From 95462dd324b2cf760882809ff6a7637639aff084 Mon Sep 17 00:00:00 2001 From: 0db2f0554d3b3bbdf0f34a0c1240bdef <0db2f0554d3b3bbdf0f34a0c1240bdef@app-learninglab.inria.fr> Date: Wed, 17 Jun 2020 15:27:34 +0000 Subject: [PATCH] Version finale permettant edition fichier pdf --- .../exo3/Concentration_CO2 _atmosphere.ipynb | 102 +++++++++--------- 1 file changed, 51 insertions(+), 51 deletions(-) diff --git a/module3/exo3/Concentration_CO2 _atmosphere.ipynb b/module3/exo3/Concentration_CO2 _atmosphere.ipynb index 00c7806..ccd9a48 100644 --- a/module3/exo3/Concentration_CO2 _atmosphere.ipynb +++ b/module3/exo3/Concentration_CO2 _atmosphere.ipynb @@ -557,7 +557,7 @@ "cell_type": "code", "execution_count": 4, "metadata": { - "scrolled": false + "scrolled": true }, "outputs": [ { @@ -1378,9 +1378,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -1390,7 +1390,7 @@ } ], "source": [ - "fig1 = data.plot(x='date',y='CO2_concentration',figsize=(10,8))\n", + "fig1 = data.plot(x='date',y='CO2_concentration',figsize=(10,6))\n", "data_size = len(data['date'])\n", "plt.grid()" ] @@ -1418,9 +1418,9 @@ "outputs": [ { "data": { - "image/png": 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Dm6BEjm7hClgkYqJFREREQfFOUz/2nR9w+7GpipaHHi0AuHxZFnSJKrQMmFCerYUQ0TPaAWCiRUREREHw9L4W3P/kQXx1z0m3H+81WKBWCmQmJ3i8T4JKgatX5QCIvv4sgIkWERERBZCUEo++2YSv/+k00pPVaBscg95snXdd76gZuToNFF4MH91ZlQ8g+vqzACZaREREFCAOh8Q3/nQaP/zzOdy1uRjfu2sDAEw1ss/Uozd73HE40zWrcrCpNB1XrcwJaLyhwPEORERE5Der3YEvP38Ce4524jNXVOCrN67BgNECAGjoGsUlFZmzru/Rm7E6X+fVvXUaNV54eFvAYw4FVrSIiIjIby+f6Maeo5344nUr8bVda6BQCOSmapCdkoiGLv2863tHFz5+J5Yw0SIiIiK/ne7WI0GlwMPXLJ+1M3BtYSpOz0m0DGYrTBN2jzO0YgUTLSIiIvLbuV4DKnNSoJzT3F5VmIpzfQZM2BxTr7lmaC022iEWMNEiIiIiv53rM2JFbsq819cWpMJqlzjXN90Q36t39m7l6phoEREREXk0NmFD58g4lrtJtKoKUwFgVp+Wt8NKYwETLSIiIvJLc78JUsJtRas8S4vkBOWsPq0e/eLnHMYKJlpERETkF9ey4Iq8+YmWQiGwpmB2Q3yv3oxUjQpJCcqQxRguTLSIiIjIL+d6jVApBMqy3E9urypMxeluPRwOCcC5dBgPy4YAEy0iIiLy07k+IyqytVAr3acVawtSYbTYcHF4DICzohUPM7QAJlpERETkpwt9RrfLhi5VhWkAphvie/UWJlpEREREi7HY7GgdNGF5zsKJ1oq8FKgUAqe79LA7JPqNlrhohAeYaBEREZEfWgZMcEhged7C5xZq1Eosz01BQ9coBowW2B0SeezRIiIiIvLsXK8RgPvRDjOtLUxFQ5d+eoYWK1qzCSGUQoijQoiXJv98txCiQQjhEELUzrm2Wgixf/LjJ4UQ8fE0iYiI4sy5PiMUAqjIdr/j0GVtQSr6DJapPi0mWvP9PYDGGX8+BeAOAO/OvEgIoQLwLICHpJRVALYDsPoXJhEREUWiC31GlGVpoVF7nonlaoh/+0wfACAvLTHosUUCrxItIUQxgF0AfuF6TUrZKKU86+bynQBOSCmPT143KKW0ByJYIiIiiizn+pyHSS9m7eRRPPvOD0CpEMjSxkeipfLyuh8A+DKAhTvdpq0EIIUQrwPIAfCclPK7cy8SQjwI4EEAyMvLQ11dnZehLJ3RaAzJ+9A0PvPQ4zMPPT7z0OMzDz13z9zmkLjQN4YVyRav/n1kJwkMjNuRqRF47913ghNohFk00RJC3ASgT0pZL4TY7uU9rwCwBcAYgD8LIeqllH+eeZGU8nEAjwNAbW2t3L7dm1v7p66uDqF4H5rGZx56fOahx2ceenzmoefumZ/vM8L+xjvYsWUttm8qXvQemy8exusNvSjNScP27duCFGlk8WbpcBuAW4QQrQCeA3CtEOJZD9d3AHhHSjkgpRwD8AqATX5HSkRERBHlvOuMw1xvFryAtQXOPq14aYQHvEi0pJRfkVIWSynLAdwD4G0p5Sc8fMrrAKqFEMmTjfFXAzgdkGiJiIgoYrhGO1Tmet5x6FI12acVL+ccAn7M0RJC3C6E6ABwOYCXJ3uyIKUcBvDfAA4BOAbgiJTy5UAES0RERJHjfL8RRelJSE7wruW7qsiZaBWmx0+i5W0zPABASlkHoG7yn/cA2LPAdc/COeKBiIiIYtS5Xs9nHM5VkJaEpx7Ygk2lGUGMKrJwMjwRERH5zO6QuNBvXHQi/FzXrM5FWrI6SFFFHiZaRERE5LOO4TFYbA6vG+HjFRMtIiIi8pmrEX65D0uH8YiJFhEREfnsfP9kouXj0mG8YaJFREREPjvXa0ReaiJSNfHTb7UUTLSIiIjIZ+f7DOzP8gITLSIiIvKKlBLn+wz4xXvNONtr4LKhF3yao0VERETxp6nXgF82WPC1D/eic2QcgLM36+YNhWGOLPIx0SIiIiKP/uOVRrzXacM1q7Pw8DWVuHplDoozksMdVlRgokVEREQeNQ+YsClXiZ//ZW24Q4k67NEiIiKiBU3YHLg4NIZ8LVOGpeBTIyIiogVdHB6DQ4KJ1hLxqREREdGCWvpNAID8ZBHmSKITEy0iIiJaUMuAM9HKY0VrSfjUiIiIaEHNAyZkahOgVbOitRRMtIiIiGhBLQNGVGRrwx1G1GKiRURERAtqGTAx0fIDEy0iIiJyy2SxoVdvYaLlByZaRERE5FbroLMRfhkTrSVjokVERERuuXYcljPRWjImWkREROSWa4ZWeRYTraViokVERERutQyYUJimQVKCMtyhRC0mWkRERORW84AJFTmsZvmDiRYRxR2HQ2LYNBHuMIgiHkc7+I+JFhHFlfEJOz79y0PY9p9vo99gCXc4RBFr2DSB0XErKrJTwh1KVGOiRURxY3Tcik8+cQDvNPVjbMKO1xp6wh0SUcRqntxxWJGdHOZIohsTLSKKC30GMz72s/043jGC/7l3E5bnpuDlE13hDosoYrVMJVqsaPmDiRYRxbyLQ2O4+3/3o31oDE8+sAU3ri/AjesLcKBlCH0Gc7jDI4pILQNGqBQCxRlJ4Q4lqjHRIqKYZrLYcPf/7sfImBXPfuZSXLkiBwBwU3UBpAReP8XlQyJ3WgZMKM1MhlrJVMEffHpEFNMOtAyiR2/GDz5Wg02lGVOvr8zTYXluCl460R3G6IgiV3M/dxwGAhMtIoppH5wfRIJKgcsrs+Z9bNf6Ahxs5fIh0VwOh0TrIBOtQGCiRUQxbd+FQWwuzYBGPX+y9a7J5cPXuHxINEuvwQyz1cEzDgOAiRYRxaxBowWN3XpsWz6/mgU4lw9XcPmQIlznyDhu+vF76BoZD9l7us44XMZEy29MtIgoZn3YPAQA2Lo8e8FrdlUX4FDrEPr0XD6kyLTv/ABOdepxqHUoZO85NUOLx+/4jYkWEcWsfRcGkJKoQnVR2oLX7FrvXD58lcuHFKHO9xkBAO2DYyF7z5YBE5LUSuTpNCF7z1jFRIuIYtb+C4O4tCITKg/b01fk6bAyLwUvn+TyIUWmpl4DAKBtKLSJVnm2FgqFCNl7xiomWkQUk7pGxtEyYHK723CuXesLcah1CL1cPqQIdK7XWdFqGzSF7D1bBkzszwoQJlpEFJM+uDAIANjmoT/LZVd1vnP5kFUtijBGiw2dk03wbSFaOrTaHWgfGkM5zzgMCCZaRBSTPjg/gCxtAlbl6Ra9dnmuDqvydHiFfVoUYc5NLhtWF6ehz2DB+IQ96O/ZMTwOu0PyjMMAYaJFRDFHSol9FwZwWWWW1z0m11fl4XDrEIZME0GOjsh75yYb4T+yJg8A0B6CPq2zPXoAQAUrWgHBRIuIYk7zgAm9egu2VS6+bOiysyofDgn8ubE3iJER+eZcrwGJKgWuWOH8Wm4NQZ/Wbw9dRHZKItZ52K1L3mOiRUQx54PzAwCArV40wrtUFaaiME2DN04z0aLI0dRrRGVOylRjerBHPJzvM2Lv2X588rIyJKrmn6ZAvmOiRUQx54MLgyhKT0JZlvdLH0II7KzKx3vn+kPSB0PkjXO9BqzMS0F6cgJSNSq0DQW3ovX0By1IUCpw32WlQX2feMJEi4hiisMhsb95EFsrsyCEbzOAdq7Ng9nqwLvn+oMUHZH3DGYrukbNWDG5oaM8WxvUnYcjYxP4Q30nbq0pRHZKYtDeJ94w0SKimHK6W4+RMSu2LnC+oSdbKjKRlqTGGw3ulw/HJ+xo6Br1N0Qir7gmwq/Ide7+K81MDmqi9ZuDFzFutePTV1QE7T3iERMtIoopH1xw9Wd53wjvolYqsGN1Lv58phc2u2Pexx954QRu+599GB23+h0n0WJcg0pXTla0yrKS0TkyDqubr01/We0O/Gp/K7ZWZmFNQWrA7x/PmGgRUcwwWmzYc7QLlTla5KUu7Yy2nVV5GBmz4lDr8KzXD7UO4cVjXbDaJY60Dy/w2USB0zS547Ak09lrWJaphd0h0TU5wDSQXjvVg+5RMz69jdWsQGOiRUQxwWix4YEnD6Kp14Av37B6yfe5amUOElUKvHF6enip3SHxby82ID9VA5VC4HDrUCBCJvLoXJ9zx6Fychaca3NHMJYPn3i/BeVZybh2dW7A7x3vmGgRUdQzWmy4/8mDOHpxBD/++EZcX5W/5HslJ6hw5YpsvNHQCyklAOdcodPdevx/N61BVVHavGoXUTC4dhy6lGU5RzwE+szDI+3DOHZxBJ/aVsFDpIOAiRYRRTWD2Yr7nzyI4xdH8NjHN+LG9QV+3/O6tXnoHBnH6W49Rses+N7rZ3BpRSZ2rS/AlrIMHL84AouNIyAoeObuOASAXF0iElWKgFe0nny/BTqNCndtLg7ofcmJiRYRRS2jxYYHnjrkTLLu3YiPBiDJAoAda/IgBPDm6V48+lYTRset+LebqyCEQG15Biw2B0516gPyXkTuuI7eWTkj0VIoBMqyktEWwGN4Lg6N4dVTPbhnSwm0iaqA3Zem8akSUdT6ad15HGkfxk/v24Qb1gUmyQKA7JRE1JZl4LeHLqLPYMF9l5ZhbaFzJ9bmskwAwOHWIWwuywjYexLN5DpMeubSIQCUZmoDOh3+5+81QyHAkQ5BxIoWEUUls9WO3xy8iI+syQtokuWyc20+ukfNSElU4R+vWzn1eo4uERXZWvZpUVCd6zUiUaVAccbs0w2cFS3TVP+gPwaMFvz20EXcvrEIBWlJft+P3GOiRURR6aUT3RgyTeCBreVBuf8N6/KRoFTgn29YjQxtwqyP1ZZloL5tCA6H/z/siNxp6jNiee70jkOXsqxkmK0O9Bksfr/HLz9oxYTdgQevqvT7XrQwJlpEFHWklPjlB61YkZvi08HRvijJTMaRf70O9146/8y3LeWZGB6zonnAGJT3JnLuONTNe3165+Hs5UOr3YFr/6sOj77Z5NX9jRYbfvlBK65fm4/luSmLfwItGRMtIoo6R9pHcLJzFH+5tdzn8wx9kbJAc3BtubM3i8uHFAx6sxXdo2asyJufAJVlumZpzR7xsPdMH5r7TXj83WYMGBevdv3mQDv0Zhse2s5qVrAx0SKiqPPLD1qhS1Thjo1FYXn/imwtsrQJOMTBpRQE02cczq9oFWUkQakQ8ypavz10EenJalhsdjz+brPH+1tsdvzi/WZsrcxCTUl64AInt7xOtIQQSiHEUSHES5N/vlsI0SCEcAghat1cXyqEMAoh/imQARNRfOvTm/HKyW7cVVsctu3orjEPh1nRoiBYaMch4DyPszBdM2vEQ8+oGXvP9uHeS0pxW00RfrW/1WNV68WjXejVW/BZVrNCwpeK1t8DaJzx51MA7gDw7gLXPwrg1SXGRUTk1u4D7bA5JP7y8vKwxrGlPBPtQ2Po1ZvDGgfFnqZeIzRqBUrm7Dh0Kc/Son3G0uHz9RfhkMBf1Jbgc9cux4TNgZ+9c8Ht59odEv/77gVUFabiiuW+H7xOvvMq0RJCFAPYBeAXrteklI1SyrMLXH8bgGYADYEIkogIACZsDvz6YDu2r8pBRbY2rLHUlrvmabGqRYHV1GvA8tyUBY/DKc1MRuvk0qHDIfG7wx24fFkWyrO1WJaTgts2FuGZD9vQ72Zn4usNPWjuN+Gz2yuD2t9I07ytu/8AwJcBzF8wnkMIoQXwzwCuA7DgsqEQ4kEADwJAXl4e6urqvAxl6YxGY0jeh6bxmYdeLD/z/V029Bss2JSiD/vf0eaQSFAAf9x3AreWWMMeT7yJ5a/zk+1jWJulXPDvZxuxYnTcipff3Is2vQPtQ2Z8tNg+df0lWgf2WB34l911uGd14tTnfdhlw5MNFhRoBZIHz6Kuzrsdii6x/MyDadFESwhxE4A+KWW9EGK7F/f8BoBHpZRGT9mylPJxAI8DQG1trdy+3Ztb+6eurg6heB+axmceerH8zH/4k32oyFbhc3deHRGH324+/yG6LVakpNhj9plHqlj9Ou8eHcfIa2/jus0rsX2b+2nt5uwe/PZsPUrWbMTr77UgLakfX7j7GmjUyqlrDpqO4ZWT3fjmfZchIzkB3365EU+faMUl5Zl47N6UkBxqAAAgAElEQVSNyE3V+BxbrD7zYPOmorUNwC1CiBsBaACkCiGelVJ+YoHrLwVwlxDiuwDSATiEEGYp5WOBCZmI4tHFoTEcbR/BV29cHRFJFgBsKc/AY3vPY3yN+14aIl8daRsBAGwqXfh4p/Js59fb8YsjeO1UD+69tHRWkgUAf3ftCrx4rAv/+epZtA2acLhtGJ/eVoGv3LgaaiUHDoTSoomWlPIrAL4CAJMVrX/ykGRBSnml65+FEF8HYGSSRUT+OtjiHKVw5YqcMEcyrbY8Ew4JNI84wh0KxYgj7cNIVCmwpiB1wWtKJ2dp/bTuAibsDnxsS8m8ayqytbitpgh/ONKBJLUSP/r4RtyyoTBocdPClrw3WghxO4AfA8gB8LIQ4piU8vqARUZENMPBliGkalRY5WZadrhsLE2HQgBNw/Zwh0Ixor5tGNXFaUhQLVx1Sk5QIUeXiK5RMzYUpy2YlH1x50pISPzNVZVYlR85/93EG58SLSllHYC6yX/eA2DPItd/fYlxERHNcrB1CJdUZEbMsiEA6DRqbCrNwJ/bh9E+OIbSLC4h0tKZrXY0dI3i0wv0Zs1UlpmMfoMFH9sy/4gol8L0JPz3X9QEMkRaAi7UElHE69Ob0TJgwiUVmeEOZZ7v3b0BEsBnfnUIBrM13OFQFGvoGoXVLrHRQ3+WS2VOCpLUSty8oSAEkZE/mGgRUcQ7OHnUzSUVwTlA2h8V2Vr8bY0GF/pN+MJvj8HukOEOiaLUVCN82eLH4nxx50r8/qHLodOogx0W+YmJFhFFvIMtQ0hOUKKqcOEG4XBam6XEv960Fm819uH7b7id40y0qCPtwyjJTEKubvHRC7mpGqwrSgtBVOSv8BwURkTkg4MtQ9hclhHR29L/8vIynO014Kd1F7AqT4fbwnTgNUUnKSWOtA/jsmWRV7Ul/0Tudy0iIgAjYxM402PAJeWR1581kxAC37ilCpdWZOLLfziBMz36cIdEUaRr1IxevcXj/CyKTky0iCiiHZo8S/DSKPhNX61U4Kef2IxEpQI/fvt8uMOhKHKkzfl1zkQr9jDRIqKIdrBlEAkqBaqLo6MfJVObgE9cXoZXT3ajZcAU7nAoShxpH4ZGrcDqAs67ijVMtIgooh1sGUJNSfq8I0Yi2ae2lUOlVODxd5vDHQpFiSPtI6guTo/oPkRaGv4bJaKIZbTYcKpLj0sjcH6WJ7k6De7eXIw/1HegT28OdzgU4cxWO053jXLZMEYx0SKiiHWkbRh2h4zIQaWLefCqZbA5HHhiX0u4Q6EId6rTOah0U+ni87Mo+jDRIqKIdah1CEqFiMrf9MuytLhxfQF2f9iO0XFOjKeFHWmfbIQvi76vc1ocEy0iilgHWoawrigN2sToHPn30NWVMFps2H2gLdyhUASrbxtGaWYyslMSwx0KBQETLSKKSGarHccujkRdf9ZM64rScNXKHDz5fivMVnu4w6EI5BxUOoLNrGbFLCZaRBSRTnSMYsLmiPhBpYv57NWVGDBa8Hx9R7hDoQhwcWhsVtLdMTyOfoOF/VkxLDrr8UQU8w62DEIIYEuUJ1qXLctETUk6fv5eM+67tBRCiHCHRGHyp+Nd+LvfHIVaKbCmIBUbitMh4TyEfGMU9iGSd1jRIqKIdKh1GCtzdUhLVoc7FL8IIXDHpiK0DY6ha5SjHuJV18g4vrbnJKqL0/BXVyyDNkGFF4504NkP26HTqLA6n4NKYxUrWkQUcaSUaOgaxTWrcsMdSkBUFzuXhU52jKAoPSnM0VCoORwSX/zdcdgcEj+6ZyPKs7UAALtD4nyfESqlgIqDSmMW/80SUcTpN1gwYJzA2sLUcIcSEKvzdVApBE50jIY7FAqDJ/e1YH/zIP7t5rVTSRYAKBUCq/J1qMxJCWN0FGxMtIgo4jR06QEAVYXRcb7hYjRqJVbl63Cyk4lWvGns1uO7r53FzrV5+IvaknCHQ2HARIuIIk5DlzMhWRNDB+xWF6fhRMcopJThDoVCxGy14x+eO4a0ZDW+c2c1N0LEKSZaRBRxTnfrUZaVDJ0muhvhZ6ouTsfouBXtQ2PhDoVC5L/eOIuzvQZ8965qZGoTwh0OhQkTLSKKOA1delTFSH+Wy/oi5zIo+7Tig83uwO4D7bitpjBmNnXQ0jDRIqKIYjBb0TY4hrUFsZVorczTIUGlYJ9WnGjsNmBswo5r1+SFOxQKMyZaRBRRGrsNAGKnEd4lQaXAmoJUnOgYCXcoFAKHWocAAFvKOYg03jHRIqKI4mqEj5XRDjNVF6XhVKceDgcb4mNdfdswitKTUJDGuWnxjokWEUWU0116ZKckIFeXGO5QAm59cRqMFhtaBk3hDoWCSEqJQ61DqGU1i8BEi4giTEOXHmsKUmNyK3x1sXM59CQb4mPaxaFx9BksqI3yczopMJhoEVHEmLA5cK7PEHP9WS7Lc1KgUSu48zDGsT+LZmKiRUQR41yfAVa7jMn+LABQKRWoKkzDyU42xMeyw21D0GlUWJkbOwN3aemYaBFRxJg+eic2Ey3AuXx4qlMPOxviY9ah1mHUlmVAoYi95W/yHRMtIooYp7v0SE5QojxLu/jFUaq6OA3jVjsu9BvDHQoFwZBpAuf7jOzPoilMtIgoYE51juIj//0ORsYmlvT5p7v0WJ2vgzKGKwHri9IBcEJ8rKpvGwYAbGGiRZOYaBFRwLx2qgfn+4xoHvB9fIHDIXG6Wx+zjfAuy7K10CYoObg0Rh1uHUKCUjG1w5SIiRYRBczhNuduK/241efPvTg8BqPFFrON8C4KhcC6ojRWtGLU4bZhrC9Og0atDHcoFCGYaBFRQFjtDhy76KzSjC4h0YqHRniX6uI0nO7Ww2p3hDsUCiCz1Y4THSMcVEqzMNEiooA43aWH2epMHJZS0TrdpYdSIbAyL/a3xK8vTseEzYGmXkO4Q6EAOtExCqtdYksZ+7NoGhMtIgqIw5NNwMBSK1qjkwM9Y3/JpbqIE+JjkWtQ6eYyVrRoGhMtIgqI+rYhFKUnIUmtXFKidbpbH/P9WS5lWclI1ahwpH148YspahxuHcLy3BRkaBPCHQpFECZaROQ3KSXq24ZRW56B1CQV9OM2nz5/wGhBr94SF/1ZACCEwPZVuXjjdC8mbOzTigUOh8ThtmEeu0PzMNEiIr91DI+jV29BbVkG0pLUPle0TnU6l9DipaIFALdvLMLImBXvNPWHOxQKgKY+AwxmG2rZn0VzMNEiIr+5hjRuLstcUqL15L5WpCWpUV2cHozwItIVK7KRpU3AnqMd4Q6FAuBQi+sgaSZaNBsTLSLy2+G2IegSVViVr/M50ao724d3m/rx+R0rkJKoCmKUkUWtVODmDYV4q7FvST1tFDmklPj1wYuozNGiJDMp3OFQhGGiRUR+O9w6jJrSdCgVAqk+JFo2uwPffrkR5VnJ+ORlZUGOMvLcvrEIEzYHXjvVHe5QyA9vn+lDY7ceD29fDiFi9/goWhomWkTkF73ZirO9hqnelFSNGnqzd4nWc4cu4lyfEY98dA0SVPH37ai6OA3LsrXYc7Qz3KHQEkkp8eO3z6MkMwm31BSGOxyKQPH3nY2IAupo+wikxNQ07LQkNQxmG+wO6fHzDGYrHn2zCZdUZOL6qrxQhBpxhBC4bWMRPmweQufIeLjDoSXYd34Qxy6O4LNXL4dayR+pNB+/KojIL/WtQ1AIYEOJs5E9LUkNwJlIefKTugsYNE3gX3atjevllttqigAALx5jVSsa/fjtc8hP1eDOzUXhDoUiFBMtIvLL4bZhrClInWpkdyVanvq0Lg6N4Yn3W3DHpiKsL04LSZyRqjQrGbVlGdhzpBNSeq4CUmQ52DKEAy1D+JurlyFRFfsnGtDSMNEioiWzTR4kXTvjyBFvEq3vvn4WCgF86fpVQY8xGty2sQjn+ow43a0Pdyjkg8f2nkd2SgLu2VIa7lAogjHRIqIla+w2YGzCjs0zZgelJTsTrYWmw49P2PHSiS584tIyFKRxKzwA7FpfALVS4I9sio8axy+O4N2mfnzmymVISmA1ixbGRIsoSg0YLTjRMRLWGA63OYc0zqxopWo8V7QGjBZICazM1wU/wCiRoU3A9lW5ePFY16KbCCgyPLb3PNKS1PhEHI4lId8w0SKKUj975wLu+/mBsPb1HG4bRmGaBoXp05WpxZYOB00TAIDsFB68O9MdG4vQZ7DgQPNguEOhRbQNmvDm6V58alt5XA3ZpaVhokUUpYZMVhgsNhgsvh3gHCgTNgcOtQzNWjYEvEi0jBYAQKY2MbgBRpmrVuZApRB4//xAuEOhRRyYPG7npuqCMEdC0YCJFlGUMlqciUyf3hyW9//2y6fRZ7DgtjlDGjVqBRKUCg+JlrOilaVlRWsmbaIKNSXp2HeBFa1Id7R9GKkaFZZlp4Q7FIoCTLSIopRxspLVq7eE/L3/eLQTv9zfhs9cUYEda2YPGxXCeQzPQtPhB0zOeLO4dDjP1sosnOwY8XqyPoXHkbYRbCzNgEIRv/PfyHtMtIiilNHsTLT6DKGtaDV26/HICydwSUUm/vmjq91ek5qk8ljRSk5QIjmBvS1zbV2eDYcEDjQPhTsUWoDebEVTnwGbSjMWv5gITLSIopZhiRUtKSUmbI4lvefouBWffbYeqRo1Hrt344JHjqQlqaH30KPFapZ7G0vToVErsI99WhHr+EXnkVObytLDHQpFCSZaRFHKVdHq9bFH67/fbMINP3gXVrtvyZbDIfHF3x1Hx/A4fnLfJuTqNAtem5ak9rjrMIuN8G4lqpTYUp6J/ezTilj1bcMQAqgpYaJF3vE60RJCKIUQR4UQL03++W4hRIMQwiGEqJ1x3XVCiHohxMnJ/782GIETxTtXj1afwbeK1omOUTQPmPBGQ69Pn/fL/a14q7EXX9u1BrVzdhrO5THRMk5wtIMHWyuzcbbXgH4f/71SaBxpH8HKXB10k/PiiBbjS0Xr7wE0zvjzKQB3AHh3znUDAG6WUq4HcD+AZ/yKkIjmsTskxibsAHzfddg5Mg4A+OUHrT593v8d78KG4jQ8sLV80Ws9Lh2aLKxoebC1MgsAsJ/ztCKOwyFxtH2Yy4bkE68SLSFEMYBdAH7hek1K2SilPDv3WinlUSll1+QfGwBohBD8rkoUQMYZs7N86dGSUqJzeBw6jQoHW4dwusu7s/XMVjtOdY7issosCLH4TqtUjRp6s23eMFUpJQaNE+zR8mBdURp0GhU+YJ9WxLnQb4TBbGMjPPnE24rWDwB8GYCvHbR3AjgqpWQNnCiAXImWTqNCn8Hs9XT44TErxq12fHpbBZLUSq+rWqc6R2G1S2z28gdMWpIadoeclRACzvMPbQ6JrBT+7rUQpULgsmVZ2HeBiVakOdI+DADYVMZEi7y36P5qIcRNAPqklPVCiO3e3lgIUQXgPwHsXODjDwJ4EADy8vJQV1fn7a2XzGg0huR9aBqfeXB0GJy/8+QkOtA86sArb9VBq3ZWmjw985ZR53KjY6gdl+YJvHDkIq5MHURKgucq1SstziGj5o5G1PWfWTS+7g7nsuHre99DdtL073PdRmfcfe0XUFfXtuh9okWgv85zpRVvDk3g96+8jZxk7llyJxzfW14+ZYFWDbSfOoSLXlR2Yw2/ny+NN4NstgG4RQhxIwANgFQhxLNSyk8s9AmTS417APyllPKCu2uklI8DeBwAamtr5fbt232N3Wd1dXUIxfvQND7z4KhvGwL27cfGykI0H+nAyuparMhzHtLs6ZmPn+wG9h/B9VdswS6lwA0/eA8diaV46OpKj+/36/bDKM8y4Jbrr/EqPvOpHjx5qh5rNmxGVWHa1OsHW4aA9/fjyi01uGJFtnd/2SgQ6K/zwl4Ddje+C0fOcmzfUhqw+8aScHxv+faRd3DJsiRcc80lIX3fSMHv50uz6K9KUsqvSCmLpZTlAO4B8PYiSVY6gJcBfEVKuS9gkRLRFKPFWZlalqMF4P3OQ1cjfHFGElbnp+LSikw8s78NdsfCS49SShxpH/ZpucR13qF+fPbSoeucQ/ZoebYiNwXZKYnYd54N8ZFidNyKc31G9meRz5ZckxZC3C6E6ABwOYCXhRCvT37ocwCWA/gXIcSxyf/lBiBWIprkmqFVmeM8a83bWVodw+PQJiinEqEHtpajc2QcbzUuPOqhfWgMA8YJbPYh0UpNchbL5454GDDxnENvCCGwtTILH1wY9Lr/joLr2MURAOzPIt/5lGhJKeuklDdN/vOeyUpXopQyT0p5/eTr35JSaqWUNTP+1xeM4IniletA6crJipa3Ow87hsdRlJE0tXPwurV5KEzTeGyKr29zNgD7kmhNV7RmJ1quilYGE61FbVuehQGjBef6jOEOhQAcaRuGQgAbOKiUfMQuywD4rzfO4sn3W8IdBsURw2RFKy9Ng5REldfnHXaOjKM4I3nqzyqlAvddVoYPLgyiqdfg9nPq24ahS1RhRa7O6/hcidbcitagcQLpyeoFj+6haVsrnT1sHPMQGY60D2Nlng4piTyjk3zD73Z+GjRa8NO6C3j2w9jZQUWRzzU2QZugQq4uEX1eVrQ6h8dQlJ4067WPX1KKBJViwapWfdswakrToVR4v8sqJVEFpULMT7RMFi4beqkkMxklmUnYx+N4ws7hkDh2cYTLhrQkTLT89H/Hu2BzSDQPmDA65n4SNlGgGc02aBOUUCoEclMTverR0put0JttKMqYnWhlahNwy4ZCvHCkc15iZDBbcbbX4NOyIeDsMUrVqKA3z+nRMk5whpYPLl+WhcOtQ+EOI+6d56BS8gMTLT/94UgHktRKAMDxjpEwR0PxwmixIUXjXMLIS9V4teuwc3h6x+FcD2wtx7jVjufrO2a9fuziCKT0rT/LJdXNeYeDRgvPOfRBWZYWw2NWmK32cIcS11x9iptK2Z9FvmOi5YezPQac6tTjs9srIcT0rhSiYDNYbFO9Irk6Z0Vrsd1prkRr7tIh4Dz2ZXNZBp7Z3wrHjFEP9W3DEAKoWUIDsLuDpYdMEzzn0Ac5Ouez8nZpmILjSNswMpLVqMjWhjsUikJMtPzwwpEOqBQC911aisqcFBxnokUhYjTbkKJxNpznpWpgsTnmzayayzVDa+7Socv9W8vROjiGd5r6p16rbxvGqjwddJPv5Yu5iZbN7sDwmJUztHyQ60q0vNzsQIEnpcSBliFsKs3w6pxPormYaHkgpcQzH7a57X+x2R3Yc7QT21flIislERuK0yeXWTjzhoLPaLFB56popWoALP7DuHNkHAkqBbIXqCh9dF0+cnWJeHqyKd7ukDjWPrKkZUNg/tLh0NjkDC32aHktV+f6d8uKVric6BhF+9AYrq/KD3coFKWYaHnQOTKOf/njKTz0bD2s9tnnae+7MIg+gwV3bioCANSUpmPQNIGOyeUZomAymmcvHQKLz9LqGB5DcXoSFAvsHlQrFbjv0jK809SP5n4jzvUZYLDYlpxopSWpZ1XZBo3ORCubuw69lpvqWjpkRStcXjzWhQSlAtevY6JFS8NEy4OhySnWR9tH8P03zs762B/qO5CWpMa1a5xD72uKnT0s7NOiUDBabNAmTjfDA4tPh++cHFbqyccvLYFaKfCr/W1LGlQ6U6pGDf24darK60q0WNHyXmZyAlQKwYpWmNgdEn860YVrVudMzYYj8hUTLQ+GJ8c1VBen4WfvNKPurHPAvcFsxesNPbhlQyESVc4dh6sLdEhQKdinRSFhMFuh08yuaC32w7hzZNxtI/xMuToNdq0vwPP1HXi3qR/ZKQkozUz2+DkLSUtSY8LugNnqrAYPmnjOoa8UCoHslEQmWmHyYfMg+g0W3FpTFO5QKIox0fJgZLKn5D/uWI/V+Tp88XfH0as345WT3bDYHLhj0/R/fGqlAusKU1nRoqCTUjrHO0xWtLSJKqQkqjxWtMYn7BgwTiyaaAHOpnijxYbXG3r9agCeOx1+YGrpkBUtX+SmMtEKlxePdSIlUYVrV/O4Xlo6JloeDE8uHRakJeGxezdibMKOv3/uKH5/uAPLcrTztrzXlGTgVNfovH4uokAat9rhkJiaowW4fhgvnGi5dhwWZy6eaNWUpKO6OA3A0pcNgfmJ1qDRApVCTB04Td5xTv5nj1aoWWx2vHqqBzur8qCZnJVItBRMtDwYGrNCCOcPjOW5Onzj1ip82DyEw23DuHNT8bzf9DeUpMFsdeBsj/sz44gCwTh5zuHMM9fydBqPs5amRjukL74MKITAp7dVAAAuW5a15DinDpY2uxKtCWRqE7hF3kc5Og36WdEKubqz/TCYbVw2JL8x0fJgZGwCqRr11Blvd28uxu0bi5CgUuC2jfP/49tY4vztnxPiKZgMk+cc6uZUtHo9VbSGPc/QmuvWmkK89Y9XY8MSBpW6uCpXrqOpBk0WNsIvQa4uEYOmCVbKQ+z/jnUhS5uAbZVL/2WDCIizRMvh44yr4TErMpKnd5oIIfBfd2/AO1/a7rbXpSQzCZnaBBxrZ6JFwWOyuKlopWrQq7csOMetY3gMKoVAns67REcIgeW5KX7F6a5Hi8fv+M414mHAyKpWqBjMVrzV2IubqgugUsbVj0kKgrj4CuozmLHl22/hvQ7Pk7PnGhmbQMacmT8KhUBBmvuqgBACG4rTWNGioHK3dJirS8SEh+nwnSPjyE/ThPSHxrweLZMFWZyh5bOpoaU8hidk3mjohcXmwC1cNqQAiItEK1ubCJPFhosG30rvw2MTyEj27QfDhpJ0nOszwmjxLakj8pZr6XBmM/zULK0Flg87hxcf7RBormN7ppvhJ7h0uATeju+gwHnxeBeKM5J4iDQFRFwkWgqFwKp8ne+JlsmK9GTfhtTVlKRDSuAEq1oUJK6Kli5x+mtzejr8AonWyOLDSgNNqRDQaVTQm60Yn7BjbMLOGVpLkMPzDkNqwGjBvvMDuLWmkBs3KCDiItECgDUFqegwOnw6i3BJFa3JCfHHL4769HlE3jJ6qGi5W16asDnQozejOGNpg0f9kapxnnfoGlbKGVq+y05xHcPDilYovHS8C3aH5G5DCpj4SbTydTBZgR4v59FYbM7fwDN8rGhlaBNQnpWMYxeHp14bHbfiKy+cxF/8737YuHOI/ORKtLSJ07N9XA3T7pYOe0bNkBIoDvHSIeA679A64/gdVrR8laBSIFObwKXDEJBS4rlDF7G+KA0r83ThDodiRNwkWqsLUgEAZ7q9m3E1MrklfW4zvDc2lKRPVbReO9WD6/77HfzmYDsOtg7hfL/R5/sRzWQw25CgUkwd/wQAyQkq6BJVbqseHSNjALwf7RBIaUmzK1rs0VqaXF0iZ2mFwNGLIzjTY8C9l5aGOxSKIXGTaK3Kd/520tij9+p614HSvi4dAs4+rR69Gfc/eRAPPVuP7JRE/PCeGgDACS4pkp+MFit0ifOnqy80HX5qhlaYKlqj49ap43e463BpcnSJ6GePVtD9+kA7tAlK3LyhMNyhUAyJm0QrVaNGlkZ4XdEanjzn0NdmeABTQx4/bB7EP9+wGi9+bhturi6ELlHF0Q/kN6PZBq2bRMs1S2uujuFxCAEUpGtCEd4szqVDG5cO/ZSr03DpMMhGx6146UQXbt1YNGt0CpG/4uqrqUSnwBkvK1pTS4dLqGhtLEnH/3/7elxemYWKbO3U6+uK0nCykxUt8s/MA6VnytUl4nDbMOb+/tQ5Mo5cXeKspcZQSU1SOZcOjRYkJyiRnBBX33ICJjfVuXTocEgoFNwJFwx/PNoJs9WBey/hsiEFVtxUtABnonWh3wSz1b7ota6KVuYSljqEELj30tJZSRYAVJekobFbD4tt8fcnWojBbJu149AlL9VZ9Zi7szYcM7Rc0pLUGLfa0a03L+m/JXLK1SXC5pBT35cosKSU+PWBdlQXp2FdUVq4w6EYE3eJlt0hcb5v8YZ0V0VrKUuHC9lQnA6rXXq9fEnkjtFiW6BHS4MJmwMm6+zXO0bGwjLaAZieDt/cb2IjvB+mpsNz+TAojrQP42yvgdUsCoq4S7QA4EzP4onOkGkCyQnKgC63VBc7f1PiMFPyh9HivqLlGlo6YpmuaNkdEt0j5rDsOASA1MlEq2XAiGxWtJbMNb6DiVZw/PrARaQkqtgET0ERV4lWnlYgUaXAme7F+7SWMqx0MUXpzkOnj3ewT4uWzmh236PlGlo6Ypme1dZnMMPmkGFdOgQAs9XBRng/TB3D4+UcQPLe6NhkE3xNodtNJkT+iquvKoVwHsXjTUVrZMz343cWI4RAdXEaK1rkF8MCFa281NkVraPtw/jZO80AgJLM8CwduipaAGdo+YNLh8HzwtEOWGwOzs6ioImrRAsAVufr8PaZvkWvGx6bCErzbnVxOt5t6ofJ4n6LPpEnFpsdEzaH+x6tyR/GB3vsuPWx93G8YxQpiSr89ZUVuGJ5dqhDBTBd0QI4Q8sfSQlK6BJVHFoaYFJK/OZgOzaUpKOqkE3wFBxxtXQIAKvzUzFgnFj0G9awaQLpAV46BIANxWlwSOAUxzzQEpgszh2r7pYOkxKUSE9W40S/HQaLDd+8tQoffnUHvrZrLZRhGgkwM9HKZkXLLzkLDKSlpTvZOYqmXiM+vqUk3KFQDIu7ksrqAueE+DM9euTocha8bnjM6vM5h96onjx0+kTHKC5dlhXw+1NsM5pdB0q7/9p87OObcOz4cTx8x9URMW9pVkWLPVp+ydUl8mDpAHvtVA+UCoEb1uWHOxSKYXFZ0QI8n3lod0jozdagVLRydIkoTNPgBCtatASuA6UXmlx9xYpsrMtWRkSSBQBqpQLJCc6du1laVrT8wenwgfd6Qw8uW5YZlO/1RC5xl2hlahOQl5qIRg87D0fHrZASQaloAc6qlruGeL3Ziq/tOYle7iyiBbgSLZ2bZvhIlTpZfctmRcsvuTrn0uHcgbS0NOf7DHcPykoAACAASURBVLjQb8INVaxmUXDFXaIFAGsKUtHoYeehP1PhvVFdkoa2wTGMzJny/D9vn8fuA+340/GuoLwvRT+jxTmNNJrOYnMtH2awGd4vuamJMFsdMEwm2+Sf1071AAB2MtGiIIvLRGt1firO9xlgtTvcfnzY5DpQOkiJVtF0n5ZL++AYntrXCsA5pZjIHcNUj1Z0JVrpyWqolXH57SZgpkY8sE8rIF5r6MHG0vSp+XNEwRKX3/nWFOhgtUs095vcfnx46kDp4CwdrnczIf4/XzsDpULg8mVZqG8b5vIAubVYj1YkytQmTA3cpKWbGlrKnYd+6xgew6lOPZcNKSTiMtGaaojvcd+n5Vo6DPRkeJe0JDUqsrVTE+Lr24bw8slu/M3Vy/DR9fno1VvQOTIelPem6Da16zCKEq0v37AK/3V3TbjDiHquY3g4S8t/rzf0AgCuZ6JFIRCXidayHC3USoHGBXYeunqngtlT4poQ73BIfPOlRuSlJuLBq5ZhU2kGAKC+jcuHNJ/RYoMQmNrJFw2W5aRMVXFp6XK4dBgwr5/qwep8HcqzteEOheJAXCZaaqUCy3N1HipaVqiVAtog/jCrLk5Hr96CJ95vwfGLI/innauQnKDC6nwdkhOUOMJEi9wwTJ5zKERkjG+g0EnVqJCoUnDp0E/9BgsOtQ2xmkUhE5eJFgCsydctOEvLNRU+mD/MNkz+hv+d186gqjAVd24qBgColArUlKSjng3x5IbRYnN7/A7FPiEEclMTOUvLT2+e7oWU4JBSCpm4TbRWF+jQozdP7TCcaXhsImiN8C5VhWlQCOdw1K/tWjNrwOTmsgw0dhtg4jZumsNodn+gNMWHXJ2GS4d+er2hB2VZyVidrwt3KBQn4jbRWpnn/I+sqXd+VWt4LDhT4WdKSlCitjwTu6oLsLVy9oG/m8oyYHdIHHcz1JTim9Fii6pGeAos19BSWprRcSs+uDCA66vyufxOIRO3idaqyd9mmvqM8z42MjaBzBAcyfDcX1+GH92zcd7rm0qcDfHs06K5DBbbguccUuxzJlqzK1oTNgdePtGNvWf60NxvxITN/XxAAvae6YPVLtmfRSEVt78a56dqoEtUocnNhPghkxWby4L/w2yh8+jSktVYkZvCnYc0j9FsRXF6UrjDoDDJTdXAYLbBbLVDo3Zu1vnGnxqw+0D71DVKhUBRehI+siYP/3rz2nCFGpFePtmNXF0iNpakhzsUiiNxm2gJIbAiL2Xe0qGUEiNjE2E/ZHRzWQZePdUDh0NGzAHBFH5cOoxvOa6hpXoLSrOS8Xx9B3YfaMent1VgV3U+WgbG0DZowv4Lg3hyXws+c2UFCpmYAwBOd+nxVmMv/uaqSn5PpZCK26VDwLl82NRrmDWF3WixweaQQW+GX8ymsgyMjlvRPDB/aZPiF5vh49vM6fANXaP42p6TuHxZFr5642psLsvEXZuL8cWdq/Ddu6oBTJ/nR8B3Xz8DXaIKn726MtyhUJyJ60RrRa4Ow2NWDBindx6OTB6/EwkVLYCDS2ma3SFhmrCzohXHXOcdnusz4qFn65GRnIAf37sRqjnnSC7LScHqfB1ePdUdjjAjzgcXBlB3th9/e81ypIX5l2iKP3GdaLl2Hp6bsXzoOn4nFM3wnizL1iI9Wc1Ei6aYJpzjPnSsaMUt19Lht146jZ5RM/7nvk3ITnF/juRH1xXgcNsw+vTxvUtRSonvvHoGhWka3L+1PNzhUByK80QrBcDsEQ9DJtfxO+H9rUcIgc2lGUy04lR92xDaBmcfem6KwgOlKbCytAlQKgRME3b8601rpyrf7ty4Ph9SOudGxbNXTvbgRMcovnDdyqkNBEShFNeJVo4uEenJapztne6DipSlQ8DZp3Wh3+R2qCrFts8+ewTf/NPpWa+5DpTWMtGKWwqFwPqiNNyzpQSfuKzM47Ur8nSozNHilZPxm2hZ7Q587/UzWJWnwx2Tp28QhVpcJ1pCCKzM1bldOsyIgETL9dvq0f/X3p3Hx1Xe9x7/PDPa932zJFuW5QXvWLYBG8dAEggQlgQSspI2W9s0TW4bktDe3jZp82pu0iVpQppSsvWSQEM2tgQSTAReiG1s2SBvyHiRLFn7vo2Wee4fGgkZy9Y6y5n5vv+xZnQ08/NBWF+d53d+T62uakWSvsFhmro97D/Thtf7xo0a3WNXtLR0GNF++WfX8NV3r5nWwM2bV+ez93QrrT2ROU3+0X01nGnt4wvvWIZbdxpKkER00ALGRzyM3XnY3jeEMZAaH/yGybWFabhdRsuHEaa2rR+AroFhTkz4JWDsipb2OoxsM5loftOqPLwWfnu00Y8VhaZezzDf3FHNppIMrluWE+xyJIJFfNBalpdM18Awjb79w9p7B0mNjw6J337iY9ysLEhR0IowNW194x/vP9M2/nGPrmjJDF2Rn8LCzAR+/Wrk3H3o9VqeeqWeO7+zm5aeQb74juXabkeCKuKDVlnOhXsejm4oHfxlwzFXFqdzuLbzgiUkCW+1vqCVHBfFvtMTgtaAmuFlZowx3LQqj5deb6WjL7x7PUe8licP13PjN17kz39SidfCdz94JVcWX/qGAZFAiPig9eY7Dzv6hkgLoTkry/OS6R8aoa6jP9ilSIDUtPWRGONm+7Ic9p9pG1/WHuvRSo4Nne9PCX03r8pn2Gv5XRgvH/Z4hnnnt3bx6UcqscC/v289z352Gzetyg92aSIKWplJsWQlxYTsFa3SnNEg+HqzJsRHitq2PooyEti0KJ3GLg/n2kdD9ht3HeoWdZm+NYWpLEiLD+sp8Q//4SxHz3fxtbvW8Oxnt3Hb2oKQaP8QAQUtYHT58DXfiIeOvqHQClrZY0Grd4ojJVzUtPVRnJHAxpIMgPHlwx7PEPHR7oumgItcztjy4c7qFroGhoJdzrzrHxzhoZ2nuLYsi/eUFylgSciZ9r/Yxhi3MabSGPOU7/HdxpgjxhivMab8Tcfeb4w5aYw5YYy5cb6Lnm9Lc5Oo9t152NY7GPR9DifKSIwhPSFaV7QihLV2PGgtzUkmNT56vCG+x6N9DmV2bl6dx+CIl+ePNQW7lHn36P4aWnoG+fT1ZcEuRWRSM/nV+DPAsQmPq4B3AS9OPMgYcwVwD7ASuAn4jjEmpNc6luYl0zs4wqmWXvqHRkhPDJ0rWjC6b9nrTQpakaC524Nn2EtxZgIul6F8YTr7fEGre2BYox1kVtYXpZOdHMuO4+EVtDzDI/znC6fYVJLBJt8VYJFQM62gZYwpBG4BHhp7zlp7zFp7YpLDbwcetdZ6rLWngZPApvko1l/G9jzc71uiCaVmeIDS7EQtHUaIsdEORRkJAGwsyeBUcy8tPR5d0ZJZc7kMW0oz2XOyJazuYP75gToaugb49PVLgl2KyCVN91/tbwCfB5KncewC4A8THp/zPXcBY8wngE8A5ObmUlFRMc1SZq+np2fS9+kdGv2H5/E/jG55Un+6mor+036vZ9q6B2npGeLp3/2exGhn9R9c6pzL5HbXjfbQNFRXUXHehbt9BIAfPrWTusYholxMeT51zgPPCec8c3iI1t5Bfvz07ylKdn6fX2dXD//6QhWLU10Mn6uios5Z/zY6kRO+z0PRlEHLGHMr0GStPWCM2T6N15zsu/2iX6GstQ8CDwKUl5fb7dun89JzU1FRwaXe50v7nuNsrwFG2LpxPVeXZvq9nukazmnkpydeJn/ZOsfNhLncOZeLHXruNUxVNXfe+Bbiot1cM+zlnw88S19iAe64FooyEti+vfyyr6FzHnhOOOdLO/r5XtXzeNIWsf3axcEuZ86+8uPf0dI/yFfv3sB1V+QGu5yI4ITv81A0nV9rtgC3GWPOAI8C1xtjHr7M8eeAogmPC4H6WVcYIMvykqnvHAAgPTHElg7HRjyoTyvs1bT1kZcSR1z0aFtjTJSLdUVp7D/TRveAlg5l9grS4lmcnciuky3BLmXORryWJ08NsSI/hRtWaHsdCW1TBi1r7f3W2kJr7SJGm9yft9Z+8DJf8gRwjzEm1hhTApQB++alWj8amxAPobGh9ERF6fFEu436tCLAubb+8f6sMZtKMjhS30lb76CmwsucbF2Sxd5TbQwOe4Ndypw8U9VAQ6/lz69bou11JOTNeqHeGHOnMeYccDXwtDHmWQBr7RHgp8BR4BngU9bakfko1p/GJsRD6DXDR7ldLMpM5JRGPIS9mrY+itIvDFobF2XgtdA/NKKgJXOyZUkW/UMjVNY4e//UR/bVkJswOh9MJNTNKGhZayustbf6Pv6l70pXrLU211p744TjvmKtLbXWLrPW/ma+i/aHpXmjV7QSYtzERoXeNIrS7CTN0gpzA0MjNHQNUPymK1pXLkxnbAajlg5lLq5anInLwG6HLx+ebullcapLw0nFEZx/68k8KfP1QYXasuGY0pxEzrb2MTTi7Ev+cmljW+0UZ8Zf8HxSbBQrC1IBNEdL5iQ1PprVhWnsfr012KXM2ojX0tA1QGa8fnyJM+g71Sc5LpqC1LiQa4QfU5qdxLDXjs9ZkvBT6/tv++YrWjC6fAi6oiVzt3VJJodqO+h26HY8jV0DjHgtmXG6miXOoKA1we3rF7B9aWjewTK+56HuPHS0Ew3d3PUfezjR0H3R5948rHSijYtGx3okxYbmLwLiHFuWZDHitew91RbsUmalvmP0ym9mvIKWOIOC1gRfuGk5n7txWbDLmNTi7ERAm0s7WVvvIB/77/28fLadx16uvejzNW19xEW7yE6Kvehz16/I4b4bl7FlSejMdxNnurI4nbhol2PHPNSNBy39+BJn0HeqQyTHRZObEquGeIcaHPbypw8foLHLw5KcpEn3nBvbTHqy29Vjo9x86rolJMRo6VDmJi7azcZFGY5tiB8PWlo6FIdQ0HIQ3XnoTNZa/u6JI+w93cbX3r2GD1+9kNMtvReN66j1BS0Rf9uyJIvqph4auwaCXcqM1bX3k5YQTVyUgpY4g4KWg5RmJ/F6Uw/Whs+msJHgv186yyP7avjT7aXcsX4B1y8f7QPcceyNq1rWWmrb+ibtzxKZb1uXZAGw53XnXdWq7+inIDV+6gNFQoSCloOUZifSNTBMS89gsEuRadp9soUvP3WUt67I4b63j/b/FaYnsDwvmR3HG8ePa+sdpHdwRFe0JCCuyE8hLSGaXdXOG/NQ3zHAgnQFLXEOBS0HWTx256GWDx3jbx+voiQrkW/csx7XhOGK1y/PYf+Zdjr7Rm+xr7nMaAeR+eZyGbaUZrH7ZIujrpBba6nr6GdBmoKWOIeCloOMby6toOUIbb2DnGru5a4NhRdtnXPDilxGvJYXqpsBBS0JvC1LsmjoGqCytiPYpUxb18AwPZ5hBS1xFAUtB8lPiSM+2s3rTRrx4ASHakf3k1tflHbR59YVpZGRGMOOY6PLh2PDSgvTFbQkMG5ZnU9Ociyf/9krDAyF/Ha0wGgjPECBgpY4iIKWg7hchsXZibqi5RCVNR24XYbVhakXfc7tMly3LIeKE80Mj3ipaesjOzmW+JjQ22dTwlNqQjT/fPdaTjb18NXfHA92OdMyNqxUPVriJApaDqMRD85xsKad5XnJl5x9dcOKHDr7hzhwtn18hpZIIG1bms0fbVnED/ec4YXXmoNdzpTGZmgVpMUFuRKR6VPQcpjS7CTqOvrpH3TGpf5INeK1HK7tZH3xxcuGY64tyyLabXj+eBO1bf0KWhIUX7hpOWU5Sdz32GHae0P7jub6jn5iolxkJV68e4JIqFLQcpjSnESshdMt6tMKZSebeujxDHNlcfolj0mOi2ZzSSbPHmmgvrNfM7QkKOKi3XzjnnW09w1y/y9eDem7EM919FOQGnfBHbwioU5By2FKNeLBESprfI3wlwlaMLp8eKa1D2t1x6EEz8qCVD739mU8c6SBnx04F+xyLqm+o1/9WeI4CloOU5KViDFwSptLh7TKmg7SEqJZlHn58HTD8tzxjxW0JJg+du1iNi5K52vPngjZq1p17ZoKL86joOUwcdFuFmcl8syRBoZHvMEuRy6hsrad9UVpk24QPVFxZgJlvvloCloSTG6X4T3lRTR3ezje0B3sci7iGR6hqdujK1riOApaDvS5ty/j2PkuvrfrdLBLkUl0DQxR3dQz5bLhmFvXFJCVFENOshp8JbiuLcsGYFd16O2B2NA5ugG2ZmiJ0yhoOdBNq/J42xW5/Ntzr3G2VUuIoeZwbQfWctk7Dif61HWlPP+57WrwlaDLS41jSU4SL1aH3qiHsdEOhQpa4jAKWg5kjOEfbl9FtMvFX/8ytO8SikSVNR0YA2snmQg/mSi3i5S4aD9XJTI9W5dkse90W8hNi6/v0BUtcSYFLYfKS43j8+9Yzu6Trfz8YF2wy5EJKmvaKctJUngSR7q2LAvPsJcDZ9uDXcoFxrbfydewUnEYBS0H+8CmYsoXpvOPTx+lpccT7HLCRt/gMIdnudGutZbK2g7WF02vP0sk1GxenEmUy7AzxPq06jv6yU6OJTZK21SJsyhoOZjLZfind62mzzPCl588GuxywsYj+2q58zu7aeoamPHXnmnto6NvaNr9WSKhJik2iiuL09l1MrT6tOo6+lmgZUNxIAUthyvLTebPrivlicP1HKwJrUv9TnWuvQ+vhcpZXNU6eHZ6g0pFQtnWsiyO1HfRFkJb8tQraIlDKWiFgT/eWoIx8KIDNoV1gqbu0WXYQ7MIWpW17STFRrHENxtLxIm2lmVhLew+GRrLh9ba0StamqElDqSgFQZS4qK5Ij+Ffafbgl1KWGjuGg1albO4QlhZ08HaolTcGtUgDrZmQSopcVEhM0+rtXcQz7CXglQ1wovzKGiFiU0lGRysaWdwWNPi56qxe7Q369VznYx4pz86o29wmOMN3ZfdSFrECaLcLq4pzWLXyZaQGB8zdsfhgnTtniDOo6AVJjaXZDAw5OXVus5gl+Jo1lqaujxkJcXSOzhCddP0tyIZC2ZqhJdwsLUsi7qOfk63BH8ocr1vWGmBRjuIAylohYmNizIAtHw4Rz2eYfqHRnjbFaObPVfWTL9Pa6/v3K/TaAcJA9eWZQGwKwT6tN6YCq8rWuI8ClphIjMpliU5Sew73RrsUhyt0deftakknbSEaA5NM2hZa/nFwXNsKskgIzHGnyWKBMTCzESKMuJDYp5WXUc/iTFuUuKjgl2KyIwpaIWRTSUZvHymfUZ9RXKhJl9/Vm5yHOuK0qZ95+He022cae3jno1F/ixPJKC2LsnmD6+3MjwS3N7PuvZ+CtLiMUY3mYjzKGiFkc0lGXR7hjl2vivYpThWs2+0Q07KaNB6ramb7oGhKb/uf/bXkhwXxTtW5fu7RJGAubYsi27PMIfPzW6nhPlS36nRDuJcClphRH1ac9fomwafkxLLuqI0rB1tcr+czr4hfv3qee5Yt4D4GG0PIuHjmtJMXAYee/lcwN7TM3zxZtZjV7REnEhBK4wUpMVTlBGvoDUHTV0e4qJdJMdGsa5o9O7BqSbEP364Ds+wl/dq2VDCTFpCDB/dWsKj+2t5puq839/vUG0HG/7hOe79/j7OtfcBo2NT2vuGNBVeHEtBK8xsXJTBvjNtITH7xomauj3kpsRhjCEtIYbFWYmX7dOy1vLIvlpWFqSwakFqACsVCYz7blzO2sJUPv+zV6ht6/Pb+5xt7eWjP9xPUmwU+8+08fZ/e5Hv7zrNubEZWgpa4lAKWmFmc0kGbb2DvN7cE+xSHKmxa4Cc5Njxx+uK0qis6bhkcK2q6+LY+S41wUvYioly8a33XYm18BePVjLkh8b4tt5BPvKD/Xit5Scf38zv/vItbC7J4MtPHeXD39sHoB4tcSwFrTCzqSQTeGOmk8xMc7eHnOQ3hiKuK06jpcczPsfnzf7n5Rpio1zctm5BoEoUCbjizAS++u41VNZ08M+/PTGvrz0wNMLHfrSfuo5+Hrq3nMXZSSxIi+f7H9nIN+9Zx9CIF2OgSFPhxaEUtMLMoswEspNj1ac1S03dHnJS3riitd43fHSy5cP+wREer6znltX5pMZHB6xGkWC4ZU0+799czH++cIqKE03z8pojXstnHz1EZW0H33zvOjYszBj/nDGG29ct4Lm/fAuPffJq8rTPoTiUglaYMcawqSSDvafUpzVTvZ5hejzDF1zRWp6fTGyUa9IJ8b9+9TzdnmE1wUvE+D+3XsHyvGT+6qeHOVI/9+2+vrmjmmeONPC/b7mCd6yefDRKemIM5YsyJv2ciBMoaIWhzSUZNHQNjDeRyvQ0jc3QmtCjFe12sWpB6qRXtP5nfy0lWYlsKtEPAYkMcdFuHvjAlUS7XbzrO3v4+YG5jX14/FAd25Zm89GtJfNUoUjoUdAKQ2M/+NWnNTNNvhlauSkXLlGsL0qjqq6TweHRJuChES//8tsT7DvTxns3FmlatUSU0uwknvqLrawvTuOvHjvM3/6qavz/jZlo6fFwtrWPLaWZfqhSJHQoaIWhpTnJpMZHa9/DGWocnwofe8Hz64rT8Ax7Od7QxZmWXu767kt86/mTvKe8kI9csygIlYoEV1ZSLA9/dDOf3LaY//eHs7z3wZdo6ByY0WscPNsOwIaF2oRdwpt26AxDLpdh46IMXdGaobErWhOXDoHxwaXffK6aP5xqxe0yPPD+K7lljbbbkcgV5XZx/80rWFuUxn2PHeaeB1/iN5/ZNu3dEQ7UtBPtNpo/J2FPV7TC1FuWZnG2tY8TDd3BLsUxmrs9xES5LrqDcEFaPNnJsew43sTqwlSe+ew2hSwRn5tX5/Nf95ZzprWPb+x4bdpfd/BsO6sWpBIXrW2rJLwpaIWpd6zOx2XgycP1wS7FMcaGlb6558oYw1/fvJwv3baSH3/sKu25JvIm15Rm8d7yIh7aeZqquqnvRhwc9nL4XCcbirVsKOFPQStMZSXFsmVJFk++Uq8xD9PU1O25aNlwzJ3rC7n3mkW4XWp8F5nMX9+8gvSEGL74i1cYnmJ6/JH60ZtL1J8lkUBBK4zduiafs619VNV1BbsURxjb51BEZi41IZov3baSqroufrD7zGWPPeBrhL9SQUsigIJWGLtxZR7RbsOTr2j5cDrevM+hiMzMzavzeOuKXP7ldyeoab30BtQHa9opTI/XLzYSERS0wlhaQgzbyrJ56nA9Xq+WDy9nYGiE7oFhcvQPv8isGWP4hztWEuVy8Te/enXStgVrLQfOtmvZUCKGglaYu3VtPvWdA1TWtge7lJDW1HXxVHgRmbn81Hi+cNMydla38MQkN+PUdfTT2OVR0JKIoaAV5t66IpfYKBdPHj4f7FJCWlO3