diff --git a/LimitsToGrowth.ipynb b/LimitsToGrowth.ipynb deleted file mode 100644 index 75028fdcf95fec21a3ab684785f17961997e509e..0000000000000000000000000000000000000000 --- a/LimitsToGrowth.ipynb +++ /dev/null @@ -1,505 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Run World3 model" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "tags": [] - }, - "outputs": [ - { - "data": { - "image/png": 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CpXNVAjDFRjExJhjH2erY52Uotk/cM+ajLOm45ewdZ99LvlTODmrCfdwI92l0HROqaiwcOl7GgYIyDhSUYrZ+35Vfwl+mfKprlaotSaD1dadnoAe9gryIDvJEH6ohrIur3c+wBUEQLsV5C3NSatyd0xMzhkxPzBiclBq3fnpiRm+URQgyk1LjHM/32oulyzStM0XrhqKsnHS3dfMOYJgu03ShKzIJTTCnxDfY1cu67/bWzAXAyUFFpL8Hkf7nXpCptchKkT5cQubhEnbnl7DrcAmLduafPsv2dXeif7g3/cO86R+uYUB4FzRuNvlVFQRBsImmRmX/C2XlJofpiRmLgKHAYiB5emLGgKTUuEbXV74UukzTEZQR2IJwmlolnS7aV+mDT2+vqK5ld34JWw8VszW7iK3ZRSzedQRZVs6sdUFeDIv0ZXh3X4Z080HjKgq1IAhtV1OXsm8GYgBn4DAQlpQad2J6YsbbwFqs7TM7On2a/h5jgrHJ0cktzqC5B0Nx68dtZ1wc1fQL86ZfmDd3DesKQElFNcZDxWw4cJzVewv4du0Bvli5H0mCPiFejOnhz3hdIDHh3qhV4tK3IAhtR1OFuSYpNa4WKJuemLHXuqYySalx5dMTMyy2T09hitb56jJNBa0VrwHNmjbUgeK2e54ujoyI8mNElB+Pje9BRXUtW7KLWL23gNV7C5ixbB8fL9mLj7sTY3v5c7kukLG9AsSAMkEQ7K6pwlw1PTHDzboi1MBTG6cnZmhQ1hxucaZoXQrwti7TdMwUrRuE0mjDYorWOQJTdZmmpbaIq0/Tn2/a0IWuBNV8Bo194nYyLo5qhkX6MizSlycvh+KyapbtOUpG5hEyMo8wa1MObk5qLu8dyDX9Qhjd0w9nB1GkBUFofU0V5jFJqXGVAEmpcXULsSPNXOrvIsTrMk3J1p/fAqboMk3rTdG6nsD3wAXN070AlzxtqJ3F7dQ0bo5c0z+Ea/qHUGuRWbu/gHlb8/hjex5zt+Ti5eLANf1DuG1IhL1TFQShk2lqVHZlI9uPAcdskhE4mKJ1DrpMUw3gqss0rQfQZZp2m6J1TTa7uATzAQ9jgnHL2TvObrlpi7gYis+Je07LTcEm1CqJEd39GNHdj9eu68OKrGPM3ZzDzI2H+G7tQbReKh50Pci1MSF4ODf1WVYQBOHStMW/Mh8Dv1svaS8wReumAbNQGm1ssVVQY4Kx0WlDxgSj7aYNGYobjYuhuNWnK3V2jmoV43oFMK5XAK+WVTN78yE+W2zihdlGXv/dxO1DI7hnpJZgjau9UxUEoYNqc4VZl2n60BStMwIPAz1RcuwBzKGZvbkFoSVo3By5e2Q3ulaZ0XSP4cuVZj5bvo8vVuzn2pgQHhwTSXSQl73TFAShg2lzhRlAl2laAiyxcxqCACg9bWMjuhAb0YXnJvbi8xX7+Wl9NrM25XBlnyCemdiTqABPe6cpCEIH0ebWYz4fU7TuHnvnIHRu4T5uGK7tw+rn43h8fA9WZB3jiveW8cwvW8kuLLN3eoIgdADtqjCjzOsVBLvzdnPiyct7suy5cdw7shu/bc0l7p0lvDZvJ8Xl566iJQiC0Fxt7lK2KVon5vUK7YaPuxMvTerNfaO7Me2vPXy5aj+/bc3hn1dGc1NsGCrRVUwQhAvU5gozYl6v0A4Fa1xJuakfdw7rystzt/PszG38sO4gKTf1o2eguP8sCELztcXCPB/w0GWatpy9wxStW9Lq2QjCBegbquHXxBHM2pzD67+bmPTBCh6f0IOHxkTioG5vd44EQbCHNleYdZmmRuf16jJNYl6v0OapVBI3DwxjbC9//jV3B28t3MWC7Yd595b+9BBnz4IgNEF8hBcEG/HzcGb6HbFMvz2W3KJyrv1oJbM2HbJ3WoIgtHGiMAuCjcX3C+aPx0ejD9Pw1M9bSf51GxXVtfZOSxCENkoUZkFoBQFeLnx//1AeGdudH9dnc+PHq8grLrd3WoIgtEGiMAtCK3FQq3juymg+TxjEgYJSbpi+ip25J+ydliAIbYwozILQysbrAvklcQQAk1NXsXpvgZ0zEgShLRGFWRDsoHeIF3OSRhLi7crdX65j8a4j9k5JEIQ2QhRmQbCTII0LPz00nKgADx78egOLdubbOyVBENoAUZgFwY583J34/oFh9A7RkPTdJlbsOWbvlARBsDNRmAXBzjSujqTdM5hIf3ce+HoDG8yF9k5JEAQ7EoVZENoAbzcnvrlvKMEaF+5L20DWkZP2TkkQBDsRhVkQ2gh/T2fS7h2Co1rinq/WcbSk0t4pCYJgB6IwC0IbEu7jxucJgzlaUskDX28QHcIEoRMShVkQ2pj+4d68PyWGLdlFvDJ3O7Is2zslQRBakSjMgtAGXdk3mEfHRfHzhkN8u/agvdMRBKEVicIsCG3Uk5f3ZGwvf179bQdbsovsnY4gCK1EFGZBaKPUKon3p8QQ4OnMYz9spqSi2t4pCYLQCkRhFoQ2zNvNiQ9uG0BOUTkvzBb3mwWhMxCFWRDauEFaH56c0IN5W3OZtSnH3ukIgmBjojALQjvw8NgoBmu7YJi3Q6zjLAgdnCjMgtAOqFUSb93cn5pameRfjeKStiB0YKIwC0I7ofVzJ/mqaJbuPsrPG7LtnY4gCDYiCrMgtCN3DevK0G4+vP57JsdOipadgtARicIsCO2ISiXx3xv0lFXV8N90k73TEQTBBkRhFoR2JirAg4cv687szTli/WZB6IBEYRaEduiRcVFofd14Ze52qmos9k5HEIQWJAqzILRDLo5q/nVNH/YdK+Xr1WZ7pyMIQgsShVkQ2qlx0QFc1tOfaX/vEQPBBKEDEYVZENqxlyfpKK+q5Z0/d9s7FUEQWogozILQjkUFeHLX8K78uP4guw6X2DsdQRBagCjMgtDOPRbXAw8nB97+c5e9UxEEoQWIwiwI7VwXdyceuiySRTvz2Xig0N7pCIJwiURhFoQO4N5R3fDzcObNP3aJPtqC0M6JwiwIHYCbkwOPj49inbmQpbuP2jsdQRAugSjMgtBBTBkcQai3K9P+3iPOmgWhHXOwdwJtlT5N7wNgTDC27k07g8ZH+V7canG1yenewFRAS53fCXNK/GOtlYNw6ZwcVDw8tjsvzdnOiqxjjO7hb++UBEG4CKIw16FP00cA/weMB4oASZ+m9wIygGRjgtHcyOuWXFJgg+acuBg0p+NiKG4wLgbNpcU943dgDWAEmuzvqE1OrxfXuYWSEC7d5EFhTF+cxbS/9jAqyg9JkuydkiAIF0gU5vp+At4H7jAmGGsB9Gl6NTAZ+BEYZuu4GIprATBoWiPuKS7mlPinLvbFFouFJUuWtGA6bcvJkyfb1fsbH2LhW9Nx/jcrg96+6iaf397e34US76996+jvryFSa9yLkiRpgyzLg2we6BLj6tP0e4wJxh4Xuu9S42LQ7MFQ3PCxz7fvUuNaaZPTnwROAvOB070dzSnxzbqc3qtXL3nXro47h3bJkiWMHTvW3mk0W0V1LZe9tZioAA++u7/pz3Tt7f1dKPH+2reO+v4kSUKW5QYvaYkz5vo26tP0HwNpQLZ1WziQAGy2ZVwMGnvEPaUKeAt4ETj1SU0GIlshttDCXBzV3DOyGyl/ZLI9p5i+oRp7pyQIwgUQhbm+qcB9wKtAqHVbDvAb8HkHjHvK00CUOSVeLO7bQdw+NIKPMrKYsWwfH942wN7pCIJwAURhrsOYYKwC/mf9aj2GYvvEPSMLKLNTbMEGvFwcuWNoBJ8u38dzE3sR7uNm75QEQWgmUZjr0KfpHVDOXK+n/pnrXOBzY4Kx2iaBDZrzxsVQbJu4Z5QCW7TJ6Yupf49ZTJdqx+4Z2Y0vVu7ns+X7ePW6vvZORxCEZhKFub5vUKYrvQocsm4LQ7nX+y0wpYPFPWWO9UvoQII0LlzTP4RfNh7i6Ym98HJxtHdKgiA0gyjM9Q00Jhh7nrXtELBGn6a35YK3AzEUNxgXg8bmC+2aU+LTbB1DsI+7R2iZtSmHWRsPcffIbvZORxCEZhAtOesr1KfpJ+vT9Kf/u+jT9Cp9mn4KcNyWcTFoJmPQnPn3MGhUGDS2jit0cP3CvIkJ9+br1QewWESbTkFoD0Rhru9W4GbgsD5Nv9t6lnwYuNG6z+ZxMWh2W8+SWyPuadrkdB9tcrpPa8QSWlfCiK7sO1bKyr1i0L0gtAfiUnZ9uSjtKT8DNgFXAiOBHZy599th4mqT089pBapNTj/dCtScEm+2VWyh9VytD+Y/802krTog+mcLQjsgCnN9X6L8N3EFigF3YDZK4RqCMhirI8U93QrUnBJfC6BNTm/NVqBCK3B2UHPbkAimL8kiu7BMTJ0ShDbugi9lT0/MCLBFIqeYonV9TNG6a+s8fs8UrfvC+hVry9iA3phgnIJyCfkKYLIxwfgNcA9gyy4NegzF9eJiKG6NuH7mlPifThVlAHNKfK05Jf5HwNeGcYVWdvvQCCTg27UH7J2KIAhNOO8Z8/TEjLPvOUrAuumJGQMAKSk1rsFeytMTM5ZcQk4pwBt1Hk8EXgbcgFdQ5vo2yBStu5S4ACp9mt4J5YzVDdAAhSgLKNlyrokKg8YecTdqk9Pt2QpUaCUh3q5c0TuIn9Zn8+SEnrg4Nr24hSAI9tHUpexjwNkfsUNR7oPaqpdysC7TtKrO4xO6TNOvAKZo3UM2iFfX50AmoEbpG/2LPk2/D+WS7o+tGReDpjXi2rsVqNCK7hzWlQU7DrNwx2Guiwlt+gWCINhFU4X5WeBy4Nmk1DgjwPTEjP1JqXHnnRCZlBo3tu7jR2ew4QJy8qz7QJdpqnuf87yX0XWZpnpxkaQLiYsxwfiePk3/k/XnXH2a/mtgAvCpMcG47kKOdUEMxe9h0Pxk/TkXg+Z0XAzFNotrTom3dytQoRWN6O5LqLcrMzceEoVZENqw8xbmpNS4d6YnZvwEvDc9MSMb+BdnVh+ylVxTtG6oLtO0tu5GU7RuGMroZZsyJhhz6/xcBMy0dUxAKchnfm6VuNrk9PO2AjWnxNu6FajQilQqiZsGhvFhxh5yisoJ9Xa1d0qCIDSgyVHZSalxh4DJ0xMzrgUWodwDtaV/Aj+ZonVfoVwyBxiIct/T1q0pOxt7twIVWtnkgWF88PceZm08xD/GN2uZb0EQWlmThXl6YkY0ytlUBkph7m7dfmVSatyClk5Il2laZ4rWDQUeBe62bt4BDNNlmvJbOl4nN9CcEt9gK1BtcrrNW4EKrS/cx43hkb78svEQSeOiUKkaXKddEAQ7ampU9mNAEmBCGQz0eFJq3Fzr7teBFi/MALpM0xGUEdiCbRVqk9MnA7+aU+ItANrkdBXKPGbRCrSDmjwojKd+3so6cyHDIsWsOEFoa5qax/wAMDApNe56YCzw8vTEjMet+8RH7fbvVCvQfG1y+m5tcvoeIJ9WbAUqtL6r+gbj4ezALxts2cxOEISL1dSlbFVSatxJgKTUOPP0xIyxwMzpiRldEYW53bO23JwCoE1O97VuK7BnToLtuTqpuaZ/MHM25/LqdX3snY4gCGdp6ow5f3piRsypB9YiPQnwA/S2SMgUrfMyReveMEXrvjFF624/a9/HtojZWWmT0520yelTtcnp460FeaI2Of0jbXJ6kjY5XSze24HdPDCc8upaft+WZ+9UBEE4S1OFeSrKKkenJaXG1SSlxk0Fxtgopy9RzsZ/BW41Ret+NUXrnK37RO/mlvUlEA88oU1O/wbl3vJaYDDKghpCBxUb4Y3W143fttp8BqIgCBeoqXnMjd6ESkqNW9ny6QDQXZdpusn68xxTtO5FIKNu/2yhxejNKfH9rPOZc4AQc0p8rTY5/Vtgq51zE2xIkiSu6R/C9MVZTA4Xi1oIQlvSFtdjdjZF607npcs0/Rf4FFiGWFihpam0yelOKN3WTvXoBtv36BbagGv6h2CRYf3hGnunIghCHW2xMM8D4upu0GWavgKeBqrskVAHdqpH9xasPbq1yemfAuuxbY9uoQ3oGehJr0BP1uaJwiwIbUmbK8y6TNNzukzTXw1sX6DLNIlWRS3InBL/HjAKGG5Oif8AuAlYCNxnTol/1a7JCa3i2pgQ9hRZyCkqt3cqgiBYNdn5qy0xRevu0WWavrR3Hh2JOSU+t87PRbRWb3ChTZjUL5i3Fu4ifVsuD47pbu90BEGgDZ4xN0GcxQlCC+rq6043jYp5W8W0KUFoK9rcGbMpWretkV0SENiauQhCZzA0yIEfdxWz/1gp3fzc7Z2OIHR6ba4woxTfiZzbq1kCVrV+OoLQsQ0JVvPTbpi3NZfHxIpTgmB3bbEwzwc8dJmmLWfvMEXrlrR6NoLQwfm4qBjc1Yf520RhFoS2oM3dY9Zlmu7TZZpWNLLv9oa2C4Jwaa7sG8Tu/JOYj5XaOxVB6PTaXGEWBKH1Xd5bGb6xaKdY8lwQ7E0UZkEQCPdxo3ewF3/uPNz0kwVBsClRmAVBAOCKPoFsOHCcYycr7Z2KIHRqojALggDAFb2DkGX42yQuZwuCPYnCLAgCALpgT8K6uPLnDlGYBcGeRGEWBAFQloK8oncQy7OOUVopFrYQBHsRhVkQhNOu6BNIVY2FZbuP2jsVQei0RGEWBOG0QV270MXNkT/FtClBsBtRmAVBOM1BrWK8LpC/TflU11rsnY4gdEqiMAuCUM/lvQM5UVHDenOhvVMRhE5JFGZBEOoZGeWHo1pi6S5xn1kQ7EEUZkEQ6vFwdmCw1oclojALgl2IwiwIwjku6+nPrvwScovK7Z2KIHQ6ojALgnCOsb0CAMS0KUGwA1GYBUE4R89AD4I1LuJytiDYgSjMgiCcQ5IkxvbyZ2XWMTFtShBamSjMgiA06LKeAZRU1rDxwHF7pyIInYoozIIgNGhklC8OKklczhaEViYKsyAIDfJ0cWRg1y4s2XXE3qkIQqfiYO8EBPvTJqd3A/4BaKnzO2FOib/WXjkJbcPYXgG8uSCTw8UVBGlc7J2OIHQKojA3QJ+mDwRCrQ9zjAnG1unob9DUi4uhuLVWEpgDfA7MA8RIH+G0sb38eXNBJkt3H2HK4Ah7pyMInYIozHXo0/QxQCqgAXKsm8P0afoi4BFjgnFTI69bckmBDZoG42LQFAGPYChuMC4GzaXFPaPCnBL/QXOfrE1OrxfXuYWSENqe6CBPAjydWb7nmCjMgtBKRGGu7yvgIWOCcW3djfo0/TDgS6C/LeNiKK4XF4PG1nFPmaZNTv8X8CdQeWqjOSW+4Q8EZ7FYLCxZssRGqdnfyZMnO/X76+5Zw9LMPDIWL0YlSa2XWAvp7P9+7V1Hf38NEYW5PvezizKAMcG4Rp+md2/sRcYE49i6j6W7pQ0XGvecogxgKF6DQdNoXAzF9eLy6gXHPUUP3AXEceZStmx9fA5zSny9uL1mPyWPHTu2oad2CEuWLKEzv7+jHtmsnrmNoF4D6R3i1XqJtZDO/u/X3nX099cQUZjr+0Ofpk8HvgayrdvCganAAlvGxaCxR9xTJgOR5pT4qlaIJbQzI6P8AFi191i7LMyC0N6IwlyHMcH4mD5NfxVwHXUHYcF0Y4Lxd5sFNhQ/hkHTYFwMxbaLe8Z2wBsQ82KEc4R4uxLp587KrGPcPzrS3ukIQocnCvNZjAnGP4A/Wj2wodg+cRXeQKY2OX099e8xi+lSAgAjonyZtSmH6loLjmrR/kAQbEkU5jr0aXoN8DzKmWsgyn3WI8BcIMWYYCyySWCD5rxxMRTbJu4Z/7Lx8YV2blSUH9+uOciW7CIGa33snY4gdGiiMNf3M5ABjDMmGA8D6NP0QcDd1n1X2DouhuLDABg0rREXAHNK/FJbHl9o/4ZF+iJJsDLrmCjMgmBjojDXpzUmGN+su8FaoFP0afp7bBkXQ3G9uNYCnYJBY8u4gtAs3m5O9A3RsCqrgCcm2DsbQejYRGGu74A+Tf8ckHaq25e1C9jdnBktbZO4GDTPAWmnu30pXcBsHRcAbXJ6vY5j5pT41uo4JrQjI6P8+HzFPkora3B3Fn86BMFWxP+76psCJANLrQVZBvKB34BbWiOutSC3SlxtcnoMDXQc0yanFwGPNLfBiNA5jIzyJXXpXtaZCxnXK8De6QhChyUKc309gdeNCcZ/6tP0bijFMta6r9bWcTEU/xODpjXjfgU8ZE6Jr9fcRJuc3lodx4R2ZFBXH5zUKlZlHROFWRBsSMx7qO8LoNT68/uAJ5AClKEUqo4W1/3sogxgTolfAzTecUzolFyd1MR29WZlVoG9UxGEDk2cMdenMiYYa6w/DzImGE+dta7Qp+m32DIuhuLTcTEUn46LQWPLuH9ok9Pt2XFMaGdGdPfjvb92U1xWjcbN0d7pCEKHJM6Y69teZ/T1Vn2afhCAPk3fE6i2Zdw6o6+3YtAMAsCgsWlcc0r8Y8BHwDiUedTPW3+ebk6Jf9RWcYX2a2g3H2QZ1pkL7Z2KIHRY4oy5vvuBafo0/UvAMWC1Pk2fjXI2eb+t42LQnI6LQdMacTGnxNuz45jQzvQP98bJQcWafQVc3jvQ3ukIQockCnMdxgRjMXC3Pk3vBXRD+e9z6NTUKZsxFBcDd2PQ1It7euqUjWiT08/bccycEl9ky/hC++PiqCY2wpu1+8V9ZkGwFVGYG2BMMJ4AtrZ6YENxa8c93XHMnBJ/GECbnN5qHceE9mloN18+zNjDiYpqvFzEfWZBaGniHnPnpjWnxL95qigDmFPiD5tT4lOArnbMS2jDhkb6YJFhg7jPLAg2Ic6YO7cD2uT054C0U92+rF3A7qYVOo4J7VNsRBec1CrW7CskLlrcZxaEliYKc+d2uuOYNjk9AJCAw9i+05nQjrk4qokJ92btPnGfWRBsQRTmTsycEn8c+Kf1SxCabWikDx8v2UtJRTWe4j6zILQoUZg7MW1y+lDAZE6JP6FNTnflTCvQncDr5pT4YrsmKLRZygCwLDYcOC7acwpCCxODvzq3L1DafgJMQ1nM4k1s3wpUaOdiu3rjqJZYu08MABOElibOmDs3lTkl/nQrUHNK/OlWoNrk9C12ykloB9ycHOgXJuYzC4ItiDPmzm27Njn9dCtQbXL6IABtcrqtW5AKHcDQbj4YDxVTWlnT9JMFQWi2Nn/GbIrWhQJq68NcXaZJ/BVoOfcD07TJ6adbgWqT01ulFajQvtRaajlRdYKyGuXOh4+LD0Mjffl4yV42HjjOmJ7+ds5QEDoOmxTm6YkZSy72taZo3fOAoy7T9Jp102qgCHAC0oA3zvPai47bGVkHd92tTU6v1wr01JxmoXOrrq1m/eH1ZGRnsMC8gOLK+mMBvZy8cIvw5/Pt2+nfNRGNs8ZOmQpCx3LBhXl6YoZvUmqcLW8sTQZG13lcoMs0DTBF69TAUs5TmIWLY06Jt08LUqHNKasuY1nOMv4+8DcrclZwsvokLmoXxoaPJSYgBndHd2RZpqCigNyTucwtX8Wmkm+Jnz2P5CHJTIqcZO+3IAjt3nkL8/TEjBTg7aTUuGPTEzMGofRPtkxPzHAEpialxi1t6HVJqXFj6z5+dAYbLiQpXaaptM7DadZttaZonWsTr6sXF0m6oLiC0BmVW8qZt3cefx34i5W5K6msrcTHxYcrtFcwLnwcw4KH4eLg0uBrHYtMfLluFdpBS3h++fOsP7ye5CHJuDqc9/+qgiCcR1NnzPFJqXHJ1p/fAqYkpcatn56Y0RP4Hhhkg5w8TNE6R12mqRpAl2n6CsAUrXMGvGwQTxA6HVmW2ZC/gVl7ZrHw0EKqs6sJcAvgph43cXnXyxkQMAC1St3kcYZF+jJjaRAP9nybLcE/8ZnxM3YV7iJ1QireLt62fyOC0AE1NSrbYXpixqni7ZqUGrceICk1bjfgbKOcZgIzTNE6t1MbTNE6dyDVuk8QhIsgyzJ7i/by6bZPiZ8dz70L72VJ9hKGug/lm6u+YdHNi3h+6PMMChrUrKIMMKhrF1QSbDAX81jsY3wQ9wFZRVncveBujpQdse0bEoQOqqkz5o+B362XtBdMT8yYBswC4oAtNsrpZeC/wEFTtO6AdVsE8Ll1nyAIzVRaXcqavDWsyFnBypyV5JXmATA4aDAP93+YCV0nsHbFWmICYi7q+J4ujvQJ0bDOOp95bPhY/jfhfzz696Pcs+Ae0q5Kw8/Vr6XejiB0CuctzEmpcR9OT8wwAg8DPa3P7wHMAf5ti4R0maZaINkUrXsViLJuztJlmsptEU8QOhJZlskqymJFzgpW5Kxg05FN1FhqcHd0Z1jwMB7o9wCjQ0cT5B7UYjEHa334bu0BKmtqcXZQMzhoMDMun8GDix7kkb8e4burv8NRLfppC0JzNTkqOyk1bgmw5Ozt0xMz7sGGbRuthdhoq+MLQkdRVl3G2ry1LM9ZzvKc5RwuVZbX7tGlB3f1vovRoaOJ8Y+xWXEc0s2HL1buZ3tOMQO7+gAQExDD66Ne58klT/LL7l+4XXe7TWILQkd0KfOYX0X0UxYEuzhw4gBLs5eyPGc5G/M3Um2pxs3BjeEhw0nsl8jI0JEtelZ8PoO1XQBYu7/wdGEGGB8xXjl73jaD66Oux83RrbFDCIJQR1PTpbY1sksCbLJCuila5wTcitLl6y9TtO52YARgAj45NVpbEDoTi2xhx7EdZGRnkHEwg33F+wDorunOHbo7GBU6itiAWLtcMvb1cKZHgAfr9hfyyNgz2yVJ4pH+j3DPwnv46+BfXNv92lbPTRDao6bOmAOBicDxs7ZLwCqbZKSchTsAbqZoXQLggTLgbDwwBEiwUVxBaFOqaqvYcHgDGdkZLD64mCPlR1BLagYFDuKWXrcwNnwsoR6h9k4TUC5nz92SS61FRq2STm8fGDiQUI9Q5u2dJwqzIDRTU4V5PuCRlBq35ewdl9J2swl6Xaapnyla5wDkACHW5iLfIrpTCR1cdkk2K3NWsjJnJWsPr6W8phxXB1dGhY5iXPg4xoSNaZOtL4d08+G7tQcx5Z2gb+iZ/CRJYlLkJD7Z9glHyo4Q4CbWbhaEpjQ1Kvu+8+yz1WgOlfVytjvghrJGcCHKvGkxtFPoUMprytlweAMrc5VibD5hBiDUI5Rru1/L6NDRDA0e2mjnrbZiSDfl3vLa/YX1CjPApMhJzNg2gz/2/0FCH3HBSxCa0hZXl/ocyERZUepF4BdTtG4fMAz40Z6JCcKl2lGwgx3HdlBeU86q3FVsOLyBKksVzmpnBgcN5tboWxkVOooIzwgkSWr6gG1EsMaVCB831u0v4L5R3ert02q06P30zN83XxRmQWiGNleYdZmm90zRup+sP+eaonVfAxOAT3WZpnX2zU4QLo4sy3yf+T1vr3+bGllZuTRSE8mU6CmMChlFbGBsmz8rbsqQbj78bcpHluVzPlTER8aTsi6FPcf30KNLDztlKAjtQ5srzKAU5Do/FyFacQrtWHVtNa+ufpW5e+cyNmwszwx+Bme1c6tNZ2otQ7r5MHPjIbKOnKRHoGe9fVdqr+St9W+Rvi+dJwY+gVxdTW1REZbKKpAtqD09UXl6Iqmb1wpUEDqyNlmYBaGjKKkq4cnFT7L28Foe7v8wif0TUUlNtahvn4Zoz9xnPrsw+7j4cENlH9w++JZ9J5ZRlZWFXH3uzEeVlxdO4eE4RUbi2r8/HmNG4xQR0Sr5C0JbIQqzINjI4dLDPPL3I+wv2s/ro17nmu7X2Dslm+rq60aApzPrzYXcOawroFzCL1m4kKMffcQtWXupcITS/moCE6biGBqK5KxcvreUnKC2+AS1RcepOnCQsvXrOTFvHvmAc8+e+Nx9N16T4lE5OdnxHQpC6xCFWRBsYFfhLh75+xFKq0v5eMLHDA8Zbu+UbE6SJIZ082HtvkJkWcZSUkLeiy9SsugvnHv0wPfVV5hc+h7jovtgGPFMk8erOnCAk8tXUPTzz+S98AJHP/iAwORkPCde0a4GxgnCheqY19QEwY7W5K3h7gV3A5B2ZVqnKMqnDO3mw+ETFRxYvYn9N9xIyeIlBDz7LN3mzCZgym0MixrH3wf/ptrSdAM/p65d8bnzDrrNnUP4p5+i7tKFnCeeIPuhh6g+fLgV3o0g2IcozILQgubtncfDix4myD2I767+jl4+veydUqsa0s2XYXnbKU28D9liQfvtN/jed+/pQV1Xaq+kqLKIdXnNn2AhSRIeo0fR7ZefCXzheco2bGT/9TdQsnixrd6GINiVKMyC0AJkWebTbZ/ywooXiA2MJe2qtA436ropsizju2AWL69No8A/jG6//IxrTEy954wMHYmHowcLzAsu+PiSgwM+U6fS7deZOAQHc+jhRzjy7nvIFksLvQNBaBtEYRaES1RjqeG1Na/xweYPiI+MJ3VCKl5OXvZOq1XJFgv5/32doykp7O05kH9P+AcOfn7nPM9J7URcRJxyObv24tajce7WDe2PP+A9+WYKPvmEnMefwFJWdqlvQRDaDFGYBeESlFWX8fjix5m5eyb36+/njVFv2GWFJ3uSa2rIe/4Fjn/7LT4JCRx5+hX2FNeQf6KiwedP1E6kpKqE1XmrLzqmytmZoNdeI/D5ZEr+/psDd95FdX7+RR9PENoSUZgF4SIdKz/GPQvvYUXOCl4e9jKPxz7e6UYLyzU15Dz7LMVz5+L32D8ISP4nQ7r7A7Buf2GDrxkePBwvJy8W7L/wy9l1SZKET0ICYR9Pp8psxnzLFCr37LmkYwpCWyAKsyBchMzCTO78/U72F+9n2rhp3NLrFnun1Opki4W8l16m5I8FBDz7LP6PPIIkSfQO9sLdSd1oYXZUOzI+YjyLsxdTWVt5yXl4jh1L1x++B4sF8513UbZ58yUfUxDsSRRmQbgAsiwzc/dM7ki/g+raaj6/4nPGho+1d1qtTpZljrz1NsVz5uD3j0fxve/e0/sc1Cpiu3ZptDCDcjn7ZPVJVuasbJF8XHr1ousP36P21nDw3vs4uWxZixxXEOxBNBhphD5N7wNgTDA2/tfFFgwapa+hobjV4mqT072BqYCWOr8T5pT4x1orh/agrLqM/6z5D/P2zWN48HBSxqTg4+Jj77TsouCzzyj88ku63HEHfo88cs7+od18ePvP3RSVVeHtdm63riHBQ/B29maBeQFxEXEtkpNTWBja778n+4EHyX4kiZA3XkdzTcfutiZ0TKIw16FP00cA/weMB4oASZ+m9wIygGRjgtHcyOuWXFJgg+acuBg0p+NiKG4wLgbNpcU943dgDWAEmpx7ok1OrxfXuYWSaMsyCzN5dumzHDhxgEdiHuFB/YOoVZ1zwYWimTM5+s67eMXHE/jiCw3eVx/SzReA9ebjXN478Jz9jirlcvbv+3+noqaixVbWcvD1JeLrNA4lPUrus89RW1gIXbu2yLEFobWIwlzfT8D7wB3GBGMtgD5NrwYmo6wFPczWcTEU1wJg0LRG3FNczCnxT13siy0WC0uWLGnBdNoOWZb589ifLJi3ADe1G0kBSfQ63ovly5bbO7UWc/LkyWb/+zlv2YJmxidU9e7NnquuZE8jl4yramUcVPDrsi04Hmn4o1tweTDlNeWkLkwlxj3mIrNvxJ13oKmqIv+NFBwvn8ASWYYOOjDvQv792qOO/v4aIsmybPsgkrRBluVBNg90iXH1afo9xgRjg4vFnm/fpcbFoNmDobjhY59v36XGtdImpz8JnATmA6dH45hT4pt1Ob1Xr17yrl27LjRsm1dYUcgrK19h6aGlXBZ2Gf8e+W+6uHSxd1otbsmSJYwdO7bJ55WuXUf2Aw/grIuma+o0VOa/wLwSAvtA7FRwqT93+5YZq6msrmXuo6MaPF6NpYbxv4xnUOAg3hn7Tku8lXrk2lryXnmF4l9n4fvgg/g/+USHHDXf3H+/9qqjvj9JkpBlucFfSHHGXN9GfZr+YyANyLZuCwcSAFsO9dyIQWOPuKdUAW8BLwKnPqnJQGQrxG6T1uat5fnlz1NUWcTNXW7mlbhXOuQf9eaq2LmTQ488gmNwAOHXalB91A9qK8HFG7Z+D+s/g8lfQsiA068Z2s2Hj5fspaSiGk+Xc+d2O6gcuLzr5czNmktZdRlujm4tmrOkVhP873+Td+QofPIJcnU1Ac8926n/HYX2QRTm+qYC9wGvAqHWbTnAb8DnHTDuKU8DUeaU+GOtEKtNK6su4/1N7/ND5g9ovbR8POFjDm873Kn/mFcdOMDB++5D5VBNRP8NOOw3woA7IOYOCB0IB9fAr/fBZ5dD/DswMAGA4d19+TAji3X7CxmvO/c+Myijs3/a9RPLDi3jym5XtnjukkpFye23ERoRQeGXXyLX1hD4/POd+t9TaPtEYa7DmGCsAv5n/Wo9hmL7xD0jC+j0PQ3X5q3lX6v+Rc7JHG6Pvp3HYx/HzdGNw3TelYyq849w8PaboewEERNP4jjxKRj2MLjXabfZdTgkroBf74d5j0H5cRj1BLERXXBxVLEi61ijhTk2IBZ/V38WmBfYpDADIEkEvvQikoMDhWlpUFND4EsvIanEbFGhbRKFuQ59mt4B5cz1euqfuc4FPjcmGC+uuW9TDJrzxsVQbJu4Z5QCW7TJ6Yupf4+5U0yXKq0u5d0N7/Lz7p+J8Izgqyu/YmDgQHunZXe1xcVk33EDtcUniHhgAM73vAdewQ0/2c0HbvsR5iTCX/+CyhJcxr/MYK0PK7MavxCjVqm5vOvlzNw9k9LqUtwd3W3yXiRJIiD5n0hOjhR8+hlyTS1Bhn+J4iy0uuLKYlbkrDjvc0Rhru8blOlKrwKHrNvCUO71fgtM6WBxT5lj/ep0VuWuwrDKwOHSw0ztPZVHBzyKq4OrvdOyO0t5Odn33E5VbgHhd0Xj+tgPTY9qdnCCGz8FJ3dY/ja4+TAq6kre+COTIycqCPBqeErUld2u5PvM71mcvZhJkZNs8G4UkiTh/9RToFJTMGMGsqWW4NdeE8VZsLn80nwysjP4+8DfbMjfQK1ce97ni8Jc30BjgrHnWdsOAWv0afrdtoyLobjBuBg0towLgDklPs3WMdqaHcd28NWOr1hgXoDWS8vXV31NTECMvdNqE+TqanKSHqJ8515Cr/LA/anvmj/VSKWGSe9D6TH4y8DoO6/nDWDl3mPcMCCswZf09+9PgFsAC/cvtGlhBmtxfuJxJLWaYx9/DLUWgv/z79PrRQtCSzl44iB/H/ybvw7+xbaj2wCI1ERyT997GBc+jv70b/S1ojDXV6hP008GfjUmGC0A+jS9CmU+8XFbxsWgmQz8iqFYafBh0LRG3E5poXkhycuTcVG7cL/+fh7q91CLNbho72SLhbzn/8nJVesJGl6N1yszwdnjwg6iUsPwJNj1O9FlG+ji5sqKPQWNFmaVpGKidiI/Zv7IiaoTNl8yU5Ik/B/7B6hUHPvoI7DUEvz666I4C5dElmX2FO3h7wNKMd59XDmn6u3bm8cGPMb4iPFEejdvoosozPXdCrwJfKxP0x8HJEADLLbus3lcDJrWjHuaNjndB5o/d7m9mpM1h3+t+hf9/fvz0fiPOt26yecjyzJH3vw/iuf/gb/+JF1e/ha6aC/uYOHDwEWDas9CRkTdz8qsY8iy3Oho6Ku0V/HNzm9YZF7ETT1vuvg3cQH8H01CUqs4Ou0D5FoLISlvIDmIP4lC88myzPZj21l0cBF/H/ibgyUHkZAYEDCA5wY/x/iI8YR4hFzwccVvYR3WlptTAPRpel/r5mnGBOOdNg2stNxU7iMbNKfjYii2aVxtcvo5rUC1yemnW4GaU+LNtozf2r4zfUfKuhRGhIzgvbHvtfi82fau4NPPKExLo0vPk/g+9QJEXnbxB1M7QNTlsHshoy57jvRteew9epKoAM8Gn97Xry/dNN2YkzWn1QozgN/DD4PagaPvvguWWkL+7/9EcRbOS5Zldh3fxR/7/2CheSE5J3NwkBwYGjyUu/vezbjwcfi5+jV9oPMQv4F16NP0vzWwOe7UdmOC8VqbBDZoGox7eruh2DZx67QCNafE1wJok9NbsxVoq5BlmQ83f8inxk8ZHzGe/xvzfzipz11YoTM7/ssvHH33Xby6lhF49zVIwxIv/aDd42D7TMb5FQGwOPNoo4VZkiSuj7qe9za+h7nYjFajvfT4zeT34ANIahVH3nobubqGkHfeRuUkfj+E+vYV7eMP8x8s2L8A8wkzaknNsJBhJPZPZFz4ODTOmhaLJQpzfWHATuAzlM5XEjAYaPl+gW0jrp85Jf6nuhusBfpHbXL6v20cu1VU11bzyqpXmL9vPjf1uImXhr2Eg0r82tflvHkzhz/9FPeQakJujEK69r2W6Ssdqkw5CyoxoQsOY9HOfB4Y0/g9tkmRk5i2aRpz987l8djHAaiuqqWytBpXTyfUDrYbPe17331Ijo7kv/4GhxIfJuzDD1C522bqltB+ZJ/IZoF5AQvMC9h9fDcSEoODBjO1z1QmREywWYte8ReqvkHA4yitKZ81Jhi36NP05cYE49LWjIuheAsGTTmGYlvH3ahNTrdnK1CbOlF1gicXP8m6w+v4x4B/8ID+AdHx6Syla9ai+exzXP1lwq5wQLr9O3BoofXC/HqAkwfkbuLy3gP5KGMPx05W4ufR8PED3AIYGTKS3/b+RkLE/ayZtZ/9245iqZFxclGjGxXC0GsicXS2zSAtn6lTUXl4kvfSSxy89z7CP5mBWtNyZ0FC+3Ck7Ah/7FfOjLcXbAcgxj+G5CHJXNH1Cvzd/G2egyjMdVhHYr+nT9P/Yv2eT2v8N1JGYr+HQfOL9XvrxLV/K1Cb2Ve8j8czHufQyUO8Pup1ruku1uU9W/mOHRxKSsLRC8JHF6K683fwDGq5ACo1BMdAziauuDqQD/7eQ4bpCLcMDm/0JddFXcf/zf+QH/+zFsmiQj8mDO8gN/Kyitj6dzYHtxdw7eMxeHSxzSh67xtvQOXhTu7Tz3DgrqlEfP4ZDv62/0Ms2FdZdRl/HfyL+Xvns/bwWiyyhd6+vXl64NNM1E4k2KORxjo2IgpzA4wJxkPAZH2aPh440WqBDcWHgMkYNK0S15wSb+9WoDaxJHsJycuTcVY788nlnzA4aLC9U2pzqsxmsh94EJVjDdrROagn/w/CbNDtLCQG1n1Kn0AXQr1d+XNn/nkLc3/1EK4xJVHhWsY9/4xD468M0Os7JpToEcEsSDUy9/0t3PhsLK4etrkP7HXFFahnpJL96D8w33EnEV98gVNYaNMvFNqVGksNa/LWMH/ffDIOZlBeU06oRygP6B8gPjKebppudstNFObzMCYY04H0Vg9sKG6VuNrk9PO2AjWnxNu6FWiLqrXU8onxE/635X9E+0Qzbdy0Vv+k2x5U5x/h4H33Q1UZEWMOkqO7GW1/G83KC42F2kqkIyYu7x3ID+sOUlZVg5vTuX96qspr+OuTTNSOEr/2fp8HvePq7Q+P9iE+qT9zp23m7zQT8Y/0s9mtCfcRI+j6xeccfCiRA7ffTsQXn+McFWWTWELrkWUZU6GJ+fvm8/u+3ymoKMDLyYtJkZO4pvs1xPjHtInbXaIXXef2DRCDcin7auvXq0B/lFag7caRsiM8tOghPt7yMfGR8Xx91deiKDegtriY7Pvvp7bgKOEjsnEefh1m7e22CxgSq3zP3cTlvQOprLGwfE/DvbNXzd5L8bFy9Lf7UKDO5++Df597uB7ejLypBweMBWxfmmO7vAHXmBi6fv01smzhwJ13UW402jSeYDt5J/P4zPgZN8y9gSnzp/BD5g/EBMTw/tj3WXzLYl4Z/goDAga0iaIM4oy5sxtoTolvsBWoNjnd5q1AW8qyQ8t4acVLlNeU8+qIV7kh6oY283+wtsRSXk72w49QZd5P+GXHce0XA9d/DCvX2i5oFy24+kDOJoYMuBtvN0fmb8tjYp/697Lz9hazY1kO/SeEM3JwFKHZoczfN7/BsQH6saGYtx1l9Zy9RMb44+7dQoPVGuDSqyfa777j4L33cTDhbsKmf4T78OE2iye0nMraSv4+8Dezs2azNm8tMjIDAgbw8rCXmaid2KLTm1qaKMydW6E2OX0y8Ks5Jd4CoE1ObzetQKtqq5i2aRpf7/yanl168taYt5rd8q6zkaurOfTEE5Rv2ULouGrco7rArd+Do40X7JAkCBkAuVtwVKu4pl8IP2/I5kRFNV4ujkpusszqWVm4aZwYek0kkiQRHxnPZ8bPOFp29JxRsJIkMea2Xvz42jpWz9nLhLt72/QtOEVE0PW778i+/34OPvAgwa+9hveNN9g0pnDxTAUmZmfNJn1fOieqThDiHsLD/R9mUvdJhHs2Pr6hLRGXsju3W4GbgXxtcvpu61lyPnAjrdQK9GJtP7adKfOn8PXOr7m11618H/+9KMqNkC0Wcl98kdKlywga44hXWAXc/jN4BLROAqGxcGQnVJVxY2wolTUWft+Wd3q3edsx8vYWM2RSt9NToeIj47HIFv7Y/0eDh/QOcEM/NpTdaw9TmFdq87fgGBhA1++/w33IYPJeeIEj06Yhy7LN4wrNU1xZzPem77ll3i3cMv8Wft39KyNDR/LJ5Z/wx01/8HDMw+2mKIM4Y+7UrC03pwBok9N9rdsK7JlTUyprK/l4y8d8teMr/Fz8mD5+OmPCxtg7rTZL6X/9Jid+m4f/KC+6hO6D22ZDgK71kgiJBbkWDhuJCR9CpL87v246xK1DIrBYZNbM3Yd3oBu6EWfGBERqIunr25fZWbO5q/ddDd6aiJ3YlR3Lc1k3bx9XPqi3+dtQe3oSPmMGea++SsH/UqnOPkTw6/8VXcLsxCJbWJu3ltlZs/n7wN9UWarQ+eh4YegLXN3t6jZ9qbopojALwJmCrE1O/9qcEj/V3vk0ZMuRLbyy6hX2F+/nxh438vSgp8UiFE0o+ORTCtO+pstQP3xDjXDjV6Ad1bpJhA1Svh9ajxQxlJtiw3hr4S4OFJRSvucEhbmlTHygLyp1/Qt4N/e8GcNqA1uObmFAwIBzDuvq6UT/8eFs+N3M0YMl+Ec03O6zJUmOjgT/+984hYVz9P33qc7LI2za+zj4XVpvZKH58k7mMSdrDnOy5pBbmouXkxc39byJG6JuQOfbih84bUgU5k5Mm5x+do9uCRinTU73BjCnxNuqR/cFKSgvYNqmaczOmk2wezAzJsxgROgIe6fV5h3/+WeOvvceXrHBBGo3Il39FvS5vvUT8QgA766QvRZ4lBsGhPL2n7uYtfEQwWuL8A31oHvsuU08rup2FW9veJufd/3cYGEGiJkQjnHJIdbN30/8I/1s/EYUkiThl/gQjuFh5L34EvtvvImwD6bhGhPTKvE7o6raKjIOZjA7azarc1cjIzMseBiPxz7O+K7jcVbbbgCgPYjC3Lk11KN7ELbv0d0sNZYaftr1E9M3T6e8ppx7+t7DQ/0ewt1R9DBuyok//+Sw4VXc+4YSErUeafRTMPRB+yUUPhT2LwNZJsTblVFRfixZcYgrjkiMuyu6wUvVbo5uXNP9Gmbunslzg59rsC+xs5sj/caFsT7dzPHDpXQJar3fDU18PM6RkRz6x2OY75pK0Isv4j3lFjEjoAXtKtzFzMKZvPTLSxRXFhPkHsRD/R/i+qjrCfXouE1fxOCvzm0QsBGlR3exOSV+CVBuTolfak6Jt3Wf7vNak7eGKfOnkLIuhT5+ffj1ul95auBToig3Q+nq1eQ+/Qyu3YMJi96ANOB2GP+KfZMKHwInD0Ox0pL9npFauhVaULmo6TkksNGX3dLzFqot1czNmtvoc/peFobaQcXWv7MbfY6tuOh0dJv5C+7DhnHYYCD3mWepLSlp9Tw6khNVJ/gp8yemzJ/CzfNuZmXJSoYHD2fGhBksuHEBSTFJHboogzhj7tSsU6Te0yan/2L93lo9uhtlKjDx/qb3WZW7imD3YN4d+y4TIiaIs5BmKt+2jeykR3EK9iG870ZU0RPg2g9aZrWoSxE+RPmevQ68I4j18WRnjZrd3vJ5V42K6hJFbEAsP+36ibt634Vade4CFm5eTvQaGkjmmsMMvS7SZq06G6P29iY89X8UfPIJRz+aTvnmzYS8/RZusbGtmkd7ZpEtrD+8ntlZs/nrwF9U1lbSs0tPkock453rTfxl8fZOsVWJM2YBc0r8IXNK/GTgD+zU8etQySGSlydzy/xb2FGwg2cGPcO8G+ZxedfLRVFupsqsLLIfeBAHL1fCB+5A3WMY3PI1qB3tnRoE9AFHd+t9Zti+NAdJgkVVpazed/6JAFN7T+XQyUMsMC9o9Dn9xodTW21hxzLbdgNrjKRW4/fww2i/+xbUag7ceRdH3nsfS2WlXfJpLw6XHmbG1hnEz4rn/j/vZ1n2Mq6Pup4fJ/3IzGtmcofuDtzVne8qmThjFk4zp8S3em/w4xXH+WTbJ/y460ccJAfu19/PPX3vEaOtL1DVoRwO3nsfkhoihmThqO0Nt/8ITm72Tk2hdlDmM2evo6qiBtPKXCIH+OOcf5jPlu9nRPfGRzWPixhHjy49+GTbJ1ypvbLBs2bfEA8i+viwbUkOA67oatO1m8/HNSaGbrNnkf/f1ymYMYOShQsJ/vdruA0WC6mcUlVbxeLsxczOms2qnFXIyAwJGkLSgCQmREzAxcE2K4e1J6IwC3ZhLjbzfeb3zM2aS0VtBTdE3cDD/R8m0L3x+41Cw2qOHePgffdiKS+l62WHceraFe6cBS5tbB5n+FBY8R6ZKw5QVVHLgAkRJOx34d1Fu9l2qIh+Yd4NvkwlqXio30M8s/QZFh1cxJXaKxt8Xr+4cOZ/uJV9W47SY5D9fo/UHh6EvPE6XpPiOfwvAwfumor35Jvxf/JJHHx87JaXve0+vpvZe2Yzf998iiqLCHQL5IF+D3B91PXtqvlHaxCFWWg1VbVVLD+0nJl7ZrIiZwWOKkeu6nYV9/a9l+7e3e2dXrtUe+IEB+9/gJr8fCLiinAJ94Opc8Hd196pnSt8CLLFwra/DxCg9SIoUsM9IW58tcrMmwsy+e7+YY2+9PKul9Nd050ZW2dwRdcrUEnnnhFH6Hzw9HVhx7IcuxbmUzxGjiTyt7kc/Wg6hWlpnPhjAX4PJ9Llrrs6TVOSkqoS/tj/B7P3zGZ7wXYcVA6MCx/HjT1uZHjw8AavfgiiMAs2JssyW49uZd7eeSwwL+BE1Qn8XP14JOYRJvecjJ+raMxwsU4tSlGZlUX4+ArcQl2VouwZ1PSL7SFsMAeqBlB8HC6/IQwATxdHHh0XxWvzd7J8z1FG9zh3PjNYz5r7P8Rzy57jt72/cX3U9ec8R1JJ9Bkdwpo5+1p96lRjVG5uBD73LN4338SRN/+PI2+9zfEffyLgmWfwvKJjjp+QZZkN+RuYvWc2iw4soqK2gijvKJ4b/ByTIic1OO1NqE8UZsEm8kvzmZU1i3l755Fdko2L2oW4iDiu6X4Nw4KH4aASv3qXwlJVxaHHHqd882ZC4yx4hFqUotylq71Ta5ybD9uqp+DmWEr32DN9uu8YFsEXK/fz5oJMRnb3Q6VquFhN1E7ke9P3vLfxPcaFj2uw5aJuRAjr5u1nx7JcRt3Sw2Zv5UI5R0YSPiOVkytXciTlTXIefxzXmBj8n3oS9yFD7J1ei8gvzee3vb8xO2s22SXZeDh6cE33a7ixx4308e3TIT+E2Ir46yi0qL1Fe/lo80cszl6MRbYwJGgID/V7iAldJ4g5yC1Erqoi54knKV2+nOCxarxCS+Gu+eB/9gqebUthXinZJ3sy1OsX1NKVnJoU4uyg5ukrevLkT1uZuekQtwxq+H6jSlLxwtAXuC39NlLWpfDG6DfOeY6blxORA/zJXJPHsOsjcXBqW5dKPUaOxH32LIpmzeLYR9M5ODUB91Gj8H/yCVz79LF3ehesuraaJYeWMHvPbFbmrsQiWxgUOIiH+z/MhK4TcHWw8eplHZQozEKLWWBewPPLnsfV0ZWpfaYyuedkMaijhck1NeQ88ywnMzIIHOOAd9ciuGsOBLdOO8pLYVx8CLVapo/LfMi9F8LPjFS+rn8o3689yOu/m4iLDsDPo+EWizpfHQ/1f4iPt3zM0OChDV7S7js6lKwNR9iz4Ui9hTHaCsnBgS633ILm2ms5/t33FHzyCeabbsbzyivxf+wxnCO72TvFJu0q3MWcrDmk70vneOVxAlwDuK/vfVwfdT0RXhH2Tq/dE4VZuGRShISpwMSLy1+kr19fpsVNw8el844+tRW5tpbcfyZT8uefBI5yxEdbAHfOhrCB9k6tSRWl1WSuyaNHrA+u2SfAvLxeYVapJN64Uc9V05bzn/k7ef/WhntjAzygf4CNhzfy6upXCXIPYlhw/UFjIT296RLkxo7lOW2yMJ+icnHB97578b5lMoVffknBV2mULFqE5obr8U9KwjG4beVeXFnM7/t/Z/ae2ZgKTacHct0QdQPDQ4aL21MtSDQYES6ZeoKaefvmIUmSKMo2Ilss5L30MifS0/Ef7oRPt2Nwx8wzHbXaONPKPGqqLPS7Igr8dWBecc5zogI8eXhsFHO25LJ099FGj+WgcuCdse+g9dKS9FcS8/fNr7c2siRJ9BkdSv7+Exw92PbbY6o9PfF/7DGiFv1Jlztu58Tc39g78Ury30ihprDQrrnVWmpZlbOKZ5c+S9zPcby+9nUssoXkIclkTM7g3bHvMjpstCjKLUwUZuGSSX4Su4/vJlITKYqyDciyzGHDqxTPno3fUGf8oo7AHb9A1+H2Tq1ZLLUWjEsOEdLDG/9wT2XZyYNroLb6nOc+MrY7UQEePDdzK8dLqxo9psZZw5cTv6SvX1+eX/489/15H/P2zqOsugyAXsOCUDuq2LEi12bvq6U5+PoS9MILdF/wB16TJlH4zTfsnXA5R95/n5rjx1s1l+wT2Xy4+UMm/jqRh/56iFW5q7i55838POlnZl6rdOQSo6ttR3zMES6Z5CCxMX8jV2mvsncqHY4sy+T/578U/fwzvoNc8IvKg9t/Bu1Ie6fWbPu3HaOksIKRk6OUDd1Gw/pPIXdLvcvZAC6Oat6fEsMNH6/khdlGPr4jttHRvN4u3nw+8XO+N33P95nf88KKF3BUORLtE02oRyhBEbFkrpXpMcnGb7CFOYaGEvL6f/G9716OfvAhBTM+ofDrb+hy26343nOPzdZ+Lq0u5a8DfzEnaw4b8jcgITEidATPDn6WceHjcFJ3jrnXbcF5C/P0xAwn4FYgNyk17q/piRm3AyMAE/BJUmrcuR95W5gpWhcKnBpamavLNNXYOqZw4WosNaJJSAuTZZn8N97g+Hff4RPrgn+vXKTbf4RuY+yd2gXZlnEITx8XuvW3zlHuav1QcdZ95lP6hmp4+opepPyRyS8bDnHL4MYHEDqoHJjaZyp39b6LTUc2sSR7CTsLdipf7maurnyYvXuPMf5yG7wxG3Pu3p2wae9TuWcPx2Z8QuGXX3H8u+/xvmUyvvfdh2PgpTdRqbHUsDp3NfP3zSfjYAYVtRVEeEbw2IDHuKb7NQS5t9E58R1cU2fMX1qf4zY9MSMB8ABmAeOBIUBCSydkitY9DzjqMk2vWTetBooAJyANOHeOhGBXskVGUklEeUfZO5UOQ5Zl8v/9H45//z0+Mc4EROcg3fY9dB9n79QuyNHsEnL3FDHixqgz85Pd/SCgt7I+8+inGnzdA6MjWbrrKK/8tp1+4Rqig87fO12SJAYGDmRg4JmBcIdKDvHtq6uo3FPOjmM76OPX/qYjATj36EHo22/hl/QIBZ98yvHvvqfohx/xuvYafO+554KPJ8syOwt2Mn/ffH7f/zuFFYV4OXlxbfdruab7NfT37y/mHNtZU4VZn5Qa1296YoYDkAOEJKXG1U5PzPgW2NrYi6YnZiy5hJwmA6PrPC7QZZoGmKJ1amAp5ynMpmjdpcQVLlYh4Ic4Y24hssXC4ddeo+jHn/CJcSSgbz7S7T9D5Fh7p3bBtmVk4+CkQjfyrBHG3S6DjV9CdTk4njvXVa2SmHZbDPEfrODhbzcx99GReLlc2CpZYZ5hjJrQh61z8nnyl+e5Z9xt3Nrr1nZbdJy7dSPkjdfxS3qEwi++oGjWbIp/nYW3vi+lrm64DRl83vd2qOQQv+//nfn75rO/eD+OKkfGho8lPjKeMaFjcGwLq5AJQNODv1TWy9megBtwqtWOM2Czf0Vdpqm0zsNp1m21gJit3gZZjlhwdXAlxCPE3qm0e7LFwuF/GSj68Sd8B6gI0Bci3fVruyzKZSeq2L0+n+hhwbi4n/XnImo81FTAwdWNvj7A04Xpt8dysLCMZ3/ZisUiN/rcxgwa3RNJJTO65BpeX/s6j2Y8Su7J9jMgrCFOYWEEvfIKUYsz8PvHoziazRxMSMA8+RZO/P47cs2Zu33ZJdl8sf0Lbp1/K1fNuooPN3+Ij4sP/xr+Lxbfsph3x77L+Ijxoii3MU2dMX8OZKLc430R+GV6YsY+YBjwY2MvSkqNG1v38aMz2HABOXmYonWOukxTNYAu0/QVgCla5wyc93qWLtNULy6SdCFxhYtUu6KWN5PebHBhAaH55Npa8l5+heJZs/AdAP79SpDumtsu5ik3ZMfyHCw1MvpxYefu7DoC1E6Q9Td0j2v0GEO6+fD8VdH8J93Eu4t288zEXheUg4u7I5oICYecnjx3RTIf7pjG9XOvJ7F/Info7sBZ3XAjk/bAoUsX/JOS2NGjB/2PF1H45ZfkPPU0UqA/5nE9+blHAetrsgDo69uXJwc+yUTtREI9Qu2cudCU8/4lTUqNew8YBQxPSo37ALgJWAjcl5Qa96qNcpoJzDBF604vJGuK1rkDqdZ9QltzTFkzV7h4ck0NeS+8SPGsWfgNkPGPqUS6e367Lco11bUYlxwioo8vPsENtGJ1coeIYZD1V5PHum9UN24dHM5Hi7P4deOhC86lS5REdWUtsSVjmXPdHIYGDeW9je8xafYkZu+ZTbXF5mNYbarWUU3WZd2Y+9oEvpkaylbXY3T9cSVP/TeT1MXdmR/+Ot9f/R339r1XFOV2osnpUkmpcbl1fi7C9sXxZeC/wEFTtO6AdVsEytn7yzaOLQitzlJZSc5TT3Py77/xj63BL1aCqb9DQLS9U7tou9flU15STczl52nJGj0J/ngO8ndCYO9GnyZJEv++vi8HC8tInrWNQC8XRvVo/pQhV1/wCXFn54pcJo8ezIfjP2RN3hqmbZzGK6te4eOtH3NH9B3c0OOGBhfGaGtkWeZgyUE2HN7AipwVrMheQcXBChxUDgwcOJDK66biKelwnLcYp1mzKHvkOfZ1nY7mppvQXHdti4zmFmyrzc1jtt5LTjZF614FTg3zzdJlmsrtmJYg2ETtyZMceiSJsnXrCBxaiU9/V0j4DXzb70A6WZbZ8lc2vmEehPU6TxOKPjfCgufB+AsE/uu8x3RUq/jfHQOZ8slqHvxmA9/eP5TYiOY1uFA6gYWw/Kc9HD1Ygn+EJ8OChzE0fijLc5aTtiONdza+w7TN0xgdOpr4yHguC7sMFweXC3nbNlNaXcqe43vYdnQbm49sZtORTRRWKB3BAt0CiXWP5ZbBtzAseFj9hWJ6D8b/iccpWbiQ4z/9zNF33+Xoe+/hPmIEmuuvx3PCeFSuYthOW9TmCvMp1kJstHcegmArNQUFZD/wIBW7dhEyqhyNXgNTf2vbSzc2w8EdhRzPK2XC3brzj4D28Femfxl/gbiXQHX+laA0bo58fd8Qbkldzd1frOOHB4fRJ6R5Z7i9hgaxetZeti/PYdwdypUISZIYEzaGMWFj2FW4i3l75/H7/t9ZnL0YF7ULAwMHMjR4KH18+xDtG42X0/mnbF0Ki2zhSNkRck/mknMyh+ySbHYf383u47vJLsk+/bxQj1BGhoxkQOAAYgNiidREsnTpUsZGjG3wuCpnZzTXXovm2mupOnCA4rlzKZozh9xnn0Xl4YHXVVeiuf56XGMbb+QitL42W5gFoSOrzsnh4H33U52XQ/hlxXjoApUzZa/2P7J9y18Hcdc4ETWoGZdMB9wJv9wNuxdC9NVNPj3A04Vv7hvKlBmruf3TtXx97xD6h3s3+TpnN0eiBgWwZ10+I2+Kwsml/p++Xj696OXTiycHPsm6w+tYkr2E1XmreXfju6efE+oRSlevrgS7BxPiEYK/qz+eTp54OHng4eiBWlKjklRIkoQKFTVyDRU1FVTUVpz+Xl5dTmFFIcfKj1FQUUBBeQGHSw+TV5pX7163hESEVwTRPtFc1/06evn0QuejI9D94i9DO3Xtiv9jj+H36KOUrVtP8Zw5FKf/TtEvM3GMiMAr/mq8rroKl55te/nQzqBdFGZTtO5rXaZpqr3zEISWUJmVxcH7H8BSUkzEmGO46bQwdQ54BNg7tUt2NLuEQ5nHGX5Dd9QOzRilH30NaMJhzcfNKswA4T5u/PTQcG7/bA13fraWL+4ZzGBt0z3a+4wOJXP1Yfasz6fP6IYHQalVaoaHDGd4iNKHvKC8gMzCTEyFJjILMzlUcojMwszTl5IvlpuDG76uvvi6+BLtE834ruMJ8wgjxCOEUI9QQjxCbDZiXFKpcB82FPdhQwl6+SVO/LmI4t/mUjDjEwr+l4pzjyg8r7oKr6uuwrlb21+CsiNqc4XZFK377axNEjDOFK3zBtBlmq5t9aQEoYWUrlvHoUf/gaSS6TomB5foXsp6ym4dY/GPrX9l4+CspveoZp75qx1gyIOw6GXI29bsdaXDfdz4+aHh3PHpWu74bC1vT+7Ptf3PHzOwmxe+oe7sWJ5L71Ehzbp06+vqy8jQkYwMrd+bvKKmgoKKAk5WnaSkqoTS6lJq5VpkWcaChVq5FkeVIy5qF1wcXHBRu+CsdsbV0ZUuzl1wc3RrJGLrUrm7433D9XjfcD01x45xYuFCTvzxB8c++JBjH3yIc28dXtYi7RTWwLQ3wSbaXGEGwoCdwGeAjFKYBwHv2DMpQbhUxfPmk/fCCzgGaAiPNeHUa4CySpSrt71TaxEnjpWze30+/caGndtQ5Hxip8KSFOWs+YbUZr8sWOPKzIdHkPjNRh77YTPmY6X8Iy6q0YJ7ajnIZT/uJn//CYIiL34EtouDS4ebeuTg54fPHXfgc8cdVB8+zIkFCzjxxx8cfeddjr7zLs69dXiOH4/nhAk49+wp7knbUFvsCDEI2IjS0KRYl2laApTrMk1LdZmmpXbNTBAugizLHPvkU3KffRbX7oFohxpx0o9ULl93kKIMsHHBAVQqiQFXRFzYC129lXvNxplQcviCXurj7sQ39w/hxthQ3l20myd/2kJZVePr3PQaFoSTi5ptiy98PnRn4hgUhO/dd9Ptp5/o/tciAp59FpWLK8c+ms7+665n7xUTyU95k7ING5Bra+2dbofT5s6YdZkmC/CeKVr3i/V7Pm0wT0FoDrm6msP/+S9FP/2E15BIgruuQNU7Hm7+AhzbxnScllBSWEHm6jx6jwrB3fsi7o0Oe1hZCnL1R3DFfy7opc4Oat6Z3J9IP3feWbQbY04xH94WS++Qc0dRO7k4oBsZgnHxIUpvirq4XDsZp7AwfO+7F9/77qXm2DFKMjIo+ftvjn/3HYVffYXaxwePsWPxGDMG95EjUHt62jvldq/NFjxdpukQMNkUrYsHTrRmbH2aPhA4dZ0qx5hgzG+VwAZNvbgYilslrjY5vRvwD0BLnd8Jc0q8uJ9/CWoKC8l54knK1q3D9/Jo/H0ykPpPgeumQwfrTbxpodILKHbiRU718ukGfW+G9V/AqKcu+J67JEk8GteD2IguPPHTFq7/eCUvXq1j6vBz89GPDWVrRjbbl+Uw9NrIi8u3k3Lw86PLLbfQ5ZZbqD1ZSunyZZQs+ouSRYsonjULHBxwi4nB/bIxeIy5DOeePcQl74vQZgvzKbpMUzqQ3hqx9Gn6GJTWnxqU1bQAwvRp+iLgEWOCcVMjr1tySYENmgbjYtAUAY9gKG4wLgbNpcU9Yw5KZ7V5gKWpJ2uT0+vFFecc56rIzOTQI0nUHDtGyG390MgLYNB9cPXboGqLd5AuXmlRJaaVeUQPD8bT5xKuAox+Cow/w9pUGPfCRR1iRJQffzw+mmdnbuNfv+1g4Y7DXBtS/1da4++GVu/HjuU5DLpKi9qxY/17tBa1h/vpgWFyTQ3lW7dycukyTi5bdvq+tENQEB6jR+M+ZjTuw4ej9vCwd9rtQpsvzK3sK+AhY4Jxbd2N+jT9MJS1qfvbMi6G4npxMWhsHfeUCnNK/AcX+2KLxcKSJUtaMJ225eTJkxf0/pw3bkST9jUWNze63BCIRl7AwfAb2ed+DSxbZrtEL9KFvr+z5W2yUFsL1d55LFlyYfeIz9bHbxjeKz9iTW0MtQ4XP3L5rq4y4Sonft5dwLp9Mmvz/uTqSEccrWtCyz4y5dtk5n27FO9u7fuM7lL//VpU7ACIHYDqeBFOO3fgvH07VfPmUfTLL8gqFdVaLVXR0VRF96K6WzdwbPrKUZt6f61EkuULX0rtgoNI0gZZlgfZPNAlxtWn6fcYE4w9GtmXZUwwRjW071LjYtDswVDcYFwMmiwMxbaJa6VNTr8d6AH8CVSe2m5OiW/4TP0svXr1knft2nWhYduNJUuWMHbs2CafJ9fUcHTaNAo+/QzXmH6EXVaOQ/5SiHsZxjxj+0QvUnPfX0NKiyv55qXV9BgUwPiExvtdN1vuZvhkbIv9NztSUsGjny9h3eFauvq68ezEXlzdNxhJgh9eXYuDk5rJzw9q15dbL+XfrzXIVVWUbd5C6cqVlK5ZQ8X27WCxILm44DZwIO7Dh+E2bDguumgk9bnd39r6+7tYkiQhy3KDv3jijLm+P/Rp+nTga+BUH7xwYCqwwJZxMWjsEfcUPXAXEMeZS9my9bHQDNX5+eQ89TTlGzfifeO1BIauRnVkO1z7oTIdqIPa8LsZuVZm4FXaljlgyADoeSWs+gAG33/Jo9YDPF14JMaFpJA+vPG7iUe/34w+dB//vDIa/dgwlv24m8N7iwmOurQ4QuMkJyfchw7BfegQAGpPnKBs/XpKV6+hdM1qjrytzIRVaTS4DR6E28BBuA0aiItOh+TQOUtU53zXjTAmGB/Tp+mvAq6j7iAsmG5MMP5us8CG4scwaBqMi6HYdnHPmAxEmlPiq1ohVodzcvkKcp97DktlJSGvPI3myAdQdBRu+wF6TrR3ejZTdKSMndZmHd4BLdgwY9yLMGO0MkI77qUWOeRlPf0ZFeXH3C05vPPnbu78fC2xIV5c7qJm48IDTBKFudWovbyU+dDjxwNQfeQIZWvXUrp6DWXr13Pyr78BkNzccIvpj7uvL6Uurrj279dpFt0QhfksxgTjH8AfrR7YUGyfuIrtgDdwxE7x2yW5upqj06dTMOMTnKOiCE2+D+eVTyo7E9rvWsrNte63fagcJAbFa1v2wMH9oM8NsPpjGPKQsthFC1CrJG6MDSO+XzC/bszhk2V7WU4VI40FfDIvk8lxkXRxd2qRWELzOQYEoLnmGjTXXAMoV5/KN26kbMNGyjZtwn31Gg7Omw8ODrj06a2cUccOwKVfPxwD2n8b24aIwlyHPk2vAZ5HOXMNRLmcewSYC6QYE4xFNgls0Jw3LoZi28Q9wxvI1Canr6f+PWYxXaoRlfv2k/vPf1JhNKK56UaCrotGtfABZRGKO39t18s2NsfRgyXs2XCEgVd1xV1jg3H5Y1+AnXNhxXtw5estemhnBzW3D41gyuBwFmw8RNaXe9jx50HeXrOfiX2DuGVQGMMjfXFQi9Ha9uAYGIjj1VfjdbXSO33p778z0N2dso2bKNu4kePffEPhF18A4BAcjKtej2v/frj264dL796o3N3Pd/h2QRTm+n4GMoBxxgTjYQB9mj4IuNu67wpbx8VQrAxrNWhaI+4p518MVzhNlmWOf/89R956G5WzM6HvvYuXwxr4/VHQjobJaeDua+80bUqWZVb8sgcXD0cGXGGjJSr9e0L/22D9ZzA8CTQt3/5SrZKIHxzOCnMFjhnZBOmDmJmZx7ytuXRxc2RinyCu1gczvLsvjqJI243s5obHZZfhcdllAFgqK6nYuZOKbdso32akfNs2Sv78U3mySoVzjx649tPj0q8frno9zt27IzVj9HdbIgpzfVpjgvHNuhusBTpFn6a/x5ZxMRTXi2st0CkYNLaMC4A5JV60Om2G6vx88l58idIVK3AfPZrgV5JxXP487F4Ag+6Fq/6vwzUOacjeTUfJ3VPE2Dt64exqwz8hl/0Ttv0MS9+Eay96Nl+TYiaEY1xyiLGyM8+9OIGlu4+Svk0p0D+uz8bbzZFRUX6M7uHHqB7+hHp3jvucbZXK2Rm3AQNwGzDg9Laa48eVQr11G+VGIyV/LqLol5kASI6OOPfogbMuGhddb1x663Du2Qu1R9s9sxaFub4D+jT9c0DaqW5f1i5gd3NmtLRN4mLQPAekne72pXQBs3VcoTksFgq//56j77yLXFtL0L9ewfuKoUg/3g7HditNQ4Y8YO8sW0VNVS0rf92Db5gHupE2Xju6S1flA8/6T2FoIgS2wHSsBnh0caHX0CB2rspjUHw3JvYJYmKfICqqa1m6+ygLdxxm+Z5jzN+WB0CkvzvDIn2JjejCgAhvIv3c2/V0q47AoUuXemfVsixTffAg5du3U2kyUbHTxMmMxRT/Okt5gSThFBGBc28dLtE6XHTROEdF4RAc3Cb+LUVhrm8KkAwstRZkGcgHfgNuaY241oLcWnEB0Can12sFak6Jb50WpO1Axe7ddHn7HfL37cN9xAiCDP/CqToLPhsPsgXumg2Rl9k7zVaz6c+DnCysZMLdvVGpWuEP2Nhk2PYjLHxB+W9toz+aA66IwLQ6j60Z2Qy/Xhkf4OKoPl2kZVlmd/5Jlu85yoqsY8zbksv3aw8C4O3mSP8wb3qHeBEd5EmvIE8i/Txwas561IJNSJKEU9euOHXtCvHxgFKsa44cUS6Dm0xUmjKpMG6n5I8zM1JV7u44R0Xh1CMK56gonKN64NwjCoeAgFYt2KIw12FMMB7Xp+m/BBYBa4wJxpOn9unT9FdiqznFhuLjGDSn42IoPnlmn8ZmcbXJ6TE00ApUm5xeBDzS3AYjHZGltJRjMz6h4IsvcHBxIeT/3sQrPh5p+duw5A0I0MGUbzv8IK+6ivLL2LTgAFGDAgjt2aV1grr5wNjnYUEy7F4Iva60SZguQe5ExQZgXHyImPHhuHrWH50tSRK9rEX3/tGRWCwyWUdPsvngcTYdKGLroSJWZh2jxqI0bHJUS3T39yAqwIOuvm509XEnwteNrr5uBHq6tM6HGqEeSZKUgWWBgXiOG3d6e+2JE1Tu3k1lVhaVu/dQmZWlnF3P/PX0c1ReXkqh7t4dp27dcNJqla+wUCSnlh/JLwpzHfo0/WNAEmACPtOn6R83JhjnWne/js0Ks6ZeXAyaxzEU2z6utRWoOSW+XitQbXJ6a7UCbXNki4Xiub9x9N13qTl6FM1117Fn9Cj6xI2AH6ZA1iLodytMehec2u49qpYmyzJLvt+F2lHFqMkNN6mzmcH3w/rP4c8Xofs4cLBNd/bBk7qxd9MRNv15kJE3nb/Znkol0TPQk56BnkwZrCxzWVVjYd+xk+w6XELm4RIy805gzCnmj+2HqbWc6bDo5KAiyMuFIC8XAjUuBHk5E+jlcvqri5sjGjdHvF2dxFl3K1B7eeE2aBBug+o3TawpLKRyTxaVWXuo3KMU7JJFi6gtKqrzYjWOYaE4abU4nyrWWi1O3bopZ9kX2RdfFOb6HgAGGhOMJ/Vpei0wU5+m1xoTjNMAW37EfQAYiKH4JAaNFpiJQaPFUGzruO5nF2UAc0r8Gm1yeuepOlZlGzeS//obVOzYgUv/foR+MA23AQPI++1TmDEGTubDpPdg4D02u6TaVu1ae5icXce57PZetpkedT5qR7gyBb67CVZOg8ues0kYn2B3eg4NwrhEOWu+0CUhnRxURAd5ER3kxXV1ttfUWsgtquBAYSnmgjKyC8vIK64g/0QF2w4V8WdxBZU1Da8d4+HsgMbVkS7uSqHWuDri5qTG3dkBd2c1bk4O5B6s5siGbDycHXBzUuPqqMbJQYWTgwpnBzXO1p+d1CqcHZXvYipY0xx8fHCo07HslNqiIqoOHKDKbKbSbKbKbKbKfICydeuRy8tPP09yccEpPAzH0DAcw8OVn8NOfQ87f2ybvKP2S3Xq8rUxwWjWp+nHohTnrti2QKpOX742FJsxaMaiFGdbx/1Dm5xuz1agbULVoUMcefsdShYswCEwkJC3/k+5bC1JsP4zBmxOVuYn37sQQmPtnW6rKy2uZOUvWQRFetFnlI0HfDWmxwToexMse0tpPuJnm7P2wfHd2LMunw1/mLnstl4tckwHtYoIXzcifN0Y3UDasixzoryGwycqOFpSyfGyKorKqigqq+Z4WTVF5ad+riKvuJyyqlpKK2sorao9fSb+nWnbBeWkkjhduB3VKhxUEmqVhINaQi0pP5/6clBJqKzfz2xXXqOSzmxH+R+SJKGq8/Pp76e3gcr6GKzPlUBCOr0PzmzLyalkZenOOsdo+E9iY5+VG9rc+HPP3dHwc12QXKNBFw066yZZxvnEcdyP5Fi/cnEtyMdttxm31WtwqKxoOGgDRGGuL1+fpo8xJhi3AFjPnCcBX6D0k7ZZXAyaGAzFWwCsZ842j2tOiX9Mm5zeYCtQc0p8a7QCtavak6UUzJhBYVoaqNX4Pfoovvfeg8rNDcoK4bd/QOZ8jvsMxPf+mRe8RnBHIMsyS77bRXVVLXFTdUj2vDd6ZQpk/QXznoC759vkqoXG3xXdyGB2Ls+lf1w43oEt2Gq0EZIkobFevu4V5Nns18myTFWthUUZy4gZPJTSylpKq2qoqKqlstZCZbWFqloLVTUWKmtqqao59bPyve6+WotMrQVqLRZqLDIWWaamVla2y9bvFpkai0x1tYVaS+3pxxaLTI3FggwgKyNXZVnGIoOMjCxj/ZKt+8BS52ewPves/aeOVVNTg5RzENn6vIb/YzS2+dwdja3b1NDmxhZ5avi5p35yBaJAE6WM3olUdmqqSgkqLSCorJDg0gLYldlwIojCfLapQE3dDcYEYw0wVZ+mn9GacTEU1wBTMWhsGRdzSrw9W4HaRc3Ro5xYsJBjM2ZQe+wYmuuuxf/JJ3EMClKesG8pzH4ISo/BxNcxVugY2wmLMsCuNYcxbzvGyJuj6BJk57sbHgFw+b9h3mOw+VuIvcsmYQZP6sbudfmsnr2XqxJt+Xn80kiShLODGg8nibAutv8AYS8dcXUpWZZ5U/V+o/tFYa7DmGA8dJ59K20W2FDcaFwMxTaLq01OP28rUHNKfJGtYre2KrOZksVLKPnrL8o3bQJZxnXAAAI/no5rv37Kk2qrYfF/YcX7yqXS23+C4P7QydaCPeXEsXKW/7yH4CgN/eLC7Z2OYsBdsPVH+PMlZYEQj5bvleyucSZ2YlfW/raPnN3HW28EutBpNDX1ShTmzu10K1BzSvxhAG1yemu2ArUZS1WVslLN0qWcXLqU6gPKnFPn6Gj8Hk3C8/LLce7R48z/QY5lwawHIHcTDLwbJr7eqUZdn622xsLCz3aALDM+oZXmLDeHSgXXTIPUkTDvcbj1e5tc0o6ZEM6O5TmsnJnF5ORB9r2EL3Q6ojB3blpzSny9VqDWAp2iTU63eSvQlladn8/JZcs4uXQppatWI5eVITk74zZ0CD5Tp+Jx2WU4nT0asrYG1kyHxa+Dgwvc8g30Fmt3rJ6zlyPmE1z5YF80/m2sBaV/T5hgUJqObPwKBrX8r6qDk5ph13fnry93snNlLn1Gt3yvbkFojCjMndsBbXL6c0DaqW5f1i5gd9MOWoHWHD9O2br1lK1dQ+matVTt2weAQ0gwmuuuxWPMGNyHDWt8Ddf8nTA3STlLjp4E8e+CZ2ArvoO2af/Wo2z9Kxv92DC6x7bRZfWGPgx7/lSKs3aUTUZp9xwSyM4VuayevZdu/f1x8xJLQgqtQxTmzu10K1Btcvqpv8Ct1gr0QtWeLKV84wZK16yldO0aKk2ZIMvKguqDBuJ90024jx5V/xJ1QywWWPkeLH4DXDRw85fKFJxONje5IScKyvk7zYR/hGeTTTbsSqWC61Phf8Phl3vgvj/BqWUHQEmSxGW39eKn/6xj9awsxt9tm17dgnA2UZg7MXNK/HHgn9avNkWWZWry8ijbtJnyTZso27KZysxdYLEgOTriOmAA/o/9A7ehw3DV923+sm7lRTDnEdiVrhTjq98Gdz+bvpf2oqqiht//Z0S2yFxxfx/Ujm28CYVXMNz4KXw3GdKfguv/1+IfrnxC3Im5PIJNCw8QPTyY0F5iIJhge6Iwd3La5PRolDnMa8wp8aV1tl9pTolvtSYjcnU1FZm7KN+8mbLNmyjftJmafGUtDcnNDdf+/fBLfAi3QYNwjY1F5eJy4UFyt8AvCVB8SJkTOzRRnCVbyRaZv77cSWHOSeIf7Y93QDuZftPjcmV5yKUpEDZIad/ZwgbFa8nadISMb0xMeWkITi7iz6ZgW+I3rBPTJqfX7dH9uTY5/XFzSnxr9OimtriY8q1bKdu0ifLNWyjftu10OzuH4GDcBg7ENTYW1wExuPTqheRwCb+qsgwbvlAWQnD3h7t/h4ihLfROOoY1c/exf+sxRk/pQdc+vvZO58Jc9k/I2Qh//BN8e7T4al+OTmrGT9Ux+91NrJ61l8tub5mOYILQGFGYO7cHgIHmlPiT2uR0LTBTm5yuNafEt2iPblmWqdpvpnzzZsq3bKZs82aqsvYqO9VqXHr1wvumm3CLHYDrgAE4Bge3VGioLFE6RW2fCVET4IZPwL2dFR4bK9ovk7P2AH3GhKIfe/4evm2SSgU3fw6fXwE/3QX3LwL/li2eIT286R8Xzta/s4mM8Se8d+dsOCO0DlGYOzeVOSX+JIA5Jd6sTU4fi1KcL6lHt6WsjHLjdsq3bFG+Nm8+vSKLyssL1wExaCZNwjVmAK76vqjcbTRf2LwC5jysXLoe/wqMfFL5Iy6cZjYeI2edTGivLoye0sSgubbMRQN3/AKfjofvboZ7/1TuQbegYddFcnBHAX+l7WTKi0PEKG3BZkRh7tzytcnpMeaU+C0A1jPnC+7RPRbI/7+3qM7LperAASp37YbaWgCcunXDIy4O1wExuA0YgFNk5EUvhdZs1eXw92uw5mPwiYR7/oCIYbaN2Q7l7jnOgk+24+INVyfqUbf3FYe8I5RubWnXwDfXK7csWvDqiIOTmivu78PMlI389dVOrnm0v2g8ItiEKMyd2zk9us0p8TXAVG1yerN7dD8hqTj+7bc4BgfjGBqKxwP34xoTg2v//jh0aeVRrIc2wOxEKNgDQx5UGlF04g5ejTly4ATzp2/Dy9eFgOHlOLl2kD8FobFw2w/KSO1vb4SE31r08H5hnoy6pQdLv9/Fpj8PMPBKbYseXxBAFOZOzZwS32iPbnNKfLN7dD8uW1i4ZbPtz4TPp/w4ZPwH1n8OXqFw1xzoPs5++bRhxw6dZN6HW3Fxc+Tax2PYsHWNvVNqWd3GKB3cfrwdvpqEY+QzLXr4PqNDyNl9nLVz9+EX7tn+BssJbV47v3YltAUHwH5FWZZhyw/w0WBl5PXQh+CRVaIoNyLffII5725C7aDi2idi8OhyEdPO2oOeV8BtP8KxPcRseUEZZ9BCJEki7i4dPqEe/PnZDo4fLm36RYJwAURhFtqvw0b4Kh7mJEIXLTy4FK56UxkIJJwjd08Rc9/fjLObAzc+E9t+5ipfrB4T4K7ZOFcWwhdXQsHeFju0o7Oaqx/Wo3aQ+P1/RipOVrfYsQVBFGah/Sk6CLMegtTRcMQE136ojMIN7mfvzNqsAzsKmPfBFtw1ztzw9EC8/NrYwhS20nU4W2L+owwI/Gw87FvSYof28nXlqof0lBRUMH/6Vqora1vs2ELnJgqz0H6UH1fW4f1wEOycAyMfh8c2Q+xUMQ3qPLYvPUT69G1oAt244elYPLo42zulVnXSs7syt9kjCL65Edb8T7kF0gKCo7y54v4+HDGfYMEnRmprLC1yXKFzE3/NhLavrFAZ2PV+P1j1Eehvhn9shMtfBVdve2fXZlksMst/3s3SH3bTtY8PNz4T23nn3vpEKsW511VKB7g5j0BVy9wbjozxZ+wd0RzcUcifn+0QxVm4ZGJUttB2nTwKqz9URlpXnQTdNXBZMgT1tXdmbV7FyWr++monB7YX0D8unBE3R6Hq7HNunT2V0dpL31S+Dq1XOoYF97/kQ/ceFUJNdS3Lf9rDwk+3M/GBvqgdxHmPcHFEYRbaniOZsG6GMtq6thL63AhjnoEAnb0zaxfy9hbz52fbKSup4rLbe9F3TKi9U2o7VCoY9zx0HQGzH1I6hY1/BYY/esm3Q/qNC0eSJJb9uJvf/7eNiQ/0FQteCBdF/NYIbYPFoix8vzYV9i0GtTP0m6y00fRrw+sCtyGyRWbzooOsmbsPTx9nbnp2IAFdveydVtsUeRk8vAp++wcsehky58M10y75w59+bBhqRxVLvtvF3Pc2E5/Uv/PePhAumijMgn0VH1LOjLd8C8fN4BkMcS/BwHvEOskX4PjhUhZ/k0ne3mK6xwYw7q5onDtKNy9bcfOBKd/C1h9h4QvKKP9RT8Lop8Hx4ud39x4ZgpunEws/3c7MlA1clajHP8KzBRMXOjrx/1yh9VWXw+4FsPlbyPobkEE7GuJeht7XgdrR3hm2G5ZaC5sXHWT9fDMOTirGJ+joNSyo/S5G0dokCWJuU9Z1XvgiLPs/MP4Cl7+mjGm4yP+O2n5+XP90LAtmGPn1rY1cdlsvdCNadlENoeMShVloHTWVsDcDts+CXb8rg7m8QmHMsxBzO/h0s3eG7c6BHQWs+jWLwtxSug/wZ/StPXHXdK6pUC3G3Q9unAH9p8CCF+DnuyBiBEz8D4QOvKhDBmq9uOWFwSz8bAcZX5vIN59g1M1RODipWzh5oaMRhVmwndpq2LcUtv8KmelQWQyuXaDvjcqArm5jQCX+SF2ogpyTrPo1i4M7C9H4u3JVop7IGH97p9UxdI+DxBWw+RtY/F/4NA56Xa18gAyNveDDuXo6ce1j/Vkzdx+b/zxIzq7jjE/QERQputMJjROFWWhZsqxMQ9n2M+yYDWXHwFkD0fFKQY4cKy5VX6QjB06wccEB9m0+irObA6Mm96DvZaFiWk5LUzvAoHug701KM5I1H8On46DHFTDyCWVE9wVc4lapVYy4MYqI3j5kfJ3JrLc20n9CBEOv6SbOnoUGicIsXDJvJwsc3aX0rl71IeRtAQcXpZmDfjJETQAHcYn1YlgsMgd3FGBcfIiDOwtxdnNg0NVa+o8Px8VdfMCxKRcvGPtPGPYwrP9UaW7z1dUQqFcWS9HfDI7Nb20aFu3Dra8MYdWvWWxZdJCsjfmMuDGKqIEBYkyAUI8ozMIlW3vTEZg+RHng2wMmva/80XIWI1EvVmlRJabVeexcnktJYQWuXk4Muz4S/WVhHWft5PbCxUsZqT30YWVg2NoZ8NujsOgViL0LYu4E/57NOpSTiwNj74imx+BAlv+8hz8/24Fx8SFG3BxFUDdxeVtQiP+HC5fsjU2ePP/f98HdXxldLfpWX5TS4kr2bT7Kng355O0tBhlCe3VhxE1RdOvvJy5Z25uTGwxMUHqzm1coc+5XfQQrpykDxPrfplz+dvNp8lChPbtwywuDyVyVx5q5e/n1zY1E9PZh0NVagqO8bf9ehDZNFGbhkn21y53n9TfbO412R5Zljh06SfbOQg7uKCB3TxGyDD4h7gyZ1I0egwLxDuzgSzO2R5IE3UYrXyX5yln01h/g92dgwfPKWuC6a5VBY+6+jR5GpZLoPSqEqEEBGJccYstf2cx6exOhvbzpNy4crd4XlVp8GOuMRGEWhFYiyzLFR8vJyyomZ9dxDpoKKT9RBYBvqDsDr9YSNTAA3xAPO2cqNJtnIIx4VPk6bFSalZh+U7rYSWrQjoToSdB9PPh2b3DQmJOLAwOv1NJvXDg7luew5a9s/kg14tHFmT6jQ4geHoxHl4tveCK0P6IwC4KN1FZbOJZzksN7i8nLKiJ3b/HpQuzi4Ui4zoeI3j6E9/YR8487giC98nXFfyBvK5jmKUX6j+eU/d4RSoGOGg9dR55zydvRWU3MhAj6jQvDvK0A49JDrP1tP2t/209wlIYegwLpHhsgWnx2AqIwC0ILqKqooeDQSY5ml3A0+yRHD5ZwPLcUi0VZ99fLz4UInQ/BURqCu3vTJcgNqbOv9tRRSRKExChf41+Gwn1Kc52sDDDOhI1fKs8L6A0Rw5XpV11HgFcIoEyvihzgT+QAf4qOlLFnfT571uez7MfdLPtpNwERnnTt60tEX1/RC72DEoVZEC5ARWk1RfllHD9cyvG8Mo5bfy4+Wg5KDcbV0xH/cOWPp3+4J0GRXuJSZGfmE6l8Db5fabpzaD0cWAkHVivz/Td8rjzPu6tyJh0xTCnq/jq8A9wYHN+NQVdrKcwtZf/WoxzYXsiG382sTzfj4u6IYxcLW2oOEtLDG78wD3FfugMQhVkQ6qittlBSWEFJQQUnCsopKajgkMnCr+s2Uny0jPKS6tPPVTlIeAe44RfmQc8hQQREeOIX7om7t5OYlyo0TO145gwZoLYG8o1KkT64CvYshK3fK/tUjhAQDcH9kYL64xvYG9/RPRh0lZaK0hqyTcqgwb3Gw6ycmQWAg7OawK7K76FfuAf+4Z54B7mhFsW6XRGFWegULBaZ8pIqyoqrKC2upLSokrITVZQWV1FmfVxaVEnpiarTZ74AkkrCwRU8wiS0ej+6BLnTJcgN7yA3vPxcUYnL0cKlUDtAyADla/gjSue8wn1Kk568bXB4G+z6Q1nw5RRnL1x8u9PDN4oe2h6EuJQSrosjr9CHvFw1+dnlbF+WQ221BVA+QPqGeCi/t4FueAe4oQlwxTvATcyJb6PEv4pwydSq1v81qq22UH6ymorSKuW79au8pEr5Xmp9bN1WfqIKWT73OC7ujrh7O+GmccYnxB1PX1e8fF3wtH55eDuzbPkyxo698D7JgnDBJEkZve3bXZkTDUqxPpELR01QsBeO7YGCLDi4Fowz0SFD5jR6AD0A3Hyx9A6jSIriWE0kxypCOHbSh9ydbuxeV///q64ejnj4uODu7YxHF+uXtzPuXVxw83LC1cMRZzcHcXm8lTX5F3V6YkY0cB0Qat2UA/yWlBpnsmVipmhdg3F1mSabxtWn6RuMa0ww2jQuBk2DcTEU2zSuNjm9wbjmlPhmx71zyCvsXn8Yrd4PJ5cLK9K11RYqy2uoLKumsqzm9M9VZTVUlNWcKbgnq6k4eaYIV1fWNnpMZ3cHXD2ccHF3xNPHhYCunrhrnHHzcsLd2xk3jdPpx6Jph9DmSRJoQpWvqAn191VXsHbRbIbqQqE4B04cguIcVCV5+JQe+P/27j62qvqO4/j7c9vb3tZCAZ/Ah1l0KtV1ICJhbiojRt3Iwlw0czMRJ8lCRCcxLqtxIc2WbUwX9yQL2dStxk0S5+JwTB3jYSybKEPBgkUpinEbosAsj33+7o/zKz3Fe9velt7ei99XcnLP/Z2H7/n23nN/Pef+7u/HuNaNXNC2BzgIFdBxUgnNHeP5oPMMmjsm0Nw5nkPvncaBd09hV+c4WjvT/26+tKSTVKqTVApSZZAqL6KkrIiSVDHJVAnJshJKyktJlqdIppIky0opKS+lqDRJUbKI4mSCouIERckEiSL5Vz396PNTdMn81d8CvgIsA14KxWcBTyyZv3rZgqWzFmfYbu1QDqpxUnXGuI2TqpdVb2tMG7dxUvWQ4tbU12SMW1Nfs6xhbkPauDX1NUOKS11lxrjUVS6jrjltXOoqhxS3qnZFxrhVtSuW7Vw8O23cqtoVveLO6+pg5SOvAVBeWULF2BTF4QRMJERXl9HZ3kVHmDrbO+lo66LtSAcd4XZbJsWlRZRVJCmrSJKqSDJmfDllJ5WQqkhSNioqK6tIkgplqZP8v3v3EZJMcaR8QjRSW1/aj8ChPRQf3sPJh/Zy8qH34cg+aNkPrXugdQe07Kf98GEOHYCDh4o50lLEkdZiWjpKaekaTUvbKFpaRnN43yj2do2i3cppszKMDuBwVoddpDaK1ElRooMidVKc6CSR6EIyEup+jKaOjnaWP/c2EiQSFpaBEt2PkJCBFP1MvPsRHf3ZeFQOoTg8WvgHwVAo7Fke9tf9PL4f4j9H794o9vxosXoVdW8o7JjCD+vv8mYecPGCpbPa44VL5q9+ENgKpK8wPmzPANfrFbd6W2OvuI2TqnMSt2FuQ6+4NfU1OYlLXXOvuNRV5iTuzsWze8Wtql0x4Lit7zZNWfT4wizDOuecy6S/irkLOAN4+5jyCWFZWguWzprZ+3maL/eGIW71tsZecbOOOsi4DXMbesVlbm7iUtfcK67V5SbuzsWzj8aVtBbAzGZmWL2geX6FzfMrbCd6fpn0VzEvBFYtmb96O/BOKPsY8HHgjmE8roXAqsZJ1SMSt6a+ZkTiUlc5InGralfkOq5zzrkMZOmaqsYsmb86AUynd+OgDQuWzsrc+uY4aJxUnTZu9bbGYY1bU1+TNm7D3IZhjUtdZdq41DUPa9yq2hVp4+5cPHtAcU/0/2g9v8Lm+RW2Ez2/TPqtmJ1zzjmXO9581TnnnMsjXjE755xzecQrZueccy6PeMXs0pL0qKT3JG2JlU2W9IKkBknPSBodW3avpCZJr0u6NlZ+XShrklSb6zzSySY3SVWSjkjaFKalsW0uDes3SfqZ8qQ7I0lnS1oj6TVJWyXdFcrHSVopaXt4HBvKFY6/SdKrkqbG9jU3rL9dUvY/BBwGg8hvpqTm2Gu4KLavfHx/ZsrvxvC8S9K0Y7YppPMvq/wK8RwcMjPzyacPTcCVwFRgS6xsA3BVmL8N+G6YvwjYDJQCE4EdQFGYdgDnAiVhnYsKLLeq+HrH7OclYAZRNz7PAp8b6dzCcU0Apob5UcAb4TW6H6gN5bXAD8P858PxK+TzYigfB7wZHseG+bEFmN9M4E9p9pOv789M+VUDFwJrgWmx9Qvt/Ms2v4I7B4c6+RWzS8vM1gH7jim+AFgX5lcCoZd95gDLzKzVzN4Cmoh+gjUdaDKzN82sjajrzznDfvD9yDK3tCRNAEab2XqLPiEeA754nA91UMxsl5m9HOYPAI1EP4ebA9SH1erpOd45wGMWWQ+MCfldC6w0s31m9j+iv8t1ucskvUHkl0m+vj/T5mdmjWb2eppNCu38yza/tPL5HBwqr5hdNrbSc2LfCJwd5s+kp4MSgH+Hskzl+ShTbgATJb0i6W+SrghlZxLl0y0vc5NUBVwCvAicbma7wqJ3gdPDfMG+fgPMD+BTkjZLelbSxaGs0PLL5ER5/fpSsOfgYHjF7LJxG3C7pI1Et6DaRvh4jqdMue0CPmZmlwB3A79T7Lv1fCapAngKWGhm++PLwhVGQXdikEV+LwPnmNlk4OfA07k8zsHqK78TQRb5Few5OFheMbsBM7NtZnaNmV0KPEH0/RVEvYXFrzDPCmWZyvNOptzC7cG9YX5jKL+AKI+zYrvIq9wkJYk+9H5rZn8IxbvD7b/u24DvhfKCe/2yyc/M9pvZwTD/ZyAp6RQKL79MTpTXL61CPQeHwitmN2CSTguPCeDbQHfryOXATZJKJU0kGq/9JaIGVedLmiipBLgprJt3MuUm6VRJRWH+XKLc3gy3TPdLmhFagt4C/HFEDv4Y4XgeARrN7MHYouX0DLEyl57jXQ7cElpnzwCaQ37PA9dIGhtaOF8TykZUtvlJGt/dWlfSdKLPvb3k6fuzj/wyKajzL9v8CvEcHLKRbn3mU35ORFeNu4B2ou9u5gF3EbWgfINoSEjF1r+P6D/Z14m1jCRq8ftGWHbfSOeVbW5EjcC2ApuIbol+IbafacCWkNtD8b/HCOf3GaLbuK+G494UXoeTgVXAduCvwLiwvoAlIY8GereIvY2oMVET8LWRzm2Q+d0RXsPNwHrg8jx/f2bK7/rwfm0FdgPPx7YppPMvq/wK8Rwc6uR9ZTvnnHN5xG9lO+ecc3nEK2bnnHMuj3jF7JxzzuURr5idc865POIVs3POOZdHvGJ2zg07SWMk3R57foak3w9DnDpJ/5H0neO97wHGXyPp4LGjPzmXDa+YnXO5MAY4WjGb2X/N7IZhivVjM1vU/2qDI6k40zIz+yzwr+GK7T4avGJ2zuXCYuC8MJ7uA2GM3S0Akm6V9LSiMZR3SrpD0t1h0IL1ksaF9c6T9JykjZL+LmlSXwElJRSNzXxq7HlT6EnqVElPSdoQpk+HdaYrGpf7FUn/lHRh7BiXS1oNrJI0QdK6kM+W2MAKzg2ZV8zOuVyoBXaY2RQz+2aa5Z8AvgRcBnwPOGzRoAUvEHW1CPBL4E6L+jO/B/hFXwHNrAt4HLg5FF0NbDaz94GfEl1ZX0bUs9TDYZ1twBUh9iLg+7FdTgVuMLOrgK8S9Uw1BZhM1CuVc8dFxlsyzjmXQ2ssGpv3gKRm4JlQ3gB8MoxEdDnwZOj2GqB0APt9lKj/5J8QdS/661B+NXBRbF+jQ4xKoF7S+UTdRiZj+1ppZt3jeG8AHg2DMTxtZpuyyNW5PnnF7JzLB62x+a7Y8y6iz6kE8EG4Qh0wM3tH0m5Js4Dp9Fw9J4AZZtYSX1/SQ0T/JFyvaKzgtbHFh2L7XSfpSmA28BtJD5rZY9kcm3OZ+K1s51wuHCAa53pQLBqv9y1JN0I0QpGkyQPc/GGiW9pPmllnKPsLcGf3CpKmhNlKeoYOvDXTDiWdA+w2s1+F/U8d4LE41y+vmJ1zw86i8XT/ERpKPTDI3dwMzJO0mWi0oTkD3G45UEHPbWyAbwDTJL0q6TVgfii/H/iBpFfo+47iTGBzWO/LRN9ZO3dc+OhSzrkThqQ64KCZ/ShWNo2ooVdOWk5LWgvcY2b+syk3KH7F7Jw7kRwEvt7dwYikWuAp4N5cBJe0BjiXaKxv5wbFr5idc865POJXzM4551we8YrZOeecyyNeMTvnnHN5xCtm55xzLo94xeycc87lEa+YnXPOuTzyf9e9E1bts1PtAAAAAElFTkSuQmCC\n", - "text/plain": [ - "<Figure size 504x360 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "from world3 import s, plot_world_with_scales, var_color\n", - "import pydynamo as dno\n", - "s.run(N=300, dt=1)\n", - "plot_world_with_scales(s, title='World3 standart model')" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# Show the graph of direct relations (interactive with pyvis)\n", - "dno.plot_system.show_pyvis(s, notebook=False, options=[], quotient=True, colors=var_color).show('world3.html')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 432x288 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "# Get the non linear formula of some variable\n", - "dno.plot_system.plot_tabhl(s, 'dcph')" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'industrial capital depreciation rate [dollars/year].'" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Get comments about some variable\n", - "s.get_comment('icdr')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# 11 Scenarios Limits to growth" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Set additional equations" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "def additional_equations():\n", - " # Additional lines for limits to growth code (from Appendix G)\n", - " # A very complicated way to allow a strategy change,\n", - " # about industrial capital investments\n", - " \n", - " # From time icet, we change startegy\n", - " # for the industrial capital investment rate\n", - " # (it was io * fioai befor this time)\n", - " icir.k = clip(icir2.k, io.k*fioai.k, time.k, icet)\n", - " # minicir takes the minimum between:\n", - " # The industrial capital depreciation rate\n", - " # The usual formula for icir\n", - " minicir.k = min(icdr.j, io.k* fioai.k)\n", - " # The new strategic icir takes a lower icir (minicir)\n", - " # When the delayed iopc is lower than the diop\n", - " icir2.k = clip(minicir.k, io.k* fioai.k, diopc.k-diop.k, 0)\n", - " \n", - " # When the dist date is reached, diop change from zero to iopc\n", - " diop.k = sample(iopc.k, dist.k, 0)\n", - " # The dist date is disi at the begining, \n", - " # and set in the year 4000 after this date\n", - " dist.k = step(4000, disi+1905)+disi\n", - " \n", - " # For now, startegy are reached in the year 4000 (never)\n", - " disi = 4000 \n", - " icet = 4000" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "# Add new equations to the original system\n", - "s = dno.parse_system.system_from_fun(additional_equations, s)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Run scenarios\n", - "Each time, reset and change some constants, and run again" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 504x360 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s.run(N=400, dt=0.5)\n", - "plot_world_with_scales(s, title='Fig 35. Standart run')" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 504x360 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s.set_all_csts()\n", - "s.nri = 2e12\n", - "s.run(N=400, dt=0.5)\n", - "plot_world_with_scales(s, title='Fig 36. Doubled ressources\"')" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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j+KnzTKfPszxX2/Sob6SqrpHq+kaq605/3xUuCgk/T1d8PVzx83TDVFPBkLABp3728zR/9fV0xd/TFT9PV/w93Qj0cSfQ2x2llxsuilb/v7GptLQ05syZY/e4XSXaaT29oY3Qsp371mez7pODxD17Dr6BHf6ZsCun+H1+/Q84vhnu0bX6tCRJbSbmjnrM7k3fxCfFNAD/XL4k9XEgFfPmELaQo49WT1en67c0P6iPVs8AcmwUE8zLgporwbxD1UuYd0WK6WNxm4Rivl1QcsZxCdj419P/yt0FJgwJsHKz/spkkqlpsCRpS6Kuqmukqq6hxc9Nibyitp7ymoZTjxMnK8gpraG82fFGU9sfTCUJlF5uBHq7E+DtRpC3OwHe7gR6n07ewb7uhPh5EOLvyUBfD9xdnW7ahiDYRHlRNQoXCR+le8cn90dl2aDs3rYAHSXm7cuXpF4UnxTzc9OB+KSYJ5YvSc0GOtoIobuWAp/ro9UrMVedAnPlqjhgsY1ioovTzbXVtdulNTom7mmrMG/puPvMJ868l+xoCoWEt7sr3u5dKVh3mvlT9HmnfpZlmer6xmbJux5jdT2lVfWUVNVRUllHSdP3VXXkGmvQ55ZRXFVHTb2p1RgB3m7mRO3nSYifBwMtjxB/TwYpPRkU4EWov6dDeuKCYE1lRTX4BXkiiX/LrTNmQcTUbr203b9w8UkxNyxfkjpt+ZLUqfFJMduWL0kdg3kTgvT4pBi39l7bXep0/VZ9tHo65p2TbrIc3g/MUKfru7ojk9ABQ2Jsq1W9LM9dZ8+22JsknU70of4dn99cTX0jJVV1FJbXkV9eQ355LQXltebvy2rJL68ls7CSgvJa6hpbJnFXhUSYJUlHBHgxKMCLwYFeDA7wYkiQNw3t9OIFwVmUF9XgF9yVwoz9iMkE5bm26TFbhq0vBlyXL0n9FZgOrAUSli9JnRifFNPm/so9oU7X52OegS0ITsnTzYVwpRfhSi+g7Y1CZFnGWF1PfnktOaXVZJdWm7+WmL/fkllMrrGa5rnYRYIhO9aiGuCDKtiHYQN8UA3wYViwD4MDvURvW3AKZUU1DNMEO7oZzqniJDTWQcDQbr28ozHBq4AJgAdwEoiIT4opW74k9UVgC5bymX2dJllzsy5O1+HsZKvTKm9Ga7R/XMFqJEkiwHJvOirUr9VzGhpNnCyrIbukmuPFVazbqUf2UZJZWMnWzGKq6k5PenN3UTAixJfRob5EhfkxOtSPqFA/Bgd4oRAJW7CThrpGqsvq8Av2cnRTnFPpcfPXgMhuvbyjxNwQnxTTCFQtX5J61LKnMvFJMdXLl6S2fpPNBvTR6mB1ur7IXvFa0allQ30ormBHri4KIgK9iQj0ZvrwYAZWHGXOHPNkfVmWTw2LGworySis5FBeOVszi/lu9+m5kD7uLowK9WPMIH/GD1YybrCS0WF+uLmIyWiC9ZUXm5dHiaHsNpQcM3+1UWKuW74k1duyI9TkpoPLl6QqMe85bHX6aHUi8KI6XV+oj1ZPwVxow6SPVrsBN6rT9etsEVeTrGlv2VBXd4LqPK3SMXGFXkGSJEL9PQn192TG8JbDhmU19RzOK+fgyQoO5ZWTfrKMVXty+GSL+dO6u6sCdbg/msH+jB8cgCZCSVSonxgKF3qsrMicmP1FYm7dqR7zkG69vKPEPCs+KaYWID4ppnkidqOTW/11Q6w6XZ9g+f4FYLE6Xb9NH62OAj4BurROtwt6vGyol8UVejl/TzcmRwYxOfL0DpqyLHO8uIq9WUZ02UZ0WUa+35XDR5vNfyj8PFyZFBnIVFUgU1VBnDUkAE83F0e9BaGXKi9q6jGLoexWlR4D31Bw697vp6NZ2bVtHC8ECrsVsWOu+mi1qzpd3wB4qdP12wDU6fpD+mi1LVexrwJ8dXG63Wc+cWbJTVvERWv8S9y/lNwUhA5IkkRksA+RwT4sOGsQYF7/bSiqZE9WKdsMJWw3FPPiLwUAuLlIjI8I4NyRA5g9eiBnRQSIHrXQIbGGuQOlx7o98Qs67jE7wgpgtWVI+2d9tPpV4BvMhTZ22yqoLk7X5rIhXZzOdsuGtMY246I19unlSoJ9KBQSwwf6MnygL4smRgBQWlXHjmMlbDOUsCmjiNdSD/Pq74dRermZk3TUQOapQwj2da6KToJzEGuYO1B6HAZ3f3DX6RKzOl3/uj5arQP+BURhbuMo4Ds6WZtbEIT2BXi7M08dyjy1eRpDSWUdfxwpZP2hAtYfLiBFl4tCgunDgrloXBgXjg0jTCnuJwpmYg1zO0yN5uIiY6/o9iWcLjEDqNP1aUCag5shCP1GoI87C84axIKzBiHLMvtzyliz/yQ/7zvJ4z/s5/Ef9jNpaACLJg7m0vGDCPQRQ5j9WVlRDSqxhrl1ZTlgaoDA7s3IBidNzG3RR6tvVqfrxfIhQbAhSZIYZ1lydd8FozmSX8Ga/Sf5cU8Oj32/nydXHWDu6BBGuTcwpKCCMH9PfDx61Z8SoQea1jCLGdltODUju2/dY26PWNcrCHY2MsSXkSEjiZ87kgM5ZXyzM4vvdufwS0Uty3ebVy/6e7oSrvQiTOlJuNKz2VcvIgLNDw9XMfu7Lzi9hlnMyG5Vac/WMIMTJmZ9tFqs6xUEJzVmkD9jBo0h4eJo3v9hLQNV0eQaazhprDZ/LavhQG4ZhRW1NN9RVpJgkNKLIUFeRAb5MDTYm8hgb4YGeaMa4IO/p01K7ws2cHqplOgxt6r0OCCBMqLbl3C6xIxY1ysITs/VRcGoQBfmTGy9SH9dg4n88hpyjTWcKK7iWFEVx4urOFZUye/peRRW1LU4P9Tfg1EhfowM8WVUqC8jB/oyKtSPIHEv2+mI4iIdKDkG/oPAtfsrGpwxMa8CfNXp+t1nPqGPVqfZvTWCIHSZu+vpMqNTVUF/eb6ytsGSqKvIKKzgSH4FR/Mr+GL7iRa1wYN93IkO