGK/jyK/L+n68sJc3rg8Mr7i6lXTk64VERERkfFDAaFIGlPLIkPadzd1p1zrBX83XraI5TOcDN1PHtuTcK0XXA6f+1fbEeDP7rxBz+E2pwz1no+eHfc65YW5zK4sCA+nX7PdOcN49oKqpNfpZfwCg0PsauwOD61P5e2nzQzfHulcQRERERE5vikglIz09fu3sWZ7Y9p19R0BDrb28ZZTnIxYT3/y0k2ARndA/LWnzuTkmeUACUc5rNneyHV3PAekH99grWXDgTbetHJaeMzEcDXFeeHS1Nr2PuZVF4ZnFCaSn+sEhNvru1i7qzk8ZzCV8gLn8/Cpu6iIiIjIhKGAUDLO07tbuG3N7nBAlsrGg07G74JFzliIvoHUAWFdR4D8nGxK8nwYY1g+vZTGrkDculv/tTN8u6bYH/OxT1y0AHDOAgIcbO2jqaufU2aVJ31ff04WgcEQ4GQYp6YYIQGRDOHWuk6ApN1Io82oyKc4z8eHz5+fdq2IiIiIjA/JDw2JTEAvHergbT97Jnw/MDgU10EzmjeIfXq5E2Clau5ireU36/Yzr7ooXFJ50vRS/vr8Yay1MWWW0SWaw+f5ecFaf3CIglwf97xUC6TvAup1NK1r72Phwuqka4FwRnCXWwJ74tTkDWg8Bbk+XvriJWnXiYiIiMj4oQyhZJS/bzwcc/8Zd+RCMt3uubyqIieLV9cRn+3z9A4MMRAMxWT85lQV0TswFDemoaV7gJpiP/d+LP5MoFfO6WUjXz7cyezKAubXFCd9b78vi231XXz2zy/S2NXP3OqipGsBZlY4ZapeZ9JEZa0iIiIiMvEpIJSM8qh7btCb5Xc4amZgIn947iAAlUVOwPTjx3YnXfuGH6wF4HUnTQk/5gWHDZ2ReYS9A0HW7W1l+YyyhJm5PJ8bELrZyH0tPcyqLEx5nd6Q+T+ud5rRnD0/eUMZgFmVhZQX5LC7qYfJJXkKCEVEREQylAJCyRjWWg639XHdmbPZ9uVL8WUZalMEhN39QbY3OMPb/b7kZaWePU1OUBbdoKXSDbTaegfCj93x5D7n9YeNlvDkuRnCR7Y1Yq1lX3MPc6pSB4TDG72k6xqanWU4bY4zrqK+M3nWU0REREQmNgWEkjHaegfpD4aYVVlATnYWwZDlh4/GZ/z6g0N86o8v8r5fOk1nvPl81581G4BQKH44ffTw+VWzI2f9ivOc4LAzqmS03137tTeflPA6i/Oc97vprpc53N5Hz8BQ2oBw9rCPV44g4/fVqxK/v4iIiIhkDjWVkYzhZQOnlMZ24OwdCFKQG/lS2Hy4k788H5kDeOPliwBYPKUEcM4dnjmsJPMzf94EwPvOnhNTfukFd9GD5us6AtQU+5OWgVYVRs4gfvOB7QBpA8IvX7mUZdPLONjay+lzK0c0J7C8MJdbrlwa/rxEREREJPMoQyjHnLU2PELhaBscCvHfd21OexYQIgHhNHckwy1XLgXgUFvsc0M29lpPmOQ0cznHHfT+cm1nzMcDg0PhmYbXrp4R8zEvIOwMRDKEh9v7mFaefCyEd14R4K6NtfiyDKtnJ+8wClCSl8P7zp7DF994IpcunZxybbR3nj4r5TgLEREREZnYFBDKMdXc3c/C/7qff/vNhmPy+m+57Sl+9fR+zvraIxxs7U259qAb+E0pc87XnTjVyYwdaIl9ntdZFODGyxaFg7FJxXlML8/n4a0NMesX/df9dAWCfO/aFSyYFNsJtLwgl+I8Hzsbu8OP7W/pDXf5TGT4DMFp5fnhzqMiIiIiIkeTAkI5ZnoHgqy65WEGgiEe3NLAQDA0ouf9ecMhVt3yEDvchi7JhEKWFw91hO+f841Hw902E3lkWwMleb7w+TovKDswLJCMbvbyxhVTw7ezsgznLKiKCe6iXXJifGYuK8uwYkYZGw+0A9DTH+Rwe18465jMl93sJUS6joqIiIiIHG0KCOWYGR5obavvTLIyYnAoxNfu20pz90B45EMyzd39cY/d8OvEmcjdTd08uauFS5dODp+vqyjMpTA3O+46vfLOZ268MO684bzqIlp7Bmhx3zs6m5hswP2KGWVsq++kdyDIbncQ/Pya1HMC33X6rPDtk6anHxovIiIiIvJKKCCUY8YbrP7h8+cB0NQVH8ANd++mOpq7nREN971Uh7XJzx62Ro1y8OxqSpy9+8EjuwC4YNGk8GPGGGZUFHCoLTYgbOzsx5jYs3weL5Db5WYJ791UC8Ctb1uZ9DqXTS8jZGFrXRf73PLUdE1iot0SlS0UERERETmaFBDKEUsVpEXr6XcCQq80Mzqblux1b1uzmxMmFfGfly+itiNAZ1/y57T1OJm8373/NDZ/6RI+/doTGArZhKWpWcaQZYhruDKzoiAuQ/hybSeVhbnkZMd/eXgB4W535uDn//oSAJNLks/9W+A+Z2dDVzj4nFaWvKmM5wPnzOG0ORVJM48iIiIiIq+WAkIZsf0tPdy+di8L/9/9bD7ckXa9FwBOcoOlziSD2D2Pbm9ke0MXN5w7jxnlThB5sC1xoxhrLV++ZwsAZQW5FPl94dERvQOx79PdH2TN9kbOWVAd9zoz3IDQC3I7+gZ5dHsjrztpSsL3rSpyRkJ4g+YvXFQDwOrZyTt1lrtnFj//15c43NZHWUEOhf70E1++8Lol/OFDZ6RdJyIiIiLySikglBG77HtP8OV7tjAwFOKOJ/elXe8FhJNLnYCwK2r0QiK3rdnNtLJ83rB8ajiIih7oHm1HQzdb6pwziWUFzvB3b4D88EzkltpOWnoGePcZsxhuZkUBgcFQuJz1+f1tDIUsFy6eFLcWnHOCudlZ4bmC7b2DnJFm7l9RVPB3qK1vRNlBEREREZHRMKoBoTEmzxjzrDHmRWPMy8aYL7mPf9MYs80Ys8kY8zdjTFnUc240xuwyxmw3xlwymtc70XX0DjL78/fy9fu3jWh9r3smEOCFg21p13uNV6aV5VOS5wvPAUzkuX2tPLevjQ+cM4ec7CwK3DEL0e8Z7YmdTeHb5QVO8FjgT/ycw+1OljHRIPjqYifj19LjZPz+ta2BvJwsTk4xm684zxcObpu7+6kq9iddC5CdFQkWH9vRFB53ISIiIiIy1kY7Q9gPXGCtXQ6sAC41xpwOPAQstdYuA3YANwIYY5YA1wInApcCPzLG6EDVUbLpsDMK4bY1u4/4uQdaehkcSj1G4pdP7QOcDNnc6iL2NCUfCXHbmt1UFOby1tUzAcLlny09iRvRRJ/782b0FbrP6RmWIVy3p5XiPF/C2X95Oc6XgHfusL6jn9mVhTFZveFK8nPo6PMCwgGqEjSfSWVudeoOoyIiIiIio2VUA0Lr8NpA5rh/rLX2QWut91P8M8B09/YVwJ3W2n5r7V5gF3DqaF7zeNPc3c/anc0jWhvdG6axK5BybXtUR89rVk0nGLL86NHkgWRjV4C6jgB+XxbGGOZWFyYNCLfWdfLItkauO3N2JLhzs32f+8tLcesHgiH+7+n9ANz9kbPDjyfLKtZ3BphdWUiuL/6vu9+d8RcYHHLX9oWzhslUFuaydlcznYFBuvuD4TOSqUR3FS3UkHkREREROU6M+hlCY0y2MWYj0Ag8ZK1dN2zJe4H73NvTgOhhdIfcxySBZ/e2suqWh3nn7eu4f3N92vXRZ+3u3VSXcu1v1x0A4OYrTuSjFywA4A/PHUi6vqHDyex99aqTAGd+X31nIGGn0Z88tpuC3OyYM375KTprrt/fCjiBafSMPq9Ry/AMYUffIKX5OQlfy+8GiT97Yg/9wSG21XVx4tTUc/8augK09w6GM6vzR5DxO39hTfi2N1ZDRERERGSsjXpAaK0dstauwMkCnmqMCQ9ZM8Z8AQgCv/UeSvQSwx8wxnzQGLPeGLO+qakpwVMyw+f+sil8e3eSeXzRbl+7N3x7a13qofHffGA7ACdNK2VGRQEffM1cmnuSBzbbG7qAyJiGedVOhmx3Y+x1WWu5/+V6rlw5jbKCSOlldAA3fMyFN/LhPy4+IebxcEAY1WU0OBTihQPtKQJCJ/B8eGsjjZ39BEOWuWlmBF5/5hwgUmp76tyKlOsBivIiJahvXT0j7XoRERERkdEwZl1GrbXtwBqcs4EYY94DvB54h41EAIeA6J+epwO1CV7rp9baVdbaVdXV8aMFMkX0LLwUTS8BONTWy4b9TmOYk2eWsfFge9K11lqK3YBmxQyn309Jno+BYIj+YOKmL39/4TDFeb5wts377+ba2HEVTV39BAZDLJpcHPO4MYbPX7YIgL7B2Pdo6gyQZaCmOLZU0yvFfPFg5D1ecD+vZOf8/DmRLwGvbLamJHXJ6KphIyZK8hIHm9Hed9YcvnftCvZ+9XKmqsuoiIiIiBwnRrvLaLXXQdQYkw9cBGwzxlwKfA54o7U2evDcP4BrjTF+Y8wcYAHw7Ghe83jxtxcO8fSelvD94WWTwz34ckP49uuXTWVHQzcHWxPP/Ht8ZzNdgSCLp5SExysUu0FQd4LZgl2BQdbuamZOVWG4w+a0snx8WSau06g3Z9CbOxjNC7SGD6d/cncLRX5fTPdOgEp3RqD3Hs/ta+XqHz8NwIfOnZfwc4sePt/Y6ZS5Dg80h4u+Vm8uYTqlBTlcsWJayvEUIiIiIiKjbbQzhFOAR40xm4DncM4Q3gP8ACgGHjLGbDTG/BjAWvsy8EdgC3A/8GFrbeKUVIa7+0XnDGB1sZ+5VckbuHjqOiKB2VnzqwB4JiqgjHbIDdo+e8nC8GNexrArQUD40BYn2LzuzNnhx7KyDDXFfuo7YruGHmx1rmNGRXzWzJsv2NzdH7XeyWwmavySnWVYPqOMgNsx1AsGgaRZueKoUs5GdxZhugxheWFu+Ho/d+nClGtFRERERI5no91ldJO1dqW1dpm1dqm19mb38fnW2hnW2hXunxuinvMVa+08a+1Ca+19yV994lmzvTFtsxePN1LhliuXUlXsD8/VS+ZnTzjnB6eW5jGvuhBj4GBb4jmB3tB2L3CESHnq3pbYwHNLbSef/OOLgJN5jDapNI+Gzthuprsau8nOMsxIMBLCKyN9OarM1DvL+JU3nZTwWg+39fL4jiZauvtZ5jacuf09qxKuBSfD5wWudR0BfFmGioL0YyRWzHDKRotHUC4qIiIiInK8GrMzhJLedXc8x4d/9zzr97WmXRsMhagozOWSEyezta6TZ/e2sidJY5noJi3//Pg5+LKzqCzMDQd+wzV0Bqgqyo0Z27BsRhm5viweGNbN9L7NTgB79SnT48Y8TCqODwif2dPCosnF4eYu0WZXFlKS52Nj1JnAPc3d1BT7OX1uZcJr9Tp4/uqpfVQV+Vk6rYQLF09KuNYzudQJbn/82G6CIUtWVvqyzo+cP593nDaTc0/I3DOrIiIiIjL+KSA8TkU3a3n3L9Ifm+zoC4Y7aXplnA9EnROM5mUPP3/ZonBnz8pCPy3diQPC+o5A3Ky9Ir+POZWFtPXGZiL/tbWR1bPL+ebVy+NeZ3JpHvVRAeHgUIhNhzo4OyrzGC3LLQHddMhpDNPRO8iW2s4Rdem896W6lOMmou1NU16byMLJxXzlTSeF5yaKiIiIiIxHCghH0eBQKGnQNdzLtZExEL0DQ4RCcdM2wqy13P1iLUPuGu98XWAw8XHL/W6Z57yo+XkF/mzaewfj1v7xuYM8ur2J2ZXxoxjycrPpGwyF7zd2BdhS18kFixJn5GpK/HQFgvS6YyG213cxMBRiydSSpJ/b8ullbKvvIjA4xNb6TkIWVs1OP+Zhd1MP+1t6RxQQRp9f/Mj589OuFxERERGZKBQQjqKb7trMKbc8nHRUQ7TmYeWbB5J0AAXYVt8Vs+YfHzkLgKYkwedPHttDdpaJGfXwwoF2nt3XylO7m2PWftadbVhRGH+uLj8ni8BA5HPxupQumlIctxYi5w4b3G6e3tnAlTPKE64HmFdTyFDIUtcRCDe9mZXgvKHnnAWRbGNzd/+IAsLoDqTXnqoZgSIiIiKSORQQjpKP3/kCv3/2IEDS8Q7RPvjrDQD8+n2nAvD4zqaka/cPa+wypTSfxVNKaBx2Xg+cQe1rtjfxztNmJmzk8tj2yPtEZxjPSlDWmZ+TTSAquPU6iE4uSTy2wXu8viMQu740+ZiHsnwnEK1t7+O7D+8ESNhh1HPHdav5xluWhe/3DaQPvnOys/jxO0/hujNnM00zAkVEREQkg/jSL5FXqz84xF0ba8P3dzf1ML8mcRZtuNWzKzAm0ixlOGstn/mzk8V7+JOvCT8+qcQfzsRFa+8bZGAoxLyaoriPOdcaKQH1GsB85pKFXLp0ctza9fvb6AoEaesZoLwwN5yhnFaeOKiqCWcIndfd19JDTbE/rvlMtFJ39MSzeyONdQr9yf/a+rKzYrqEnpnkfOJwly6dnPBzFBERERGZyJQhHAV17bGZunQzAqO7gOblZFOU66MrEH++D6C+MxBuIjOtLJLxqyn209gVnyFsdRvKlCcZrdDZF3mfrXVOKeoZ8xJ39PTe18tebtjfxuSSvPBA+eG8TGBDZwBrLev2tLBqdvJyUYCy/NiA8CfvOiXlenD+n3muWaUSUBERERGRZBQQjoLu/tjh7cnGQYDTaOX2tXtjHivJzwkHcsN5g90B8nIi21lemEtb72BMcGmt5V23rwOI6xr6329YAsSeO7zhN07Z6pIpiZu+3P2RswFYt7eV+o4Aj2xr4E0nT0v6uRX5fRT5fdR3BqjvDFDbEeDUNA1ivC6oT7vnBy9OM0ICID9Xf61FREREREZCJaOjoGdYQLi3OXmG8G0/eyYc/N18xYmA051z3Z74WYTd/UGu+cnTALxu2RSMiczPK8r1MRAMcaitL3xWcHtDFw2d/ZyzoIpVs2Izc9efNYcnd7WEzzcOz1ImctL0Ui5cVMPTu1s4dXYFIQtvXD414droa77jyX2smFEGwJKppSnXl+TF/hUdyYzAVCWlIiIiIiISoVTKKOgZiASEJ88sY0+KgDA4FDnDt9rNnr1mQTX1nYG4wPJfWyNzBr/71hUxH/MCp3tfqgs/tnan00H0629eljCwKsn3hbOZzx9wZv994fLFKT4zWD2ngr3NPWxvcMpLZ6boABrtvpfq8WUZTpqWOiD0ZR/5X9G5Vc75yOFBr4iIiIiIxFJAOAp6+p1Ol8V+HxcunkRrzwDtvYlLQFfOdIKY7bdcymK3VHPBJCfAOdgW25200W0a879vXU7OsMDpypVO6WZRVLZs7a5m5lYXMjVJJ838nOxwZ9GNB52A8LS5qUs6vXEU2+u7KMnzpc3Oeddz/8v1nDit9IgGu//xQ2eMaF2uL4v7P3EOP3/PqhG/toiIiIhIJlJAOAq8QewP/MdrWDjJ6S66O0ljmc7AIOcsqMLviwRKXtZtf0tsQNjc00+uL4srV8Sf2yvKdQIvr2toKGRZv6+NM+YmbhADTmmoFxAebO2lMDc7bQbPK+ncVtfJlNL0IxvuuH51+Pa86vhh96mcOif9QHrPoskl4fOHIiIiIiKSmALCUfC6ZVP516fOpabYz1w3CPr9swfi1u1t7uGFA+1xTWi8gDB6fmFrzwA/eWwPA8FQzNlBj99tMOMFePtbe+nuD7J8elnS68zLySIQDDEQDPHLp/bRMzCU8LVj3scNXGs7AknHTUSbWxUJApN1IxURERERkdGhgHAUFPl9zKsuwpedxRw3IPrzhkNs2B/bKOa7D+8A4AX3/J6nrCCXkjxfTIbwqd3NKd/T787263cDws2HOwA4cVrijqHglIwOhSwn/L/7ACgYQTln9FD5S09MP8evssjP5y9bBKAh8CIiIiIiY0ztGEeZMYZ51YXsbuphw/42TpkVKYP0MoAnTo0P2iaV5NEcNRLCGwK/7j8vTPo+fl9WuGR0c20HudlZLKgpTnptw7uJrvn0eWk/n8VRIykuGUFACPCBc+ZSUZDLVSlGVET7wdtX0tTVn36hiIiIiIgcEWUIx8CfbjgTgCd3tYQfq23v4/kD7UwpzeMX162Oe055QW54XEVnYJBv3L8diJ8nGM3vyyIwOIS1lt8+c4CFk4vJ9SXf8oLc2N8P1KR47URKC0ZWApqdZbhm9YwRdxB9/bKpXH/WnCO6FhERERERSU8B4RioKMxlckkeu6MG1L9c2wnAd65ZkTDI6wwMsq2+iyd2NrGrMflg++Hv09TdT11HgO7+IDMqUpdovmllJGM3u3Jk4yMAPnbBfN59xqwRrxcRERERkeODAsIxcsXKqTR29ocHwK93zxMumpy4pPNtp84E4FBbH/tbnEzhg//xmpTvsWhyCU/sbGafu/5NK6enXB89AsLLYo7EJ1+7kJuvWDri9SIiIiIicnxQQDhGJpfkMTAUorXHmUf4k8f2AFCWpOzyLac4wdyt/9rJ/pZejIFZabJ47zlzNl2BIH/ecAiAqqKRj2GoLvaPeK2IiIiIiIxPaiozRia7ZaH1nQFK8iNBYLIxD17Hz7qOALsau5lWlh8zqzCRlTPLyDLw1+cP48synDApeUMZzxOfPZ+BodBIPw0RERERERnHFBCOEa9hS2Nnf3iA+levOinp+uhAcUdD14iCu7ycbErzc2jrHeTiJZMo9Kff7hkVIz87KCIiIiIi45tKRseIN7+vvjNAfUdfzGPJeAHjjoZuakZY0jk45JxRXDqt9JVeqoiIiIiITFDKEI6RmmI/xsD2+i6K3Mzd5DRjHqaXR7qEVhSO7Dxgd38QgJI8bbWIiIiIiMRSlDBGcrKzuHzpFH751D6e3duKL8swp6ow5XNOm1MZvj2vuuiI3i9kX9FlioiIiIjIBKaS0TH0nbcu5/yF1Wyp62Th5GLyclI3iYkeKn/5SVNG9B4/fufJzK0u5OpVqUdOiIiIiIhI5lGGcAz5fdnc9s5T+NLdW1gxY2Rn/D5x0QJ6B4ZiZgamcunSKVy6dGTBo4iIiIiIZBbjDUafKFatWmXXr18/1pchIiIiIiIyJowxG6y1q0ayViWjIiIiIiIiGUoBoYiIiIiISIZSQCgiIiIiIpKhFBCKiIiIiIhkKAWEIiIiIiIiGUoBoYiIiIiISIZSQCgiIiIiIpKhFBCKiIiIiIhkKAWEIiIiIiIiGUoBoYiIiIiISIZSQCgiIiIiIpKhFBCKiIiIiIhkKAWEIiIiIiIiGUoBoYiIiIiISIZSQCgiIiIiIpKhFBCKiIiIjhre0gAADHJJREFUiIhkKAWEIiIiIiIiGUoBoYiIiIiISIZSQCgiIiIiIpKhFBCKiIiIiIhkKGOtHetrOKqMMU3A/mP08lVA8zF6bTm+aK8zh/Y6c2ivM4f2OnNorzOH9vrIzLLWVo9k4YQLCI8lY8x6a+2qsb4OOfa015lDe505tNeZQ3udObTXmUN7feyoZFRERERERCRDKSAUERERERHJUAoIj8xPx/oCZNRorzOH9jpzaK8zh/Y6c2ivM4f2+hjRGUIREREREZEMpQyhiIiIiIhIhlJAKCIiIiIikqEUEA5jjCl2/2vG+lrk2NJeZw7tdebQXmcO7XXmMMZcZIw5ZayvQ4497fXYUEDoMsacbIz5M/A+AKvDlROW9jpzaK8zh/Y6c2ivM4cxZqUx5j7gb8D8sb4eOXa012PLN9YXMNaMMZXAF4HVQAXwjPt4trV2aAwvTY4y7XXm0F5nDu115tBeZw5jTDZwG3AycAtwAFjsfizLWhsaw8uTo0h7fXxQhhC+hfMLxtNxftv4LpwH9I/LxKO9zhzfQHudKfR1nTm+ifY6I7h7+hBwjrX278BfgPONMXkKECYWd6/vR3s9pjIyQ2iMuRhn5MaDwA3W2n73Q03AFmPMQmvt9rG7QjlajDFXAzXW2h+ivZ7QjDFXAedaaz8OfNRa2+t+SHs9wRhjTgZ63P3U1/UEZoyZA9Rba/uAj+jreuIyxrwNJzO03lr7D2vtn9zHDRACdgAFQGDsrlKOBmPMuUDAWrsOwFr7V/dx7fUYyagMoTHmRGPMncAXgFYAa22/Mcb7/2CBqUCvu14H1ccpY0yRMeYvwKeAVncvB7TXE48xZokx5nfAfwEfNcZMstb2GmO8X3hprycIY8wcY8y9wA+B/zPGXOB+D9deTzDGmNnueaKfA79xA7/eqCXa6wnCOG4APgvsBb5pjLneGFME4TOi24ALgTzvOWN1vfLKGWOKjTF/xTkn+CFjTLn7uDHGGO312JnwAaH3F8kYUwE8DrRaa8+z1q731ngpafe3jEPAFWNxrfLqDPumMQNosNaebq39PTj/qGivJ4aor+vXAD8DnrHWrgS+C5wBYK0Nuv/VXo9jw76uPw1stNaeAfwdeD9oryeKBHu9zlp7IfAI8GVjzIneB7XXE4cbBJwBfM1aewfwYZyA4DXe3wlr7SFgHfCWqOfI+DOA8/X8TqAWuBrCP59Z98yg9noMTPiAEPc3DNbaVpzzB34AY8x1xpjXGmPmuve9/xd/AmrcQ+r6Szi+5EXdXgZMBzDG/DtwkzHmXGNM9Brt9fiV7/53C/Baa+2txphcYAFOuQnGmKyoHzC11+NX9G+Je4BB9/FSYKsxZuGw9drr8cvbay/j+zKAW/J/KvB2Y0xN1Hrt9ThljHm3+29yhfvQVmCaMcZnrX0YeAk4m8i/4znATpzvATKORO11mVve/3PgYZyy0FXGmBPcdVnW2pD79a+9HmUTNiA0xlxsjHkIp/TgWvfh7wGrjTF1wBuBy4G/G2MWRB1cnQbM0CH18SNqr7/hnkEAeB6oM8b8Auc3jx3AjcB1xuloBc4/NNrrcWTYXl9rrW221vYY5/D5AM4PEe8AJ/Mf9UOivq7HmWHfw69x93ItsMAY8wJwKZCNU0742qjgX3s9ziTY6yDOsY6VxpjlxpjlwGZgFk53UY/2ehxxqwKnGGMeBd6D8736+8aYEuAgUENk3MAfcM4TVgFYaweBImD2aF+3HLkke/1DY0yVtTbg/nv9NNAIXAPOv9luUBgEitFej6oJ2VTGGDMfp3Xt/+C0r/20MWautfZ/jDFfACqstb9y194OXIdzrhDgdmDR6F+1vBJJ9noqTvDfDZwHnG6tHTTGtOAEh+VAM85vqbTX40SCvf6U93WNUzoG8ADwAWNMtbW2yURaVuvrehxJsNefMcbMtNZ+yxizHfiqtfYqd+0Qzi/3HnKfrr0eRxLs9WeNMVU4FT2fAL4ClLm3PwlchHPGCLTX44abxR0yxhQDh62173QzQbcC38cp/74Q95f21tp9xpgO4ErgBfdlPqVM8PEvxV7/L/AT4M0A1tqdxpgNwMXu94FDOL/k6wE+qb0eXRMmIPRKPt0f/k4DNlhr73I/9i/gO8aYn1tr7/bWu2v/ifNNCPf5e3EONctxKs1ePwJ8G+cHhbuAlTg16r8DXgSuItJQSHt9nBvBXntf143uU3JwSgnbop6nvR4H0uz1wzh7/Wucr9+DxpjF1tqtwKM4wQLu87XXx7kR7PW3gT9Za7/s/tJnj/uxJ3G7DhpjjPb6+OcGAjcD2caYfwIluL/As9YGjTEfAeqAJTj/Tl+JU73zVZzy/2e911KAcHwbwV5/DKg1xpxrrX3MffxvxpjFOGMnioDzga3a69E3IUpGjTHX4/xm4cvuQy8BbzPGzHbv5wC7ceZVAeHU9HuA/8bJKsg4MIK99uH8gPANa+3jOE1GPmWM+RxwJ/Ck+zrqWnWce4Vf1w8Dq4AzR+1C5VUb4V7vcT/ehVM2+DFjzMdxfuP88Gher7xyI/wevhsnmwBuwGeM+SDO7MEXQMHBeGCc0QIbcKpyduHs+SDOjLlTIfxLgZuBr7vfv38KnG2MWec+b80YXLocoRHutcXZ6y9GPe9qnAq9R4Fl7i/5ZAyY8f491ThtiX+D85fpPcDbrbXbjDHfBSYBM3H+Qfk68DXgepzfWHweWA18xlr73FhcuxyZI9zrrwPvtdbWG2NWAycDm6y1T4/N1cuReAVf1+9z9zoH52v8QWvtvjG5eDkiR7jX38DpPDcTp3RwFXCbtfaZsbh2OTKv4Ov6vdbaBmPMJ3DOIP27/r0eP4wx5wCzrbW/du//COcXAH04s2JPcbPFNThlo59xS0XLgEJr7eGxunY5Mke417cCn7PW7nWfh7X2iTG6dHGN+4AQwD1bcsAY8zVgjrX2rcZpHFIKLLHWrjXGzMD5jcX73adNs9buH6trllfmCPf6BmuthpqOU0ew1zcTO5xcxpkj2OtbgA+4DQlkHDrC7+Efss6cyQIbO4NQxgFjTAHOL+CD7pmydwBLrbU3GmM2Ardba79vjFmFcz7wbSlfUI5b2uvxb0KUjFprD7g3vwvMMcZc4nYd67DWrnU/dgPuAFtrbVDB4Ph0hHs9mOg1ZHw4gr3uA4JjcY1ydBzBXvcQaSAk49ARfg/35ksqGByHrLW91tp+G+kCezHQ5N6+HlhsjLkH+D1OZ3AZp7TX49+EyBBGM8Z8CKcM5Vz3/qk49ck5uCWEY3l9cvRorzOH9jpzaK8zh/Y6M7gZYAvci1M+uMs4XSWbgaXAXpWHTgza6/FrQgWEJjLU8s84Xav6cZoN7LTW7h7bq5OjSXudObTXmUN7nTm015nDbeKWizPq6W/Ae4EWnIChcyyvTY4u7fX4NSFKRj3uPy4FOIdW3wYcsNber39cJh7tdebQXmcO7XXm0F5nDre75EqcxkCfBP5mrX2PAoSJR3s9fk2YOYRR/h2nPvliNZmY8LTXmUN7nTm015lDe505DuGUA39Hez3haa/HoQlVMgoxA+dlgtNeZw7tdebQXmcO7bWIyPFhwgWEIiIiIiIiMjIT6gyhiIiIiIiIjJwCQhERERERkQylgFBERERERCRDKSAUERERERHJUAoIRUREXgFjzBeNMZ9O8fErjTFLRvOaREREjpQCQhERkWPjSkABoYiIHNc0dkJERGSEjDFfAN4NHASagA1AB/BBIBfYBbwLWAHc436sA3iz+xI/BKqBXuAD1tpto3n9IiIiwykgFBERGQFjzCnAL4HTAB/wPPBj4A5rbYu75hagwVr7fWPML4F7rLV/dj/2L+AGa+1OY8xpwFettReM/mciIiIS4RvrCxARERknzgH+Zq3tBTDG/MN9fKkbCJYBRcADw59ojCkCzgT+ZIzxHvYf8ysWERFJQwGhiIjIyCUqq/klcKW19kVjzHXAeQnWZAHt1toVx+7SREREjpyayoiIiIzM48CbjDH5xphi4A3u48VAnTEmB3hH1Pou92NYazuBvcaYqwGMY/noXbqIiEhiOkMoIiIyQlFNZfYDh4AtQA/wWfexl4Bia+11xpizgJ8B/cBbgBBwGzAFyAHutNbePOqfhIiISBQFhCIiIiIiIhlKJaMiIiIiIiIZSgGhiIiIiIhIhlJAKCIiIiIikqEUEIqIiIiIiGQoBYQiIiIiIiIZSgGhiIiIiIhIhlJAKCIiIiIikqEUEIqIiIiIiGSo/w/4fDK3nkR9BQAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Graph de la base de données complètes\n", - "ax = data.plot(figsize=(15,10), title=\"CO2 dans l'atmosphère du 29/03/1958 au 01/02/2020\")\n", - "\n", - "# Données du graph\n", - "ax.set_title(\"CO2 dans l'atmosphère du 29/03/1958 au 01/02/2020\")\n", - "ax.set_ylabel(\"Concentration de CO2 dans l'atmosphère [$ppm$]\")\n", - "#plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "L'inspection visuelle de la base de données complète montre que le fichier est bien formé et ne semble pas comporter pas de valeurs manquantes ou aberrantes. " - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Nous pouvons constater dès à présent les 2 composantes du graphique : une oscillation périodique d'une année superposée à une composante évolutive continue et lente. \n", - "Cette dernière ne semble pas linéaire." + "L'inspection visuelle de la base de données complète montre que le fichier est bien formé et ne semble pas comporter de valeurs manquantes ou aberrantes. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### b. Vérification de la \"structure\" de la base de données" + "#### b. Vérification des données" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Avant d'aller plus loin dans l'analyse, vérifions avec un code de validation la robustesse de la base de données. Nous vérifions la présence de valeurs manquantes et le type des variables (date, float)." + "Avant d'aller plus loin dans l'analyse, vérifions avec un code de validation la robustesse de la base de données. Nous vérifions la présence de valeurs manquantes et le type des variables (date, float). \n", + "Par la suite, l'affichage sous forme graphique nous permettra d'avoir une vue globale de la base de données." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -349,7 +305,7 @@ "dtype: int64" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -368,7 +324,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -378,7 +334,7 @@ "dtype: object" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -390,7 +346,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -399,7 +355,7 @@ "dtype(' '2000-08-15') & (data.index <= '2010-08-15')\n", - "mask1_1y = (data.index > '1960-08-15') & (data.index <= '1961-08-15')\n", - "mask2_1y = (data.index > '2015-08-15') & (data.index <= '2016-08-15')" + "mask1_1y = (data.index > '1960-01-01') & (data.index <= '1961-01-01')\n", + "mask2_1y = (data.index > '2015-01-01') & (data.index <= '2016-01-01')" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -476,30 +431,224 @@ } ], "source": [ + "# Initialisation des graphs\n", "# Graphs de 2 périodes différentes de 1 an\n", - "# Graph d'une période de 10 ans\n", - "# La base de chaques cycles a été prie au 15 août (comme la base mensuelle de l'institut Scripps)\n", "fig = plt.figure()\n", + " \n", + "# Définition des axes\n", + "ax1 = plt.subplot(223)\n", + "ax2 = plt.subplot(224)\n", + "ax3 = plt.subplot(211)\n", + "\n", + "# Titres des graphs\n", + "ax1.set_title(\"CO2 dans l'atmosphère du 01/01/1960 au 01/01/1961\")\n", + "ax2.set_title(\"CO2 dans l'atmosphère du 01/01/2015 au 01/01/2016\")\n", + "ax3.set_title(\"CO2 dans l'atmosphère - Base complète\")\n", + "\n", + "# Labels des axes\n", + "ax1.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", + "ax2.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", + "ax3.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", + "\n", + "# Graph sur la base complète\n", + "data[mask1_1y].plot(ax=ax1, figsize=(15,10))\n", + "data[mask2_1y].plot(ax=ax2, figsize=(15,10))\n", + "data.plot(ax=ax3, figsize=(15,10))\n", "\n", + "# Optimisation de l'espacement entre les graphs\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nous constatons que l'évolution continue du CO2 dans l'atmosphère ne suit pas une courbe linaire. Le tendance est plutôt quadratique. \n", + "Sur année, l'évolution est périodique est semble grossièrement coller à une sinusoïde." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### b. Caractérisation de la tendance continue" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour cela, nous allons ajuster une courbe quadratique à la base complète en utilisant la librairie *lmfit*. \n", + "Cette courbe suivra la tendance générale des données initiales en \"annulant\" les oscillations périodiques." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: lmfit in /opt/conda/lib/python3.6/site-packages (1.0.0)\n", + "Requirement already satisfied: scipy>=1.2 in /opt/conda/lib/python3.6/site-packages (from lmfit) (1.4.1)\n", + "Requirement already satisfied: asteval>=0.9.16 in /opt/conda/lib/python3.6/site-packages (from lmfit) (0.9.18)\n", + "Requirement already satisfied: numpy>=1.16 in /opt/conda/lib/python3.6/site-packages (from lmfit) (1.18.2)\n", + "Requirement already satisfied: uncertainties>=3.0.1 in /opt/conda/lib/python3.6/site-packages (from lmfit) (3.1.2)\n" + ] + } + ], + "source": [ + "# Installation de la librairie lmfit\n", + "!pip install lmfit" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# Import des librairies\n", + "from lmfit.models import QuadraticModel" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Fonction permettant de définir une échelle de temps en lieu et place de l'index temporeal de pandas\n", + "# Cela est nécessaire pour contourner un bug de la librairie lmfit\n", + "def dates_to_idx(timelist):\n", + " reference_time = pd.to_datetime('1958-03-29')\n", + " time = (timelist - reference_time) / pd.Timedelta(1, \"Y\")\n", + " return np.asarray(time)\n", + "\n", + "time = dates_to_idx(data.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Ajustement de la courbe de tendance sur toutes les données de la base\n", + "model = QuadraticModel()\n", + "params = model.guess(data['CO2'], x=time)\n", + "\n", + "result = model.fit(data['CO2'], params, x=time)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[Model]]\n", + " Model(parabolic)\n", + "[[Fit Statistics]]\n", + " # fitting method = leastsq\n", + " # function evals = 4\n", + " # data points = 3156\n", + " # variables = 3\n", + " chi-square = 15917.1995\n", + " reduced chi-square = 5.04827132\n", + " Akaike info crit = 5112.70734\n", + " Bayesian info crit = 5130.87852\n", + "[[Variables]]\n", + " a: 0.01297745 +/- 1.4176e-04 (1.09%) (init = 0.01297745)\n", + " b: 0.76778699 +/- 0.00913468 (1.19%) (init = 0.767787)\n", + " c: 314.570495 +/- 0.12419930 (0.04%) (init = 314.5705)\n", + "[[Correlations]] (unreported correlations are < 0.100)\n", + " C(a, b) = -0.969\n", + " C(b, c) = -0.873\n", + " C(a, c) = 0.756\n" + ] + } + ], + "source": [ + "print(result.fit_report())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Les coefficients calculés comportent une bonne précision." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "def fitted_curve(time):\n", + " trend_CO2 = 0.01297745*time*time + 0.76679212*time + 314.541084\n", + " return np.round(trend_CO2, 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# Ajout d'une colonne dans le dataframe data\n", + "data['trend_fit'] = pd.Series(fitted_curve(time), index=data.index)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Initialisation des graphs\n", + "# Graphs de 2 périodes différentes de 1 an\n", + "# Avec la courbe de tendance\n", + "fig = plt.figure()\n", + " \n", "# Définition des axes\n", - "ax1 = plt.subplot(221)\n", - "ax2 = plt.subplot(222)\n", - "ax3 = plt.subplot(212)\n", + "ax1 = plt.subplot(223)\n", + "ax2 = plt.subplot(224)\n", + "ax3 = plt.subplot(211)\n", "\n", "# Titres des graphs\n", - "ax1.set_title(\"CO2 dans l'atmosphère du 15/08/1960 au 15/08/1961\")\n", - "ax2.set_title(\"CO2 dans l'atmosphère du 15/08/2015 au 15/08/2016\")\n", - "ax3.set_title(\"CO2 dans l'atmosphère du 15/08/2000 au 15/08/2010\")\n", + "ax1.set_title(\"CO2 dans l'atmosphère du 01/01/1960 au 01/01/1961\")\n", + "ax2.set_title(\"CO2 dans l'atmosphère du 01/01/2015 au 01/01/2016\")\n", + "ax3.set_title(\"CO2 dans l'atmosphère - Base complète\")\n", "\n", "# Labels des axes\n", "ax1.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "ax2.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "ax3.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", "\n", - "# Graphs\n", + "# Graph sur la base complète\n", "data[mask1_1y].plot(ax=ax1, figsize=(15,10))\n", "data[mask2_1y].plot(ax=ax2, figsize=(15,10))\n", - "data[mask_10y].plot(ax=ax3, figsize=(15,10))\n", + "data.plot(ax=ax3, figsize=(15,10))\n", "\n", "# Optimisation de l'espacement entre les graphs\n", "fig.tight_layout()" @@ -509,9 +658,86 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Nous constatons que le taux de CO2 dans l'atmosphère suit une évolution quasi-sinusoidale sur une année. La contribution lente suit quand à elle une tendance qui semble quadratique (voir graphique 4.a)." + "#### c. Caractérisation de l'oscillation périodique" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour avoir un aperçu de l'osclillation périodique, commençons par retraiter les données pour soustraire l'effet de la tendance continue." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "# Calculs des données en soustrayant la tendance continue\n", + "data['untrend_data'] = data['CO2'] - data['trend_fit'] + data['CO2'][0]" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Initialisation du graph\n", + "fig = plt.figure()\n", + "\n", + "# Définition des axes\n", + "ax = plt.subplot(111)\n", + "\n", + "# Titre du graph\n", + "ax.set_title(\"CO2 dans l'atmosphère - Base complète\")\n", + "\n", + "# Label des axes\n", + "ax.set_ylabel(\"Concentration de CO2 [$ppm$]\")\n", + "\n", + "# Graph sur la base complète\n", + "data.plot(ax=ax, figsize=(15,10))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "La courbe verte représente les données de la variation de CO2 dans l'atmosphère sans l'effet de l'évolution continue que nous avons constaté au début de l'analyse. \n", + "Nous pouvons donc caractériser les oscillations périodiques. Pour cela, nous utiliserons une transformée de Fourier qui détaillera les différents paramètres de ces oscillations." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, @@ -528,7 +754,7 @@ } ], "metadata": { - "celltoolbar": "Hide code", + "celltoolbar": "Aucun(e)", "hide_code_all_hidden": true, "kernelspec": { "display_name": "Python 3", -- 2.18.1