b4aWrmiJzNkHNi9kRX4K33yumpE3XU0f78/SHYcSIRS0wlxyXDTXL8/h6VfPX/QPnryhUVe0ROaNy2X49PVLONXSy69fvfCXvINn20mIcbM8LzlI1YkEloJWBLh1TQHN3R72akueSxq/oqWgJTIvblqZx5KcJL79/MkLekQP1LSzriiNKLd+/Ehk0Hd6BLh+eQ4JMW4tH15GU7eHaLchPSEm2KWIhAWXy/Cp60o50djNc8caAej1DHPsfLf6sySiKGhFgPgYN2+7IpffVJ1naIpBgpGqsWuA7KRYXBpIKjJv3rmmgOKMBL79+5NYazl8roMRr9X8LIkoCloR4tY1BXT0DbH7ZEuwSwlJzd0estUILzKvotwu/mx7Ka+c6+TF6hYOjjXCFyloSeSYdtAyxriNMZXGmKd8jzOMMb8zxlT7/kz3PR9tjPmRMeZVY8wxY8z9/ipepm/b0iySY6P47dHGYJcSkpq6POSqP0tk3r3rykLyU+P41o5qXj7bztLcJFIToqf+QpEwMZMrWp8Bjk14/EVgh7W2DNjhewxwNxBrrV0NbAA+aYxZNPdSZS5io9ysKUrl1XNTb/gaiRq7B8hJUdASmW8xUS4+uW0xL59tZ1d1i/qzJOJMK2gZYwqBW4CHJjx9O/Aj38c/Au7wfWyBRGNMFBAPDALabC8ErCpI5URDt/q03sQzPEJH3xA5yVo6FPGHezYVk5UUw7DXan6WRJyoaR73DeDzwMTBJ7nW2vMA1trzxpgc3/M/YzSEnQcSgP9lrW178wsaYz4BfAIgNzeXioqKWf0FZqKnpycg7xOqTOcwgyNeHnn69xSnuAPynk445y39o8Gz/fwZKirqglvMPHDCOQ83OudTu2EB/PQE2KZqKipen/Pr6ZwHns757EwZtIwxtwJN1toDxpjt03jNTcAIUACkAzuNMc9Za09NPMha+yDwIEB5ebndvn06Lz03FRUVBOJ9QlVxcw/fPfwCcQVL2V5eFJD3dMI5P3C2HV7Yw7bytWxfnjP1F4Q4J5zzcKNzPrVt2yyfbO1lcXbSvLyeznng6ZzPznSWDrcAtxljzgCPAtcbYx4GGo0x+QC+P5t8x78feMZaO2StbQJ2A+XzXrnM2KLMRBJj3BypU5/WRM2+YaXZaoYX8RuXy8xbyBJxkimDlrX2fmttobV2EXAP8Ly19oPAE8C9vsPuBR73fVzDaBgzxphE4Crg+LxXLjPmchlWFqRSVa+WuYmauke338nVeAcREZlnc5mj9VXgbcaYauBtvscADwBJQBWwH/iBtfaVOVUp82blghSO1ndp38MJGrsGcLsMmYmaCi8iIvNrus3wAFhrK4AK38etwA2THNPD6IgHCUGrClLpHzrD6ZYeluRoU1cYnaGVlRSjqfAiIjLvNBk+wqxakApAVZ2WD8c0dXu0bCgiIn6hoBVhSrMTiY1yUaWG+HGNXQPkqBFeRET8QEErwkS5XazIT6GqXkFrTHO3h2wNKxURET9Q0IpAqxakcKSuC68a4hka8dLaO0iutt8RERE/UNCKQKsKUun2DFPb3hfsUoKuoXN0hlaeerRERMQPFLQikBri33CyuQdAgxRFRMQvFLQiUFluEtFuxFiZGgAADjhJREFUoz4t4PWm0aBVlqOgJSIi809BKwLFRrlZmpusOw+B6sYespJiSNewUhER8QMFrQi1qiCVI/VdWBvZDfHVTd0s0dUsERHxEwWtCLVyQQptvYOc9zWDRyJrLdVNPZRpQr6IiPiJglaEWlkw1hAfucuHTd0eugeGdUVLRET8RkErQq3IT8ZloKo+cu88PKlGeBER8TMFrQiVEBNFaXYSRyL4ilZ1YzcAS3IVtERExD8UtCLYqgWjDfGRqrqph9T4aLKTNBVeRET8Q0Ergq0sSKGha4CmrshsiB9thE/CGBPsUkREJEwpaEWwqxZnAnDnd/bw5OH6iBv1cLKpR43wIiLiVwpaEWzVglQe+fhVpMRH8+lHKrnruy9xuLYj2GUFRGuPh7beQQUtERHxKwWtCHd1aSZPfXor//fdqznb2sftD+zm7x6vCvurW+N3HOZqhpaIiPiPgpbgdhneu7GYivu288GrivnRS2f5ZWVdsMvyq2qNdhARkQBQ0JJxSbFRfOm2VZQvTOfvnzhCYxg3yZ9s6iExxk1+alywSxERkTCmoCUXcLsMX797LYMjXu7/xathu4Q41givOw5FRMSfFLTkIiVZidx343KeP97Ezw+G5xLi6GbS6s8SERH/UtCSSf3RNYvYuCidLz15hIYw23i6s3+Ixi4PZZoILyIifqagJZNyuQxfv2stQyNe7v/FK2G1hKg9DkVEJFAUtOSSFmUl8oWblvP7E8386lD4LCGebPLtcaigJSIifqagJZd179WLWJKTxCP7aoNdyrw52dRDbJSLwvSEYJciIiJhTkFLLsvlMty8Op+Xz7TR0uMJdjnzorqph9LsJNwu3XEoIiL+paAlU7ppZR5eC88dbQx2KfOiurFHjfAiIhIQCloypRX5yRRlxPPMkYZglzJnvZ5h6jr61QgvIiIBoaAlUzLGcNPKPPacbKVrYCjY5czJ682jdxyqEV5ERAJBQUum5aZVeQyOePn98aZglzInY6MdNKxUREQCQUFLpmV9UTrZybE86/Dlw+qmHqLdhoWZuuNQRET8T0FLpsXlMrz9ilwqTjQzMDQS7HJm7URDNyVZiUS79a0vIiL+p582Mm03rcqjb3CEndUtwS5lVpq6B9hZ3cw1pVnBLkVERCKEgpZM21WLM0mJi+KZKmcuHz780lmGvZZ7r1kU7FJERCRCKGjJtEW7Xbx1RS47jjcyNOINdjkzMjA0wsN7a7hheQ4lWYnBLkdERCKEgpbMyI2r8ujoG2Lf6bZglzIjTxyqp613kD/eWhLsUkREJIIoaMmMbCvLJj7a7ajlQ2st3999muV5yVy9ODPY5YiISARR0JIZiY9xs31ZNr892oDXa4NdzrTseb2V4w3d/PHWEozR/oYiIhI4CloyYzeuzKOxy0NVfWewS5mW7+06TVZSDLetLQh2KSIiEmEUtGTGNi/OAODg2fYgVzK1U809PH+8iQ9sXkhctDvY5YiISIRR0JIZy0+NJzcllkO1HcEuZUo/3HOGGLeLD161MNiliIhIBFLQkllZV5QW8kGrs2+Ix14+x23rCshOjg12OSIiEoEUtGRW1hWlc6a1j7bewWCXMqmj9V186Pt76R8a4Y+2LAp2OSIiEqEUtGRW1henAXA4xK5qDQyN8PVnj3Pbt3dR39HPA++/kpUFqcEuS0REIlRUsAsQZ1q9IBWXgcraDq5bnhPscgDYd7qNL/78FU619HL3hkL+5pYVpCXEBLssERGJYApaMiuJsVEszU2msiY07jxs6fHwwYf2kpcax8Mf3czWMm0cLSIiwaelQ5m19cXpHK7tCInBpTurmxkc8fLt969XyBIRkZChoCWztr4oja6BYU639ga7FHa+1kJGYgyr1I8lIiIhREFLZm2dryH+UE1wG+K9XsuL1S1sXZKFy6UtdkREJHQoaMmslWYnkRQbRWVtcPu0jjd009Lj4VotGYqISIhR0JJZc7sMa4tSgz649MXqZgC2Lc0Oah0iIiJvpqAlc7KuKI3j57vpHxwJWg07q5tZlptMbkpc0GoQERGZjIKWzMm6onSGvZaq+s6gvH/f4DD7T7ezbamWDUVEJPQoaMmcrCsKbkP83tNtDI54ubZMy4YiIhJ6FLRkTrKTYylMjw9an9bO11qIjXKxqSQjKO8vIiJyOQpaMmfritKCFrRerG5mU0kGcdHuoLy/iIjI5Uw7aBlj3MaYSmPMU77HGcaY3xljqn1/pk84do0x5iVjzBFjzKvGGHUph7H1xenUdfTT1DUQ0Pet7+jnZFMPb9HdhiIiEqJmckXrM8CxCY+/COyw1pYBO3yPMcZEAQ8Df2KtXQlsB4bmpVoJSWN9WpUBvqq10zfWQf1ZIiISqqYVtIwxhcAtwEMTnr4d+JHv4x8Bd/g+fjvwirX2MIC1ttVaG7x7/8XvVhakEO02AV8+fLG6hdyUWJbmJgX0fUVERKbLWDv1hsDGmJ8B/wQkA5+z1t5qjOmw1qZNOKbdWptujPkssAHIAbKBR621X5vkNT8BfAIgNzd3w6OPPjovf6HL6enpISlJP5T94Ut7+omNgi9uir/geX+dc6+1fPr5PtbnRPGx1bHz/vpOpu/zwNM5Dzyd88DTOX/Dddddd8BaWz6dY6OmOsAYcyvQZK09YIzZPs3X3ApsBPqAHcaYA9baHRMPstY+CDwIUF5ebrdvn85Lz01FRQWBeJ9I9FLfMb636zSry68mM+mN4OOvc36otoPeZ3fznm2r2b62YN5f38n0fR54OueBp3MeeDrnszOdpcMtwG3GmDPAo8D1xpiHgUZjTD6A788m3/HngBestS3W2j7g18CV8165hJR3byhk2Gv51aH6gLzfi681YwxsXaJBpSIiErqmDFrW2vuttYXW2kXAPcDz1toPAk8A9/oOuxd43Pfxs8AaY0yCrzH+LcDRea9cQsrS3GTWFqby2Mu1TGc5eq6ePdLAmgWpZCTG+P29REREZmsuc7S+CrzNGFMNvM33GGttO/CvwH7gEHDQWvv0XAuV0Hd3eRHHG7qpquvy6/u8cq6DI/Vd3LWh0K/vIyIiMlczClrW2gpr7a2+j1uttTdYa8t8f7ZNOO5ha+1Ka+0qa+3n57toCU3vXFtAbJSLxw7U+vV9frK3hvhoN7evX+DX9xEREZkrTYaXeZMaH82NK/N4/FA9A0P+mejRPTDEE4freefafFLiov3yHiIiIvNFQUvm1d3lhXT2D/HcsUa/vP7jh+rpGxzh/ZsX+uX1RURE5pOClsyra0qzKEiN47GXz837a1tr+cneGq7IT2FtYeq8v76IiMh8U9CSeeV2Ge7aUMiL1c2c7+yf1tdM9y7Fw+c6OXq+i/dtLsYYM5cyRUREAkJBS+bdXRuKsBZ+cbDusscdO9/FHQ/s5uZ/30VD59QbUj+yt4aEGDd3rNOAUhERcQYFLZl3xZkJbC7JuORMrYGhEb7+7HHe+a1dnGvvo7atj3f/xx5Ot/Re8jW7fE3wt60tIFlN8CIi4hAKWuIXd5cXcaa1j9+eHWbPyRaO1ndR39HPnpMt3PzNnTzw+9e5Y/0CnvvLt/DIx6+if2iEu7+7h6q6zklf7/HKOvqHRnjfpuIA/01ERERmb8q9DkVm4+bVeXzl6aM8cnyQR47vveBzRRnxPPzRzWwtG90+Jy0hhsf+5Go+9NBe3vfgH3jo3nI2L84cP95ay4/31rCyIIU1aoIXEREHUdASv0iIiaLivut44rmdLLliLR19g3T0D2Et3LG+gISYC7/1SrOT+NmfXsOHvreXD39/H5tKMsYb3oeGvRxv6OYrd65SE7yIiDiKgpb4TWp8NEXJLq4uzZz6YKAgLZ6ffvJq/vbxKuo7LmyOv25ZNrev0yR4ERFxFgUtCSmZSbF85wMbgl2GiIjIvFAzvIiIiIifKGiJiIiI+ImCloiIiIifKGiJiIiI+ImCloiIiIifKGiJiIiI+ImCloiIiIifKGiJiIiI+ImCloiIiIifKGiJiIiI+ImCloiIiIifKGiJiIiI+ImCloiIiIifKGiJiIiI+ImCloiIiIifKGiJiIiI+ImCloiIiIifKGiJiIiI+Imx1ga7BowxzcDZALxVFtASgPeRN+icB57OeeDpnAeeznng6Zy/YaG1Nns6B4ZE0AoUY8zL1tryYNcRSXTOA0/nPPB0zgNP5zzwdM5nR0uHIiIiIn6ioCUiIiLiJ5EWtB4MdgERSOc88HTOA0/nPPB0zgNP53wWIqpHS0RERCSQIu2KloiIiEjAKGiJiIiI+ImCloiIiIifKGiJiIiI+ImCloiIiIifKGiJiIiI+ImClog4njHm740xn7vM5+8wxlwRyJpEREBBS0Qiwx2AgpaIBJwGloqIIxlj/gb4MFALNAMHgE7gE0AMcBL4ELAOeMr3uU7g3b6XeADIBvqAj1trjweyfhGJDApaIuI4xpgNwA+BzUAUcBD4LvADa22r75h/BBqttd8yxvwQeMpa+zPf53YAf2KtrTbGbAb+yVp7feD/JiIS7qKCXYCIyCxcC/zSWtsHYIx5wvf8Kl/ASgOSgGff/IXGmCTgGuAxY8zY07F+r1hEIpKClog41WSX438I3GGtPWyM+QiwfZJjXECHtXad/0oTERmlZngRcaIXgTuNMfHGmGTgnb7nk4Hzxpho4AMTju/2fQ5rbRdw2hhzN4AZtTZwpYtIJFGPlog40oRm+LPAOeAo0At83vfcq0CytfYjxpgtwH8BHuAuwAv8B5APRAOPWmu/HPC/hIiEPQUtERERET/R0qGIiIiInyhoiYiIiPiJgpaIiIiInyhoiYiIiPiJgpaIiIiInyhoiYiIiPiJgpaIiIiIn/x/IE5VPcSrNl4AAAAASUVORK5CYII=\n", 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -1430,7 +1430,7 @@ } ], "source": [ - "fig2 = data[-110:].plot(x='date',y='CO2_concentration', figsize=(10,8))\n", + "fig2 = data[-110:].plot(x='date',y='CO2_concentration', figsize=(10,6))\n", "plt.grid()" ] }, @@ -2035,9 +2035,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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" + "
" ] }, "metadata": { @@ -2047,7 +2047,7 @@ } ], "source": [ - "fig3 = Monthly_data.plot(x = 'date',y = 'CO2_concentration_moyenne_mensuelle',figsize=(20,10))\n", + "fig3 = Monthly_data.plot(x = 'date',y = 'CO2_concentration_moyenne_mensuelle',figsize=(10,6))\n", "plt.grid()\n", "# Les dates ne veulent pas s'afficher en abscisse ? À résoudre ultérieurement..." ] @@ -2061,14 +2061,14 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
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" ] }, "metadata": { @@ -2078,7 +2078,9 @@ } ], "source": [ - "fig4 = Monthly_data[(Monthly_data.year == 2018) | (Monthly_data.year == 2019)].plot(x = 'date',y = 'CO2_concentration_moyenne_mensuelle',figsize=(10,8))\n", + "fig4 = Monthly_data[(Monthly_data.year == 2018) | \n", + " (Monthly_data.year == 2019)].plot(x = 'date',y = 'CO2_concentration_moyenne_mensuelle',\n", + " figsize=(8,6))\n", "plt.grid()\n", "\n", "# Les dates ne veulent pas s'afficher en abscisse ? À résoudre ultérieurement..." @@ -2132,7 +2134,8 @@ "j = 0\n", "for i in annees:\n", " min_annees.append(Monthly_data['CO2_concentration_moyenne_mensuelle'][(Monthly_data.year == i)].min())\n", - " date_min_annees.append(Monthly_data['date'][(Monthly_data.year == i) & (Monthly_data['CO2_concentration_moyenne_mensuelle'] == min_annees[j])])\n", + " date_min_annees.append(Monthly_data['date'][(Monthly_data.year == i) & \n", + " (Monthly_data['CO2_concentration_moyenne_mensuelle'] == min_annees[j])])\n", " print('min de l\\'année',i,':', min_annees[j],'à la date:',date_min_annees[j])\n", " j = j+1" ] @@ -2204,7 +2207,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -2238,7 +2241,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -2255,7 +2258,8 @@ } ], "source": [ - "fig6 = plt.plot(freq[int(len(freq_pos)/2):len(freq_pos)-1],mod_fft_data_plot[int(len(freq_pos)/2):len(freq_pos)-1])\n", + "fig6 = plt.plot(freq[int(len(freq_pos)/2):len(freq_pos)-1],\n", + " mod_fft_data_plot[int(len(freq_pos)/2):len(freq_pos)-1])\n", "axes = plt.gca()\n", "#axes.set_xlim(0, 0.1)\n", "axes.set_ylim(0, 4000)\n", @@ -2279,7 +2283,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -2319,7 +2323,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 18, "metadata": { "scrolled": true }, @@ -2355,7 +2359,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 19, "metadata": { "scrolled": true }, @@ -2395,7 +2399,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -2987,7 +2991,7 @@ "[742 rows x 5 columns]" ] }, - "execution_count": 23, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -3000,14 +3004,14 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 21, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+7zFxcdAhcwERm3+FsDAobaGtfn0LbZ4KlTNmQLly0Lz5Ab/f6dkXFxwM3bqd6RMUbQpxIiIiIiJFyMaNFrxKl4YFCyyQebMyxuUH+lM5aQF06nT8fL16dly3zo5JSdCsGQQHu36/t0YNO951V3bTcPlrFOJERERERIqQ2Fg73nAD7N9vM27ebJ6dTC22kPHPF+Hjj4+fr1/fjp4Ql5xsE3W5ueUWePFFePPNM7h5ARTiRERERESKlPh4O952mx19LakMnj/Hjtf1g5Ilj5+vW9eO69dDRoYdGzbM/XsrV4Z//OOES8lfpBAnIiIiIlKExMdDxYpw4YVQqZJVljzZsWNQNXEOh0PLQ8uWJ/yuZElrGbBunS3NTE/PW4iT/KMQJyIiIiJShMTH2x42x4HOnb3MxB06xPrrH2XAsS85GNEVgk6NDPXrW4hLzmohl5fllJJ/FOJERERERAo517X9bXnhCXFgIW7VKti3L+uX6enQowdhP49iRomrqDTG+wa2xo1tb93atfZZM3Fnl0KciIiIiEgh95//WPVHT7ERX/buha1bs0Ncly4WABcuzBrwySewaBF3FfucqXd8Q0irZl6v06MHbN4Mv/1mE3WefXJydijEiYiIiIgUYrt3w/PPW3Pu//7X/9jly+3YqpUdO3aE9iwi/o8tNh33/POkRnblk2M3+23IfdlldvzxR5uVCw098+eQvFOIExEREREpxMaOtRm29u3hf/+DI0d8j/XMuHXsaMfyR7Yxn84M/3cDuOgi2L6d+TeMAhxat/Z9nbAwW0KZng4jRuTXk0heKcSJiIiIiBRicXFWvv/JJ21WLiHB99joaAtfVWOjrNP3tGmEkEF09Wusa/ejjzIztSOOc0pRylPceSf07QtDh+br40gehOR1oOM4wcAiYJPrun0cx6kEfAM0AFKAQa7r7skaOwK4A8gAHnJdd0o+37eIiIiIiACJidCkSXaFyJQUiIjwPnbhQrijwXS4JGs9ZIUK7A+txCO1vmHB2nQoVoyYgdCoEZQu7f97n3463x5BTtPpzMT9DcjZz/0pYLrruuHA9KzPOI7TAhgMtASuBN7PCoAiIiIiIpLPPCGuQQP77KkYebJNm2DdOpc7k0dYJZIBA2DvXhJq92TjlmAoXhwch5gY/C6llHMvTyHOcZw6wNXARzlOXwt8lvXzZ0C/HOe/dl33qOu6a4HVQKf8uV0REREREfE4eNDCWZMmtqSyTBmbifPmuefg1qCx1NwQDS+8AO+9B02bktTxJrZutf1taWmwZg00b35WH0NOU16XU44CngTK5jhX3XXdLQCu625xHKda1vnaQM6WgRuzzp3AcZy7gbsBqlevTlRU1Ond+Vlw8ODBgLwv0bsJZHo3gUnvJXDp3QQuvZvAVFTeyzvvNCY1NZi//93PBjcgKakM0IG0tFj+/HMHVat2YNGiI0RFrTxh3JaETDp+Mp4hoV+xr1kLltavb5vpPviA6Im1yMyEH36Yy7FjwWRkXEBGRjxRUVtP656LyrsJBLmGOMdx+gDbXddd7DhOjzxc0/Fyzj3lhOuOBkYDdOjQwe3RIy+XPruioqIIxPsSvZtApncTmPReApfeTeDSuwlMReW93HorbN8OEyfWpFgx3+O2bbPjdde1pHVrK0ayYUOZU/5ntOSVp4jkQ1I79qTMx+/So1l2/7f9+2HUKKhfvyu7d9u5q69uxkUXee8R50tReTeBIC/LKS8E+jqOkwJ8DVzqOM44YJvjODUBso7bs8ZvBHK2+6sDbM63OxYREREROY/t22dNu1NTYfFi/2Pj4sBxrBAJ2L64lBTgwIHsQcnJtJo+igmlhlBi9rTsTt9Zametmdu82ZZSgvV+k8CVa4hzXXeE67p1XNdtgBUsmeG67hDgJ2BY1rBhwMSsn38CBjuOU9xxnIZAOLAQERERERHJ1cocKyFnzvQ/dsUKCA+HUqXsc8OGcNW+L3ErVoSvv4aMDNxhwzjiFieq1ys4XtbMeULcpk2werVdq0aN/HkWKRhn0ifuX0Avx3GSgF5Zn3FdNxYYD6wCJgP3u66bcaY3KiIiIiJSFMTE2LFyZfjzT/9jly+Hdq3TYdUqSEujXXo0r/A0TkaGrcns3h1n9mzud9+l5ZV1vV6jalUrTJmcbDNxjRrhNexJ4MhznzgA13WjgKisn3cBPX2MGwmMPMN7ExEREREpclasgHLloE8fmOKn2/L+/Ra8xtR/GVq+AJUqcUnWprZ5D3xBl43fwsSJLL/ldcaNvYVHfNSLDw62lgLLlsGWLaestpQAdCYzcSIiIiIiks+WLYM2bSxYbd0Ku3Z5HxcTA8U5wgVL3reeAN26cfSjsVzETKZVuwl++AH27+f7ho8RFOS/bUC7drBokS2nbNq0YJ5L8o9CnIiIiIhIgDh4EKKjoVs3qzQJEBt76rj9u9P5/M2d3MhXFN+3A/7zH5g4keJ3DCGlzkUkJWUNLFOGlSutUEnJkr6/t107m9lLS4PevfP9sSSfndZyShERERERKThz5ljT7UsuyZ45i42Fiy/OMWjLFva068fr21ZxqFxN3HqtcC699Pivw8PJDnFYoZRWrfx/b7t2dqxSBbp2zZ9nkYKjmTgRERERkQARFQWhoXDhhVCnju2NO2EmznXhlluosj2W0OBMauxPwnnooRMqkeQMcamptkQytxDXpg2EhNg+vBBN8wQ8vSIRERERkQDguvDzz9CpE5QubedatoQyf06Cd9fCAw/AuHEwfTpP8B4D+gfRM/49uPnmE64THm776PbssZ5xmZm5h7hSpWDy5OwlnBLYFOJERERERArY/v1Qtqz/0v2//GKzbp99ln2uS71NPDt+MDx4EA4dgueeY2ujrny45h4efDEYmg8/5Trh4XZMSMiekcstxAH09Fp3XgKRllOKiIiIiBSgn3+G8uXhww/9j3vjDWvWfeON2OBXXuHO2IcJdtNxy5eHp56CNm14ufMkKlcN9tkKoEULO65aZfvhihWzwiZy/tBMnIiIiIhIAdm/H264wX4eNw6GnzpxBsDhwzB3Ljz2GISGuPDii7B5M82BpxnJPSPCqL9uJrz2GosvK03Llr5n9cLCrHn3qlUQF2d930JDC+Tx5BzRTJyIiIiISAFJSrLiImFh1octNdX7uOhoSEtzufBCbPps82aoUIHU8Da8zuMsajwY3n8ft1Rp4uL893wLDrbgFhubt8qUUvgoxImIiIiIFJDkZDsOHw5Hj8KsWd7HzZ6Zye9czuXvXgM//WQnly0jfe5C0ijG6tV2autW2LfPf4gDK1Ayfz6sX68Qdz5SiBMRERERKSCeEDdsmJXu//NP7+OcCd/Ri2kUm/ILPPusbWyrX5+yVYpTvTrHQ1xcnB09+958adEC9u61n1Vx8vyjPXEiIiIiIgUkORmqVoVq1Wz2bPnyU8e4O3cxNOZxNlZsTZ2PX4DFi+Haa4//vnHjU0NcbjNxnTrZsUsX6NUrHx5EAopCnIiIiIhIAUlOtv1wAG3bwowZJw2YM4dj9z9K1cxt/HzXBK7v3xH69z9hSOPGMG2a/Rwba5Uua9b0/729etl+vEaN/Lc1kMJJyylFRERERApIzhAXEQGbNsHOnVm//PFH6NEDNyWFoXxOnf4dvV6jcWP7u8OHYcUKaNMmb8GscWMFuPOVQpyIiIiISAFIT4d1606ciQNY+81CuO46m3GLjOTN4Ul8F3QDbdp4v46nx9vq1dkhToo2hTgRERERkdOQlmYtAXKTmAgZGRAebp8jIqAGW2j38MUQFQXPPw8zZjB/VTmaNoVSpbxfxxPipk2DAwfsOlK0KcSJiIiIiJyGDz6wwiFTp/of52kncOGFdqxSBZ4o9T5B6cdg4UL45z+hdGmWLIHISN/X8YS4CRPsqBAnCnEiIiIiIqfh22/t+Pe/Q2am73F//gn1axyl0d8HwCefwMGD3H7sv8yudO3xZLZjh+13a9fO93UqVLAAOHcuBAWp75soxImIiIiI5NnWrTB7tvVhW7oUFi3yPs51LcTd3nwezvffwx13wMUXUyF9F69kPnV83NKldvQX4gBCQ+148cW+l11K0aEQJyIiIiJF2u7dsG1b3sZOnGgB7Y037PPcud7HvfIKbN4MV5eOshODBsHSpaxpfjVT9l7A7t12Oq8hrnNnO378cd7uU85vCnEiIiIiUqTdeCNcfnnexk6YYIVKrrgC6tWDefNOHRMz9wDbn32b2/vvod2+KGjfHr76Cj79lOS/jwYgIcHGLlkCDRpAxYr+v/eTT2Dt2uxKl1K0qdm3iIiIiBRZ27ZZ1cfMTFi/3oKZL7t3wx9/wGOPWf+1Ll28zMQtWULt64fyNrEcTJtH0ML58MADtplt2DAaJNmwhAT7+6VLc5+FA9sXV6HCX35MOc9oJk5EREREiqzvv88uTjJliv+xP/5ovd8GDLDPXbrAhg2wffISqFMHmjWD9u0J3ruTGaFXUOaXb2zgzTcfv0bDhlCsGMTFwf79kJSUtxAnkpNCnIiIiIgUWT/+CE2bQt26MHmy73GuC+++awVNOnSwc61b2zHk2afg8GFo0gRGjuSKevF8fPFn0KMHfPPNCSktJMSqSy5dCsuX2zl/7QVEvNFyShEREREpkjIzrV3boEGWwaKifI+dNcuC14cf2lJKgMb7l7CBvlRavMkqnTz6KPv3w8Jn4aqbgOf+8HqtyEj44Ye8FzUROZlm4kRERESkSFq9GvbuhY4dbRJt40ZITfU+dtQoqFQJhgzJPlfr5w+pyB6mXfma7XvDZtdc12qZ+BIZCbt2WaXLatWgZs18fCgpEhTiRERERKRIio62Y6dOVnESIDn51HFr11rguueeHD3ajh0j5IdvmVy8H9/We9w2ugErV9qvPUstvfEsn5wxw372zOyJ5JVCnIiIiIgUSdHRULKk7XNr3NjOJSXlGHD4MCQm8tvbiTyV+QoP9ttg5zMz4YUXYM8eZta5iQ0bsv8kNhbKlrU9dr60aZP98w035NvjSBGiPXEiIiIiUiTNnGlFSkJCoFEjO7d6ddYvMzKgTx+YNYvritejBsnQ/SXr9xYTY928hwxh44ErWb86+5qxsRYK/c2ulSwJ48dDjRpw0UUF9nhyHtNMnIiIiIgUOUlJVlikXz/7XLEiVK6cI8S9/ro1hStThhqHkvlfu/cgIgL694fnn4fBg+Hzz6ldL/iEmbiVK636ZG4GDlSAk79OIU5EREREipxvslq4DRqUfS48PCvEJSXBP/8J113HoZmLuZEv2XbdfbaJ7eWX4YorrN+A41CvnvV727cPtm+HnTuhZctz8URSlCjEiYiIiMh5IyMD7r0X5szxP+6XX6BrV+vRzfr1EBdH48Zw8eK3bD1kaCi88w4rDobxNTfaPrZSpeCZZ+C332zajuy9b+vWZfd981fURCQ/KMSJiIiIyHlj/Hj44AN4+GEr9e9NZqYte+zYEZs+69oVIiO5/sAYHt/7DBkX97CqJ7Vrs2KF/U1EhPdrtW1rx3nzYP58+9nTDFykoCjEiYiIiMh5ITMTRo6E4sVh0SKYNs37uA0b4NAhaNE0A26+2dZANmzItRNvJ5Q01j75ATRtClgwq1wZ6tXzfq0mTWw2b/p0WLAAmjeHChUK6AFFsijEiYiIiMh5ITraqkO+/TaUKwfff+993KpV8B73MfSFMEt6774Lixax5vnPuYFvWHXUSlW6rm2D69HDd7VJx4GePW3cvHlwwQUF82wiOSnEiYiIiMh5YcIEaxdwww3Qrp1Vn/Rm9ZL93MlHhBZz4PHH4Y47oFQpKj50Cz9w3fEKlWvX2na5Sy/1/72XXQa7dsHu3dC5c/4+k4g36hMnIiIiIoWe69rMW8+etpwxMtL2xqWnW7DLKWTaZIqRBl+Og27djp+vVMlaDXhC3IwZdrzkEv/fPWiQzQAuXGit5UQKmkKciIiIiAS0o0dtn5s/69bBmjVW0ARsJi41FRIScpT8nzIFli7l4ujv2RNalYpdupxyncaNrcMAZO+Ha9bM/3cXKwavvnp6zyRyJrScUkREREQC1rRpUKIEzJrlf5ynvH/79naMjLTj8SWVBw/CgAEwYgT1D61iYee/QXDwKdcJD4fERPv4hbcKAAAgAElEQVR52TILg772w4mcKwpxIiIiIhKwJk2y4z33WA84X5Yvt7Dl6dHWtKmFv7jogxAVZWsrDx1iyb+nUo79uE8/4/U6rVvbPridO60NgaeFgEgg0XJKEREREQlYnv1pcXFWwt+XFSugUSMoU8Y+h4TAVTWX8uQHV8A7O+xkWBjf7+tJULDDhRd6v44ntI0fb8s4ffWHEzmXNBMnIiIiIgFr+fLssv2rVvkf16ZNjhPbtjFmYy8OuSWt4smwYfDKK8yc5dC+PZQt6/06nhD32WcnfhYJJApxIiIiIhKQdu+2xtzXXpu1NDLO+7i9e62oySV1kmD/fpuWu+02SmUeoE/wZNx+/eHTT0kfcAOLFuFzFg6gRg2oXt0qTRYvfrznt0hAUYgTERERkYC0YoUd27WzMOUrxL31FoS5q7n/vebWXyAiAn77jfnX/oulR5qzdauNi421ipUdO/r/3pIl7fjwwxAamj/PIpKftCdORERERALS/Pl2jIyE5s2zP+e0f8dRyr76AuNqJ+Bsc+DJJ63E5FVXcWhFTfje9tXVrAnR0fY3HTr4/96XX4affoKXXsrf5xHJLwpxIiIiInJWJCfDjz9CkyZ5a4o9bZpVi6xWDVq0gG++gdTUHAvJ0tLY+vJHPJ72KmwCrr8e/vWv479udMiOa9bARRdZiKtQwXrB+XPzzfZPJFApxImIiIjIWfHgg/Drr7a/LSXF9p75kpoKs2fD/ffb5+bNwXVh7/J98HpPS3WjRxOW6bCQjrQa2IJSzz9xwjXq17dWcJ7m3dHRNgunvm9S2GlPnIiIiIicFXFxth/t2DF4803/Y7/91kr8X3aZfW7UyI7Nxo+BGTPg3XehUyc2l2/BP8q9Q8lvPoWWLU+4RmiorayMjbUec3Fxahkg5weFOBEREREpcEeO2OzbVVdBv34wdqzvsV98YR0BWrSA7t2Bw4dpMuO//MQ1tFn+MzzwACxdClFRDG6yhKPtOvucXWvbFpYtswbeR45As2YF8XQiZ5dCnIiIiIgUuDVrbDlk06ZW4n/LFtix49RxmZlWWCQiAhYvhlKbV0OTJpR+/D6aOYlE1+gFzz4LbdviBgWzcqXtm/OlbVtYtw7mzbPPCnFyPlCIExEREZECl5BgxyZNsptyx8ScOi7qi01cET+KF25LoUQJYMwY2LoVoqIY0DKexxp8fnwzXUoKHDiQe4gDK4oCCnFyflCIExEREZG/JC3NqkxOmJD72JwhzhO6vIW4yi/9jVE8Qt9nWtkayMmToUsX6N6dBg0dtm4tcXysZ3bNX983T4j76SeoXBmqVMnDg4kEOIU4EREREflLxoyBSZPgjTdyH5uYaL3aypa1ibRq1bKbeQNw+DB8/DERSRP4pfIwnCNH4LnnYMkS6N0bgAYNYNu27BA3e7Zdz99MXPXq2UVRypY9/WcUCUQKcSIiIiJy2jIzYeRIK+E/b57tO/PFdS1w5awM2bp1jhB3+DBccQXceScbgurxe++3oH9/+Owz+32OEHfoUAh799rpOXOgc2cIyaVp1g8/2PHaa0/7MUUCkkKciIiIiJy2jRttteOjj9rn777zPTYmBlavtlzm0bx5Vv+2sWNtjeOcOewd9SmNMxNp3LEivPiiddz+7jto1w6wvm9gTcP37rXrduuW+722bm175/IyYyhSGCjEiYiIiMhpi4+341VXQd26Vsbfl+++g6AguCnlFbj7bgAaV95D/X3LyXz8CUt0f/zB/KbDOEZxm7Fr3hzGjYMBA45fJyvLMXs2zJ9vM3wXXpi3+y1TxmYNRc4HuUw+i4iIiIicylOopFkz23O2Zo3vsZMnw0Wd0yjz4RuwezdccQXDPn6evxEL24Gvv4Lu3Vn+bxvva49bWBjUrXuYSZNKsX27hbILLsjXxxIpFDQTJyIiIiKnLT4eypXLLhziK8Slpdnet5tq/mEBLjQUrr+eclsT+YB7SLn2IejRA4BFi6BhQ6hUyff3du68i6gomDLFKk+WKZPvjyYS8BTiREREROS0JSTYLJzjWIjbvt32nZ0sLg4GHh3L4LkPWuKaMgVeeont383iXj5g6tVv20WA6Gj/7QIAunbdybFjFvjyupRS5HyjECciIiIipy0hAZo2tZ89JfyTk08alJbGinmHeJu/UZIjVs7ykkvg2WepcvUFBAXBhg02dMcOq3CZW4iLiNjHnXfaz1kTeCJFjvbEiYiIiMhp2bjR/jVvbp89IW7Nmqw2AlOmwPLl8M47XLMng/LsIeN/X8LVVx6/RkiI9Y3zhLhFi+zYoYP/73YcGD0aHngA2rTJ3+cSKSwU4kREREQE14Uvv4RvvrGCkMOG+R777rtWbXLwYPvsCXH13noEvt0KX39t16xXj7KHN7MztCZVrux1ynXq1rU2BWBLKR0H2rfP/V4d58SecyJFjUKciIiIiDB5MgwZAhUrws8/Q5Mm0KXLqeP277eZsOuusyIkABUqQPcKy+kwe5Sd6NYNvvqKmfHVebPXr9x1X2n6eKnvn7M1waJFtseubNkCekCR84hCnIiIiIgwe7YtcVyyxMJZdLT3EDdqFOzZA39/KBXCWsK+fdC7Ny8FH+SoU5ziSbFQpw4UL86b98O8qtfy9avev7NFC5gwAXbtsu/rdepknYh4ocImIiIiIsKyZRaq6teHqlWtLcDJDu06Qp2Xh/NOuzF0WDcB1q6Fiy6CiRO5aNdEfggZiBvWCIoXx3Vh5kzo1w9KlvT+nVddBZmZ8L//wdatuRc1ERGjmTgRERERYdky6NnT9pu1aWN1SU627Z//5fa0D2Hph3B7qCW+77+Ho0eZ8Nxy7nm9Od022UTchg2wd6/1cvOlQweoUQNeecU+K8SJ5I1m4kRERESKuB07YPPm7GIhERGwciVkZOQYtGcPNceMZCqXsXfke/bLu+6yCiclS1KlT2f2U56VK224JwT6K0ASFATXXmv95YoVU7ESkbzKNcQ5jlPCcZyFjuMsdxwn1nGcF7LOt3UcZ77jOMscx1nkOE6nHH8zwnGc1Y7jJDiOc0VBPoCIiIiInCo11QqQjBuX+1hP4PLMmrVpA0eOQFJSjkFPPEGxw3t5teJrlB9xn021jRhx/NctW9oxNvbEa+bWBuDf/7Z9cTNm+F52KSInystyyqPApa7rHnQcJxSY7TjOb8CLwAuu6/7mOM5VwP8BPRzHaQEMBloCtYBpjuM0cV03w9cXiIiIiEj+evxxeP99+3ngQChe3PfYuXNtGWVkpH1u2RIuZDY1rv4bTPzMunh//DGfV32S4u3b4jhArVonXKNKFahenRNm4sLCcq82Wb68VboUkbzLdSbONQezPoZm/XOz/pXLOl8e2Jz187XA167rHnVddy2wGuiEiIiIiJw18+dn/7xggf+x06dDu3bWXgAgPGQtP3MNFZKXwH33wdChZEa258HdLxwPet60apU9E7dokV1TRPJfngqbOI4TDCwGGgPvua67wHGch4EpjuO8joXBrlnDawM5/s8GG7POnXzNu4G7AapXr05UVNRffYYCc/DgwYC8L9G7CWR6N4FJ7yVw6d0ErsL8blwX4uO70avXTqZNq86YMSlkZq7zOvbIkSDmzu3GgAEbiYpKBqDFCy9QmmP8UWcAl8yawLGKFfl+0PMcWlKC4OBYoqJ2eL1W+fKNmTOnJl98EU1KSmf69k0iKmpTvj5bYX4v5zu9m7MnTyEuaylkW8dxKgA/OI7TCgtgj7iuO8FxnEHAx8BlgOPtEl6uORoYDdChQwe3R48ef+0JClBUVBSBeF+idxPI9G4Ck95L4NK7CVyF+d1s3QqHD0PfvjXYtQuSkxvSo0dDr2N//x3S0+G22+rR44KqNpUWFcXoms8xvcmDXNKjJMUeeww3zjbMDRzYktatvX9vUpIVq4yL6wzAPfeE06JFeL4+W2F+L+c7vZuz57SqU7quuxeIAq4EhgHfZ/3qW7KXTG4E6ub4szpkL7UUERERkQKWmGjH8HC48EJb2uie8v9SN7NmQXAwdF/zia2nvP12qFCB2Rc8ztINVWDsWGjblrg4qybZpInv7/UUN3nnHahZE5o3z9/nEhGTl+qUVbNm4HAcpyQ22xaPBbPuWcMuBTz1i34CBjuOU9xxnIZAOLAwv29cRERERLzzhLgmTaBZM5uV2+zj/6U+dy5c3XQ1JZ5+FI4ehZgYuPdeajcrS0pKdpuBuDgrVOKvQIonxB04AL17W7EUEcl/eVlOWRP4LGtfXBAw3nXdXxzH2Qu87ThOCHCErP1truvGOo4zHlgFpAP3qzKliIiIyNmTlGR91+rVy545S0iA2idVKUhPh9B5M/k27UooFQrffQfffgsPP0zYREhLg40brad3XFzuM2vly1vRyr174Y03CubZRCQPIc513RXAKbWFXNedDbT38TcjgZFnfHciIiIictri4qBxY1sm2bSpnUtMhEsvPXHcyhiXl1If41iVahRbMgvq1oUBAwBo1MjGJCdb+EtMhKuvzv27lyyxtgKlSuXjA4nICU5rT5yIiIiInBtpaRbCRo3yP851YeFC6NDBPteubU20PUssAcjMhP/8h7pXt6YjizjyxHMW4HIIC7PjmjX2Ly0tb3vcqldXgBMpaApxIiIiIoXAhAnwxx/wxBO2bc2XlBTYtg0ubb4FEhKOFyNJSMgxaORIeOghtqWW44OKI6jy6NBTrlO3LoSE2Ezc8uV2LiIiXx9JRP4ihTgRERGRQmDUKJsdK1UK3n7b9zhPk+/+v9wBHTtCSgpNmuSYidu1C157jfRr+hN5eA6Jt75iae0kwcHQoIGFuGXLbEiLFvn+WCLyFyjEiYiIiAS4PXtgwQK44w7o2tWWS/oyfz7ULLmXsgumWpnIYcNoFp7BLWv+idu0GfTtCwcPMqvXixw95vjd59aokS2lXLbMApy/ypQicvbkqdm3iIiIiJw7nuWTkZFw5Ig16D50CEqXPnFcaiqMHw8Ph/+KsyIdhg+HDz7gnj1XU9udQsa2igRvWA+ffsrvca0IDYVu3Xx/b1gYREfDpk3Qq1fBPZ+InB6FOBEREZEAt2KFHVu3hmPHrC7JsmXWyDun0aNh61aXu2t9AjVqwHvvwc6d1PrhB77lekp+NJY+lx+DcuWI6WM95PzNrjVqBLt328/aDycSOLScUkRERCTAxcRApUrWg61jRzsXHZ1jgOvCzJm0fq4/K8t0puKS6TBiBAQFwVdfsXftXgbxLfEpJaBcuePXbN3a//c2bJj9c+/e+ftMIvLXaSZOREREJMCtWGGBy3GgZk37l7BwHyxbC9OnwxdfwNKltKYKIZXKWS+C+++3Pw4JoWLdMlStml2hct8+WL8+9xAXGWlNw995J2/tBUTk7NBMnIiIiEgAS08/ddZseNkveH18XWjXDh5/HEJCWHzH+9RnHYm/rrFgFxx8wnWaNs2uULlypR1zC3ENGtg+u3vuyb/nEZEzpxAnIiIiEsCmTrUiJj17Zp3YuJGnV99GXHBr+PZbS2YLF/K/kHsJKVuK9u29XydnmwFPoZTcQhzYikwRCSz6X0sRERGRc8B1rW1Aerr/cePGQcWKcNVVWSfeeAMHl4FpX3Ks7/UQHg7AnDlWadJLyzfAQtzWrbB/v4W4cuWsobeIFD4KcSIiIiLnwJgx0LkzdOhgfeC8OXgQfvwRBg2CYimJ8OST8PbbJHcZQopbnw0bbNyRIxAfb3vYfGna1I6JiRbiWrWyPXYiUvgoxImIiIicZRkZ8K9/QfXqsHw5/Pab93E//giHD8OtvbfZ/rfXXoMhQ9jyzLsArF1r41atshk9f20AmjSxY0KC7YnLy1JKEQlMCnEiIiIiZ9nUqZCUBG+9ZX3alizxPu6LL2Bg9Zlc8OvzVmFk+XL4/HPqt7Au354Qt2yZHdu29f2djRrZ/rY//rCZP4U4kcJLLQZEREREzrK5cy1Q9e0LbdrA0qUnDdi3jyM338HgyWUYxmcwGrjuOhsM1K5txSdzhrjSpS2o+VK8uFWbnDDBPivEiRReCnEiIiIiZ9miRdCypQWvdu2syKTrZu1Rc124+25KTJrAMOBA9z6UvbFPjsomVrykQQObzQMLcW3a5F5JMjwcpkyxn1u1KognE5GzQcspRURERPLBihUWxnLjuhAdDR072ud27Wx544aEwzB8uK2hHD+eD2q/RP/m8ZSd+r01ajuplGREhK2uTE+3UNipU+7f3aCBHR9+GCpVOr3nE5HAoRAnIiIikg9GjIAbb7Qy/v6sWwc7d2aHOE8xkp2f/AQffghDh5JZrjyPbXqELrc2hdBQr9dp2xZWr7almampVukyNy+9BJMmwZtvnsaDiUjAUYgTEREROUPHjsGff1rVyXHj/I+dNs2OnhBXt2Y6fZlIpSlf2QnXZVOv2zhMab8tA9q2tVm90aPtc15CXNWqtipTrQVECjeFOBEREZEzNH8+HDoEpUrBZ5/5HpeZabNgERHZPd1qfvUGE+lHgxU/wbBhMHIkMzo9BWT3dvPGU4nyiy+gRg2oXz+fHkZEAp5CnIiIiMgZmjrViorcd5/1YDt0yPu4SZMgLs56djsOkJJC8EsvEB/SkqMhpeD22+Hpp1m2pTolS1oVSl/q1MmeUevVS7NrIkWJqlOKiIiInAHXhfHj4aKL4IIL7FxiohUsOdm//20zZoMGYV28H3oIHIfHm/9KZo1a/Hqx/adZQoI15/ZXbdJxrJDKzp0wZEj+P5eIBC6FOBEREZEzsHChhba//x2aNbNz8fGnhrh582DOHHjnHQiZNNGS3LFj8NprhMyux5o12WMTE6F9+9y/e8CA/HsOESk8FOJEREREzsBnn0GJEnD99dZQOyjIQtzJ5nyRwmjnFW6buB6WL7bEN2IEDBxInRSYOdPGHT1qTbxvuumsPoaIFCIKcSIiIiIncV1ISChLyZI2Ixbi47+Yjh6Fr7+G/v2hXDk7FxbmJcStX88tH3WnrLOLkO1h9gVjx1qHbmzv25491ipg7VorgNKkScE9n4gUbipsIiIiInKSgQNh+PD2dO5syyR9mTTJwtewYdnnmjWz4iXHJSbiXnopxY/u4z8D/rSu4Dt3Hg9wkF3AZNMm2w8H/itTikjRppk4ERERkRzWr4cJE+DaazexYUNtFi70Pfbrr628f8+e2eeaNYOQyb/gXvkeTpADv/9OZsnSXMkUHurnfaObJ8Rt3Gj74UAhTkR800yciIiInNfS0+HLL22WKy/+/NOO11yzmQ4dYNUqW/14MteFqCgr7x8SAmzYAL//TocqKXycPpTMBQthzRp47DG++EcCC+jssyF3q1Z2jYkTbSauRo3s5ZkiIifTTJyIiIic137+GW6+2X5euBA6dvQ/PioKKlWChg0PcfAg7N4NO3ZAtWonjktMtPO92u6ALenQrx8sWcINwGFKMvv/ltH9LtvYtughKFMGGjb0/p3Vq8PgwfDRR1CvnvbDiYh/mokTERGR81p0tB1LlYJXX819fFQUdO9uVSZbtLBzq1adOm7WLHiakQx5ooath1yyBB5+mMNPvUgkS1h8IDuJxcVB8+b+G3I//jgcPGjfpaWUIuKPZuJERETkvLZ4MUREQJ8+8MortsKxUSPvY9evh+Rk+Nvf7LMnxMXFQY8e2NrMd9+F3btZt7gfz/IyXH65dfBOS4M336SU47DroxMrVMbFnbhvzpuICCuo8u23tpxSRMQXhTgRERE5b7muhbhrr4Xbb4eRI+H33+Hee72P9+yH69HDllHWqmV70+JiM2HpcvvDBQtwHYeX3Jds8BtvZKe9LDkrVO7bZ/vxmjfP/X7/+19rL6AecSLij5ZTioiIyHlr/XrYtct6vTVsaPva5s/3Pd6zH65VK/vsOBAZtpcHxnaCyEirOvL110wbvZavGExK3wdPCXBggc0zE+c5ehl2isqV4bvvLASKiPiimTgRERE5b82caceOHS2QXXABLFjgfWxmJsyYkb0fDoC4OD5aN5S6+1fAO+/YescaNRhzE0yt8hWbv/N+rWbNrBXczp3Z++nyMhMnIpIXmokTERGRQmf7dpg9O/dx48ZBgwY2EwfQubNNpu3Zc+rY55+HlBS4vu8xeOQRqv7xB1x8MTVT13Bj0HjS733w+Ga1OXNsj1toqPfv9cykJSTA0qVWVCUs7LQfU0TEK4U4ERERKXRuuQUuvthmznzZsgWmTYMhQ7Jn1i64wI6eipUA7NzJrh2ZvPPyfm4Z4nLj5KEwahQtX3wRdu5k6hO/831mP9avt+E7dtgyzQ4dfH+3J8TFx9uevMhICA7+y48rInIChTgREREpVJYts+IkISFw6622DNKbL7+0390yxIXYWCA7XCUnZw2aPh1q1iTkgki2U5X357TB+eYbeOgh0kuVgoEDqdDT0tqaNfYnixfb0V+Iq18fiheHlSttJs7fWBGR06UQJyIiIoXKhx9C6dLwf/8HGzZkV4E82dix0KkTNIn+wiqV/PQTNVLXkkRj+rzQAf74AwYNgnr1KLY5hUV0pMzaldCrF7z1FgvGjoVx4463Izg5xLVr5/seg4OtYff330NqqkKciOQvhTgREREpVGbOtOIj11xjn2fNOnVMTAwsXw7DBh+FF16wk6+9RvC/X6EuGym/ey1ceSXs3Qs//USfLrt5KHI2LFwIEyZAUBBplSpBsWLUqmWzap4Qt2iRBbTy5f3fZ9OmHF+CqRAnIvlJIU5EREQKjd27rdpjt25WKKRGDS8FTjIymPXNZt7hQYY/VxVWr4bevW3gxx8zqdZdjKnzHBw7BjfeSHrTliyIDqJrV6yMZdmyJ1wuKMiagyck2OfFi7MLpfgTGWnHfv0gPPyMH11E5Di1GBAREZFCY+5cO3brZi0DLroox0zc/PkwbBisXs1dhODiEtR/cHYVlLfegjVrmL7nWaZGV+ChZ3bA8OHExMChQ9Cli+/vjYiwDLh9uy3hzEuIe+QRC3BqLSAi+U0hTkRERAqN2bOtrL9neWKnTlD+2/+R3vYDQo6lwqFDuE88yafvHCbxyod47fNG2X/81FMAVHgGkn+EjBdeJjgY5v1kv/YX4tq1g6++soIqkLflkSVKKMCJSMFQiBMREZFCY/ZsC1AlS9rn9qEreJAHCFl+zE589RXJHQdz97/hv5d7v0a9epCRYS0I6tSBefNsWWaDBr6/11PE5OOPT/wsInIuaE+ciIiInHNHj4Lr+h9z5Ij1d+vWLftc+1/+yQHKMu2paVauctAg5s+33/maWatf346eoiNz59pYx/H93W3b2jEqygqWlCuX6yOJiBQYhTgRERE5p7ZsgapV4Ykn/I9bvNhqkRwPcRs2UHbGRD7iLmYX72kXCApi8WKbqWvZ0vt16tWzY0qKNe5OTobOnf1/d5Uq2T8PHZqXpxIRKThaTikiIiLn1JAhcOAAvP02vP6673GeKpRduwJr18Ldd+O4Lr/Uvod6idnjliyBNm2sGbg3nmWTycnWhgCyK0n6M3UqpKVZoUsRkXNJM3EiIiJyzhw9aksUHQfS02HnTt9jp0+HFs1dqvzfk9ZfYPZs+OADSrdsQFKSjcnMhKVL/YeyUqWgZk0LcStW2LmIiNzv9bLLFOBEJDAoxImIiMg5s3q1Ba/hw+3znDnex+3dC3/8AS/X/QBeew1uu80at919N+HhkJRke+qSk2H//txn1sLCsmfiatSw5ZwiIoWFQpyIiIicM54G2kOGQLFiOXq+neTXX6FM+h6umfe0TYl99NHxzW3h4bBvn+1vW7LExucW4ho1gjVrbCYuL7NwIiKBRCFORERE8lVCguWrP//M21iwPWydOmXvezvZrz8c5cMSDxNyYK9tnAvK/k+YJk3smJQECxZA8eLQqpX/7w0Lg40bYdky+24RkcJEIU5ERETy1ahRsGED3H237XnzJz4eateGMmWs6uTixXDo0Ilj3OH3Mu67Egw68jk8++wpU2fh4XZMSrKebx062KyeP2Fh2T/nbFkgIlIYKMSJiIhIvtmzBz7/3GbCEhPhxx/9j09IsL5rABddZMVNFi7MMWDOHJwPP+Bbrmfyw7/BSy+dco0GDawSZUyMhcCuXXO/z5whrk+f3MeLiAQShTgRERHJN598AocPw5gxNhu2eLHvsUePwqpV0KyZfe7a1apUHt8X57rw2GMcLF+LW/mUJg9e6fU6ISEWyr75xvrI+WrynVNEBHTvboVUgvRfQyJSyKhPnIiIiOSLjAx4910LRx062F4zT6ERb375xfrD9e1rnytUgBYtYN/vC2BQeduwtmABYzt+QpVtpWnY0Pe1wsNh0iQLgXkJcWXKWGsDEZHCSCFORERE8sXUqZCSkt2wOzISvv3WJtQc59Txn34KtWrBZe5UWFwJ2rfnympLeCXqYrg+3P6wTRs+TB1KRIT3a3iULm3He++1lgEiIuczLSAQERERv/73P+jXz5Yq+jNxos1wefaYtW9ve+RSUk4du3Ur/PYb3Dn4IMG9L7epuw8+4NGVtxHspkNsLKxaReb9D5K4JpjGjf1/9z33wOWXw6uv/qVHFBEpVBTiRERExKeZM60R98SJ8Pbbvse5Lvz0kwWp4sXtXLt2dly69KTBx47xxRe2/PKuhtOyzz/2GLV2rOAZRuKGhkLp0mztfgOpqdkVKH259FKYMgXKlTvtRxQRKXQU4kRERMSnMWOgYkW44gorDJmW5n3c0qWweXP2/jbIDl4b4rN6BmRmwrRpuNWqUfnVx7mi/U7qLPzektdPP8Hhw2SUKMX73MfaG0bAc8+RuKUsQK4zcSIiRYlCnIiIiPiUkACtW8PQoVaEJC7O+zhPY+9evbLPVQg+wG8h1/DgM2XhkUegTh3o1YvMtAxu3fUGkxdXhbFjbfru6qshIoLUgcM4QDl+v/D/2bvv8KiqrY/j35NQQu+9hU5CDR0ERBABRQXBCooNFNvrBYad5+0AACAASURBVPXaey/36lUsiIpiQ6SoIB1CJwmdBEgBDE167yQ57x8rwwSYEgsYyO/zPHn2nMmeU5ir18Xae60X4LHHSEmxcwXLxImI5CYqbCIiIiJ+JSVB796nL41s1OjseYsWQdWqULFsGqf+8+KZZ7gibSLri0ZR6913oXRp+PBDnlnSm7Ij3uCex4pRoGRBuPZaq/O/ZAkFXYew0ZwK3lJSrFVBlSrn5XFFRC4ICuJERETEp9277aduXahTBwoWtKr//fufPXf1/L2McgZCoZ/hhRdgyxb48EOmVL+Xl/K9zILu98EDD5Deph3DykGX69/h4VfPOEloKCFAzZreIC452XrAhYae66cVEblwKIgTERERn5KSbKxTx4KoRo18FCnB4rVHtjxMi5Dx0CwKnnjCOnDfeSez873Byi+L4K75HseBDSkWGGZddnmm8HDYuNFer1ljQaSIiHhpT5yIiEgu47rZm5eYaKMniGrSxDJxpz5/4AB8/jlb3vyG/nzFttv+DfPnw7hxFtl9+ikV6hTh8GEL3ABWr7axfn3/161aFVJT4fhxy8QFmisikhspiBMREclFjh2DFi1g8ODgc9eutYRaeLgdR0TA/v2wa1fmhOefh7vuouX/+hHjtKLMu09B3rzWVK5sWcD7WU+vOE8QV6+e/+tWrQp79ljWLy1NQZyIyJkUxImIiOQiL70ES5bA8OFw5Ij/eWlp8P330LatxWUA1codoxEr2L50C3z2GQwbBpdeyk/lBvJ8swnkK1bgrPN4grgNG2xcswYqVYJixfxfu2pVGydNslFBnIjI6RTEiYiI5BIZGTB0qGXBDh60Bt7+jBtnSxr/9S/ve5d8OZAVNCGyR3W4+244coSTb7/Hjfs+IbJDaZ/nqV7dxvXrbVy9GiIjA99n1iAuJER74