From f87a10260724a16c2aacc7fca47a8dd222bc0a56 Mon Sep 17 00:00:00 2001 From: 39781cc7cca0dc30af9d6060ede9947c <39781cc7cca0dc30af9d6060ede9947c@app-learninglab.inria.fr> Date: Tue, 14 Apr 2020 10:53:34 +0000 Subject: [PATCH] Ajout graphs en subplots --- module3/exo3/exercice.ipynb | 56 +++++++++++++++++++++++++++---------- 1 file changed, 42 insertions(+), 14 deletions(-) diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 40a03d8..48c9a72 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -48,7 +48,7 @@ }, "source": [ "Dès 1958, Charles David Keeling a débuté la mesure précise du taux de CO2 dans l'atmosphère à l'observatoire de Mauna Loa, Hawaii, États-Unis. \n", - "Ces mesures, qui continuent aujourd'hui, ont permis de montrer une évolution tout au long de l'année du taux de CO2 dans l'hémisphère Nord. Celle-ci étant provenant du cycle de vie des plantes. \n", + "Ces mesures, qui continuent aujourd'hui, ont permis de montrer une évolution tout au long des années du taux de CO2 dans l'hémisphère Nord. Celle-ci étant provenant du cycle de vie des plantes. \n", "De même, ces données ont montrés une évolution continue du taux de CO2 dans l'atmosphère depuis 1958." ] }, @@ -278,7 +278,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -430,29 +430,41 @@ "metadata": {}, "source": [ "Dans le paragraphe *4.a*, nous avons déjà pu remarquer une oscillation périodique couplée à une évolution continue du taux de CO2 dans l'atmosphère. \n", - "Voyons l'évolution du taux de CO2 de manière plus précise :" + "Voyons l'évolution du taux de CO2 de manière plus précise avec une sequence de 10 ans (du 15/08/2000 au 15/08/2010) et le détail sur une année (du 15/05/20000 au 15/08/20001)." ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "# Définition des périodes à afficher\n", + "mask_10y = (data.index > '2000-08-15') & (data.index <= '2010-08-15')\n", + "mask1_1y = (data.index > '1980-08-15') & (data.index <= '1981-08-15')\n", + "mask2_1y = (data.index > '2015-08-15') & (data.index <= '2016-08-15')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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25lcxOymcMGPvafHe5O9r4B9fX0BkkD/rn9knDcDdoN8gTts4Sqf52X80MA3YZt++GbjO/vuXgJe01iat9UngBLDIpaMWQogRLLSXm27umQaXX6ul49yZuK7plKFG3/N3P8f0hFBK69vIeHAzB4vqXD62ka6PTJWXlVIH7T+FSqmD9u2LumzPUkp92bvvQAgxnGit+emr2dS1dLDh2xcwIzGU7z6/n/2na8/Zr6XdzMGiOi4YJv3hehMbGsC/vrGAqiYT33l+P+1mq7eHNKoMaE2cUsrHfhOqADZrrXcBh4Gr7btcD6TYf08CirocXmzfJoQQAmjpZe1bnht6sp2fThnga2DT95Zx/1UzMRhUn8eumBrX+bs7AsxRoMdMFa31Wq11htY6A3gN2Gjf/zCQad++BviXUqrvSFoIMWY8t+s0Hx4t56drprEwLYqnbllEXFgAtz69hxMVjZ377S2spcOih+V6uPPNSY7gf66bw+6TNTy4KafX/aqbTOzIr6LtvAePoncDunlorS1AhlIqAnhdKZUO3Ar8r1LqV8CbgCPfpqdvBd1WZyql1gPrAVJTUwcxdCGEGHm01jR3SXGMCPKjrsXWFLW2xfXNUVvOC+K01qQnhZOeFN7vsVPjQ0iKCKSkrpUyqVLZjdZaAz1lqgCglFLADcBK+/4tXQ430sO9UQgxNuWVN/KbTUdYPiWGWy+cANhmsp69dTHX/mMHNz2xm9e+u5TE8EB25Ffj56PITIv08qgH5pp5SRw908C/thUwIzGMry0eT11LO58X1PB5QTU786s5Vm4LUtOig/jVVTNZOT3ey6Me/pyqTqm1rgO2Amu01rla6y9orRcALwL59t2KOTsrB5AMdCtNo7V+TGudqbXOjI2NHdTghRBipPnS3z7jxd1FpEUH8codF/C7L8/ufM0da8/OD+KcadujlOKzn60kIcxIUU2ri0c2OvSSqeKwHCjXWud12X+xUioHOATcobV2fUlSIcSIYjJb+P5LBwkO8OVP1889J0siNTqI/9y6kIY2Mzc9sZu6lnZ2FlSTkRJxTnr8cPfTNdNZMTWW+97I4Yq/fsq8X2/mjuf28dKe08SGBnDPZdP467oMfAyKW5/ey21P7+FUtevXiY8mA6lOGWufgUMpFQisBnKVUnH2bQbgv4F/2g95E1inlApQSk0ApgC73TF4IYQYSaxWTXaxrUpXkL8vC9OiOptqA50zcq7U2m4mJSqQ+66aaRuDdn7yJyUqkKLalv53HIO01hZ7emQysMieqeJwI7aHnF3336W1ngUsBO5VShl7Oq9Sar1Saq9Sam9lZaW7hi+EGAZ+/94xjp5p4A9fmUNcWPePhFnjwnnspgWcqm7h5qf2cKh4+K+HO5+PQfG/N85jXmoEYYG+/HDVVDZ8+wKy7vsCz92+mDsvmcyXMpJ49wcX8fMrpvN5QTWXPrKNP31wrNuyAGEzkBA+EfiPvcKkAdigtd6klPqBUupO+z4bgacAtNY5SqkNwBHADNxpT8cUQogx7XiXNQ2OKpFdS/63dlho67Bg9HNdQd+WdgvB/r74+die2TkzE+eQEhXEzvxql41pNNJa1ymltmJb63bYvtbtWmBBL/sfVUo1A+nA3h5efwx4DCAzM1PSLoUYpbYdr+SJ7Sf5xpLxrJrRewrh0kkx/GVdBne+sB+tGXZNvgciPNCPV+5Y2uc+/r4G1l80iS9lJPG7d47yfx+fYOP+En511Uwum5XgoZGODAOpTpmttZ6ntZ6jtU7XWj9o3/5XrfVU+8/P7GsDHMf8Vms9SWs9TWv9rjvfgBBCjBSfnTgbCAXa02B8Ded+DNe3unY2rqXdQqC/D0mRgQBMjAl2+hxT40M5I60GuuktU8X+8mogV2td3GX/CY5CJkqp8diqPBd6dNBCiGGjusnEj1/JYkpcCL+4cka/+18xO5GHr53NsskxzEuN8MAIvSc+zMhf1s3j5fVLCDX6csdz+8grb+z/wDFk5CTTCiHECPf6gbONWx3PvSbFBvNfa6bj72vg15uOUNfSQXwP6TSD1dJuJsjfh0umxfHC7YtZMointzMTwwA4cqaBpSMshcfNesxUsb+2jvNSKYFlwM+UUh2AFfiu1rrKY6MVQnic1pqWdgvVTe1UN5s6/1nV1M7HuRXUt3bwzK2LBpyBsXZhKmsXjp2CgIsnRvPc7YtZ8tBHbNhbxC+unOntIQ0bEsQJIYQHVDeZOFzSwOS4EE5UNHX2y1FK8Z2LJ/HZCdt3+VoXz3a1tFuIDrGtu1s6eXAB2AxHEFcqQVxXWutsYF4vr93Sw7ZngWfdPCwhxDDynef2815OWY+vBfv78ODVszo/Y0XPYkICWD0jno37S7jnMttDTyFBnBBijGk3W2kymYkK9vfodc/U20r0L0iN5ERFE6bzmp5GBNkagLu6uEl9awcz+2nq3Z/Y0ADGhRu7NZwVQgjRu+LaFt7LKeOK2QlcMi2O6BB/ooMDOv8Z6O+69c+j3dqFKbyXU8bHueWsSU/09nCGBQnihBBjyh8/OMZj2wp49rZFLJ/iufYmpXW2Ev0zEkMBOmfiHCKDbEFlsQurQNa3dHCmvo0pcaFDPtfSyTFsPlKOxarx6adJuBBCCHh9fwkA914+g5SoIC+PZmS7aGosCWFGXt5TJEGcncxHCiHGlIJKW2/mJ7ef9Oh1HUHcZHtA1W45N4hLDDcyJzmcp3cUsj2viraOoRX1tVo1v33nCHA2cByK5VNiqG/t4HBJ/ZDPJYQQo53Wmo0HSlgyMUoCOBfwMSi+siCZT45XUmbPbBnrJIgTQowpBmWbRdp1soaO8wIpd3n80wLuf8sWUM0cZ1v7cHn6uaWSlVLcdEEaxbWtfP2JXTz8bm638zjjQFEdG/baCqm4Yr3Fsskx3HPZtHP62gkhhOjZ/tN1nKxq5tr5yd4eyqhxQ2YKVg2v7ivy9lCGBQnihBBjSqt9hqul3cJ/v37Y7ddrNpn5zdtHO/8cFezPwV9dyo9WT+2279zk8M7f8+0zhoNhtljZW1gDwKxxYcSFDj3wig4J4M5LJpMYHjjkcwkhxGi3cX8xRj9Dtwd2YvBSo4O4YGI0G/YWYx1M09NRRoI4IcSY0tpuYcnEKK6ck8gr+4pc3pftfNVNZ6tNLp9iq+wYEeSPoYd1ZRNjQzp/dzTnHoz73szhd/aZvDfvWoZSsoZNCCE8xWS28FZWKWtmJRBq9PP2cEaVtQtTOF3Twucnq/vfeZSTIE4IMaa0tFsI9vflpiXjsWrYVeDeG0GNvWXA4zdl8syti/rc18egMPrZPpYHW+DEYtU8v+v0OecUQgjhOR8draChzSyplG6wJj2BUKMvG/ZISqUEcUKIMaWtw0Kgvw8ZqREY/QzsyK/mkc3H2WNPP3Q1R9+3qBD/Ac2I7f7FatbZnzQ6GoI7Y1N2aefv0xOGXtBECCGEczbuLyY+LIALB9mbU/TO6OfDNRlJvHu4zO2ZNMOdBHFCiFHvZ69l83b2GcA2Exfo50OArw8L06LYcqyCv36Ux/X/3OmWa9c224O4oIH1pQsz+jFzXBhtHVYqG01OX++J7SeZnhDKzntX8vL6C5w+XgghxOBVNZnYeqySa+YlSSaEm6xdmILJbOXNgyXeHopXSRAnhBj1XtpTxJ0v7AdshU2C7A1Wl06K4VS16/qy9aTGHsRFDjCIAzrLUZ+qcX5sZfVtZKREkBgeSHiQrMUQQghPevNgKWar5tp5kkrpLulJ4cxMDOPlvWM7pVKCOCHEqHZ+U+3WdguB/r4ALJ0U3bndEdi5Wl1LBz4GRajRd8DHjLcHcacHEWDWt3YQHijBmxBCeMPGA8WkJ4UxTdLZ3WrtwhQOlzSQUzp