{ "cells": [ { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Import libraries\n", "import PortfolioLab as pl\n", "import cufflinks as cf\n", "import pandas as pd\n", "\n", "# Set cufflinks offline\n", "cf.go_offline()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def read_xlsl_MSCI(tickers, nomes, start='1990', end='2100'):\n", " MSCIs = pd.DataFrame()\n", " \n", " for ticker in tickers:\n", " # Read relevant information\n", " MSCI = pd.read_excel(ticker + '.xlsx').iloc[6:].dropna()\n", " # Rename columns\n", " MSCI.columns = ['Date', 'Price']\n", " # Convert the date column to datetime\n", " MSCI['Date'] = pd.to_datetime(MSCI['Date'])\n", " # Set date column as index\n", " MSCI.set_index('Date', inplace=True)\n", " # Merge\n", " MSCIs = pl.merge_time_series(MSCIs, MSCI, how='outer').dropna()\n", " # Start / End\n", " MSCIs = MSCIs[start:end]\n", " # Growth Index\n", " MSCIs = pl.compute_growth_index(MSCIs)\n", " \n", " MSCIs.columns = nomes\n", " \n", " return MSCIs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Como podem ver a função read_xlsl_MSCI é em tudo semelhante à read_csv_investing. Mas neste caso os ficheiros devem ser ficheiros excel. Por defeito tenho que os ficheiros são .xlsx por isso é essa a extensão que os ficheiros deverão ter. Têm nada mesma a start e end se quiserem colocar outras datas à vossa preferência. A função está aqui apenas para visualização. Já está programada e devem usar pl.read_xlsl_MSCI como está no código abaixo sendo desnecessário copiarem a função para vosso código. Os ficheiros encontram-se na pasta partilhada como de costume mas também podem ir buscra outros índices MSCI ao site deles. Lembrem-se contudo que devem sacar a versão \"Gross\" dos mesmos e que deverão ser denominados na mesma moeda para serem comparáveis." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "MSCIs = pl.read_xlsl_MSCI(tickers=['MSCI_World_EUR', 'MSCI_EM_EUR'], \n", " nomes=['World €', 'EM €'])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": true }, "data": [ { "line": { "color": "rgba(255, 153, 51, 1.0)", "dash": "solid", "shape": "linear", "width": 1.3 }, "mode": "lines", "name": "World €", "text": "", "type": "scatter", "x": [ "1998-12-31", "1999-01-29", "1999-02-26", "1999-03-31", "1999-04-30", "1999-05-31", "1999-06-30", "1999-07-30", "1999-08-31", "1999-09-30", "1999-10-29", "1999-11-30", "1999-12-31", "2000-01-31", "2000-02-29", "2000-03-31", "2000-04-28", "2000-05-31", 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C+CgaBCJEAAJmhDoDVQGBFBKAgJlC+CgaBCJEAAJmhDqjlVYFAmYr7XizZkPAxGAAARBgAhAwMQ5AAASYAARMjAMQAAEmAAET4wAEQIAJQMDEOEg1AQiYqe6BCJUPATNCnYGqgEAKCUDATCF8FA0CESIAATNCnYGqgEAKCUDATCF8FA0CESIAATNCndFKqwIBs5V2vFmzIWBiMIAACDABCJgYByAAAkwAAibGAQiAABOAgIlxAAIgwAQgYGIcpJoABMxU90CEyoeAGaHOQFVAIIUEIGCmED6KBoEIEYCAGaHOQFVAIIUEIGCmED6KBoEIEYCAGaHOaKVVgYDZSjverNkQMDEYQAAEmAAETIwDEAABJgABE+MABECACUDAxDgAARBgAhAwMQ5STQACZqp7IELlQ8CMUGegKiCQQgIQMFMIH0WDQIQIQMCMUGegKiCQQgIQMFMIH0WDQIQIQMCMUGcEVJXPy76gBx99imZeP42+3f3opFLWbfiY5vz1BfrFz26mDu3bBVQL62whYIaOPLoFQsCMbt+gZiAQJgEImGHSRlkgEF0CEDCj2zeoGQiESQACZpi0URYIRJcABMzU9011TQ09NOtJGjigH51z1kitQmai4xuLltDOnbto2tRJriqtQsBkkfN39/0hUe7USyYm6uqqMiaJIWBKEOTOZ5WZn0ED+9GM6VdRfl6exJvxSgIBM179hdqCQFAEIGAGRRb5gkC8CEDAjFd/obYgEBQBCJhBkUW+IBAvAhAwo9FfRnFS6FU/+/EPqbT/8WQmcsrW3K+AyXWZ/8oCuu2WGxMWnEvffY969uxuatEpWy+RDgKmAzGjiexTc57T3nCrZLvtmFSkh4CZCuooEwSiRwACZvT6BDUCgVQQgICZCuooEwSiRwACZvT6BDUCgVQQgICZCurJZbJG9eZbixOGdX994WVqm9+GKvf+R9Op9u0/QPc//Eftf/M1cBYl77rnYTpw8CC1KyxMiIuc7le/+z2devJ/0YK3Fn+tc11Ez89/rcUVcr1BHyfq1rWL6RVyY7lB0IKA6UCVBctu3YoTJq+pvvMfxCAQeULADJIu8gaB+BCAgBmfvkJNQSBIAhAwg6SLvEEgPgQgYManr1BTEAiSQGsVMDP2lwWJ1Tbvpvbdk/6uFwqP6NCBZj/5DJ096gx6Z9l7dPUVl9Duij3EOtaPbrxGe5dFSr7GzdaZrGc9MvvPmojJ7/LfunQ+KiGGGi0w9elZDLXSw4TV5wcfbkzU96zvnqbc8A8Cps1wkfUvkLLRrLhgCJiKgSI7EIgpAQiYMe04VBsEFBOAgKkYKLIDgZgSgIAZ045DtUFAMYHWKmDmrnqIsj9+XjFN5+xqh86g+uMvSkoodCoWLY/o0I6WvbeSxl8whp7481/p/LGj6KNNWxL+L42Co17jGv5fQ1qIm1yQUcA03kC2M+gzWoY6t9B9CgiYEgImDwxWq8069OZZ891TN7zRmNuB6vOPsswns76Kpg4/mr5d1MlzWR03PkY5+7cm3t9S3YkeKR+alF9922JqzC6QLif3wHa6ofj/qCS/MvHOf/pdR7Xte0nnYUyYWX+QMmsPEtcFDwiAQHoS2HOglmYtbXmaWZiXRUN7dqCRvTuaNnrl5/vp9fV76JfnWs8vSz7dS0s+/WY+kqU3pn9nOqlne9PkH5VXaf9+Qlf5uVG2XKd0T7+3k7Z/ddgpGV1+cjfqeWQb03Qvrt5NG8sPOubhlKCoXS5df3ryKbB479GlZVRxoDYpG7v+cioTfwcBVQSqahuI5x2r34mqcpBP+hE4cu19lHV4l+uG7e8zhaqPHGj6XptdK6jdNv97CGPmj+waRlsOt/yGnn3EVjq74zd7ANcNMXnhkfJhtKXa/Fstkjdl5lJdYctvxk9G9aSC3CwtSd5XH1Jdh2OpMbtQRZVaTR5ex6Me0NMVpbSmrg815LYn7id+TurZgYZ9uz11btf8/52e97fvpwUb9jgla/H3zIZq+lZjGd3cbw9VH1lKTTkF2p4xd/9Wyqirovyv1tGdH3alg7WNLd7r0qaRpl14tquy9Ik5/yM2PkY1R5Z6yqO5fgepKaeQ9gz9pac8ZF+ymhvc7q95nBw49kLLPblgIlsvTrertpB21xdQadvdLV6r6j6Kqo4e5SYrJWmP6hje3BE1C0wGKPxg8m1hfjigD4uNQ4eU0qrV6xK3iM1ERXHLWFbAlLmRbLTAtLpm7rfzIWDaEJSxwLzpkZd99UFGUwNRUyPVduxrmk9G/WHauKeBbj6hgr4z4nueyzr6zXFU37aL9qHg58Uvj6enK06kXjrhMbPhMDXkdaL6gm5S5WTWVNL2vY30w26rEwujnH1baW//63xNYu0+m08dP5pNX5w9H4saqZ5AIhCIH4HX139JLKz1PKql6PZR+UFtczPyuI50eu+O2kJ66ad76fUNX2riAz8siFmJibOWlNHK7fuT8nUixOWygHnd6d0TmyttrlyzW6snPy9cbb4Rdcrbz9+vmLORjirMpYK85g2f2bP9y8MaLxYxjQ+LNjfM3eSYh0wdmZEVexZ5f/naVjqh6zeLyaqaBvq88nBKuMm0B2laFwE+3GCR/d5xvSFixrDreS7jeUYc6Hz+1WE6WNNAekEsiGblf/UhFb33Y6qxECKtysw6tFtbd1ecfJ9pkm6LpxA1NVFD2y7Kqv3u/h50246RLcSFXXWFVJxzkB4+dqGycjij0zdMoZL8vVSQmXxoJQpiA4y69sdSY07zd4G/Vd8f0oXGDjiKBNe9J1xLB44dp7RuxsxYyKltf2zg5QTaiK8z9zoe9XX73b9H0Jt7e9GJ+WWU0VhHTVn5VN+mM+2uaUN7quq19dXI4zppYqYQm41tm/OvncTrOP0336n9GQ21lLtvM31Q82164dj/pR6H1ya98n72qXRj2QVJAtm6Q13o8XPb0hFdS5yKMf37kWv/h1gYrOvg3cCGBVYW/YLenxa/cx1l1h1sMTfw/npfn8ukxzCP+YIv3tL20RXD/ydJxGRjoW7/mEKNOQWu5qCrtpxLm6s70ZMlr1HvrzUErhv/hrl+YT9hCphht02mPCFMHnXkkfS9M07RfF3yv/E1cn7YEtPsyneQFpjwgSnTcwGnCdoHZsbBcmrz8niqGXk3NXQ/Lak1uSvuoh++35MGFWfQpZMu8dTaRBlnzaKG4kFaHrPe3kZbKg7RA5P7fZPne/dT3pfrqOa8ZxzLyag7QPmvXU7X7fkBlfY7gaaOaD5hzX9rOjUWdqXa4bc55mGVIG/JLZRV9i7V6OrrOTO8CAIg4JpAGFfIb5+/iQrys+nWMS0Xowdr6unN9Xto4foK2rqn2fKxIDebJgzrSqP7F9HFf1xNv76wL53S29wi/aa5G+nEHu0Tc5Js49ft2E93L9hMLLrdeWFf6tWlLd27YAt98Pl+GtGnE721oYIW/3S4bHZK0m2pqKIfPL2Onr1mCBV3yLPMc87yMlq4oUJLZ3yY4yNvb6e51w2mwrxsX/W6e8EW2r2/mh6Y1D8pn5ue20DUlNHimyLq//jlpVRSFL71qq/G4mWNQDpdIefxy79ju/kD3R5dAjyX3fPGFurSPo+KO+RrFd2yu0r7Nog1qJfaZ+7dTJmVn1J9r7Gmr+ctmk4ZTUTVo2a5yt5ufZ+99XXKXfEbOnzhPGoq7OoqX6vEu/bVaN+L0f070/Qzj0kkW7a5ku54eZPv75f+Cjl/L3nOd/o2GfcE+m+VWOs3dD+Vakbeo4SBVSZt/zKcGrsMct2HgVbKY+Zex6Mojn9D/Fu65ZwSGj2giLJ2fUBZn71OWTve0cbi271+S+9uO0zLP62kqtp6ba3F6UaUNK+5eJzxeCr/Tw3dMrbEci1mbB7vG/MW3qD984VlP6RT+hypjVP+/WXUHKSmvEJq7NibtHXGvpqW+1MiuviBt2jityvpv8dNck1O27POm0B1w260/J3LZMr5tHludKD7U+4P7mPj3KD9ljr2ptphMx2rmvPhU5Sz7ilNW+D/5qdm9CPUlNNO+9/6vtD/u1PGPHaWfVJJbXIzaeKwbjRhWPOhuZu6OZWBv7sjIALw8Fu/+NnN1KF9u0SwnnbtChL/JtKddcbpmpWmmQ9M4R+T8zLzgTnnry8k8mN9bOOmT0yD+PD7iELurh+Vpw4jCrmd6McT5S17JlFBbgb95JrLPbVPTIaHLluReJ83+SVFbVsscuq2vE0d3rudDk9amJjkrArkyTH7o+fpl4UP0a4DjYkPDf87fwSrz53jqa78EreZJ1crnw+eM8aLIAACUgSCFjBZpDz/ofcdhQQWwLburtIWz+K5+s/r6JQ+nSw3rCxwjhvSjSYMdb8p5Hqx2MciBwuGTU1Ed47rS1XVDdpmLWwBkzd7b66voLnXJguT+o7kDQW320wo5Hp3aZ+fJBRLDQRDIlEOC5ilPb65bi+ESuO/8+tn3LtCEzz16b2UjXdSQyCdBEyec/g3zmKXH8ErNT2BUlnYqKqu1+Zk8fAcOW9VOT17rfcDmvzXpmoiitmhuVg/ez1QZyOErN0faGKE/uEyGzv19nXYbxwRLF7yN+uJK1pekRXfW7/zsF7AfGlVOc1btdPx25RV9g7lLbk1IcaIb8id53Shs9ZeRixeZu7dksRH5WgXfcjiDe9v4vxYiVuybRIClJnwyIK7Ni6LB2vCFz8sdLIAvnxLpXYAyofDa3fs1w4R+Hdod7BqrBOPAz4oqD5vDr247iA9s7yM/j7jpBbJxFgV4qr+j/c+u4g+qzhAs2e6t9Zlv4Us5FWPn+e4v3Vi2Wb+OKo7/iJTn4RO78r83Uqgzl35oDZPOR2kiMOR2uE/18Rao1jJdRBCshvxUhwg8TzytzU7qb6xeX3Mj2zdZNqPNO4ICEtKfmvG9KsoPy+PxL+xVSZHIBePUxRyOwGT82DRctE/39Gy48A8dgImp2EN7Xf3/SFRPufP4qmKB1fIJSjqw8YPGtgvMUAkXpVKkjiJNQiH4sP/xyPvpbWfbqffT7/A08SriY1bXqfD477xtcML+eln9GwhDFTt+4o6//08S2tQ0RhxklV/wkR68sAoWr65Uts482MmlkpB+DqROLFmHyMNPU5TurhzUw+kBYHWTCBoAVNYBb46s+XiVYY5H7506ZBnKcipEMx4wc7/ueHMntqi3U6gk6mz1zRmB01WebGwy5sLveWNleDotT78HosIH5bta2HtaWUxwem5P2Dx5od4at9NFwFT/IZ7dS7QNt16ESy1hFG6LAGzdSsLHpMfW2NphSnW13yoztZLxiex5iwopqbcdkmH736t3YQoVDdsRsLyy68IZcaLhdyXVpZr4qWZqOR08CfTB3oBk29Q8CPzO2LBh2+YCcsx/l7s+WILPXrU41Q7/HZTazOZ+simEQYX7L9QpcWrbPkq0/GNvYYugzztjYR4+cDF/SxvRLBAlrdwOjX0OJ1YABOP/maM3QGyVVvZ2jhrx1KqGT1L+x1aCZV2N0aWf/xvuv3Vz+m18fXUtlfyjUU7zhq3o0+Vsl506i8VNw2tyjC7MSnSNouwf7IV4YVuYDQAat63j6fGI3tr1q4ZtQc0IVlYZDq1WXw/rz/jGM04YN7/ldGcf5UnBGjNeGnXGkdx1akc/B0EZAlAwJQlFXC6Ns+NIv0Ch4vj6xX8PNvmWnrm3c/otUs7Ja6Au6kOnwDzZCWuaFhtajkK+ZFvX01NxYNtJ3k+aeFJkgVRcY1EWCb5Na/nxWbOyoeo/oSLMBm66WSkBQGFBIIWMN1sfozN4o0aWwC0cH/xdSLZK9deUKkQRt2UK2ulKvJkixijRYOsBaebeonvh7CQMP5/Y14qNs5u6oe0agmki4DJv485y8o0ocvK3YJacshNJQFxDZottoyuMOysMFm4YFHA6kaPWHOywMlp9elYzGGLNK/Wl6L9zQLaC1Q9/iVNMGBRtKnAn6slPVuxDrc7KDJ1G+Wyg/QCJjwVTaoAACAASURBVIvJU0Z0l7rp0Mz44UT7123bRTe9+Bm9cM4+OmrAOcTXu4W1mMsqSSXnvRSL09lbFzgaaEhlmKJEftwOuHHnIsZ9fd+JSgQ/UW+jqzQzlzRsRXxsUYHlAfX5979DM3qspzO/P126F4xWwNIvWiRUcdPQqg68X888WG4qBCYOPixuSTaLzzdQQ49TTQVuIU5z2UJIlmHBa9GLZ6+h4b07JfplU9leun7ux4lbPzLiqkxZSAMCsgQgYMqSCjidNmlVbk6c/iaEwJF305qmE7Xri++e/THVDZzmuia8AGNrRvGuUXQUGbKA2f7DWZT75TrLK+DidEgsNsw+inzaWl8y1lNdxeRd32uM5h9If+3ddcPxAgiAgCcCQQqYdleEZCprJtSJ96zmNpl8ndKELWDabdjN6iqERP0mlq+Vs99Q1ddl9VaYvDHmulpdc/fqk9SpP/D3cAiki4ApDk0mDO2WEncQ4fRW+pbCcw67EzFej+YWW1lhCuGEfR/yY3b1Uohb7LfdKDTaiQluSAvrJz6YbywarNTi0ExcMKub2++JWR5CwNxzsM7SZYnZe6L9daXTtGu3LHZMezOXju3dl2459/jA/eexMF3XdyJll71DDcWDPe1N3PR3UGn9WF+69YNqvIbsp02aQD10RtKVa6MfVTtXOKL8e15cTod3fkS/un6StPWgMAZS5WdVCKKq96fG/bWRuZOBELczo/agrRUki5j8mFmjW/WxcE3Blrvi8Oir/1TRDc9tovFDm901+b196Wd84d3WSQACZkT6XZx4iWsuwl/H4UlvJa4vPt1/CfUY8/9c15g/HvqTLz6tXvZpZbKfnEM11HbXcipcfpulH0yj0MqVMV4RNFp8uqkwf6BZvFS9yHNTB6QFgdZOIEgBU/jRMbOkkeFuJ1IGYXEo6sTznJlfJpk6e0njxWJGf71eNsiCl7qJjQZfJ2KrT6M7En2efqxtvdQN76glkC4CprAY44AULOz79QeoljJyYwI8V3DgNrNgZE6+jc0CmQk/k3x9WfPDaLBcEoKA3ldc/qtTEyKXFmBTUTBJYaHUeGQJUU6hsqA1wrLYKUibk0U/GyM4BVoTAuY/PvpSC6bkxie0Jg5vXaBd4Waur2VdSA9t66P5Lu34yRxL3/ks6uSuekgTwLwEO9JfyeVANVbWbVH/BSYshT36cLS7uWLVdhUiZsL60cJqcPLs1VoQIHZ943QYyvUU68fXz/43tRn4fcducwqU65iBSQLjft1LHmbv6G83Gv8u1ly3Hfk3GjV8iKn/TbF/9mLoZNUG7hMOqml0O8AC5hPLdzYHvRzXNyFgysTQUMUL+bRuAhAwI9T/2mKLfZsMm9nsSFnn4Js3z7OK5tDxl//RVY3FRKv3+2K1oWQLzJzGQ9Tx5bGm1yysnJkbrwh6NSU3ni5pwquixaMraEgMAq2cQJACplkgBje47QISeBH9ZMsO25LQi/UkL+5nLd6u+SWy80sp22a7dCKiM0eIt9s8e9k4qagf8lBDIB0ETONNkfMefJ+mniJ3/VUNReQiQ8AqyJKMaxBhhcl+i0VkZRHJl/IKmyMHj7xb88UoHjNxRfxbQ/EgT5HH7drJt5MyqnYpXdeydVRp95a+j63qYOYnWaTlfArys+iWc3pbBmYRAubsJZ/TlopDpm5crMoWQhIH7ckqe1cTMs99skz7HV7UZbMmMJtZtPF+ggVMY9/JjCdOo7eW87o3kS0rqHTNflQvJ4474FWccvIdblV3FtWyN72g3cpzY7Un8tOCu+z+wPJWn/7gQcYtgVj/3d31FTrpMufI9XaioJ/+Uu32wClKOq9t560up2nF6+mK4w+bXu1XvWcWYrGZawoWMFeWVdGjX683naxD/bC2e5d/02zVjaf1EYCAGaE+Fx/X6nOf1k4o9R+MybPeo/MyFtIlU65xdQopTtD0CwNeqIzonRzFlwXM7KxMOmLRVQkhVY/H6joNC6IF+dkJ3xheHZQbzfKNV98j1FWoCgikNYEgBUyzQAxuYVoFhnET9MZtmWEKmDJXqczqLxb3bBn56OJtgVqMijo6RXTmDYo+0Jtb7kifWgLpIGAaIyYHOU+ktrfiW7oQKUf1L6IVmytbRBXnzTv7PTa7Pq5vsV4MMfqZNAu8YXVbiNOy6KL6AJ3Xxhl7P1W24Xbj15A5Mcd1ZfsTQTcFO2Gtz5Gl2aLqp2NKNKs44yMEzOv+st50D+E0+pg3W2GyiMnXeUV/zb2yT7PAbGKwICLE8/VzL+KdPjqy172JU7v8/p33PpTTzjTGAUfOzv74BWrqVEI1371b+tq0sU5eDkQTIuSKuyhrx7vEEavdipji+r6VyCTWEfy7f2tDhXb4avRxa2zLHc+vpvYVy+mnl57jWB8eV3WlVyr7zYm68Byh0h2BU5R0cbhzTvGXdHvxwqRr4k7+Md2OUZ5bbp67kUb379wiMKTIhwXMWsqiSx5fk/CDqVpAlakzzw+sleBpfQQgYEaoz8UJhnZNoqmpRdRwXnAP2/siXXbeGS1OkJ2qbxYZzGrzLwRM9oNpPDGzM8M3s7AxXlt3qif/3XhSp9pviUwdkAYEQIAoKAFThR8u7h8rMdHPIt2p38MUPcS1QC9R2vlAiTepTU1kaxnp1F5Vf3fre0tVuchHDYF0EDCNh6xBWmqrod76ctGLzHyttLRHh8ShOM/rI0qar5naPeIA52fDc+mCbTe2EMQ0gWDTC5rln3isxA1ei2d+tcVT0Mwwe05W2BV1svr+6q31haUXW7GyaxC9mCQEzLPu/xfZBQyyYsA3wnidXzfwKo2t3m/z9z65qYWvfs5D7Dv4f3sVMDXhumPvhMVaKkQWOx45qx7Urt/yw3u/+mPHaG60OGJ67vK7NAbCd6ifseXXhzfvxzJ3rU0EYpKpi+xVa56fl2+p1H7jMlHtea74y9JP6I2Tl9lGY/d77d6ujXphXIaFUxrjONWnF7/b8UO60tbt2+mxgruTIpHr3c45leX0d55HWbwsyMu2tLJmAbNTh7Z08R/XJPxgcjBi9vPr5aDBqU5Wf+ffs2pfpF7rgvfCJQABM1zejqXxR4KvVxgdHvMCY8+2DfTwqV+5mhyMp852V3GEgFlQ8V6SvyA7M3xhZq73h2M3GVtBML4TZKQ3x45AAhBoxQSCEjBVXWs2ChKiq/wu0u26XFXdZYaVH7+RYj5mi4Zbx5TIFBdomiADKwVacWSuEUgHAdNo9a13tYBujgYB/RVXsWF//PJSTUBjAZP/t5OPRm4JC3Bvrf2c/lDyD+pxwV2JxhnFlKha47npDZkrt8b8jAYMZsHfeM6+bf4mGtHnm6jDnA8LmNsqa+nHL3wkZSkn0xbhgurqjDlJ/imFKMNBSL36rjRe9Y3CzS4WyDkqOwtswm1YU04h5Xz8vHblnd0M8MN/qxl+m6tbd2bMVfjD5jpzhGt+2BKzKaedY/dq/ffx8y2MccxeEr93WVFcjNm7j3qeTrryIct6GF2xOVbYRQLV7gjsrqSL9SAf6sx/fzv9rd2Pkvz5qgo4xgjueHkTbf46YJqVNawQMO95YytVVddrwrNqq1Sn7hBzOgRMJ1Lp+XcImBHrV15U5Xz4ZNJHi60cV6z7hOaUvGwbYczYHKP5vpnYKN4RAmabzOoW/oISvjkszPDFx1Fv+u/ldMpotWkX6Y0nLv7ge3HqHbEuR3VAIHIEghIwvWy4zOCYWX27vU7nFnqYvhz9XrPnurKbEJkNv1sObtOL74OsAOE2f6QPlkDcBUyzQ1sVG/pgqbe+3I1B0ljQZCeUI0qOpHmrdtLca4dIQWGLtf/584v0bsMw+snY41pchWYflHXHX6RdJ3XyzSdVWAoTeb3NYLxJYBU4xWzeZgHzlXVf0sKNe6T7wwmROBj8w0nbNVGPg4CIRwhQvM7P2rXG1d6H8zCLAeAnyKhTW2T+zvua3OW/Icot0KxC9T5ZxfvalXIiV7ft7Mq22/fJ1FmkcStimrltcFOeXdqrn1pFQ6vfpuvHjzK1lE74ZDT4vVVVvsor22bjVNRTf8DQLi+bbnpuA/2r64+T3C2oEg/F794pyJ0QMN/asCfhdz3I/jbrt6CiwasaI8gnWAIQMIPlqyx3sVjhiUv2tMHMqa7dJlwImPl5Oc1BhL4OKCRjhm+0fHI7sZh9DOyuH/DVH/YJUz1qljLGyAgEQKCZQBACppjDOMJscYc8X6jNFuRBW/qFJWCmo7gSpGWsr4GElx0JxF3ANPq/FA3GmHTs+tASmM15QnhmCyArP2zGCvI6Mve9u6ipoJh+WX+T5lPvlnNKtKA+/OitlIKI2BsasK8jtnN5Mldu9fXS+yTmq6IXz15DU0aYB7QSIjKLGfywgPmr1z6j4iPylVn3C2voV6d1b+H7X++2iv93zro/JV2bdeJtdq3WzJWAUz4q/67SUk62XirXLrwvy1s4nRp6nE61w39uWYWgBUSe119+90N68ZSPTQPamMV/kOUlm06VOwKxxz486a2kovXfLzEnzimeTccMG9vCr6cXt21m7WRrz4M1DY4BuoSAuXt/bcJC/vhdz3k6aJDlbUyHW5peyaXHexAwY9KPYoG3qMvtlHP+7CTHxRwlrr7vxBatMRMF7SLR6QVM/cTAC72Go081/UiIAo1RPcXiQzZyHZeXveX1pKsGZpOyEEdZYIWAGZMBjGrGikAQAiYvopd9WukYiEEGlJnVN+f/5voKZZYhxnrwQpID4+hdZcjU1W2aoNvhtj4q0kMsUkExNXnEXcC0cjchrq5yECo8qSVgNeexdR6LkE5XS3m9ycIlr3nZf2DdsBnaFVfxvhAxxdqRg8VwkB/Z9Wlq6SSXLnx9OnExq7f+27n800p65O3tlr6ShWAirLFYwJz65/U0/YxjEqKwXzb6mxMDFl+Y8PeoFx/FXkbWeEPUyczaUqXlnJe2p0I49xqB3Kp9MiKm+K2xRa3MdXO3LMW4efrYl6jHhN8nvR5GDAW26K4vGevKrZtZO+1EbaP/X15LzSr5B5V2b5/Yk8v6GnViLKw9nawvOR8hYGZkZBD7LB4/tBtNzl0QqoAZRh87MUv139dt+Jh+d98fkqox9ZKJ9N3TTqaHZj1Ju/d8Sb/42c3UoX2z24d9+w/Qr37X/JvR/7sxE5FuZ/lu7U+DBvajGdOvovw8fwYoqphBwFRFMuB8xIJlVtHTNODUC6i+19hEifyhz131UJJJudnpI0+G44Z0owlDuybVWC9gio98zci7m/1hXjjP9rq2WYALdugr63yaJ6Km3HZJDpnNzOKFn1D+KOqvmwTcBcgeBFoNgSAETJU+JMV8qF9oqbQysNv4BS1g/uDpddri1ClgRZwGIy9wzx5QRBCL4tRrzXWNu4Bp5Y7Bj5/Z+PVitGtsFSCN5/mtuw9RaY/2lg3gKM18AM6BWuqGzky6TsrfBf4Puzhql3lYc4/EAWQyD5Q7+uaLKjU/Qd64TcIPJh/IOQVH4u/2h2X7iG9OrPnsK/rxS59I+yOV5ccGEDec2ZPO/+r+xD5A77/Qq+ho5u/S7GaabD39pktYlZpEW/ebt937QQQ3FH1iFVwpDEvTybPeo/MyFtIlU65J2p9qAbqG3dhir6yasdW+1W05Vn5ZzSzT+bcyrcdnNKnw3YQBjyprUzdrdL2Aye+xH8zflW6l3BW/kb4l6paTMX0U/Nn6bYPf91nAnPPXF0yFyOqaGk3APFh1iIZ/Zxidc9ZIrbg3Fi2hFf9aSVWHDlkKmJ+XfUF33fMwjbtgTOI9/rft28vo9FNP9lttJe9DwFSCMZxMeNFx9zHv0Ck98xMnL+IjwldmGjv1ppqR9yQqY/RDabbp19dcL2Dyv7P1I4uEjcUntsjXrLVmUT3dTO5WHxvjR1AsANjalK1O3Z7IhtNTKAUE4k0gCAHTKnK4V1JmPtNKitoGJvwFfUWdOfixrPHKMYz3VPd9GHVGGc0E4ixg2gUt1F+lTee+5jmFH6tgDFFouzGwjGydxPqXr7LqD/VbrGtr6olFbHHYJQ7AeQ3JPgjj+Pg95OL5ePf+ai0KuJNLF07D1sosMFZV19Kfl++kV2eepBSbsBC8/eillL11AVWf9Yh2nZwNKNhHpBfR0e4dVZZzbiG4da3lNn+r9EHdgBDCmdnvzxh/QVVb9PnwvnP9+g/oyfPyWvz+wwrQpeoKs9X1bxYGt34dTEe0m38rg9uU0Q+qH0gY8Gj1MPERy9+/exds0VxEnNK7k20XmAXzsntBL2AKNxCvX5SjWbaHtS9XdW0+iLEZVp4yAuZ3hg2mf61cQ9deNUWr1uwnnyH+t1cWvGUpYD415znq1q04IV6G1R435UDAdEMrxWl54hqSt5Wuyp2nXX1hMS//tcupocep1HDsWG3i0FtKGq0Xza5dtljoHaqh7KxMYh+Y/PD7mbs/SLLsNMPAJ8LzV+/UFkPikZ3c7czftavlWxdo7eJHXDWvHX57c3sDup6Q4q5G8SCQUgJBCJiqrQCMohhv6jhwTVBWfmH4pvQamCGlg0WicNVX2CSKRBJFBOIsYFr5v2Q04rcWtEW1om7wlI3YlF5/xjGmt248Zar4Jad1qV1xZreMzNLrBdLEjaWAgnsoxpOUnYpgdcIqla0vZXxocvp5q8rphK4FVF3fRA9e3OwTU9UjDhOeOrtRW9ezuJzF636dT0C3/gbtrDbdGFeoaiPn4yW4qd/y/fy+ZMoWIiYHxqorvVIzerELSiOTp2wa8Vt4qXQRdRr9i8RrYQXoUiFIW41T4Z92+hk9W7hr4JsDGTX76L76mxL7Xy14TsfeLQ5kxPv836P6Fzn6rGWxdN2OfdIumPQCpvjOPHluHvVf/UPHG5uy/WuXTtW1ebd1Kas87PYVZem7d2qTlJeMgHn2qDNIXAPv1rWL9r/5v60sN9lCk/8mHk5rd9VcWQNdZgQB0yWwVCbnTWBx9n/oV9U/0SauvIU3aNVhMZMfYwQw/uDrT8bsFvP8vtECkz9MPEHrrTqt2m9mnSR77cNuEWr0fSP8x9QfO6b5hDbkqxip7H+UDQJhEQhCwFRtBWC8AurVikeWqZMFu2w+dulU+glVUR9VeQR9vV9VPZFPMoE4C5hW/i+5lWLT9fjlpVRSVGDZ9ZxuXdk+Gt2/ORBMnB4R7Ky0ewfHoAypapefOU82orTe3ylb5mV+tcU0cnGqGLgpl63O1u7Y78uXNAs/97y+hW448xjb6/miXvztm/zYGqqqracpJx9Nl5/aw02VHdPqRbaiF07T0rMv09rhtyXedWs1aWdAIWtc4VhxlwlSceWV5wD2c6raalbfdC14FrsBK+xKtSNu0/aNZjENXOKSSn7+75fTtHZv0QVX/+qbsfLy+GZfuAOnSeXhNZHbWA9m5Wj734+fT3JnIfpt7nWDW1jPa2upzyvpjw3XJfa/2g3G0isTQX3493rz3I3U1ER0Yo/2tK5sv+b2weoR30J9wDMnJnoBk9MKP5hTPg5nX65CPHZqo9nfH1u8nV5ctdPLq77esTqElPGByQJmzx5H0/0P/5EK2rbRLDG37/jCUsBk35ecdtrUSfTt7kf7qneQL0PADJKu4ry1iWvbHvpj0w3aaQtPnixe8keDH73ZPP9/o8Dn5N/CKGC6qb6Z81+Zax+cJnfJrUQ5haZCqT4Pro/eytTtiayb9iAtCLRmAqoFzCDEP70o5sb5uJ9+VS3CGuti5QvOT52j8C4EzCj0grc6xFnAtPJ/KUgY3VCYEWIRdPmWysQVZG8UU/MWi13zVpdrhbMPyCheI/dzHVpWEArChQWLbvNW79QCDIX5pOobIcTw+yaeQIN7HqG0yfr1wX9t+lnzzS+DhayZP3y7ShgNOvRpvQYF8tPooKNyW9UtrG8vty/vn7dSRuUWrSoNvc4JxUXDPa98SBXbPqQHJ/XTDiVUiIpu+tloKOTmXW1Pu+QW7RWjoRDPi8cWFSRZTorr2ou63KbFmGAXC8a9/h0vb6IPPt+vBediH8I3PbfBdv53a33J9TUKmOKWza+/mhKKYVGqDiHiaoFZ2v940l8Lt7PcNFpg/uzHPyR+P2oPBMyo9YhNfcQ17Zc7/4YyqnaZThJ8StlQPDhxpVzvi8JpEedHwORqm20G7BaY7MMyZ+1TRLkFVPPde5IiqwsUWjCgYTO0RU0mi7ajZml/0j4cQ2ckTp1i1JWoKghEmoCTgMmL4oUbKlq4jLBrUBDXmMSGiq+AhuGfUsxxXiK/ynZ20FaksvVQnU7fV6rzRn7BEoirgGnn/1IQc1oTid98l/Z5lJFBmhVLFEVAqxEg3GrwfO3GuibYEfVN7n59/soeYjsd3ntpL48dtswNm6uTKO+lLbLvfLHnAHXtVEBZWZmyr0inE1ayV+fOS7o+zpm4jThstErTV0TGuEK64pIJg47KbVWNsAXvsF00CFcgb5y6mvJO/iHpb/SxkMeH28Ud8qhXUQGVdCkgnsvtLO4luzORzExYZ3Ets3KzJsI7PWa+Qu0O5MVad8WJf9X2zA3dT2/hd/KeN7bQsk8q6YGL+2ntdDIeEH93O48ZBUwhlM/Ou11JZHYnbm7nA6f84vp32SvkRgHS7j1mAR+YcR0REa23mLiWTmlDVHdAO3kxPgl/JL3GaBOouF4uFuJ2k5RfAdNsM2AWiY59V+Quv0vzk2IVwU7fLnGSyr4w9Vfi3Z7IRrRbUS0QiBwBJwFTbN5krXqC8DenF0XfXL+H5iwrC/SaFHdSkNG0gxB5ozKwwhKYo9LedKpHXAVMJ5c53EdmwQf1fSfmLfbtzQLLhGFdA/Oxq3rM6DeuL63aSQX52Y5+0FTXwSk/Pz5/ZV0UcR2CsEJjIbEgL0sTtvW+353a7OfvTmKEn7xl3t27/xC1L8gPRMB0EpmtApWY1VvGCk8zjCidFpoBRKosxtj3+Lgh3UL1gct7OxbXwnrOv/9dmtnlXTrj0v+XcKW2uPP1xAIm+0TfsruKDtY0aAcO/Kj0e2z0ayrmJS7HKZiNlZDO3yWeG+de+01MCcFSiJt/GLSJhjSt1gyWsna8o+31xXxqPGTXu9Aw9gl/J72snY0CpiibhVWuU9DX92Wt78Mag6kqJygBE1HIU9WjaVqulfNutm7ha0I8afFJE1thsoVmQ/dTE2bpMv6e/AqYRp903A1CUDV2SWOXQVQz/LbE9Xe7LuMPBFtrNuUUtnDqbea4OE27Hs0CgVAJyAqYIrKrU+X8+Dmzylu/mVtbtk/zC/bA5H5OVfH1dxmLLa8FMKM311dIO1H3Wk4q3gsjAFIq2tUayoyrgGm2HjHbvD2zvEy7Xmf26EUV3ug9unhbUtRmnoc4j4HdOzhGeg1zvBgPeOzaGUS9WDgp7dFBs1C0evz4cxQBHQ+Pm+9YfdUW4GItzmtuFkncWi85VtgiQaoPgoIUMMXVWKvfojGgpx1DmSvidlfMvfaP3Xup2q8E7fYmCFZu87zj+dWUuWsN/XrKSGJh68vhd9Ok1/Jp/NCWB04y+2C3ZTdbfP5Ji0vBgiQH1mXnk7wH1wfVNcvXyo+jk+jMffrw8Aoa9sVj1Fh8opY1X0G3sra1OxzwGmDRKGCKOfHp4xZQSef8Fv5r3TKVSY8I5M2UZH1gurXA5LzZF+avfvf7RACgQQP70YzpV1F+Xp5MFwWeBlfIA0estgCzjxH7t+CFjVhECdFQb90oYwHlV8AUkQT1zoKFw3Q9haa8Qlenc+JKAkcmrB02M5GVmXWnWtrIDQRaJwEnAZPnIX5ko9sGYQHD5Qu3FW9u2ENdOuQFbmEUpIDpdSEZlxHaGjZScekLN/WMq4DJFnJTRnS3tTxysno2biT5N0oZTZo/TH744JitV1jElI3o7Ia9n7T6Q6MgNu52dRNcOY2duOfH/6WbK4SqhT+9IMriwIdl+0Kxwkz1IVeQAqZTdHUZUVKMSZkAH24sOv38DsW7qRBcnOY3Fe2KQh7i97j8pFcoq+xd+nHB41S+r8E00NV5D75PN5zZMrK3nzboLcFzVj5MWTuWUvX4ecQuDJyCzJpZ5eqt/tkgyezhm0BjjmmkaypmaEZAImCRlXsJqwMcPy48jAKmWI//dtAXNLJpacLVmx+2Vu+mKgJ5EG1Bnt4JQMD0zi4lb/LkO/WUbxblYmFakJtNZw/oTNPPPEarF0+MHKlbBPiRsYDyK2DKiKReoGlXzlc+qImX+msJYS9AvNQd74BAHAnICJg854zo00lKNAxKnBOC4vLNlTSid6fAr3fKWHV57e9U+jbzWmc370HAdEMrOmnjKGA6iSGCrt2VXLM8xL/xtUT2AXzgcIN2rbwgL1uzzpR1qRFG7xrnXL5GyBFpxRoxyDqIa4nMZt6qcs13qHEzLjbVslb8xvqy7zjZSMOqg7zpXQ+ICN0qRRGrvnG6Zh1kn3LeQQqYnL+duOTGZYDMdW0ZkdMLTzbaaMpp1+JVfYBVsSfzkrfbd7xeD3ZbTqrTi3n8no5PU+NRJ9DPNp9kGXQtiLUoi9NsYMM3BYVoKeOf18wKWGaNyW0Y9K18uvbzyzT0XOYnmX2ID4R4rjX6+LQ6wPJjmW4mYHK9huRtpaty57VwX6d6fAT121VdT+QXLAEImMHyVZ670QJIRA87pXcn2lJxyPIKpcyk6FfAlHGarxKIdqXkoxc00308IAAC6gjYCZjiVH/8kK60rmy/tmByeoKyXOT5r6q6XosSHGRwHdG+oCxJw547nforiL8H6T80iPoiz2YCcRQweWP2yNvbpXziWo1LK2s3Edl7VP8iunxE94Qwp9qyx+/4Mx6IcL1l52u/ZYt5+c5xfTXfoSIAkshXbJy9Xr32EoRF5QGK8aqm26B2XvkG9R2VrU/QAqaduOSmz2WMG4ISFVmUYmG9vtfYBFY37g5k+0ImnZOPX5k84pLmjr8spczKT+mDxuNp1MBvWR7UmN0UZ6hAGwAAIABJREFU9NtG4bZNf0uQ/62+ZKytL0gt0NSwGxNjRdYiUhxkzM64iTLqDmp74Dc3HSYO4GPl39No/MRtltEFrNiYCZhcr4pdO2l2zq2O/j/9MJc5oPCTP96NBwEImPHop0Qt9SewPNldPHsNTT+jp/Z3u8mLr0KN7l9ka6HkV8DkOqhcJDp1jZsrJU554e8gAALfELATMPWOwtn/l4xDdHHVe/SAIqWYxWKUBUCvljxuKhSUgCkTcMRNPaOYNtWb7ygyiUOd4ihg6gU0J8b8m2YrwWevHdwiwrjV9WZed23dfYhKe7RvkTWX+VlFldSBjlOd/P7d7EAkTD+0+vUmW//oAyAJ8VLW/YgZCy9rP97AqwrCxN8z/YGZsMJUlb9V/xvL9TtO3L4ftIDpJC7JWLVxm1hEbMotTMQAsGqnbH5uOHGe/BgDjjYWdg3cL6CxnmFHIHfDSXXaef+3jWYtLacuhdn0xLSWc7m+rCBuCvINQbYKrD5vTsL61inIrFmgKVmLWfE7eabb45RRuVmLDeEkVrNYaQzk5ufWj5mAyfWf//52+lu7HwUqYLpxH6J6nCG/6BCAgBmdvpCqiX4DLawM5l43mA5WNxAvGu3Mx502+CoEzDCtbNxcKZGCi0QgAAIaATsBU7ijYOsannOc5hXOL6iDDbEY5TJkhFS/3RuUpY2fk3C/bQrr/SCuboVV99ZcThwFTKcgCPr+NBOfxJU7N1bdUbKittoIm1nhqB7bZtfyxTw9YWhX4rqx9eqtY6yD+zjVyYsFjqoDFKt+FkK4VRAapzY5/V3WLYJTPn7+HrSA6eSzUcaqjdvnJB4JBpxf3fEXKYtELvYkbIGZvXVBQsQ0Wtr56QM378r4AXaTX5TT8pzNIt6Eod2SDpf09VbtTsKKiZPIJmJV6COV83eLfSk7ufkQ8+nSyfWUUXtAs+B0EquNa1eRh1e3J2YCpvj9LupyO+WcP9tVrAs3YwsRyN3QSt+0EDBj1rd6nxXGyc7qCpOsnwsVAmaYm1RxguXkKDlmXYzqgkDKCdgJmPqTXpkNcZCWPyJv9sf56kzzSMIqYQZxes/1aw0bjaCsV1X2L/JKJhA3AdPLBtVohenmCrqeGB/gsjsfpw1o0OPMygLVjWWqXR15HmSfn7+f1D/Jt6WVCMVlv7Whwrd4KQQqtxZtqg6JrMRhL6K3m3EQ1LfHTR2CFjDtfNK6EiYl/aOqjgzOlniZuz/Q/P9xkFEWMYVvRKeI1G76QSatE0uZPNI1jcy61W/bndwYaGNl7+ZEsBs3B2Bmc6yTdbbxHZ6Pt+6uMg10JNN2MwFTjLlHj3yM+o29mRqKB8lk5TpNKgJiua4kXgicAATMwBGrLUBMQmz1xNHHn71mSGIBaXUCI+v4W4WAGfYmNYgrIGp7DLmBQPwI2AmY+nlG5sBCdQRYI01euJV272Dp/1cl/SDaEgXLGpWMrPIK+9sQRptaQxlxEzBlD2z1fWe0wvQqdmlX6FbvDCUitd3Ys7JA9cLGrBzhB9TsGrhVwEhmzFf1OQCS30ezaCu90pXlnKr5x249LfM99Np2mUCcXvOWfS9oAZPrwe4GTuljHpDPyapNtEN2X2AUkWQ5WKVjy7DGLoO0gKP8CBGzKadQu+Yb5uP1ECbMOqaqrCB/p6JNTlbiRvGc3TGV/6dGSlA0itOy4qde5HRzS8Gsn8wETE7Hh3iT6UW6cOwYauh+mvIu1kcg/7SuGzE31kHwtD4CEDBj1udi4irMy6ZeRQUtNu1W/mNk/F8yBhUCpqoFsmy38EJF72tG9j2kAwEQsCZgJ2CybzgR8VtmUyjr18drf/BpOkfX5SvtQT9OV9y8lN9aNho8DthqK4yr/l76Ae+YE4ibgCl7YGtsrf6KnVffYEFb4cmMUTsLVNkgEU7lsACwrmyfFu3WGMQtaHHA680bnn+eWV6mRYr38+i/f8Z8eC6ftXh7kj9VP+WJd72K6irKFnmEIWDaWQk7WbWJesoKmFpwna0LiK0j/T5WQYa4jMaOvQMRc+zqbObz0G8b0+V9J1+rKtrpFClbfw2a68P/MXMBZ1UXvRgpu4YUhwO8fud5TG8A5bbNVgImz//d9q+k/3dyg20AI7flifSCa8XEd+jmuRupqYmkRF+v5eG96BKAgBndvrGsGU9c/Bj9M5ldMXFznUqFgBnkdVEzILK+bmLYzagyCKSMgJ2AqV84yVxrkxE5/TSUF2/FHfJt/R75yV//rpv5VLZMVdc6ZctLVbogrFdT1ZbWVG7cBEw7gcmu34QV5qBvtyee17z6BjMT8BZuqKBln1aGcsjiNCezsMHRyKef2VML7OjlYYF3dP/ONG91edImOGh3GE7CgFV7VM0/dv6chUDsNbq6XV94Hdde+tfqnTAETDuhWUZwdBNd3EswKCs2Zj4NVbJ3k5eqgwo3ZcYprd0cydaM/PDhjJ/HaWyJa9BLq/trVoRu5wy9pbLsoZ1w/1RS1Fb7xs291rvlopWAyev9D9eupodP/SoQAVNYtl538Ce062uLVTbowtP6CEDAjGGf88TFHyjj5GO2uXZjEalCwGScQQXsMOsqCJgxHMCocuQJWAmYxqsrYs6xOzmOguWISuCq5ze/V3lUti3IvIKwXg2yvsi7mUCcBEy/ft+EJUyvzgWerTrEmosFUC2wxOJtxGO/uENeKFfdnKLRMqM5y8o08ZEjqd9yTu8kP5Z2Y18/5/PcfvaAosS1cJnvgd/flawVnrEcFa46ZOawoL53qr87XvohDAHTTmh2EoW4TTJpRNvNIkF74cLv8HVxDqhSM/Ier1koe0/WIk9ZgTHLyOogmufGi2evocL8LN9ztZ2luLDW3TDkDzRzUYN2GOTWb7LelZPs4Yb4NrE4W9q9vesy9d1sJWAKcXj5Sa/4/i3woUDWZwuofsBVCX+a/Dv77ScltHTfsfTAxf18C80xG7qoro4ABMwYDgdeiFVVN5haHBmdE8uezDAGVQJmmJHIeTLLPFiecIQcw+5ElUEgcgSsBEyzDZxV8DDRKFXRX6MCSeVGMgiLzqhwMtbDr7gU1Xale73iJGA6WR869RWPUT4gvnxEdxo9wJt1orDkLCluqwmX7J/37P6d6Z43toTiPkF2M8vryFlvb9eugrNfSlnflHrGLJYu31KZ2Oy7OTB36gurv/sJvOJ37maB+831FbaWS36j+5q1O+ybTVbswxAw7b6JCevKSQupKaedaTWzP36eclc9RProznZjTVVAkDYvj6e6vhNd+WX1+htweg/Xx50INftqHD+0G00Y2jWRmH/fL60sp6raetcWkWYlWrky4HFcu/DHdFn1vcSHZV7cH+lvNjkF8BF1E78t/v9urqubtc1KwBQHRU8ft4B6XHCXc0dYpGCRN/+1y4n9x7LfSw4IVN93Es1/Zy099O8hxHFA+AAOT+slAAEzzfre+OFyY92jSsAM2geSvsu8nsanWbejOSCglICVgGkmEFgFDxMVkvXBq7QBAWbGi0Wz4BVeigxjw++lXkG941dACKpeyNeaQJwETCfrw7D6mQ+O1+3Yp1m4cFRyGcs9VXWT3cyK8oTVqaxvWn0wGaNVYxj8tQA+w26k+l5jXSNjNm6vauoLkbWuVB3lOCrfiTAETOZtNYat/Ez62RPofRG6HlBfv6APLML+LlP54Pq4HH0zkZfdX4wf2pXK99XQ7v3Vmkjm57GK0cCWhbPe3EBLsr6nWfp7uQItfDazBb0xoK9dnVm4PVjdQK/O9OcL2ErAFL/fu7svpJMm/8ozPs1dxEfPU/X4eUQ1B4n//+HN/6Szdt9JNwxupHHfO8Vz3ngxPQhAwEyPfky0Qu+c2O11HlUCZtA+74yLFVVOuNNsKKA5IOCZgJWAaRYJ1WnTmm6ilUqLUjcW8p47M0Ivqt7YR6hpaVuVOAmYbH3o92qcio7ktRdfQxQb07Csj71Y6rm1AjceULPFKgdRY7HW6TDLL1u/QpHfuVv2MI7n9c8qqpICHHltf5hrars6hiVg2kUidwrQ4zayuGbRW9iVaoff5rV7iK0+c9Y9FXqkcbMK611YeBHGPEOI2YvGQD7i2v3c6wZrrj/4W+LXStHKxRmLcTe+eyQd27fU8zVuMdfzYfq8VTul/VlyO/nxesNAdLOdgPmDx5fTyPpFdPH1v/Q0Kvj6PVtf1pVe2cKieeGqzXTP4j205OrOWmAsPK2bAATMNOt/vf8Yt35QVAmYYZ4Wu/F3k2ZdjeaAQGAErARMM7HS7vfudnMcWIMUZux3EyyqEmTAB4XNVZqVKnZKK4XMbAnERcCMuuVRGAc5XgPVuDlYMN7q4aAr81fv1K6Ru7X+dPvT8xsoxc/tIDcitBch2Y6Fn3q7ZRwFAdPuCnSb+eOovmSsZYAQty4GVNziyltyCzXltvMlgqrqJ1krYVXlxTUf41zJ89qIkk4JQZFF9F5dCujWMSWem2g1Ftn12ZWrB9HJgwdKu+4wVkLUn12UFOZlebqG7rlhRGQnYN4z7306/MU6+uWMqz0VwXyydq2hw+Pmt3i/tR34e4LXil6CgJlmna1fZL2xoYKqquulJzZVAqbqxZtdF0HATLMBjOZEgoCVgGlmYWMXHMHrhjoSECwqoWozKeNPLcocvNQtaAstL3XCO/YE4iJgso/JZZ9UElvQRNHyKAzf4F4Pj2V/l2YinjikYh+aPKexkMkBi4J43FrXGevgx5LR7bdMZX+7cQUVBHeRZ1gWmHb95BS40+nvRj4siuesfJgOT1roGZ0ftwaeCzV5sTUeinrlp5/Ldu2r1nwU6+cuFZasVvMVj9Hhay+hX1/YV3Mx4vXhAyN+3Pgw9lqW8T07AfOZf6yjhevKaO6Vx7m2lBRW9jUj76aG7qe1KDYq86AqhsjHHwEImP74RfJtsXBauKGCxg1p6aTYrsKqBEwuIwxrAy7HLtJbJDsHlQKBGBCwEjCtAkRYWd543VBHGZHTlXnZugt/S7LBM2TzjXI6Veyi3MZ0q1scBEwxz0TZsX8Y1sdeBTrZ96xEPLZW2r2/hpqayLdvNbvfj1vrOmNewm8cCxVuHzP3KXZ5GAMcuS1PpHdj+em1DNn3whIw7dYNbO3Ij1W0b01MNFw9tWufTGAgqfcvnEdNhd8EhJFlqjKdCtFNZX2inpcI5PPWhgo6tijZ2pIt0ycM6+rZStLKupcDPp28+Ue+A9EIATMV3z07AVN8J5ZOaZOIHi47FvIWTaeMJkoKzOvWJZ5seUgXXwIQMOPbd5Y15ysE/GPfuqfZB09JUYFUK1UKmCpPn50q7+QTx+l9/B0EQKAlASsB00qotNqcy26M48RfRZv0/paiaC0WVH+oYBdU3ZCvOYGoC5jCAlxVYK2gxkEYVzu9/r5kD5qsrMb5Gvmji7dpVzC9RNSVZe43YrRbK0p9vdxa3tvdTJBtL6cLMwCUU73CEjDt2ux05dvtfkAmMJAdF60+O96h6nPnOOHz/HcWsZdvrqQRvTvZWpeHMcd4bkQEX2RefPDCv1Uzy3E/Bx7c3GbfqH9Ksu7d9NRldP1X1/m2Vuc5aV3ZPvr7jJNCv3VgJ2CKQ5eHTztA/b8zWrrns8reobwlt2q/JaOPS/7GzFlWFugBmXRFkTASBCBgRqIb1FZCRJUsyM129WNXKWC6Xez5IWAV6c1PnngXBFozATMB084SxMqyLh0t7ryKBPrxxJasZif+6T7meBH6zPIybcHND4+pexds0YQPv07l051dqtoXZQGTx8/Fs9fQ8N6dfPkqC4OtinnDqZ5e111CbHO6/m0lkIhvQ5BXGcXVwsM+LN38iIFsMT9lRHeaMFTeys4uGI1TX4q/R2njHpaAabfW0KITb11APA6Mj9cbWX72EBzFvLHLIKodNlO2S12nEwcMfN2Yrx1bPXzAfMs5JfiWShIWe2Wrgxdh9eeVqZmLM57HPpr/a03AXPzT4ZI1NU/G8zHP3XOvdW9R7qtgBx+YnPf59y2lK/pU0oXnXyhdFFumNvBvySSgFsR5aYytJiEEzDTsarFIc3sarlLA9LNY54/1nBXNvpRkHrc+b2TyRBoQaM0EzARMu80f/2ZnLd6eEKYEO1nfanFiLWutZNWmMH0ER42r3gKKF953vNx8W4Ad0T8wuV/Uqov6EFGUBUw+COBryw9c3C90CxS3g8OvNY9MeX6uqcsE4JGNwi1TV7dpVER69nod26s1pZegE+yL78Tu7bU5kX2JRukQMCwBk8cGX9+94cyeSWKcsNI6dFmz/z/949Unvtc9RMJ608Rfn9vxbZdef6vOym/iss2V2vc0FdZ4KtsaZl78u77p2Y1017i+VNqjvWnR2m94fzXdeWFf19+YhHsC3aEL/9tf5r9Cr2ae51t45LUTz2mytyxVsrWzwORyfjTrbzSoayZdOu58qWLFAZWZ9SVnwAdI089Ing+kMkeitCQAATMtu7XZB6XbK1UqBUwrQUMGNy/Y5q0ulzav97r4kKkL0oBAayRgJmCKBbLZqbGVKGflMzPOTP1cQ+R282bkYE1DqxTsBDu2aGDBu1dRAZUUtaUtFYdaJY84/A6iKmAKNwxPXFEaWNAYlf3jd96QqYsfgVFG/AzLt7lZWzkybebB8iTfaDJc9GlkhFpjnmwFOW/VTteCg9Hi3Kmu4hsr0rGAebC6gcYP9e6Hz6lMN38PU8C0Go92Piu9Cpg8tjJqD1j61bRixKJ67qqHyExMdcPVLq0Q3Vm4XLdjHy3fUqm5BtO7nuE0N8/dSF3a5wXqwkFVm+KUD8/bt83fRFW19VrAHb4pwsZBso/RpQGPmWfe2Uor218Q6zWPlIDZuY4unfh9KVTaAdXHzydFHueXZW8ISBWERGlDAAJm2nSl/4aoFDD9XNURfj1kHROrWtj6J4gcQCA9CJgJmE5BDMz83nrZLEadoB8hQlxJkp3bos7Cbf3EZozfGz+kK00/8xgtcjH79+JNGZ7oEYiqgMmWMVXV9bHZsPtZE8mOCj8Co5O1YBj1t2snX9Vt6HEa1Q2cJovDNJ2Xa9186FSQn+3aTYHbjTcf3q/dsZ9YlGfea8v2af//7P6dI3EtOEwB02o82l0T166Xb3ndVASxGzRe/FiyxVjewhuo/oSJvsekXd3EQc2rM0/SrO0mP7aGzh7QWft28iPEy7hYovv68abwZe4HPmBgAZkPFmRvCBr99vJYu/HdI6nzMf1dzycpbH5S0U4C5s2zF1CfvN107RVXSFWbg3M15bYzvT5u5XtZKmMkSlsCEDDTtmvdN0ylgMmle11Mi8hqVlcljC1zcurtngTeAIHWTcBMwHS6ysaLjHmrylv4N+RrH+km1omNvJsAaWI0MUNeBKfCZ1FURjSPk+L2eYkNuQgA4tcfVFTal271iKqA6cUnYSr7xuv1ZTd19rrm4jL4dzh/9U7LjXmqfTH6DeAjOHpxa+Ln+qKbQzw/FrRuxonXtGEKmHYHW1aBerzuBeyupZux4qvj+a9dTk0Fxb4tgp364qbnNlCX9vkJsUtY6fL6g4U0tryEeOlEUd3f3V7VbzN/HNWXjE2I3Hxj8PrPxlLpgAGeo5ura433nJwEzDueXkhVVYfp/un/LVWInR9ar76dpQpGotgSgIAZ265TX3HVAiZbZI0f2s2V03MhDvBViLMHFElN8HZOvdVTQo4gkP4EzARMp42fsA4QfqtSbbETZC95EQpEwBH48WnZM34sWoPsY+TdTCCKAqZXn4Sp7lMv84Zsnf361nWar50sNGXr6SWd3bVht/k5HcQZ83NrRWl8X+ZqPr8jrPO9HIy5ZeA1fZgCpp3LmjbPjaK60mlUf/xFLZri9TaWma9CO0YcKTmz8lOqPm8ONeW084rT8T0xJozGHDymqmrqNetLDtYaBx/Ajo2NUQI387jRxRn//9EbJ9Flp5a42htHDY+TgPm/8/9OH5Q3SgmYTvO7m0OgqHFCfYIjAAEzOLaxy1m1gOkkeJgBEqf8JV0K6MQe7aUETK9+b2LXQagwCIREwEzAlPFnyZvczyqqtOvA6SxMuVnAii4Tc9vc6wa7dgYfUrenpJh0HicpAaq40CgKmF59EipG4zo7MzcbrjOxeMHv78jJQlRm/lfVFmM+dv7R3Jbp1mWF37EmK5im2sJVhmOYAqadcGzl996PP3wrq04jFzaYyFn3FFkFG5HhKJvGakywsMmuENgCE+KlLE116TjA1NRTuksJkHw1mp+akfdo/83j7Dvl98X+ZpKUgFlWRffPmOwIPnflg5S5+wPtN2V83Fq8OhaGBGlDAAJm2nSl/4aoFjC9RCIXp/yFeVnSgS4gYPrve+QAAnoCZgKmzCmo3scj++96c31FWl6XZhYciIYduss+Ub8eKNsO1en8Wo6prg/ya0kgigKmV5+Eqe5bWWs8L/VkH20cwdqPKwY7gVVm/vdSb5l3vAZZMcvbzrLPLL3fsSbbL37LkeHoN02YAibX1eqg0CgKiXb58ZPKV33rjr8oyapTz0zsNWqH/5zqe431i9PxfT40OLaowNRXIo9jNvLQB/NxzBAJlBBwY5xjdGvwxZ8m0JQvb9YO+VMRPVwJACJyEjD/snAlLf/oc5p90wTHIvl329hlENUOm5mUVu8X2DEjJGhVBCBg6rr7qTnPUbduxXTOWSNbDII3Fi2hOX99Qfu3QQP70YzpV1F+Xl7aDRTVAqaXSOTilJ/hsvPyByb3c+Rs59Tb8WUkAAEQSCJgFDCdrHP0GfDijg8g2Ipa9jccty5wGwhCbGLZ8TtbTeD5hoCbsQVu4ROIooDp5QAhfHLJJbJIxc+d4/oqr46XA2NjJaxENL/XqP02ts3L46m+1xglwVJEW2QPoPz4v+R2y7o7iMOYDlvAtBLUs7e+TjkrH6bDkxa2GFp+/KSy9WZjx96mIoooJG/RdKKcQtfRyr2M/zi4FPDSrnR4R9aqmtuqd3HGAvjG139P1391na+DpigwdBIw5y9eSY+sqnNsJ/uTbfPcaKo5axY1FA9KahprAqXd2yeCVkWh7ahDNAhAwCQivUA59ZKJLQTMdRs+1sTLX/zsZurQvh2xyMnPtKmTotGDCmuhWsB08qlkVnVxyr+1oooWbqhwF+nNYgJUiAhZgUCrIGAUMN38loWFCwt1A7t3iHWkRavOdmtJZXTE3yoGkYtGermS7yJ7JPVBIGoCppu5yEezA3lVhchoVTEVeVtdr9ZHQg4EjE2mThtcL/URB0pOIqYq63C+cip8Q5vVNy7XJMMWMK0s3YTRgvEat+w1cLM+0K6x7t1sGZRHBPo5fOE8airs6mXYuXrHr+sCV4UhsSsCPE/K7k/1AaL4f/9jwTy6c99FjsKeqwqlILGTgLl+7Wqa8VYN/fOmAbZ+YvkwInfFb+jQZSuSWoHD7RR0bIyKhICp6ywzC0zjvxkFzRj1tWNVVQuYbicf/cZk6+5DxJt+2etQdhHMHBuOBCAAAi0IGAVMt9fu2HJi9/4azYct/yfdHjcCprDASbdo7Cr7FAKmSppq84qagBnnK2VuNr5ue1FFpFared6NxZHbejuldwrw4PS+1d+5L/g/diIm/12FGxSnK6epDJDkhl/YAqbduDNGd2bxka+ievVN6RQMlK2AG/ia6/Db3CDznBaWZ57RBf6iG3/DehdnPMaeXn2IVuWfIXW7MPCG+CjAScBc98k2uumVclo6pY2pZaUo2s49iKz7DR/NwKsxJgAB00bArK6poYdmPUkDB/RLWGV+XvYFPfjoUzTz+mn07e5HU0NDY4y7v2XVD1XXUnZmJuXmZitr03//YRVNGX40jRtS7Jjn/NW7aN6acvrr1YNoXdl++vELH9HLNwzTrqM6PQVvXEH1R59KNQOudEqKv4MACDgQOFxdR5mZRHm5OVrKv6z4gpZv2UuzpwyQYse/5ceWbKfrRvaU+u1LZRqhRL/426daBND7LzrBsVb3vrmVdu+rkUrrmFmaJjjr/n+l7ViJe5cdPFRNebnZlJOtbl3gh8l1f/mQBhzdga7/7rf9ZJOSd8W6ZtGPvqO8/B89/xGd2L09XTb8aM9586HTpU98QI9dNpBKitom8kkl87z1f6LszxZQ1QUveW6X1Ys8Ny/auIfum3iCdk3R+DDTLh3y6Kdn9/JVNn8/V2yt1LiaPcx83OCukf9W8mFGYds8yuTFQQgPc1u4cQ/979XJV0vzVj9M2RVrqOqcp7WaZO3+gNq+/UM6cPEyTzUT73N+jR1LWuSRs20B5b/3W6q64EVqLAje+tLqd+ipYXhJOQHRP1bzhr7AzKpyKnjl+3TozD9Q9hfv0u/WHUX/Ljgx9uvB/xw4REcUtiHKyDDlK751f5+YR226J/9+xUvMpu6471Nt34lJ+fDvf23ZfkdWWVnhzEfKBxIy9EUAAqYOn9HaUgiYZ486g0r7H6+lNAqYfCKZLk9jYxNRBlGmxYTkpZ23v7KFjjmqDV054luOr/9h8Q46VNtAt5x9DFXVNNCUP6+nX59fQv26FTq+e9Sym6m284m0/7gpjmmRAARAwJ6AcS64581t2gv825R5+Pf7+vo9NPK4TlTULlfmlVileWHVLlr/74N05wUtNzrGRlQcqKXr/voR3fDdHvTd4zrFqo1hVpa/EwO+VUgThzofdIVZL5RFxHNBRkaG1T4lVERiXfDT0cfQfx3TIdSyVRS2cedBuuPvW+iZKwZQgcTBrJsyeZ7hOcbvb+iyP63X1mtivvq/bfvo3oXbpNdibuosk/bI9++gxuxC2jv4pzLJXafhdefKz/fRr84r0daq+mf87LVK5m7BcN61JybVb9uXh+nHL31C9004Lql8140J+IWGxiZtf6Bwi2BbY/F7MeOWX76cjnz/F1Q+5m/UmFNI4v//+4J/eKbQcc29lL9rBVWMnE0Nbb/5FhUvupRqjhwY2BjUV/j97fvotQ/3UMX+Wpp9qfN9dnBDAAAgAElEQVQBqefG4kVfBHhukP0OfeuV79GXI+6ndpvm0A93/Dcd36eP73naV+UVvNzQ0ESZWRksGZg+Yl773ekZ1Of4UtM0Ofu2UtGSa6hi5B+prkPyIRGvC3n/8MMzetjWuGP7bw7bFDQNWcSEQFoLmCxILvrnO6ZdYfR1yYmsBEw7C8yY9LNUNVVfIedCxRWQW8aU0O791VpQD/Zv+dMxJUnR80QAH3Hl1M21Qo5KmFF70NJ/jRQAJAIBENAIGK+QcwTtcUO60YShwVsfxKELZP3NqbqCGAcmfuro5kq+n3LwrnsCUbpC7taVhfvWBvuGW7c6bmrjZr1kl6/+ujMHEuF12fihXVPmCoSv7tb1nWgbHdoNJ7O0fIV7xeZK+v3kfonIwKr8X3J5IiCLmRuROPk6DPsKuV0gm4Rv1JF3U0P307RgKVk73tGukHt9OM+8hTdor9eMfkTz3Sd89AXp+5LnheWbKzWXBtzmUf2L6Jz+RVTaI9kq2Gvb8J5aAm7WLJqLs6EzKHvrApr6xVQaPqB3yuZTVRScrpBzOfxNevikz6n/yMmmxWZ//DzlfPw8HR433/TvvO8Y3b8o9qxUMUc+LQmktYDptrPhA7OGsrMyKT+v+dqoiocXZ48ubrbe4qdX5wLtAz1hWMsFsdnC3ioCoVm9tMXLrjUQMFV0GvJo9QT0Aqbd5qu1guKNxrxV5fT3GSdZIuA57eLZa1K6+Y9L/zj5iItLO9KxnlESMOPiK9BuHKgSGo1lqMpX73eQxcumJqInrjC3oAl6vItgLVYRalWWbxQxVR8+8Xp2/NDkQ0AVvktVcrDLK2wBk+siAnue0jv5BoMWObywq+aXUtUegEXM/FenUmO7rlpk5DB8X/LvrPw/NXT2gM7aGOEAiHiiTeD2+Zu0Ct45rq9jRXmcNhQPppx1T9F3yu+jX1/Yl8zGs2NGEUqgQsBkw6Om3HaWfmVVfdMihA1VUUgAAqYOppmAiSjk/kYbix8cxII/yCVFBVpm7Jh31uLt9Oy1gxNWmGaRRd2ccDk54PbXCrwNAq2LgF7AjLvVUxA9J+PEnTfAL60sp7nXfTPPBVGXdMgzHYSpdOgHszZEScBMB0twNwezsmNKpbWgWJ+x1SXPXyxepkpQ0dZ1Hz1Phye9JYvCVzoWJdh3G1tiznp7u+YHdPqZcm5TnArmvAvys+nWMd+4HREH93ERNFIhYF7953V0Sp9OplZYmgXXpheIrSP1YqZTXzj9nQMC5S2crkUb5/8dpPWlnZWpUz3x99QRsLuFw3PomxsriC2u+eGx2ZRbSIc+X0Vn7b5T+/e4W9fKCpi/HfQFfeesZP+WzMUu+K7Kb1rqRglKDpIABEwiemPREprz1xcSnNsVFtJtt9yoBenhR//3QQP70YzpV1F+XvqdkAVxhdxq8BoX8Wan3SxgcgAfmRMufaS3IH8wyBsEWgMBvYDJv81ln1amzAonirydBExx9XLKiO6xunbP1id8bS7sR/ZKftj1QnlEUREw02Wj7+ZgVnb8Oc1HsvlwOpEX/+9UC2ts/VbfawzVDZzmpgme07KgeNOzG4mDdPD/Vtl+nuP4mvDjl39jzRq3w8FUCJh2Fqr6yOO5Kx/UrNxUjRWRN4+/ICOPq7b09Tz48aIrAna/XT6sWL6lMiFU8tjM3vQCrantRdd/dZ12c6cwLxpB8Vw1WpdYRsA8/76lNPHoL+jSSZckFSN+X1bW9YhA7rVnWs97EDBbT187tjRMAVOc8vNijk/3zczx3Wxq9QuZxo69HduKBCAAAtYE9AImrvcmczKzGNenuuPlTdqVsFRdvXQ7toU/MfYlVjPybrev+07vZq73XRgycEUgKgKmsGh+daa12wZXDUtRYjdXD2WrqHqzd96D79OIPp1aWAvK1kVVuoTvwUkLQz1UESLm1j1VSoUG4zeDbybdPHcjDe+dWs5u+isVAqbTt6HNc6OornSaZompWuzmMdjQZbBmiRnUw1blI0o6KbP0DaqeyLclATsLQe5TPnDjeA78H7Yk5+vjS6v70y17L6fFPx0ee5wyAubNjy+kIfnb6ZIp1yS118noyOl3H3uAaIBvAhAwfSNMnwzCFDCZGlthlvbooC2SzZz1mp1Y29Fmc3TefPMmHA8IgIB3AnoBk/3Q3HJOCY0eUOQ9wzR70y4Yh1jYxumakFhMNuUUUgNbnAybGWqP8Vy/cEMFPXvNkFDLRWHOBFItYPLv6ekVOzTLQLEhdK51dFMEsTELIs9UEwzD96BVG3l+50ellZT+m1GQn6WJl13a59EDF/dTWk6Q/ZYKAVMYO1j5m85dcRdl1B6grLJ3NZ+VDcWDgkSgNG8Wsdn/JX/3UuWmQWmDWllmZj4axU2B0u4dqKqmXrO4ZlcHuaseoieaptKShu/E5mDbrjulBMwn/kFD8rZ6EjDj5Bu4lQ37yDQXAmZkuiL1FQlbwBRWAzzB80fcuOF3e70m/7Wp1NDjNGVXSFLfI6gBCKSGgBAw/72vDgtsiy6wcjDOcxlvTGVcX6Smd5NLFRFc64+fSLkrfkO1w39O9b3GhlY9t3N9aBVDQSm7Qs4bwTkryjSf2bwZnH5mz4Qf7Th3SxBifboJmFll71DeklsD9T2YijHEh/bsC579bMZNvGReqRAwnW47CEtdrl/cBEwOmLV2x/60ELRS8XtKdZlmgbnEvpbdT/BNHBbeO+xdT3mLptMTmVfTqsyT6IHJ/VJddd/lywqYfbLL6NorrkgqT/NvvOV1RCD33ROtNwMImK2375NaHraAyRXgD0BGBmnm9kazerd+nZwimqGrQQAE5AgIAfOdT/9Dj7y9neJ+bVOu1e5SmQmYL60qpznLylIa+MJdK5pTawEQOvbWLC+bA2e8QDWjH9H+LYzH7VwfRp1QRjOBVFhgCiuWXp0L6IYzj4l9wAP9WApirKebtQpv9psKmqNLp9PDwcre2lBBPK7jZHkp+iAVAqbdbQeul3B/wv87yGA7QYzD8x96n+LmJzsIDnHN08y9EovSWyoOaSIlrxFZyDy93eeagHlt9a+p6Fs9U+qaQxVrGQHzjmfepqrKcrp/5qVJxWqH5rvWUPWoWaZVQgRyVT2VvvlAwEzfvnXdslQImOK0ihd0Rn9xYhMjexXTaUJ0DQQvgEArJSAEzIfe3kG799WkxYmx6q5kP3EThnVNREfljdbFs9cQR+/lq65xeozRIPkwKHPXWqoe/1Io/ueCEHXixD/KdVUhYLIlCvt5k3VDwULPuh37aO616edSwMmizMtYCCIwkJd6qHhHuLOoPndOaAcoKuotkwf3/bLNX9HUU7rH5tq4vl2pEDC5fCcxg29fsR/8Q5etkOmGSKQRtw5wfTwS3eGpEnqxUmTAN3BG9O6krQH1B0u8xrq29jdU2rckdutDMzgyAuZfFq6ktR9/YipgcmAj/s2aCZhwreBpOLa6lyBgtrout25wKgRMrs3Vf15Hp/RpnvCNj9PCRZ9eXCWJ0yIGww8EokhACJgz5n6cWIxFsZ6prBMvTouPyKPi9nm0tmyf5qOPrwXyQYxK32lBt1EEQNNbr7BVS/6rUzV/wmH4w4yj39Cg+yUq+fsVMMVGndsjE9VZHFymq99dJ4syL/1u5kPcSz5ReIctlTKayNIyJwp1bK11SJWAaTwsNPLXxJDdHxCL3nF5+JCmqro+Vq5m4sI2rHryjZtnlpdp18T5EXO7+M7x3+ev3qn5OOWDmdOfOZw2/uT9Cpj6Wz/G/oJLobBGcLzLgYAZ7/5TWvtUCZh2jeCFC59WTxjqHAVQnNwfDjlqpdJOQGYgEAECQsAc+9CqJN+0EaheJKrAAua6sn3adcATe7TXApLxf8dJvGSQ7GA+5+Pnk3wRhb0pdHNYFYkB0Eoq4VfAFBv1gvxsWrG5kn4/uZ+tL8t0tr4UQ0b1WFedX6qGdsbBcuLgPXHzZZgqXmGXmyoBM50sjPVCV7oe0oQ9LlNVnvHmiNG63mhJmC7zNPOWFTCXf/S5FsjI6I6IBcyG4sGmMSvSzadzqsZnupcLATPde9hF+6IoYLpduGiRyGMWidBFFyEpCIRCgAXMjeUH6NZ5n2iny3ET5cKApFlcdsiLffRQvi7OT83Ie1pgSxwIXTiPmgqdD5D8Mk+nxb1fFlF636+Aqffzdvv8TVoAk2evHWw6p6S79aXoV/b9ffaAImVXCaP42+FAPI3Fg6RdUPB8k7PqQaLcQlhfRmkC0NUllQJmSVFbmn7mMREl465awnUW1lbuuEUttdHNGQtvyz6tbOEOTRjh8OE2Xy9nMY8DecX9kREw2QL10cXbaOmUNtRQPKhFk/mgqr7XGFMBk9cJ/MQpEGbc+zOO9YeAGcdeC6jOURUw3Sxc2jw3iupKp1H98RcFRAnZgkD6E2AB87mVO+kfH3+Vln7o0r8H5VvIC8m6vhNN50xtPh02I5SI5MLh/Sm9O8lXHikDJ+BHwDT6eeMrdjc9u1EL3MeWmMaDkdZgfckd5vZg1q6ThdVPlHzp5a74DbFLH3ZBUTPybtsxylaXuaseIhY8G7qfSrVDZ4ZyYBL4DycNC0iVgGnmazDOeFmgYYv0W8eUxLkZqPvX/lmFJa1ZMDUhxk0Y2o1uem5DUrDauEKUETDFt8lMwLQzNtL7EY0rH9Q7eAIQMINnHJsSoihgul242Jmlx6YjUFEQSDEBFjB/s2ALtW+bi0V2ivsiyOLFlU2rgBlW1plB1Em1VVoQdWyNefoRMFmQ3Lq7qoVFCouY7Pe6XX42TT/jmwjjrcX6kseQSguTKAXAYt+5eQtvIJ5X+OCDhUw+UK4bOM30p5Oz7ini4It8vbBu6MwkK53W+HuLcptTJWCm05VSMc/J+AOO8lhA3ZoJ6A+j+BDW6BaArW1nLd6uRZufs6yMXp3Z7C8z7o8rAXNyvXaYpX/sBEwcZsd9dIRTfwiY4XCORSlRFDDdLlzsIpvFohNQSRCIAAEWMCc/8QFNGdFDyv9sBKqMKngg4BT4jP+es/JhYr/CQT8qrdKCrmtryt+PgMnBZcYN6ZY0h/Am/h6ONF62T4tMPnV4d3p6eVnaRh43jhe36xq78Sauoy7+6fCUDku+Ap675FZqKizWrC7Z7YSYX8zc+rC4mbVjaWgW3imFkyaFp1LAXLihQguGEveHr9Wmk5AV9/7wW3/h45ljNbDloNESXgjWpd07aEU9MLmf3yIj8b4bAXPBmZ9S/pDLE/UW7onMDs6F39B0uWofic5K00pAwEzTjvXSrCgKmG4X53yan711AXFEXTwgAALeCGzbdZCmPfMhAvh4wxebt5wOfPwG1WABI3P3Wqod/nNHJhAwHRGlJIFXAdMYwMCs8mw9ePeCzVRV06BFcG0tQS1YwFQlyKgUQ90MMI76nLVrDWXu3UyZuz4gtr7UfJoNm9HC72Xuirsoa8e7VD3+pcS/C/GyZvSspOAObuqAtOESSJWAGSUrY7/EVVpf+60L3vdPgOff5ZsraVT/Ikthmm+X7N5fQyxitiYBU6wBHj7pc+o/cnKSgHnoshVJHYAI5P7HZGvJAQJma+lpiXZGUcB0u3ARJztmEyNvpvmp7zVWggaSgEDrJfD2hgrtCnmqrXpabw+E0/L816ZSQ4/TLK94ci04TWOXQVQ7bKarSrGwwe/yY3VFXZ+hmf8oVwUicSAEvAqY7P5l7Y79La6PW1WQrZL4sPKJK0oDaUPUMnW7rrGrfyoETPZXmcfWlgXFWiRZnh8aO/UxFSPFtfKmvEItwCLEy6iNRvn6QMCUZ2WV0soq3X/OyCEVBITgxgJmVXW9aeAZ/hbOW12uBW3j/6TDI2OBye3k6+BJAubX3w+zfbpZIKR04IU2qCcAAVM909jmGEUB0605uZXFEC+i8+dNoKZOJYhwGdsRioqHReDBhVvpsy8P0cOXDAirSJQTMgGeE9s8N1oTFYwRIvVV0aw0d3+giZCyj5hvG4tPpKyyd7UrpUYfSMa83Po7lq0L0vkj4FXA5I366P7qIm37a0W03hYCpoooxKkQ/p0st420+TAjb+F0orx2RDUHCJaX0RqPsrVJlYAp9gEPTOpPpT3ay1Y3cunEdWJcj41c13iukBibxR3yTN2lcMZC5GytAuYjfZfTCef/JMFYuym55XU6PG5+EndYKHseiq3uRQiYra7LrRscRQGTa8snOG4WLppzYMOGWfhiaspp58ufGy/c+XFrjYRhBgJxInDj/66nXkVtacaoXnGqNurqgoCwVmf/ljwvWj2JdBfOk44OLCwva0Y/Qnn/vFWz0rIK5CHKTYUlmQtcrTapFwHT7cFja4PL1+XPf+h9V+saK0apcL0gY7ltrG+zP92HIF7GeLCnSsD0sg+IIma3LrGi2AbUKZkA71H5sdqn8nx/+/xPaPqZPamkqCAtELqxwLz7mHfopO/f2kLAZPcj1aNmJbFABPK0GB6hNAICZiiY41FIlAVMN76xzCKR5y2aTpkHyimjaheZma3L9hBbLLF1kdOmXzY/pAOBqBEQVgK3nVtCZ5xQFLXqoT6KCPApeNaOd6QsK9s8N0o62Ibxiij7wMs8WO5o+Q4BU1HHKs7Gi4DJ1rRsdTL32vgH3VCMM5Gd24NZq3qEbekqa7ltVl9+1+6wJCjWyFcNgVQLmHGP3I1bBmrGYdRyET4uW5PLJVkBc/LDS+ncIzbRJVOuSXSb3ZoQEcj/P3tfAl5lda29Mp6EhCBRQ0IJFZNYkCGM9jYgF+FKFLS9EAqoVVQc0FDB3lboLfa2Vf/C/e9fxYpjsWJbGSpwrwMKVEQEbGWQAAqFUCyxDPE2NpCQnIz/s3bch++c8w37m4ezvufhUTh7WPtd+3zn+9691nq9tru9aw8RmN71jeOWeZXA1BthENq6gGEXHreE/ZenlbeWzoa0quVC9djkwOd1n/AzFKWgWpqOb1Ga0AEEkEjasL8WXrpzMGSG0h2YkaZwAwE86OnILoCWskWa08feU5U6RFSHJRHwosJqWAfx6S3Hqe6qpjecbWCEwMQoitLCHKic0M9ZY300G770XocK7CZrollFhIpCx5+DzBwEi85F7byFgJsE5t2/roIxV+Sa/r64iShFl7mJvn1z4zsqXkER6BFBSpTA/N4Lf4CRSVVw813/FhmWPXv2LInLZKQSCyLIUxuOABGYtBciCASFwGSRRZLwdGm9DZZerlHzTWlLsFOjuqPQmZ3PmnCClLYQIRAkBDCiZ/zXLoZbvtGbCMwgOTZmLRhN3jrqAaGDmK70zycVy2/gIVHa/hcB2+FBkTRdXE1YTWqSlcImAXab40vTS2DSS4iYi/QezCqN6jSBaaQmrhgi1MrrCLhJYFr1fXELY142wu9RpG7hR/N6CwFRAvPBl3bAqPOb4eb7fxJFYMqVFaJnQG/52OvWEIHpdQ85aJ9XCczFG6rhTH1Y+HQrNkIgc30FtPe5mp32sFTI0tnQNmCGbmRxnNb+0wHSs1Vf5nUPTB0IAY8gwGs0Lb9tCOT3TCcC0yN+sdoMrhDeJFjXUlEcTUJcohJx65C74gSBRFNO6eHVai9bM55eApMLFiRSOp0RpK0QK+DfmVfuHQEoIuHEhfUv8btOdcCdQNtbc7hNYGaHUmRVnr2Fkrw1Vgp3+WG9ZGOwERAmMFf8Efo3vAf3VnZlRuKFh+c1JffAndsLYWjfHHhoUjFkh1KBFMiDvWesXh0RmFYj6uPxvEpg6q2NJhWdSGptAHzg5i/qcvUxRVwmfeGHUHaXeq+Asq7I2NSGEPAKAg+uOgi9cjLgu+P6QnIKEIHpFcdYbAeLSv9kNTTN3CQ8MicuWofOhpQT70PqodWA90Ul4lI6sMjBkZUveBjt0tDc7hipIwyiDxvqJTDpJUTMyVrPNSiEtGzLcagc309R+MFp0j9yGEHPPmJODlgrNwlMre+L16Gm+6LXPUT26UFAlMBcsvZDqK05Av9v/nciw2Mm5J8G/xLmbQpDr5wQdM9IZSQmlhFqbG7z7SGFHvyorXkEiMA0j2FgRvAqgYk3tZd31MBr864Sxpqniqf85U2W9t18wwrWV0/dN+lksWlTRscRXgA1JAQcRoCnfqKSYvElGURgOoy/U9NhNGXGG7cLp49zu/AemHLsLSZi1pmWDe19x7JIdqxlpHUp1TyS9pPuv9K+OVpDqn6OL4v4B38z8GSfLuMI6CUwSahCDGvcnxsP1gJGT8pdnJysGFGgWEvUaVXjyOHwzI0kxiPm5kC1IgLTuDsxBb5XjxAsnFRsfBDqSQh4BAFRAvPlP1RB1cED8MTMgZHsHHw//8PXnoRFW1vYM9qDr3wMZ86GITsjBcoHma8L7RGIyAybESAC02aA/TS8VwlMI1EGmeumQuuAGZBW9WLUi3psfUxR/0jT0LEPRh+lHV7DIjvpIgSCgIBUObjxfAsRmEFwqswasJYv1ghumrpO1wqRvEg9vAraC8cK1c2UDs4OgL44qqlEbkU9P4y+vPnZvYD/RTLeLBmqC6QANtZLYOKLenFeNxLw0dgLWs81nIQvzsuC528vlR3N6ag09vx0YlvkQDiA252WpIKAmwSm02S91Rvhm0s/hMrxl0H54Dyrh6bxCAHHERAlMPE3av+u9yIEJj8Ee7bPcnj/0xZ44Y6u3zYsFbfpYC0suL6YviOOe9OfExKB6U+/2WK1VwlMTKVC9T58iMeHeZELI36SGk8zBfImSbSAqCKudA5e/w2jOHm0kdy/idhFbQgBryKAD9i3jS6EaSMLgAhMr3pJ3q7kMx9BZ26xZlRUpJalwymgWiJAfFVWEJj4wPzqrlPQ2EIEphW7WC+BSUq7YqhrlUzgBCaOplTj0mkCUySSWmz11MqPCLhJYGoR/l7Gk7/DOFmr1st4kG3+R0APgfnBh3+CF24qYhGYnMB85vLVsO/E2ShtCzykyO+RQYfO/t8ejqyACExHYPbHJF4lMBG9m57dAxUjezNyReTCiJ/Uw2ugrWgStJQtinQRVcSVzsGiLQ+tjotYomL2Ip6gNn5AAB8cnnrnU1h533CWcksEph+81mUjr8/b1n+6prBGaHMlJHWCZiSk1auX1iXuzFa+hyOBef/4fsL3+Vg7efRlxcgClkJOp/nmPamXwEQfktKuNu5clVgpSpinnO44UgezxnQdLMVeSBZfnpflWFoqK83j8OGHNpLUwikEvEBg+rEsCJbBWrG9Bl6fL14Gyymf0jyEgBEERAlMHjm9reILlrnDRXbvTX2BSioYAZ76RBAgApM2QwQBLxOYmN5aVXNWMZUq1o1IOqbvXhr3sC36Ii0djxGVuSVRRCh+zmrCffY+pZHTd8j3CMS+CBOB6R+XYkp46rENLPqyueJVxShMfu8LX7ssTincidXyusR4Cq903f3rKhhzRS7MGl1oyCT+oohE/MPr/swULo2OZciAAHbSQ2BqkXIBhMfUktQijpHAxP17qj4sK2xgJDPFjLFU/9IMesHo6yaB6ed7C6bHkjhJML4DtIouBEQJTB45/f51h6B1yGzgZUjuO/cQPZ/RZjKFABGYpuALVmcvE5jbj9bBj9cfVkylivUECk1grSY88Ym9RF6keR811U2pMrlaVFGwdgmtJmgIyL0IE4HpDy/j/Slj7TRoLb0T0qqWQ2vpbCasI3e5FX3JbcG6xG3Fk9lDrNLFSRujpOPNz+2JFIE3O5Y/doD9VuohMLXSou231l8zYGbJdYPlRQt4SY/uoRRY8lY1bHmoLGpxSIocO9MYqSFm98pZ+Z3qN3XXzrXbLhrfOQTcJDBxlUZLjOB96aWdJ2BoYQ9XDrTwd2nqCPEMMuc8SjMRAsYQMEVgnt4LEw/NipSsMmYB9Up0BIjATPQdIFm/lwlMNPPGJz6EuRPMF8HWkwbVVbttKTTN3CS7U7hYkBJpQNuLEPA6Ahi1tnb3SVg554IaLhGYXvdal338/tRcsRbS9i1XjAjnaTsoOubWYUto6wLoTO8eF8kuRdoM6RhbBgHHyg6lwCNT+/vDmR61Ug+B6XehDaddoLbfOVlT1KsbIJkpTcvnpRKcFAVh9S+zC1S/v07jR/M5i4AXCEw9JUY4cYn/zUpPZRFfTv8enK4PAxKYJCjn7F6l2exFQC+B+dbVeyD0je8CPgcmtTRA2b5b6Dthr4sCPzoRmIF3sfgCvU5gWpWGgSnh7X3HqkYCcdS0XroxfTO54ZTjNeXEvUotCQF1BB5edxiyMlKj6qgRgemPXSMtb6Ek0MOiNN+4Hdp7DXOVfBBRMMa92BBujyrsLuoJfEkcUtgjso+dFjgRtdNv7fQQmIS5Pu/ifscrllSJjYrn9TAXTipm7aWlErBmsRMXHvy2lP1INqvFiflpDvcRcJvAFD3gQoL/PzdUA2ZulRb2gNtHF8LR2kZYt+cky+Jy8uLZY7ER1E7aQHMRAlYjIEpgcgJ/WfEfYMDUHwMehP2tx9fh2+8VE4FptVMSbDwiMBPM4WrL9TqBaVV0hx4lTa2Hdh7ZdP7WnbSTCAFfIoDRPbGRPERget+VvIRF8w0roKNnCTMYD1SSGk8B1rnEC8nL0Ma57P/D5U9pqpTbuWqRe6UcAYZkzrItx6FyfD8ozsuSNZH/NkhVXolMs8abeghMPGQ8Ux82REBbY62/RlHao7GKy0hYSskXJOtHF+dC5YR+jiyYyuU4ArPnJ/ELgcm/P9KoR/5vTiuBY/3+6trzdE/0/O4mA/UgIEpg4piYTSAlMHenj4EHPvxqXFkUPfNTW0KACEzaAxEEvE5g8iLeZhVOUXwHH8ibJ3a95CtdcgRBbNtIjUyXhDFo+xICZhBQEoIgAtMMqs70ZdHfdUcBCUx+SUXKIJTtGfIS7RO5n8oROpycVEvBk+uHpM/TW47TQ7LJ7aiHwBSNkDJpUmC6477deLA2LiosVrVYep9ubG6HB1cdFK4HHvfM0nBKdxkJFAw7RfEAACAASURBVEVMO7Sa6l8GZucZW4jbBKboAYlSsAMSKWbfH/QihwKJpYU5jh026LWP2hMCRhAwSmBiUNA7fRbCj3ZdQs9mRoCnPhEEiMCkzeAbAhMNjU2lMuI+kVRGHJeTAVrRlSLiFEbspD6EgN0IxL4o8/mIwLQbeXPjR8R7Rj0Ql9LJ08qxzlDy6b0QLl8WidA0N6v53lr1h5HQ2XG0Dp6/vTQyGb60bjpYC2q1z+RScWOj2Mxbn5gj6CEwpSJKiYmWvlUr7VE5Qh4FfypG9gYkM81EueL9Iam1AVoHzID2ouuForK1SunoWzW19isCbhOYolH1Su3u/nUVjLki11EhHzdIU7/uL7LbPwjoJTAXX7IarrpzKeAz4HN5S2HbyXTHBOj8gypZqgcBIjD1oBXwtl6PwET4kXB5eUcNvDbvKsPeEEllxMFFiU6WttlyDsLjlhi2iTomFgI8mhjVlo0qLluBmFINNiIwrUDXvjGk4j2dad2jJsLP0nc+Bp1p2Z4iL9FILN/Rnj9csf6wXOQMRrAgaaP2XZGL/CNFbGv2nx4C06hKsDWW+m8UpT0qd1/GVNSqmrPsu7Dg+mIoH5yne8H83tDWfzqkHNuARSa+rAd+p2JUptphiW4DqIOvEfACgRl7wCUHqFKkpmgEp1VOot8gq5CkcbyGgB4C86ZlH8CNSRvhlrv/DTJXlTMCc29dNyqr4DWn+sweIjB95jA7zfUDgckLAmOEjlI9NC2MRCMrRQV6usiEJ6Fp5katqelzQoAhgBEC+AfrmDmtiil1AUZMTR3RG6aNLIjyDBGY3t6oUvEeOUsxKjx8zRLPRF5yG7XuqXIRaUiK4TVxUF6U0FTsPi4flBd1GEDqr9bsYVECk/DWjzc/yIotjyBHyHMxEFRTfn2+/gNcTkS2XTmdHSDg31NObIO0quUALY3QXPGqbDSm2mGJ/hVTDz8j4DaBKSqIo1TKAg/Ilm351FQAhB7/4TPe2wdqYeUcZ4WD9NhIbQkBIwjoITAfXPFHGNX4Ntw69VsQ2lwJ9yY9Bb1ycxSf54zYQ30SDwEiMBPP54or9gOBicZjGsjQvsZryojWrdSKFuJAitR2o21GCHAE8KX15mf3QmcnQMFFoah0WSdRUjsMIALTSU/om0vkfoOK5J3Z0aS0vlnsaY1R7anHNkDTlLWyE8QSmPzvFSMKVIUQlCL/KCLQvB9FCUxK2TeGtdweRWG120YXxh0sYVv8LhgR72HfvU9WQ3PF2jiiUq0MTub6CmjvNQxayhYZWyD1CgwCbhOYovcYpVIWvJasU0I+GEmdlZFKRE1gvgG0EI6AIQLzxvEQ2roQ7k19gb3Du5l9Rp70PwJEYPrfh5atwC8EJk+lktZJ0wsCq8WmIbyDoe6tMjXm5ObKXDURWktnQ9uAGXpNofYJhgCeyr+66xTMnXAZLHmr2rVC1hiN8NQ7n8pG8xCB6d1NKSfe411roy3Tin7nL6g8wh5LhqzdfRKuG5wXVxtTeiCAhI+cyA8SPkbTbf2Cqd12ihKYavcTu2308/hY2xL3t/RlzmriHQ80Mt64XfF5hon0VL0YF4UpFQXz4oGIn/3uR9vdJjCVRAdjsVT7/jj5m4C/S5XjLzNU7sGP+4NsThwEdBGYv90L/es3w3eHtbID7H869V/0XJY4W8W2lRKBaRu0/hvYLwSmFaeoWsI7olGa3MtU5N5/+90ti/GhtmJkAYwuyQWs72emHIKZNajVgyIC0wyy9vX1ez06fl9tGTlP8bBH+vLJawFivb8frz8sS/ar1RlzQ7TBPu+7M7IogSkqsOHOKrw7a2y6qxVlcmJXi4ceKaf3KqqId91XKqDtyhlR9Wm1Sj54F1WyzA4E3CYwcU1a5L7W9we/b8V53QxFMevBVJRs1TMmtSUEvIKAHgIT3zU+P/JHWHblBwAtDVD2yb2yB85eWRvZ4Q8EiMD0h58csdIvBCaCceMTH8KsMfEpVqJAaaWHRyIPZm4UUulkEQyH1yimRoraRe2CjQCPUlp533DIDqWyh/GfTekPY0pyHV+4mmIwEZiOu0NowiDUo0vf9QSkHl7DiBKMWo+9pC+ofI8OLewBD646qEpgbnmoLG4spVpoQmBTI4aAKIGpJAhGMKojEIubaJqsKK78WUYr46QrxXxNJAozcthQ9iNoK5osOh21CzACfiAwtb4/mMFVXXvedgERikgP8BeBlgZ6CEw83Ny/6z1GYB5p6gm3/3mSa4Eb5LrgIEAEZnB8aXolfiIwzb4saUUWdKVULYemmZuEcKVUKyGYEr4REjJDCntEaiK5FSGmJbhBBKY3t6qWeI83rY63KqKGXDSZpbVKldQ5gVnUqxvw1PBePUKA3x25NHE1oQQkMLHvwknFfoHGc3aKEphEFhtzXWzkKhIfVpYWQdGEpE6A5onLVA2MjcLU+wxkbPXUy08IeIHAlCu5IMUQy46s2F6jKHRl9fdLyX8YddbY3OaqSKOf9hbZ6i8EdBOYu7fDM7m/hN09psDcw6NdK53lL5TJWjUEiMCk/RFBwE8Eptl0NYw2wJQqpYd6rc/ltg2rqzluMbQXjqVdRQjEIcAfnKUF5M0S8UZh1lLzJALTKLLm+6FIT0fPkriBRMR7zM/u3Ai4ntDGSiY2FC5/KkJiYnT9tFEFEBt1qZQ6qPZbYPZ3wjk0vDuTKIGpJDzj3ZV5wzLcoxsP1gL+LuBl5Z7Ve8+QRmFizcz2PldDy6j53gCKrHAdAS8QmFoHJVrfH60Uc6tAVstwsWoOGocQcAsBvQTmB3v3w8sXPQavXfJv8H8OFBCB6ZbjAjQvEZgBcqbZpfiNwNxxtM6wgjOPADp/605Z2DDFvCO7QJfyJuvTs4Qe+M1uxID2x3qXl+dlRUWD4cO2mX1sFCqtNCoiMI0ia64fr3HZggch+cOiBvOzeI8SKigugqqUndn5EB63hDXjL6j4/9uP1MELd5Syf1cqG6JWy1XrZdactxKjtyiBqVWbLjHQ0r/K2JRXtf2sd3QWRXlotWLty9jxeBRmR/5wSKnZxkrikHiPXtSD294rBKZaVL3IoTD+lqCIItZWtuNqCLdFsgdK++bYMQWNSQi4ioAeApMHb/yx4PvwfNZC2BMusr2Eg6vg0OSOIEAEpiMw+2MSPxGYZtNAtNRwM9dXQFvRpKiC9lpeZFGbJ7ZB8w0rtJrS5wmGAH9JlUZfIgRa9ZrsggnJVBQRkirfSuciAtMu5NXH5QcrmFLdfMNLEfLA7+I9aquOjXbnBOa+E2ej0r+VIm/UInIwnfDlHTXw2ryr3HFoAGYVITBJsMK4o2NFqLQizPTMxEpO9Bqm61AVv49YPgf7aaWd67GF2vofAS8QmFqHryLfH7tLi2hluPh/J9AKEh0BPQQm/41DAvO/sh6Do+E8IjATfQNZsH4iMC0AMShD+InANEv8aKVWsXTwa5fFRUGp+RojFjCaqElQ+Cco+4bWoY0ARtUcO9MYiSbjPZxKZ5JaKBIdQASmtk/taIEHJ+29hkFy3VE2PE+tDoJ4jxJeXbX2XmT3Tbz4y+XOo3Vw2+gLQm1KL51qZLzZ3wk7fOy3MUUITMLZuFdj78dWpZ5idDPeT/Q+x+BhSejdhdA6YAaVwzHu1kD29AKBqRVVL1LKwu7MFyRZ8QCOZw8EcjPQohIaAaME5r0dv4DiPr2gckK/hMaPFm8egYQnMJvDYVi67Ffw0f6PI2j+8PvfhdJBAyJ/f2vzVljxuzXs78OGDIR5lXdBRihkHn2PjeBHAhMja1DN2cilRFJqkZtKc3HVTr0vDEZsF+mDQgD5OSHFKDuRMaiNNQiokSxOK5Hz6AC17w4RmNb4Xc8oUiEw7IfRU+19/xlayn4EKMTRmaWvpIWeud1sGxsNjy9/uEfPnA1HKVUqvbiqfX+IWDPvWRECEyNd1+4+CSvndNVxpEsfAtL0e6tS8UmER58PqLU2Al4gMLWi6kW+P2YjJDHivDHcxgDLCqVCcV5WFHh42Fac141IGu0tRS18ioARAnNzr4fh+/AYDC3+Cr2X+tTvXjI74QnM+rPn4NX1b8ItM6cwUrLq4CF46tlfw6IFD8BXC/uwvyN5+R8//B70yOkOy1esYv6bPWuml/xoiS1+IjBFosi0QMlcNRFaS2dD24AZUU15JKVSfUy1cbtIh7G6Us+17DT6OT7IIbn7ypzhhkleo3NTvwsIaO1VkZQnK/EUiQ4gAtNKxMXGYjUuG05F0jY5sdc6ZDZgWqdXDkbEViPeKvbACIlK/IPXlofKIgMpRc2ovbDyCGc59XJxCxO7pQiBqRUVldgIaq+eKyuXD8oDjMC0Yr+Gti6AzvTuuup4a1tKLRIZAS8QmGqHUkqlemJ9ZvR3QfrbJB0To8kqRhRE/snpQ+lE3pO0dncQ0ENg8u/b0xc/A/f//T5YcH2xbfVn3UGDZnUDgYQnMGNBR0Lzpz//Bcy6ZTqLwkTCsnfvfLj+2nGsaSyh6YbT7JrTTwQmYiBy0qqGFYrutOcPjyMbzdSyTN/1BOALudu1o/iDXFZ6KswacyEN0669Q+MqIxBb4yy2JaaXNza3wSNT+9sCI74Q4wOE9MKHbbUUDiIwbXGF4qA8ehujLduKJkfaYRRV+u6l0JmVLyzE4azl1swmjYbnL4mlhT2i6iTJRc2IvLCa/Z2wZoX+HUWEwLS7ppx/0ROznB9iDS3sAQ+uOmhaoTWSDYJiYIVjxYygVoSABgJ+ITClB19KS8JDg4qRvWHayAvEo9YG4KWA5k7oB1ych9fjR0EgJGZEfpO05qHPCQGvI6CHwOTv65zAtOKAzuv4kH32I0AEZgzGf635DJ54ejnMv3829Mq7lKWXDxk8MEJgSj/HCM0gXX4kMM2c5GCEAl5c/Zb7MjYSSo+PtdTN9Yxlpi2m2azYXgPXDb4UdlTXAYrH0OUOAkjISNWUY63AzzcerLXFR1xc42dT+kP3L0stnAu3QX6PUFzak9QuIjCd3St4aJJa/aYsSYkkZmfPK3TV43XWevOzIYHJyVtOYMaS7HKRNyIp4hQNY84/ogTm0L45lBZmEGqunDymJBew9IsIAaM2lVeeQwzCQd08ioAXCEy16En87Xj7QK1QKQv8zmVlpMLCScXCaCtly+Dv0KJ1h6E4vxvgIYSoDcITU0NCwGMIGCEw7x/fD57ecjyqNJDHlkXm+AgBIjAlzuL1MDlhyf9+3cTxkZqYsQTmP841+cjd6qa2d3RAUlISJCcl+WJND//PURjUuzvMGJVvyN5uJzbCRXv/E05P/h/oSMuOjHHJ9gchfMkwONf/Nt3jppw/Db023QKfX/M8tPYo0t3fqg5PbvkrnA+3w51j+sCc334MC667HL7er4dVw9M4OhDAfXpp93R4YPxXZXt9fLIBsM26+4bpGFWs6YvbP4M/Ha+H524dKNbhy1YdHR0ASQDJScm6+lFjYwjgPeN833JD9xxjM3qrl/Sey78P373mq3BN/9yIobXnWti97JFvlcDA3l3369f3fw6rd52C384eorige3/zMYzvf7Hh3wlvIeW8NfhcgM8