kREzqQgTkREJJdITLTlkI8+ai3bxozxP/fLL6FaNbian+Hmm+GDDyg9aSS/0p21LftDbCwkJLAsozHHj0ObNr7PU7SoraxMSbG9dGvWZD+Ii4uzJt9hYX/ueUVELlZBgzjHccIcx4l1HGeF4zgJjuO8kOV3DzqOk5j5/ptZ3n/CcZyUzN91PVc3LyIiItkXG2tj69a2TNJXpUmwfXMzZ8LVV0Po88/ausoHH8Rt1owbQ8fw9aWf2sa6iAgWLbLP+AviwAKxlBTbY3f4sO8+c1lVrOh93bFjth9PRCTXyE4m7jjQyXXdxkAToJvjOK0dx7kMuBZo5LpufeBtAMdxIoGbgPpAN+BDx3HU3UVEROQcyMiAb7+Fo0eDz42NhSJFbHli48a2xPHAgbPnzZkDRY9uo3/JX2DFChg4EH76CScmhlKVC7Bpk3fuwoWW1atUyf91PUHc7Nl23KFD4PvMk6UB0sMPB38uEZHcJmgQ55pDmYd5M39cYBDwuuu6xzPn7ciccy3wveu6x13X3QCkAC3/9jsXERERpk2Dvn3h3XeDz42NhebNredb48b23sqVWSYcPQpDh+I8/SRxtKT5i9fY+4MHwzXXQGgolSvD5s3ejyxcGDgLBxbEbd4MU6ZYlq1mzeD3et11loWLiAg+V0Qkt8lWs+/MTNoSoBYw1HXdGMdx6gDtHcd5BTgGPOK6bhxQCViU5eObM98785wDgYEA5cqVIzo6+q88xzlx6NChHHlfou8mJ9N3kzPpe8m5fH036ekWaGXHhx/WBirx3nvHaNlykd/PHTkSytKl7bj55o1ER2/gyJH8QBtGj04iLW0rZGTQeMgQSixfTidCOJinOFu7XkXIyZOs/f13+P13APLnjyAxsQjR0bHs3p2P1NS2XHVVCtHRm31fGDhxoiwQyfjx0KnTdmbPXhP0uR580PbQ/ZP/s9U/NzmTvpecS9/NeeS6brZ/gOLALKABEA/8D3CwTNuGzNdDgX5ZPvMZ0DvQeZs1a+bmRLNmzfqnb0H80HeTc+m7yZn0veRcZ343r7ziupUru+7mzcE/m57uuhUrum6ZMq4Lrjt1qv+5EyfanOnT7Tgjw3VLlnTdAQMyD956y3XB3fnCULcI+9333zrq8zyPPOK6YWH2kXHj7JwLFgS+z9hYmweu+9VXwZ8rp9A/NzmTvpecS9/NXwMsdrMZl/2h6pSu6+4DorG9bpuBsZnXjAUygNKZ71fJ8rHKwNY/FWGKiIhc4K6/Hp5+Ontz16yx/tmbN8M99wSfv3gxbN0Kzzxjx6tW+Z87cybky2cFTQAcBxo0gIKLZsLll1vJyquu4odSgzhIUa64xndJyPBwK3yyZYtdz3G8SzP9qV8fLr0U3n4b+vUL/lwiIhJYdqpTlnEcp3jm6wLA5cBaYDzQKfP9OkA+YBfwM3CT4zj5HcepDtQGYs/N7YuIiORcy5fDjz/CV19ZHiqYoUOtsfZ998HEibB7d+D548fbsst+/ax5tqcXmy8zZlgAVyBLP+7uBWfzxqrukJxsEdb48cyc5RAeDrVr+z5PkyY2LltmPd/Cw6FgwcD3WbCgLYscMsSCPhER+Wuyk4mrAMxyHGclEAdMc113AvA5UMNxnHjge6B/ZlYuAfgBWA1MBu53XTf93Ny+iIhIzvXhhzZu2gQbNgSfP3++FQnp0sWOf/st8Pzx4y3DVaKENdX2d43Fiy2g7NEDi742bIBDh7h//s2spwbHYlZYhJUnDytWWPETf8FWkyb2u6VLs9e4W0RE/n7ZqU650nXdKNd1G7mu28B13Rcz3z/hum6/zPeauq47M8tnXnFdt6brunVd1510Lh9AREQkp/rpJ2jWzF4H2+t/6JBVimzb1rJbEDjwS0mx5Zc9e9pxoCDuzdczKFbUZVCJ76y/W926cOmlFDn4O3fyOakHSpy6h3XrAvdxK1QI6tWzSpeJiQriRET+CX9oT5yIiIhkz7ZtsGOHLXUsWzZ4EBcbaz3fsgZxgTJxc+fa6MnaVa9u889ctnl87xHeHFODddSk4F23wCWXwIABsGkT23vcySLanFqGmZBgnw/WjLtpU/j1Vzh+XC0ARET+CQriREREzgFP/7UmTexn7drA8xcssLF1ayhe3H4CBXGLFtmcOnXsuHp1a/O2ffvp83a+NpxwUqFMGVsyOXWqbb7bsYOMYZ8B3r10nnsOFsRl7QunTJyIyPmXrT5xIiIi8sesWGFjo0aWWVu2LPD8BQusimPx4nYcaHkkQEwMtGwJIZl/HVujho0bNkD58lhE9sYblB37C3NoT+mf51DqjICrfHkIC/NeZ9UqKFwYqlULfK8DB8KuXXbPwQI+ERH5+ymIExEROQdWrIDKlaFkSQvIdu6Ew4dtT9mZMjIss9a7t/e98HDbc+bLoUMWcF17rfe96tVt3Lp0G2yeC337QsGCrA6/kgfWPc8SH9UmHceCv3Xr7HjlSmjY0BsY+pM3Lzz3XOA5IiJy7mg5pYiISDYdPgw33ghJScHnrljh7Z8WbI9bYiLs3evt4Qb+97gBTJtmgV/r1t73wiue4Aqm0OuhynDDDdYEbt06ngj/npDIeuTN6/va9ep598KtXKnMmojIhUBBnIiISDZNnAg//ABffBF43vHjtgfOExAFC+I8++GyBnHh4dDxyEROdL3amrzdey/s20daGjz1pEtE7TS6pE2yDW3dulGgZAGm0I0txSKtMd2MGVCqFKtWWXbNnyZNrNJlUpIFkgriRERyPi2nFBERyaaff7Zx6lR47TX/89asgbS07Gfipk+H0qW9RUpYuJDrv36du5hG/mlHYdoEe3/vXpbW7ce8tf1Jq9+EPNfMsrWPBQvCkCF8+W1efq16L6NurQLYvrUtWwIHZo0bWxbum2/sOFDAJyIiOYOCOBERkWxIS7Oy+nnzWpGSXbss8PLFU9TEE8SVK3d6AZGsjh4N5eef4bZ+GTjTZ1ha7NVXKX3oKNPpQPl+XWgyf6j1Ehg2jObOj5wgL2EJs+D6660c5csvQ/v2TN0CsQu8516yxEZPrzpfmjSx8auvbFQQJyKS8ymIExERyYaZM2254WOPwZtv2vENN/ieu3KlBW21agELF+KUKUN4eK3TM3HR0TBlCmlLQ7n2yCZeX/QxDMts/hYSwokZC+l+WUtebwBNRg6xdFmTJqx7fDiPlfuKcZ9nbqLLUoWkenUYNcoCzjx5vEFc06b+n6tKFbvX1FSoWtVbHVNERHIu7YkTEZFcy3Vh//7szf3sM6s0+cwzkC8fLF7sf+6KFdCofjp5bu9ngVarVtxQcAL9o2+3vW2bN8N118Hrr3P11Ff4lr4UXb8Mhg2zzXRxcRTs2JLSpbNk7xwH995BtMm7hJLt60O7dmeVkaxeHdLTYdMmO16yBGrWDByYOQ507WqvH300e38WIiLyz1ImTkREcqVjx6zS5IwZVq7fU6Lfl927Yfx4i78KF7Z+bsuX+56bng5Ll8LXVZ+xjWZDhsCoUbyw9GrSCIVP0mHkSMjI4PjyNdRuVYy7r9vPs0PLQYkSp50rPPz0fXSpqXYvLVr4vrbnGdavt9dLlkCrVsH/LEaNsvsuWDD4XBER+ecpEyciIrnS++9boZITJ+CppwLPHT/e5vXvb8dRUbYv7qzy/8nJLJ5zhEJ7N9Et/i24/XZ4+21YtYrRt0+kPgkc+98wuOkmmDCBWb/XY9PxCrS4td5ZARyc3fA7NtbG5s1936en4ff69RbspaYG3g/nkT+/AjgRkQuJgjgREcmVli61TNeQIfDdd1YfxJ8ff7QAKSrKjqOirLDJ1q1ZJj3zDNStS/F7buBh3sPB9XbELl6cjG5XkkRdkjsOsLWZnTszaRLkz59Ox46+rxseboFYRoYdz5tnwZanYMqZqlaFAgVg9ersFTUREZELk4I4ERHJldautUbXPXrYcUyM73l791oLgD59bP8YeCo6uvz+wRiL5saPtwqRjRpRN3kiQ3gH58Ybvb0F8C51zLo8ct48iIw8QIECvq9dvbr1nPMEi/PmQZs2+G3cHRJiSz1XrcpeURMREbkwKYgTEZFcJyMDEhMtiGva1Co5+gvipk61ao89e3rfa9QIejCB5q/3gZtvhvvvh0aNmPf2IkbQn8Wd/w2ffHLaeTzxnGd55NGjVsUyIuKA3/v09I1LToYDB6xgSrt2gZ+tQQOIj7cgrkYNn6s0RUTkAqfCJiIictEYOdKWG/buHXjepk0WRNWrZ8sPGzXyH8RNm2bVHVu29L5XtGAab4c+TlpGHvJMn24nmTCB5x8NI77cCNb/DJyxx6xMGZvmycQtXWrBYXaCuKQkK8SSkRE8iGvYEEaMgClToHv3wHNFROTCpEyciIhcFH7/He6+2xJjK1cGnrt2rY0RETa2agVxcd69Zx6uC/GTNvFD8YGEvvicffDKK+G++6ibvprX6oywZnHffcfBWlHMmAEDB/ouEuI4p1eb9ASNkZEH/d5npUrWwy0pCcaNg0KFrGNBIA0a2HjokC29FBGRi48ycSIiclF47z3LbJUoAU88ARMn+p/rCeLq1bOxaVP46CPYuPG0bWz8NjGBb7ZeQ7U8W+Dlk/D661amElhXphUf7ruFZ0b1BWDVAvtM1ozdmWrUsKWRYEFjlSpQsuQJv/NDQqB2bStUEhsL11wTvIpko0Y2VqgAgwYFnisiIhcmZeJEROSiMGoUXHWVBTqBGnEDjB1rwVqZMnYcXs2lMAfZuBFLv33zDTRrRtWeURThIFu/m2PvZWTACy9Anz7MufFDtm13OJC5GtLTN85f5UiwoDE52XqyrVjhrXYZSJ06MHky7Nljfe2CKV8eFi6064SFBZ8vIiIXHgVxIiJywdu715Yptm1rmagdO/y3DFi2DObMgQcf9FabbDj/Yw5SlAa3RsGAAdCvH6SnM7nuw3QqvYoqvVtab7d9++DZZ2H0aIp2tLKPKSl2juXLoWRJqFzZ/31GRFi1ycREWyLpyZoFUr68jXXqQLdu2fvzaN3all6KiMjFSUGciIhc8FassDEqyhsY+doXl7jiGA/23EiRInBP2XEW9SUnU/ajF1hFA/Ls22k93AYMgKVLefDom9S7tNypYC9rZJS1cqTnHho39gaGvniWb44bZ9m47ARxnsDt22+tKbeIiIiCOBERueAtW2ZjkyZWnRGsV9qZDl19M1M2RhD9ZSqFhr5p6w4jI3F2bOfJ4h/x0jWLLYj78EO2/B7Chg3+q0HWrGljUpLtxVu50tM/zj9PEDd6tI2eew2kRw87v5p2i4iIhwqbiIjIBW/5civkUa6cHZcvf0Ymbs8emDyZZpvGA9D07Vtg0SLr4B0WBr16se21dpzcCdx5J2DxHcAll/i+ZsGCtnQyOdl+jh0LHsSVKmU/K1bYZWvVgm3bgj9faGjwOSIiknsoiBMRkQva0aMwe/bpRUIaNICEhMyDRx+F//wHMjLYTCXiOz5At+gn7HdvvXWqHGXVb2DNGu85YmMhX77AhUrq1LEAzrOcM9Bcj9q1Yfdu6NjRmoyLiIj8UVpOKSIiOZLrwg8/wP79gec99RSkpsK//uV9r3ZtuDThQ+jcGd5+G/r2JeXDqTRiJQcGPW5ZuFGjTusnULWqtRhwXTuOi7PMWr58/q9du7Ytp1y+HPLm9fadC+Sjj+C77+DHH4PPFRER8UVBnIiI5EixsVZS/9ln/c/JyLAtbH37wuWXZ77puvRb/yJvH72f9PW/wT33wBdfMDesC3spaUseW7WyJt1ZVK0Khw/bysv0dGtT0KJF4HusXdvmz5wJkZGBAz6PJk2s0KWqR4qIyJ+lIE5ERHKksWNtHD4cdu3yPWf9ejhx4CiXdnBhwgR48UXo0oW2U57jK25lybdJ8PHHEBrK8uW2j81TkORMtWrZmJxsLQAOHQoexHkqVHqydiIiIueDgjgREclxXNeCuDp14MgRW1bpy7IlGcTRgps+7mhFSp57DtauZdtj/6E/X5KywVsRZPFi2zfnr0iIp3LkmjW22hKgZcvA91m7tvf1lVdm79lERET+Km2pFhGRHCclxX4+/BCeeALi433PO/DTLBqQAMuwNNv69VCtGsWOh8Cb3kbcJ0/C0qUwaJD/a1avbssh166FnTutiqQnsPOnRg0LNK+//qzVmSIiIueMgjgREclxFi+2sW1bKxaStWpkVuGzR3AgpBhFH78f6te3SAwoUMDK/3uCuIQEawEQaHlknjyWWVuzxgK5du0CN+4GC/oSE//gw4mIiPxFWk4pIiLnRXq6JcqyY+lSC5AiI/0EcUePws6dtN36I3G1b4FXXoFbbjltSq1atr8NbM8aBN/jFhEB0dH2OX9NvkVERP5pCuJEROS8eOklqFsXNmwIPnfZMmjUyFu2f/t22Ls385f79kHNmqRH1KcAx9hy3UM+zxEZCatX2/662FgoUcJ/UROPevXg4EF73aFD9p9NRETkfFIQJyIi59zBg/C//0FaGnz5ZeC5rmuZuKZN7dizL239tHVWMvL112HbNkL27OJnria8m++Naw0bwoED1vstOhratw++PLJ9exufeip41k5EROSfoj1xIiJyzn37rWXSqleHESOs91uIn79G3LDB5kZF2XFEBJRlO1E31QE3w9689VY+KzqYR4dWI9VPaf+GDW2cONH2xt1/f/D7vOIK2zuXP/8fejwREZHzSpk4ERE555Ytg5IlLcOVmgpJSf7nzpxpo2c5Y/Xq0DvfL4S4GdCgAbz8Mnz0EZO3NaFUzRIULer7PA0a2Pi//9l42WXZu1cFcCIiktMpEyciIn/K9OmWTevUKfjcxETbD+fJrq1a5b98/9SpUKmSZeDA+rr1KziOrU44FVeuPLUmctky75JLX4oVs64DiYnWLsCTmRMREbnQKRMnIiJ/2J490Ls39O0LJ04En5+YaEFbRIQFfqtW+Z6Xnm7B4RVXgDM72toGNG9Oq/1TGJPei/QMC+A2brRKl23aBL5ujx42fvKJ/+WbIiIiFxr9X5qIiPxhb79tRUO2bYPx4wPPPXAAfv/dMnEFClgvNn9B3JQpth/ulhqLoEsXixCLFiWp0yCeS3v6VMuAadNs7No18LWHDbPKlr17/7HnExERycm0nFJERP6Q9HQYPhx69oTly+GLL+CGG/zP9zTD9iyfbNjQPnfWeXftJenOT+hboSWdP7vbunVn9gY4uRL2NraqlfXq2ZLLihWtjUAgxYr9uWcUERHJyZSJExGRPyQmBnbuhBtvtGIhK1YEnr92rY1169rYoAGsWwdHUrbCv/8N+/fDf/7DsSateHj7E3z9e2ecPbvhu++suRu2DDNvXruW68KMGZaoC9YyQERE5GKkIE5ERNi920rrZ8dPP0GePNCtmwVmv/9ucZg/S5daxccaNew4MtICsRP3PAhvvgmXXAJDhnD4eF56h4zl2CtvQ0ICtG596hx589q11qyBTZvsflu1+gsPLCIicgHTckoRkVxu926rBnn8OPz6K3TvHnj+lClW/r94ce8SycREaNnS9/xff4WOHSFfPjuuWRNuYBTFZ4618pEJCdCjB332/8KxYxD2pO/zREbCkiWwcqUdN2r0hx9VRETkoqBMnIhILpeUZAEcwOuvB5578iSsXg0tWtixZ4mkZ8nkmVJS7Pw3tNsK//0vTJ5M3YSxfE0/tlRrC+PGQcmSHH/2FWJivL3hfImMtIqUMTF2rJYBIiKSWykTJyKSy6Wm2tivH3z9NSQnWwVJX5KTLZDzNNKuWdOWVnqKl5zpl19s7LPyWRj9GQCFgMWhrfi60yTevaIo7N5N7FwrRBksiHNdGD3aGoD7a/ItIiJysVMmTkQkl/MEcc8+a+OYMf7nxsfb6MmC5c1rgdxpmbjNm6FnT9yISKLfiOGyFocoOmmUNZX7+mu4914ebTSF1Zu9UZgnu5ZlG9xZ6te3MTFRSylFRCR3UyZORCSX++03KFnSsm/Vq8OyZf7nxsdDaKh3GSVAnTq2ZBKwVNlNN8Hy5RzJV5xxe9twOCwSDh2CQYOsiEnfvpS/2boHeMTGQng4lC3r/9q1alnLgP37oX37v/DAIiIiFzhl4kREcrnUVKhWzV43bhy4ZUB8PNxSMZqwmNmn3qteHQ6t34F75ZVQoQLMnw///S/dK8fzRZl/U7hSMXj6aWjb9tRnatSw6548accxMcGrTebLZ8s5N26EwYP/7NOKiIhc+JSJExG5CO3fb1Ukr78+eC+11FTLpgE0aWItBA4fhkKFTp/nupAQe5hl26+Fjgegd2/o3Jn+y5N45cinMDPN1jnWrs2SRncwd1Uebhr6Gs59Z1+zVi1rGr5+vWXXNm6E//u/4M9Vpkz2nl9ERORipkyciMhF6I03rBn3xx8Hnue6Z2fiXNe79y2rNWug/ZbvKJh2wKLDBQvgvvtoMv8DxnIdCV8ttXWRc+fy9fd5CAuzbXC+ePa+zZ1rbQPAW/FSREREAlMmTkTkIpORAd98Y68HD4YbbvA/d88ey7plDeIAli/PsrxxyxYYOZKtccV4krc4UbcB+UaNst+tX8+aDQXp36UCPziQWbSSuDho1syybL7Uq2crL2fM8BYpUbESERGR7FEQJyJykZk3z5YnDhwIw4bB4sWQP7/vudOm2di+6ApIq094eB4KFnAp/uNn0PVya8YdFQU7d3I5sD+0BPk+G+ldo1mzJpVL28vffrMxI8P21d1+u/97dBzo1Mmun5FhRU38BXwiIiJyOi2nFBG5yERHW5D09NN2vHy5/7nffAOty22g2YAoeOMNHAeeL/4uN04fAP/6l/3s38/e6UvoGDqHjwcstQqTWRQrBiVKeIO4lBQrRhkVFfg+L78cduyAX39VFk5EROSPUBAnInKRWbvWlkdWqWKjv2qTu3bB5Mnwf1FzcFwXPvgAFi/mX9se41BIEatw8u238OSTjEpuyuz09nS7N9znucLDYcMGe710qY1Nmwa+z549oUABC/g8yzhFREQkOAVxIiIXmbVrbc8ZWHDkMxPnunz7LaSlQZdCCyx1t20bdOrE0QIl6R4y1SqcRETA44/z/ff20l/GrGZNb6+4ZcusCXhkZOD7LF7cWsqBMnEiIiJ/hII4EZELQL9+gQuUeGRkQGLi6UFc4lqXvGs2eCfFx0PZsuR/7XkG1xhPqdhJcMUV8NprEBHB/Ds/Z15aa3a9+Tn8+CPH3PwsWABXX+2/XUHTprBunRVKWbYMGjSwvm7BDBliBVQ6dAg+V0RERIwKm4iI5HDR0d5qk4mJULeu/7lbtsCRI945jRvDQPdjLrnvPmhUx/azvfce7NrFPbzg/eDAgfD44/D444RFAx/A8qg7uDwSVsVZU+6WLf1f1/O7uDhbTtmzZ/aerX59WLQoe3NFRETEKBMnIpLDvfACVKwIefIE7/u2dq2NnkxcRK2TPM7rdvDllzBrFnzzDQsb3M0loYvYP2Y6PPDAaaUka9WyMSXFxsWLbWzWzP91mze3cexY2L07eFETERER+fMUxImI5GCbN8Ps2TBoEFx1ldUaCcRTxMQTxNWZM5xqbGR74WowfDh06oQbFsaQzYOp0LMVxa7rDO+/D5UrnzpHxYrWkiBrEFeqlLeXnC/Fitk1hw2zYwVxIiIi546COBGR8ywtDd55x1uSP5DRo62+yI03QuvWVgFy717fc10XRo60/WnlywNbtpDnmSdYWLATL9T4AAoXhldeYeHoLSzcF8Ett/g+T0iIBWypqXa8eLFl2vzth/Po0sX7WtUmRUREzh3tiRMROc+efBLeesuCo+++Czx3zBjLatWu7c1uLV8Ol1129ty4OFi5MnPJ5fr10K0bpKUxsu3HTEyqCPv3g+Ow9nObHyjQCg+3IPPIEUhIsKImwbz1Fhw4YJ8pVCj4fBEREflzlIkTETmPNm60YKdECds/tnOn/7lHjkBMDHTtaseeIG7ZMt/zf/jBKkL2q7XIIrQdO2DqVIq3qM2WLQU4mWaptORk218XaHlkeLhl4lasgPR07563QPLnhxEjz0OmTQAAIABJREFU7D5ERETk3FEQJyJyHk2bZuPHH8OJE/D99/7nLlpkSy895ffLloVKlbzNtM80b55ViSw09E3ror1iBbRtS0QEpKeHsG6dzUtKsr5ueQKsxQgPtwBz9mw7zk4QJyIiIueHgjgRkfNo2jSoUAGuvx7KlfOfVQOYM8f2p7Vt630vKspbvCSrw4chbPE83t13O0yYYI3lMlNtNWrYnA2ZreKSk215ZiDh4TaOGWP3WalSth5PREREzgPtiRMR+Ru4bvDCHxkZMGMGdO9ucyMiYM0a//Nnz4YmTazyo0eNGtY37tT1YmJg2jRWVb2Bz9Nvo0Z8ZqTWv/+pz3iWTaam2j2kpMDllwe+V89nFi+2qpjBnk1ERETOH2XiRET+ogkToEqVwFk1sAzarl3eKo6eIM51z567Zw/MnQvdrsg4bcKNiS+y4lAN0jpdAZ9+CtdcA888Q+v+danBBg6//7mlz7JULalQAfLkySA1FbZuhaNHs5+JA7jyyiB/ACIiInJeKRMnIvIXuC48/TRs2QI33GDVIQsU8D3Xsx+uc2cbIyKsYOS2bRZoZfXzz1AyfQdPju8OU7GeBCEhtJ72IotpSqWkZBg4EMLC4JdfePOBjezLW4ZXH7j+rOuGhkLZssdJTS1AQoK9V7du4OcqX97GWrXg3nuz92chIiIi54eCOBGRv2DaNMuwXXONBV5LlkC7dv7n1q9vzbTBgjiwbNypIO7bb+H4cYq/HE9iyAgKph6FggVP9RTIKFKcKw/+yudDS3JNzQTIk4cdpSJ4fCO88IL/+yxX7hipqQWYM8eCuhYtAj9XSIg1Gi9b1l6LiIhIzhH0/5odxwlzHCfWcZwVjuMkOI7zwhm/f8RxHNdxnNJZ3nvCcZwUx3ESHcfpei5uXEQkJxg2DMqUsbYB4H+P27FjVj0ya0PsrEEcYA3Zbr0V7ryTHuvfY331y3HmzoXERPjlF/jsM/b/OJ3dlGbj5hBo2BAiIpg0yTKCV13l/z4tiLN9ds2aQZEiwZ+tUiXImzf4PBERETm/spOJOw50cl33kOM4eYF5juNMcl13keM4VYAuwEbPZMdxIoGbgPpARWC64zh1XNdNPwf3LyLyj9m1y7JvDzxgyw4LFoTVq33PjYuzQC5rk+6KFaFwYUhKdMEFnngCChcm6bUxdLu/Bq++XINmzTIn9+gBQEnX+rGlpnrPM326Zcw8feR8KVfuOJMn27LPRx/9S48tIiIi/7CgmTjXHMo8zJv549ll/1/gsSzHANcC37uue9x13Q1ACtDy77tlEZGcYdw4OHkSbr/dlhzWq+c/E7dggY3tSiTAZ5/Bb7/hOHB1+Tie/rSaNXj75Rd46il+PXE5G6jhc1mm40DVqtY03GPuXGjfPnAFyXLljp16nTWQFBERkQtPtvbEOY4TCiwBagFDXdeNcRznGmCL67ornNP/y6ESsCjL8ebM984850BgIEC5cuWIjo7+Uw9wLh06dChH3pfou8nJctN3M3lyLQoUKM/u3fOIjoaSJSNYtqwY0dGLzpobPa4yi/L1p2QHi+bSw8LY16gRX61byq6QMmQsX86+5s1Z2awZ417cSfnyhUlJiSEl5ezrFi3aiFWr8hAdvZQdO/KTmtqGHj2SiY7e4vdea9fOoG7dilx66U7CwjaRS76iC0Ju+mfmQqPvJmfS95Jz6bs5f7IVxGUuhWziOE5xYJzjOI2Ap4ArfEz39XfBZxXQdl13GDAMoHnz5m7Hjh2ze8/nTXR0NDnxvkTfTU52MXw3v/xiGbUHHrAlkv68/rrta7vsso6AZdumT4fmzTtSuJALP/4Io0fjXtWDncs/o/nJGPjvf6F9e0I/+IBSCxawoOFd3JD4MpuSj1GybBkuzZeftbdA1674/XNs2hTGjoVLL+3I99/be3feWZumTQP1DYhm7dqiQFGg5p/4U5Fz5WL4Z+Zipe8mZ9L3knPpuzl//lB1Std19zmOE40tmawOeLJwlYGljuO0xDJvVbJ8rDKw9W+5WxGRc2zPHqstsn8/zJwJkyf7n5uUBK1aeY8jIqAIB9j7zHAKF9kHL70EhQvjjB7N9cCyK/5N1MMP2+QvvgBg+Yew5X7Ylgcq5IeUZNixw3+FS7AKl59+avPmz7d9dVnawomIiMhFLjvVKctkZuBwHKcAcDmwzHXdsq7rhruuG44Fbk1d190G/Azc5DhOfsdxqgO1gdhz9gQiIn+jN96AgwctEzZ7NqT7Kcl0/Dj89tvp/dYiI+EVnqLKu0MsgOvVC/buZcJjc+jMdPK/8+pZ56lRw8Z162ycO9fG9u3932P9+jYmJMDSpZaZCw39Y88pIiIiF67sdP+pAMxyHGclEAdMc113gr/JrusmAD8Aq4HJwP2qTCkiF4KMDBg5Eq69Fvr0sWqSWatAZpWSYmX969TJfMN1qRXzDYP4iBURN8Irr8CIEZAnD99vaU982c5E1D/7X7meIG79ehvnzoVSpaxIij+eIG7lSli+3II4ERERyT2CLqd0XXclEKBwNWRm47IevwK88pfuTETkPFuyBH7/3RJoNTO3ja1e7Q20skpKgu78Su8hg+DgkzBhAqETJpAQ1pS3qg3l6ydLARbozZoFHTv6rh4ZHm6VLT2ZuPnz4ZJLAleaLF8eSpSwfXFHjyqIExERyW2yk4kTEbmg7d5tGasTJwLP+/lnC6iuvNJHI+4sDq9aT9yTYxkQ8hn5t22Ee++FqVPhvfd44ao4YteVOjU3ORm2bvVf1j9fPgvkEhPh0CGb36JF4Pt0HGjQwLv0UkGciIhI7qIgTkQualOmQJUq1gj7jTcCz506Fdq0seWMJUpAuXI+grjx4wltEcWra3tzTcgE6NfPylJu2wYPPUS9yBDWrbOlmGBZOAjcm61ePVi7FuLj7bhRo+DP1a2b93XWfXkiIiJy8VMQJyIXrQMH4LrrbN9azZqwcKH/ucePW7aubVvve5GRsCYhw5vCGzoUevViY1hd9oSWJjTtBPTsaZFfiRKnPpORYRk1gOhoqFAhy945H+rVs0zcsmV2nJ0g7oknLOicOBHy/KE6wyIiInKhUxAnIhetOXPgyBH4z39sn5knSPJl5UqL1Vq29L5Xvz7cuuxfuJGRtllt8GDcq66iU965TG7+DBQvDpdfftp5PAVJ1q717oe77LLAe9zq1bPM3S+/QNGiUK1a8GdzHOjSxZZ+ioiISO6iIE5ELlrR0bbnrE0bW065bZv9+BKb2QglaxDXtM4hbj35Oc66dXDppVCmDJteHMGWXfnZ3/8hO1mxYqedp04dC7DWrrWf7dutqEkgnv13kyZZFi5QwCciIiKiIE5ELignT8L06ZblCmbWLAvgChSwIA78Z+NiY20PXJUqmW8sXszVE++lCIfYU7ulZd0mT2ZRSmkgM9jLn/+s8xQsaJm0tWuztx8OTm8n0Lp18OcSERGR3E1BnIhcUP73P1tG+M03geft328BmyeAatLERl9B3PbtMH489GsSj/PO27b+smNHSk/5hiU05f2bF8LGjdCgAYsXW3avYUP/1/YUKpk1CypX9rYr8Kd0aWjWzBqMv/BC4LkiIiIi2g4vIheM9HR4/317/cgj1pS7SBHfc+PiLFvnKVRSrJgFVGvXZk7IyIAHHoBixdjw42aeP1SWB+NGwpSd9vvwcFi9mr6dKxG5KsRSbNjeuchIC+T8qVfP9uOlptqetewsj4yL0zJKERERyR4FcSJywZgyxQKjgQNh2DCrNZK11H5WMTE2Zu25VruWS