2e5dKECeEGNUa287mzJstVtotVgL9bAFbelJ4Z3DlTJDljJqWdiIC/XqsRtmb5MgglHJ+Jq6tw4LJbCVMgjghhPC4Y2WNHC5p4DopaOJ212Qk4e9rGNMFTiSIE0KMag1t5s7fHT3iHLNuPgbFBRNts3Fmi+t7zpTUtVJc20pk8MBTKQH8fQ2MCw+kyMkgrsG+yFuCOCHEWNfSbuZERSM1ze0e6ym2cX8xvgbFVXPHeeR6Y1l4kB9rZiXw/w6W0ma/t4817nn0LIQQw0RDl+pVre22D3pjl9TJX101k9YOC5+dqMJq1U7NmPWlpd3MhQ9/DMBXFjj/VHZyXIjTaSKOSl2STimEGOvufjmL93LKANsDu8ggf6KD/YkO8Sc6JIDM8ZF8KWMcEU6sV+6Lxap5/UAJF0+LJSYkwCXnFH1buzCFN7NKeT+njC9lJHl7OB4nM3FCiFGtoUs6ZWl9GwBBfmeDuOTIIFZOj8Oqoc5F5Yrzyhu58bHPAZgQE8xvrkl3+hyLJ0ZxvLyJqqaBV6iUIE4IIcBq1XyWX8XyKTHcd9VMvrNiEpfOjCM1OgiT2cr+U7Xc92YOi377EXe9sJ9txyuxDHG2bvuJKioaTZJK6UEXTIwmJSqQDWO0wInMxAkhRrWG1rPplNf87TOgexGTKHu6Y02zqfP3obj+Xzupa7EFVPddNROjn/NFUxxpnrsKarhyTuKAjpEgTggh4HhFI41tZq7JSOK6XjIhDpfU8+q+Yl4/UMKm7DOMCzdy3YJkrl+QQmp0kNPX3Li/mDCjLytnxA11+GKADAbFNRlJ/G3LCWqb251eujDSyUycEMJtrFbNnzcfp8w+A6a1HlQD66HoOhPn4O977kff2SBu6DNxbR2WzgAOGHRazcxxYfgYFEfPNAz4GMd7lSBOCDGW7SmsBSAzLbLXfdKTwrn/6lns/sUq/vbV+UyJD+XRLSe46A9bePqzk05dr7Gtg/dzyrhq7jgCfN1T6Vj0bPWMeKwath6v8PZQPE6COCGE2xRUNfG/H+XxZpatIecdz+3jv17L9ugYGnpIkQz0630mbqjOD7qiQwb3ZDDA14fx0UHkVTQOaP/yhjZ+9HIWIEGcEGJs21dYQ2xoAKlR/c+oBfj6cOWcRP5z6yJ2/Gwlq2fEc/9bR3gzq3TA17MV17D2Ousn3Gd2UjixoQF8eESCOCGEcJmyeltQVGjvd3a4pIEPj1Z4dDbu/Jm476+awgVd+sMBRAfbZsuq7Y25h+Jw6XlBXPDgF7hPjQslr7xpQPs+uf3sk+MwN7VLEEKIkWBPYS0L0yJRyrlCVYnhgTz61XksmhDFjzcc5NO8yn6P2bi/mAfezCEjJYJ5KRGDHbIYJINBsXpGHJ8cr+zWF3a0kyBOCOE2ZQ22NMpT1c1oralqMlHT3E5BVbPHxlDbcm4Qd3l6Qrcbe2SwbeaqpmnoQdyB07VEBp2dCTs/ddMZU+JDKKxuHtCNaVP2GTLHR/Lit5bg6yMf7UKIsam0rpWSulYyx0cN6nijnw//vimTSbEh3PHsPrKL63rcT2vNP7bmc/eGLBamRfHMbYucDhqFa6yaHk+Tycyuk9XeHopHyZ1eCOE25fYg7uiZRi59ZBsmezCyz75ewRMKzwsY48OM3fYJ8PUhJMB3yDNxh0vq+X8HSrhsVsKQzuMQFxpgr5rZ97hqm9spqWvl0pnx3WYZhfsopYxKqd1KqSylVI5S6gH79peVUgftP4VKqYP27ZcqpfYppQ7Z/7nSu+9AiNFn7ynb/WVh2uCCOLClpP/n1kVEBvvzzaf2cPK8+4jFqrn/zRz+571crp47jqdvXUiYUdLYveXCyTEY/Qx8dHRspVRKECeEcBtHQZOa5nZOVJxNC9x7qsZjYyioPPfm23WWrKuoYH9qW4YWxG0/UYVVw3+tmc7Pr5jOXZdMHtL5Qu1fChq7NCzvSY49hTM9KXxI1xNOMwErtdZzgQxgjVJqidZ6rdY6Q2udAbwGbLTvXwVcpbWeDdwMPOuVUQsxiu0trCHI34cZiaFDOk98mJFnbl2EBr7xxC4q7A8l2zos3Pn8fv6z8xTrL5rIX9ZmSDETLwv092HZ5Bg+PFru8eJp3iRBnBDCbRzplF0F+vmwYW8xz+865fLrnf/h3WQyU9bQRnJkIGBLbewt3SUq2J+aIc7E5Vc0ERcaQGSwP+svmsRPLps2pPOF2te29RfEHSyyPXmemRg2pOsJ52gbx9MJP/tP53+EyvYf2w30pATMAAAgAElEQVTAi/b9D2itHdUScgCjUkq6AgvhQnsLa5mXGuGStPKJsSE8dctCaprbuenJ3RTVtPCNJ3bx/pEyfvXFmfz8ihkYDJJCORysmhFPcW0rx8oHVgxsNJAgTgjhNuUNbd0qJV63IAmApz8rdOm12josrPjDVh79OK9z20n7LNyscbbgJsUezPUkOtif6iGuicuvbGJibPCQztHV2Zm43lsfaK15K+sMGSkRY65HznCglPKxp0tWAJu11ru6vLwcKNda5/Vw6HXAAa11jyVRlVLrlVJ7lVJ7Kyv7L64ghLAVssotaxj0eriezE2J4J9fX8CJiiYu+eNWsorqefTG+dy6bILLriGGbtV0W3++sZRSKUGcEMJtyurbuq1LuOuSKSyZGDWoBth9eWZnIadrWvjfj050biuosk2STI23pdX0VW46LiyA0vpWmkx9z3r1RmtNfmUzk2JDBnV8Txwzcd94YjeHiut73OdkVTPHyhu5dn6Sy64rBk5rbbGnTSYDi5RS6V1evhH7LFxXSqlZwP8A3+7jvI9prTO11pmxsbGuHrYQo9KB03VY9dDWw/Xkoqmx/HltBuOjg3jmtkVcOSfRpecXQxcXZmRucjibj5R7eygeI0GcEMLl2josrPnLNioaTczssi5h3cIU4kIDiA8z9tiEeygOFtkqiAUF+KC15nR1C09+VohB2fLlAVL6COLSk8Kpa+kg/b73z1m/N1CHSuqpb+1gtgvXpYV2aRWw6VDPPYuOldlSR+an9t7UVrif1roO2AqsAVBK+QLXAi933U8plQy8Dtyktc738DCFGNX2FtbgY1BkpLq+1P/Vc8fx0Y8vZslEKR41XK2eEU9WcR0Vjd2XcoxGEsQJIVzuZFUzufbgIj7cVg0y2N+Hh6+bg8GgCDX69rvOy1mn7L3o6lo6qGw0cdt/9pBVVEdIgC/XL0jhgonRfPfi3guNzE0+e9M/XeN8C4RX9xUT4Gvg8tmue0Ib2qXa2cHTPZe5Pl7ehFK4dAZQDIxSKlYpFWH/PRBYDeTaX14N5Gqti7vsHwG8Ddyrtf7M0+MVYrTbW1jLjMRQQgKkV+ZYtGpGPFrDltyxkVIpQZwQwuUaWs/OsiWEGTnwy0vZce+qzm1hRj8aWjtcVkXKMfM2PcE267ctr4qWdottLG1mYkMDeHH9EhLCu7cXcJiWcHbGcDAB5uGSeualRnRbAzgUXb+IHCqpx2zp3i8ur6KRlMigztlG4VGJwBalVDawB9uauE3219bRPZXyLmAy8MsuLQjiPDdcIUam80v896TDYuVAUa1L18OJkWVGYijjwo18OEbWxUkQJ4Rwua791uLDjEQG+58T3IQa/TBbNW0d/TexHojalg4aTWaum59MelIYf/nwOOMibAHb/VfNHNA5/HwMvPfD5QCDqlJZXNtKSmTv6ZqD4dOl6llLu4Xj5d3TPI+XNzIlTmbhvEFrna21nqe1nqO1TtdaP9jltVu01v88b//faK2DHe0H7D9j49uGEIP03uEyLvnjVj7IKetzv5zSBto6rC5fDydGDqUUq2fGsz2virYOi7eH43YSxAkxynmjZ0rXIK6n2a+wQNsMk6vWxRXV2FIpx0cHsW5hKsW1rRwpbeCK2QnccuHAK4hNiQtFKVvzbGe0dVioaDSR7OIg7nyOdX8OLe1mTlQ0MUv6wwkhRqnHttmWjv7fxyf6vJ/tLbT1H81Mk/XBY9mqGfG0dljYkV/l7aG4Xb9BnFLKqJTarZTKUkrlKKUesG/PUEp9bk8H2auUWmTfnqaUau2SKvLPvq8ghHAXq1Uz4d53+NMHxzx63eomW9X0x2/KJCakexusgZTOd+p6zbbrxYYGdD6FbW63EOVkyX0fgyIi0I8aJ5t+l9a1AnT2o3OHqGB/DpyuPWfb0TMNWDUuLaYihBDDxb5Ttew/XceC8ZEcKqlnW17vX8z3FNaQGhVEfFjvafNi9FsyMYpgf58xkVI5kJk4E7BSaz0XyADWKKWWAL8HHrCXVv6V/c8O+V1SRe5w+aiFEANSXGsLLv6x1bNF8Gqa24kI8mP1zPgeXw+zV12sb3VNcZPaZlswGBXsz5S4kM7zRwU730c5Mtif2hbngssSNwZxF06OZs2sBKbEhXQWb3FwtB2QIE4IMRo9uf0kYUZfnrx5IePCjef0Ae1Ka82+U7VkjpdZuLEuwNeHi6bG8tHRcq9kInlSv0GctnEsxPCz/2j7T5h9ezjQc/1rIYTXHCu3VYiMDXU+mBmK6qb2PmfBXD0TV2ufOYsM9sdgUMy338ijB9H8OirI3+l0ymx7MDXRDRUin799Cf/8xgLiwoyUn1c2+VBJA7GhAcSHefbvVwgh3K2opoV3D5/hq4vHEx7kx/qLJrKnsJZdBdXd9i2sbqGqqZ1MWQ8nsLUaKG8wcbikwdtDcasBrYlTSvkopQ4CFdiqb+0Cfgj8QSlVBPwRuLfLIROUUgeUUp8opZb3cs719jTMvZWVlUN8G0KI8zWZzNz98kEAokOcD2aGoqrJ1GcAFW5fE/fwu7kuKQVc09yOr0ERaq/m6EipjBxEEBcZ7O90YZMPcsrISIlwa7AcHxpARYPpnCeLh0rqmJ0UjlKqjyOFEGLkeXpHIQaluHnpeADWLUolJsSfR7ec6LbvHvt6uIWyHk4Al0yPw6Bg89HR3fh7QEGc1tpiT5tMBhYppdKB7wA/0lqnAD8CnrDvfgZI1VrPA+4GXlBKhfVwzse01pla68zY2FhXvBchRBev7Sum0WRLV+wwezal4Ex9GwnhvacWpkUHMz0hlNyyRr759B5a2oeWVlnb0kFEkH9nMLNscgxKwYToYKfPlRoVREFV84CLrnxyvJKs4nqumJ3g9LWcERcWQGuHhSb736mjqEm6pFIKIUaZhrYOXt5TxBfnJJJov5cY/Xy4bdlEPs2rIuu8Ik97C2uICPKTfpkCsC2tmJ8ayUcSxJ2lta4DtgJrgJuBjfaXXgEW2fcxaa2r7b/vA/KBqS4arxCiHx8dLefWp/dw35s5+BoUq6bHOV2oYygsVs2Z+tY+14f5+hh47vbFfGu5rXLkUBcg1za3ExV8toXB3JQI9v5iNbOTnQ9wrpyTSLvZygc5A/vw/9uWE4yPDuKmC9KcvpYz4kJti/Ud6+92FdRg1TA/NaKvw4QQYsTZsKeIJpOZ25ZNPGf715ekEh7o1202bq99PZzBIFkJwmb1zHhyShs4U9/q7aG4zUCqU8YqpSLsvwcCq4FcbGvgVth3Wwnkddnfx/77RGAKUOD6oQshenLXCwf42J6iuHZhCtMSQqltbvfYAt+KxjY6LJqkiL6LfMSEBPDD1bbnOyW1Q/uQrWlpJyLo3NTJ6B6qYg7EvJQIQo2+ZBfX9btvS7uZA6drWTMrAaOfe5ttx9nXva35y6ccPdPA+zllhAT4csGkaLdeVwghPMlssfLUZ4UsnhDV7UFcqNGPW5amsflIOblltvVO1U0mCiqbWSBNvkUXq2fEAfDhkdE7GzeQmbhEYItSKhvYg21N3CbgW8CflFJZwEPAevv+FwHZ9u2vAndorWtcP3QhxPk6LFZaOyzcfelUPv7xCn75xZlEBftjturO1Ep3cwRkA6nUGBzgS2iAL+UNbf3u2xutNaerW4gKcs26P6UUieHGAY3psxPVdFg0SyfHuOTafUnskp76583H2XyknEumxxHg697gUQghPOm9nDJK6lq5ffnEHl//5oVpBPv78PcttqrLe0/ZWq/IejjR1aTYEKbGh/Dbd47yr0/yMVus3h6Syw2kOmW21nqe1nqO1jpda/2gfft2rfUCrfVcrfVie+okWuvXtNaz7Nvna63fcvebEELYtJgsAIQE+DIxNgSjnw+R9uDmey8c6CxJ707FTgRxYJthGkoQ969tBZQ1tDFrXLelt4MWH2akrMHU5z5aa/70wTGSIgJZPMH9T4DTooN49KvzyEiJYPORcqqb21kzy73r8IQQwpU2ZZfyVlZpr5khWmv+/elJ0qKDWDU9rsd9IoL8+fqS8WzKLqWwqpm9hTX4+xoGlT4vRi+lFP+5dRHLp8Tyu3dz+dLfPvPIdyBPcmpNnBBieGu2FwgJDjg7OzMrKYzIID8+OV7JXz/qucfOULV1WLj8r5/y2YmqzjVbSRFBAzo2IdxI2RCCuPcOlzEjMYw7L5k86HOcLy7USEU/Y8otayS3rJE7L5ns9lRKsN2QvjhnHClRZ/+9rpgmRaGEECNDdZOJuzdk8b0XD/CtZ/ZR0dj9M3b/6Vqyiuq4bdmEPte33bZ8Ar4+Bv6xNZ+9p2qZmxwuWQmim8TwQB77xgL+8bX5VDSa+NLftvPbt48MuZjacCFBnBCjSLPJEcT5dm6bnhDG/l9eym3LJrDteOWAqy4640RFE0fPNPDTV7Mprm0hOtifQP+B3VDjQ41U9DPr1Zsmk5lDJfWsmh7n0gXtCeEBVDSasFp7X0e47bitNcrKXp4Wu0tkkK2AS1SwPyFd/p6FEGI4e2HXadrNVr69YiLb8iq57JFtvJ195px9nth+kvBAP65bkNznueJCjdy4MIXX9hdzqLhe+sOJXimluHx2Ih/evYK1C1P596cn+cIj2/jk+MhvbyZBnBCjSHO7LZ0y2P/cL/dKKS6eFku7xcrhEtenEzhm31razRTXtpI0wFRKgHj7+rO+AqbevLT7NBardvmMVHyYEYtVU9Xce3C5s6CaKXEhJIQbXXrt/jgKuPTVTF0IIYaTdrOVZz4/xYqpsdx7+Qze+f4yUqOCuPOF/dz1wn5qm9spqmnhvcNlfG1xKkH+/T+gWr9iEgBmqyZzvKyHE30LD/Tjd9fO5uX1S/D3NXDzk7t542CJt4c1JBLECTGKtNhn4oJ6mAVz9M8pqGx2+XWLalps12+3UFLbd3uB8yVHBmK2as44mVJ5sqqZRzYfZ8XUWJffwBPCbIFZcR9VM4+UNjAn2fPl/R0zcQG+8vEthBgZ3j5USmWjiVuX2drKTI4L5bXvLOWey6bxfk4Zlz6yjZ+/fggfg+LmpWkDOmdSRCDXzU/G16BYIEGcGKDFE6N59wfLmRYfypPbT3p7OEMi3wKEGEWaekindEgIMxLo5+PWIM5ktlJQ1XxOJcX+OBpyF1Y5N67/7CjEojUPXze7s8m3qzgWyJ/fUNahstFERaOJmS4spjJQjkI1fj7y8S2EGP601jyx/SST40K4aMrZSr6+PgbuvGQyb9y5jNjQAD7Nq+KqOeOIDxt4dsN9V89k43eXdmsxI0RfAnx9uHFRClnF9RwpbfD2cAZNvgUIMYq0ONIpewjiDAbFhJhgCqqaXH7d0zUtTIwJ5pqMcQBMjgsZ8LFpMbYgrsDJIC63rIEZiWFOBYwDlRgeSEKYkQOnuwdxWmsu+8s2AGYmej6Ii7DPxPn5SFNbIcTwt/dULYdLGvjmhWk9PnCbOS6MN+68kN9/ZQ73XjHDqXMH+ft6JSNCjHzXzEvC39fAS3tOe3sogyZBnBCjSGd1yl6KikyIDXbLTFxBVTMzEsN4ZG0Gm763jOv7WZTeVUKYkQBfg9MzcXnlTUyNC3V2qAM2f3wE+0/Xdtte2WSiprmdUKMv88d7/suDj72Ai69BPr6FEMPfk/ZiJdfO6/2+4O9r4IbMFGJDAzw4MjGWRQT5c0V6Aq8fKKGtw+Lt4QyKfAsQYhTpqTplV5NigimubcFkdt0HVluHhaKaFibFhaCUIj0pHF8nUv0MBsX46CBOVbcM+JiqJhPVze1MTXBjEJcaSXFtK/e8ksVdL+zv3O5oZv7IDRleKWk9Ld72nm9eOt7j1xZCCGcU17bwfk4ZNy5KHXDFYiE8Ze3CVBrbzLxz6Ez/Ow9DEsQJMYo025t9B/bSt2xibAhWDaedCJj6U1jdjFXDpNjgQZ8jPsxIZdPA2wzknmkEzgY07jAv1bZQ/pV9xWzKPtP5pK6zD54TxVtcKS7MSOHDV7ImPdEr1xdCiIF6ZucplFLcdIE8dBLDz5KJUUyICeal3UXeHsqgSBAnxCjSbDIT7O/Ta8+0ifZAK9+FKZUnKmxr7JxZB3e+2NAAKp2oTnm41NYmYZYbC4ukJ4Wdk5aaY1/87JiJ81YQJ4YPpZRRKbVbKZWllMpRSj1g3/6yUuqg/adQKXXQvj1aKbVFKdWklHrUu6MXwr2aTWZe3H2ay9MTGBchn5di+FFKsXZhCrsLa8ivdH29AHeTIE6IUaS53UJQHw2gJ9iLiOSVN7rsmo61bI5zD0ZcqG0mTuv+e8W1m61syi4lOTKQSDf2Sgvw9eG9H17Epu8tA+C9w2eobjLxu3dz8fc1EGb0c9u1xYhhAlZqrecCGcAapdQSrfVarXWG1joDeA3YaN+/Dfgl8BPvDFcIz3ltfzGNbebOtgJCDEeONhUv7xl5s3ESxAkxihTXthDXx8LwUKMfc5PDefdwmcuuWVTTSkxIwICas/YmNjSADoumrqWj333/sTWfwyUNzPVARbKUqCDSk8K5PD2Bf396kp+8kgXAwjTpSSRA2zge3/rZfzqfRChbKb4bgBft+zdrrbdjC+aEGLWsVs1TnxUyNyWC+anyeSmGr9jQAFbPiOe1fcW0m63eHo5TJIgTYhTQWnPPK1l8mlfVb4rhNfOSOHKmwWXr4opqW0iJGlqqjCPwrGjsf11cdrGt7P9/f9G5UtRD8fB1cwDYcqySRROieO62xR67thjelFI+9nTJCmCz1npXl5eXA+Va6zzvjE4I79h6vIKTVc3cemGat4ciRL/WLUqhurmdD4+We3soTpEgTgg3sFo1O/KryLGv3XK3rccqeWVfMdB/7zJH2mNV88ALiZyvrcPCvAc/YOP+YlsQFxk06HPB2SCucgBBXF5FE1fOSXRLf7jehAf6ceHkaABuvXCCy5uLi5FLa22xp00mA4uUUuldXr4R+yycs5RS65VSe5VSeysrK10xVCE85qnPCokPC+CK2VKASQx/y6fEkhQRyIu7R1bPuMHnPwkhelRS18qFD3/c+efCh690+zX/8Ul+5+9zUvpOMwyxr5lrajMP+npn6tuobeng7g1Z+BgUV88dWkAV2zkT13eWWWu7haLaFq6dnzSk6w3GX9bOo761nclu7E0nRi6tdZ1SaiuwBjislPIFrgUWDPJ8jwGPAWRmZva/WFSIYeJ4eSOf5lVxz2XT8HOi3YwQ3uJjUFyfmcxfP8qjqKaFlKihPZj2FPm/SwgX+ji3nDV/2XbOtvdcuP6sJzml9ew+WcN/XzmDrT+5uN/1ByFGexBnGnwQV9WlHYDFqkkd4gdeXJgR6H8mLr+yCa1hihcCqdjQAAngxDmUUrFKqQj774HAaiDX/vJqIFdrXeyt8QnhDc99fooAXwM3Lkr19lCEGLAbMlMAeGXvyClwIkGcEC6wI7+Ku18+yK1P76XxvBmu7794gHInyuc7K6vIlrJ52awE0gZQIdIVM3HnB1tDTacMCfAlyN+n3zVxjnYGU+IH385ACBdKBLYopbKBPdjWxG2yv7aOHlIplVKFwJ+BW5RSxUqpmZ4arBDuprXmwyPlrJgaS5QbqwcL4WrjIgJZMTWWDXuLMVtGRoETCeKEGCKtNV/99y42Hijp9tpr31lKh9XKC7tcn2ftKMdfUNlEgK+BpAH24QkNsJXGbxzCTFy3IM4FqQexoQH9zsTlVTTiY1CkRQ++nYEQrqK1ztZaz9Naz9Fap2utH+zy2i1a63/2cEya1jpKax2itU7WWh/x7KiFcJ/j5U2U1rdxyfQ4bw9FCKetW5hKWUMbnxwfGeuQZU2cEEN0uqbnKo//feUMFoyPZHZSOPtP17r8upf/9VMig/xpM1uYEBPca4Pv8wUH2BpYD3YmrrGto1tQmhhuHNS5uooLDeh3TVxeeRNp0UH4+8rzJyGEGG4+zq0A4JJpEsSJkWfVjDhiQgJ4aU8Rq2bEe3s4/ZJvQkIMUX1rz73Nbl8+EbDNUhXXtrr2mi0d5JY1srOgmgOn65gUO/D0Ql8fA0Y/A6dqmgeVMvDDlw5y7Lxm4b4uWLze30xch8VKdnE9U+NlXZoQQgxHW3IrmJEYRoILHuwJ4Wl+Pga+siCZj3MrqHDjMhhXkSBOiCHqb0YrOTKQktpWrFbXFZg7VdMMwH+tmc5FU2OdLuMc4OvDxv0l3PNqtlPHnalv5SP7k1aARROiyBzvmkaucaFGKhpN1Ld0UFbf/cPzjYOllDW08ZUFyS65nhBCCNepb+lg3+laVk6P9fZQhBi06zOTsVg1m7LPeHso/ZJ0SiGGqL+1ZSmRQbRbrFQ0mlz2dHJnfjUAK6fH8Z2LJzl9vGP28PUDJTyyNmPAx72611Zo70erp5IcGch1LgyopsSH0NhmZu6DHxAa4MvB+76AT5cU0U+OV5IYbmSlrLUQQohhZ1teJRarls9oMaJNig1hZmIYb2WXcuuyCd4eTp9kJk6IIRrITBxAUW3Pa+ec9VZWKb9711bFfHz00AuKnKpuHtB+WmvePnSGRROi+MHqKS4N4MBW3nfRhCjAFhjXtrSf8/qh4jrmJkdIo20hhBiGthyrICLIj4wU12RnCOEtX5ybyIHTdRT1UvNguJAgToghOr/f2n1XzeTvX5vf+eeJMbb1arll564jGwyT2cKfPjgGwPSEUIx+PkM+p2NWry/tZiuTf/EuuWWNrHLTU1Y/HwMvr1/Co1+dB0B109kgrr61g8LqFmYnh7vl2kIIIQbPatV8cqySFVNjz8mgEGIkumrOOADePjS8UyoliBNiiBxBXEKYkRVTY/nmhRPOWaOWEhVIfFgAuwr6D5b68+zOUxRWt/DUNxey6XvLhny+mBB/dp+s6Xe/upZ2LPY1fSumuW+9g1KK6OAAAKq7NBR3/LublxrhtmsLIYQYnOySeqqb26UqpRgVUqKCmJsSwabsUm8PpU+yJk6IIWpsM+PvY+Dzn6/q8XWlFIsnRLOzoBqt9ZDSAQ8W1TE+OmjIN8qX1y+hotHEpuxSDhbV9bt/gz1l9PoFyUxPCBvStfsTE2JrEFvVfHYm7oMj5YQZfVmYFuXWawshhHDex7kVKAUrpkpREzE6XDUnkd+8fZSTVc1MiBmevWllJk6MCjml9az601Zqm9v739nFmkwdhBj7fh6ybEoMlY0mckobhnStykYT8aFDL46yeGI0V80dx8TYEIpqWzpn2XrjmG28fHbCkK/dn+gQ20xcVaOJdrOtBcKneZWsmBaHnwtaGQghhHCtrccqmJcSQWSwv7eHIoRLXDnHllG1KWv4zsbJNyIxKvzfRyfIr2xmW16lx6/dbLIQEtB3ELdqehwGBZuPlA/pWpVNJmJDA4Z0jq7GRwXRYdGU1vXdx66xzVbNMiTAz2XX7k1EoB8GBQ+9c5SlD3/E0TMNlDeYmCvr4YQQYtipaGwju7heqlKKUSUxPJBFaVG8NYxTKiWIEyNeS7sZs9U2Y1PX0nPjbXdqbDP3G8RFhwSwYHzk0IO4BtcGcan26pan+6nA5KjA2d/7dAWDQRES4IvZqqlqamfdY58DMGucBHFCCDHcfHLM9vD0YlkPJ0aZL85N5Hh5E8dcUJjOHSSIEyOa1prbnt7Lh0dtDag/yq3gO8/to63D4rExNJk6BhTcXDozniNnGigeZKuB1nYLjSaza2fiom153oX9tBlotAdxof2kjbrK/PGR+PsYuDw9obOn3cxx7l2LJ4QQwnlbjlUQHxbALPmMFqPM5emJGBTDtsCJFDYRI9rHuRXs7FL1cdtx2xPB25fXs2C8+4tgHD3TwPHyJhaM778vzuoZ8Tz0Ti4fHinnlgudbyBZ2Wir1hjnwiAuMcxIoJ8PJyqa+tzP0dDcU0HcU7csRGvosFqZv+MUYYG+hAe6P5VTCCHEwHVYrHx6vIor5yRKD08x6sSGBnDBpGjeyirl7kunDrv/xmUmToxYWmt+/94xfHvoSdPS7v6ZuDcOlnDt33fga1B8f+WUfvefGBvCpNhgNh8dXEpleWMbgEtn4gwGxfTEUI6e6bvgiifTKcFW0dNgUAT4+vCtiyaydmGqR64rhBDCJr+yiZV/2sr/O1DS6z57C2tpNJkllVKMWlfNGUdhdcuQC9O5Q79BnFLKqJTarZTKUkrlKKUesG/PUEp9rpQ6qJTaq5Ra1OWYe5VSJ5RSx5RSl7nzDYixK7+ymWPljdy2vPusVo2bq1Q+9M5RfvDSQdKTwtj0/WUDbkK9akY8uwpqOqsuOmNPoa2fm6vTCmcmhnGktAGte69Q2djWQaCfD75SHVIIIUY9rTX3v5lDQWUzP34li/dzynrcb+uxCvx8FMumxHh4hEJ4xpr0BHwNireGYZXKgXwjMwErtdZzgQxgjVJqCfB74AGtdQbwK/ufUUrNBNYBs4A1wN+VUj7uGLwY2xxplOsWpvKVBcm8vH4Jf//afAC3tho4Vd3MY9sKuHZ+Es/fvoQ4J0r+z0wMw2zVnOpnDdr5yhvaePNgKTMTw5y63oDGNC6MhjYzxbW9V6hsMpk9lkophBDCuz44Us6neVX85AtTmZ0UzvdeOMD2vKpu+32cW8GiCVEey9IQwtMigvxZPiWGTdln+nzY7Q39BnHaxrFgxs/+o+0/jimBcMARon4JeElrbdJanwROAIsQwsX2n6olLjSAtOgg/nj9XBZPjOYLM+NRynYDchTEcLUK+9q0azKS8Pd1bmZqclwIAHn9rEHr6khpA4sf+ojcskauW5Ds1PUGwlH1sa9UgcY2c7+98IQQQox8bR0Wfr3pCFPjQ/j2ikk8/c2FTIwN5lvP7GXfqZrO/YpqWsiraOISSaUUo9wX54yjpK6V/afrvD2UcwzoG6hSykcpdRCoADZrrXcBPwT+oJQqAv4I3GvfPQko6nJ4sX3b+edcb0/D3FtZ6fneXmLkq2luJyHceM5CU18fA1rDjvxq7nklyy3XrW6yBQ39DgQAACAASURBVHHRIc43NZ0UG4JSkFc+8CAut8wWXP3PdbO5bZnzBVH6My0+FIOCI72si9Nak1/ZRFSQNHEVQojR7l+fFFBc28r9V8/Cz8dARJA/z962mIRwI7c8tYfDJfWALZUS4BLpDydGuUtnxePvaxh2VSoHFMRprS32tMlkYJFSKh34DvAjrXUK8CPgCfvuPZVu6Tb/qLV+TGudqbXOjI2NHdzoxZjWbDIT7N/77NDxcvf09ahqsqVqxoY4X2Ak0N+HceGB5FcOPIgrsac5fimj27MQlwj092FibAhHepmJ++R4JblljXzFDbOAQgghho/i2hb+vvUEV85OZOmks+vcYkMDeO72xYQG+HLzk7s5UdHEx7kVjI8OYmJMsBdHLIT7hRn9uHhqLG9nn8FiHT4plU7lgmmt64Ct2Na63QxstL/0CmdTJouBlC6HJXM21VIIl2kymQnuIw8/Ktg9M0fV9iAucpDnT40KcqpXXEldKzEhARj93Le0dG5yBHsKa+iwnFtwpa3Dwm/fPkpqVBBfnu+eIFIIIcTw8Nu3j6IU/PzKGd1eS4oI5PlvLUEpxdcf38WO/GoumRY37MquC+EOV80dR0WjqbPI3HAwkOqUsUqpCPvvgcBqIBdbYLbCvttKIM/++5vAOqVUgFJqAjAF2O3qgQvR3G4mJKB7YONYd1bnpjVx1c0mIoL88BtkpcbkyMA+i4icr7i2leTIwEFda6C+MCue+tYOPu/Scw/gD+8fI6+iiQeunkWAr9QnEqKrPqo3v2yv3HxQKVVoX47gOEaqN4th6bMTVbx7uIw7L55MUkTP95wJMcE8e9siWtrNmMxWSaUUY8aqGXEE+vkMqyqVA6lUkAj8x15h0gBs0FpvUkrVAX9VSvkCbcB6AK11jlJqA3AEMAN3aq3d37RLjBknKhqpae6g2WTpcSbuzbsu5IE3j/BGVglaa5c/Jaxuaid6CLN8yZFBVDSaaOuwDGh2raSu1eVtBc63YmosSsGekzUsn3I2vfm9w2VcNitebtRC9MxRvblJKeUHbFdKvau1XuvYQSn1J6De/nvX6s3jgA+VUlPlHim8rcNi5b43c0iNCuJbF03sc98ZiWE8d/ti3soq5YKJ0R4aoRDeFeTvy6oZcbxz6Az3XjFjWFRk7XcEWutsYF4P27cDC3o55rfAb4c8OiF6sPrP2wDw9zX0+D9RkL8v0xJCadtrpaa5nehBrF3rS2WTaUjndMyqlda1MjE2pM99rVZNSW0rX5gVP+jrDYTRz4foYH8q7UVbAM7Ut1JS1+qWYipCjAbaVm+6p+rNACjbE6QbsGWrQJfqzcBJpZSjevNOjw1aiB78Z0chJyqa+PdNmQN6uDgnOYI5yREeGJkQw8etyybw9qEz/PH9Y9x/9SxvD8e5NXFCDCftZmuvT0JmJNpmrnaelx44VBarJvdMw5AWcjuCuFPV/a+Lq2oy0W6xktxLaosrxYQEUNl4Noh7abetyGxmWqTbry3ESNVL9WaH5UC51tqx3GBA1ZuF8KTKRhN//TCP/8/efcfJVdaLH/98t/desiVtU0ndhCQkQIAEpAlEigICgigIKHivBdv9qejlKgj3KooiooiCoQYIXVqAUBLSC+l9S7b3vjPP749zZjPZzO7O7E7Z8n2/XvvK7jln5vnOZGbOfM/zPN/nzMmZnHOSjrpQqidzx6Ry3cKxPPbxQTYcrgl1OJrEqaGtp8ImC8ankZUYzcpN/h27vKO0nvrWThYOYAjJzPxkYiLDeNcuz9ybI/bcufzUuH63562spBgqGtpwOg3biut44J09XDBjFDPzkgPetlJDVQ/Vm12uBpa7/e1V9WbQZXhUYBljKK9v5YM9FfxoxRZaOx389OJpWqREqT58/7wpZCfG8KPnttLe6ez7BgEU+gGdSg1ATz1x4WHCaRMzWHvAv1WEXIU/BpLExUVFcPbUbF7bdpS7Lpne60mzuNZK4vICXNgErCUT9pY18PS6I/xwxVYAvnb6eD2pK+UFY0ytiKzCqt68zZ4vfhnHTzvwunqzMeZh4GGAefPmDZ6a1mpIKqpp5p2d5ew62sCeskZ2lTVQ51b86zufm8yEPob3K6UgMSaSX35hBjf9Yx0Pv7+Pby2dFLJYNIlTA9LpcPLUuiNcNDOX5LjIoLff2xIDo1NjeXFTCx0OZ78rSXb3yf4qxmfEMyo5ZkD3M3dsKq9sLaWmuaPXpRA+3lcJ0GOlMH/KTIympK6VX7++s2vbDO2FU6pHIpIJdNgJnKt68z327nOAncaYIrebrAT+JSL/i1XYRKs3q4A7XNXMpX/8kKqmdpJiIpicncjnZ+UwOSuBydmJTMpOJDPRv3PHlRrOPjctm8/PzOGBt/dywcyckF0A0SRODci2knp+8vw2fvXqTrbdFfhq2VYdgWPiPSwx4JKfFofTWAVExqYPfDFSh9Ow5kA1F83KGfB9jc+whkceqGzqMYnbVlzH8rVHSIuP6jVZ9ZeoCCvRrW22rs4Wjk4J6Np0Sg0DHqs32/uu4vihlFq9WQVdTVM7Nzy6FocxvHLH6UzLSdLRFUr5wc8umWYPR97KkzctJCws+O8rnROnBqS22Vr4urGtk/KG1oC319Zt/HFvJV5H2/PIjlR7vyZbb3aU1tMwwPlwLq6k8lBVU4/H7C23it49dK3HIrB+514qekxaHM/fdmpQ2lVqqDLGbDHGzDHGzDLGzDDG/MJt3w3GmIc83OZuY8wEY8wUY8xrwY1YjSStHQ5u+sc6impb+MtX5jE9N1kTOKX8JCsxhh9feBJrD1Tz1Lojfd8gADSJU/1S19zB1x9bx2el9V3b3th29ISeMn+rbz1+Ae/k2J6HcI5Os4YgHqnpuwqkNz7eN/D5cC6jU+MIEzhY2XMS55oPNyMvsGvEuSyakM5HP7QqoU/IjNeTvVJKDVFOp+G7z2xm3aEa/u9LhcwflxbqkJQadq6cP5pTxqfxP6/uoLw+8B0Z3WkSp/rlpS0lvLWjjHtf39W17f+9uJ0P9/q3pH93Da2dAMwbm8p9X5zNxKyexyHnJMcSGxnOnrLGHo/x1nPri7j71R2MTY8jO2lg8+HAGrqYmxLLwV6WGSiubSEtPoq4qOCNes5NieXvX53P/V8qDFqbSimljvfG9qPUNXf0fWAP7nl9J69sKeXHF07l836YAqCUOpGI8KvLZtLW6eTnL20PevuaxKl+2VPWcNzf2UnWpOhtJXUBbbferqb1zSUTueLk/F57i8LDhOm5SWwtrh1Qm01tnfzqNavYx53nTR3QfbnLS4mltK7noZ4ltS1BKWjS3VlTsnottqKUUipwthbV8Y1/rudbyzfgdPo+uuUfHx/kz+/v5yuLxnLT4gL/B6iU6lKQmcC3z57Eq1uP8u/tR4PatiZxql/Wuy1yGBURxoc/WEpafFSvwwP9wdUTlxjjXe/UzPxkthXX4+jHidDlr6sPUNnYxnO3nurXK5q5KbGU1Pbc/V5c00JuysB7/ZRSSg0dz22wCpp+sKeSv314wKfbvvVZGT9fuZ1zTsriZxf3voSNUso/bj6jgKmjErn3jV39uvDSX1qdUvXLccVCDESEhzExM4H9FYFN4krseWIZCd6VQ56em0xLx0EOVzczPqN/FSpXbChi8aQMTh6b2q/b9yQnOYay+lYcTkN4t6pGTW2dHKhs4nPTsv3aplJKqcGrw+Fk5eYSLpw5ig6H4d7Xd7FoQjrTc/te7mXj4RpuX76RGXnJPHD1nBPOK0qpwIgMD+OBq+eQGBMR1CqV2hOnfNba4aCupYNZ+dZJpd1hVYwsyIxn3aFqvvb3TwM2wXPdoRrS4qMYmx7n1fGu4Yiu5M9Xtc3tHKxqZtGEgRcz6S43JZZOp+Gh9/adsG/twWo6nYZTJ2T4vV2llFKD06pdFVQ3tXP53HzuuXwWKXGRfPvJTbS0974SxfpDNXzlr2vJTIzmr9fPD+pcaqUUTM5OJCc5uFNgNIlTPqtoaANg3tjjq11NyEzAaeDtneU8vuZwQNpef6iGk8emej1EZKBJ3KYj1ny6wtEp/bp9b0bZBVJ+88auE6p6frK/iqjwML/3/imllBq8VmwoIj0+ijMmZ5IWH8X9X5rN3vJG7n71sx5vs2Z/FV/56xoyEqN58uaFunC3UiOEJnHKZ2V2L1v3BGNC1rHhihkJ/i+MUdHQxoHKJub5kNhkJ1sns97mnvXm35+VERURxqx8/ydxM/KODY/pvv7dnrJGCjLjiY3SxbaVUmokqG1u5+0d5SwrzCMy3Pp6tnhSJjctHs/jnxzmrc/KTrjNR3srueHRTxmVHMOTNy8kNwTFsJRSoaFJnPJZWb3VE+eetAEUZBwr9z+QQiLdPfrhAZY9+GHXsMN547xP4qIjwslIiO61CmRPjta18tz6Ii6bk9frouL9NSo5hl8umw5Yi6W721fRyIRelk9QSik1vLy0pZR2h5PL5uYdt/17501hWk4Sdz635bipCu/truCrf/+UMWlxPHnzIr8sf6OUGjo0iVM+K2+wTiLZiTH87qpCnrt1EQD5qceuALqqSA5Ua4eD3729h81Havnr6gNERYQd14PljbyUGNYcqOYnz2+lw+Hs+wa2X7+2AxG47ayJvobttQS7ymaj2/O1/lANh6qamZCpSZxSSo0UKzYUMSU7kem5Scdtj44I54Gr59Dc3sl3n9mM02l4e0cZNz22jgmZCSzXIZRKjUiaxCmfldS2EBURRkpcJMsK8zjZnhsXER7GDaeOA07sWeqvd3aWU+u24Ons/GSiI3wbYjg2PZ4DlU08seYwO0rrvbpNa4eDN7aXccXJ+YzxsohKfyRERwLHnq+65g4u/9NHAEzI7F81TaWUUkPLvopGNh6u5fKT8zzO+Z6YlcD/u2gaH+yp5NtPbeKWx9czNSeRf910iq7rqdQIpUmc8tne8kYmZCZ4PNH8/JLpZCZGs6esgYbWDg+39s07O8tJjo3kK4vGAnQljL6Y7zb8sqqp3avbrD1QTUuHg7OnBrbEv2uYpqvn8ll7faDFkzJYOjUroG0rpZQaHJ7fUEyYwLLCvB6P+fKCMXxuWjYvbS5hRl4yj3/9FFLiNIFTaqTSJE75bHdZI5Ozex7qlxgTwbu7Klj24IcDbuv93RUsnpTBtBxreIkvRU1c5o8/lviV1XlX4OQzu8fOl/l3/eFatNzVE7etuI68lFj++bVTSIyJDGjbSimlQs/pNDy/sZjTJ2X2Oq9NRLjvitn81+dP4h83LiBJzxFKjWiaxCmfrD1QTXFtC5N6KboRGWa9rAa68HdLu4Pyhjam5SZx/oxRfHPJBE6f5Pu6aZOzErne7skr9TKJq2psIyYyLOCJVHy0K4mzei2La1u6lkVQSik1/H1yoIri2hYun9tzL5xLclwkX19coBf5lFKaxCnvGWO4+Z/rAHotuV/XcmwY5UAW/XYVUMlKjCElLorvnzeVmEjfS+6HhQl3LZtBRkJ01/IIfalqbCc9PvATxV3DKV2FTYprWshN0QpjSik1UqzYUExCdATnThsV6lCUUkOIJnHKa6V1rdQ2d3DjaeNZ3EuPWE3zsXln20rq+t2ea1Fxf1XdykmO8bonrrKpPSBr3XXnGk7Z0NaJw2k4Wt9KXqr2xCml1EjQ3N7Ja1tLuXDmKF0XVCnlE03ilNc2HakF4JLCXI9FTVzcF64u7uci29VN7RTXWmu7ZfkpictOivGqJ+6zkno+3lcZlIpf0RFhRIQJja2dlNW34nAaXaxVKaVGiDe2H6Wp3cHlc/NDHYpSaojRJE71qtPh5H/f3E1tczvbS+oIDxNOykns9Tan2IVEwsOEo/1YZLvT4WTuL9/k209uAvyXxHnbE3fhAx/Q4TCkJwR+OKWIkBATQWNbJ69tOwrA+AxdWkAppUaCFRuKyU+NZf443ysvK6VGtohQB6AGt1W7Knjg7T2U1LbQ4XCSkxzT5zptf71hPjVN7Vz18CeU9qMnbk95Y9fvYQKpfiqhPCo5hrqWDlraHT0OW6lqbOv6PbyX3kZ/ykqMZmdpAy9tLmHxpAwWFaQHpV2llFKhU1rXwuq9ldy+ZCJhYcE53yilhg/tiVO9amq3Cm5UNLRRXONd5cSE6AhGp8WRkxxDiY89cQcrm7jgdx90/Z0aF+W3k9sou3Tz0V6GVH56sLrr96qmth6P86fL5+az9mA1Nc0dfH5mTq9DVZVSSg0PL2wswRi4TIdSKqX6QZO4IcwYE/A2XPPS2judlPhY/j4nJdbrQiIu20vqu37/1WUz+fN1J/t0+96MSraSuNJeEssDlc0ALCvM5YcXTPVb2725cv5oYiKtt+Ls0T1X/VRKDS4iEiMia0Vks4hsF5G73PbdLiK77O332tuiRORREdlq3+askAWvQsoYw4oNRcwdk8I4HUKvlOoHHU45RLV2OFh63yq+uXQi15wyNmDtFNdYCc/H+6sAfKqcmJ8ay+vbSul0OIkI9+56QUuHA4DfXVXIssK+18zxhSuJ6624SW1zO1ERYfz2ysKg9YilxEVxxcn5vLr1KJOze59vqJQaVNqApcaYRhGJBFaLyGtALLAMmGWMaRORLPv4mwCMMTPtba+JyHxjjNPjvatha+fRBvaUN/LLZdNDHYpSaojSnrghpq3TwdUPf8Kz64soqWvl7ld2UFLre/EQbxXVHH/fvsxPm5iZQIfDcKi62evbNNvDN0+b6Pui3n3JTY4lKiKMVbsqejymprmdtLiooA9p/H8XTeP1/1hMuM6LUGrIMBbXJN5I+8cAtwK/Nsa02ceV28dMA95221YLzAtq0GpQWLm5hPAw4cKZOaEORSk1RGkSN8SsP1TDx/ur+K8XtgHQ3O7gntd3Bqy94toWlkzJZMVtp/L5mTl8blq217edlJ0AwJ6yxj6OPKapzeqJi4/yfydxbFQ4N542nhc3lXQtJN5ddVMHKXGRfm+7L9ER4WQl6iLfSg01IhIuIpuAcuBNY8waYDKwWETWiMh7IjLfPnwzsExEIkRkPHAyMDo0katQMcbw0uYSTpuYEZQqyEqp4UmTuCHmk31Vx/09f1wqr207yl/e3x+QOXIVDW3kp8Yxd0wqD14zl9FpcV7fdkKmlcTtq/AlieskTOiaI+Zvhfacs/J6z0VLapvb/VYNUyk1/BljHMaYQiAfWCAiM7CmKqQCC4HvA0+L1b3/N6AIWAf8FvgI6PR0vyJys4isE5F1FRU9jx5QQ8/GI7UU1bRwyezcUIeilBrCNIkbYtYcOFY9MTxMWFSQTnunk7tf3cHBKu+HLXqjvdNJXUsHGf28UhgfHcGopBj2VzR5fZum9k7ioyICNpwx1e5lq23u8Li/urk9KIt8K6WGF2NMLbAKOB8rUVthD7dcCziBDGNMpzHmP40xhcaYZUAKsKeH+3vYGDPPGDMvMzMzSI9CBcPKTSVERYRx7nTvR7YopVR3fSZxPVXfEpGnRGST/XPQHk6CiIwTkRa3fQ8F+kGMFE6nOa5646ikGCa6FcKob/GcmPTXi5uKAcgcwGLb2ckxPQ5d7K6ktoWmtk7iontfh24gUu0Eraa53eP+2ubQDKdUSg09IpIpIin277HAOcBO4AVgqb19MhAFVIpInIjE29s/B3QaYz4LSfAqJBxOwytbS1kyJZOkGD3XKKX6z5uJRx6rbxljrnQdICL3A3Vut9lnDy9RfnSouplGe7ih08C4jDgK3EoTV/eQmPTHR/sq+f6zWwDISOh/z1R2YjSHvOghfGP7Ub7xz/WkxEUGtCcspasn7sTnyuk01GpPnFLKeznAYyISjnVR9GljzMsiEgX8TUS2Ae3A9cYYY1ekfENEnEAxcF3IIlch8cn+Kioa2rhktn+rLyulRp4+kzhjTbTyVH0LAHuc/5ewrzqqwNlWbOXJM/OS2VxUx6KCdAoyjyVxNU3+S+K2FB3LyTMG0BOXlRTNWrcFtHturxawesJGp3o/785XrvluNR6GUz697ghOA+maxCmlvGCM2QLM8bC9HbjWw/aDwJTAR6YGq5WbSoiPCufsk7L6PlgppXrh1Zy4HqpvuSwGyowx7uP6x4vIRrsq1+Ie7lMnbftoT1kDYQLzxqUBsLAgnbioCDb/7FwAqv2UxBlj+HBvZdffmQOonpWdGENtcwdtnY5ejwtzmwMXFxW44ZSR4WEkRkd4fK7+8sF+8lJiuXRufsDaV0opNbx0OJzs96KAV3unk9e2lXLu9FHERAbuPKeUGhm8SuJ6qL7lcjWw3O3vUmCMMWYO8B3gXyKS5OE+ddK2j/ZWNDImLY7vnTuFJ75+SlcylxQTQXiY+C2Je/LTI3yw51gS19/CJmD1xEHP1SBdjtYdmzeXEB3YNehT4iNPGE7Z0u7gQGUTV5ycT3KszlNQSinlnb+uPsDZ//seH+2r7PW493dXUN/aqVUplVJ+4VN1ym7VtxCRCOAy4Cm3Y9qMMVX27+uBfVhr5qgB2lfexMSsBGKjwo9bDFtESI2L4uUtpTS2eaxW7ZX2TicltS28u7OcMWlxrP7BEn57ZSGxA+gZy0qy1j7rq7hJqVsSFxPAnjiwhlR2H065q6wBp4GTck643qCUUkp5ZIzh2fVFGAPfe3oz9a09FxhbubmElLhITp+U0eMxSinlLW+qU/ZUfQvX78aYom7Hh9u/FwCTgP3+Dnyk2V5Sx66yBiZkJXjcX9nYxuHqZv7wzt5+t/Hn9/Zx6q/f4d+flTFvXCr5qXF8Yc7AJl/nJscCsLuskQ6Hs8fjSutaun7fWVrf43H+kBYfxXu7K5j441e7euRcbZ6Uk9jbTZVSSqku20vq2VveyJXzRlPW0MbPX9zu8bjm9k7e/KyMC2bkEBmuqzsppQbOm0+SHOBdEdkCfIo1J+5le99VHD+UEuAMYIuIbAaeBW4xxvRd2UL1yBjDd57aTGpcJJf3MF9rlN3jVVzb4nG/Nz7ef2wh8Xlj0/p9P+7G2IuD/2jFVm7/10aPxxhjKK1r5cp5owEY71ZxMxCyE63nqtNp2HjYKqiyt7yR6IiwgBZVUUopNby8uKmYyHDhhxdM5VtLJrJiYzGvbi094bi3dpTT0uHQoZRKKb/xpjqlx+pb9r4bPGx7DnhuwJGpLluKrF64/7l0JpOzPfcUPf/NU7nmkTUcqvJ+Ye3uimtbOG1iOtecMtZvlbPch2K+vv2ox2PqWzppbncwKTuBt75zZtc8ukBxv/99FY0smZrF/somxmfEExYWmEXGlVJKDS8Op+HFTSWcOTmL1PgovrV0Iu/uKufHz29l3tjUrukEAC9tLiE7KZoF4/1zgVQppbRPfwjYdMTqLTqnl8QqJzmWMydnsqesEafT9HhcTxrbOjlU1czC8elcODOH6Aj/z0uLDPecIJXWW72Ho5JjmJiVEPAFUN1PrK7F0/dXNDIh0/NQVaWUUqq7T/ZXUd7QxqX2tIPI8DD+78pCWjsc3PncFqwVmqCupYP3dlVw0axcwvVCoVLKTzSJ85Ixhi//5ROufvgTfvL8Vqoae6+26E9H61uJDJc+q0ROzk6kpcPRryGVByutHryJPcy584esxBiP20trraImOfb8uUDLdlv3bu2BalZuLuFQdfNxa+4ppZRSvXl+YzEJ0RHHjVyZkJnAjy44iVW7KnhizWEA3th2lHaHU4dSKqX8SpM4L+0obeCjfVV8vL+KJ9Yc5vcDKCDiq7L6VrISY/oc6jc520rA9pQ3+NyGqzpkbor/E6nnbl0EQEuH57XijrXtOcnzt2y3nrji2hbuWL4RY2DJVF18VSmlVN9aOxy8vu0oF8w4cc236xaOZfGkDO5+ZQcHKptYubmEselxzMpPDlG0SqnhSJM4L735Wdlxfx8cwNwzX5XVt3o1T2xiljVfbndZ34uOdueqDpkTgETq5LFp3LF0IjXN7Tg8DPUsrWshTAa2qLgv0hOiTtj25+tOZu6Y1KC0r5RSamh7a0cZjW2dHis4h4UJv7liNlERYdz2xAY+2lfJxbNyEdGhlEop/9EkzksHq5rITY7hr9fPY+nUrOMWpw60o3WtXdUne5McG0l2UjS7y3zviSuptYdsxgcmkUqLj8IYTlhkG2DX0QbyUmOJCFLZ5byUWL5/3hTe+e6ZfH5mDituO5Xzpo8KSttKKaWGvhc2WoVKFhake9w/KjmG//7CDHaU1uM0cEmhDqVUSvmXJnFeqmxsIzMphrNPyiYvJZaSAZTy91V5fdtxQwB7Mzk7kT397InLTup7yGZ/pdm9bNVNxydxrR0OPthTyVmTgzeUUUT45pKJFGQm8OA1c7UHTimllNdqmtpZtaucZYV5vRYquXh2LlfOG83CgrQeK0srpVR/9bnEgLJUNraTm2wlUjkpMdS3dtLU1kl8dGCewv0VjbyxvYx7XrfWVXett9aXSVmJLF97GKfT+JSQHa5u7lqYOxAy4q0hjOUNbUxyO5m9urWUlg4H507PDljbSimllL+8srWUTqdhmRe9a/dcMSsIESmlRiLtifNSZWNbV3XIHDuZO1ofuCGVX3tsXVcCJwJXzPO8yHd3k7ITfK5Q+f7uCjYeruX0SRn9itUbU0ZZidvW4rqubR0OJ797ew/TcpI4bULg2lZKKaX85YWNxUzOTmBaTlKoQ1FKjWCaxHnh9W2lVDS0kZFo9Sa5esX2lvs+bNFbrkIjP71oGqt/sNTrtdNcFSp9mRe3em8lURFh3HLmBN8D9VJ6QjTjM+JZf6ima9uKDUUcqmrmu+dO1kW2lVJKDXpHqptZd6iGZYV5WqhEKRVSmsT1obXDwS2PbwAg3S76MTMvhbiocH7y/DYO+bFK5Ts7y6hoaKOt00F7p5M7zp7EjaePJ8+Hsv+TsxOJCBPWHqj2+jbFNS3kpcQSFRHYl8OcMSm8+VkZX3/sU17fdpQH3t5L4egUlmppf6WUUkPAi5uKAbwaSqmUUoGk5LgRqAAAIABJREFUSVwfthQdG/7nSnKiIsKYMyaFysY2vvropx7L5vuqpd3BjX9fxzWPfMLPV36G08D4DO/mwblLjInkjMmZvLS5BKeXcRXVtviUKPbXyWOtAiJv7SjnlsfXU1zbwnfPnaxXM5VSSg16xhie31jMgnFp5Kf6fn5WSil/0iSuF/WtHdz57Oauv2fnp3T9/stlMzjnpCz2Vzb51OvVkzJ7ft3uskaWrz0MwLj0+H7d11lTMimpa6W8oc2r44trWoKy0Hb3KpA5yTGcPlHnwimllBr8tpfUs6+iyePacEopFWxanbIX6w/WcLCqmUvn5HHfF2cfV0q4IDOBn18ynbd2lHOoqolFEzyvFeMt9yIpY9LiOHdaNtNzk/t1X65hn3UtHYxK7j05W7m5hMrGNvJSAn9V0VVi+aScJO66ZDqj02K1F04ppdSQ8MLGYiLDhQtn6rqiSqnQ0ySuF0U1zQD86IKpHteCyUmOJSJMOFzdPOC2ytySuCtOzueOsyf1+76SY60iKHUtHX0e+71nrJ5GV/XIQAoPE9793lmkxUd1xaiUUkoNdg6nYeXmEpZMySIlLirU4SillA6n7M2RmhaiIsK6lhboLjxMyE+N9XsSNzptYPPTvE3iOhxOHE7DZXPzOC9I67SNz4jXBE4pNSyISIyIrBWRzSKyXUTuctt3u4jssrffa2+LFJHHRGSriOwQkR+FLnrli3+tOUR5QxuXzdWhlEqpwUF74rr5aF8l//z4ENctGktRTTP5KbG9lr8fnRbnlyTuaJ01f+0LhbmcN31gQzVS4qwkqba5vdfjimpacDgNp07I0GGNSinluzZgqTGmUUQigdUi8hoQCywDZhlj2kTEVYL3i0C0MWamiMQBn4nIcmPMwZBEr7zyWUk9v3xlB2dNyeTcaTqUUik1OGgS180rW0p5bdtR3t1VTkRYGHPHpvZ6/Oi0OLZtLR1wu8W1zRRkxPPbq+YM+L6SvOyJO2gvjzAuXatsKaWUr4wxBnAtGBpp/xjgVuDXxpg2+7hy102AeBGJwEr02oH6oAatfNLU1sm3lm8gJTaS+784W9c0VUoNGjqcspvqpnYSYyJo7XDS2NbJhMzeK0SOSoqhprmDtk5Hv9s0xrD+UA2z8vtXyKS7xOgIRKC+rySu0k7iMvpXBVMppUY6EQkXkU1AOfCmMWYNMBlYLCJrROQ9EZlvH/4s0ASUAoeB+4wxHssbi8jNIrJORNZVVFQE4ZEoT3764nYOVDbx26sKSe9haoVSSoWCJnHdVDe1c9KopK6/v1DY+/j3UUlW9cfyeu/K+Xuyp7yRysb2AVe4dAkLE5JjI6ntI4k7VNVMQnQE6fE6SVsppfrDGOMwxhQC+cACEZmBNcolFVgIfB94Wqwx6wsAB5ALjAe+KyIFPdzvw8aYecaYeZmZmcF4KKqbFRuKeG5DEbcvncSpE3Q5HKXU4KJJnJuP9lay7lANafFRPHrDfK5fNLbP3rGsJOvKnHthEl+9v9u6yurPk0RybGSfwykPVDYxNj1O58MppdQAGWNqgVXA+UARsMJY1gJOIAP4MvC6MabDHmL5ITAvRCGrXuyvaOS/XtjGgvFp3LF0YqjDUUqpE2gS5+bLj6zB4TSkJUSxZGoWdy2b0WeC41qH7egAkri3d5QzOTuB0Wn+m5uWHBtJbXPPSVx5QyubjtTqUEqllOonEckUkRT791jgHGAn8AKw1N4+GYgCKrGGUC4VSzxWT93OUMSuetba4eBb/9pIdEQYv7uqkIhw/aqklBp8tLCJrabpWCXHNB/WgHENpzxa178krqimmbUHq/nGGR5H1PRbRkJ0rzFd8vsPrcXAk3pfDFwppVSPcoDHRCQc66Lo08aYl0UkCvibiGzDKl5yvTHGiMiDwKPANkCAR40xW0IVvPLsV6/u4LPSev56/Txykge25I9SSgWKJnGA02m479+7uv5OiPH+aUmOjSQ6Iqyr0qOv/rRqH2EC1y4c26/b9yQ3JYYNh2t63O/qOfRXMRWllBpp7ATshJLCxph24FoP2xuxlhkIKqfTUFTTwhitRNynN7Yf5bGPD/G108dz9knBWT9VKaX6Q8cIAGsOVPPEmsNdf/c1l8ydiHDe9FE8u76IigbfipuU1rXw9LojfHHeaHJT/Hu1LzclltrmDqoa21hw91u8tLnkuP0pcZGcOy2bi2fl+rVdpZRSg8v3n93Cl/78MR0OZ6hDGdSKa1u489ktzMxL5gfnTw11OEop1StN4uCEXrQLZvi2mOf1p46ltcPJlqJan2736tajdDiM34dSAuTaQ0DWHaqhvKGN25dv7NrndBrqWzqYnJ2oa94opdQwd9GsHI7Wt/KqH9Y0Ha46HE7uWL4Rh9Pw+6vnEBWhX4+UUoObDqfEqtII8PLtpzMjz/fhhWPTreIgRTUtPt3uo72VjM+I77q9P7l69nYdbeja1tTWSXx0BFuK63AaayioUkqp4e3MyZlMyIznLx/s55LZuVqR2IPfvrWb9YdqeODqOVrwSyk1JOilJmB/RRNTshP7lcABpMdHERMZxpHqZq9v43Qa1hyo9tvacN3lplgFS9YdOjYvrqS2hSPVzXzhwQ8BTeKUUmokCAsTvnZ6AduK61l7wOPa4iPa6j2V/HHVPq6aP5pLZusUA6XU0KBJHHCgspFxGf2f8C0i5KfG+dQTV1zbQmNbJzP7mTj2JS8llsLRKV1r0LnarGw8Nm8vSZM4pZQaES6bm0dqXCSPrD4Q6lAGlYqGNv7jqU1MzEzgZxdPD3U4SinlNU3isJYHyEsZWNWu/NRYimq974nbV9EIwITMhAG12xMR4ar5o4/bVlrXelzRFu2JU0qpkSEmMpzrFo7lrR1lXVMIRjqn0/CdpzfR0NrBH748l9io8FCHpJRSXhvxSVxjWydN7Q6ykqIHdD/5qbE+9cTtr7BOohMyAzf2vnvFy9LaFqrd1sPTJE4ppUaOaxeNJTIsjEc/1N44gIfe38cHeyr5+SXTmTIqMdThKKWUT0Z8Eldur5eWPcAkbnRqHLXNHTS09r08gTGGtQeqSYmLJC3e+4XFfZWTfGwh71FJMRTXth6fxMVpEqeUUiNFVmIMywpzeWZdEXXN3i+lMxytP1TN/f/ezedn5ZwwakUppYaCPpM4EYkRkbUisllEtovIXfb2p0Rkk/1zUEQ2ud3mRyKyV0R2ich5gXwAA+F0Gh56bx8A2YkxfRzdu/xUazimN71x7+2u4PXtR/nSvNEBrRI2yi2Jy0uN5UhNMzXNx5K4FO2JU0qpEeVri8fT0uHgX2sP933wMFXX3MEdyzeRlxLLry6bqdU6lVJDkjc9cW3AUmPMbKAQOF9EFhpjrjTGFBpjCoHngBUAIjINuAqYDpwP/FFEBuVA8/d2V/D0uiIAspIGmsRZQxe9SeJcZf+/tXTigNrsS2LMsSRtYmYCe8sbqW5qJzk2kne/dxbx0brChFJKjSRTRyVx+sQM/v7RAdo7R+bi33e9tJ2y+lZ+f/UckmL0YqZSamjqM4kzlkb7z0j7x7j2i3UJ60vAcnvTMuBJY0ybMeYAsBdY4Neo/WR32bE11PwxJw6gqKbv4iaHqptJjYsM6sljUnYC1U3t7ClrJDspmvG6Do5SSo1IX1s8nrL6thG5+HddcwcvbSnh2oVjmT06JdThKKVUv3k1J05Ewu3hkuXAm8aYNW67FwNlxpg99t95wBG3/UX2tkFn05FaAMLDhMQB9kqlxUcRHxXOQS+qfh2pbmZM2sCqYXrr2oVjuPmMAiZnW5O21x2qITUucPPwlFJKDW5nTspkYlYCj6zejzGm7xsMI69tK6XDYbh8bn6oQ1FKqQHxKokzxjjsYZP5wAIRmeG2+2qO9cIBeBpcfsJZQkRuFpF1IrKuoqLCw00C67Wtpby27SjLCnPZe/cFAx4TLyJMz0tmc1Fdn8ceqmpmTHpwesL++wsz+fGFJzE151jlLVdCp5RSauSxFv8ez7bietaMsMW/X9xUQkFGPDPykkIdilJKDYhP1SmNMbXAKqy5bohIBHAZ8JTbYUWAe6mnfKDEw309bIyZZ4yZl5mZ6WPY/Xe0rpW3d5Txtw8PkJscw08vmua3Sc1zxqSwvaSO1g5Hj8c4nIbi2pau4ZfBkuVWuGXuWB1CopRSI9mlc/JIi4/ikQ9GznIDR+ta+eRAFZcU5moxE6XUkNfnGEIRyQQ6jDG1IhILnAPcY+8+B9hpjClyu8lK4F8i8r9ALjAJWOvfsPvvlsfXs+lILSLwH2dPJj1hYHPh3M0dk8qfHfvZUlTHgvFpHo+pamrD4TTHlf8PlgXj0lh7sJq5Y1KD3rZSSqnBIyYynGsXjuX37+xhf0UjWUkxFNU0c6S6pevfsvpWvrZ4/LA5Z7y8pQRj4JLZuaEORSmlBsybiWA5wGN2hckw4GljzMv2vqs4figlxpjtIvI08BnQCXzTGNNz11SQFdda1SONgQtmjvLrfS8sSCciTFi1q7zHJK68vg04vmcsWP547Vw+3FvJ2CAN5VRKKTV4XbdwLA+t2sf5v/vghEqVsZFWUen9lU28cvvphIUN/Z6rFzYVMys/mYLMhFCHopRSA9ZnEmeM2QLM6WHfDT1svxu4e0CRBUh6fBQVDW0UZMYzKcu/H+TJsZHMG5fKOzvLufP8qR6PKW/wz+Li/ZGREM2ywkFZY0YppVSQZSZG84tl09lSXMfo1DjyU2MZnWb9mx4fxcrNJXz7yU2s3FzCF+YM7XPH3vJGthXX81+fPynUoSillF+MuIXCyhusnrAfnD81IGPiz56azd2v7qC4toW8lBPnvZW5euIGuC6dUkopNVBXLRjDVT3su3hWLg+/v5/7/r2LC2aOIjpiUC756pWVm0sQgYt1KKVSapjwqbDJUNfc3kl1UzvfP28K503371BKlyVTswB4Z2e5x/1l9VZPXKYf5+IppZRS/hYWJtx5/lSKalr415rDoQ6n34wxrNxUzKkT0snWC6hKqWFiRCVxxTXWfLhAVoackBlPZmI0m+016Lorq28jPT6KqIgR9dQrpdSwIyIxIrJWRDaLyHYRuctt3+0issvefq+97RoR2eT24xSRwtA9gr6dMSmDRQXp/OGdvTS2dYY6nH7ZUlTHwapmls0e2kNClVLK3YjKJIpqA5/EiQgTMuM54GHR7x+t2MrytYeZmZ8csPaVUkoFTRuw1BgzGygEzheRhSKyBFgGzDLGTAfuAzDGPGGMKbTXXb0OOGiM2RSq4L0hIvzwgqlUNbXzl/f3hzqcfnlxUwlR4WGcNyMwI3CUUioURkwSV97QyhOfHAIgLyUuoG0VZCawv6LxuG1NbZ0sX2sNR/n22ZMC2r5SSqnAMxbXh32k/WOAW4FfG2Pa7OM8ja+/mm7VnQer2aNTuHDmKB75YD8V9rzyocLhNLy0pYQlUzNJjo0MdThKKeU3IyaJ++YTG3hrh3UezUoM7Hy0gox4apo7qGlq79pWWmf1Av7qspnMGSZr7iil1EgnIuEisgkoB940xqwBJgOLRWSNiLwnIvM93PRKhkgSB/C9c6fQ2unkD+/sCXUoPvl4XxUVDW1amVkpNeyMmCTuSHVL1++BXu9mgr10wY6j9V3bimutgiYT/bysgVJKqdAxxjjs4ZH5wAIRmYFV+TkVWAh8H3ha3Mohi8gpQLMxZltP9ysiN4vIOhFZV1FREdgH4YWCzASunD+af609zOGq5lCH47UXNxWTEB3BUrvomFJKDRcjJolLi48KWlvzx6URFR7Gu24VKkvs+Xi5HpYdUEopNbQZY2qBVcD5QBGwwh5uuRZwAhluh19FH71wxpiHjTHzjDHzMjMzAxS1b7599iTCw4T739wV6lC80trh4PVtRzlv+ihiIofu8ghKKeXJiEniXOvD3f/F2QFvKyE6glMK0nht21E6HU7ASuLCw4TsAA/lVEopFRwikikiKfbvscA5wE7gBWCpvX0yEAVU2n+HAV8EngxFzAORnRTDjaeN58VNJWwvqQt1OH1atauchrZOlhXq2nBKqeFnRCRxrR0OKhvb+O7nJnP5yflBafOaU8ZSVNPCS1tKACiqaWFUUgwR4SPiKVdKqZEgB3hXRLYAn2LNiXsZ+BtQICLbsJK1640xxr7NGUCRMWZIlnr8xpkTSI6N5N7XB39v3IubSshIiObUCemhDkUppfxuRGQUR6qt8fv5acEbynje9GwyEqL5aG8VAPsqGinIjA9a+0oppQLLGLPFGDPHGDPLGDPDGPMLe3u7MeZae9tcY8w7brdZZYxZGLqoByY5NpJvLZnIe7srWLO/KtTh9Ki+tYO3d5Zz0awcvXiqlBqWRsQn26cHawCYlZ8StDZFhILMeA5VNfP7t/ewpaiOCZla1EQppdTQdt2isWQkRPOHd/eGOpTjtHc62XW0gZWbS/j5i9tp73TqUEql1LAVEeoA/KG6qZ3n1hexZGqWx+qPH++vIisxmoKM4PaEjUuP47kNxaw9WA1oZUqllFJDX0xkODctHs+vXtvJpiO1FI4O3gVSd41tnTz20UE+K6lnV1kDByub6HRao1bDBM6dlh2y2JRSKtCGRRLX2uHg7ld3EBsVfkKiZIzh431VnDYxHbcKz0ExNj0eh9N0/T0uXYdTKqWUGvquWTiWP67axx/e2csj188LevvGGH7w3BZe2VLK2PQ4JmUlcu60bKaMSmRSViIFmfFakVIpNawNiyRuVFIMsZHh7KtoPGHfvopGKhvbWFQQ/InN7sMn7718FqdN1MnVSimlhr6E6Ai+eto4fvvWHnYerWfqqKSgtv/s+iJe2VLKnedP4bazJga1baWUGgyGxZy4sDBhfEY8+yuaTtj38X5rKOOiEFSnOvukLG44dRw3njaeL80fHfSeQKWUUipQbjh1HPFR4Tz47r6gtnuwsomfrdzOwoI0vnHGhKC2rZRSg8WwSOIACjLjeW93BcX2otoue8saSIyOYExaXNBjigwP4+eXTOenF08LettKKaVUIKXERXHtorG8sqWE/R5GwgRCh8PJt5/cSGR4GP93ZSHhYXpxVCk1Mg2bJG5KdiIAP16x9bjtxbUt5KXGai+YUkop5WdfP72AyPAw/rQqOL1xv31rN5uL6vj1ZTPJSQ7eskFKKTXYDJsk7obTxpGREM2WotrjthfVtJCXoh/0SimllL9lJkZz9YIxPL+xmKKa5n7fz+o9lWwrruv1mE/2V/HHVfu4ct5oLpiZ0++2lFJqOBg2SVxiTCTfOKOAmuYOqpvau7a7euKUUkop5X83n1GACDz8/n6fb+t0Gn7zxk6u/esaLvr9am7+xzo+K6k/4bi65g7+86lNjEuP1ykKSinFMEriAKaMsoZU7jraAEBVYxsNrZ3aE6eUUkoFSG5KLJfNyefJT49QXt/q9e1aOxx8a/kGHnzX6l37z3Mm8/G+Ki584ANue2I9u8usc7kxhh8/v5WKhjZ+d1Uh8dHDorC2UkoNyLD6JDyWxNWzaEI6dzy5EYCZecmhDEsppZQa1m49awLPrD/CI6sP8OMLT+rz+PKGVm76x3q2FNXy4wunctPiAkSEG04dxyOr9/O31Qd4bdtRLp6Vy+TsBF7ZWsoPzp/KrHxdvFsppWCY9cRlJUaTEhfJrrJGNh6u4cO9VVy9YDSnTswIdWhKKaXUsDUuI56LZ+fy+CeHqHGb0uDJjtJ6Ln3wI3YfbeCha0/m5jMmdBUfS46L5LvnTmH1D5Zyy5kTePOzMu77924WFaTzjTMKgvFQlFJqSBhWSZyIMCU7keVrD3PpHz8C4KJZuSGOSimllBr+bjtrIs3tDh796GCPx7y7s5wr/vQRnU4nz9yyiPOmj/J4XGp8FD84fyof/GAJP71oGg9cPYcwXU5AKaW6DKvhlGANqVxzoLrr77ljUkMYjVJKKTUyTBmVyLnTsvnDO3t4/JNDxEaGExdl/cRGhRMVEc7qPRWclJPEX6+fz6jkmD7vMyMhmhtPHx+E6JVSamgZdkncF+bk8VlJPRfMzOGyOXnERoWHOiSllFJqRPjvL8xgYlYC9a0dNLc7aGl3WP92OKhpaufyufnctWw6cVHD7uuHUkoF1bD7FJ07JpVnbz011GEopZRSI05WUgx3nj811GEopdSwN6zmxCmllFJKKaXUcKdJnFJKKaWUUkoNIZrEKaWUUkoppdQQokmcUkoppZRSSg0hmsQppZRS/SAiMSKyVkQ2i8h2EbnLbd/tIrLL3n6v2/ZZIvKxvX2riPRdZ18ppZTqps/qlPYJ5n0g2j7+WWPMz+x9twPfAjqBV4wxd4rIOGAHsMu+i0+MMbf4P3SllFIqpNqApcaYRhGJBFaLyGtALLAMmGWMaRORLAARiQAeB64zxmwWkXSgI1TBK6WUGrq8WWLAp5OUbZ8xpjAA8SqllFKDgjHGAI32n5H2jwFuBX5tjGmzjyu3jzkX2GKM2WxvrwpuxEoppYaLPodTGosvJymllFJqRBCRcBHZBJQDbxpj1gCTgcUiskZE3hOR+fbhkwEjIm+IyAYRuTNUcSullBravJoT5+NJCmC8iGy0ty8OQNxKKaVUyBljHPbIk3xggYjMwBrlkgosBL4PPC0iYm8/HbjG/vdSETnb0/2KyM0isk5E1lVUVATjoSillBpCvBlOiTHGARSKSArwvIeT1Hysk1QBUAqMMcZUicjJwAsiMt0YU+9+nyJyM3Cz/WejiOwi+DKAyhC064nGcqLBEgdoLJ4MljhAY/FksMQBJ8YyNlSBBIoxplZEVgHnA0XACnu45VoRcWI9B0XAe8aYSgAReRWYC7zt4f4eBh62j6sQkUNuu3v6v00G6noIsb/7ensd9XS7YMYx1B/zYH9+AxHHYG9rqMcxlNsaLHEE+zGPAQ7bv3t/fjTG+PQD/Az4HvA6cJbb9n1ApofjVwHzfG0nGD/AulDHoLEM/jg0lsEdh8YyuOMYbLH4+XFlAin277HAB8BFwC3AL+ztk4EjgGBd+NwAxGFdCH0L+Ly/nk/g4V5u0999Pf7f9XS7YMYxDB7zoH5+h8Fj9rmtYRDHkG1rsMQRgsdc0dO+3n68qU6ZCXQY6ypjLHAOcA/WZO6lwCoRmQxEAZX28dXGGIfdMzcJ2N9XO0oppdQQkwM8JiLhWNMTnjbGvCwiUcDfRGQb0A5cb6wzdY2I/C/wKdbc8leNMa/4MZ6XArCvP+0FM46h/piD2dZgiWOwtzXU4xjKbQ2WOIL9mGv705jYGWDPB4jMAh4D3E9Sv3CdpIBCrJPU94wx74jI5cAvsJYdcAA/M8b098kIKBFZZ4yZF+o4QGMZzHGAxjKY4wCNZTDHAYMrluEgmM/nYPm/G66PWZ/f4dPWYIljuLY1WOIIRFv9vc8+e+KMMVuAOR62twPXetj+HPCcr4GEyMOhDsCNxnKiwRIHaCyeDJY4QGPxZLDEAYMrluEgmM/nYPm/G66PWZ/f4dNWb4brY9bnN4T32WdPnFJKKaWUUkqpwcOrJQaUUkoppZRSSg0OmsQFkb1OUMgNljiUGooG0/tnMMWi/EdELhURIyJTg9DWT0Rku4hsEZFNInJKoNvsJZZ8EXlRRPaIyD4R+Z09/76n4/9DROJ8bMOIyP1uf39PRH4+gLB7a8thP6fbRWSziHxHREL6vUtEGoPQhutxu37G9XLsWSLy8gDaMiLyT7e/I+wlOfp9nwOIJeDv21A93mC8bnzRVzwiskpE+j1vLZifwQMxIpI4u3LYYDBYnu/IUAfgIiIZ9r8h/z/q7UQTTCIyT0SyQh0HgIicY6/3GOo4kt1+D3Xi4tX6mkEymN7LIX8PDyNXA6uBqwLZiIgswloSYa4xZhZW9ekjgWyzl1gEWAG8YIyZhLU0QwJwdy83+w+s5Rp80QZc5jr3BFiLMabQGDMd+BxwIdYyTcOd63G7fg4GsK0mYIZdPR2s57nYlzsQEX99pvfrfevjZ+eAH6/ySlA+gwdqsCQVficii0TkF9C1WHkoY1kgIo8DvxKRmaG6EmcnB88AvxGR00P1pUsscSKyHHgRQvt/JCJzReQt4Beh/CIqItNF5COsk3xKqOKwY5kjIq8BzwMTQxjHKSLyIvCIiNwoItEmRBN5RWShiDyB9TqZFOLXyiL7vXyfiEwL4Xt50HzODhcikgCcBnwN+wtE994KEfmDiNxg/36hiOwUkdUi8oCPV+RzgEpjTBuAMabSGFMiIieLyHsisl5E3hCRHLutVSLyWxH5SES2icgC/zxqwFqyqNUY86gdiwP4T+BGEYkXkftEZKtYPYa3i8gdQC7wroi860M7nVhFBP6z+w4RGSsib9ttvC0iY0QkWUQOus7b9rnriIj4dAHFGFMO3Ax8yz4HhovIb0TkU7u9b7jFcaf9WDeLyK99accbIpJgP74NdjvL7O3jRGSHiPxFrN7Df7slCwNts8fHCySJyPMi8pmIPNSP70ivAZ+3f78aWO7W7gL79brR/neKvf0GEXlGRF4C/j2Qx2bfX0/v2/c9PTYRaRSRX4jIGmCRj8315/F+ICKFbsd9KFb1eV8eY2+fQwdF5C6311QwRhH0GM8A7zeYn8EDMiyTOBG5HmtZhP8SkS/Z24J+9VxEwkTkZ8AjWG+6COCbwOwgxyH2ieAh4GWgDPgW1grxQWcszfafGSJyqx1nUF+P9vPyE6wPwCeNMV9xfREVCUlvz7eB540xFxtjdociDvtE+zDwF+DPwL+Ak+x9wf7/mQU8CDwLPIP1JS8kCaWIzAB+z7H3z83AV+x9wf4/ygL+ALwKVGK9bm4MdiyD5XN2GPoC8Lr9GVAtInN7OlBEYrDepxcYY07HWnzcF/8GRovIbhH5o4icaScnvweuMMacjLWUkHtvWLwx5lTgNnufv0wH1rtvMMbUA4eBrwPjgTl2j+ETxpgHgBJgiTFmiY9tPQhcI249/LY/AP8PJVrdAAAQ70lEQVRwtQE8YIypAzYDZ9rHXAy8YYzp8LFNjDH7sb53ZWF9QawzxswH5gM3ich4EbkA6zVwijFmNnCvr+14oRW41BgzF1gC3O/22TEJeNDuPawFLu/H/cfKsaGUz9vbPD5ee98C4LvATGACcJmP7T0JXGW/H2YBa9z27QTOMMbMAX4K/I/bvkVYazgu9bE9T3p63/b02OKBbcaYU4wxq31sqz+P9xHgBgCx1naOtqvP+1Ol/Zr6E/A9P993MAXzM3hAhmUSh9W1vBQ4H7gfwBjTGewvW8YYJ1AE3GCMeQLrRDgWa829YMZhgA+AzxljHgMexVpotiKYcbiINYY7B+vL8NeAW0UkxRjjDGaiYD8vMcBqY8wjdmxzRCQi2L09Yg3tMVhfIlzjsfOBWPvvoLx27ST2TWCxMeYFrOVClohIjP16DqYFwF5jzD/tmGKwvtABQU+eTgN2GmOWYyW4zVhfAscZY0yQY5kB7LZ7LO7HGoK2TEQmBzmWwwyCz9lh6GqsL2nY/17dy7FTgf3GmAP238t7OfYExphG4GSsixIVwFPAN7BeY2+KyCbgv4B8t5stt2/7PlYPir9GDQjWZ6Cn7WcADxljOu22qwfSkJ0c/gO4o9uuRVgXrgD+CZxu//4UcKX9+1X23/3len+cC3zFfo7XAOlYCdQ5wKOuC50Dfay9xPA/IrIFeAvIA7LtfQeMMZvs39cD4/px/+7DKS+1t/X0eAHWGmP22+ef5Rx73r1iJyPjsN4rr3bbnQw8IyLbgP/Duljg8qYfn9+e3rc9PTYH/VyOq5+P9xngIvsizY3A3/vTdh9W2P/293UzWATtM3ighsVVUxG5GuuJ3GCMeRF4BwgzxhSJyCER+aUx5v9hPV6fr571I5aTgHXGmJVYJ4Q2sYaBVYlIA9YQloDq/pwYY16xty8GHse6gvnfIvKKMebNIMWyzhjzkn0iLrWvwh0E3gN+KCJ/McbsC1IsG+0k5R7gWbEmup+BlVjWicjzxphngxDHOmPMS1jj3BcDS+19GcAyoB24OZBJZffXrDHmGXu7AE5gN9a8k9ZAxeAWh/v7+CXgQRG5G7ge64LIAyKy0xhzTxCek6nAevt9vAbryudEY8xeEXECdcBNwE8CHMuZWMPMXFdbNwPzRKTAGLNfRD4F1mF9+f5uoGLxEMcqIDwUn7PDlYikYyXGM0TEYF3wM8BKjr/oGuO6yUDbtL9crgJWichWrNEi240xPQ3x6v768tfrbTvden1EJAkYDez3YzsuvwU2YF3U7ImrzZVY0yHSsJLed/rToIgUYH15L8f6v7vdGPNGt2POx/+PtbtrsHoMTjbGdIjIQY69ptrcjnNgX0j0g54e71n45zW1ErgPOAsrQXT5JfCuMeZSsea9r3Lb19SPdk7Qy/v2VXp+bK1mYEPQfXq8xphmEXkT63vFl4D+FP3oxPPnkIvrteMgOPlFX/H4LBSfwQMxpHvi7OFwtwB3YiUD94rIV7GGe3Tah30DuENEsvsz/KGfsRzAmqvyVSDCGOM0xrTZV0DygV1BiuMg9nMiIon2IbVYPYOLsL4MflkCNHbZQyz32bHEi8hYrCt+RVi9LLdhXT2KFh/nGvQzlntE5Cb7SvQjWAvaf9cYcxHwPnC+PeQg0HHcZ8fRgjVP409YQ3XOB36C9UFygb/j8BDLAay5kl8Vazy4q6dyJ3A29gdWIHpZenjN3myMKcNKpCKBHxtjFmJdPTxdrIIMftfD/8/1QCnWJOdHReQFrBPgM0CEWMMpAhFLooiswJqX+A0RSQUwxlRh9QS4ehFqsa6mx4k9dykYcWCdvFxfQoLyOTsCXIE1nG+sMWacMWY01nsTYJr9+ZiM9Z4E6/1ZIMeKMl2JD0RkiohMcttUCOwAMl3vMRGJFBH33osr7e2nYw2Pq/OlzV68jfUadg1TDsfq4f071rDPW8QermsnUwANQOKJd9U3uwfmaazRIC4fcayQwTVY73lXj+Va4HfAy/358i0imVhTGv5gf7a+gTUKJdLeP1lE4rEe641iV910e6z+lAyU2wncEqwRQoHW0+MFWCDWUNIwrNeXr8MLwRra+wtjzNZu25M5Vvjjhn7crzd6et+ejn8emyf9ebyPAA8An/azB/IQnj+HQiUQ8QT1M3ighnQSZ38QLgJ+bQ8t+ibWE7vY9WXTGLMd68vWrwEC9YXYQyy3dY8FmAaUGWN221+M/DkpvKc4XM/JGSISZozZaoxxTQJ/D6uARkBKx/YQyzlYPU41wHixJhX/xo7lkDGmLRBfAnuIZYmInGf3uF1mDw8C6wtxJgF4XnqJ43ysD+UIrPkSGGOKsT7wAzKMsY/Xiuv9U4TVC3WF222CEceZInKBPURhIlYvHFjDNMo5/mpxIGO5Dav6V6Hdy3QL8Jgx5mJgLzDLGBOoHsp2rCv+12L1nH/Rbd9zwFQROdtYw1yrsIZE+esLdZ9x2BenjIiEB+tzdgS4GitZdvcc8GWshGML1lytjQD2xZ/bgNdFZDX2SAIf2ksAHhOr6MIWrHPUT7He7/eIyGZgE3Cq221qxCrA9BDHJ0ADYr/3LgW+KCJ7sEYAtAI/xvryeRjYYsf0ZftmDwOviW+FTdzdjzXqweUO4Kv2c3Ed1nxTl6ew3gO+DKV0zQ3bjnVe+Tdwl73vEeAzYINYQ9/+jHXR93Wsq/7rxBp66Le5RXYS3Ib1GponIuuwktWd/mqjFx4fr73vY6zPjm1YX5i7vwf6ZIwpMsb8zsOue7F6UT8kcFNZenvfDvixedKfx2uMWQ/U03vv8wlcrxtjzBE8fA4FW4DjCfZn8MAYY4bUD1YxgTOBNPvvHwLfwfrwA/gB1kTO0d1u58RKHH6INdQymLGMs/9egvWffwOwFesEKEGMI7/b7W7Bqg6ZHOT/n//G6sn4I9aVzQR73zqs4R3BjOVXHl4rtwAvAElBiuOHWB/yMVjDibZgXRG/lf/f3t2HWlaVcRz/PuqY0VhqpvlahClOooYxRlqmEVJUjJQFiTUZVn9UGtSoRaCToRb0R6JlJc5AkVom1JBFitZkauBAhVo4MJqiqSm+lGU68/THs45ztLFx7j0v68x8P7C5x333GX/nnn32PmvvtZ5V3X0Omtbnh7oLthz4+KgybEGOC6gG7SepRn5QBQ5uBl4z4Sznb+Lzs4yqJDrvz/AmsuzS/nsnYMe2/juDfYG6ALeUOo4cQBUq+tngeRPIcWBbHwwdTxnDcdZls+/V4PgZ1DH1c2P8f90AvGnar9llzu/fYdQYraln2RYWqqvjqmnnGMqzN3VxZIuOzb3tNx3mmdgx+PnLTNyJa12c9mpX2z5KXTm6MKq//D3UF71B1borqPE9r2zPfV3rCrSaKtZwfs6jQMMcswy6H72LauW/DTgpMy/N9s5PKMdgTrbj2xW4dwNn5Dy7w2xhliupq71PA6dn5mlZXVUA3pF1pWhSWa6guusN9pVjI2IN9T6dmTX4fRI5Lm85FmXmVVSD4YNUwYiTM3Ne3W/ns69k3RVdyAgGKc8hx4HA3pl5CdU95Bqqq9MpmXn3hLMcxMbPz+L2vOOB78/1M7yZLBdFxO6Z+e/M/A91NfdBar8g6y7YCqr4wlnU32VZZj464RwJZFRp9pEdZ7VFTm13bG6julJdMuU86lBUN/EfUoVqtI2J6qZ8CzWG+0Ufm3vbb3rL00zvGDztFuyLaOFu334eSH1hgroFfzFV3noB1Q3tZNodJaoP/fL2+BXA4ilnObc9Pgr40BRznNMeHwq8Z4p/k5VD789zruRPeV85AHjftPeTwd9lyn+Tc0aZZR77yVfa4wXAqzvZT3YHjhlzlguBq5637Qkt4wFUeert2vodp5hjJ+qu4MsZ0XHWxcXFxcXFZfNLt9UpW5/X5cD2EfFz6kvCeni2jPWnqWIDi6gKkEuooiHnUV16bmnbPkYNSJ5mlpvatjdOOcfv27Z/pLrsTSvLeja+P8k8K3GNcF9ZS41zmlaOmwb/Vvu7zNmo9pX5ZhnBfnJz2/Zp4G9zzTGCLMP7yd+p7p3jzPJZ4L6IOCYzf93WXx0RBwO/oO6OHgvckXWHbJo5jsvM25nncVaSJL14XXanjCplfSvVDXEtVTL1aaoAxGJ4dg625cAFmXktNU7j6Ii4pT3vhq0pSy85zNJ3jp6y9JJjRrNky3L20PNOpCqWXk8VVLmjkxy3zyeHpNGLiP0i4vqIuCMibouI09r63SLiVxFxZ/u569BzzoqItRHxl4g4fmj9VyPinogYSxE0SXMT87zgPxZRc5m9NmuSXyLiYmoA/7+oeUaOiCrXugfV3ecLmXlX1KSjL8uq6rdVZeklh1n6ztFTll5yzHiWb1LjVte155GZq7emHJJGL2q6kb0yc03UFEO3Ur0LlgKPZOb5EXEmsGtmnhERi6ixRoupAhjXUgWM1kfEm6ly7ndm5sJpvB5J/6vLO3HUwebKqHliAG4E9s8ayL99RHymXTXfF3gmM+8CyMxHR/llq7MsveQwS985esrSS45ZzrI+a5oFMnP1iBtOveSQNGKZeX9mrmmPn6Dm/9uHmux5ZdtsJdWwo62/PGuan3XU3fnBHfmbM/P+SeaXtHldNuIy88l2IBlMqPlO4KH2+GPAwRGxirpqtGZbyNJLDrP0naOnLL3kMEvfOSSNV9RExG+kxvXuOWiQtZ97tM32oSrzDtzb1knqVLeFTQDaFeIE9qQmvwR4gpr88xBg3RiuknedpZccZuk7R09Zeslhlr5zSBq9iFhITVZ8emY+HhEvuOkm1vU33kbSs7q8EzdkA1Xu++/Aoe2q8JeBDZn52wl/seglSy85zNJ3jp6y9JLDLH3nkDRCEbGAasD9IDN/0lY/0MbLDcbNPdjW3wvsN/T0fYH7JpVV0pbrsrDJsDag9ndtuSwzL93Ws/SSwyx95+gpSy85zNJ3DkmjEXXLbSVVxOT0ofVfBx7OjYVNdsvMZRHxBmpqlUFhk+uA1w91tyYi/pEWNpG6MQuNuH2pSXe/kZlPmaWfHGbpO0dPWXrJYZa+c0gajYg4GlhNVZzd0FZ/kRoXdyWwP/BX4MTMfKQ950vAKcAzVPfLa9r6rwEfphp39wHfy8yzJ/ZiJG1S9404SZIkSdJGvY+JkyRJkiQNsREnSZIkSTPERpwkSZIkzRAbcZIkSZI0Q2zESZIkSdIMsREnjVlEnB0Rn/8/v18SEYsmmUmSpGnz/CjNnY04afqWAJ6kJEl6Ls+P0gtwnjhpDNqkqR8B7gEeAm4FHgM+AewIrKUmVz4cWNV+9xjw/vZPXAS8CngSODUz/zzJ/JIkjYPnR2k0bMRJIxYRRwArgCOBHYA1wLeByzLz4bbNucADmXlhRKwAVmXmj9vvrgM+lZl3RsSRwHmZedzkX4kkSaPj+VEanR2mHUDaCr0VuDoznwSIiJ+29Ye0k9MuwELgl89/YkQsBN4C/CgiBqtfMvbEkiSNn+dHaURsxEnjsalb3CuAJZn5h4hYCrx9E9tsBzyamYePL5okSVPj+VEaAQubSKP3G+CEiHhpROwMvLet3xm4PyIWACcNbf9E+x2Z+TiwLiJOBIhy2OSiS5I0Np4fpRFxTJw0BkMDt+8G7gVuB/4JLGvr/gTsnJlLI+Io4LvAU8AHgA3At4C9gAXA5Zm5fOIvQpKkEfP8KI2GjThJkiRJmiF2p5QkSZKkGWIjTpIkSZJmiI04SZIkSZohNuIkSZIkaYbYiJMkSZKkGWIjTpIkSZJmiI04SZIkSZohNuIkSZIkaYb8FxJmIcH/j1jAAAAAAElFTkSuQmCC\n", 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\n", 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" ] }, "metadata": { @@ -462,16 +474,32 @@ } ], "source": [ - "# Graphs sur les données complètes est sur 2 ans\n", + "# Graphs de 2 périodes différentes de 1 an\n", + "# Graph d'une période de 10 ans\n", "# La base de chaques cycles a été prie au 15 août (comme la base mensuelle de l'institut Scripps)\n", - "mask_10y = (data.index > '2000-08-15') & (data.index <= '2010-08-15')\n", - "mask_1y = (data.index > '2000-08-15') & (data.index <= '2001-08-15')\n", + "fig = plt.figure()\n", "\n", - "fig, axes = plt.subplots(nrows=1, ncols=2)\n", - "data[mask_10y].plot(ax=axes[0], figsize=(15,5))\n", - "data[mask_1y].plot(ax=axes[1], figsize=(15,5))" + "ax1 = plt.subplot(221)\n", + "ax2 = plt.subplot(222)\n", + "ax3 = plt.subplot(212)\n", + "\n", + "data[mask1_1y].plot(ax=ax1, figsize=(15,10))\n", + "data[mask2_1y].plot(ax=ax2, figsize=(15,10))\n", + "data[mask_10y].plot(ax=ax3, figsize=(15,10))" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, { "cell_type": "code", "execution_count": null, -- 2.18.1