E+GygdE195iOI9ZfzllozY/fDK6DlkqEQvqTUmgEFRlm96zQcPHmOPc/gf3GPm7ly//Qw61739UfMDEN9CYEoBNraOyAlWf1e4ARkeL+R/g7wOfn3SOT7g23f/fPf4dnviD8b3frifpg+sgBuHHJp3DKP/28TLH7rL/B5QwuM+1qu4vOeE/jQHISA3Qi0tbdDakqK8DT4nb1h8KXwxoHPLX/Xuah7prAd1DA4CASawMT0783vbpP1FqaI87RwbMDJyksuvjhS3zKW0MR2sQRma1t7YHZDU3MrezhJTzcmiuM0EN9fcwiGFubAd77xFcNT57x6HTSPeABa+k2KjNFj5dXQ9E8/jPo3PROY7a9nLqW29//2AJQV5TJsfvI/R1izn3zrCiuGpjF0IlCxbDd85xt9YMpweaIdxUpu+9U++L/fHgBDCnN0jq7eHPfB4K/kwH3XyJOnSr2bmtsgORkg5JN7gaWgOTxY2mfvQ7f3/x3OfXMNdGSJp7M5bKat02W981229qZ/+nfYX3MWfvD7Q/DyXUOhV060WF75L/4U9T357Qd/g301Z+G/pl8Q3Ys11IrfCVsX7/HBG8+H2TNBWqryy0qsXzy+JEXzUs98BFlbHoDWPmPg/NU/d2wZuI83ffw5fKOoJxz7/LzqfhYxKufV66F5xHcNP8OIzEFtEg+Bc43NkJUZguRkd4Mc8H7z/fLL4dqB0UQi3uvxN+MH112u6Rz+O7Pxe1/XbMsbaN3nGsLt8IM1n8DEgZcqPu8JT0YNCQEPI1B/rhlyskOqB5tS8299YR/7a+25MOj5zolAoPZsItKf2vgTgUATmKIukSMveV+qgSmKovPteNqVmdqBLF287ig037CCLcAKJXGl2ppOIiSt+0Y1eZxEPnounu70/O2lqinb6C8z5RDkVig6t1xfSiF3bs+gwjikZceVsnDOAvdnYnWHT+/VrB184xMfRtX0xZpkZ+rDUbUyY1dD9RnN+VcrhTxIvy/4PJB6bAMDzIiIn1GkOYZY99WsejEXIWyauRE607obNYn6EQJxCHghhRyNUkrlvuelKhhdkitUykKvkI/ofQ5FG/FCAU26CIGgIqA3hRy/s1U19RBb2zyo+NC67Ecg4QlMuShLKeykQm7/JjQ6gxXKp1wBt2nKWujMLgCu/Gvm4R8JzI7sAtfUP+VEY7BgOdbXUhNuMeoH6qeMAC/wrlXTzA4lcl4H9fX5V+l2UaITmGlVywGJgHD5U7aSAEkNpyBzfUVgFcZFNx6rAXpsA+B9WO2K/Z6IfG+WvXMcqmvPq5KconYmYjtRAlPrHucH7DJXlUPbldMBv/9hBwVw+G92cV6WMAGjhKeZGt5+8BHZ6B4CXicw9dY71nNwLCci554naGZCwF0EiMB0F3+aHSDhCUxMCX90yZNwrqEhaj9ce83YSCr5W5u3worfrWGfDxsyEOZV3gUZoejUtiBsJr+J+OglMPFFFq9YEi9z3VSm1Nkyaj6gYAa+vDTN3GTYpaLRRIYn0OiIxNXa3SejCpkjkbZsy6fwypzhdDJsF/Ay44qSJyKRZHrNNhN5lqgEJh5opO94FJBYhPRs6EzvbiuJmb7rCUaUNk1dp9e9gWrPD460ot5i97QIgan3dyJQwFqwGC0CU49whgXm2DaENHIxtHEudOSWOHYIiVFb31z6IVsbCq7hYaPRC0nY1tI7oW3ADKNDUD9CQBYBrxCY+Lz0l9pGJgbCL/4d0qNwLPL7wcfXEmOkLUMIJBICRgnMWaMLhSKkEwlLWqsxBBKewDQGWzB7+Y3AFI1u497Ch5UzZ5vj1J6l0T9WkI+i0UR27SJ8uGtsbgNpaj0+3N30zF6YO+EyKB+cZ9fUNG4MAqIpTUg6r9tz0jIlcv4wb/RlOBEJTDy4wO9uR69hEC5bBBDKBiQy8LIjEhPLVWSsnUZkA4Bw5HssGSkSQYN91u4+Ba/N0x+JTDc0AC0CU/SQxutYhrYu6Pquj1vSdZB5eI1mRLCVa8K9jJceAiZ2/tiMEivto7EIAa8QmNW1jYDPVtLSPHKZR1oe03NwrKet1rz0OSHgdwT0Epj4/dl0sJaRl/iHLkLALAJEYJpFMED9/UZg8gcW0dQ1XoMjtr00jTNt/6+go2cJi8Y0eolGExkdX6ufEmmGL5o7qussI8m07KDPAURTmvTuZS1s9ZL7seMlGoEZ2roQkk/vhdbS2VGRS0gy2kViph57E9J2LYXmirW2pqlr7RUvfC5aexjJyB1H6yKRN9Jav0rrsPq75QW8nLThgyOfQ5+Lu0HhxVmy0+Lvqtm6jU6uR24uvv9ayn4EbUWTgROBWBsbnwecuLDMCwq6IdFutH4eRnQnn/koUtPbCbtpjsRBwCsEJiJ+96+roKhXFiycVMwcYCTFO/b3RM2TeqI1E2dH0EoTFQG9BCZ+1/CP0aCKRMWZ1q2MABGYtDsiCPiVwBR94OcRDnKCKrxuZcqZj6CtaBK0DplteGdE6mh+WVfT8EAGOqql0fBT61fuHQH5PYJXAsEAXLZ2ES36jkYYSX9SM14uClfPYhOJwOSpo0pkhZTE5GJferBUapvxxixH01StsNnOMbr9pkyz7qD0JVUuCkfOPiIwjXuN35f+5cpL4N9vuEJ2INEoc+NW2N9T7jABS8u0FU829Sygx3KlA1Y9Y2A9XbPPL3rmo7aJhYCXCMzYskhGUrz1/DZgiYfbRhfCtJEFieV0Wi0hIIOAUQLTTIYBOYIQkCJABCbtB98SmHpJH7UUra4XmCeZCnn42mXQnj/M1M5gL+MWjKPXCK00GpGUS71zUnt5BORqkaphhQrLVqX448N25Xjj5QISicDEl/72XsNU691ZIe4l9b0bEV5e/54iodved6wqYSR94RR9+eREJz04698BHOPsUAq8MmdEXGQgV/L1e1RFaHMldGZFC+85Hc348LrDgHi+cMeFun56PEb3FD1oUVsjCHiJwIwti2SklAW/f8kFNcTiIxLtbwRT6kMI+BEBowQmBdD40dvetJkITG/6xRWr/BaBiSCJPlRIi+TL1eDoqkdXAUmtDazuFSqSm7mQwOTpaGbG0dtXS1AhCOl+ejFxqz2+kOIlrUWqZotVKUo8Ss3Mg0KiEJisXu0nq4XSuEUiBEX3GikFxyPFouA1ynfwF04kI0/XN8OSt6pBpISI6O+EqP8SpR0vRZGVngJzJ/SLq5+MpAHeb1bOGeFbSCIlZGJUx6WiPp1p3W1fH+5tfE5BJXIjF6vbeWh1wguCGcGO+ogh4CUCEy2WivkYfX4SKfOjJ5tGDElqRQj4GwG9BKbZslb+RoustwMBIjDtQNWnY/qVwFxwfbGmMA1/AOmVE2IKn7FK5OgyJBVSj20ALSVcEffiy3h7/nDH0s+4TVqkGSnyinjPmjY3P7cHpo7oLZxyhGRAVc3ZKGVNI5bgOPtOnDUcyYNzJgKByUV02q6cLvQ9FYkQFPFXbL09kT6J0IZFvH1xFJonLlNdLicj99XUs33++E0DNeEhAlMTItkG+Hux+/gXUHBRBhz827mo+slItt387F5Tkd7GrLK2FyP+qpZD08xNcQNnrpoIraPmsbqYahd+p/FyguhUsoOVpMBIchP1u61FlkYLGgJeIzClZUR+vP4wlA/K0y0QIkJ8GqmvGTTf03oIASkCeglMQo8QsBoBIjCtRtTH4/mRwBR5+ECXcAKzYkQBVNeel33pxUiM5IbTptPHcT5eU7MF1YwdvJA0U3uIowcxZ5whjRQr7ZsjNCn3jWhNV6VB9RKncuMkAoGJBxYpp/cKRyyJEmxazlYjTLT6BvlzjIZFf4gQmPeP7wdn6psV7+WxOKFAynWD9b/cBhlvkbVhhNPf6s7DQ9cXwazlVVEK2UhuvrrrFKy8b7hh0RkRG6xsg7/xeEiJRDl8STom/70a2ouulyX+pMrkSnbwGrlYe7JtwAwrzRUeSypEaLb8jfCk1DDhEPAagYkO4GI+qHBspEyI1qE/zmGkvmbCbQ5acEIhQARmQrnbk4slAtOTbnHHqCATmJwcwvTxjQdrbVfiFn0Zt9LTIjVBjRBrVtqYKGMZJYrN1igVFTbR8kPQCUxeLy4ckzaqhgvWyU3f+ZjpCG1Wc7PP1RQpFQO2KL780AqjL0XVr0UPurS+F4n2OeI2IL8b3D6mEBa8+mfo1SMUUf3VOizzIlZcrKcjfxh05F4QJWobMF02epLXxm6auVF2OZy8RAIRQt1Z+Rk3LjoUcQP1xJvTiwQmF/PB518jBKaIEjke5JypDwtF+yferqAVJyICRGAmote9tWYiML3lD1et8SOBKXJ6Kj1BxTpeD646KFQ3zYwzWG29YxscfaHREvDh68FopIqR4qnNZnBI1L5GU/VxP2dlpEZIAr34WVWTLugEJqZbQnq2ZrSfFH8e5aSkVi7iq0hdPQvq7IrM56c2XChJq4QHkmpIpOEL5dC+OUIpg1T719hOQDGwGSPz4dtX9YZ3D9exmqMYIb7jyIX/zw6lGhvchV4iEZVR3/nWc5C5qhzkDjo4eYntW0YvArynuFH3GufHdXWmd1cVInMBbpoyYAh4kcDkYj6NLW2GnutFDpvpACxgG5mWYxoBIjBNQ0gDmESACEyTAAapux8JTFGiiLernHAZ3PNSFaszaLRYvojPRV/GRcYSbaMl4MPHMUuSidqTyO2MEiaoXP7yjhpGEhi5rEgfx3mDTGBiKnjKsQ0QLl/GRGP0XKwmXulsw6miqHYMadkQHrdEz7QJ0VY0DZarzVbV1INI/WMEz4hCbUKArrFIjAh/9FslMPLynpCelgo3PvEhzBpTCOv2nIQhhT0MH7S4hS2Ska2jHtCsaSm1j9WWzL2CkZP8kpKX4fKnWPQmlqRIajwF4WvVa7havXZeU1dPNLnVNtB4iYGAFwlMRB4jJPFQ5fX5+p+bRLJW8CDnttGFwvXME2M30CoTGQEiMBPZ+95YOxGY3vCDJ6wIMoEpTQFxQtCBE5iYeuZUYX9RYhKJTifS6D2xqV0ywmgqOE/xN0KwW6E+zuEKKoHJIyCNvuybiXTi9wQkOKhOnfwXkym9a+DDD6OQwBRNGRQ96HLpduHJaXlE//O3DoS+l2QxAhOJ4I0HP2dq2a/cOwLye4Q8abucUbxsBKZ5d2YXCNuN6dnpu5ey9vi97ex5BSSf3sv+zslL/P9IWQqHv9+ipReEF0wNCQEFBLxKYJp1mJYSuRPvDGbXQP0JAScRIALTSbRpLjkEiMCkfRFBwI8EJta/wbS2LQ+VqXpSmgJiVtABT2y1ojcjUREOvczgCyVGloqoXoummtNXwxgC/ETf6As+FqXH1NjKCf10GWBlnaYgEphIMIQ2zlUU7BABm9WaO7zG8B2LxwAAIABJREFUUGkIjNBKbjilK21dxKYgtclcNxXaiierqsLzez6uWw+BSYc2+nYK/5347/uHQUYojRGY/IBldHEuPDK1v74BXW7NyrpUvyks2iU1lwn8fXGU/UGhKWhpiCIveVsU7+tMdzbCWm9avMtuoOl9jEBQCUx85hpzRa5sORJ+HzT6POdjd5PphIAiAkRg0uZwGwEiMN32gIfm9yOByR8u9BCYRtN70VXY91htI7wyR1t5lUUT6RAJMboVkLz83sqPobMT4PGbB2oqwoqI/Ri1hfoBYBr4iu01htKZED+McqqqOcvKHIhe6NObn90LleMvg/LBeaLdFNsFjcCMpHzqrHsZC5DRyGrR9GjTjvP5AEgAtecPVyUw+T0fl6p13+dwiNQ58zl0lpvPS5I8950rIwQmToL4Yw1SP0Vfot24t7BkRMuo+ZZjxQeM3B90RnmaMchIWryZ+ahv4iIQVAJTrZY+/XYk7n6nlSsjQAQm7Q63ESAC020PeGh+PxOYWDNQTUwAa9hUjCxgJ6xm6qHhOEgW4Tj4R+3C2lntfceqvoxb4f4frz8MH/31LKy8T5tU5fOpnThbYVMij4GRkI3NbYYjlIyc+GNU2lPvfKprD6j5KGgEJqqHp5x4D5or1pou6WDkYIKiL8XuCCLRZDzCWQ+BKXrQJWZlYrTiv5M/vfHyKALTj6t3sk4kRhEjCd9Stsh2qCKiYA6WqrF9UTSBZxEIKoGppkSOn20/Ugcv3CF+oOxZB5JhhIBFCBCBaRGQNIxhBIjANAxd8Dr6kcAUjSaU1rAxWgOSp89NHJQHO4/WsQg5tSgUJyI+MH1++5/rWOSlVlq7dMdamW4cvG+CuRWhkE75oDxNglttFhTLmDtBPJrywVUHoVdOhmWiGkEiMHmNODPq4VJfiUQJSttT9KX49wnTfDFFt3miuhAK3s+LLs0SfqmM1HO0WbxNfKXeb8kzFW79er7vCUwniT6836TtehKaK141fViitUvoYEQLIfrcSgSCSmCqRVnSs7KVO4jGCgoCRGAGxZP+XQcRmP71neWW+5HARBBECmxL2xiNxpE+5GAdzdK+6iqsqHaMNbO0XsaNOhJTlZ/ecly4Dpx0HrNq10ZtDno/UUJdCwe1lKbYvpxY/9mU/jCmJFdraKHPg0RgZq6vgPZewyyLiNL7vUaSAUm5pqnrhLBP5EasxmjVi4DiZ2oX3s9LC3vA4zcNFIZL5HdCeLAEaIg1lUeX5MKU0kt8T2Dq/c6adW/mqonQduUM27MvWPp46Z3QNmCGWZOpPyGgiUBQCUy1uuXS+vmaAFEDQiBBECACM0Ec7eFlEoHpYec4bZqfCcwF1xcr1v6Ljb7hDyt6lZ6lqSRcSEKtsDeLJjqxDTDyy44L09lvG10I00bKK6pi2mxHr6HQVjQ5bnqzQjN2rCcIY1olkIT7a9mWTwFLI0ivtXtOAQpoSCN/kYxeu/skrJwzwjIIg0Jg8uhLvcrDakDyaK7zt+7UxJtHX7aU/Uj2e6g5QII14DUEtbDFl0qsw7hwUrEwQkRgCkPFGnJl3iEFmb4nMPEQo61oku2EIkeYK5djvc22/tP1AS/Y2qiquuDw1IwQiEMgqAQmv9/JicJpPWfTNiEEEhEBIjAT0eveWjMRmN7yh6vW+JXA1DohlYu4NPIyG/vSjH/vnpECGPkmd+khOvQ6nkfdKanwcuKko9cwxQhQxECN+NVrE7UHsKpeEo/k5FGV+PeH1x9mAhpY63XWmEKoGNFFXGPKOpKaelXL1fwVFALT6uhLxIx/t0RS0in6Ut9dgZMyWtjiAQx+D/QIyWBZhmmjuuog06WOgPT3pV9umq8JTD3fVyv3BT88wQNEPMCw+mJRpWc+su2A1Gp7aTz/IxBkAlOpLryRdwX/e5pWQAioI0AEJu0QtxEgAtNtD3ho/kQiMDEF/LrB+uoUxp7EcmJUiUQ0qlgssiW00uB5BEhndgFg9JncZUaNXcTGRGxjJDJMCSd8oB7aNwfGlFzMyMteOSFYMLkYdhytY0Rpad8cqBjRG1DESW80sZZvgkBg2hF9yXFDoY7WATNUUzf5/BR9qbXboj9nIknXLoP2/GH6Omq0xrIMDS1trOQGXeoISH9fzjY0+ZrA7KpJuRSaZm5y3O34DJC+dQF0XFwCLeMWW1oT0+moUsfBowk9h0CQCUz8fcjKSI2K6jciqOg5p5FBhIANCBCBaQOoNKQuBIjA1AVXsBv7lcDUqheIZM/bB2qjUmz1kndKEY84TnYoRVZxOqJ8asPLuNyapLsThUYw8iSp8TSrJ9eZ1j1u85pRYw/2N8H46pDkrhwvLr6jNhP6eO3uU0z1HoWjUNQHo87wwgi0JW9Ww7HPG3WJmYiuLAgEph3Rlxw/NbVs/N6jiAcSJ62lsx1LWxX1rdfbIYFpB+lLL6PinuclUrY8VAZ+JzBFlO3FkdHfEqOKQ+8ugI7cEgiPW6J/AJkeopHKlkxGgxACXyIQZAITn7f2nTgbVVdZTdyHNgUhkMgIEIGZyN73xtqJwPSGHzxhhV8JTLkHDymgcp/rJe+UHmS0xHBYNNG4xdBeONZSH6MyYmNzmypxiiQA1sFUimaihzNLXcJIRRS+sCoaEsd78JWPVdXIcW9nhVIV66AaXaHfCUw7oy8RUyY2c3hNXHQzEgvpOx5lhwct45ZYHkVo1J9+6qdX5V3P2kTE1/SMF9S20t9MvxOYTOhm1AOu1qDl9yOt2q6i+4ndfw6tJmEwUcConSUIBJnAlKtrb1VJIEvAp0EIAQ8hQASmh5yRoKYQgZmgjpdbdlAJTDmyEh9MNh6sBRThEbmUHmS0Urkz3pgF7X3HWh6FpVb3U/qypJbqyqNKrSLcRHAMchtp1JJV60QSszgvy6rhhMfxO4HJoi/7XA0oomHHFSkPMWUtYJkGJCyR0ERiAevOhq+xNl3UjjV4dUwkMDuyCyxTjZeuk4tjvTJneCSa2as4uGmXNKvBzwSmV4RurLYDnyvwPmPX/c3NvUdzexeBIBOY+Dy8ZEM1VNXUM0HQWWWF8NKOGsVAAe96iSwjBOxHgAhM+zGmGdQRIAKTdkgEAb8SmFrEkVxdQi3iMXZbKNU21Iq6Yy/jPUssf9HgCrFjSnLjdrA0ZU6LDEBhCxSEUVIyp6+HOAJ6o3rFR3a+pZ8JTF7zrrliraU152K9gNHVrUNmA5ITKNjVmZXPUsZRtIMu4wik7V8OKaf3KoqPiYyMafxJDafZvVd6YTmGm57ZqxrVLDJ+0NtID8j8TGDiXkqtftMTkYpW1XblokR21IkN+r6m9ZlDIMgEJkcG3w2QuEQiE0v2VIwk4Tdzu4Z6BxEBIjCD6FV/rYkITH/5y1Zr/UpgapGRctGKWsRjLNCxAj7Sz9VUCplS6BdHTb2Mx9qiZbs0ZU6LDNBScLd1wwVscEwfH12SGwiVYz8TmEjgd6Z3tyWCT7pl8XAAVYDbC69mpKXVZSIC9vUQXg4jnY5tUBQfExkI1d/5GBghK73woGFHdZ1w9L3IfEFrI63l62cC064DRCP+tiobg6WPVy13RZTIyLqpT3AQSAQCM5bIvG7QpSwiky5CgBC4gAARmLQb3EaACEy3PeCh+f1OYL427yrZtMCbn9sD5YPiFcfViEepW7RSrdWiGBmBeGIbNN+wwjJP79y1Gxa92wI7hv0O2i+fFBXxhZFgoa0LI8I9WrW3iMC0zC2gFhVr3SzOjORnApMR+KV3qiqEW4Eiftcwwi+WILNi7EQeg6fnG60XyPsjhnJRakqCbImMeezapb+NfiUwIyJ6NtSgNrJXrDpYsWocI2ugPomNQCIRmIntaVo9IaCOABGYtEPcRoAITLc94KH5/UpgYlogRow8PnMQlPbNiUNUiVhCQYfrsNbN6EJVL2iJ3aiRgJxQNPoyzg3DKE6MusDxfnVuIrzXOgJWDHgbkuqqIVz+VCRVEiOPkuuORghTLbVSFAM6Ux+OUl700Jb0jSk8CliJRPfNQr401K8EJk+vxAOD2PRhv/kgUe0160OMdOvMzoeUmvcV1cylNR4TFWeldceqtfuVwIw9zHPbz1rZECL2eY2UFbGZ2gQHASIwg+NLWgkhYAYBIjDNoEd9rUCACEwrUAzIGH4lMBF+tWhKpc+QeCzO6waVE/qpelBL5VztZTgi9jFzo+F6fEhChjbOZS/lbQOmww/3fAWysrNh4aRiwBS5pMbT0HzDS2x8FC9p7T89KvpMTQlda20B2dq2LwNxfPtALaycIyYKZbtBJifwK4HJ6182zdxkEgHq7iYCTKQkt0R3GQCWfv7JanaAE9r5KLTnD5cVUIsl6dxcq9fmjj2w8yuBaUf5FjO+suIwUyujwox91JcQ0EKACEwthOhzQiAxECACMzH87OVVEoHpZe84bJvfCcwF1xfH1arh9SLlojNFyTstolNtnEjExLXLoD1/mG6PYv+MtdMYeYmRlkhSSmstss9fx5f9K5iACL74N32pjMwnU6u9JYqBbsMTrEPQIrr8SmCyCOSGU5bWnE2wreyJ5XbV+XuRlcIQvTByM+ON2yPlA7QEzDACH0XQtA6wROcPSjv8Tdh+pA5euKOULcmvBCYe5rUVTZIlsN3wlRVK5FKBPjfWQHMmNgJEYCa2/2n1hABHgAhM2gtuI0AEptse8ND8fiYwldK41QR+UL182ZZPAdN+1S6poIFcu1d3n4KXd9QojmNUfRTJSYy8xIuTl/j/sRGlXRGalQCQBJCeFae4qkbqaCm4e2h7umYK+vfpLceZ6Ed+j1CcHXyP/WxKf0aIBOHyK4FplVBGEHzo5zUYSZXF2r9IYvJ6w1opu/y+/cqc4bK1k/2MnxnbUeSouvZ8pKyIHwlMs2UIzOCn1tfoswCOyaMvW8p+FFX32i5baVxCIBYBIjBpTxAChAAiQAQm7QO3ESAC020PeGj+RCMwRdIItQR80H1aKuiZ66ZCW/FkXZEgSuSlks385aat/3RoGTU/alepqfpq2e6h7emaKVgndNPBWlZfFSN5Yy8UiSq6NAsemdrfNRutntiPBKbZaGerMaTxzCGgR6yEp+dKRXu01MyxdvJNz+yFuRMuI5VZiatiMw78SGB6tZSE0QOWyO970STdZRXMfQupNyFwAQEiMGk3EAKEABGYtAe8gAARmF7wgkds8DOBqZTCi1E2K7bXwOvz5aMstZTItQR80HU8Tf3520uhOC8rzpuYyqhUi03J9fjyntRwOiryEtuqRUxivU25NHU1VV8iMLW/fPhCz4jqmvo4oShMt3x11ylYeV+worj8SGBaUWNOezdQC6cQ4KQNppFj6Qy1S67eoYiaOR5O7K+pZ9HVdHUhgAcy5YMuiNv5kcD0aqq1HlKe70ciL+mb6RUEiMD0iifIDkLAXQQoAtNd/Gl2ACIwaRdEEPAzgalUy1GrxuPdv66CMVfkKiqRa/Xn4KkRoUbq8inV7xK1R7qt1SLTeISpkoI7fT2AKdzfNrqQEdVSsoMT10FKHef+9iOByVKGT2yLpBDT3vU3Al31fyugddQ8zZRZVu+yZ0lU9HlEQC2mJrAUFbr/xe+R2N8yPxKYmavKoXXUA5r7xulviFZZg1h7iLx02kM0nxoCRGDS/iAECAFEgAhM2gduI0AEptse8ND8iUhgaomvaAn4cPfd+MSHMGtMIUwbWRDnUb0vLTiAUq0sUXtijchcNZGJ/LQNmBFnn1YUqoe2qCumcHx69QgBEt7czyimlBVKjdSKc8U4myb1I4EpR2LZBA8N6xACePiT1HgKMDVc7WKEVemdcfc3kZqDeE/NDqUEqgSEUffIEbp+IzBFiGuj+JjtpydKnNfxRCGilrJFZqem/oSAaQSIwDQNIQ1ACAQCASIwA+FGXy+CCExfu89a4/1MYCqlemu9nGJE446jdYDp33KXloAP76MkIoSf8yiK87fuFHJY5AVMJnUS0/umjugtS5SqDa5G7hCBqYxcbM1R3C9rd5+C8kGXwtsHPmdKvXLCPkKO9nAjPxKYjKwatxjaC8d6GFkyTQ8CnPBpUomiVIswxz2hJXrCfzuURLr02Ov3tnIlRfxGYLLap9VvxonZecE3XIkchaYwYljt0kN2emFtZEPwESACM/g+phUSAiIIEIEpghK1sRMBIjDtRNdnY/uZwFQS21EjFtE9ajUgeYqwyIutWiSnSC026VZJPbQa0qqWQ9PMTVE7CEUnkFA1ku6tFgWK0aPTRhUoptH7bBtbam4sMY4+wCjMM2fDcP/4frqJZEuNs3EwrxKYGJWUemwDYFRSZ/aFaGcvR13Z6KaEGBpF0FoHzJCNHkcA1O6vovWHb3p2D