8vZb8HUJjBzJnz0EQCtM3/YA8ybZwFc6dKQPz8Nm5yevVuxwjJmgdSrZwVVjhwJvh/OQwGciIiIZJeWU4rIBWPOHCun/+KLdhyo2mRsrPVPK1488w3X5bG9T/DAxn9bFPbGGzBgAJu+mE5z4khsdxc89piVsaxU6dR+tzp14LffIC0NduywWibBWgB4sn9du8INN/ylRxYRERE5izJxInLBiIuzAKpcOahe3fq6+eK6lonr2hXYtct6uN18M91WjOYz7qTfrSHkbxIB//oX00c4LAEyhg2HiLPPVb26LePcvBnWrbP3GjcOfJ8NG1rQFxr6V55WRERExDcFcSJyQcjIgCVL4Kab7Dgqyn8mbuQbW9m+vQIP7Xkeyr9i6xsTElhzy0vc/e1TNHzAOdVKYMECi/Hq1vV9rho1bFy/3pZSQvaacSuAExERkXNFyylF5B/lupa1CiYlxSpOeva4NWkCyclw8GCWSZs3c7RjN257ohIxZa+m2YQXbWJCAlx6Ke6TTwEOycnejyxYYG0IQvz827B6dRs3bIDFi604Spkyf+ZJRURERP4eCuJE5B9z7JgteWzcGPbtCzw3Ls7GrEEcQHw81jwuPh6aNyc0ZgFLaErLHRMtAluwAMaOhVGjqFHTwXE4FcTt3QurV3v3sPlSpYpl1TZsgIULLeATERER+ScpiBORf8zjj8O0aZCYCIMGBZ4bF2dNuyMj7diz/NH9dDgULgxNm0JoKK9ds4i+hX7CrV8f/vtf6wXQqxeUK0dYGFSt6g3iFi2yMVAQlyePfWbhQitwombcIiIi8k/TnjgR+Ue4LvzwA1x/vS1P/PxzKyDiby9ZXJzFaXky/60VHg53Ol/Q+ouB0KG9pcyefpqxN9ajaltwpsb7PE/t2t4gbsECu17WNgS+VK9uHQlAmTgRERH55ykTJyJ/G9eFzz8PZ/784HNXr4bff7fllM2b29JKT/XHM6WlWRGTFi2wOv9xceR7900+de8ivnwXayD39dfsr1CPVausS4A/niDOdS2Ia9zYEnmB1KljY758VlBFRERE5J+kTJyI/G2mToWRI8OZMcOCtGLF/M+dNs3GLl1g5057vXKlN2DKKiEBjh6FPie+hQq3WqlKYH7Z3jxZaSRzw8IAazngupyqPOlL7dq2/27HDmtDcMcdwZ/ruecseKtaFTIvJSIiIvKPUSZORP42b7wBRYue5Pff4b33As+dMsUCqqpVbZ9bSAisWuV7bnQ0FGU/rUb9C5o1g/HjYcYMvu89mvh1BXBdm7dypY2B+rjVrm3jmDFw+HDg/XAe5cvDwIHQrVvwuSIiIiLnmoI4EfHr8GH45ptTia+Adu6EWbOgT5/NREZaOX5/9u+3PWbXXGPHBQpArVq+g7jjx1yGv7WXTyq8QOienfDxx3DttdCpE7VqO+zbB3v22NyVK6FUKahQwf+1PUHcl1/amJ0gTkRERCQn0XJKEfHJdS379O23ULQoXH114PkxMTY2bryPgwetMbc/v/4KJ07Addd532vUyEfzbtflt+73snzLcJwQB2fAAKtukqlWLRuTkqzgyMqVdh7H8X/t6tUt6xcbawVVqlYN/FwiIiIiOY0ycSK5yPHjlgXLjqlTLYADa7MWTEyMVXqsU+cg9etbX7UjR3zPHTvWlihmLddfp46V8D/V+PvXXyEigrrRw4jJ2w6naRS88spp5/Esm1y2zCpbxscHXkoJVpzEEzxedlnggE9EREQkJ1IQJ5KL3H8/1K+fvUBu2jTInx9uuAF++sn6aQcSEwMNG0JYWAaRkZbJW7v27HlHj1p81qsXhJCBZ0NbeDWXgukH2DNyIrz8MvTtC47DK2Xf47UronHi4qB06dPOVaUKlC1r7QdSUixobNgw+LP98APMmwfvvht8roiIiEhOoyBOJJc4fhxGj4YtW+D554PPnzvXqjzefDPs3UvAtgHp6bY8sVUrO65f38bVq8+eO+/Ldbx65P94Y0pmbf+WLWH0aG58uwUHKEbZO3vAM89ARgYHvp3A0zseolVr3+kyx7G2A7Gx1owbsteM23GsDUGgvXMiIiIiOZWCOJFcYuZMOHAAataETz+1wMufw4dh6VJo186WHIaEWNGSQOfevx86d7bjWrWsKXdCQpZJR45Ar150GVSLQXxEoTqV4M47bQ3kDTdQ4NgenuQVZt4/xqLGDRuI2VUT8AaHvjRvDmvWwKRJUKIE1KuX/T8TERERkQuRgjiRXGL8eChSBB5/3IK0NWv8z42Jsb1p7dtbr7emTQMHcSNGWADlKX6SL58FcomJmRNOnICrr8b9+WfeLPAcj/RaT8ikX+GDD2DGDBgxAnf1Wl53nmR2qeugeHEoWfJUsZQWLfxfu2VLW5H5ww+WXQvRv9VERETkIqf/3BHJJWbPhksvtewa2D4yfyZNgrx5LSgCy8YtWuS7UMmhQ1ao5OabMxthuy4kJdG75CyendwWatSwaiMzZ7LhmS/499Hnad2nsvcEbdtC//7kK5yPypWtIIpHTIxl1ooX93+vnTtDtWr2OlDGTkRERORioSBOJBfYtcuyYpdcYlUgixb138fNdS1r16mTzQPo2NEKm8TGnj1/3jzIf2wffS7fB9ddxyU9e0Ldury8oBMVj6bgtmoN5crBBx/wTehtOA5ccYXva1evbhUqPfcRExM8MMuf3xqHt2ljRVhERERELnbqEyeSCyxYYKNnuWGzZv4zcWvWWKXHIUO87zVoYGNiogV0gEWGzz7L4XVN+J3/I6xfCBw/zq4rrqBCr15MXVaGvh9dwuLXy5zKlE1tb3vYzigyeUp4uK2uBAvmdu7MXnatbl3vM4qIiIhc7JSJE8kFFiyw5ZHNm9txixbQYem7ZDRvYWUrs5g61cbrys6DHj1g4kQqF9nPp6H3cOVzLSzK27HDNsx99BG9p97DwXylcVq0gJEjSXzsMRgwgPw39mQXZUhKsvOlpVkDcM8STV/q17fqmXv2eJuHa4mkiIiIyOmUiRO5gLlu9ppVz5hhgVuBAnbctt4eOqY/R8iSA/DFF1Ylcs8eKF+e1XN382WhZyh765cW4E2cSEizZtyRvoy0Xfnh0UctRZaayt7hYxh99xTc2+/hnk+a2smjowFbtgmQlARduljsd/SoN5D0pWnmKZYtsyAuLCx7fd9EREREchNl4kQuUNu3W7uAt94KPG/rVtv/1qMHFqiNHUuXr/pRhIPsK1sHHnkEKlWytYwJCbSb8QJ9jwyDbt1sTWOHDrBkCVOr38sXxQfDxIkWZX33HW8kX8egkE/o9EjTs65bvry1gfNUqFyyxMZmzfzfa1SUjUuXWhDXrJllEEVERETES5k4kQvUrbdaJcevv7bkmD8TJth4baeDtpZx7VoKhIXxVKF3cdt147Vir1vGbcoU0vreRq/9SayJuoUGY76yD37/PQwdyqKDj/DxRy4D79pOyN13cbhhaz66Dfr0gdq1z76u49heulWr7HjxYgvqPBk6X0qVskqTMTEWyN1//5/7sxERERG5mCmIE7kAHTgA06ZZtmvlSti8GSpX9j13wgQIr+YS8fadtrZx1Cicyy5jef8ybEqC11Z9bhPHjsW56RaKcJwjdz/kPUGFCvDyy1QZDjtOQupTn1K9OiyaYfdxxx3+77NJE4sBXdeCuKio4H3coqJgzBh7rf1wIiIiImfTckqRC9C6dTYOGmTjr7/6nnfiBMyekcbHJZ/A+fFHeP11q8NfpgxNm8Lq1TYHgOuu49n+G7ksz1zq9j1741rWPW6QvcIjUVGwb5/th1u61FrCBdOnj/e1gjgRERGRsymIE8khDhyAZ5+FvXuDz01OtvHaa6FqVeuT5suCWccZfeRKui57A+66y/a/ZapbFzIyvM21jx2Dj8aUpVzvdhQrdva5PEsmPdeOibFzlCjh/z6bNLHx44+tz1yHDsGfrW9f+OQTu92qVYPPFxEREcltFMSJ5BCjR8NLL1klx/T0wHNTUmysVQs6d4ZZsywgO83WrZS/rxdXMI2j//sUhg8/rZSlJyjzZNZ+/NECyAEDfF/TU6gkOdmWRy5aFDxT1qCBLZ98/327dKD2AlkNHHjW7YqIiIhIJgVxIjnEwoU2Llli+90CSU62rWqFCkGnThZ8LV+e+cv0dFuTWKkSNTbM4O1aH1PgwbvPOodneaQnKHvzTahXDy67zPc1HccCv+Rky97t2BE8iCtY0O4PoGJFfGb4REREROSPURAncg5MnGj71RISsv+ZefOgY0fLXHkCOn9SUryZNE+QNGNG5i9few3GjOHwPf+iobuSE3fc4/McJUvaT1KS7albtQqeeCJw4ZHatW3+zJl23LFj8OcaN86qTL75ZvC5IiIiIhKcgjiRc+Cll2wfWOvW3iIkgezcaf3UunWD+vW9RUN82b8f1q61pZRgGa4aNSAuDkvJvfYa9OnD2LbvkERdunb1fy5PZu2rr6BsWbj55sD3Wbu2tY6bPNkygRERwZ+tcGH44AO45Zbgc0VEREQkOAVxIn+zw4etEuPNN0NoKNx99krGs/zwg43t21vgFxtrSxzPdPQoNGwIu3bB/WnvWf3+jAwa1jlO3YUj4KGH4MgReOoppkx1KFPG20Dblzp1ID7e2hBcd13wxtp16thqzTFjLAOoPWsiIiIi55+COJFsevZZmDQp+Lz5860SY//+VgwyOhp27/Y/f8cOePppW5rYpo3tM9u711sFMqsZM2DTJvjpo600/ephixQHD2bokta8tPkO6/zdoQNu4ybMmmVFTwItj7z0Urv+kSNw/fXBny0y0vv6iiuCzxcRERGRv5+afYtkQ3y8LZFs3Bi6dw88d9YsyJPHKjGGhdl7ixbBVVf5nv/qq3DwIHz4oWW2mjWz91es8BYfASAjg5k/7GFcnnu5Ki6zrn/DhvDee1QCbuUr3vgpgoqtqrB+PWzdakFaIHfeaQHjnDnZK//frJll7VzXln6KiIiIyPmnTJxINnzyiY0rVmSpAunHtGmWTStcGJo3tyWVixb5nrt1q+2d69/fu7/M9rq5rE88aW9s3mwN2UJDeeHrGvRMG0Po58OheHFrEFesGLvbXs3X3MrKfM2hXDlmz7aPBgvMHMeyhT//bIFnMI5jwWiPHtmbLyIiIiJ/PwVxIkGkpdkqxW7dIF8+GDHC/9wdO6xFgCdbV6gQNGrkP4h77TXbY/b00973CsfOZJ9TgkefDbMKIg8/DBs3srHfE0xwryK5U2a1yY4drbpIYiLpo34ErDgKWGatdOnsFR4RERERkQuL/i5dJIiYGNi3D+66y7Jr33xj5fLz5Tt77pQpNmZdati6tQWBrgvOkcO2sW33bnbmrUi5DxfwVK/rqV69gU0ePx7uuIO9YRU55B6n0i232HrHl1/m9S1PMaIA7Bh9Avqmwh132GfKlaOMa4m5NWvsrTlzrEiKCo+IiIiIXHwUxIkEMWWKFQfp3BkKFIAff7QCJ9dee/bcyZOtVH/WipBNmkDhj94ko8TrhIZgQRlQBngacMe+BC+9YBvOevWCBg0YWu8X9k1fzKd7r4drryVtyL8ZXQWuvhoKl8x3VoUVx7HtcStXWuGTDRusUKWIiIiIXHy0nFIkiKlTbY9biRLQtastUxw79ux56ekW8F3b6SAh9w+C224D16VV3qW8wlMcLF3d1llOnw5Ll/Jqw+/oXGcTzi23WOnL22+3pm9LllAiKpzh+3pzdMYCGDWKpSvzsGuXxXj+REXZnr3oaDsOVtRERERERC5MCuIkV4qPt6baX3wReN7hw9ZEu3NnO86Txz63fj3WdfvIkVNzlyyBArs38ea8NlatZORImDOHBm/3ZydlGHHLNFuL2bkzJ+pH8XLKTTToVtk6bV9yiXX8vuceyJcvs7iJQ3LpNpA/P3Pm2DUCBWZRUXY7w4dD0aK2F09ERERELj4K4iRXGjwYVq+2EvueSo6+LF8OGRmWifNoWSyRoilLoUEDK/+4Zw+MGsWe595jIW0oun+T7W0rVgyuvprQ1fE8WfpTFq8veeocixZZ4+5OnbC1mp99ZuszBw0CoHZtm5eSYuOcOfZehQr+77VpU+/cDh2sKqaIiIiIXHwUxMlF4dVXLUOWkRF87sKF1gbgxRdtL5ln+aEvcXE2enq3kZ7O81PbMHFbM9ytWy39Vr483HQT3SY/TL68EDJvrgVkjzwCJUvC0KHsaHEV8fHe886cabHbqcxa3boW+JUpA0DNmvZ2crI909y5wdsFZK1EmbXapYiIiIhcXBTEyQUvLQ3ef98ya0uWBJ8/ebIFUA8+CJGRVn3Sn8WLoVKlLBmwRYsoeGwvW6jI7ndGwP33wzXXsH/CXCo5Wxn2WIp3HePTT8Nvv8F999GwoVWOTEuzX82caYFh8eK+r1u0qBVISUmxz+3bB+3aBX6uvHmhXz8YMuT0zKGIiIiIXFxUnVIueJMnw7Zt9nriRGjRIvD8WbNs6WHx4hbs/PRTZvl/H+X4Fy+Gls3S4bsf4K23YNky3JAQIjNWM6FZMdo/fCsAk76HrS5c3sP3NRs0gBMnLLNWtaotpxw8OPB91qplQVxsrB23bh14Ptg2PBERERG5uCkTJznShg2WfcqOH3+0VYstW8KECYHnHjliAVSnTnbcqhXs3p1ZqOQM334LyYnpfLCiHdxyi3XyBo7XbcQBirFxo3fu5Ml2D/4CyAaZbeDi42HePDh50nsP/tSu7Q3iihWDOnUCzxcRERGR3EFBnOQ4y5db0NOy5am4KaCYGCvu2L07LF16WsHIs8ydawHUZZfZsSfoWro0y6S9ezl5210Uua0Xn1d5noqpi+Cdd2DjRhgzhoyR3wKcFsTNnx+4mEi9eraEMz7e2hDkzx98eWStWrB5sxVeadHCPi8iIiIiov8slBynb1/LPG3eDA8/HHju/v2wdq0FfI0a2bLINWv8zx8/HgoV8hYUsVL+mZm4tDR47z1o3ZrQ776mZfoC+m962Xq3PfSQRVHXXUfBZhGUKgWpqfbZvXstY9aypf/rFihg14qPtyWfl10GBQsGfjbPva1ZE/jcIiIiIpK7KIiTHOX3361AySOPWJGOX36B48f9z1+82MaWLU9fsuhLRoYFcd27W1AFUKSwy6DCI7nhnZbWaO3hh6FgQT7pOYnL8s3HrVgJHn/cGsRlUbf1h8X7AAAdlklEQVQurFp1+j0E24vXoAH8+iskJcFVVwWeC6cvn+zZM/h8EREREckdFMRJjuIp6d+qlVXpP3TICpH44yn60aKFleXPn99/EDd/vhVA6dUry5sff8yHh26zNZghIdYpe9kyPk7qRIV2tXA2bbQylme45BK716NHvffcvHngZ2vaFI4ds9fZCeKioqw3+G+/BQ8QRURERCT3UHVKyVFiYmxfWVSUVYssWNCycd26nT03IwO+/96WUZYoYe9FREBCQuaE336DBx6wKOu++3ht4TOUKhXCNS23wZP/sw89/TTLKnTn+rAJpKywv9PYuxdWroSXX8bvRrQOHaxYZUyMnb52bf/tAjwGD7aWBnnyQPXqwf8sHMfqqYiIiIiIZKUgTnKU2FgLyjz7xRo3tj1vZzp6NIQPPrBg66uvvO83aGCFQDhxAvr0sbWLbdrA889Tk5Jc+9hVFO7axVuOskMHJjYdSeoHIaSlWYDlyeRFRfm/z0susSBr9mwrltLDT2uBrAoUOCMLKCIiIiLyJ2g5pZxm927LRP0Tjh+3zFbWIh6VKsHWrWfPnfDcESb/36/Urw839zlpJR9nzKB+fQjfNIeMmrWs8/eXX8LkySwt3523eJSBn7aw3gWzZ9vvZ86kQoNSpKVZIRXwZvLq1/d/ryVKWID50Uf2Z9a589/35yAiIiIiEoiCODnNlVfaTyA//QRdu1oRkmC2boUmTWyp4fDhgedOmwYHD8I113jfu373x0T9Ns77xtSp8N//8vLiW/jJ6Unsd+vI07+vrbfs2pUWpTfwHwZz8qQDY8dCr16kbnS4avsXrGh8G06b1pY669DBNqmFhp5a2uhJziUkQOHC1pQ7kDvvhO3b7bWCOBERERE5XxTEySnr19tyxkWLvMU6fPn+e4ulOne2fWmBTJgAK1bYnrEBA2DmTP9zR42yDFeXoz/bGsrt2+k95yGGHruTg6l77GJ33w2DBxPmHsXNm4+CPa+A0aNt71toKO3e60NzlhBzxdOn1i6OHQvb3HKUGz/M6vtHRp52XU8p/6QkGxMSLAvnOIGfrX9/C/bq1bMuBCIiIiIi54OCODllXGbCKyzMlgn6c/CgjWvWwIYNgc85a5YFOHPnQqlSMGyY73knT8KEn9J5J3I4eftcC5dfDq+9Rmj6SYqxnwLNIy1Ft2kT63sNoStTWPfIR5AvH3TpAv/5DwwYQP74pcQ7DfmpyK2nzr1wIVSrBuHhvq9dpYr1jvP0l4uPD7yU0qNoUfj8c+sDLiIiIiJyviiIk1N++smWPnbvboGPP1u3Qtmy9nrFCv/zXBeio6FjRwsMb77ZrrF//9lz4+YcZc7BJtwxf4DV6t+1C957jz1NO/MYb3KwcsT/t3fn8VVW1/7HPyuQhBlkECIzIkPAEJlERUSoiKiIAxYLlqot0Fo7iFqH9vbqtb1a9VLtT6/FCQsq8GPSoswSckGQgETmSSYJBMIggxBCkn3/2E8GIOckvYLnBL7v1yuv55x99nnynKxXgMXez1p+Fa1yZSa0/XcW2rU0evxen3nNng2xsT6R27qVBzp/Sfr6SoXnXrIEunULfZ1mvqrlunV+i2hWVlHPudIMHFj69lMRERERkbNJSdx57NgxGDnSN88uTV6er/PRowe0aZHD1q/yycsreW5GBvTp46vvh0viNi3YRWamT+LAl8vPzvY1SE539D//xuWs5tgLr0Jqqt/X+cEHHPjrWF7iET4Z+Sk8+ig89RSLvqxGkybHqF79tJPExUGzZrS/3AorTGZkwNdf+wKV4RQkcSkp/vm114afLyIiIiISKUrizmMPPeQXpwYPhtzc8HM3b/ZJ37D1v+XZUVWZcPJ2MjLOnJeTA3v3+vvIWrWC9PQQJ3z7bVpd35D7K/6jcKXq8sv9sXALZm4u3HknjB9Pt5T/ZFHNflR55Be+Fn9SEgwaRP3kBAAydhn85S/kP/EUn30G7duXsJwXaNfOX2NWVtGKYmlJXGKir045bRrUrBm+vYCIiIiISCSVmsSZWSUzW2pmX5rZGjN7Ohh/wczWm9lKM5tqZrWKvecJM9tsZhvM7MZz+QEuJDNmQOvWcOBA6XNXrfL3a/Xs6ROt4r3USrJiBcSQR5vP3iEmP5d+fMLWLw+fMS8z0x8vSXB06BBiJe7QIXIffRyA1+wXNLz/RsjIoFo1X7hkx45g3pIlvurIPfdQLe8Qy+567oxTVa/uvwraDKxd61sghEviCrZCrlnjv0V8vN8mGk5BrZOJE/3PrEKF8PNFRERERCKlLCtxJ4BezrkOQDLQ18y6AXOA9s65JGAj8ASAmSUCg4B2QF/gNTPTP4nPggkTfAXF8eNLnztlir/Xa/x4aNSo5C2MxaWnQ8eKq6hw9BBHB/2UWHI58cm8M+ZlZMBwXmfoyDpcdeletm+Hw6fner/9LTEH93M7U3A39IG5c+H11yE/n/trTGLP1mN+3qxZEBODi4lhDD+h5e2Xl3htDRsW9XBbuNAfk5JKT+JWr/YrcZ06+Z2W4SQlFT3u0yf8XBERERGRSCo1iXPe0eBpbPDlnHOznXMFm/SWAI2Cx7cB451zJ5xzW4HNQFfkDE8+CQ8+WLa5zvlKjwBjxpQ+f+pUuPpqqF8frrvO97Z2LvT8FSvgrgb/A0Dlpx/nEDWo9dknZ8zLyICfMIa4owe5e9YDgN+KWejTT+Gdd3i/yRNs7XA7lT6e4pvKjRkDY8bw4vaB3JH2uK8++eyzcOWVjP7NOkbwesjiI61a+Y4D4JO4hARISMgO+VkSEnxfuhUr/H1+pW2lBF+5Muj9zc9+Vvp8EREREZFIqViWScFK2nKgJfCqc+7z06bcD0wIHjfEJ3UFdgZjp59zGDAMoH79+qQUVJSIIkePHj1n15WdHcOoUdeQnV2B5s2/pHPng2Hn79pViR07utGkybekpVVl/PjFNGhwosS5mZnxfPnlVYwY8RUpKV+TkJDAnj2tGTt2KU2aHDtjfk5ODKmp1/CH2rPJrl+fJbu+5njlnlyxYeYZn3/Bgobcj/++CcuncxkbmTYtl8OH9wKQ+Oyz1KpRkxEZT9Gv69ekpHxFvSuvpN2MGeQPH04M8KN9f4NgkW9LYiL/WFKbBo1zWbXqsxI/T40azVm3rgmzZ6eyeHEnmjXL5ttvw8emceNkxo6twcmTMVSvvoaUlKywP98CZrBoUZmmSgjn8vdG/u8Ul+il2EQvxSY6KS7RS7H5HjnnyvwF1ALm47dRFow9BUwFLHj+KjCk2OtvAXeGO2+nTp1cNJo/f/45O/fkyc6Bc1WrOte9e+nz33zTz3/nHX+cPDn03Lff9nNWrfLPN270z19/veT506f714/VbeTcPfc455z773Z/84Nbt54y95GH89y3VHb5Awc6B+4xnnPPPBO8+M03zlWq5Lbf+qAD5z7+OBjPy3PuhRecu+oqN7ffS86Byxn+S+dSU13ut9muXj3nhg4N/XkmTPCXsmyZc/Hxzj3ySOmxGTbMvycmxrmMjLBT5Sw7l7838n+nuEQvxSZ6KTbRSXGJXorNdwMsc2XMy/6l6pTOuW+AFPy9bpjZUOAWYHDwjcGvvDUu9rZGwK5/Pb08v02aBHXrwgMPwLJlpVePnD7d39t2992+6MaKFaHnzp/vz13QsLplS9+YeuXKkud/+CFcWjWTyvt2QpcuABxKvg4Al7LglLmbU3ZSheNY797QpQuD4qawcWPw4rRpkJ3Nu/n3UqMGXH99MB4TA488Ap99xp7BD3MDs9ky4i9w7bW8OTaerCzfxzuUgvvVpk+HEyd8cZfS3Hqr3yI5frxvNi4iIiIicr4oS3XKegWVJ82sMvADYL2Z9QV+B/R3zhXfo/cRMMjM4s2sOXAZsPTsX/r3LD//rJ5u8WLo3dv3tc7Ohg0bQs89ftz3s+7fH6pU8T3Nvvii5LnFG2yb+TEzSGzr+OaLLWdki/Pm+cqVIzov8wNBEle1azv2UYfjM1MK5x45AsfTgwtt3RruuIMrcpZyeNV2PzZtGvkNG/HCgq7cdZfvFHC6xo1hLjewfW9lcnLgqaf8td5+e+jP37KlbxY+caJ/3qZN6LkFbrnFtzIYOLD0uSIiIiIi5UlZVuISgPlmthJIA+Y456YD/w+oDswxs3Qzex3AObcGmAisBWYCDzrnQrSNLifefNNnT4MG+aWg7+jQIdi2DTp0KOpHFm5lbe5c38Ptttv88yuuKDY/Oxtee81nY/n5bNzom1vf3na9f+PBg7B+PdPWtuK9JZfCiBH+fS+/jPv7aN764Wy6NtvLL7qk+RWz4IIuvSyGFHpS4dM5hRVR1o6axSf5QceINm38siCQvGEC7pjPNLe078+Ro8aQISV/lhYt/HHNGl+sZP9+GD68KOEsScWKvsdcQdPysqzEiYiIiIicr0otbOKcWwmc0frYOdcyzHv+BPzpu11alFi+HIYNg+bNfY3/++7z1RZPc/y4z2kGD/a5XjirV/tjUpLPhSpV8klZqMTnww/9dsiePf3zK66AsWNhzx6oP/EN+NWv/AvdunHwRDIvE8eP/uMVPxYTAzExVKtUm4kM5O633vJ7LZ9/HgPeB3bW7UWV1XG+WVrVqoBf/foP+nNX1mS/37NWLTr8aSAxOPIbNiKmfn0wY3eTKxmw4wMOT0uk5rFjfJjfn4sugh49Sv4sDRv6b/PPf8LFF/uxy0vuLHCKESMgLc0/rlu39PkiIiIiIuerf+meuAvSsmV+JaqgW/b27SVOmzTJ37M1ZEhRL7NQCu5NS0oqWmUKtRKXl+cTnptuKup1VnCP2JrVDt54Azp2hNGjcfv2k5j+Pr/iFZ9JzpkDv/89jBzJ0pcWci9jOdK2Kzz/PDRowIwnUnmJh2m04VOYOdN/k0DTpjAj5hbyrAJ88AHcfTcn8mMZmLSBmDWrC5fODtx4D1eQjr3wAq56dV5Z2ZM+fcI3yx4wAFJTfduD2FjfQqA0P/6xP9atG37VTkRERETkfKckrjS7d/usoVMnn5mESOJGj4ZLL4X4eJg8OfwpV670fcwaBZ31EhNh06aS5y5dCnv3Fm2lLJh/NYu4+tbasGqVXyn82c+Y+9pGLnIHmP36FnjvPd+L7emn4bnnaPqDy8ghnikjZvtM8+9/Z0rWtYyq+TSuTh2/R/GPfyz8HnFxUL1pbdZd3BNGjYL0dH4a+w/qXdMKatYsnFfpx3eTRww10lP5pltfduyJL54LlmjAAJ+cvvGGX4mMjQ0/H3yym5Hhm5KLiIiIiFzIlMSV4tstmRyvVhcXX8lnXTt2nDFn61a/+jZsmK8IWbBdkhMnziiI4hwsWeJX0wpWlJo0gcyMPHIXLPJZSlaWr+bYvTsJd17NYruKm1usKzxHgwbwy9jRuLx8v5Uy2Ic5cybExlfgmiHN/TbKYpo29YVGVm6v6fdi9u/PwoWQ3L0alpYGn31WuJWyQMuW8GS9N+D558l8cSyTjt9Mp06nfvYmVyawgJ4AzKvSn5iYEnebnqJzZ+gatH8vyypcgUsu8dsxRUREREQuZEriwsjKimfu2N1sPJLAkiX4TKiElbgZM/xxwABo3z5I4l58ES66CJ555pS5ixf7PC2oCQJA04a5fORuoWLP7n5rZLt28Ne/kp/v2L2vIm3itlCjX3d/Exxg2cfpnz+VT2vfBS+/XJh8zZzp70U7LRcD/CJi69ZFxUG+/toXFunZE3+/X+3aZ7ynfXuYs7k5uQ8/Rmpjnyh27HjqnNhYmNrg5xys1IA/pd9Mr14+yQzHDJ59NvjsTcPPFRERERGRUymJC2P27PoksJtMGvheaE2ahEziWrSAyy7ziU9s5g549FE4eRLeesvfV7drFyxZwucPT6BhzaMMHVr0/p6pz3ATM9ky/Dm44w5fxSQtjU+eXMTVJ1NZ/mIKHD7sm5/17QujRlE17wjvHL+n8Bw7dvgErW/f0J8nMRHWBQt6c+b4Y7hVs+RkX/xy0yZf3yU2tqj3XHFbOt5F7ezdpG+/iMGDQ5+vuBtu8D+3f/u3ss0XERERERGv1OqUF7L09Fo0rrib9XmJvo9b06b+xqzcXKhYkbw8n4TMneubdpv5JOcOpvgT/OEP/j6zLl3g4otx+/bx2/x8bm7Wh2rVZvk5ubk0nfV3pjKAb7v/jhZD8HsuzXj3z1CvHvQY3ha2/Rpeeskvqc2axc4WPZiypRdZWX7OzJn+dOGSuLZt4f334ehRmDXLb09s3z70/OTkgp+D/4xduxYVVymuYOWtfn2fg5ZVuGsVEREREZGSaSUuhJwcWLOqOvXy95B9UYJfiWva1Ffk2LUL8Fsj//xnP3zfff597dv7JG5fwyR4+GGoVs3vY8zNZcfFnfmL/Y5W22YX3Ti3YAEV9+9lHEOKbrczY/9++Ogj37IgNhZfUXLTJt/moEsXvvr3sThiClfWZs70jbTbtg39mRIT/XHdOp+U3XBD+EqPbdr4pG3GDN9c/OabS553/fX+OGGCX0QUEREREZFzR0lcCEuXQpUTh6iYfxISiiVx4CuZAItTTzKSF1n04b7Cgh+XxO+nOwv5vMEAn8AtXw5LlnBy/VdceeJ/2Hjbo74x3PDh8Omn8MorULUqaXVuOmWn5oQJPpH8yU+CgQoVfKWRO++EpUtp0bMJ4LdQnjzpk7KbbgqflBUkeJMmwYEDRclXKHFxfmVx7Fj/vF+/kucNHgzffAPXXRf+fCIiIiIi8t0piQth61ZoFrcTgMrNG7BpE+S3C7pSB3Xu6437L17kUeqMe7nwfZYynxgc/zwZ7BVs1Qpq1WLBl7XYczCOW4bW8cVI1q+H3r39ctuTT1KvaZVTCl/Onu1bFnToUPL1NWrkc8S1ayElBY4cKX17YsuWvgXCm2/652VJum6/3R+bNy/qT3c6s1O6DoiIiIiIyDmkJC6Ee++F0U/PBaBW2wSys2HHyQRf437ZMtzuTG5b/7yfvHlz0RvnzuV4bHUmbe+Cc0XDkyf7qpE33ojvRbBzJ4wZA1OmwJNP0qQJbNvm5zrnK/537x76+sz89si1a32/tdq1S0/iYmPhRz/yq3CNG5etMuQf/gCZmX7rqJpsi4iIiIhEnpK4MCof2g9Ay2sTAPj4Y3yTs4ULOd6nP3HuBN80aANpaUVvmjePzNY92X+oYsGtc+Tk+CSuXz/fq82fvDIMHVq41NW2rc8Fc3L8MSsLrrkm/PUlJsK8eTB1qj9V4bnDePhhf+zRo+xJWf36/ktERERERCJPSVwYcQcOANC2VwLJyb5bAJ07w7ZtVFmdxhDeI+a+ofDVV355a/Nm2LyZ3F43AEW1Sz76yCdlBcVPStK+vS96uWEDLFrkx0pL4lq39sfcXPj5z8v2mdq3h3Hj/AqbiIiIiIiUP0riwojfvx+qV4eqVfnpT2HFCthWx1cwWVC1HwevG0CN3l385LQ0n60BdYbeCsCqVf6l0aN9i7k+fUJ/r4JS/6tX+ySuVi1fHTKcgu2W48b5HnVlNXhwUQIoIiIiIiLli/rEhRG3f39hE7SCBGx+bB9ufPZtbvr9D3nph/jmadWq+fvbdu+GpCRqd2xG06b+PrKTJ2HBAnjoIV9gMpTWrf3rBUnc1VdDTCkpdvfuvhl3fPxZ+bgiIiIiIlIOaCUujLgDByDB3w936aW+MMmKlRWY0eA+jlOF3r3xK3UPPeR7AqSmwm23AdCrF8yf7wuP5ORAx47hv1d8vE/kUlN9H7fStlIWf5+IiIiIiFw4lMSFUTyJi4nx5f7T0+Hzz/12x8ItjCNH+vr7w4fDo48CvnvAwYPw7rt+SqhWAcUlJcHChf5xWZM4ERERERG5sGg7ZRhx+/cXJnHgE7Fx43xj665di1V3rFOnsHdcgYJG2qNGFa2yleaJJ2D8eP+4S5ez8AFEREREROS8o5W4UI4epeLx44X3xAEkJ/um2qtWwZVXhn/7JZcUJXIXXwwVy5AuJyX52ijPPw9VqnyHaxcRERERkfOWkrhQMjP9sdhK3HXXFb187bWln+LVV/2xLFspC9x6Kzz2WNnni4iIiIjIhUXbKUPZvdsfiyVxrVvDsWOwZYtvtF2atm19W4KGDc/RNYqIiIiIyAVHSVwoJSRxAJUrQ7t2ZT9NcvJZvCYREREREbngaTtlKJUqcaRVqzOSOBERERERkUjSSlwo/fuzvEYNetapE+krERERERERKaSVOBERERERkXJESZyIiIiIiEg5oiRORERERESkHFESJyIiIiIiUo4oiRMRERERESlHlMSJiIiIiIiUI0riREREREREyhElcSIiIiIiIuWIkjgREREREZFyREmciIiIiIhIOaIkTkREREREpBxREiciIiIiIlKOKIkTEREREREpR5TEiYiIiIiIlCNK4kRERERERMoRJXEiIiIiIiLliJI4ERERERGRckRJnIiIiIiISDlizrlIXwNmlgVsj/R1lKAusC/SFyElUmyil2ITnRSX6KXYRC/FJjopLtFLsflumjrn6pVlYlQkcdHKzJY55zpH+jrkTIpN9FJsopPiEr0Um+il2EQnxSV6KTbfH22nFBERERERKUeUxImIiIiIiJQjSuLCGx3pC5CQFJvopdhEJ8Uleik20UuxiU6KS/RSbL4nuidORERERESkHNFKnIiIiIiISDmiJE5ERERERKQcURIXgpn1NbMNZrbZzB6P9PVcaMzsbTPba2ari43VNrM5ZrYpOF5U7LUnglhtMLMbI3PV5z8za2xm881snZmtMbNfB+OKTYSZWSUzW2pmXwaxeToYV2yigJlVMLMVZjY9eK64RAEz22Zmq8ws3cyWBWOKTRQws1pmNsnM1gd/51yl2ESWmbUOflcKvg6b2W8Ul8hQElcCM6sAvArcBCQC95hZYmSv6oIzBuh72tjjwDzn3GXAvOA5QWwGAe2C97wWxFDOvlxgpHOuLdANeDD4+Ss2kXcC6OWc6wAkA33NrBuKTbT4NbCu2HPFJXpc75xLLtbbSrGJDi8DM51zbYAO+N8fxSaCnHMbgt+VZKATcAyYiuISEUriStYV2Oyc2+KcywHGA7dF+JouKM65VODAacO3Ae8Gj98FBhQbH++cO+Gc2wpsxsdQzjLn3G7n3BfB4yP4v1QbothEnPOOBk9jgy+HYhNxZtYIuBl4s9iw4hK9FJsIM7MaQA/gLQDnXI5z7hsUm2jSG/jKObcdxSUilMSVrCHwdbHnO4Mxiaz6zrnd4JMJ4OJgXPGKADNrBlwBfI5iExWCLXvpwF5gjnNOsYkOfwUeA/KLjSku0cEBs81suZkNC8YUm8hrAWQB7wTbkN80s6ooNtFkEPBB8FhxiQAlcSWzEsbUiyF6KV7fMzOrBkwGfuOcOxxuagljis054pzLC7a5NAK6mln7MNMVm++Bmd0C7HXOLS/rW0oYU1zOnWuccx3xt088aGY9wsxVbL4/FYGOwH87564AviXYoheCYvM9MrM4oD/w/0ubWsKY4nKWKIkr2U6gcbHnjYBdEboWKbLHzBIAguPeYFzx+h6ZWSw+gXvPOTclGFZsokiw7SgFfw+CYhNZ1wD9zWwbfmt+LzMbh+ISFZxzu4LjXvy9PV1RbKLBTmBnsJsAYBI+qVNsosNNwBfOuT3Bc8UlApTElSwNuMzMmgf/2zAI+CjC1yQ+BkODx0OBD4uNDzKzeDNrDlwGLI3A9Z33zMzw9yisc879V7GXFJsIM7N6ZlYreFwZ+AGwHsUmopxzTzjnGjnnmuH/LvnUOTcExSXizKyqmVUveAz0AVaj2ESccy4T+NrMWgdDvYG1KDbR4h6KtlKC4hIRFSN9AdHIOZdrZr8EZgEVgLedc2sifFkXFDP7AOgJ1DWzncAfgeeAiWb2ALADGAjgnFtjZhPxf8DnAg865/IicuHnv2uAe4FVwb1XAE+i2ESDBODdoPJXDDDROTfdzBaj2EQj/c5EXn1gqv+/KSoC7zvnZppZGopNNHgIeC/4z/QtwH0Ef7YpNpFjZlWAG4DhxYb151kEmHPamioiIiIiIlJeaDuliIiIiIhIOaIkTkREREREpBxREiciIiIiIlKOKIkTEREREREpR5TEiYiIiIiIlCNK4kRERERERMoRJXEiIiIiIiLlyP8CvkZOOS10QtQAAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": { @@ -3020,7 +3024,7 @@ "trace=['CO2_concentration_moyenne_mensuelle','filtered_data']\n", "couleur = ['blue','red']\n", "j=0\n", - "fig9 = plt.figure(figsize=(15,8))\n", + "fig9 = plt.figure(figsize=(10,6))\n", "plt.grid()\n", "for i in trace:\n", " plt.plot(Monthly_data[i],color=couleur[j]) \n", @@ -3039,7 +3043,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 22, "metadata": {}, "outputs": [ { @@ -3067,15 +3071,9 @@ " D.append(fco2)\n", " return D\n", "\n", - "def residuals_exp(parametres): # Calcul de la fonction d'erreur quadratique entre les données et la fonction modèle\n", - " A,B,a = parametres\n", - " return np.sum((np.array(C_CO2) - np.array(f_CO2_exp(t,A,B,a)))**2)\n", - "\n", "## Initialisation valeurs pour optimisation\n", "parametres=(0.1,300,0.0001)\n", - "#bndsMinimize = ((0, 1), (300, 350),(0, 0.1))\n", "bndsCurveFit = ([0, 250, 0], [ 100, 350, 0.01])\n", - "#res = optimize.minimize(residuals, parametres, method='SLSQP', bounds=bndsMinimize, options={'ftol': 1e-9, 'disp': True})\n", "popt, pcov = optimize.curve_fit(f_CO2_exp, t, C_CO2, p0=parametres, bounds=bndsCurveFit, maxfev = 10000)\n", "Aopt,Bopt,aopt=popt\n", "print('A = ',int(Aopt),' B = ',int(Bopt),' a = ',round(aopt,7))" @@ -3083,14 +3081,14 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3100,7 +3098,7 @@ } ], "source": [ - "fig10 = plt.figure(1,figsize=(10, 8))\n", + "fig10 = plt.figure(1,figsize=(10,6))\n", "plt.suptitle(\"Erreurs entre modèle exponentiel et données\")\n", "\n", "plt.subplot(211)\n", @@ -3124,16 +3122,16 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 24, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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pp/wuKcVRj5aIiIhcuNmz6XfLcAAqfviwQtZZqEdLRERELszo0XzQdDlvxr5L0QJRVHnmBr8rSrHUoyUiIiIJ4xy8+y6bG79O57i3eOieo6xYm4Hs2f0uLOVSj5aIiIic39GjzLv/AwZMLsDeQt/h/g2lW28jY0a/C0vZEtyjZWbBZrbIzCYEnuc0sylmtibw/fJ423Yws7VmtsrM6iZF4SIiIpI8orftYlP1JvSdXIyBtOC7TZVp3twoXNjvylK+C+nReglYARzrIGwP/Oqc+8jM2geetzOz0kAjoAyQH5hqZqWcc7GJWLeIiIgkh5UrebnKfD478B0At98ODzwAjRr5XFcqkaAeLTMrANQHBsZbfB8wNPB4KHB/vOWjnXNHnXPrgbVA5cQpV0RERJLNr7+yqfJDDDjwyPFFN90Ezz4LOXP6WFcqktChw0+BtkBcvGV5nXP/AgS+XxFYfhWwOd52WwLLREREJLXo14+DdR/iybiBEBrK4sXQrBm0aOF3YamLOefOvYHZ3cBdzrlnzawW8Jpz7m4z2+ecuyzednudc5ebWV9gtnNuRGD5IGCic+67U163JdASIG/evBVHjx6dqCd2JhEREWTNmjXJj5NaqD1OpzY5mdrjdGqTk6k9TpYW2sNiYynety8Fxo7l9hyz+HX/TTz44Baef37tRb1eWmiTU9WuXXuhc65SQrZNyBytm4F7zewuIAzIbmYjgB1mdqVz7l8zuxLYGdh+C1Aw3v4FgG2nvqhzrj/QH6BSpUquVq1aCan3koSHh5Mcx0kt1B6nU5ucTO1xOrXJydQeJ0v17bFnD/Pqvk32BVOZ92hPfh15E6+8At27F8CbRXThUn2bXKLzDh065zo45wo454rgTXKf5pxrCvwAPB7Y7HFgfODxD0AjM8toZkWBksC8RK9cREREEs/KlSy/4VGqLOhLuVzbaL74RfLlg06dwMzv4lKvS7mO1kfAN2b2FLAJeBjAOfe3mX0DLAdigOf0iUMREZGU65UHNjDxh2BWx00CYNPurLDbuz+0LkZ6aS4oaDnnwoHwwOPdwG1n2a4L0OUSaxMREZGk5Bw73+/Pp+NaAXB79SM0fToTxYrBwYNw110+15cG6MrwIiIi6VFUFD/U78dXU/MAsGzeYcrcmNnnotIeBS0REZH0ZudOhlYfwBNr3gSgdGmnkJVEdFNpERGRdOLAAej4zA62VbibDmuaH1/+1FOa7Z5U1KMlIiKSDhw9Cu88uo6eE4rTzcI5GpyJP2ZA7txQooTf1aVdCloiIiJp3B8zHdVvMaA4AIddZgYPhGrV/K0rPVDQEhERScsOH+b7p3/Du2UxzA6PJNKFkY6vIZqsFLRERETSqGlfbafVk1GsjapPrsyH+eaHTFStGeZ3WemKJsOLiIikQW7ab7Rttp21UYUAePqFzNx6mya9Jzf1aImIiKQlzuF69abnKxtY6HrQ8fndVKiTi9vOeIlxSWoKWiIiImlFZCSu1TO0HVaGbvTg1hoxvP1pLoKD/S4s/VLQEhERSQu2bGF9/edpvKQ9c6lKq5aOPn1DFLJ8pjlaIiIiqd0ff0ClSry9vBHLwioxaBB89rkRou4U3yloiYiIpGJH+gzi1RrzmB9ajTHWkOYtQmjeHIL0Gz5FUNYVERFJjaKi4KWXmPrFFnrwI713vEx0tNGqld+FSXwKWiIiIqnNjh3w0EPEzJzN3Jt+IXieIyzMqF4dypTxuziJT0FLREQkNZk3D/dAAz7d1YS3Mv5G3KIQypWDn36CTJn8Lk5OpaAlIiKSGjhHzBcDeeC5/KwJns6qmOLHV91+O+TP72NtclYKWiIiIildZCQxrV/g7SHFmEAL8uWKo8/bkDkzjBkDnTr5XaCcjYKWiIhISrZxIzz4IMMWXsdHdODaax1LlwYdvz7Wk0/6W56cm4KWiIhISjVlCjRuDDExjL1xAtlWwrx5pouQpiK6yoaIiEgK8/v0OEY0HE/rO9axOmdV5gxYypQl+XjiCcia1e/q5EKoR0tERCQF2bj0ADVqZQfuA2DwplYcbWgUKwavv+5vbXLh1KMlIiKSUvz9N69X++P40+7dHHnyGADDhkHBgn4VJhdLQUtERMRn06fDls9/pOn1SxkTUY9OT24gLg7avGqsXg0rVsDNN/tdpVwMDR2KiIj4aM7MGGrVCgHuAaB5o0N0+KII5nVkkSkTXHONf/XJpVGPloiIiE/6dzvALTW8x5lCosiXz9FrYBYyZPC3Lkk8CloiIiI+2Dp2Hq1ez06MC2Hy67+y71AGVq0ysmTxuzJJTBo6FBERSU7OQY8eTH19GVCZXz5fS51nbgNQT1YapB4tERGR5LJvH0fva8gtr1XmCTeYPLnjuK1lCb+rkiSkoCUiIpIcFi3i0A3VGfZTLmZyCxUqOIYOCyJIv4nTNA0dioiIJCXnYOBA5j83hDoxf7Df5QBg1iwjY0afa5Mkp6AlIiKSVA4dgtatiRz+DQ+HbSBH3qw0qg9lyqCQlU4oaImIiCSFlSv5sW5vemx6kl15urFx1xX8OhRuvdXvwiQ5KWiJiIgkttGjGfnEFJoeHQRA1eLwZVeFrPRIQUtERCSRREdEs/vpdnw7aB/P4IWsDz6ADh18Lkx8o6AlIiKSGDZuZMCjkYw50PX4olat4NlnfaxJfKegJSIicol2jpxCr6f/YkzkawA89RQ88ADUr+9zYeI7BS0REZGLFRXFspa9uGXoU+yjDvlyHWLun1koVMjvwiSlUNASERG5QAcPQsN7DlN17UiObI0hIig7fy84ys798ylUqJbf5UkKoqAlIiJyAZyDj5uvZPL0a5hMCwBuqgKlbwhmZ7i/tUnKowv/i4iIJFDsoUhevH467397DTdkXklIiAOgRg2fC5MUSz1aIiIi57BqFVx9NbjVa6hTcR+/RdTksWsX0Cv8OoZ/bSxYAK++6neVklIpaImIiJzF+PFw//3wUaPFfPL1lexwJXnpnn/oPrYSwcHwwgt+VygpnYKWiIjIWfw0PgYIof3o8gDkvCyW978qRnCwv3VJ6qE5WiIiImfw1cdbGDDY64+4r+Rypk6OYcOmYLJm9bkwSVXUoyUiIhLPgQMw7Nk5vDyyEqFEEd5jEdVeqeJ3WZJKqUdLREQEmDkTat0SS44c8MLIqsQSQo/3jyhkySVRj5aIiKRbcXGwfTvkzQv31o9h74EQrmYl91Tbw4zom2jYIoffJUoqp6AlIiLpTmwsHD4MX3wBbdseWxpCqyzD6fFdETLXvcXP8iQNUdASEZF0p0MH+OQTiInxnt/MTP7LWpSPl9Ync5Gc/hYnacp552iZWZiZzTOzv8zsbzPrHFhe3szmmNliM1tgZpXj7dPBzNaa2Sozq5uUJyAiInIhdu+GXr1OhKxuIe2Z2W85Kw/kJ7tCliSyhPRoHQVudc5FmFkoMNPMJgHvAp2dc5PM7C7gY6CWmZUGGgFlgPzAVDMr5ZyLTaJzEBEROa89eyBHDujybgzRUUEsogKrCt3B/eOfhPLX+l2epFHnDVrOOQdEBJ6GBr5c4Ct7YHkOYFvg8X3AaOfcUWC9ma0FKgOzE7FuERGRBFu2DMqVg9tviuC32WE8xUDKv1iT8l3fhbAwv8uTNCxBc7TMLBhYCJQA+jrn5prZy8DPZtYNbwiyWmDzq4A58XbfElgmIiLiixdecIAxdXZWigRt5H9fFYJHWvpdlqQD5nVYJXBjs8uAscALQEtgunPuOzNrCLR0zt1uZn2B2c65EYF9BgETnXPfnfJaLQOvQd68eSuOHj06UU7oXCIiIsiqS/oep/Y4ndrkZGqP06lNTpbS2+PQoWDWLArhlbdvogkjmZfxZl57ez1X32xJcryU3h5+SIttUrt27YXOuUoJ2faCPnXonNtnZuHAncDjwEuBVWOAgYHHW4CC8XYrwIlhxfiv1R/oD1CpUiVXq1atCynlooSHh5Mcx0kt1B6nU5ucTO1xOrXJyVJye8TFQdH8kWza4Q0N9un4H5e/UwiCiiTZMVNye/glvbdJQj51mCfQk4WZZQJuB1bihaeagc1uBdYEHv8ANDKzjGZWFCgJzEvswkVERM7GRcfQptqc4yHrkTq7ubzTSxCkG6JI8kpIj9aVwNDAPK0g4Bvn3AQz2wf0NLMQIJLAMKBz7m8z+wZYDsQAz+kThyIikmzWriX8nh70XPkZrUpNo/kXVbi2Ui6/q5J0KiGfOlwC3HCG5TOBimfZpwvQ5ZKrExERSSjncIO+5P1nt/FO9GfkyR7Jp3/dqg8Viq/UhyoiIqlWmzbw9dfAf/9Bgwb81mIk70S/Td2akYwYE6aQJb7TLXhERCRV2r7du41O9szRlMv8IB/sacWEsAbkyeYYN1khS1IGBS0REUmVpk6MAjJw4HAoZQ5P9xZGwtB+ugappBwaOhQRkVTnr69X8r9n/yEPO+l802Ry53b06gXr1kGzZn5XJ3KCerRERCRViImBSRNi6d5mK9PXXwNAt5arebXfnbzjc20iZ6OgJSIiKZpz8Pbb8NFHjtjYYAoC71w7hoKt7qJZ61J+lydyTgpaIiKSos2e5ejSxbgv5CceDfuG+/vWIfTJpmBJcxsdkcSkoCUiIilW5NbddHl4I9kowYhKPcn6VX8oWtTvskQSTJPhRUQkRdoxcirFC0Ux8d8KdKo3j6wzJytkSaqjoCUiIilK3P6D/NPoDao0LcG2uCsZ9eEG2ky8HYKD/S5N5IJp6FBERFKMI1NmUrl+HpZFfwDArbXiaNS+iL9FiVwC9WiJiIj/IiP57eHPePmO5SyLvprsWWIYORK+/V6/piR1U4+WiIj4a8ECjjRtwa2rFgFwa81Yfg3XrydJG/SngoiI+CM6Gjp14t8q93PjulHHFz/YUHOxJO3QnwwiIpL8li/37pWzcCHti/3O3/94V3ofPBiaNvW5NpFEpB4tERFJPrGx0L07VKgAGzcy58NpjNhQnYoVYcAAeOIJCFEXgKQhejuLiEjy+OcfePJJmDGDmHseYMxdg2nSOgfZssHkyZA7t98FiiQ+9WiJiEjSiouDPn2gXDlYvJhRz0znsmnf0aR1DgoUgJkzFbIk7VKPloiIJJ116+Cpp2D6dLjzTv5oMYQnGuelXDmoXt1bVa6c30WKJB0FLRERSXxxcdC3L7RvDyEhvHv/QmYeuoHwRkahQvDzz5Arl99FiiQ9BS0REUlca9d6XVUzZvDx1YNYVvYRhn+XBYBnnoFOnRSyJP1Q0BIRkcRxbC5W+/YM5zHeuHwiW1ZlgVVw/fUwaxZkzux3kSLJS0FLREQu3dq1RD/Rgk//qETm0t14cWVr4o4YefN607NKloQgffxK0iEFLRERuXhxcfDpp8xtP5bXYz7kd6rBcm/VqlWQPz9kzepviSJ+UtASEZGLs2YN5V9+mYlLC3A3vxEWBkO/hP37Yd8+KFXK7wJF/KegJSIiFyY2Fnr1Ylq7n/mVJnQNaku5ssavv5quhyVyCgUtERFJEOdg7tfrufzjN1i16BD3MRmAbNlgxgzIkcPnAkVSIAUtERE5o+7doU4diIqCoxHRLO4+lecn1ANGnbRdt24KWSJno6AlIiKnmTsXXnvNu8Gzc47Y2FCgHgAVrotm285QBg8G52Zw5501/C1WJAVT0BIREcD7AOHu3TBuHLRt6y2LiQGw49vMmwc33hh6/Hl4eBxmiMhZKGiJiKRzMTGweDE0aQJr1njLqpXZx6sZO/DDjipcWT4ftd6+hfD5WbjxRn9rFUltFLRERNK5p5+GoUO9x6+/EEmVv7+kwbTnsBIlaPB1I6hZE4C6DXwsUiSVUtASEUnHVqw4EbIerbGJj8dUgV27oF076NgRMmXyt0CRVE5BS0QkHRs+HIKDHVvvfJorfvoSypeHn36CChX8Lk0kTdCdp0RE0qHYWPj0E0fP7tHUtSnknToS++ADb7a7QpZIolGPlohIOvTeK3vo3DsntzKDgVU+h6F/wdVX+12WSJqjHi0RkfQkOpptHXrzQe+sNAn5hl8/X8OVs75TyBJJIurREhFJL2bP5u9mXWm7tgWxBPPe9BpQLZ/fVYmkaQpaIiJp3b590KED2774gYqs4yhhdO0KxRSyRJKcgpbaoql+AAAgAElEQVSISFrlHIwZAy+9BDt30r3CVKIWZWT2LKha1e/iRNIHzdESEUmLNm6Eu++GRx5hUpaH6N1mPV+srE3TpqaQJZKM1KMlIpKWxMRAz57Me3M8b0Z34sWnWnLvoPugm7f62D0MRSR5KGiJiKQV8+dDy5aweDEDCk5m6uZbmTro5E3KlvWnNJH0SkOHIiKp3KblEUS0fp3vq3Sl0JIJdG/2F4O23HF8vRlkyQJdu/pYpEg6pR4tEZHUyjk+fXoZr3xZDvhfYBm8NuwqADp3hr59oVs3eOwx/8oUSc8UtEREUpk//oAxA/dz1/JuvD3vxKSrxo2hQweYMQMKFoQ6deCdd3wsVEQUtEREUpO1y49Ss0YosXE56Ml7XJH1EAvnRLM3IpRKlSA4GMqV87tKETlGc7RERFKBuDjo9Ng6bigbTca4I3xVpSc93tnH2m1ZKFUmlCpVvJAlIimLerRERFK6bduY3GgYnX9vD0DvZ1fQuO9LPhclIgmhoCUiklLFxNCkyjrG/VmQI7QnJCiWH76P5c57r/W7MhFJoPMOHZpZmJnNM7O/zOxvM+scb90LZrYqsPzjeMs7mNnawLq6SVW8iEha9U7zLVTPsZRRf17NETLzSP2DjPshmHr3ZcDM7+pEJKES0qN1FLjVORdhZqHATDObBGQC7gOuc84dNbMrAMysNNAIKAPkB6aaWSnnXGzSnIKISBqyezcH2nTivWG9gQLcWGIPvy+9nIxh2fyuTEQuwnl7tJwnIvA0NPDlgNbAR865o4Htdga2uQ8Y7Zw76pxbD6wFKid65SIiaUlcHFv+N4pehbqRY1hvAPr2iGTWipxkDFMXlkhqZc65829kFgwsBEoAfZ1z7cxsMTAeuBOIBF5zzs03sz7AHOfciMC+g4BJzrlvT3nNlkBLgLx581YcPXp0Ip7WmUVERJA1a9YkP05qofY4ndrkZGqP0yVFm2RdvZoDH02j/vrBRJIJgMsvj+Lrr2cTGnr+/6P9pPfIydQep0uLbVK7du2FzrlKCdk2QZPhA8N+5c3sMmCsmZUN7Hs5UBW4EfjGzIoBZ/rT67T/KZxz/YH+AJUqVXK1atVKSCmXJDw8nOQ4Tmqh9jid2uRkao/TJWqb7N4Nb77Jnn5jqBsylctyOD7u5bilhpE7dwayZq2ZOMdJQnqPnEztcbr03iYX9KlD59w+MwvH68XaAnzvvC6xeWYWB+QOLC8Yb7cCwLbEKVdEJA2IjYUBA+DNN5m2rwL3Z9jKkbiMjB5kPPig38WJSGJKyKcO8wR6sjCzTMDtwEpgHHBrYHkpIAPwH/AD0MjMMppZUaAkMC9pyhcRSWVmzYIbb2R16x78d011mlw+kSuLhLFwoUKWSFqUkB6tK4GhgXlaQcA3zrkJZpYB+NLMlgFRwOOB3q2/zewbYDkQAzynTxyKSLr377/Qrh2rh89h1uV309y642Z5My3GTYDrrvO5PhFJEucNWs65JcANZ1geBTQ9yz5dgC6XXJ2ISGoXHQ29e0OnTiw5UpLrWQ17IXNmKF0aypaFqlX9LlJEkoquDC8iklSmToUXX4QVK1hXszkt9vaFJfDKK9ClC2TK5HeBIpLUdFNpEZHEtnEjPPQQ1KlDRGQInz2zhLJzB7FgWRgdO0KPHgpZIumFerRERC7BoUPe9+BgCCMSunWDDz4gxgUzpdkoXpvfkOVfBFGiBISHw1VX+VquiCQzBS0RkYs0bhy0agU7d0JIcBw/5WnFzO3FmZlnHr/tKgvDvO2efhq6doWcOf2tV0SSn4KWiMgFWrsW/vc/6N//xLKY2CDqbh/qPdnlfevSBe6+G8qVQzeCFkmnFLRERE5x+DAMGgT16kH+/N58qnffhS1b4N9/SzF5snfN0fyZ9zL3yPXszV6Ync1e4/Hv76ViRaNhQ6hd29tXRNI3BS0RkXhiY+Guu2D6dMia1XueObN3t5wcOeDAgSt5oOwaWqxrT5mjf1LgxQYU6NgRLr+czT3VcyUiJ9OnDkVEAOfgyBEYMsQLWa1bQ/Hi3rLdu+H66x07Bk8kokBhvltaijtrHqHgsknw6adw+eWAQpaInE49WiKS7kVHwyOPeJe9ypjRu4ho374ngtM/P6+hULcXCWkwmcMFC8LEid64oojIeShoiUi6tXcvPPecd8mFsWO9ZQcPQufOgZC1Zw907Eixzz+HbNng00+ZX6YMNW+/3de6RST1UNASkXTrk09g1CjvcY0a8PLLcOAANGscDb2/gI4dYf9+eOYZL33lzo0LD/e1ZhFJXRS0RCTd2LXLuyRD8eLw668wcKC3PCQEBgyAUqWAn3+G8q/AihVw223eHKyyZX2tW0RSLwUtEUkXVq6Exx6DBQtOXj5zJlx/PWTdsAzqvQ6TJ3tJbNw4uPdezXAXkUuioCUiaVJcnHc3nGNz10eM8K6HNWKE16uVPTtUqwY3F98Obd7xLpyVPTt07+5N3MqY0e9TEJE0QEFLRNKMXbu8rNS+PRQoAO3anVj3+uveVKtixeDRR/GuStqjB5TsCkePwosvwltvQa5cvtUvImmPgpaIpAmzZsHNN8NDD8G333rL8ueHli290b933glsGBcHw4fDm2/C1q3QoIF3I8ISJXyrXUTSLgUtEUnV4uLg669P9F4dC1kNG0KbNlClSryNp02DV1+FxYuhcmUYPRqqV0/2mkUk/dCV4UUk1dq82bvQaJMmEBEBLVp4t8l58kkvfB0PWStXwj33eJ8i3LsXvvoKZs9WyBKRJKceLRFJlbZu9YYKN2/2eq9GjYKgIPj8c+92OoA3aatTJ+jXD7Jk8YYIX3wRwsL8LF1E0hEFLRFJNVauhL//9jqk/vjDm88+cSLceeeJqzAEB+PdoLBbT/jgA2+j1q29SVp58vhav4ikPwpaIpJqXH89REV5j+vUgY8+ggoV4m0QG+ulsLfegk2bvOtgffwxXH21L/WKiGiOloikCmvXnghZnTrBL7/EC1nOwaRJ3oJmzbyeq99+g/HjFbJExFfq0RKRFG/7dujd23u8dCmUKRNv5fz50LYthId7V3T/+mvvGg9B+jtSRPynoCUiKVpMDFx3nTev/aab4t12cM0a71pYY8Z4PVh9+ngfO8yQwdd6RUTi0598IpJivfYalC7thSzwhgzZscO7RU7p0t5M+I4dYd06b5lCloikMOrREpEU6eBB77aD4N0MekjvgwT16AYNunu3zGnZEt5+G/Ll87dQEZFzUNASkRRnyxYYNsx7PHVSNLet7Qcl3/W6th5+GLp0gZIl/S1SRCQBFLREJEX59VeoX9/rtLoiRyQ3P1sB1q+AWrW8C45Wrux3iSIiCaagJSIpwpo1sHAhvP66o0CuI7QL/YR6Gz8nrFDO069KKiKSSihoiYhvVq/2OqmKF/cu4n7oEAQRxx/cStVC/8KQLtC0aeBy7yIiqY+Cloj4pnFj+PNP7/E1WTfzMIO5//IZVOj8qDfZPWNGfwsUEblECloikqy2bvUuQLpo0YmQBTAvuBrZPngWXhzv3QBaRCQNUNASkSTnHERGQqZM3lSrZcu85XfwC/8Le5tDDz9Btp5L4PLL/S1URCSRKWiJSJI6eND7FOFff8GzTxxm2bLM3GCLKMcyerVYSo7O43UtLBFJsxS0RCTRHD4MsbGQLZv3/Pff4d57Yd8+CAmK5aNemQnjCBMfHkK+rq9Akcf8LVhEJInpFjwikmiaNoXs2eGTT7z7PNeq5di3D+qFTuFQXCbG3vQxf/64jXxf94QiRfwuV0QkyalHS0QSxc6dMHas97hNGzBzPBb2Lc8e6cbVNQqSoets7q9Y0d8iRUSSmYKWiFwU52D/fu+uOE895Q0TAizt/D3Z+nfHbd1KkRuugg//BzVq+FusiIhPNHQoIgm2dStce613aYY33oDCheGJJ2D2bEepfPvpk6sjZTs+SOGrYigyuR/MnKmQJSLpmnq0RCTBfvwRVq6E2rW9q7jHxMCsWfBp7i68tP1tqFABhk6Au+7S7XJERFDQEpEEmD0bChb0QhZ4Q4Y5MkeRnf8IiYnkmXzjYOA47yOGClgiIscpaInIGfXsCfPnF6VMGahW7cTyolcc4nE3hGq7xlGwRBihLz9HxtbzIEgzEURETqWgJSKniYiAl18GKEzmzN6yawsc5MCOw7Tc+Qntrx4HvTpBw4YKWCIi56CgJSKnGTToxOMBA6B21vlM21IZSpSAjh2hcRcIDvavQBGRVEJBS0ROsnkzvP++o9Z1e8j6z5/UiPiFV3KPg96DvSuShui/DRGRhNL/mCJy3Pp/HLdVO0zUXkef/2pQPO9uwj55Hx5fDqGhfpcnIpLqKGiJCMTFwQ8/8EnLI/y7636mX9mYMu++wvTChalZp47f1YmIpFqaxSqSnsXFETXqO2LLV6TBA3H03tWYOuV3UXnjGHj6aZx6sURELol6tETSoUULYvn6vVVU/HMAHbY8x0bmEYMXqp7uXAiUr0REEoWClkg6MWkSvPmG4/Vqf/DhwDwsjSoNfAJAzpyOqlXhu+8gLMzfOkVE0pLzBi0zCwNmABkD23/rnOsYb/1rwP+APM65/wLLOgBPAbHAi865n5OgdhE5j6goaNUKtv8bx5QpEBsXRJPF1QEY8tx8ctxakVgXxIMP6mruIiJJISE9WkeBW51zEWYWCsw0s0nOuTlmVhCoA2w6trGZlQYaAWWA/MBUMyvlnItNgvpF5BxGDY9hyJAQIIjn6EOHMj+y4dE3OXRDderUvVF3yxERSWLnDVrOOQdEBJ6GBr5c4PknQFtgfLxd7gNGO+eOAuvNbC1QGZidWEWLyOni4mDePChQANyRSFrct5OfVxTiOv5icaUWWMd3oP5krlK6EhFJNublqPNsZBYMLARKAH2dc+3M7F7gNufcS2a2AajknPvPzPoAc5xzIwL7DgImOee+PeU1WwItAfLmzVtx9OjRiXleZxQREUHWrFmT/DiphdrjdKm1TbZvz0jbttezeXNmwoKjCIk9SgTZABjUahTFHsl3UTd7Tq3tkZTUJidTe5xM7XG6tNgmtWvXXuicq5SQbRM0GT4w7FfezC4DxprZdcCbwB1n2PxM/5ufluacc/2B/gCVKlVytWrVSkgplyQ8PJzkOE5qofY4XWpqk+hoaNsWhg+Ho5FxxB6NoVvYWyyKvIa9uUvS6f1QslS/gdJlGl/0MVJTeyQXtcnJ1B4nU3ucLr23yQV96tA5t8/MwvGGB4sCf5n3V3IB4E8zqwxsAQrG260AsC1RqhURAMaNgwce8B6XvGwnhw9H08Z1p829G6HD/VApQX9oiYhIEkvIpw7zANGBkJUJuB3o6py7It42GzgxdPgD8JWZ9cCbDF8SmJck1YukI9HR3m0Gt26Fdm2igAw0DhrNiAOPEfRYE2jXDkqX9rtMERGJJyE9WlcCQwPztIKAb5xzE862sXPubzP7BlgOxADP6ROHIpfukUdg0sQ4MrtDREYF8XNoA+54uhC0XQNFivhdnoiInEFCPnW4BLjhPNsUOeV5F6DLJVUmIgD88Qc80SiStVvCgCCuD1rJkObhXPP+ALjySr/LExGRc9CV4UVSIOcgOsoxs/ci6rcrQ2Scd7n2cY1Hc1+fOyDnjT5XKCIiCaGbSoukNLGxdHr4bzKGGQ1fL0Rh28zTVZYCcEufRpAzp88FiohIQiloiaQUR47A558TVbIM735XBoDd5GbgL4XoP7scu3crY4mIpDYaOhTx2+7d8NlnrPhkMlv3ZqJxiHcThaJFHe++a1S/NQOgkCUikhopaIn4ZcMGPm32J0NmlsDc3SzmbQBCzdG5M7Rvb2TI4HONIiJySRS0RJKZW/wXLz2ynXGrr2UzDU5a9803UKGCUby4T8WJiEiiUtASSQ7OwW+/4bp+zFu/3EJv3gSgfJkoen+Rge3bYf9+ePhhn+sUEZFEpaAlkpRiYogcPY4D/+vH+0vuoTeTAWje9ChPP5uR667LQJYsPtcoIiJJRkFLJCkcOgRDhrDgwynct7Uv23jo+KpMmeCLLzMSGupjfSIikix0eQeRxLRtG7zxBjuvuoGWz4dy07Zv2cZVx1cvWADLlqGQJSKSTqhHSyQxLF4MPXrA6NEcis7A/TkXMJtruCKPY+5cmDEDihWDihX9LlRERJKTgpbIxYqLg8mToXt3mDaN/Zmv5Nc6n9NjRxPmLsrEyJFw991G9uy657OISHqloCVyoY4cgeHD4ZNPYOVKuOoq3EddqTumDXMnhmAGX34JTZr4XaiIiPhNc7REEmrHDujYEQoVglatIHNmGDkS1q/nx2vbMndhCJ07w+bN8MQTfhcrIiIpgXq0RM7n77+93qsRIyAqCu65B9q0gRo1iI0zHnwQxo+H4sXhjTcgRP+qREQkQL8SRM7EOZg61ZvgPnmyd02G5s3h5ZehVCnA67mqXh02bfJ26dZNIUtERE6mXwsi8QQdOQJffAG9esGKFZAvH7HvfUB4mWeZuSQH9Q/AnD7wyy/w44/eZRoGD9ZQoYiInJmClgjAxo3Qty83ff45RER412EYNoyRsY1o/3YoW7Z4m3Xq5H3Plw/uuw8aNtSkdxEROTsFLUm/nPMucNWrF4wbB2bsveUW8rz3Pv8Wrcbfy43H63mZq1s3KFMGOnf2RhDr1fO7eBERSQ0UtCT9iYyEr77yAtZff0GuXNCuHXOrvsSoaftZ82EpJk70Nr3mGpgyBbJn956PGeNf2SIikvooaEn6sXUrfP459OsH//0HZcsys+0PLM5bl/c/zsCODwHykjUrtGsHOXNC48YnQpaIiMiFUtCSNKd1ayhZ0rsCA87BnDks7jyeT38pTQsXzuBCX5GrUSlue6IQde+04/vdfju0bDmLhx6qhtnZX19ERCShFLQkTVmyxPvQIEDWZXO4Yc7nLFqRkTb04BBZGUoz2ARsgo9He9ccrVkTPv7YGyacOTNKIUtERBKNgpakCXFx8NxzMOqrOI7d8KDV4KqEWXkiCePqknF82BUaNIA6dbx5V6GhsHw5FC7sb+0iIpJ26RY8kvo5R98XV/HFF1D2wGwWUIm/az5L1+ariHRhAPT5LIgHHoANG2DiRC9gbd+ukCUiIklLPVqSeu3fD8OG8Xu3ubTb1J+7Qqcw4eWpWOsxULQopYEbm8L8+XDrrd4ux4LVtdf6VrWIiKQjClqS+ixbBn37wvDhLDpUkjtsNgXzRjFg1i1YsTonbVq7tvclIiLiBwUtSR2io2HsWC9gzZhBXIYw3rp6DL3X1SPX5cHM/DOMK67wu0gREZGTaY6WpGzbtnn3vSlcGB55xLuT88cfM+ijXXy49G6qVgvmjz9QyBIRkRRJPVqS8hy7NU7fvl4vVmwscXXrYf0HYPXuxAUF83EpqFrVu7mzLscgIiIplXq0JOXYu9e7LU7ZslCrFkydCi+9BGvWcH/oTxR+tj5duwUTFARr10KrVgpZIiKSsqlHS/zlHMyd611l9OuvvfsQVq4MgwYR81Aj9kRmpksX+PFHb/P27b1RxKpV4eGH/S1dRETkfBS0xB8HDsDIkV7AWrIEsmaFxx/nn/ovsClbGXLmhFpFvE6uYwoVgk2bYPx4uP563yoXERFJMAUtSV4LF8IXX+C+GkXM4aNElKtGts/6E9K0EYvXZaNiRe8q7+Bduf2557ypWgC//w5HjsDVV/tXvoiIyIXQHC1JehERMGAAVKrErEov0GDw3RS2jWQgmpxLp1OuVwvGTM5GjRqQK9eJ3Xr0gD59vF6soUO9Hi2FLBERSU3UoyVJ56+/oF8/pg3ZxHtHXuWzEvl58oqhrN55OTUrwV3XwKFD3icHGzaE4GBvl23bYOZMrzcLoGBBaNbM31MRERG5GApakqjcocMMen4Rty3uTtHFY5kcejf1oicAUHqtd4n2iROhXr0T+/z8M9x5J1SqBEWLel833+xH9SIiIolLQUsSx59/Mv+DKVT+rh1wM3Az+bIdYvvBLNxwA+TIAeHhcO+9J4csgDvugP79T9yPUEREJK1Q0JKLt28ffPUVDBwIixYxNPjzk1ZXqpmFsmXh1Ve9IcLp070hwlOZQYsWyVSziIhIMlLQkgtz7KrtAwfCt99CZCTTiregzVW/8NfW3NSsCb/9Bnv2nDyxPXduzbMSEZH0R0FLEmb7du+jf4MGwZo1uGzZmXXne/x3ywM0eL04+fN7mz3yiNdDFT9kiYiIpFcKWnJ2MTEwebLXezVhAsTGwi23sOvF93hrUQP6fxkK47xN58+HoCDIk8ffkkVERFISBS053bp18OWXMGSId62FK66AV19lde1WvNSzGJNf8DZr0AB++MGbxJ4vn68Vi4iIpEgKWuKJjISxY2HgQCKn/cEkq8+NtW+nQJ/7ibnzbiKOhnJ/Ndi40bvf83vvQfXqsH8/hOhdJCIickb6FZmeHbuh85AhMHo07NtHXOGi1Cm8mpkbC5F9Acy+Glrf6c1/B5g0ybvm1TE5cvhSuYiISKqgoJUebdsGI0aws9tq1u4KJywjTKvwIfe2vYYm/Woyc7Lx8svQrx+UKePtUq0avP76ySFLREREzk1BK52IPhhJg1p7eC74C8osGEpN9xvrKQZAzsxx7JkdRLl3YOlSaNMGunWDypW9ew0+8ww89pjPJyAiIpIKKWilZc6xZeISHnjyMsrvn86EqGZM4F1uKfgk6zcXPb7Znr3evcWXLoWSJb2QZQaNG3tfIiIicnEUtNKi7dthxAjmfPYnD6zvznauZAEnrhb6++ai5M4NQ4f+zr59txAcDIUKwWefwQsveCFLRERELt15g5aZhQEzgIyB7b91znU0s/8B9wBRwDrgSefcvsA+HYCngFjgRefcz0lUf5qycyds2OAN2SXE5s2wdy9cdx0QFQU//ghDhuAmTiImzmiT9U8iM+dkaPdDLFiehRo1vG3vuQdeeQUyZ47lrrtOvN5NNyXFWYmIiKRfCenROgrc6pyLMLNQYKaZTQKmAB2cczFm1hXoALQzs9JAI6AMkB+YamalnHOxSXQOaUJ0tHctqmMfBDxf2IqLg5IlHUePGuPr9+feOW/A7t2QPz+9ao/l5V/vgQjo3RuaPZOR+He/WbXK+x4enlRnIyIiIgBB59vAeSICT0MDX84594tzLiawfA5QIPD4PmC0c+6oc249sBZIYB9N+rVypReyAKZNO3ld374walS8BRs3MrrROI4e9cb47vupJb9f/zxrBk6HTZv4eMU9xzdt3jyJCxcREZGzOm/QAjCzYDNbDOwEpjjn5p6ySXNgUuDxVcDmeOu2BJbJOSxefOLxsWtWHfP889CkCWzsOhpq1iSqSEleH3MjFbKuYuW73wBwz8JOlHq6BoWLBbNtGwQHw/ffQ+bMyXgSIiIicpIETYYPDPuVt/+3d6/BVVVnGMf/r1xCBExQkogBJSpCHSxElOIolwIiCIPazhhwOlUrVZEPOq0jILZUvNNR6fQD2kodOogMYq3oMAjFKNZ64yoXtSJ4QZAEFRAj17z9sDZyDomIlnNOzHp+M3vOPuvsc/baz2jmZa19MSsEnjKzru6+GsDMJgD7gMeSzes7ldoPbTCza4FrAUpKSnghC/NYO3fuzMp+vo+5c0+jefOTuPDCLVRWFrNo0b9p6vs49uVlwC0A/H3cGn7bYQNPXHQvm54rZfTYVWy+oJi+fat48cViAD78MPze7bevok2bTw87PdiQ88gVZZJOedSlTNIpj3TKo67oM3H377QAE4Gbk/UrgVeAY1M+H084d+vA++eA8w73mz169PBsqKyszMp+vo9+/dx79nSf+Vitg/vSy+91b9vW19LFw6Sie6+uX7jX1vro0e4tW7rX1ITvVlW5T5jgPmSIe8eO7qtWHdk+G3IeuaJM0imPupRJOuWRTnnU1RgzAZb4EdZN3zp1aGZFyUgWZpYPDATeNrPBwFhguLvXpHxlLjDCzPLMrAzoBLx+NIrCo2HfvoPnQuWCe3heYGof3GHFsv2U1y6l9219AVj8ZDX078+GidOBcEf219a0onqrMX8+DBwI+fnh+0VFcOedMG8erF8PXbtm+6hERESkPkcyddgOmG5mTQjndM1292fNbB3hlg8LLdx46VV3v97d15jZbGAtYUpxjDeQKw43bsynXTvo3BkWLjxYqGTCffeFhy3fcEO4bcOcOXDSSfDgg/DGGzB5Mqxdvpt2n6+l03vz2bZjPN2X/JX2fY/h1J07WPyTe6iY0oyhJ4XfGzMG5s+HqVNhw4Zw9/b66B5YIiIiDce3Flru/iZQXk/76Yf5zl3AXf9f146+adPK2LoVtm6FZcvg/PMzs581a2DcuLA+dizsTykzmzRxwLjlFgh1ajkH4i1/aiJc2o4+V4dbYo0eHb7TrRsMGQLFxaFAgzCiJSIiIg3bEV112Fhs2dKCE08M65s2ZWYfGzbAueeG9Zkzw4jWgP61/Of+V3hh0F2szjuH9ZRh1HJ28UfMuW8dEEaiegxrB0CfPuGWWE8/HUbGVqwIVxEOGQJffhlGxjp3zkz/RURE5OiJ6hE827c3o3v3MAX38cffvN2778Jpp8Ex9ZShNTXhtgklJTBjRiis8vNh2jRo3x4efhi++gp+dbUzssPLjHxpJrz5BDy/FQoLYeTP4Yor+KybY0070Lo1jN8GFRVhqhFg+PCw5OWlTxEOHQrTp4fRLE0RioiINHxRFVrbtjWjc2eorPzmEa2bb4b774eHHoLrrkv/rLYWLrsMFiwI71u0gC5d4KWX4NJLYdbjzjNP7Kb/yRuZtmgAPPphqMKGDw9PZx48OFRPQGHK7959d/p+TjghjGYdatCgMJKlBz2LiIj8MEQzdbhrF9TUNKWoKEy91TeitXdvGJECuP56OO64MHI1aVJomz8/FFljxoQbiL7yCixfDlMnVbN0KXQ6w1i7vgWXbfxzuPRvxgzYstlBJ58AAAd2SURBVAVmzYJLLvm6yPq+CgrCHeQHD/6/fkZERESyJJoRrerq8FpcHAqt+ka0li6FnTtDgbVjB3zxRVjuuCOcmP7MM9CqVRjxyvtsM8yeDdfN5OrXV7CSKTzEaE5tu51fr/gdlLbN7gGKiIhIgxNdoVVUBKWloagCmDgRevUKJ5pXVoa2xYvh5ZehrAxat4beveGqq2DZkloGnv4heUNHhY1ra6G8nLzJdzJ1xDDuPwH27y8gr3VODlFEREQamGgKraqq8FpUFM6rmjMn1EqTJkHLlmEkq7IyzPh16xYWAD7/nLt+tp57nv4R7N/P2KoRcPqncNtt4WSpLl2+3oceKygiIiKpoim0UqcOzzorDEYNGBDa8vNhz54winXNNcD27eFs9NmzYcECbt27l9End6Nm2OWUjpoK3bvrsj8RERH5VtEVWkVFodCC8Oibc88Nd2r/19waamqO5aev3gPFfwiV18knw403QkUFbXr0oI2KKxEREfkOoiq0mjatpaDgGFon51B1PKWWif1eYtgbfXng8lcx+tH345nhssKKCujZUyNXIiIi8r1FU2hVVUFBwV6sZh9N5s3jnUGLKX1xJvv+uI88trDI+1N+xk6Of2tl/XcqFREREfmO4ii0du2i+s3POXHXl1DcDWpqOKOkBEaNhIoKRj+Zx5Q/wY23torozmIiIiKSaXEUWtu3U73kfUqa7oJRvwzTgr17hwcIApN7wfhbw4nyIiIiIkdLHIVWSQlVpQWUnbENpk6t83GzZiqyRERE5OiLZqKsekcLCo/fl+tuiIiISESiKLR27w6P0iks3JPrroiIiEhEoii0vvoqPGKnY8eaXHdFREREIhJFoVVYCPPmwQUXbM11V0RERCQiURRaIiIiIrmgQktEREQkQ1RoiYiIiGSICi0RERGRDFGhJSIiIpIhKrREREREMkSFloiIiEiGqNASERERyRAVWiIiIiIZokJLREREJENUaImIiIhkiAotERERkQxRoSUiIiKSIebuue4DZlYNfJCFXbUFtmZhPz8UyqMuZZJOedSlTNIpj3TKo67GmMkp7l50JBs2iEIrW8xsibufk+t+NBTKoy5lkk551KVM0imPdMqjrtgz0dShiIiISIao0BIRERHJkNgKrb/kugMNjPKoS5mkUx51KZN0yiOd8qgr6kyiOkdLREREJJtiG9ESERERyZooCi0zG2xm75jZOjMbl+v+ZIuZ/c3MqsxsdUrb8Wa20MzeTV7bpHw2PsnoHTO7KDe9zhwz62BmlWb2lpmtMbMbk/YoMzGzFmb2upmtTPK4PWmPMo8DzKyJmS03s2eT97Hn8b6ZrTKzFWa2JGmLPZNCM5tjZm8nf0/OizUTM+uc/LdxYNlhZjfFmke93L1RL0AT4D3gVKA5sBI4M9f9ytKx9wHOBlantE0GxiXr44D7kvUzk2zygLIksya5PoajnEc74OxkvTXw3+S4o8wEMKBVst4MeA3oFWseKbn8BpgJPJu8jz2P94G2h7TFnsl0YFSy3hwojD2T5FibAJ8ApyiPg0sMI1o9gXXuvt7d9wCzgEty3KescPfFwGeHNF9C+CNB8nppSvssd9/t7huAdYTsGg133+zuy5L1L4C3gFIizcSDncnbZsniRJoHgJm1B4YCj6Q0R5vHYUSbiZkdR/hH7DQAd9/j7tuIOJMUA4D33P0DlMfXYii0SoGPUt5vTNpiVeLumyEUHkBx0h5VTmbWESgnjOJEm0kyTbYCqAIWunvUeQBTgFuA2pS2mPOAUHwvMLOlZnZt0hZzJqcC1cCjyRTzI2bWkrgzOWAE8HiyrjwSMRRaVk+bLrWsK5qczKwV8CRwk7vvONym9bQ1qkzcfb+7dwfaAz3NrOthNm/UeZjZMKDK3Zce6VfqaWs0eaQ4393PBoYAY8ysz2G2jSGTpoRTMqa6eznwJWFq7JvEkAlm1hwYDjzxbZvW09bo8kgVQ6G1EeiQ8r49sClHfWkItphZO4DktSppjyInM2tGKLIec/d/JM1RZwKQTH28AAwm3jzOB4ab2fuEUwz6m9kM4s0DAHfflLxWAU8RpnlizmQjsDEZ/QWYQyi8Ys4EQiG+zN23JO9jz+NrMRRabwCdzKwsqbhHAHNz3KdcmgtcmaxfCTyd0j7CzPLMrAzoBLyeg/5ljJkZ4byKt9z9gZSPoszEzIrMrDBZzwcGAm8TaR7uPt7d27t7R8Lfiefd/RdEmgeAmbU0s9YH1oFBwGoizsTdPwE+MrPOSdMAYC0RZ5IYycFpQ1AeB+X6bPxsLMDFhCvM3gMm5Lo/WTzux4HNwF7CvyKuAU4AFgHvJq/Hp2w/IcnoHWBIrvufgTwuIAxRvwmsSJaLY80E+DGwPMljNfD7pD3KPA7Jph8HrzqMNg/C+Ugrk2XNgb+fMWeSHGN3YEny/84/gTYxZwIcC3wKFKS0RZvHoYvuDC8iIiKSITFMHYqIiIjkhAotERERkQxRoSUiIiKSISq0RERERDJEhZaIiIhIhqjQEhEREckQFVoiIiIiGaJCS0RERCRD/gcBfmD+KNgpIQAAAABJRU5ErkJggg==\n", "text/plain": [ - "
" + "
" ] }, "metadata": { @@ -3143,7 +3141,7 @@ } ], "source": [ - "plt.figure(figsize=(15,8))\n", + "plt.figure(figsize=(10,6))\n", "plt.title('Données et courbe du modèle exponentiel')\n", "plt.plot(f_CO2_exp(t,Aopt,Bopt,aopt),'red')\n", "plt.plot(Monthly_data['filtered_data'], 'blue')\n", @@ -3162,7 +3160,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -3183,11 +3181,13 @@ "ecart_next_year_2025 = 2025 - (last_year + 1)\n", "ecart_month_to_2025 = ecart_next_year + 12 *ecart_next_year_2025\n", "#print(last_year,last_month_last_year,ecart_next_year,ecart_next_year_2025,ecart_month_to_2025)\n", - "indice_temps_en_mois = (taille-1) + ecart_month_to_2025 # (taille-1) est le dernier indice de la matrice Monthly_data \n", + "indice_temps_en_mois = (taille-1) + ecart_month_to_2025 \n", + "# (taille-1) est le dernier indice de la matrice Monthly_data \n", "#print(indice_temps_en_mois)\n", "C02_extrapolee_2015 = round(Aopt*np.exp(aopt*indice_temps_en_mois)+Bopt,2) # calcul direct de la valeur\n", "print('Contration extrapolée en micro-mol CO2 par mole (ppm) = ',C02_extrapolee_2015)\n", - "var_rel = round((C02_extrapolee_2015 - Monthly_data['CO2_concentration_moyenne_mensuelle'][taille-1])/Monthly_data['CO2_concentration_moyenne_mensuelle'][taille-1]*100,2)\n", + "var_rel = round((C02_extrapolee_2015 - Monthly_data['CO2_concentration_moyenne_mensuelle'][taille-1])\n", + " /Monthly_data['CO2_concentration_moyenne_mensuelle'][taille-1]*100,2)\n", "print('Soit une variation relative par rapport à la dernière mesure de ',var_rel,'%')" ] }, @@ -3198,23 +3198,23 @@ "## Conlusion sur le phénomène lent\n", "La variation lente est apparemment de type exponentielle.\n", "\n", - "Une extrapolation à **Janvier 2015** donne une concentration de CO2 à $\\textbf{425.55 ppm}$.\n", + "Une extrapolation à **Janvier 2015** donne une concentration de CO2 à **425.55 ppm**.\n", "\n", - "Ceci représente une augmentation de $\\textbf{2.03 %}$ en un peu moins de **5 ans**.\n", + "Ceci représente une augmentation de **2.03 %** en un peu moins de **5 ans**.\n", "\n", "Nous donnons au final la courbe de la variation lente extrapolée jusqu'à janvier 2015, combinée avec les données mensuelles complètes." ] }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { @@ -3225,7 +3225,7 @@ ], "source": [ "t_extrapol=[i for i in range(taille+ecart_month_to_2025)]\n", - "plt.figure(figsize=(15,8))\n", + "plt.figure(figsize=(10,6))\n", "plt.title('Données et courbe du modèle exponentiel extrapolée à janvier 2025')\n", "plt.plot(f_CO2_exp(t_extrapol,Aopt,Bopt,aopt),'red')\n", "plt.plot(Monthly_data['CO2_concentration_moyenne_mensuelle'])\n", -- 2.18.1