4wpyYXKCf0SAlOlRfKavtKa0VYQmHiI11Y02RFsUSino9ewODE7RyYXmET0oMVI5obA9NSEEDCMABGYhqGjjoRAoBAgAjNQ7vTlYojA9KXb7DHazwQmIiKXxo1pvqNLlGtcqtVAQwGgtbtPwso52gIParUpeSqYVCFXzYNyghRSsvW1eVdBdihV1yZQiwLVInl1TRSwxujX7UfqWKQlv1BI6e2DnwcydZyv0asEJt/HKFYlTStmpP+h1Z6MugrYV8Lx5bD74ZmPFGubqvmeRZ5nF2im4OK9/uUdNfDKnGCJcel1Fh6QVYyMPswyS2Dy37+WkfMUSWi9diq1j0TjejgSW1SJnEpiWLUraByrECAC0yokaRxCwN8IEIHpb/8FwXoiMIPgRYvW4HcCE6MgszJSYeGk4ggimB694PpiKB+cp4gSEp9zJ1wW10ZuPKVB+Aswkotyl0gtNt5PKWpIS1FdbRvw1DW5VEwiMJWRQ5XiM/XhOLISIzH1ksgWfU0dGcarBCYTxKo7CrifpYSIEXVfR4CkSUwjoJV2q3TggxOLRrHh9/mmZ/bK/g6YXoBPBsCDmafe+RRW3hdN4polMEObKyH570cBIAmaK17VVJQ3A5cf0q5FFdJFyh+YwYr6EgJ6ESACUy9i1J4QCCYCRGAG069+WhURmH7yls22+p3AxGi5jQdrAVO++SVS31FJGEeE/OTzqKWiYxtMg2wrngytQ2ZrelHpxWXZO8ehuva84cg/pdQ1JGobwu2Gx9VckI8bJCq561UCM3N9BbT2nw5JrQ2Q+skaaL7hJZZKriTi4uOtR6ZLEGAiZApq5Gpp4qwe4rENgAc3WhceVuyvqY/6/dDqE6TPsb5y+aC8uFIiZghMjI5N372URc+G3l0AHblXsDq1dl3sgKPhFDRPVBd9smt+kXEZqX5im2JEMY6hRdqLzENtCAGrESAC02pEaTxCwJ8IEIHpT78FyWoiMIPkTZNr8TuByUlEnmKtlh4uhUqOGIwdSwtaXi8TxYCK87LimovWYuPpdnJF/s2SaUqpa2rp71rrDvrnoiJOQcPBiwRm7Es97ufOUDa0fGMRILEpIowRND8lynrUImwZeT3qAdkai3rqD2sdQgUZa6XoS1yzUQIT07kz1k6Dtiuns4M77gvRUipG8OYHHG0DZhjp7kgfkShRvcJ/jhhOkyQ8AkRgJvwWIAAIAYYAEZi0EdxGgAhMtz3gofn9TmAilBg1+bMp/ZkggygJiS9vy7Z8CtL0b7nah1quUov2FI0MUXu5MUumoQ1JLecgPG5J1FKIwFT2rEgEr9a+8OPnXiQwY8WtOKGJ9TAxRTVW9MqPuJPN8ggw3x9eExdJqaZAjiPpEXcS/b3ws4/wUC+/RyhuCRh9ObpYXsTIKIEZ2roQkuuORNWlxd+gFFbP9CXLU8n9ErUoYqdaWQQ/7z+y3d8IEIHpb/+R9YSAVQgQgWkVkjSOUQSIwDSKXAD7BYHARIXoMVd0ifaIRtTwdlK1cRT/KS3M0aVKKycixLeJaC02pfQy0WhStW2plE6JtTWf3nIctjxUFsBdrb4kvnY5YaREIDSU0PEigSlXOw73dFrVcqY67OW00YT7Ylm8YCUiUiTCUrT+MNbBxEOix2cOgtK+ORavwBvD4YEM/jbiH37hAd6St6pZ6rwcuWmEwOQHcbHRll1RmRXQduUMoXIqelDDWptJneCL+4CWEjkJ+OjxPLV1CgEiMJ1CmuYhBLyNABGY3vZPIlhHBGYieFlwjUEgMKXp4PzFTISYk0ba8RdZHskpCB+opXiLpoQppUqKkrFqtkZIgJkbo6JfrBhbFCOvtcPoU/wj5+vtR+vgx+sPJySx60UCU6nOJUZ1tV8+GTASk67gIiBH+oioz+sRQwlyxDW/z2elp0LBRSF2z0PCEqMvhxT2iBK/k+4ivQQmIynfuB3a+1wNLaPmx21I/lsoJyhndPfyWptWjmnUFpF+WkrkevasyHzUhhCwAgEiMK1AkcYgBPyPABGY/veh31dABCYALF+xCja/uy3iyx9+/7tQOmhA5O9vbd4KK363hv192JCBMK/yLsgIxadh+X0zBIHAlKaD60mNlkZuGiWuUAwHr0em9o/bCiKRQtgJa3i1FU2Ki07Btbx9oBZWzrkgUGRkv8mJYSQygYmkc1VNPVSMKIiLttWzf4z4wst9vEZgiqRdehlPss08AnJRaSKlOUTrD6OFeoTbzK/I2RGkkZZLNlTDsdpGGNo3B/D3Tin6Ei3US2Dy6MummIMy6WrRJ53p2XHlTIwgEltr08gYTvdRUyKne53T3qD5RBEgAlMUKWpHCAQbASIwg+1fP6wu4QnM+rPn4NX1b8ItM6cwUvKvNZ/BE08vh/n3z4avFvaBqoOHGHn5Hz/8HvTI6c7ITrxmz5rpB//qsjEIBKZUTGfH0TrYd+KskLq2lHw0qvatRnhxcR41AQO1em5GbYrdAOyFv+5olAIqxyzIqZNKXwROYKLwEgowSS9UJW5sbpMlpHV9sXzY2GsEpkiknQ9hJpN1ICBXXkOEnGTEZ3YBtJQt0pzNrFCa5gQuNoj9feLR5xMH5SlGXxohMEVUtkVITlGo5GptivZ1q50aRqLZGm7ZTvMmLgJEYCau72nlhIAUASIwaT+4jUDCE5ixDkBC86c//wXMumU6i8JEwrJ373y4/tpxrGksoem2A62cPwgEJuKBtSjnTriMRZY0hNuFCEx8mUPCE0ksTKkrH5QXVSdMBGesp/jyjpooMSBpP61abEop3jgGvlgX53XTVZNTzmYe3RGbahfk1Ek13+G6UbxiR3Ud81t2KDXSPMhkhtZ+9hqBqaZCrbUW+jwYCMiRXiKptqL1h/l9FqMSpTUig4Ge/G8IHl7hPU+u9iVft94ITFHCmGUDlM4GM4rhSrU2ve4zNbE+EvDxuvcS1z4iMBPX97RyQoAITNoDXkKACMwYbyBB+dSzv4ZFCx6AXnmXwtJlv4IhgwdGCMzYCE0vOdOsLUEhMJF46tUjBGfqwyxFTuRlVCrkgwSmkWhErVRsrRc2tSgztGnqiN4wbWSBWTdD5rqp0FY8OSpNPZEJTKwFh7UuY+tgBjmdVGsTeY3AZPUvRz0AbUWTtUynzwOKQGyEukhUO0KhJF4mB5NaGRC/w4oCRbeNLtT9G6KXwMQyKK39p2sSk3LZAHow1qq1qWcsp9uqpYmTgI/T3qD5RBEgAlMUKWpHCAQbAYrADLZ//bA6IjC/9BISk48ueRLONTQAr4HZHA4zAvO6ieMjNTFjCcym5lY/+FnIxnBLG6QkJ0FqaopQe682euVPJ+GDv3wB3dJToLRPDtz89d6app45G4Y7X9oPEwZcAn889gWsmTNcs09sg798fh6+u/Jj+OVNA+HyS7vF9c/Z+gC05Q2H81feLjt29q6fQ3LjKTg77sm4zyc/uQsWT+0Pg/t0121XbIesfb+E9JM74ItJXeUQ8Jr+7F7412H5QliZNsAjAxz47BwsXHcYXrx9CDzyRjUM6dMd7hnbl1mHkbsznttrGeYeWbKwGS0tbZCUDJCWeiEiVbizxQ1T/1ENPTbPZvu1I8s8gW+xeTScgwjgPmj9ytXsHppWuw9y3psHf//2e6oWiLbDQfC3o+qzs7CkIr6OsYPLtHwqM/ez5nALpKWmQEqK9nNBUmsD5P73ZDj7z0uhNW+o6jrMfq/xdyz06VvwxeQ10JmWbTlmdg948e//Gc6VPQotX7k6air894ZRCyF82fV2m0DjEwK6EGhqboGM9FRISk7W1Y8aEwKEQLAQON8Uhm4Z6QBJSa4vLDMjzXUbyADnEQg0gRkrziOFF1PEeVq49N+lKeRfK7lcMwKzsSnsvNdsmrG1rR2SkpIgNcXfDycH/nYO/n3dEYbSXVcXwreG5gkhNvO5fZCVkQL9Lu4Gi24oEuoT2+jGX+6B/zP1Chj8lXiiMWdnVw22s2WPyo590XvzofXSYdB45ayoz/l6ls8aDHk56YbsknZKaTwNuW/dBF/8ywvQdlEx++iH647AkK90h5u+njgE0R//8g947M1j8Pp3R8AL22rg4MkGWDqzS7yLY77ynqGQHdJ+cTftFI8N0NrWwZ5LvHAvyDz6KuCfOgnh7jG4yByHEMje9xSk1lfDP/75Ccj6ZAUjsLT2Rdrn++Ci9x6EuutXQntWvqKlSL6t2n4U9n2RBT+feoVDK3JmGjP3s5bWdkhJSWaHm1oXx/rzae9qNWWf526YCS29x0DD0Llx7UMnt0O49xjZcZD87PmHu+Fs2SOKbYQMcLER/t63d8uHc6MWRqzg65L+NrtoIk1NCEQh0NzSBulpqSBwKyDkCAFCIMAINIXbICOUCtpPBfaDkJUZPFFl+1Hz/wyBJjCNukda95JqYBpF0b1+DeE2wHQ5vPSkgnNBl/vH99OdZsdXi/U3Z42RT9PTqsXGamSOWwzthWOjwDOqiq7mgYw3ZkFHbklE2CIR6z1i3dPtR+rghTtKWb1UTCPndTC5Yu+Wh8rc28guzuylFHKqf+niRvDY1FKBExEFcm6+Vv1hbIe1BzfuPQ6P1M+AoH3vsT7z2t0nYeWcEboSe29vAAAgAElEQVQ9qieFnKXrV78JTVPXCc2jlN7Pa0RiyYiWsh/FjYW/X5CeDc0TlwnN48VGvOa1VNgP93farqXQNHOTF00mmxIcAUohT/ANQMsnBL5EgFLIaSu4jUDCE5iYEr79g11wy/QpzBc8lXzunDtY2jipkLu9RY3Nf9OzewDTwvUQmKj0vXbPKSbkg6rURi41IpDVuKx6EZpmbowbWq0mlpq6uREbsU+sLVj7TVTwyOicXusnVXbnpDevg2kH5l5bv5o9bhCYkZp2hWOhrWgSdPQsYSZS/Us/7Rx7bZXWvUzb/ytozx8eVctXaXYRsR8kxfad6YD7/35f4AhM6b1Or4f0EJh42IBXeNwSoWnk6piy+8DaadCZWwzJZz5idW+lJGbXb9dyaL5hBXRm+ztjAPFKajjN1oIXCfgIbRtq5BICRGC6BDxNSwh4DAEiMD3mkAQ0J+EJTF7n8qP9H0fcz2tg8n94a/NWWPG7Neyvw4YMhHmVd0FGKHghy0ER8UE/Ld5QDZsO1sIr945QVViVfudRhGdfTb2Q6I/SvUJNBIJHXJy/dWdcdzVVUjuEJSKCGF9GfCYiYRer7H73r6tgzBW5zP92YO6n3xc3CExOTCApgYQ+/hdJTPxuNE1Z63uywk/+97KtKELWOmAGpO9eyogtEWEnFEZRIzv5/XBvSxEjMHkktpdx0GObmQh7PQQmCvjg4UPrkNnC5sVmA4Q2V0JSuAHC5U9ByoltkL7zsQiJiYRnxhu3Q9uV03XNIWyMww271jML2q6cwdajtU8dNo+mIwSiECACkzYEIUAIIAJEYNI+cBuBhCcw3XaAl+YPEoGJKXNPbznueCSNGhGoFmWpll5u5uVTbX9Jo2USkcC856UqGF3SRVjiJY1SsgtzL33f1Wxxg8BE8qO9z9XQMmo+4It92qHVjLzESzQl1S/4kp3GEeDq1Xg/labfqo3IlJ2zCyIlM2Lb8gOk+ku+DuUHvq0rct/4SpzrOf4/d8KC64uhfLBYPWipZXoITJFU/dhVd6VNP8kyE/AQA4lpjEjkEdi8bACS1Sl/2cDITR6x6ByC9s3EsyGab3gJ8B4oV0bGvtlpZEJAHAEiMMWxopaEQJARIAIzyN71x9qIwPSHnxyxMkgEpiOAyUyCxOnLO2pYBI/cpfSCp/aCjS+fPLXZynXxF0N8cfx9VYMrhK+V69E7Viyu0lqjZl749drhxfZOE5g8Olku0hLJTL+ninrRx361iZNcaL9cNLvcurTqD/PUXSTNxrx7VaAIzNP1Ybj5uT2G1yRKYEa+wzM3QmdavIid0n7j0a9t/adD6uE10DJyHrQNmBHVnP9W4T9KyU2/7uFYuzEKE0Wk8F5H0eZB8Wrw1kEEZvB8SisiBIwgQASmEdSoj5UIEIFpJZo+H4sITPMOxDT0B1cdVIz8zFw1EVpLZ8e9oGHkRWv/6XH/bvblU2tFzJ5R82BP2tWqdmuN47fP5XCV1sFEQR899VP9tn4te50mMPUIsmjZTp8HGwEeyd6ZlS8cmcsIzBPbFCP3eOpzZ1o2jH290HC0oheR1/pN0rJZlMBkkYSHVgv7RDovZgOk1LwP7YVXK9bPRBIzue4oi9AO2hXZ02nZJOATNOcGaD1EYAbImbQUQsAEAkRgmgCPulqCABGYlsAYjEGIwDTvx+raRsDUZCUhILkaV5FISJk6f2ZfPrVWxO3ZfdG3E4rAVMIV62BmZ6RCVU194Orgae0F6edOEpg8Aku0nqGedVDbYCKABy+duSXCKtRq9YelQjKI1vxVH0Pp8G/AbWOLAgEelgfZfqQOXrij1NB6RAlMM4cQSOClVf0KWkYv0hW9aWhBHu2EJDuS8iI1XT26BDIr4AgQgRlwB9PyCAFBBIjAFASKmtmGABGYtkHrv4GJwLTGZ5h+rBS9J6fSGitiILUCU9JXbK+B1+fLp6SbtZinrn9S/CAjXhMl6nDjgVpY8lZ1XKQsV6LPSk+1DXOzPnOiv5MEJhfvaZq5yYml0RwBQAAPfTqzekN7/jCh1ailN3fVYFzKIt+QTP/esv+BoQO+BreWjxIa2+uNzAqSiRKY+DvW3ndsIMR1vO5Tso8QcAMBIjDdQJ3mJAS8hwARmN7zSaJZRARmonlcZb1EYFqzGaRq1rEjxtZi4y/WSnW9pMIy1lgXPYrUHjXi1Y653RxTSbSI18EsLewBj9800E0TXZ3bSQJTKt7j6qJp8kAjoFR/GCMHk1rORVKXf/LLX0NHj77ws9smBAKPWLEyvYsSJTAZvuMWQ3vhWL1TUHtCgBDwAQJEYPrASWQiIeAAAkRgOgAyTaGKABGYtEEiCBCBac1mQNKxquYsSyOPvbjiKArn4IURmUktDYqpkKiGXZzXDSon9LPGuJhREpXAXLyhGs7Uh+NISl4Hc+KgPFg4qdgWzP0wqFMEppp4jx9wIhv9g4ASwRZbf/h3Lz8He5ovg1/cU+6fxalYalYEToTApO9xILYKLYIQUEWACEzaIIQAIYAIEIFJ+8BtBIjAdNsDHpqfCExrnMGj+FCJPDuUGjWotBabtPaaUiokqseWD8qDWaMLrTEuZhRefxPVfG984kOYNaYQpo0ssGUuLw2KxPDQvjmyuCK5OaYkl/1J1MspAtNM3bxE9Q2t2xgC7LCo4TSEy5+K1Fnk4inSCPjfrvk9fPR5Gvy/yn81NpGHevGazK/cOwLye4QMWSZCYErT8A1NQp0IAULA8wgQgel5F5GBhIAjCBCB6QjMNIkKAkRg0vaIIEAEpnWbQSnqRfrCjNGYKaf3qqq22p3WLSVU1Ug965DxxkjfXPoh3DY6MchaI4g7QWCSeI8Rz1AfowjggVFXncZ/BhSMwkuu/urmTW/Az/flxtXHNTqvU/2wru+xzxvh/vEXovWVav3qsUmEwEzf9QTgb1vzxGV6hqa2hAAh4CMEiMD0kbPIVELARgSIwLQRXBpaCAEiMIVgSoxGRGBa52ckA3v1CMmmIfNUxvQdj0HrqAcUVUe5UraZ6BmtFUlT/+a/XqcYlag1jt8+t5sY9hsesfY6QWCSeI/fd4n/7EeSLbSxEtqLJkHLqPmshEdnendoKVsUWcyBfXtg3qYwvPvgYF8pYmOtS4y4xGh9HrGvVOtXj+dECEwUg2vPH04CPnqApbaEgM8QIALTZw4jcwkBmxAgAtMmYGlYYQSIwBSGKvgNicC0zsf44rjxYC0g+Rh7IYHZ0bMEMCJITXmZp6JveajMOsNkRuLiFv++M5N9+sjU/rbO5/bgPK0Sa5QW52W5bY4n53eCwCTxHk+6PvBG8bIZGIWZtuvJuEOkquOn4cHf/wXemJkB3foO9w0eeCiDtXs3HayFBdcXQ/ngPFA7SBNdmAiBib8hiGdb0WTRYakdIUAI+AwBIjB95jAylxCwCQEiMG0CloYVRoAITGGogt+QCEzrfKxWewyjVZLPfAStpbNVI1aQBN1+pA5euCNeDMg6SwE4gfnisUtg34mzgVff5pGtdhPDVvrI6bHsJjBJ9MNpj9J8UgQ4iYn/1jRlLXRmX6j7y4W8niyrhUFj/FEHk9v8+MxBsK+mHtbuPgW/uGkg/Hj9YZg6orepusZaBKZcHVHabYQAIRA8BIjADJ5PaUWEgBEEiMA0ghr1sRIBIjCtRNPnYxGBaa0DlURxOIGJSuSdad0VJ0UxmcbmNtsjIjPXTYW24snwq3MTE4LAfHX3KVixvQZen3+VtQ4P0Gh2E5gk3hOgzeLTpWDdRmhtiEof50vBaMZfDjsMA6+90xer44cyXDju4XWHoarmLCCxiaRmad8cw+vQIjClQnCGJ6GOhAAh4HkEiMD0vIvIQELAEQSIwHQEZppEBQEiMGl7RBAgAtPazYAvkXjFpmRj6nhyw2lQUh7nVjglqsPrl61smQQv76gBfAkO8mVFXbgg44Nrs5PAJPGeoO8e/68PCcxFfT+A8TP/zReLiRXrQeLywVc+ZqI+nNQ0uhAtAjNt/3ImRkcCPkYRpn6EgD8QIALTH34iKwkBuxEgAtNuhGl8LQSIwNRCKIE+JwLTWmfjS+WyLZ8aJgTxJZrXMrPWsujRkMDsyC6AXX0egAdXHfSd+q5ebKyoC6d3Tr+1t5PAJPEev+2GxLP3e8vfhZFtf4Sb7/2hLxYvdyiDJObp+rDpOr9aBCb7/ehZwkSR6CIECIHgIkAEZnB9SysjBPQgQASmHrSorR0IEIFpB6o+HZMITGsdhy+PNz+3B4yIxUhrmplJ/xNZEY+g+VP/nycMgTm0b05EqVcEo0RrYyeBieI9bUWTSLE40TaVj9b74Io/wqjGt+GWu//NF0rkStH+VkCuRWBmriqPE0KyYl4agxAgBLyFABGY3vIHWUMIuIUAEZhuIU/zcgSIwKS9EEGACEzrN8NNz+6B6wbn6SbLnBSaiSUwjRCu1iNn34hORbbatwL7R7aLwEyp2QahrQvjhFPsXxHNQAiII/Dw2oOQ8tkH8MiMkZqlPsRHta+lneVG1AjMyPdZo56zfSunkQkBQsApBIjAdAppmocQ8DYCRGB62z+JYB0RmIngZcE1EoEpCJSOZsveOQ7Vted1K3s7KTQjFWFAcs+s6IMOeFxpmghrNAusXQRmaOsCZlp43BKzJlJ/QsA2BDAle//u7bB0YjK0DZhh2zxWDfzNpR9C5fjLoHxwnlVDRsZRIzDp+2w53DQgIeBZBIjA9KxryDBCwFEEiMB0FG6aTAYBIjBpW0QQIALT+s2w/Wgd/Hj9Yd1CCk4KzaSc/ghCmyvh/K07IejkHo9sfeXeEZDfI2S9wwMyoh0EJopXYfp4eNxiaC8cGxCkaBlBRIARmPv2wC+v+tQXtR3tvG8rEZgkxhXEnU9rIgSUESACk3YHIUAIIAJEYNI+cBsBIjDd9oCH5icC03pn8FqWP5vSH8aU5ApPgCmBxXndoHJCP+E+RhtyArP5hhUwecUXMGtMIUwbWWB0OE/344TylofKPG2n28bZQWAy8Z5Dq6Fp6jq3l0fzEwKqCHBV751Df+d5dW27D2WUCEyM3E/btRSaZm6i3UQIEAIJgAARmAngZFoiISCAABGYAiBRE1sRIALTVnj9NTgRmPb4ywgZec9LVTC6JFd37UyjK+j2mzIIX7sMHng33THi1KitZvphZNX2I3Xwwh2lZoYJfF87CExMN+1M7w4tZYsCjx8t0N8IcFLwg74/haaZGz29GLsPZZQIzIw3ZkFHbgl9nz29O8g4QsA6BIjAtA5LGokQ8DMCRGD62XvBsJ0IzGD40ZJVEIFpCYxxgxhJB8eUQL1Rm2asZwTmuMXw4ol+sO/EWd01O83M7WTfxRuqobG5DR6Z2t/JaX03lx0EJlMrLr3TFzUFfecwMthSBDiBubnXw5B68397Wonc7kMZOQIzUg7i2mW+EDmydHPQYIRAgiJABGaCOp6WTQjEIEAEJm0JtxEgAtNtD3hofiIw7XGGXgKTp507KaaTuW4qtBVPhnczp7CanUFNsbZTrdee3ePOqFYTmJzwwDIFHT1L3FkUzUoICCLA78FPX/wMDJz8PU+TdHgoc6Y+bNuhU/IffgCtpbMh5dILhz5p+5dDavWbVA5CcD9RM0IgCAgQgRkEL9IaCAHzCBCBaR5DGsEcAkRgmsMvUL2JwLTHnago/vSW48KkII/+eW3eVZAdSrXHqJhRMzZVQnv+cKj56nfg5uf2wPO3l0JxXpYjczs5idORrU6uzcq5rCYwpUr3VtpJYxECdiGA94pleS/B4K9P8HTUsJ2HMvzgoTMtG1rGLYkQuSjG1d7nal8IHNm1P2hcQiDRECACM9E8TuslBOQRIAKTdobbCBCB6bYHPDQ/EZj2OIMTkqJRjXbXNJNbJRKYnenZEB63BG584kOYO+EyKB+cZw8gLo16uj4caHLWSlitJjDTdz0ByV8c9bwgipUY0lj+RgAJzHlf2QPTBneD1iGzPbsYPHCaOqK3LcJrKTXbILR1IbT0uw7Sj78NLWU/go7cKwDrXzZNWQud2cEUe/Oss8kwQsBFBIjAdBF8mpoQ8BACRGB6yBkJagoRmAnqeLllE4Fpz2bQS2DaXdNMbpWYEphyei8jmIyIDtmDnLWj6vWDtbP7azSrCUwkPNr7jvU0EeQvD5G1diOA98ERSfvgrtydnibekWi1q9wI/i50/m0XnP+Xp6Bb9VpI372U1QPtzM4HLAdBFyFACCQOAkRgJo6vaaWEgBoCRGDS/nAbASIw3faAh+YnAtMeZ3DiTDQte9k7x6G69rxtNc0UCcwT29hLqd6anfagZv2obhDD1q/CmRGtJjC5SFR74VhnFkCzEAImEWAEZugY3JW90bMEZnVtI9zzUpVtJT8wMr85ux9LFU9PSwWMyEzf8Siridk2YIZJhKk7IUAI+AkBIjD95C2ylRCwDwEiMO3DlkYWQ4AITDGcEqIVEZj2uVlPlIwbEZA8VfD8rTvBjRR2+5C/MPLD6w6zv5ACuTbaVhKYKac/gtDmSmiaudHTas7aqFCLREIA7xeN/6iFZ9MWAt4XvXjZHVWOBw/1Ix6CzpIbGIGJF5aCwAhMjMSkixAgBBIHASIwE8fXtFJCQA0BIjBpf7iNABGYbnvAQ/MTgWmfM/QQmBhRM7okF2aNLrTPoJiROcmEL+pBrRXpBq6OOdDiiawkMEmx2GLn0HCOIMAi0av/Bs8lf8+zBCba+PaBWlg5Z4TlmCBRiaUfPi//HaT1LIwQmJZPRAMSAoSALxAgAtMXbiIjCQHbESAC03aIaQINBIjApC0SQYAITPs2AxKYC64vFhLGcUMpm7+sYgp5R8+SQAr5uIGrfTvK3pGtJDBDWxdAZ3p3aClbZK/RNDohYCECSA7uOPI5/DZ1LoSvXRZR4LZwCtND2VluJPXQakirWg5nbvgfyAilEYFp2ls0ACHgbwSIwPS3/8h6QsAqBIjAtApJGscoAkRgGkUugP2IwLTPqXf/ugrGXKEdVdkQboNvLv3QNlEGtRWyOoVfvqhjGnuvHiFYOKnYPlAcHNnuWnEOLsWRqawkMDNXlUNr6Z1UM88Rz9EkViGw8UAtLHmrGv5Y8H0Ij1sMXqzfame5kfSdj0JywymoLfsvIjCt2lQ0DiHgYwSIwPSx88h0QsBCBIjAtBBMGsoQAkRgGoItmJ2IwLTPr/iiObRvjmZaOK9p9tq8qyA71FVzzKlLKrTCoo+O1jFxiCBcQa3raZdvrCIwkxpOQeb6CiYOhZG9dBECfkGA34t3XvkctPcdC61DZnvOdDvLYmD6OK7775ffTASm5zxPBhECziNABKbzmNOMhIAXESAC04teSSybiMBMLH+rrpYITPs2gyiB6SbRxl9Y8UXdTTvs8AIpkOtD1SoCM/XYm5C+8zHP1hDUhwq1TiQEOIG59sr/hl69ejMlbq9demor67E9qfUcYOQ0RuR/kd2fCEw94FFbQiCgCBCBGVDH0rIIAZ0IEIGpEzBqbjkCRGBaDql/ByQC0z7fLd5QDWfqw/D4TQNVJ3GTaMvYVAnt+cNZpBEX8nl85iAo7ZtjHzAOjUwK5PqAtorATN/1BFMtbp64TJ8B1JoQcBkBXs7jl8MOw4jOPZ7bw3beo7moW9PMjVAfTiUC0+W9SNMTAl5AgAhML3iBbCAE3EeACEz3fZDoFhCBmeg7QLJ+IjDt2wxM0fbEWU0C005RBq3VodgKXuFxS9h/b3ziQ5g1phCmjSzQ6ur5z+1MtfT84g0YqJfAxIitpLpq6Og1LGo2aVSvATOoCyHgKgIY4fjkVX+FkQ1vszIIXrp4hOiWh8osNytt/3JIrX4Tmqaug7MNTURgWo4wDUgI+A8BIjD95zOymBCwAwEiMO1AlcbUgwARmHrQCnhbIjDtc7AogWmnKIPW6vClNeX03kikUZCEfEiBXMv70Z9rEZgYVYkKxdB6DjBai18tI+dFifVI66rqs4BaEwLuI4D3jbkj0+A7f5vnuTIIr+4+BSu218Dr86+yHCg8zOpM7w4tZYuIwLQcXRqQEPAnAkRg+tNvZDUhYDUCRGBajSiNpxcBIjD1Ihbg9kRg2udcfNl8eUcNoDiP2uVmpCAjME9si0QaBUXIhxTI9e9rNQITycvQxrnQmVvMSg50ZuVDZ1ZvSPriCKTvXgotZT+CtqLJjNgMba4ETEPtTOuu3wjqQQi4jAAe4gzPPQ/31s6DpilroTPbO9HooodiRiDE+petpXeywwiKwDSCIPUhBIKHABGYwfMprYgQMIIAEZhGUKM+ViJABKaVaPp8LCIw7XOgaLqfm5GCKTXbILR1YSTSSEnIB2uv5fcI6QKrqqYeivKyHFdWRyODJkikC3iDjZUITEwVR/ISL7mUWiTBMTITP8P9xNNQDZpB3QgBVxHg4mv3/WUGE7Rpz48ukeCmcXZFyCc1nILM9RXsO9zRs4QITDedTHMTAh5CgAhMDzmDTCEEXESACEwXwaepGQJEYNJGiCBABKZ9m0GEwOSiEW4J5/CIufO37mRAyIlEYCTp01uOw4Lri6F8cJ4QYHztevoIDSzYyM5IJUETfNdMicBEgju57gg037hCMaoyfeejkHLifejMzoeO3BKWhkoXIeBHBDhJ+LO/3xaJLHZjHXgPPX22GUaX5EYOgTi5Omt0oaUmxR5kUQSmpfDSYISAbxEgAtO3riPDCQFLESAC01I4aTADCBCBaQC0oHYhAtM+z3IS75V7RyhGL4qQnPZZCEwtGkVXeOQNziUV8tl4oBaWvFUNWempMG1UAYi+OHPSE9uL9rFynahAnpWRCgsnFVs5bKDHkiMwmbDHJ6shXL6MRWapXVhDL6XmfYitiRlo0GhxgUOAi6o9c/HTrFxC65DZrqwR72E7quvY3KV9c2BMycWAtv1sSn8YU5JrqU3pu55gvwXNE5excYnAtBReGowQ8C0CRGD61nVkOCFgKQJEYFoKJw1mAAEiMA2AFtQuRGDa51mR6EovpDoz0RVJqiSPQMKX5B+vPwz3j+8HO47WQa8eIWFCcPGGath0sBZKC3toqrDb4QE364rasR4nxowlMFOPvQnpOx8TjkLDVPOU6g3QXjyJ6l864TCawxYEePT20wUvR0RtbJlIY1B+D8MyHPg7UXWiHs6cDYMd0foZmyrZAUXLqPlEYLrhbJqTEPAoAkRgetQxZBYh4DACRGA6DDhNF4cAEZi0KSIIEIFp72bA+pZqL5xeSHVGApOLsCAaaNPGg7XQ0NwOZSW5jLTUa+fNz+1h6ehYNxMjUJ2+tHB32h4/zCclMLloT3vR9RFSww9rIBsJAbMI8HvdUwP/CCmn90aiEs2Oq7e/XG1kFCfDe2p2KFV4ODyEaB31gOqhAjvEGrcY2gvHEoEpjCw1JASCjwARmMH3Ma2QEBBBgAhMEZSojZ0IEIFpJ7o+G5sITHsdpiXQg5GKZ+rDrkQp8pVj9I00VZJHhU4clBeJuOSkpggZySNPMXUc+215qMxekGNG5wrkaqn7jhrkk8k4gdktOQwZb9wOHT2LITxuiU+sJzMJAWsQ4OUvtt1YA2lVL0LTzI3WDKxjFLlaxDq6R5ry2patpbMVU+F5GRGp4jqlkBtBm/oQAsFDgAjM4PmUVkQIGEGACEwjqFEfKxEgAlOCZnM4DEuX/Yr9y7zKuyAj1KW0/NbmrbDid2vY/w8bMjDqMyud4fZYRGDa64Gbnt0D1w3OU6wDaZcog55VoQBLcsOpqEgjJAGL87Iiw+ip1cnbvjbvKvjm0g9tSXlUWx+v2+k0caoHcz1tMZW7rWiyni6G2nIC86JtD0JSuAHC5U9RKrghJKmTnxHg96/3bsuE0OZK4AJnTq5Jz/1WyS4s6ZCxdhpAehZASyM0V7wq+33mdW6bZm6KDEUEppPeprkIAe8iQASmd31DlhECTiJABKaTaNNccggQgfklKpy8/Gj/x1EkZdXBQ4y8/I8ffg965HSH5StWsR6zZ80M3I4iAtNel2oRlJhqXT5ImeC017qu0VMPrdaMNJKSklrpixh1uf1IHbxwRykTBJo74TJh9XIr1qs33d2KOe0aI6nhFGSurwC1CCqr5kYCM2fPYkj/23Yh0R6r5qVxCAEvIcDvdVvvvjRO4MwpOzEKdMX2Gnh9/lWGp8SDKZ4Cj0JtbVfOiIvC5PeXWOEtIjANw04dCYFAIUAEZqDcSYshBAwjQASmYeioo0UIEIH5JZBITPbunc/+tv/Ax5EoS/7v1187jn0WS2ha5AdPDEMEpr1u0CIwvVCrMeX0RyzSCFMlO9O6ywIiIkjEO3IRIKydqbV+O9CXzm/H+E6OGdq6EJJP7wWAJGi+4SXozC6wbfr2Q69B992Lo2rh2TYZDUwIeBQBTmBiCYrLX7smSuDMKZPNHsLwezoXZ+uKslwTF4WJ9/2kToir80kEplOepnkIAW8jQASmt/1D1hECTiFABKZTSNM8SggQgQkQFVWJ6eKcwETQMKV8yOCBwAnMv9Z8Bk88vRzm3z8bvlrYBzo7OwOzuzDqKiUlGTJ0iAIEZvEOLOTH6/8M58Jt8PjMgXGzYZ2zW57fC7+YORBKC3McsEZ5iqzfjobma5+C9l7DFBtN+L8fwE//9WuA6uRq17ee3AX3j78MygddCsu2fAqYji63frsWjJiWD8yD20b3sWsKR8ZNOfMRZGyey/ySvnspdKZns/+348JaeRnv/RDOD7wdOofdbccUNCYh4AsE8LAG72F4X/7Gzm9D65A7oXXADEdtf3DVx6yER+X4y3TPi6njmW/eAe15QyFctoj1Z/+2bhq0DZgBLUPuZP/Gv/NNk19iCuTS61xDM4RCaZCelqJ7fupACBACwUHgH+eaoHu3DEhJSQrOomglhAAhoBuBuvrz0DMnE5KS3L8XeMEG3QBSB9MIJDyBiYTlyZOnIynhcgTmdRPHQ+mgAQzsWAITTyGCcqQ6bIwAACAASURBVHVCJ3Tdity/IQUFU+k6fr/nDBw82QA/vbEobnkfn2yAn7xxDH5/T6nrS89/bw40FYyG+ituVbTlB68egav69YBvj+il2Obzcy1w/8pD8J8VV0C/izPhzQOfA2Lw0u2DHFvjt5+vgp/cUAQDe2c7NqcdE+V98H3oSM2C/x31Uwj9bxXg3/931E+gKX+0pdOlnT0GeTu+D00F34C6oT+ge4Gl6NJgfkSA30Ou+fQ/IHzJUNX7oh3rw3voNVfkqt5rlea96OAzkPXZRjj1L7+FjtQL98AeR34D2cfWwalrf8O6Fmy+FRoLJ8I/Bt0XNxQ9F9jhVRqTEPAfAhiw0cVX0DuC/7xHFhMC1iHQdS/wxn3g4osuaDRYt0IayesIBJrAxPTvze9uk/XBrFums6hKpTYo1jPn7tvg2RdeVo3A9LqD9dhHKeR60NLfVi0V0EtiM1gvLanlnKrqNKZmF+d1g8oJ/RSBiF2TntqZ+tGN7+H0fGZtRgVgvGIjoFC4J33nYyBVBk7f9QSkfPZ+Vyq5Qqq/Xntw/tDGudDe92r4YuhDkJwCkBlK1zsMtScEAoUAL+0x6rMn4wTOnFio0dIikdTxcYuhvXBslKldoj4VrBZmUvgci8BsvnGF7L2EUsid8DLNQQh4HwFKIfe+j8hCQsAJBCiF3AmUaQ41BAJNYBpxvTQCE1XIqQamERSpjxwCSGBuPFgLWE8t9jJb58xKxFmNtGMbGGGmdC175zhU156Hx2+KT4fnfWLb6KmdacV6rBC/sMIOtTFSat6HlDN7GYGAIhp4YWpna+mdjExgRMMbt0N7n6uhZdT8yFCcgGgvmhT170btlZKXLWWLgKuQE4FpFFHqFxQEUHxs2qgCuKv7pogQjlNrw5Ib97xUBc/fXsrSyPVcSjUt+Ri8FibeS8IyJCdvRwSmHtSpLSEQXASIwAyub2llhIAeBIjA1IMWtbUDASIwY1CNJTBJhdyObZeYY/KIwC0PlcUBsHhDNZypD6sSgk6hJiLkI0K4yon2IBkwa0whTBtpnwANx8lLmEp9x0jLmm2QcmIbIygx4rKtaBKLkkIiEaMroaURWkfNg6TGU5D6yWporlgbFx2FY6CwDxfnMLo/0N/pWxdCZ3Y+NN+wgg1DBKZRNKlf0BDg97HZ+ftZJPT5W3c6tkS13ww1I2KFe+Ta8kOQztySOOEeaXsiMB1zN01ECHgaASIwPe0eMo4QcAwBIjAdg5omUkCACEwNAhM/RlJzxe/WsJaYWj6v8i7A6MygXZRCbq9H1V5G3VDoVlotE3lYVa5KjG0/Wgc/Xn8Y5MhYPi6mPv5sSv8ooR+R1HOrvOAlTJGYTD205gJp2WsYtBWOZaRlrJo44p+2bzmkHu6657SMnMeiMuWujE2VkHzmI0ZuduQPg/b84dDRa1hcGrpcXyQ5Ug/8CvC/2Cd8zeIISUoEplW7kMbxOwL8PnJn0f8CRjU6SWDiQdHbB2ph5Zz4qH01XLWiL/X4hAhMPWhRW0IguAgQgRlc39LKCAE9CBCBqQctamsHAkRg2oGqT8ckAtNex6nVZLz5uT1QPigPZo0utNcIwdEz101lartKxJlWZBD/HNPl83tcIPtFUs8FTdRsJkeganayoUFXpNM06Mwt7oq07DtWqG5lF+m5GjClW+3Cdsmn97JU9OTTH0FSa0McodnFhDZEhkk7tJpFgSJx2TrkLmjPj1acJwLTho1AQ/oSAX7oMvfrGZC5vsJ0xLMeEIzcL0WiL/XYQASmHrSoLSEQXASIwAyub2llhIAeBIjA1IMWtbUDASIw7UDVp2MSgWmv407XhwGJysdnDoLSvjmRyZyuDSmyytDWBdCZ3l2RPFNaCx8b60+u3X0yLnIIhX2WbfkUXpt3lYgZhtuYqR1neFKFjhlvzGKfhMufEiIuzc4vR2jGjqlEXPJ2RGCa9QL1DwoC0lIU3X5T5iiBaSSK3MroS/QhEZhB2cm0DkLAHAJEYJrDj3oTAkFBgAjMoHjSv+sgAtO/vrPcciIwLYc0bkA5RVmRdGz7LYueAQUesEYjr4koN7+aOu7D6w6zLo9M7R/V1SllcK+oujO18GMbIFy+TCit2w4/I6GZFG6AzlC2sA1EYNrhCRrTjwhI6/3iYQRGULcOme3IUvDAa+qI3sI1g62OviQC0xE30ySEgC8QIALTF24iIwkB2xEgAtN2iGkCDQSIwKQtEkGACEz7N4Mc6YcvyNuP1MELd5Tab4DgDPxFWK3e203P7oHrBsunvaulxKsRn4LmaTYTERnSHMRkg9RjbzLRDzWFX5NT2NadCEzboKWBfYZAFIG5qZIdArSMmu/IKvTeKzH6EtKyITxuiWX2UQSmZVDSQISArxEgAtPX7iPjCQHLECAC0zIoaSCDCBCBaRC4IHYjAtN+r6IK97RRBVG1Lp0UthFdYVLDKc16b0rpjVop8Uh8VowUjyr6/+3dC5RV1Z3n8X9RL5DXEhMonBQxQ9HBqJQomGkwDjFLVHx0gy4EHcU0duIEFcxkElzG9JpoOtorEx8JPtJNImYZkRbs7kQN2hpChJkY0RRqSwJqYmXJYzrYCEo9qVn/Y8711q1773ncs+/ZZ9/vXatXq5yzH5//yaHqd8/ZO+yY849L21SfemzeeI30fWJh1Z7WiuNU6hwCzCQ1aSvLAhpgrn9+t7fshT5Rrf/b7pq7yviUSq0jXKpj/0unw/PXD9kYrJLBEmBWose5CLgjQIDpTi2ZCQKVCBBgVqLHuUkIEGAmoehIGwSY5gtZLPTTp2y+cm6bnH3SePMDiNDDiLVzpbd9acmNfPLXhstvNuiVeDWYMLZZVs5rizCaaIdeeOdzcsXs1tCvXkZrPfjopNehC+4x2SMIMJP1pLXsCuRvWBZmaY2kZhp0Hy3sJ2jd4rjjIsCMK8d5CLglQIDpVj2ZDQJxBQgw48pxXlICBJhJSTrQDgGm+SIWBpj+ZjOFu3WbH0lwD8P1dclRE0tu5FPqNe2gnXNNv94d9ARo8MwrOyLM06uV9WD+bAJM88b0kA2B/ACzvnOzNG9aKeWW1khqVlGXFhmx9mzpnXmd9E0+L6kheO0QYCbKSWMIZFaAADOzpWPgCCQqQICZKCeNxRAgwIyB5uopBJjmK6sB5qjm+tzmNqV26zY/kuAevKeN9rxQ8nVJHfsDWzqH7Cj+ufs7ZPaUcYNek8/vzfQGO/mBQ/Askz+iaestMuzQ7qq8Zpr86N9vkQDTlCztZk0gf+Ox0cMOiwaF3Wetkv6W6UanUuoJ92Kd+l+a6KZrukZnkh8CzCQ1aQuB7AoQYGa3dowcgSQFCDCT1KStOAIEmHHUHD2HANN8YQufPiy1W7f5kQT3EPS0UbGgMMzTj1HXdgse6eAj1PinL+2Th64+NeqpFR/vBwk9s25M/EmoigcXoQECzAhYHOq0wJ4D3aKbkt2+6ERpnzRGRmxYIL3HX1JyaY2kMEqtMVysfX/DMBNPhhJgJlVR2kEg2wIEmNmuH6NHICkBAsykJGknrgABZlw5B88jwDRf1MIAU38xXnCq2Q1t4s4q6Kke//X3713ZLm3jR3rdhF23LeruulHmkGYorJt8aPB7eMGGKEO27lgCTOtKwoBSFMi/X5laa7JwerqO77Izjwu1NrLJzYUIMFO88OgaAYsECDAtKgZDQSBFAQLMFPHp2hMgwORCyAkQYJq/GDTA3LJzv2joV/hkj/neo/dw1A9nSbmnCQuDyKD1L/0R6E7k55w0vuRr5tFH+sEZQa+wV9J2uXPreg/K8PUXG1mHztSYS7VLgFltcfqzWSD/PqdLazS89rjobt+mPmGeZM/vW9cr7m85RXqnLU18SASYiZPSIAKZFCDAzGTZGDQCiQsQYCZOSoMRBQgwI4K5fDgBpvnq5j+hGPZpRfOjKt2Dt5HP0VOkZ+aKogddcMdzsuT0D3b7Dhse6lOSI4c3GNmJ3OTTneVq4QUb//awHF70ZJolS6RvAsxEGGnEEQG9p3zhzI/JxTMmSv2eF6X5qWVyeNFGGWgcbWSG+etujmpuCOxDv2jqnnOr9LeeEXhs1AMIMKOKcTwCbgoQYLpZV2aFQFQBAsyoYhyftAABZtKiGW6PANN88fLXjQz7tKL5UZXuIejVxPx12qI8NaQbAG3Y9pb3JGqYX9DDGphYX1Nfpa/f+6L0TZ5Xdhi6uUffJxYaeQoq7PyTOo4AMylJ2nFBIP8+p09am97IJ8pGZ7lAdf56GRg1MXFuAszESWkQgUwKEGBmsmwMGoHEBQgwEyelwYgCBJgRwVw+nADTfHXzA0z9pbht/FGy7DMfM99xzB78zSH01cRhb+8U6T0ow/64S3r0aZ+W6ZK/3mSUJ0o17Fx8zwty8cyJib5GrsHommc75ccrTos546Gn6a7i+spo3+TzvNfpi33UqfFXd0rXReuNPZWV2IRCNESAGQKJQ2pGoHBDHd3Ip6/tPGNfVhSulVwOuuHVh6Xx1YeNrbtLgFkzlzkTRaCsAAEmFwgCCKgAASbXQdoCBJhpV8Ci/gkwzRfD3/hGd7S9fu3L8vX5U+X0KePMdxyzBw0tmzcuk4FxU2SgaZQcGfdn0rDrsdwv7/m/aEd9olTDxge2dHpPYbaMbY45wsGnRR2DPk1Vt3+XHJkwvWT/Ix69SI4c3Sb1nb+Q3valQ0KLxo7V0vDqOumffG7JV+0TmVwVGyHArCI2XVkvUPhlk27ko5/uObcZGXuUjchMj4UA00iJaRSBzAkQYGauZAwYASMCBJhGWGk0ggABZgQs1w8lwKxOhXU9tSWzW0XDvx99/tTEwrvqjF4kf8MIncPGl/d58yi1/qWGhA3/ts57BbvwFUfdzKd90tjE1sIsfFIqyERfkW/Ysc7bkKPY65f+TuzdZ62Sunffkqat38htaqSvbjY+f4foMRps9h1/SVB3mflzAszMlIqBVkHg1sd3yd4D3XL74hO83rynHv903zDRfZT7mH7BovdWExv46NwIME1UmDYRyJ4AAWb2asaIETAhQIBpQpU2owgQYEbRcvxYAszqFFgDzNlt40Sfxnzo6lOr02mCvegr1cMO7Zauuaskf7OJC+98TvTJ0vZJYwb15r+G3jNj+ZCQz3/tXJ/CbBs/suJRqu1Xzm2Ts08aH6ot/eVfA8hiY/OCij+9Gu5vzOPPRTfLqO/cLP2tn5KeGSuMrD0XagKGDiLANARLs5kUKHyl2/RGPnovvWL2B5ujlUKrxnqcBJiZvGQZNAKJCxBgJk5KgwhkUoAAM5Nlc2rQBJhOlbOyyRBgVuYX9mwN2XTjmvbWMXLzgqlhT7PmON1tu/7NzdJ1/ppcgKk79N79zBvyzJdnDRmnvuJY6vVrPVifNpK6AS/8rOSz50C3XHrfNu+V9DBhqL4eP/wnS7xd1qVplBfIFn40rK3rOTjoVVH9b/V7XvBeFzex628lBkmdS4CZlCTtuCBQbE1Kb+fvs1Z5awEn/dG/I4p9GVTYj36J0rxppbx3+dakh5BrjwDTGC0NI5ApAQLMTJWLwSJgTIAA0xgtDYcUIMAMCVULhxFgVqfKGth1dB4QDf0unpH8rrGmZ1H4S7P+sj35wyNl1PCG3CuW+WPQHXulaaT3lGKxkNBfF7SS9UB1U6AvPvSKDAyI/P1n20MRaBCr63lqEKkhwOFFG4dswKNPaPZOXTjkyVF98mmgcXSofrJ4EAFmFqvGmE0J5C+V4fehX370Tzoj8Ve39V5W6mn2wvnlf5lkau4EmKZkaReBbAkQYGarXowWAVMCBJimZGk3rAABZlipGjiOALM6RfYDzLBPClZnVOF7KXx9UgNM/ei6nvp/+R8/7NQ1InUnb11rsthH15jb3nnAW0szzue2J3bJs7/ZL7dfekKopy+1D+/pywnTvQBzxNq50jtzubfTuP/xn9DUJ029pzRr6EOAWUPFZqqBAv5SGflPmOcvpRHYQIQD8pfl0Cf1y310PWK9N+k9zNSHANOULO0ikC0BAsxs1YvRImBKgADTlCzthhUgwAwrVQPHEWBWp8h+gFnsdevqjKCyXgrXXfPnU+yVR90kZ9jeF6V3xgppfmpZyVcd9amjxfe8INd85rjQ61f6s4gTXvqb8/jhZLGdfL2NOjpWi7/+ZWVq2TqbADNb9WK0ZgWKBZjv3x++7z25neSnWF+l2ten23tnXjfoi5ckx6JtEWAmLUp7CGRTgAAzm3Vj1AgkLUCAmbQo7UUVIMCMKubw8QSY1SnuI8/vlr0HumTZZz5WnQ4N9OKt/zbnVm8NyHKBrP8Kth6n/1xuzbg4T2Gqpa69GWa9uHyGwnDy/c167hoURhQLNQ1QWtkkAaaVZWFQKQkUCxVzT6LPX5/oJl56T1vzbKf8eMVpZWdbrSfECTBTuujoFgHLBAgwLSsIw0EgJQECzJTg6TYnQIDJxZATIMDkYggrkL/+W6lAtvAXbA09e2bdWPJpIX8TnrBrYfo7mEfZddyfn/fq5aiJ0jPrq95/yj1V+qdQVv9bNZ5uCutd7eMIMKstTn82C/jr9BZ+UZL/RU5S4y+2YVCxtt//0uVO40+IE2AmVVnaQSDbAgSY2a4fo0cgKQECzKQkaSeuAAFmXDkHzyPAdLCohqZUGAAW68bfJOfwgg3eH+s5/S2nlN30Qp/C3PtOV6gdyW/asMNrN+pO7sXCSm98uibmuCleqOmHr7pmp24+VGsfAsxaqzjzDRIotjN4mHtaULuFf77q6Tdk1773im6Iln+stzzH2zuLbowWtc9yxxNgJqlJWwhkV4AAM7u1Y+QIJClAgJmkJm3FESDAjKPm6DkEmI4W1sC0vN1v97xQ9pfn/E1ydAhhNr3wX9UMs8GR7tR7xezWyDu5l3pyyXutfMc6b6Mh759ffVj88NUAodVNEmBaXR4Gl4JAsQDTRIioS3K0jT8qcIkRU7ugF9ISYKZwsdElAhYKEGBaWBSGhEAKAgSYKaDT5SABAkwuiJwAASYXQ1gB7+nKMruK+5vk+Otkarte6PnmZtGNc8p99Bf4CWObZeW8tpKH+a90hgk6CxsptbZl/sY+Gkzkv2Ie1sWV4wgwXakk80hKQAPMwuUq9MuQpq3fKLk5WZy+9f538qQxsmR2a9HT9alL3RhN71H599c4fYU5hwAzjBLHIOC+AAGm+zVmhgiEESDADKPEMSYFCDBN6masbQLMjBUsxeH6G1i8d/nWoqMo9pRj0Dl+Qxtf2ie6s/iPPn+qtIxtLtp+2I0uip1cbi3OERsWeBsTNexYV3a9zhTpq9I1AWZVmOkkQwJ//YMOOf3Pxg0KFkstR1HJtDQo/cKZHxv0ZLl+uaJPh9d3bhb954GRLd59qvfkpTLQOLqS7gLPJcAMJOIABGpCgACzJsrMJBEIFCDADCTiAMMCBJiGgbPUPAFmlqqV7liDduDVpxwHmkbnNsnR0eY/4Xjk6CllJ7D43m1y+pRxJV+jjLv+pQYAzZtWeruNF/vFX59q0vBSP7W6/qXOnQAz3f990bt9AqWejCxcKqPSkRe+qq4h6fCfXCkyMCC9x18iR1pOkaD7Z6VjyD+fADNJTdpCILsCBJjZrR0jRyBJAQLMJDVpK44AAWYcNUfPIcB0tLCGpuXtwHvWKulvmT6kh1JPOYbdtVefwlz1zO/kR1efIqOaG4a0H3f9y1Kvj/sd+Jv3aEAQ9Kq7IVYrmiXAtKIMDMIigVIBZtByGlGmsOdAt1x63zZvE7P2SWO8U/UV9fo3fy5dF603/rRlsbESYEapIMci4K4AAaa7tWVmCEQRIMCMosWxJgQIME2oZrRNAsyMFi6lYY9YO1d625dK3/GXDBpB7unMIk85ht144lB3nyy+5wW55jPHydknjR/Uftz1L4uty1mMTufVP3me9MxckZJs+t0SYKZfA0Zgl4A+9X2ou3/I7uD+lx5JPLHtb2L2L8tP87648Z8YL/VFUTWECDCroUwfCNgvQIBpf40YIQLVECDArIYyfZQTIMDk+sgJEGByMUQRGP7kMulvOUV6py0ddFq5zXqCnoDMb+jWx3fJ6/veFd2oJ/8Td/1L70mpXY/V7M7iUWpLgBlFi2NrQWDNlk759ZvvDAkwde66dq6+3l34ZU5UFz/AfObLs8R7dXz9xdI/+dxUv0whwIxaRY5HwE0BAkw368qsEIgqQIAZVYzjkxYgwExaNMPtEWBmuHgpDL1UGKnBpr6CXewJxrA7ket0Sj1pGXf9yxGPXiR9k+cNCVxToLO+SwJM60vEAKssUC7AbNp6iww7tFu65q6qaFTax09f2icPXX2qt1bvsP2/la4L1qTy6rg/EQLMikrKyQg4I0CA6UwpmQgCFQkQYFbEx8kJCBBgJoDoShMEmK5Usjrz8MLIPS8M+aW93DqX/iuRpXYvLxy57vw7ecJIWTmvLfdHcda/zG3eM3+9DIyaWB2gDPdCgJnh4jF0IwIaLm58eZ/86POnDmk/aHOwsAPyQ9LvnPY7b+3LNF8dJ8AMWzWOQ6A2BAgwa6POzBKBIAECzCAh/ty0AAGmaeEMtU+AmaFiWTDUhlcflsaO73s7evufoN3Jo64XV7iZT9z1L6O8um4BbepDIMBMvQQMwDKBZ3ful689ukP09e7Cj77uPWLt2dI951bpbz0j9sh12Yy9B7rlnmPuLvkUe+zGY57IE5gx4TgNAccECDAdKyjTQSCmAAFmTDhOS0yAADMxyuw3RICZ/RpWcwZ+WJn/NGWYdSbL7V5eOP7CzXzirH8ZdvOeatrZ3hcBpu0VYnzVFshfn7JY3/olyUDTaOmZ9dXYQ/N3Ov/vr18iPbNulL7J58VuK6kTCTCTkqQdBLItQICZ7foxegSSEiDATEqSduIKEGDGlXPwPAJMB4tqcEq5YPCsVdLfMt3rKcwv8brhRV/beaHXoszfzCfO+pdhQlWDTJlsmgAzk2Vj0AYFggLMYk+kRx2OBpjT/9Nwufr3l1vx+riOnwAzahU5HgE3BQgw3awrs0IgqgABZlQxjk9agAAzadEMt0eAmeHipTT0wqcp9TXK3pnXlX1yyNvkZ9TE0E8q5b82/sWHXpErZrfKxTPCr2OpY+r7xMLQgWlKlFZ1S4BpVTkYjAUC/n3o9kUnSvukMUNG5H+h03X+Gu/17zifM/9uq9wwq0n+4o3rJOw6wXH6iXIOAWYULY5FwF0BAkx3a8vMEIgiQIAZRYtjTQgQYJpQzWibBJgZLVyKw85/mjLs+palNv8pNw3dzKeu7v2dyb93Zbu0jR8ZatYNrz3mbYah63QONI4OdQ4HiRBgchUgMFRAA8ZSAaYeHfXp8sIetP27Zu2TmX+4Ww4vetKKEhBgWlEGBoFA6gIEmKmXgAEgYIUAAaYVZajpQRBg1nT5B0+eAJOLIaqAPk3Z33KK93Tj+69Qrg78xdsPFaM8YaSb+dz2xC4Z2dQgP15xWuhhNj+1TAZGhn/aM3TDjh9IgOl4gZleLIGgALPpV3fIsL0vij6FGfWz50C3XHrfNrnrtN/LjJ5npWvuqqhNGDmeANMIK40ikDkBAszMlYwBI2BEgADTCCuNRhAgwIyA5fqhBJiuVzj5+TVtvUWGHdrt/bIddqfv3E7lEZ6K9DfzOXnSGLl5wdRQEym2RmeoEzmIJzC5BhAoIqAB5tfnT5XTp4wr6lPfuVmaN62M9cS3v8bm1pMfjLTEhulCEWCaFqZ9BLIhQICZjToxSgRMCxBgmham/SABAswgoRr6cwLMGip2QlP1Xgd/c7P3xNGIRy+S3qkLpe/4SwJbj7ITud+Yvj4+qrlBWsY2B7avB+jTUBooHF6wIdTxHPSBAE9gcjUgMFRg8b3b5JyTxsuS2a0leUasnSu97UtD3QfzG3l253752qM7ZOsn7pP+SWdYs2YvASb/S0AAARUgwOQ6QAABFSDA5DpIW4AAM+0KWNQ/AaZFxcjIUHJPHM1f7wWYYTew0LXieo+/JPIv+VFYvA2F2v/KaB9RxpOlYwkws1QtxlotAd0lXJ8CLxdg6hcnDTvWeRuZ6YZmYdfeXbOlU3760j7555HXWrMDuboSYFbr6qIfBOwWIMC0uz6MDoFqCRBgVkuafkoJEGCKyOo1a+Wpn20eZLTksoVy7llzvP/2xFObZM2D67x/nj7tBFm+7CoZ3hzuKbAsXXoEmFmqlh1j9V8H75mxPNT6l/6ovZ3Ij54iPTNXGJkIm/dUxkqAWZkfZ7spECbA1JnrFzsaZErPu9I7c7n0TZ4XCKIB5q9f3yP3yfLQXwQFNprAAQSYCSDSBAIOCBBgOlBEpoBAAgIEmAkg0kRFAgSYfwowVXHpkkVDMDteftULL//mhi/K2DGjvbCz1LEVVcKCkwkwLShCxoZQ13tQ9EnHgZEtcmTcFOmec1uoGXibXby909hGFWzeE6oMJQ8iwKzMj7PdFNAAc1Rzfah1ePXe2PDqOu+LHQ0we2Z9tSzKTRt2SF33AflW3/USZYMz09IEmKaFaR+BbAgQYGajTowSAdMCBJimhWk/SIAAMyDA1MDy2GNbck9jFgaaQcBZ+nMCzCxVy56x6nqW+tF133Q38jCfSja7CGpfg9HhP1li1WuYQWO27c8JMG2rCOOxQcB7SvLNd+T2xSeEHk7Dqw9LY8f3vY19yn00HD21+TW5qml9rF3MQw8o4oEEmBHBOBwBRwUIMB0tLNNCIKIAAWZEMA5PXIAAs8gr5P7r413d3XLnqn+QaSedkAswf9/5B7nj7tWy4gtL5aOtH0m8IGk2SICZpn52+9awUEPD7rNWSX/L9NAT8Ta78F6vPC/0OWEO9HZG37/TqhAgzLhtOoYA06ZqMBZbBOIEmP4yGxpgllsP83P3d8gZw1+Wq8ZtNfZkehxHAsw4apyDgHsCBJju1ZQZIRBHgAAzjhrnJClAgFmgqQHlLbfdJddc/Vn5+JT/7AWYOW3CZAAAHhdJREFU58w9U9pPPN47sjDA1B/uXfn0HzkidVInw4bVuTIl5lEFgXG/uF6a/n277Jn/dKTexm67TYb1HpK3/8vNkc4rd7C296GNl8nBaV+Qw5POTqzdWmuo/8iA6F2Ae0GtVZ75lhNY+6s98ss3/kNuXzg1NJTek8b/5C9k/+nflp4Pt5c87y/vflG+8dFN8snJx8ihqVeEbt/0gX39R7z7wLA6fi4wbU37CNgs0NvfLw319d7PBnwQQKB2BXr7+qWxod4KgDGjRlgxDgZRXQGnA8xim/P4vPmb9BSS+6+Nf/qMPw98ArOnt7+6FTPY2+GuXqmvr5OmxgaDvdC0awIN+16Uxj/8Qg6fcl2kqTW98bgc9ctvyoGLnpCBxlGRzi11sLY54oW75J0LH0mszUQGlrFGurp6pa5epLmxMWMjZ7gImBPYuutt+fqPfys/vf6TkToZu/4c6Trxr6T74wtLnnfO7b+UVePvl0/M+HTZ4yJ1nMDB7x3u9n4maLDkl5UEpkQTCCAQQ+DQu91y1PBGGVY/LMbZnIIAAq4IvHOoS0aPbJY6C77YbGq0I0h1pbZZmYfTAWbcIuSve8kamHEVOQ+B8gL+BkA9s25M7DVyfZ1dNxMK2jCD2pQX4BVyrhAEhgrsOdAtl963TW5fdKK0TxoTmmj4k8vkyNFTpGfmiqLn7Nr3rugr5A986Nvy0Xk3RlqKI/QgYh7IK+Qx4TgNAccEeIXcsYIyHQRiCvAKeUw4TktMoOYDzAPvHJSf/XyL/OUF53ioha+Iswt5YtcaDSEwRKB501e8/xZ29/LCBnTtTV3vUv9/3du/FV1vruv8NV5YwCe+AAFmfDvOdFvggjuekyWnt8rFMyaGnmjTr+7w7lFdc1cVPafjzXfk+rUvy/+d+CVvs59ya2WG7jShAwkwE4KkGQQyLkCAmfECMnwEEhIgwEwIkmZiC9R8gOlv1PPi9ldyiDd86drcmpf6H594apOseXCd9+fTp50gy5ddJcObm2Oj23oim/jYWhl3x9Xw2mPStPUbsX5pb9y+Who7Vns4RyZM90LL/pZTpL/1DHfBqjQzAswqQdNN5gR0t/AJY5tl5by20GMP2on82Z375WuP7vACzPcu3xq63WocSIBZDWX6QMB+AQJM+2vECBGohgABZjWU6aOcQM0HmFweHwgQYHI1VFvAf428e86tkYNH73XxCdNLvpZZ7bm41B8BpkvVZC5JCuhO5Ft27pfvXVl6Q57C/vydyEuFk16b23fJA5MfsWoHcp0HAWaSVw9tIZBdAQLM7NaOkSOQpAABZpKatBVHgAAzjpqj5xBgOlpYy6elr5EPNI2OtG5lJcGn5RxWDI8A04oyMAgLBfynJZ/58qzQo8vdr85aVXR9Sw0wO7b/Wr7b3hHpPhh6ABUcSIBZAR6nIuCQAAGmQ8VkKghUIECAWQEepyYiQICZCKMbjRBgulHHrM1CXyNv/NVd3mvkYT/1nZuledNK6163DDt+248jwLS9QowvLYFD3X1y4Z3PRd7IZ8TaudI7c3nRDcv0tfQx/9Ehfzv7sPROW5rW1Ir2S4BpVTkYDAKpCRBgpkZPxwhYJUCAaVU5anIwBJg1WfbikybA5GJIQyDO05RNW2+RYYd2W/e6ZRp+JvokwDShSpuuCCy+d5tcNOPYSBv56E7kukZvsYBSA8yZb/+jXH7BmZGX0jBtSoBpWpj2EciGAAFmNurEKBEwLUCAaVqY9oMECDCDhGrozwkwa6jYlk016mvkIx69SHqnLpS+4y+xbCZuDIcA0406MgszAjdt2CEjhzdE2sin3E7kl97znJw/8Lj8t8WXeZuR2fQhwLSpGowFgfQECDDTs6dnBGwSIMC0qRq1ORYCzNqse9FZE2ByMaQlEOU18mFv7xTdwKfr/DXW/bKfll/S/RJgJi1Key4JxNnIp3H7aml47XE5PH/9EIoz/26r3H3MPTJ16Q+tYyLAtK4kDAiBVAQIMFNhp1MErBMgwLSuJDU3IALMmit56QkTYHIxpCWgr5EPX3+R9E+eF7ireMOrD0tjx2o5vOjJtIbrfL8EmM6XmAlWINDx5jty/dqXJcpGPqV2It+171353P0dsqb1AWldfG8FozJzKgGmGVdaRSBrAgSYWasY40XAjAABphlXWg0vQIAZ3sr5IwkwnS+x1RPUpzCbtn5DuufcWnYduKivm1s9aUsHR4BpaWEYlhUCcTbyqTu0W3Tpi+6Cncg3vrRPVj35G3nypLVWrulLgGnFJccgEEhdgAAz9RIwAASsECDAtKIMNT0IAsyaLv/gyRNgcjGkLaDrxNW/9oR0nX+/DIyaWHQ4R/1wlvTMurHobr5pj9+V/gkwXakk8zAloBv5nHPSeFkyuzV0F8XuXauefkNe39Eh3zntd4FPn4fuKMEDCTATxKQpBDIsQICZ4eIxdAQSFCDATBCTpmIJEGDGYnPzJAJMN+uatVnp+pb60TUuCz/+a5iHF22UgcbRWZtaZsZLgJmZUjHQlAR0Ix/93LxgaugRFNuJXF8fn9P3r3LF7I9YuSkZAWbo8nIgAk4LEGA6XV4mh0BoAQLM0FQcaEiAANMQbBabJcDMYtXcG7O+aqkhZv+k/+o9aZn/8Xby3fti0XDTPYn0ZkSAmZ49PWdDQDfy2fjyPvnR508NPeCmrbfIsEO7B70qrhv43Hb0/fLJi/+nlZuSEWCGLi8HIuC0AAGm0+VlcgiEFiDADE3FgYYECDANwWaxWQLMLFbNzTH7T1r2TT5vUIipweaRCdOtfNXSpUoQYLpUTeZiQsDfyOdflp8mo5obQnVRuBN5xxt75Pp/fF2e+NQ2af7za0O1Ue2DCDCrLU5/CNgpQIBpZ10YFQLVFiDArLY4/RUKEGByTeQECDC5GGwSqO/cLE1bbpEjx0yRnjm3ekMbsfbsIZtg2DRmV8ZCgOlKJZmHKYE4G/kU7kT+T2u/J+vemiQPXTvb2iUxCDBNXUG0i0C2BAgws1UvRouAKQECTFOytBtWgAAzrFQNHEeAWQNFztgUh7290wsx9aNPXjbsWCfvXb41Y7PI3nAJMLNXM0ZcfYGoG/n4O5Hr+r513YfkpoeflyPjp8nXF3+y+oMP2SMBZkgoDkPAcQECTMcLzPQQCClAgBkSisOMCRBgGqPNXsMEmNmrWS2MuK73oDT/bKW39mV/66eke85ttTDtVOdIgJkqP51nRODWx3fJu119gRv57DnQLS1jm71Z+TuRN27/vszvvEYWzJoqF8+YaO2MCTCtLQ0DQ6CqAgSYVeWmMwSsFSDAtLY0NTMwAsyaKXXwRAkwg404Ij0B3QDjyNFTrNypNz0VMz0TYJpxpVW3BB55frc8sKVTvjyvTU6fMq7o5G57Ype8tvdd+d6V7d6f607kdft3ycGGcTL39Wvl9kUnSvukMdbCEGBaWxoGhkBVBQgwq8pNZwhYK0CAaW1pamZgBJg1U+rgiRJgBhtxBAK1IECAWQtVZo5JCKx6+g1Zv223LJnd6v2f/9E1Mr/40Cuya9+73n/S3cr1KUz9IqbhtcflXz9+l3x1U4888+VZSQzDWBsEmMZoaRiBTAkQYGaqXAwWAWMCBJjGaGk4pAABZkioWjiMALMWqswcEQgWIMAMNuIIBHyBjS/tk+8+/TtpazlKbp4/VfSV8a89ukNGNjXIV85rk5s27JCLZhzrvSqu62DW731BVu+ZJs/+dr/8/WfffzLT1g8Bpq2VYVwIVFeAALO63vSGgK0CBJi2VqZ2xkWAWTu1DpwpAWYgEQcgUBMCBJg1UWYmmaCAPmmpQWVdncihrn6ZPH6k3Lzg4zKquUH0Kc2Ozndyr5Frt9c/9IpMGNssK+e1JTiK5JsiwEzelBYRyKIAAWYWq8aYEUhegAAzeVNajCZAgBnNy+mjCTCdLi+TQyC0AAFmaCoORCAnoK+N37ThN9I2/ihZ9pmP5f67hpufu7/DCzDbxo/0/vuFdz4ny848Ts4+abzVggSYVpeHwSFQNQECzKpR0xECVgsQYFpdnpoYHAFmTZQ53CQJMMM5cRQCrgsQYLpeYeZXbYHF927zNvrRYLNYoFnt8YTtjwAzrBTHIeC2AAGm2/VldgiEFSDADCvFcaYECDBNyWawXQLMDBaNISNgQIAA0wAqTda0wJotnbLx5X3eZj66ZqbuTm77Bj5aMALMmr5smTwCOQECTC4GBBBQAQJMroO0BQgw066ARf0TYFpUDIaCQIoCBJgp4tO1kwK6sc+l923zXiPXAHPXvvfk9sUnWD9XAkzrS8QAEaiKAAFmVZjpBAHrBQgwrS+R8wMkwHS+xOEnSIAZ3oojEXBZgADT5eoyt7QE/voHHXLypDHehj6zp4yTJbNb0xpK6H4JMENTcSACTgsQYDpdXiaHQGgBAszQVBxoSIAA0xBsFpslwMxi1RgzAskLEGAmb0qLCDzy/G55YEun6GY/X58/1VsT0/YPAabtFWJ8CFRHgACzOs70goDtAgSYtlfI/fERYLpf49AzJMAMTcWBCDgtQIDpdHmZXEoC/mvk2r2uhdkytjmlkYTvlgAzvBVHIuCyAAGmy9VlbgiEFyDADG/FkWYECDDNuGayVQLMTJaNQSOQuAABZuKkNIiAJ3D9Q6/IngNd8tDVp2ZChAAzE2VikAgYFyDANE5MBwhkQoAAMxNlcnqQBJhOlzfa5Agwo3lxNAKuChBgulpZ5pW2gD6Fqa+Qt40fmfZQQvVPgBmKiYMQcF6AANP5EjNBBEIJEGCGYuIggwIEmAZxs9Y0AWbWKsZ4ETAjQIBpxpVWEciaAAFm1irGeBEwI0CAacaVVhHImgABZtYq5t54CTDdq2nsGRFgxqbjRAScEiDAdKqcTAaB2AIEmLHpOBEBpwQIMJ0qJ5NBILYAAWZsOk5MSIAAMyFIF5ohwHShiswBgcoFCDArN6QFBFwQIMB0oYrMAYHKBQgwKzekBQRcECDAdKGK2Z4DAWa265fo6AkwE+WkMQQyK0CAmdnSMXAEEhUgwEyUk8YQyKwAAWZmS8fAEUhUgAAzUU4aiyFAgBkDzdVTCDBdrSzzQiCaAAFmNC+ORsBVAQJMVyvLvBCIJkCAGc2LoxFwVYAA09XKZmdeBJjZqZXxkRJgGiemAwQyIUCAmYkyMUgEjAsQYBonpgMEMiFAgJmJMjFIBIwLEGAaJ6aDAAECTC6RnAABJhcDAgioAAEm1wECCKgAASbXAQIIqAABJtcBAgioAAEm10HaAgSYaVfAov4JMC0qBkNBIEUBAswU8ekaAYsECDAtKgZDQSBFAQLMFPHpGgGLBAgwLSpGjQ6FALNGC19s2gSYXAwIIKACBJhcBwggoAIEmFwHCCCgAgSYXAcIIKACBJhcB2kLEGCmXQGL+ifAtKgYDAWBFAUIMFPEp2sELBIgwLSoGAwFgRQFCDBTxKdrBCwSIMC0qBg1OhQCzBotfLFpE2ByMSCAgAoQYHIdIICAChBgch0ggIAKEGByHSCAgAoQYHIdpC1AgJl2BSzqnwDTomIwFARSFCDATBGfrhGwSIAA06JiMBQEUhQgwEwRn64RsEiAANOiYtToUAgwa7TwxaZNgMnFgAACKkCAyXWAAAIqQIDJdYAAAipAgMl1gAACKkCAyXWQtgABZtoVsKh/AkyLisFQEEhRgAAzRXy6RsAiAQJMi4rBUBBIUYAAM0V8ukbAIgECTIuKUaNDIcCs0cIXmzYBJhcDAgioAAEm1wECCKgAASbXAQIIqAABJtcBAgioAAEm10HaAgSYaVeA/hFAAAEEEEAAAQQQQAABBBBAAAEEEECgpAABJhcHAggggAACCCCAAAIIIIAAAggggAACCFgrQIBpbWkYGAIIIIAAAggggAACCCCAAAIIIIAAAggQYHINIIAAAggggAACCCCAAAIIIIAAAggggIC1AgSY1pYm/sC6urvlzlX/IC9ufyXXyA1fulbaTzw+9+9PPLVJ1jy4zvv36dNOkOXLrpLhzc3evxeev+SyhXLuWXNy53a8/Kp881vf8f792IkT5G9u+KKMHTM6/oA5EwEEjAiYvBcceOeg/K9vflve2r03N/bRo0bJV79ynXy09SNG5kOjCCAQT+D3nX+QW267Sw4eOlTy7+5yPxf4va5es1aOPbZl0M8E+mf8XBCvLpyFQLUFgu4FQb8DlLsXFLbN7wnVri79IRBeIP/v7ah5QNB9RNsL8zNF+NFyJAIfCBBgOng1aLDwyKOPyWWL5nuhpN6gvnvvD3LBgv67hpd+8Ki/kOhn6ZJF3v/P/3c/pNAQUwNQvWHdcfdqWfGFpV5IoTen7S+9MigAdZCUKSGQSQGT94LCe0MmgRg0AjUioH/v65cN/peR+vf8v//xj7m/u4N+Lsj/RaTwS01+LqiRi4hpOiEQdC8o9ztAYSgRdC9wAoxJIOCogP69rg8i6e/3/hcXHzrmmFB5QNB9JOhnCkdJmVaVBAgwqwSdZjeFQUPhExT5Nxkd5/++6z7v5uU/RZX/w4ze7N56a0/u5lb4i0ua86RvBBAoL5DkvYAAk6sNgewKFPvlIv/JysI/92da7AlMfi7I7nXAyBGI8jtAvlaxewG/E3A9IZBdgfyHkrq7e8rmAYWzjPszRXa1GHmaAgSYaepXqe/8HygmjP+w93r5tJNOyD2Jkf/nOqT8Jyz13/NvaA+ufdQbtf+0JiFGlYpINwgkIJDkvUB/uMl/hZzXxxMoEE0gUCWB/L/XtctyPxfkLwlRLLQofIuDnwuqVES6QSABgfx7wd59/6/s7wD+UlPabakAM2ipigSGTBMIIGBAIP/v8mJfRpR76zLuzxQGpkGTNSBAgOl4kf1Hwv3A0v/3c+aemVsTszDA1BvY/7ju87l1LQsDzPynNPhFxfELiOk5I5D0vSD/Fxn/i46nnvk5a+I6c8UwEVcFCn8xCfq5IEyAyc8Frl4tzMtlgcJ7gf57ud8BggLMQqvCpSpctmRuCGRZoPAJyij3gkp+psiyGWNPT4AAMz174z0XW8+iMMTQQfAEpvFS0AECqQqYuBcUBpj6ZUbh8hOpTprOEUBgiIC/8P41V3829yVm0M8FYQJM7Yg3M7jgEMiOQLF7QZSnrkpt6JUvUCwEyY4QI0WgNgQK98oozAb8nwGKPYFZ6c8UtSHMLJMWIMBMWtSS9ooFFv7QWAPTkiIxDASqIGDqXlA4dALMKhSTLhCoQKDYLxphfi4YO2Z0rlfWwKygAJyKgCUCpe4Fxf4eL1wiotQ9o9jUCDAtKTjDQKCEQLHwUg8Ncy9I4mcKCoNAHAECzDhqlp9T7GmK/CEH7QzGLuSWF5jhIRBSwOS9QO8j+tHdC/VTbm2ckMPlMAQQMCQQtLlG0M8F5UILdiE3VDSaRcCAQNC9IGgX8nL3gp//4v/Icce1Ft0E1MBUaBIBBCoQKLVZX/7/xvWf9e2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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "DD = pl.compute_drawdowns(MSCIs)\n", "DD.iplot(dimensions=pl.dimensions)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/markdown": [ "**Performance from 1998-12-31 to 2020-08-31 (≈ 21.7 years)**" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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CAGRReturnStdDevSharpeMax DDMAR
World €5.92%247.97%14.38%0.41-54.15%0.11
EM €8.94%540.47%19.92%0.45-56.08%0.16
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" ], "text/plain": [ " CAGR Return StdDev Sharpe Max DD MAR\n", "World € 5.92% 247.97% 14.38% 0.41 -54.15% 0.11\n", "EM € 8.94% 540.47% 19.92% 0.45 -56.08% 0.16" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Compute Performance table\n", "pl.compute_performance_table(MSCIs, freq='months')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Colocar a opção freq='months' uma vez que a frequência dos dados é mensal e necessário estar correcta para o desvio padrão anualizado estar bem calculado. Quando são diários não é necessário colocar pois por defeito o sistema assume que são diários." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 4 }