92PcICVjBvkzdpCSYQN8xFprByovqkHhIuGtFEvpWlVi6NEwNjhhYlan69tc16tO14t1vYLQB/h4uKIO90cd3nK/TZNJJreshsN55RzJr+BwXgUHcst4/0/Dqe0zvdxcUIf7MXaQEs1gJZMiAxg+wFds4mEn5UXV+AZ5it93W4ozYNT8Hl3C6RKzIAj9l0IhMTjAvDf1nNEhp47XN5o4nFfB/hwj+3PKOJBTxre7svlws3mijb+nudTopKHmx4ShAfiKmeI2YSysEcPYbamrNG/5GDS8R5cR/3IFQXB6bi4Ky8Qzf662HDOZZDIKK9l5vIRdx0vYcayEdYcKkGVQSBAV6seM4cH4VTcwsaoepbeYYGYNZQXVjJg00NHNcE7FmeavgcN6dBmRmAVB6JUUCsmylMuXa6aYd/ExVtez+0QpO4+ZE/Vn245TU2/ijd2/MG6Qkpkjgjl7RDBTVUFi7XU3NNbJ1FTW4z9QLJVqVXGG+avoMQuCIJgpvdyYHTWQ2VHmHl1tQyMrf0ij2n8IG48W8d6fmby1PgM3F4mpqiBiokOYGx3C8AE+SJK4Z9qRugrzV+UAkZhbdSoxix6zIAhCqzxcXRgd5MKcOVH8Zz5U1zWy/VgxfxwuJDU9n/9L0fN/KXoig72ZO9qcpKcPCxJbYbahKTGLHnMbSjLBewB4Knt0GZGYBUHoN7zcXThv1EDOGzWQhy5Rc6K4irSD+aSm5/Pp1uOs3GjAx92FeepQLtGEM2f0QJGkmznVYxaJuXXFGT3uLYNIzIIg9GNDgrz5+9kq/n62iuq6RjZlFPLL/jzW7D/JD3ty8HZ3ISY6hEs04cwdHYKXe/9O0nUVMl5+brh7itTRquJMiJzZ48uI364gCALm3nRMdCgx0aE8dfk4tmQUs3pfLmv2nWTV3ly83FyYPyaUKyYN5ryRA3B1UTi6yXZXXwH+4v5y6+przNs99nDiF4jELAiC8BduLgrOHTWAc0cN4MnLxrLVUEzK3lxW7c3lxz05DPTz4PIJg7hiUsRfiqT0ZXUVoFSJxNyq0mOALBKzIAiCrbm6KJg5YgAzRwzgvwvGsDa9gG92ZrFyo4G3N2SiDvfn2qlDuHziYJRefXetdGO9ifoqMfGrTU0zsnu4hhlEYhYEQeg0D1cXLhoXxkXjwiiurGPV3hy+3J7F4z/s59mf9Fx21iCunx7J+Ahln1t+VVZUDYiJX20qOmL+Gjyix5cSiVkQBKEbgnzcufFsFTeerUKXZeSTrcf4fncOX2zPYtxgf66fHsnCCYPwdu8bf2aNBZbELO4xt67wMHgHg/dfN23pqv43e0EQBMHKNBFKnr1iPFsensdTl4+joVHmoW90zExM5YU16eSV1Ti6iT1WVmhOzGIouw2FhyF4lFUu1Tc+ygmCIDgBP083/j4jkhumD2X7sRLe3ZDJirSj/G99BgvOGsRt5w5nzKDeOVnMWFCNwhW8/cUe2a0qOgxRF1nlUiIxC4IgWJkkmUt+TlUFcayokvf/NPDF9hN8szObc0YGc8eckcwcEdyr7kOXFVTj5kOvarPdVJdAZQEM6FyP+Wjp0XafF0PZgiAINhQZ7IP2srFsSphHwsXRHM6r4Pp3tnDlmxtZezAfWZYd3cROMRbW4O7r6FY4qcKmiV+dS8yrM1e3+7zoMQuCINiB0tuNJbNHcNNMFV/uyCIp7Sg3v78NzWAlc0IamGWSUSicszcqm2TKCqsJ6PkS3b6p6LD564CoTp2+/eT2dp8XPWZBEAQ78nRz4e8zIll7/xyev3I8ZTX1vL6rlkte28CvB/Kcsgddaayjsd6Eu69zfnBwuMLDoHCFwMgOT61uqGZv4d52zxGJWRAEwQHcXRVcM3UIv987m3+O96C2wcQ/PtjOlW9uZEtGkaOb14KxoApADGW3peiwubCIS8cFZnbn76bB1NDuOSIxC4IgOJCri4KZg1z55Z5ZPLNIQ3ZpNYv/t5mb3t/K/hyjo5sHQGmeJTH7ObghzqrwcKeHsbed3IaL1P5mKCIxC4IgOAE3FwXXTR/Kugfm8tDF0ew6Xkrsa39w16e7yC6tdmjbSvOrcXFV4Obj0GY4p8YGcznOASM7dfq2k9sYGzy23XNEYhYEQXAinm4u3D57BOsfnEv83BGs2X+SmBfTePmXg1TVtT8EaiuleVUoQ7zEUqnWlGRCYx0MGN3hqVX1Vewr3MfUsKntnicSsyAIghNSernxwIXRpN4/hwvGhvFa6hFiXlzHt7uyMJnsO0GsNK+KgFBvu8bsNfL15q8h6g5P3XpyKw1yA9PDp7d7nkjMgiAITmxwgBev/20iXy05m4F+Htzz+R6ueHMju0+U2iW+qdFEWUG1SMxtKUg3fx3YcY95XdY6vF29mRI6pd3zRGIWBEHoBaaogvg+/hxevPosckqrWbTiTx75Voexqt6mccuKajCZZAJCRGJuVb4eAiLBvf0b8LIssz5rPTMHzcStg9nbIjELgiD0EgqFxFWTI0i9fw63nDOMz7adYN7LaXy7K8tm65+bZmSLHnMbCtI7NYx9sOQg+VX5zIqY1eG5IjELgiD0Mr4erjx26Rh+uPMcIgK9uefzPVz39haO5FdYPdbpxCx2lfqLxnrzUqmB0R2euj5rPQDnRZzX4bkiMQuCIPRSYwcp+eZfM3l60Tj25xi5+NX1vPzrIeoaTFaLUZpfjYePK16+Ylepvyg6CqZ6CBnT4anrs9YzNngsA7wGdHiuSMyCIAi9mEIhcf30SH6/bw6xmnBe+/0wC17/gz1WmhxWmlcl7i+3paBpRnb7PebimmL2Fuzt1DA2iMQsCILQJwz08+CVayfy3k1TMFbXs2jFnzz7k56a+sYeXdeYL5ZKtSk/HSRFh1W//sz+ExmZ2RGzO3VZkZgFQRD6kJjoUH65dxbXTBnCW+syuOS1DWw3FHfrWvW1jVSU1Ioec1vyD0CgCtzav/++LmsdwZ7BqIM7niQGIjELgiD0Of6ebiReOZ4Pb51Gbb2Jq9/axBM/7u9y5bDSfDEju10ndRCmafeUelM9G7M3MitiFgqpcylXJGZBEIQ+6rxRA/nlnln8fUYk7/9p4NLX/uhSYRKxVKod1aXmcpxh49s9bXf+bsrryzt9fxlEYhYEQejTfDxceXLhOD65bTo19Y1c+eZGXvntEPWNHc/cNlp6zMoQsVTqL07qzF/DJ7R72vqs9bgqXDl70NmdvrRrD5rVp2mSNUEAujhd927OdJdWGWT+arRbXFVCSgBwI6Ci2b8JQ2LsXfZqgyAItjVz5AB++s8stD/s55XfDrP2YAHLrjmL4QPb3mS5JK8K3yAP3Nzb36awXzq51/w1vP0e8/qs9UwJnYJPF7bmEom5GU2yZijwPDAPKAUkTbLGH0gFEnRxOkMbr0vrUWCt8i9x0SpPxUVrbDUuWmXP4p62GtgM6IAOP0arElJaxPWwUiMEQbAtpZcbyxZPYJ46hEe+3cclr23gkdgx3DB9aKs7R5WeFEul2pS7B/zCwTekzVNOlJ8gw5jBVVFXdenSIjG39DnwCnC9Lk7XCKBJ1rgAVwOfATNsHRet0by2Qau0R9wmnobE2Hu7+2KTyURaWpoVm2MbFRUVop1WJNppPfZuoy+gne7KuzoTj323jy//0HPLOHcCPE/f3ZRlmcJsmYDhnGpbb/hdgn3aOfXIRqq9ItjXTpw/y/8EwD3bnbT8LrRHlmWbP4Dt9ojT07jjVo473J3nevx+H/dv+9rtPWel33Pk0lX3RC5d9Y/IpavCI5euCmp6dPb1UVFRcm+wdu1aRzehU0Q7ras3tNNRbTSZTHLyxkw56pHV8oQn1sg/6XJOPVdWVC2/cfvvsm5d1qljveF3Kct2aGdtpSxrA2T59/9r97SH1j8kz/pslmwymf7ynDn9tv43VfSYW9qhSdasAJKBE5ZjQ4A4YJct46JVOiJukzrgBeARoKkSvgwMt0NsQRAcRJIkbjxbxcwRA7jn890s+WgnV02O4PEFYyjOrQQgKLzz90b7jbz9IJsg/Kx2T9uVv4uJIRNbvU3QHpGYW7oRuBV4AhhsOZYN/AC82wfjNrkPGGlIjC20QyxBEJzMyBBfvv7XTF77/TAr0o6wOaOIB4cNAkRiblWOpb/UTmIurC4kqyKLa6Ov7fLlRWJuRhenqwPetDzsR2t0TNzTjgBVDootCIITcHdVcP+Fo5kzeiD3fLGb1X8cZ5yHOwpPMSP7L7K3g28oKCPaPCXTmAlAVGD75TpbIxJzM5pkjSvmnuvltOy5fg+8q4vT2WZHcq2y3bhojbbdCR0qgd2qhJS1QG3TQbFcShD6nymqIH66exZv/XcjJyprueLNP3ll8QRGhvg5umnOI2sbREyFdoaos8qzAIjwazt5t0Uk5pY+xLxc6Qkgy3IsAvO93o+AxX0sbpPvLA9BEAR83F3wr4MQ9QB+KSog9rU/eOjiaCJlueMX93VVxVCcARP/3u5pJ8pP4CK5EOYT1uUQIjG3NFkXpztz3CEL2KxJ1hyyZVy0xlbjolXaMi4AhsTYZFvHEASh96gy1lFX3cCMsQNZM1nNg1/tRfvjAcYFuzBmcg2h/p6ObqLjZG03f42Y2v5pFVmE+YThpnDrcghRkrOlYk2y5mpNsubU70WTrFFokjWLgRJbxkWrvBqt8vR/D61SgVZp67iCIAh/0TQjOzDchxA/T96/aSpPXT6OQyWNXPjKelbrch3cQgfK3m7e6nHQxPZPK8/u1jA2iB7zma4FngOWa5I1pZZjAcBay3M2j4tWac+4p6gSUoIADImx9i1BKgiC0yk52XKplCRJ/H1GJK6FR/nU4M4dH+/kikmD0V42Fn/PrvcIe7Ws7TBQDR5tlzIFc4957pC53QohEnNLOZjLU74D7AQuAs4B9nP63m+fiatKSPlLKVBVQsqpUqCGxFiDrWILguC8inOr8PBxxcuvZdIN91Xw9b9m8vrvh3lj7RE2HinimSvGERMd6qCW2pnJZO4xj7m83dPqTfUU1xR36/4yiMR8pvcx/068ACPgA3yLOXFNwzwZqy/FPVUK1JAY2wigSkixZylQQRCcUEluJUHhPq0WxnBzUXDvBaOJUYey9Ku93LJyOwsnDOK/l44h2LePV84vPAg1Rhgyrd3TymrLAFB6KLsVpsv3mJcvSW27YrcV6KPVY/XR6sua/bxMH61+z/KYZMvYgEYXp1sMXAFcAFyti9N9CNwMtH9DoYdx0RpbxEVrtEfcAYbE2M+bkjKAITG20ZAY+xkQbMO4giA4seLcSgI7KCwyYUgAP/77XP4zfxSrdbmcv2w9P+zJaSoP3Dcd22j+OrT9LRyNdUYA/N39uxWm3R7z8iWpQWcckoCty5ekTgSk+KSYVu9HLl+Smtat1pglAs82+/lC4DHAG/gv5rW+rdJHq3sSF0ChSda4Y+6xegNKoBjzBkq2vJGiQKt0RNwdqoQUR5YCFQTByVSX11FTUU9QWMcVv9xdFfxnfhQXjwvnwa/3ctenu/hhdzZPLhzHoIA+uIfz8U3mwiJB7Vcr7mmPuaOh7ELg2BnHBmO+D2qrWsrh6nT9xmY/l6nT9V8D6KPVt9sgXnPvAumAC+a60V9qkjUZmId0P7NnXLRKe8R1dClQQRCcTHFO04zszm/3ODrMj2/+NZP3/8zkxV8OMu+lddw1bxS3njsMd9c+svhHls095qFnt1tYBKCszpyYbdJjBh4AzgceiE+K0QEsX5KaGZ8UM6y9F8Unxcxp/vOdb7G9C21qUV5Gna5vfp+z3WF0dbq+RVwkqStx0cXplmmSNZ9bvs/RJGs+AOYDb+vidFu7cq0u0RqXoVV+bvk+B63yVFy0RpvFNSTGOroUqCAITqYopwKA4MHtzzo+k4tC4rbzhnPh2DCeWnWA535O5+udWTy5cCwzRwywRVPtq/Q4lGVD5H86PNVYa8Oh7PikmJeWL0n9HFi2fEnqCeBxTu8+ZCs5+mj1dHW6fkvzg/po9QzMs5dtSheny2n2fSnwla1jAuaEfPp7u8RVJaS0WwrUkBhr61KggiA4maKsCjx93fD2d+/W64cEefO/G6eQmp6H9ocDXPf2Fi47axCPxqoJ6c2FSY5vMn+NbP/+MjTrMXvYpsdMfFJMFnD18iWplwG/Yr4HaktLgc/10eqVmIfMASZjvu9p69KU/Y2jS4EKguBkCrMrCR7s2+WtCs8UEx3KzBEDeDPtKG+uO0pqej7xc0dy8zkqPN164cYYxzaChxJCxnR4qq2Hslm+JDUac28qFXNiHmE5flF8UszP3YraDnW6fqs+Wj0duBO4yXJ4PzBDna7Ps3a8fm6yITG21VKgqoQUm5cCFQTBuZhMMsU5FYw9d3DHJ3eCp5sL95wfxaKJg/m/FD3P/ZzOR5uPkXBxNJeOD+9x8rcrwwZzb1nR8YeKstoyfNx8cFV0b0VyR7Oy7wLiAT3myUB3xyfFfG95+hnA6okZQJ2uz8c8A1uwrWJVQsrVwNeGxFgTgCohRYF5HbMoBSoI/UxZQTUNdSaCI6y7B7NqgA/vxE1h45FCnkrR8+9Pd/Hen5k8dukYJg0NtGosmyg9bt64Yuo/OnV6WV1Zt3vL0PE65n8Ak+OTYi4H5gCPLV+SerfluV70UUdow7XAVUCeKiHlkCoh5TCQh3k9tV1KgQqC4DyKsrs38auzZo4cwKp/n8vzV40nq6SaK1Zs5N+f7uJEsZNvB5+xzvx1+JxOnV5WW9btpVLQ8VC2Ij4ppgIgPinGsHxJ6hzgq+VLUiMRibnXs5TcXAygSkgJthwrcmSbBEFwnMLsCiTpdI1sW3BRSFwzZQixmnDeWp/B/9YfZc2+k1w3fSjxc0cy0M8Jq4dlrgOfEAhRd+p0W/eY85YvSZ3Q9IMlSV8KDAA03Y7aDn202l8frX5WH63+UB+tvu6M51bYImZ/pUpIcVclpNyoSkiZZ0nIF6oSUt5QJaTEqxJS+lllekEQirIqCAj1xtXd9pOzfDxcuff8KNbeP4crJw/mw83HmPX8Wl5Yk46xyokWhMiyucc8bFaH65ebGGuNNk3MNwInmx+IT4ppiE+KuRGY1e2o7Xsfc2/8a+BafbT6a320uukjlKjdbF3vA7HAf1QJKR9ivre8BZiKeUMNQRD6kaLsCpsNY7clXOnFs1eM59d7ZjF/TCjL1x7lvOdTWb72CFV1DXZtS6vy9VCZ3+lhbLD0mLu5VAo6SMzxSTFZ8UkxJ9t47s9uR23fCHW6PkGdrv9Ona6/DPOSqVR9tFrUbrY+jSExdjGwCHON7qsMibH2qNEtCIKTqatpoKywxu6Jucnwgb68/reJpNx1LlNVQbyw5iCznk/j3T8yqa5r7PgCtpKx1tLA2Z1+SVldGUr37t9jdsZaaR76aPWpdqnT9U8DbwPrERsrWJtClZDijrnaWlONbrB9jW5BEJxMUynO4AjHJOYmYwcpefemqXz9r7MZGeLDU6sOcN7zqfxv/VEqax3Qgz60BgZGQ8DQTp1e01BDbWOt7XrMDvIjENP8gDpdvxK4D6hzRIP6sKYa3bux1OhWJaS8DWzDtjW6BUFwMoVZTTOybTfxqysmRwbx2T/P5vN/ziA6zJ9nVqdz7nPmIe7yGjvdg64tNxcWGXVBp1/S0+Ii4IT7MavT9Q+2cfxnYJSdm9OnGRJjl6kSUj63fJ+jSkg5VaPbkBhru9rggiA4naLsCtw9XfALcq6ymdOHBzN9eDA7jpXweuphXlhzkP+tz+CWc4Zx0zkqlF42HNw7uhZM9RB1Yadf0rSzVE96zE6XmNujj1bfrE7Xv+/odvQlhsTYnGbfl2Kv2uCCIDiVoqwKq5TitJXJkYGsvHkae7NKee33Iyz77RDvbMjguhlDufWcYbapw31ojbkM55DpnX6JNXrMzjiU3Z4nHN0AQRCEvsZkkinIqmDAUL+OT3aw8REBvBM3hZS7zmXW6IG8vT6Dc59by9Kv9nK0oMJ6gUwmOPwLjJwHLp3vlTftLNWTyV9O12PWR6v3tvGUBITasy2CIAj9gTG/iobaRkJ6QWJuMnaQkuXXTeJYUSXvbMjki+0n+GLHCc5XhzLNr5E5PQ2Qu9u8TKoLw9jQR+8xY06+F/LXWs0SsNH+zREEQejbCo6XAzCwFyXmJpHBPjx1+Tjunj+KDzYaSN50jF+q6/klbxO3zx7O3NEhKBTdGJ4//Asgwcj5XXpZT7d8BOdMzKsAX3W6fveZT+ij1Wl2b40gCEIfl3+8HBc3BYFhtt7V13YG+Hpw7wWjuX32CJ7+dC3rTlZza/J2okJ9ufXcYSycMLhr200eWgMRU8BnQJfaYaw1IiHh5979DzlOd49Zna6/VZ2u/6ON565r7bggCILQfYXHyxkQ4YvCxelSQpf5eLhygcqNtAfm8MriCSgkiaVf6zgnMZWXfzlIfnlNxxcxZkHOThh9cZfjl9WV4evui0Lq/u/SGXvMgiAIgp3IJpmC4+VETQtzdFOsys1FweUTB7NwwiA2ZRTx3h+ZvL72CG+uO8qCswZxyznDGDe4jQlaByy7G4+5vMtxe7qBBYjELAiC0K8ZC6upq2nslfeXO0OSJGaOGMDMEQPILKwkeaOBL7af4Jud2UwfFsQt5w5jvjoUl+b3ofd/B2EaCB7R5XilNaUEevRsj+neP24hCIIgdFtvnvjVVcMG+KC9bCybHprHI5eoySqp5vYPdzD3xTTe+yPTXFHMmAVZW7vVWwYorikm0FMkZkEQBKGbCo6Xo3CRCBrkHKU47UHp5cY/Zg1n3QNzWHH9JEL8PHhy1QHOfjaVn754y3zS2EXdunZJbUmPE7MYyhYEQejHCo6XEzzYFxfX/tdPc3VRcIkmnEs04ew+UcrKPzMJOfAzB4jkya/z+fsMby4YG4pbJyfFybJMSU0JQZ5BPWpX//svIQiCIADmRFJworxfDGN3ZMKQAF65OITJikOUj4glq6Sa+E92MtMymzvXWN3hNaobqqltrBU9ZkEQBKF7yotqqK1sEIm5yYHvAJgeeyvrgkaw/lABH24+xutrj7A87Sjz1SH8fYaKmSOCWy1aUlxTDNDjyV8iMQuCIPRT+ccsE7+GiMQMwO5PYdAkGDASF2BudAhzo0M4UVzFJ1uP8/m2E6zZn8ewAT5cP30oV08egtL7dB3tpsQshrIFQRCEbskzlKFwlRgQ4evopjhe7l7I08GEv9axGhLkzdKLotn0UAyvLJ5AkI87/5eiZ/qzv/HgV3vYl23euKKkxlxJuqeJWfSYBUEQ+qm8TCMDh/jh4ib6aOz+BFzcYdyVbZ7i4erC5RMHc/nEwRzIKePDzcf4blc2X2zPYsKQAMaNPgoglksJgiAIXWdqNFFwvJxQVc+qVPUJDXWg+wJGXwLenevtjhnkz7NXaNjyyDy0C8ZQXlPPFzvTAXhvfQHHi6q63RyRmAVBEPqhopxKGupMhA4TiZnDv0BVEUy4vssv9fd046ZzhvHbvbO5dKI/CtxI/jOH2S+u5eb3t5KankejSe7SNUViFgRB6IfyMs3bE4rEjHkY2zcURsR0+xKSJOHlVU2ITzB/Lp3Hv2NGsS+njFtWbmfOi2tJWneU4sq6Tl1L3GMWBEHoh/IMZXj6uuE/wMvRTXGsshw49DOcHQ8uPUuJJTUlBHoEEqb05N7zo/h3zEh+2Z/HB5sMJP6Uzsu/HuJSTTg3nB3Z7nVEYhYEQeiH8jLLCFX5I0l/XY/br2x/D2QTTLmlx5c6s+qXm4uC2PHhxI4P51BeOR9tPsY3O7P5Zld2u9cRQ9mCIAj9TF11AyUnK8UwdkMt7FgJURdB0LAeX664prjNpVJRoX48uXAcmx+ex1OXj2v3OiIxC4Ig9DN5x8pAFveX2f8dVBbAtH9Y5XKd2cDC18OVv89ofyhbJGZBEIR+5tTEr/6+VGrr/yB4FAyf2+NLVTdUU91Q3eM1zCASsyAIQr+Tl1lGQKg3Hs3KSfY72TsgeztM+ycoep4KrVX1C8TkLwFQJaQMA/4NqGj2b8KQGHuZo9okCIJtyLJMXqaRyLHBjm6KY218Azz84axrrXK5psTc0w0sQCTmVmmSNaHAYMuP2bo4XZ5dAmuVLeKiNdonLnwHvAv8CJjsFFMQBAcozauiurye8FEBjm6K4xRnmHeSmnkXeFpnOP/UzlJWGMoWibkZTbJmApAEKIGm+ewRmmRNKXCHLk63s43XpfUosFbZaly0ylLgDrTGVuOiVfYs7mk1hsTY1zp7siohpUVcDys1QhAE28s9at5wIXyE0sEtcaCNr4PCFWb8y2qXLKkVQ9m2shK4XRen29L8oCZZMwN4HzjLlnHRGlvERau0ddwmr6oSUh4HfgFqmw4aEmNb/0BwBpPJRFpamo2aZj0VFRWinVYk2mk99mxj9hYTLh6wW78VKb1ra5h7w+8S2m+ne20JM3Z8yMmwGA7tSAfSrRJzW9k2APZv30+GIqNH1xKJuSWfM5MygC5Ot1mTrPFp60W6ON2c5j9LN0nbuxr3L0kZQGvcjFbZZly0xhZxeaLLcZtogL8DMZweypYtP/+FITG2RdzR394rz5kzp7VTnUpaWhqindYj2mk99mzjR79vYmi0D3Pnju/ya3vD7xI6aOdvWpAbGHTVswwKHmG1mDt37MTN6MZFcy/qcdEWkZhb+kmTrEkBPgBOWI4NAW4EfrZlXLRKR8RtcjUw3JAY27lCroIg9EqVxlqMBdWMnTW445P7oooC2PYujLkMrJiUwVKO0zPQKpXURGJuRhenu0uTrLkYWEjzSViwXBenW22zwFrjXWiVrcZFa7Rd3NP2AQFAvh1iCYLgICeb7i+P7Kf3l1OfhPoqmPuo1S99ZjnOnhCJ+Qy6ON1PwE92D6w1OiauWQCQrkpI2UbLe8xiuZQg9CG5R4y4uikYOMTP0U2xv5zdsPNDmHEHDIyy+uWbNrCwBpGYm9Eka5TAQ5h7rqGY77PmA98Dibo4XalNAmuV7cZFa7RN3NMet/H1BUFwArlHSwkd5o+Laz+rLdVQBz/eDd7BMPtBm4Qorikmwi/CKtcSibmlL4BUYK4uTncSQJOsCQNusjx3ga3jojWeBECrtEdcAAyJsetseX1BEByvrqaBghMVTL6o/TrNfdK6RMjdDdd8CF4BNglRUiuGsm1FpYvTPdf8gCVBJ2qSNTfbMi5aY4u4lgSdiFZpy7iCIPQTeZllyCaZsP62fvnYRtjwMky8wTzpywbqGuuorK+0SnEREIn5TMc0yZoHgeSmal+WKmA3cXq2tE3iolU+CCSfqvZlrgJm67gAqBJSWlQcMyTG2qvimCAIdpJ9sARJIfWvwiI1RvjmdgiMhIsSbRamqeqX6DHbxmIgAVhnScgykAf8AFxjj7iWhGyXuKqElAm0UnFMlZBSCtzR2QIjgiA4v+xDJYRE+uHu2Y/+7K9+EMqy4JY14GG7CW/WLMcJIjGfKQp4RhenW6pJ1nhjTpaTLM812jouWuNStEp7xl0J3G5IjG1R3ESVkGKvimOCINhBXU0D+YZyJlww1NFNsZ89n8Hez2D2Uhgyzaah8qvMK01DvUOtcr1+NjWvQ+8BlZbvXwH8gESgCnOi6mtxfc5MygCGxNjNQNsVxwRB6FVyjxoxmWQioqzTo3N2XlVZsOpeGDoTZtlmFnZzTYk5xDvEKtcTPeaWFLo4XYPl+ym6OF1Tr/UPTbJmty3jojWeiovWeCouWqUt4/6kSkhxZMUxQRDsIDu9BIWLRFhrhUVkGUyN4NJH0kF9NWP3vwCuHnDlO3Z5X3lVeSgkhbjHbCP7NMmam3VxuveBPZpkzRRdnG67JlkTBdTbMi5a5c1oje8De9Aqp6A1bkertGlcQ2LsXaqElFYrjhkSY+1RcUwQBDvIPlRC6DB/3NxdoLoE9D9C5nrI3gllOdBQbd5tyW8QcthZ1HpPpbpqADUHD1N//DgNBQU0FJcwoK6OowMH4jVxAv4XXYzPuedYpQSlVa15GN9KA1z3JSjtU3o0vyqfAZ4DcFVYJ6WKxNzSbcCrmmTNo0AhsEmTrDmBuTd5m63jolWeiotWaY+4GBJjHVlxTBAEG6utbqDgeDmT5wbA9/Gw9wtorAO/cBg8GUZfjOzmS+W+Y5RvOUD5gR00Vu8AQOHljvuo0birVHhNmkxObg5KF1fKf/sd49ff4Dt7NuHPPI1rcLBj32STPZ/B9vc4PmQRQ6NsWv6hhfyqfKsNY4NIzC3o4nRG4CZNssYfGIb595PVtHTKZrRGI3ATWmWLuKeWTtmIKiGl3YpjhsTYUlvGFwTB9nL2HkOWIWLP3eB5ECbdaF7TGz6BhsJCSj79jNJvv6UhNxeFjw8+sy7EVzMI78r1uBVvQArxgqu0EDqGg2lpTJ4zB7mujpJPPyX/pZfJWHg5Q5KS8Bo31rFvNHMDfH8nqM4jc+gN2HOaW35VPkP9rBdRJOZW6OJ0ZcAeuwfWGu0d91TFMUNi7EkAVUKK3SqOCYJgQ431sPV/ZH9zHBfmEjr9bJjzOfgPoi4rm+KnnqL0q6+R6+vxOeccQpcuxTdmLgp3d8sFHoSDP8MPd8Lbc2HhcmAAAJK7O0FxcXiffTZZS/7F8ZtuYkjSm3hPmeKY95q9Az6/HoKGw+IPkbfY9893XlUeU0Kt995FYu7fVIbE2BYVxywJOlGVkCIqjglCb2X4A1bdA4WHyGp8m7Bhfrhe9jwNBQUUPPYYpd98CwoFAZcvJPjWW3FXqVq/zuiLYMmf8NXN8PWtRIy4BZhz6mnPqCgiP/mY4zffwonblxD58Ud4Rkfb4x2edmIrfHQleAXCDV+Zv9pRdUM15XXlhPpYZ6kUiOVS/d0xVULKg5bKX4C5CpgqIWUpdqg4JgiCldWWQ8p9sDIWGmqpvOxziqoGEDEmlMKkJI5ceBGl331P4HXXMfLXXwh/6qm2k3ITv1C44RsYs5CRR9+D3580z+S2cAsLY+jK91H4+XHin7dTn5tr2/fY3O5PYeWl5s0pbkqBAPuv0y6oKgCst1QKRGLu7xYDwcA6VUJKsSohpQRIA4KwbaUzQRCs7WgqrJgJ2941b214xyay6sw1gqQVj1Pwyqv4njOTET/+QNgjD+MWFtb5a7t5wlXvkxN+AWx4CVbfDybT6adDQxny1luYKivJ+s9/kOvqrP3uWmqog58fhu+WmIuH3PYbBAyxbcw25FWZpwIN9BpotWuKoex+zJAYWwIstTwEQeiNqkvhl0dh14cQPMpcfnLodBqKikj/8Dfc6vxRKoyEJyfjM70HFbAULhyKuoNBw0bDxtehsgAWrgAPXwA8R0cR/vTTZP/nP+S/vIzQBBv9WcnbD98ugZN7YfoSuOD/wMXNNrE6wdpVv0Ak5n5NlZAyHdAbEmPLVAkpXpwuBXoAeMaQGGt0aAMFQWhfRhp8+y+oOAnn3gOzE8DNk7KffiJX+yT5Y5cSPtDE8KRvmk3q6gFJgvOfAp8Q+O1xKDxsLuIRap6R7X/RhVRdfz3FK1fiPXUKfvPm9Txmk7oq2PQGrH8BPJWw+GNQX2q963eTtat+gRjK7u/ew1z2E+BVzJtZPIftS4EKgtATjfXw2xPwweXmHuttv8N8LY019eQsXUr2PfdSM2Iide7+jLp8hnWSchNJgnPughu+hop8eGs2pD4NtRUAhCx9EM+xY8l56GHq86yw4rOxwXwv+Y0psPZpiI6FOzY7RVIGc2L2dvXG193XatcUPeb+TWFIjD1VCtSQGHuqFKgqIWW3g9okCEJ7Sgzw1a2Qvd28JvmiRHD3oWrHDnIeeJD6kycZEB/PiZGx8H0mQ9TWKRP5FyNiIH4r/JwA65+HHSvh7HgUE29g8MsvkXH5InIffYwh/3ure9XBqkth10ew5S0wHofwCXDF26A6x8pvpGfyqvKs2lsGkZj7u32qhJSbDYmx7wN7VAkpUwyJsdtVCSm2LkEqCL2GLMuU1pZyrOwYWRVZVDdUU99YT72pnka5EZNsQpZlTLIJEyZcJBe8XL3wdvXGy9ULX3dfBngNYKDXQII8g3BRuHS/Mfof4bs7AAmuXgljFyHX11Ow7BWK3n4bt8GDifz4I7wnTmTjK7sIHuyDT4CHtX4Vf+UTDFe+DdP+CalPmoe3U/8P96EzCFk0kbxPNlD68UoCb+jE6kuTCYqOwPFNkL4Kjq4FUz1EngMXPQOjY0HhfIO8+VX5Vr2/DL0gMeuj1YOBpn/JOep0fUN75wtdchvwqioh5VQpUFVCil1KgQqCsyqoKmBvwV50hTr2Fe5DX6ynrK7MKtdu2uhgoNdAwn3CiQqKIiowitL6UmRZbrtnaWo0D+NueAkGT4Gr34eAodQdP072ffdTo9OhvOIKQh9+GBdfH+prG8k5Usr4ORFWaXeHhkyFuB8hPx32fAJHUgls3EB5aDB5iYn4HHwa9/AQ8xpjrwDzBhOyDMjmGdYVJ6HgENSVm68XMBSm3w6aq2HQBPu8h27Kr8pncuhkq17TJol5+ZLUtO6+Vh+tfghwU6frn7Qc2gSUAu5AMvBsO6/tdtz+yDK56yZVQkqLUqCGxFjbliAVBCdRb6rnSMkRdIU6dufvZlf+LrIqsgBwVbgyOnA0F6ouROWvItI/kiH+Q/B188VN4YarwhUXyQUXhQsKFEiShEJS0GhqpKqhiuqGaqoaqiivK6ewqpCC6gIKqgsorC6koKqADGMGaVlpmGTzsqMVX65gauhUpoRNYX7k/NM7FVWXwNe3wZHfYFIcXGLeOansl1/IffgRUCgY/Oqr+F94ulBf9qESTA0yQ8bYaBi7LSHRcP6TcP6TSOV5DDo/lYw7nyV3uw9D/65Cqi2FoqPmWt2SBEjg4g6+ITD+Ghg8CQZNghC15XnnZpJNFFQXOH4oe/mS1OD4pJgiq7aipauB85r9XKRO10/UR6tdgHW0k5iF7jEkxjqmBKkg2JFJNmEwGthXtI99hfvYX7Sfg8UHqW2sBSDIM4hJIZO4Nvpazhp4FupgNR4uXR8GVrgoULooUXq0ssXiGWoaajhqPMp3G7+jTFnGtpPb+MnwEy9tf4mbx93MLSFn4/7FjWDMhktfgSk3I9fVkf/ssxQnf4CnRsPgZctwj2i5i9LxfUW4uisYNCqgy+23Gr9Q3M79G6GPeZD7yCOU1F9I0M1xjmuPDZTUlNBgarBvYl6+JDUReDE+KaZw+ZLUKZjrJ5uWL0l1A26MT4pZ19rr4pNi5jT/+c632N6VRqnT9ZXNfnzVcqxRH6326uB1LeIiSV2KKwhC39FoauRgyUFSy1L5OvVrduTtoNwyVOrl6oU6SM3i0YsZN2Ac44LHEeEXYfctDD1dPRkbPJYCvwLmzJqDLMscKjlE0p4klu9ezm/1r/G8qZHhN6+GIdOoz8kh6557qNmzl8C//53QB+5HOmPGtSzLGHRFREQH4erWg/vZVqK8YhHlv/5K/svL8DlvFh7Dhzm6SVZjizXM0HGPOTY+KSbB8v0LwOL4pJhty5ekRgGfALaoWO6rj1a7qdP19QDqdP1KAH202gPwt0E8QRD6gAZTAweLD7Lt5Da2521nZ95OyuvNiXhow1DOjzyfCQMnMG7AOIYrh/dsEpaNSJLE6KDRLAuYwrrtn/PYwAFcO9CH56licloauUsTkBsaGPzKK/hfdGGr1yjOraS8uIbJF0faufWtkySJsCefIGPBZeQ+/DCRH3+E5OJ8v/vusMUaZug4MbsuX5LqGp8U0wB4xSfFbAOIT4o5tHxJqq2m+n0FvKWPVt+pTtdXAeij1T7AG5bnBEHo52RZJrsim/1F+9lfuJ99Rfs4UHSAynrzYJvKX8UFqguYGjaV+ox6Lp9/uWMb3FmyDGmJsC6R2cPn8NWCl7l7/cNseiye0M0mPNRqIl5Zhntk20n3mM58pzFy3AB7tbpDbiEhhD3yMDkPLqU4+QOCb+kbe+Q0leO0d2JeAay2DGn/vHxJ6qvAN0AMsNuqLTntMeBp4Lg+Wn3Mcmwo8K7lOUEQ+hFZlimoLuBA0QH2Fe4zJ+HCA5TUlgCnJ2ldOvxSJoVMYkrYlBZ/KNOOpzmo5V3UUAc/3m2e1TzheljwKoGFxTz9hQu1O0z8OkEieOkCrm8nKQMYdIUMGOKLb6ANl0l1g/+CBZT9vIaCV1/Fd86cPjGknV+Vj4TEAC/rfghqNzHHJ8W8vnxJqg74FxBlOX8U8B3wlFVbYqFO1zcCCfpo9RPASMvhI+p0fbUt4gmC4DxkWSanMgd9kZ4DRQfQF+vRF+kpqjH3AhWSghEBI5gzZA5jg8cybsA4RgWOwt3FipWtHMCloRI+vgoy18Gch2H2g1Rs3EjOAw9iqqkh9LlnyfRfx9t7X6bBXUHc2NYnUdVU1nPyqJHJF6vs+wY6QZIkwrSP96kh7fyqfIK9gnFVWHeBU4dXi0+KScO841ALy5ek3owNyzZaErHOVtcXBMGxTLKJE+UnzEm4+AD6Ij36Yj3GWnOJdhfJheEBwzln8DmMCR6DOkhNdFA03m7eDm65lRmzmLjrIajOhsvfRNYspvD1Nyh88008Ro5g8Cuv4DFiBM+bYlm6fikvbn8Rf3d/Fo1a9JdLHT9QhCxD5LhgB7yRjvW1Ie38qnyrD2NDz9YxP4GopywIQieYZBOGMgMHig6ceqQXp5+6J+ymcGNU4CjmD51/KgmPChyFp6ung1tuY7l74ZNr8KwxwvVf0aDUkH3bbVRt2ozy8ssJ++9jKLzNH0TcFG48N+s5Kn6r4IlNTzDQeyDnDj63xeUMe4vw8nMjROW882T70pB2XlUeEX7WL+LS0XKpvW08JQHWnR9uoY9WuwPXYq7y9Zs+Wn0dMBPQA/9rmq0tCIJzap6E9xfuP5WEqxrM+6V4uHicuic8JngMY4LHMEI5AjcHbt3nEEd+gy/iwFPJronPMqbIh+ybFmEqKyf86acJuPKKv7zETeHGy3Ne5qafb+K+tPtYedFK1MFqABobTRzfX4Rq/AAUCuctztGXhrQLqgusXvULOu4xhwIXAiVnHJeAjVZvjdn7mNvlrY9WxwG+mCeczQOmAX1rhbog9GJNSbgpAbeahINGc9mIyxgTPIaxA8YyXDnc6vfkep0dybDqHggZg/y3z5AT3+D4Dy/gPnQoQ995B8/Ro9t8qa+7Lyvmr+D61dfz79R/8/mlnxPsFUzOoVJqqxoYPmGgHd9I9/SFIe2ahhqMtUaHDGWvAnzjk2J2n/lET8pudkCjTteP10erXYFsYJCluMhHiOpUguAwjaZGjpUdY3+ROQlvOrmJpZ8sPZWEPV08GR00moUjF57qCYskfAZZhtT/gw0vwoh5NFzwKjkPPonf+g34X3IJYU8+iYuvT4eXCfEO4dW5r3LjTzdy37r7eGrmU2TsqsLVXcFQe5fh7KbePqRdUFUAWH+pFHQ8K/vWdp67zuqtMVNYhrN9AG/MewQXAx5APxvrEgTHqDfVc8x4DH2xvtWesKeLJ+Gu4SIJd0VDHfxwJ+z9HCbdSNXgOLKvjaOxsJCyv11L9H//26XKY2OCx/D42Y/z8B8Pc8k3sfxr74sMHxuOq3vvGBbu7UPatlrDDM65u9S7QDrmHaUeAb7UR6szgBnAZ45smCD0NbIsszFnI1tyt1BRX0F5XTmZxkwyjBnUm8zTOc7sCY8NHssw5TD+WP8Hc6bPcewb6C2qS+HzG8CwAXnuIxRnDCT/4ZtxCwsj8tNP2VJY0K1yoAtGLGDcgHG8/etHyFWu5IdlABqrN99WevOQ9qmqX179IDGr0/XL9NHqzy3f5+ij1R8A84G31en6rY5tnSD0HXsL9rJsxzK2523HTeGGn7sfPm4+RPpHMnPwTEYFjCI6KJphymGiJ9wTpcfh46uh6CiN579Kzifbqfj9fXznz2PQM8/g4u8PaWndvvww5TAuZjG7peO8VvQMw7KCOC/ivI5f6CR665D2qcTs0w8SM5gTcrPvSxGlOAXBagqqCli2Yxk/ZvxIkGcQD09/mKtGXdX/ZkXbQ84u+GQx1NdQPf1lsh//kPqTJwl9KIHAG2+0yqYZsixj2F3IkOhAVAOG8Mgfj/DNwm+sXo3KVnrrkHZeVR5erl74uflZ/doKq19REASnVG+qJ3l/Mgu+W8DPhp+5TXMbq69Yzd+i/yaSsi0c+gXej0VWuFEc+B+O3f8icmMjqo8+JCguzmo7WRVlV1BWWMOoSWE8N+s5KusreXLTk8iybJXr20PTkHb17t0UJ3/g6OZ0SlZFFoN9B9tkRzKRmAWhH9iUs4mrfriKF7e/yKSQSXy78FvunnQ3Pm4dzwAWumH7e/DpYhr9hpOdMYu8V97Ge+bZDPvma7wmTLBqqIxdBSDBsLMGMiJgBHdNuou1J9ayxrDGqnFszX/BAnxjYih49VVqMzId3ZwOZZVnEeFr/eIiIBKzIPRpORU53Jt2L//89Z/UNdbxRswbrJi/gkh/59gSsM8xmeA3Lay6hxrfczCs8qE8dT0D772XIW++iWtgoNVDZuwuIHyEEm9/c73wG9Q3EB0UzbIdy6htrLV6PFtpGtKWPD3Jffhh5MZGRzepTU27mw32G2yT64vELAh9UG1jLW/teYuF3y1kQ9YG7pxwJ99d/h2zh8x2dNP6roZa+OY25A3LKG08H8MHWZiqq4lMXsmAf/4DSWH9P7eleVUUZVcyYuLpCUguChfun3I/OZU5fHjgQ6vHtKXeMqRdUltCdUM1g31FYhYEoQOyLLP2+Fou/+5y3tj9BudFnMcPl//A7WfdjoeLc20D2KdUFcMHl2Pa/Q25x2eT++V+vCdPYth33+I9darNwh7ebl5LO3xiy2pf08OnM2fIHN7RvUNpTanN4tuC/4IF+M6d69RD2tnl2QAiMQuC0L5jZce44/c7uGvtXbi7uPP2BW/z8pyXCfcNd3TT+rbiTHjvQmoP7CJz83iMm48w4M47GfL227gG226XJ1mWObwtj/CRSvyC/rrZx10T76KyvpIP9b2r1yxJEmFPaJ16SDu7QiRmQRDaUVVfxSs7XmHR94vYlb+LB6Y8wFeXfcWM8BmOblrfl7Ud3pmPcU8Rmb+G0ljVyNB332HgnfE2X/JTlF1Byckqoqa2vp/QqMBRnB95Pp/oP6GsrsymbbE2Zx/SNpQZABjiN8Qm1xeJWRB6KVmW+TnzZxZ8t4B3973LxcMuZtWiVdw49kbcFGL5k80d+B7TO7HkbvIkZ4MHXprxDPv2W3xmzrRL+MPb8pAUEiMmtV3g4vbxt1NRX8HHBz62S5usyZmHtI+VHSPMJ8xme4OLxCwIvdChkkPc+sutPLD+AYI9g/nw4g95+tyne01RiV5NluHP16h79xYMv4dSqjcR/M9/MnTl+7iFWr8KVKtNMMkc3pbPEHUQXn7ubZ43Omg0cyLm8Gn6p71qhjY495C2wWiw6coGkZgFoRc5XnachA0JXPXDVRwqOcRjMx7j09hPmRAywdFN6x8aGyDlPsrefZrM38JoqPNmyFtJhNx7D5Kr/QopnswwUl5cQ9TUjj8I/H3M3ympLWF1xmo7tMy6nHFIW5ZlDGUGVP4qm8VwypKcgiC0lFuRy1t73+K7I9/hpnDjpnE3ccvYWwjwDHB00/qP2nJMn8aR//U2Sg4H4XWWhsHLXsZt0CC7N+Xwtjxc3BQM68Tey1PDphIVGMWH+g+5fOTlNqlUZUv+CxZQ9tPPTlNLu6imiIr6CoYpbdcOkZjboEnWBAHo4nTFdg2sVZo3U9Ua7RZXlZASANwIqGj2b8KQGHuXvdogtK6wupC3977Nl4e+BGDx6MX8Y/w/xJC1vZXlULfiSrJ/KKCm2JeguDhC7rsXyb3tYWRbMTWaOLIzH5UmGHfPjv+ES5LEDeob+O/G/7L15Famh0+3Qyutp2lI21lqaWcazfe7RY/ZTjTJmqHA88A8oBSQNMkafyAVSNDF6QxtvC6tR4G1yr/ERas8FRetsdW4aJU9i3vaamAzoANMHZ2sSkhpEVesjrW+kpoS3t//Pp/qP6XeVM/lIy/n9vG3i6VPjnBSR/kz15CTJoObP4Nffw7/8893WHOyDpZQXV7PqDZmY7fmkuGX8MrOV/jowEe9LjGDc20PeaT0CAAjA0baLIZIzC19DrwCXK+L0zUCaJI1LsDVmPeCttX6k1Nx0RrNMxy0SnvEbeJpSIy9t7svNplMpPVg2zp7qaiocPp2GhuMrClaw31f3Ee9XM9kn8lcrLyYkLoQDm4/yEEOOrqJp/SG3yf0rJ1BeVsZ+OkKStO9aBwcRsmSeHLd3Hq0TWNP25i12YTCDY4V7+dE2oFOx5juMZ2fs37my1+/ZKBbx0PgPW2n1fn5ETBeQ96yZRzw9qIxLKzNU23ZzvVF6/FSeHFg6wH0kt4mMZBl2eYPYLs94vQ07riV4w5357kev9/H/du+dnvPWen3HLl01T2RS1f9I3LpqvDIpauCmh6dfX1UVJTcG6xdu9bRTWhTbkWu/PTmp+VJH0ySNSs1csL6BPlIyRFHN6tdzvz7bK677axd9aKccfYI+cDoaDn3kQflxpoa6zasmc62sbaqXk66c6289iN9l2PkV+bLE5InyC9sfaHLr23i6P/mdXl5cvq06XLm4mtlU0NDm+fZsp03rr5RvnH1jT2+jjn9tv43VfSYW9qhSdasAJKBE5ZjQ4A4YJct46JVOiJukzrgBeARoGmvOBkYbofY/dqJshO8u+9dvj/6Pchw2cjLGFc5jqvPu9rRTeu/TCbKXriF3I82gcKDwS89g3/sQke3CoAjO/JpqDcRPbPrtzQGeg8kZmgM3x39jjsn3omn61+rhTk7Rw9py7LM4ZLDXDL8EpvGEYm5pRuBW4EngKZaa9nAD8C7fTBuk/uAkYbE2EI7xBKAg8UHWbl/JT9l/oSL5MJVo67i5nE3M8h3UK8YHu6rTOUl5P1rIaXbC/AcGsTgtz/FPVLl6Gadot+YQ2CYN6Eq/269fvHoxfxy7BfWGNawcKRzfNjoKkfO0s6tzKW8vpxRAaNsGkck5mZ0cbo64E3Lw360RsfEPe0IUOWg2P2GLMv8mfMnyfuT2Zy7GS9XL65TX8dNY28ixNs+hSmEttXu2072v26mtqCBoIsmEvL8SofMum5LyclKTmaUcfYVI7q95Glq2FSGKYfxxcEvem1iduQs7X2F+wAYN2CcTeOIxNyMJlnjirnnejkte67fA+/q4nT1NgmsVbYbF63RNnFPqwR2qxJS1gKnygOJ5VLWUddYR0pGCh8c+IAjpUcI8QrhP5P+w1VRV6H0UDq6eQJQuvINTr64HIWLiSGP3obvDQ84ukl/kb4pF0khMXp625OeOiJJEotHLyZxayIHig4wJniMFVtoPy2GtD/4kOCbb7JL3P1F+3FVuDIqUPSY7elDzMuVngCyLMciMN/r/QhY3MfiNvnO8hCsKLcily8PfcnXh7+muKaYqMAonj73aS5WXYybi6hl7QxMlZWcvH8JxrXb8Q6XGbRsOW4T5ju6WX9hajSRvukkkeOC8VH2bIHighELeHXnq3xx8Au0M7XWaaADnBrSfuUVfGfPtsuQ9v7C/UQFRuHuYtuRFJGYW5qsi9NFnXEsC9isSdYcsmVctMZW46JV2jIuAIbE2GRbx+gvyurKWHdiHb8c+4X1WesBmBUxi+uir2NG+IxeV3WpL6vR68n+1y3UnSxhwAxfBiz7FinQNrsF9dTxA8VUldWhPrvn69j93f25ZNglrM5czb1T7sXfvXv3qx3t1JD2pQvsMqRtkk0cKDrAxcMutlmMJiIxt1SsSdZcDXyti9OZADTJGgXm9cQltoyLVnk18DVao7nAh1Zpj7iClciyzHdHvuOF7S9QXlfOQK+B3DLuFq6OuppBvvYv2Si0TZZlSj/+iLzERFxc6xl681h87vkY3G2zU5A1pG/MxcvPjUiNdfZ3vmb0NXx9+Gt+PPoj16uvt8o1HeHUkPbSBJsPaR8vO055fTljB4y1WYwmIjG3dC3wHLBCk6wpASRACay1PGfzuGiV9ox7iiohJQjAkBhr3xKkfcCJshM8uflJNuduZlLIJO6ZfA/jB45HIYk9YpxNY1kZuQ89SPnv6/AJr2HQPTfiukALTjySUWmsJXNPIZqYCFxcrfNvakzwGDQDNHx+8HOui76uV4/k+F92GWU/r7H5kPb+ov0AjA0WidmuLCU3FwNokk99NH1VF6e7waaBzSU3zfeRtcpTcdEabRpXlZDyl1KgqoSUU6VADYmxBlvG7+1qG2t5T/ce7+jewc3FjUenP8rVo68WCdlJVe/dS/Zd/6Y+P5+QiVUEPfQS0virHN2sDun/zMFkkhl33uCOT+6CxaMX8+ifj7Lt5DamhU+z6rXtqbUhbVvYX7QfDxcPRgSMsMn1mxOJuRlNsuaHVg7HNB3Xxekus0lgrbLVuKeOa422idusFKghMbYRQJWQYs9SoL3WxuyNPL3laY6XH+di1cXcP/V+seTJWZlMFL33PvkvvYibZwOqS8Hr7m9g8GRHt6xDpkYT+zfkMEQdSECodYfaL1RdyPPbnufzg5/36sQMfx3SZpjK6jH2FuwlOigaV4Xt06ZIzC1FAAeAdzBXvpKAqcBLfTTuAENi7OfND1gS9GeqhJSnbBy7VzpZeZIXtr3AL8d+QeWv4n/n/4+zB53t6GYJbWgoKSFgxQry9+3HL6Ka8AURuNz8Bfj3jvv+Bl0RFSW1nLf4zLmhPefp6smikYv4WP8xBVUFDPTuXv1sZ9F8SNvloQSrXruqvor9hfu5ceyNVr1uW0RibmkKcDfm0pQP6OJ0uzXJmmpdnG6dPeOiNe5Gq6xGa7R13B2qhBRHlgLtNSrrK3lX9y4fHDBv1v7vif/mprE32XzZhNB9lVu3knP//XgUFhA6uZTAy85HWpTk1JO8zrRvfTa+gR6orDTp60xXRl1J8oFkVmeuJm5snE1i2EvzIW3/Dz5Evvpqq83S3lOwhwa5galhU61yvY6IxNyMZSb2Mk2y5kvL1zzs8Tsyz8Rehlb5peWrfeI6vhSo02s0NfLtkW95Y9cbFNUUETs8lrsn3i22X3RicmMjhUlJFC5fgbsSVOcX4HXVw3DuPU49yetMpXlVnDhQzPTLhqFwsc28hWHKYWgGaPjx6I+9PjGD7WZpb8/bjovkwsSQiVa5XkdEYm6FLk6XBVytSdbEAmV2C6w1ZgFXo1XaJa4hMdbRpUCdlizLbMjewCs7X+FwyWEmhkzk9ZjX0QzUOLppQjvq8/PJeeBBqrZswX9EI2HTa9g/9iHGn9ftXU0dZt+GbBQKCfU5th12v3T4pTy79VkOFh9kdNBom8ayB//LLiPz44+tOkt7+8ntqIPU+Lj5WKGFHROJuR26OF0KkGL3wFqjXeKqElLaLQVqSIy1dSlQp7Qldwuv73qdPQV7GOw7mBdnv8gFkRf06iUl/UHFhj/IWboUU0UZ4dONKKcMRrruJ4p1Jzp+sZOpr2skfWMuwycN7HGlr45cPOxiXtj2AqsyVvWJxCxJEmXXX4/X089YpfBITUMNukIdN6htuzinObGuo3/7EJiAeSj7EsvjCeAszKVA+5Vd+bu4Zc0t3PbLbZysPMljMx7jx8t/5ELVhSIpOzG5ro6851/gxD/+gatbLcPm5RBw8Vykf6ZCsO2XttjCoS0nqa1qQDPbukukWhPoGci5g89ldeZqTLLJ5vHswaRUEvbIw1Tv3m2epd0Dewv2Um+qZ0rYFCu1rmOix9y/TTYkxrZaClSVkGLzUqDOQJZltpzcwju6d9iSu4Vgz2ASpiVwVdRVeLjYtqci9FzdiRNk33sfNTodARoPQkcfRnH+I3De/aDonf0O2SSz+7cTDBzqR/jIALvEvEB1AWlZaRwoOmDznZPsxVqFRzbnbrbr/WUQibm/K1YlpFwNfG1IjDUBqBJS+kUpUJNsYu3xtbyje4d9RfsY4DWAeyffy+LRi/F26z2zdvsz46oUTj7+OGBi8Jxq/IdVw6IvIeoCRzetR47tK6I0r4rzbx1jt5GaWRGzcJFcSD2e2mcSs7VqaW/I3sCEkAn4ufvZoJWtE4m5fztVClSVkNKUiAMxV/6ySylQe6tvrGd15mre2/ceGcYMInwjeGzGYywcuVD0kHsJU1UVJ59+GuPX3+A1LIjB4/S4RU2Aq1dCwFBHN6/Hdv16HN9AD0ZMsl/BGqWHksmhk1l7Yi13Teo7u732dJZ2XmUe6cXp/GfSf2zSvraIxNyPWUpuLgZQJaQEW44VObJNtlJYXchPpT/xxNdPUFhdSFRgFM+d9xwXqC6wSyUfwTpqDh4k+557qcvMJHiGHwOH7kOacTtc8H/g2vvXlOcfKyPncCnnXDUSFxstkWpLzNAYErcmcqzsGJH+kXaNbUsthrTPOxePkSM7/do/c/4E4LyI82zVvFb1zpswgtUZEmOLDImxRaqElA8c3RZr2l+0n0f+eIQLvrqA1cbVRAdF8+b8N/lqwVdcMvwSkZR7CVmWKf7kEwxXX4OptJChF9QSEpWNdM37cMnzfSIpA+z+9Tjuni6MsfESqdbMHTIXgLXH19o9ti1JkkT4k0+g8PYm+4EHMdXVdfq1f2T/Qah3KKMCRtmwhX8l/ir1Y6qElDNrdEvAXFVCSgCAITHWVjW6baq6oZpfj/3Klwe/ZHfBbrxdvbkq6ipGlo3kmvnXOLp5Qhc1lpaS+9hjlP/6Gz5jBzFo1C5ch46Gaz6AAfb9g2lLZUXVHNlZwFkxEbh72f9P8yDfQUQHRbP2xFpuGneT3ePbkuvAgYQ//X9k3RFPwauvEvrAAx2+pr6xnk05mxyyKkMk5v6ttRrdU7B9jW6b0Bfp+frw16zOWE15fTmR/pE8OPVBLh95OX7ufqSlpTm6iUIXVe3YQfb9D9BQUEDI3ECCQrYjTbweLnmxV5XW7Iy9v2chAeNjhjisDTFDYnhzz5sUVRcR7GWbMqCO4hcTQ8DixRS/9z6+583CZ8b0ds/fenIrFfUVzBkyxz4NbEYk5v6tRY1uQ2LsblVCSrUhMdbWNbqtpryunNUZq/n68Nfoi/V4uHhwfuT5XDHqCqaEThHrj3spubGRwrfeovCN5biFBKK6qAKvoGKI/R+ctdjRzbO6hhqZgxuyGTUtFL8gT4e1Y+7QuazYs4L1WetZNGqRw9phK6FLH6Rq82ZyH36YYT/8gItv25W8fj32K96u3g7ZpEYk5n7MskRqmSoh5UvLV3vV6O6RelM9G7M38mPGj6SdSKO2sZaowCgemvYQscNjUXooHd1EoQfq8/LMZTW3bsV/Yjhhw3fiEjkBrny31xYM6Uhhukxjg8zkixw76Wp04GjCfMJYl7WuTyZmhbc34c8+w7HrbyD/xRcI12pbPa/B1MDvx39n9pDZDlmt4fR/hAXbMyTGZgFXqxJS7FsbvAtkWUZXqGNVxip+zvyZktoSAjwCWDRyEQtHLmRs8FjRO+4DytPSyE14CFNNNeHzvVAG70A65y6IeazPTPA6U3VFHSVHYOSUUALD7FOLuS2SJDE7YjY/HP2B2sbaPrmE0HvSJILi4iheuRL/Cy/E5+y/9oh35O2gtLaUCyIdsyZeJGbhFENirGNqg7cjw5jBGsMaUjJSOFZ2DHeFO3OHzuXS4ZdyzqBzcHNxc3QTBSsw1dVR8NJLFCd/gMfQgQw+z4BHiC8s+gZGznN082xqz+8nMDXAlItVjm4KYC428vnBz9l+cjvnDD7H0c2xiYH/uZuKtDRyH3m01SHtX4/9iperl8Pev0jMglOpN9Wzv3A/aSfS+P347xjKDABMDZvKreNuZX7kfLtW4BFsr+bQIXIeeJDagwcJnDqAENUeFFHzYFES+NqvyIYj1FTWs3dtFv5DIGiQY3vLTaaFTcPTxZN1Wev6bGJWeHoS/swzHLv+evKff57wJ5849Vx9Yz1rDGs4b/B5eLl6OaR9IjELDmWSTRwqOcSW3C1syd3CjrwdVDVU4SK5MCVsCtepr2PukLmE+YQ5uqmClckmEyUffUT+iy+h8HIn4vwG/EIOwvxnYPq/em2t667Ym3qC+ppGho51ntswnq6ezBg0g/VZ63lo2kN99haR96SJBN18M8XvvYfvrPPwmz8fgPXZ6ymtLWXhyIUOa5tIzIJdybLMsbJjbD25lc25m9l2chultaUAqPxVLBixgOnh05kWNk1M4urD6vPyyX34YSr//BNf9QDCR+/DNXIMXPE9hI5xdPPsoqm3POysAXgGFDu6OS3MjphN2ok0jpYeZWRg5ytl9TYD/3M3VVu2kPPIowwfOxa38HB+OPIDwZ7BzBw002HtEolZsDljrZFNuZvYlLOJjTkbOVl5EoBQ71BmRcxiRvgMpoZNFb3ifqLs1185+dh/MVVXETbblYAwHdK5d8HcR8C17002asuuX45RW93AtAXD2XfEuRLzeYPNJSjXZa3r04lZ4e7O4JdfInPRFWQ/8AD+SctYn72e66Kvc2hVQJGYBZuQZZnUE6l8degrNuZsxCSb8HPzY8agGfxD8w+mh09nqN/QPjtMJvyVqbKSk888g/Hrb/AcGsygc3LwiAiFRatAda6jm2dXFSW17EnNImpaKAMifOGIo1vUUqhPKOogNeuz1nOr5lZHN8em3CMjCdM+Ts6DS8l4/hEaRjRw2QjHFj0UiVmwuqOlR3ly05PszN9JqHcot4y7hdkRsxk3YJyoTd1PVe/eTfaDS6k/cYLgaT4MjNQhTbzWXOfas//dstiWkolskpm+YLijm9Km2UNm87+9/6O0ppQAzwBHN8emlJddRuXGTZi+/I5LblMxOmi0Q9vT92dXCDYnRZzu9e4p2MMNq28g05jJ42c/zpor13D3pLuZEDJBJOV+SK6ro+C11zBcfwNUlRJ5fhkhYwqQrl0JV7zVL5NyyclK9BtzGTtrMP4DHDPrtzNmR8zGJJvYkL3B0U2xi8p/X0dWMFz/WR51WdkObYtIzEKPucw3bz5urDVyX9p9BHgE8MWCL7gq6ipcFF3fmFzoG2rS08m8ZjGFK95EOcaXYbMO4j11KtyxCcb2vapSnbXlhwxc3RROs265LWOCxxDsGcz6rPWObopd/Jj7K69c5Y677ELWv/+NqbraYW0RiVnoMcnL3GNeuX8l+VX5vDj7RTGRqx+TGxooTEoi8+qracg9QcTcagZNOIbLwufh+q/B3/5bGjqLvMwyju4sYML8IXj7O3clM4WkYFbELP7M/pN6U72jm2NTDaYGVmWsYqRmFhEvvUhtejq5/30cWZYd0h6RmIWe84Kq+io+P/g58yPnM3bAWEe3SHCQ2qNHMfztOgpeeRX/UT4MjzmC37Qx8K8/Yfo/+8Xa5LbIJpkNXxzCy9+dCecPdXRzOmX2kNmU15ezO3+3o5tiU5tzN1NQXcBlIy/Dd/ZsBt59F2U//kjx+ysd0p52b/otX5LqDlwL5MQnxfy2fEnqdcBMQA/8Lz4pxuYfo/TR6sFA03hojjpd32DrmELXSJ4Sa0+spbyunL9F/83RzREcQG5spHhlMgWvvorCw4XBs2vwH1IC8xNhWv9OyE0ObcsjL7OMmBvVuHv2jvkWZ4efjZvCjXUn1jE1bKqjm2MzPxz5AX93f2ZHzAYg+J//pEafTv4LL+AWMRj/C+xbM7ujfx3vW87xXr4kNQ7wBb4B5gHTgDhrN0gfrX4IcFOn65+0HNoElALuQDLwrLVjCj33U+ZP+Lr5MjFkoqObIthZncFAzsOPUL1zJ76j/QlXH8I1ajosXN5nd4PqqrqaBjZ9c4SQSD+iZ/Se2zzebt5MC5vGuqx13D/1fkc3xyZKa0r5/fjvLBq1CHcX8+0FSaFg0HOJHD95kpwHHsQtNBSvs86yW5s6Ssya+KSY8cuXpLoC2cCg+KSYxuVLUj8C9rT1ouVLUtN60KargfOa/VykTtdP1EerXYB1tJOY9dHqnsQVemBd1jrmDZ0nZl73JyYTxR98QP7Ly5BcYNB5NfgPLUGa/zRMXyJ6yc3s/PkYlcY6Lrpdg6ToXWv3Z0XM4tmtz2IwGhzdFJv45sg31JnqWDy65T7fCk9PIt5cgWHxtZz41x2oPv8M9yFD7NKmjv7PUViGs/0Ab6BpbYMHYLNtfdTp+spmP75qOdYIOO/aAqFPD3UJLdUePUrgiy+R98yzeEe4MXyeAeWMKKQ7/oSz7xBJuRljQTW7fztB1PRQwob3vuVhsyJmAfTJ2dmNpka+OPgFU0KnMCpw1F+edw0KYsj/3oLGRk784580FBXZpV0ddW/eBdIx3+N9BPhy+ZLUDGAG8FlbL4pPipnT/Oc732J7F9rkq49Wu6nT9fUA6nT9SgB9tNoD8G/vhep0fYu4SFJX4go9NCJADFv2dXJ9PUXvvEPhijdxd4VB51bjH1mCNO8pmPEvEMvjWpBlmT++PIykgLMv752lLSP8IhgZMJL1Weu5weMGRzfHqjZkbyC7Ipt7J9/b5jkew4YR8eYKjt9yK8dvvY3I5JW4KG37Aavdj7XxSTHLgHOBs+OTYl4DrgTWALfGJ8U80d5re+Ar4C19tNq76YA+Wu0DJFmeE5zUcKXzVjESeq56334yr7qagldfw2+EG6MuPIFy1llI8Ztg5p0iKbciY3cBhr2FTL10GL6BvbcO+KyIWezI20G1yXFre20heX8yId4hzB06t93zvCdNIuKNN6g7epQT/7ydxorKds/vqQ5vCMYnxeQ0+74U2yfHx4CngeP6aPUxy7GhmHvvj9k4ttADA70GOroJgg2YqqspXL6covfex9Xfk4hZZfgNryI98k6ir30SRL3zVtVWN7Dhs0MER/hy1jz73Ju0lTlD5vDevvdIr07nYi52dHOsYkfeDrbnbefBqQ/ipuj4zqzvuecweNnLZN39H7Li4xnyVhIKT0+btM3pbgSp0/WN6nR9AjAEuMnyGKpO1yeIpVLOTWxI0feUr11LxqULKHrnXQLUrgyPOYrf+efDnds4GT5PJOV2bPnuKJVldcy9IRoXF6f7U9sl4weMR+mhZF/1Pkc3xWr+t/d/BHkGcVXUVZ1+jd/8+QxKfJaqrVtt2nN22im06nR9NaBzdDuEzhHLpPqW+pwcTj7zDBW//Y57mB+R84rwHh4EsZ9A9CWWsw44tI3O7GSGEd36bMbPiSBU1e7UmF7BReHCeYPPI82QRqOpsdeX2t1TsIeNORu5Z/I9eLl2bU6xcsECAHISHuLErbcy5O3/4eJv3f/GvftjnOAU6p6v490L3nV0MwQrkOvqKHz7bY7GXkrlhg2ETFcwfNZBvC++HuK3NEvKQlsaG0ykfZyOb4AH0xf2nXkXsyNmU2GqQFfYu/tLsizz8vaXCfYM5trR13brGsoFCxj8yjJqDhzgWNxNNBRbdz/tXpGY9dHqDxzdBqEdDeDmYrPVc4KdVG7dSsYVV1Dw0sv4DPNhxAUnCJ7iiXTLarh0Wb/cCao7tq3KpCi7kll/G91rKnx1xszBM1GgYF3WOkc3pUdST6SyM38nd0y4A283745f0Ab/888nYsUK6jIyOPa366g7ftxqbXS6fzX6aPUPZxySgLn6aHUAgDpd79gdrAWhj2koLCT/hRcxfv89biGBRJzfgN/AA3DOf2DWg+BmmwkufdHJDCM71xwjemY4w8YPcHRzrMrf3Z8RHiNYl7WOuyfd7ejmdEttYy2v7HiF4crhXDHqih5fz/e8cxn6/vtk3XEHhsXXErFiOd4Te35bzxl7zBFAGfAy8JLlUd7se0EQrECuq6Po3fc4etHFGFNSCD43hOGzDuA3bhD8Mw3m/Vck5S6or2vk92Q9PoEenHf1X4tV9AVjvcdyuOQwORU5HZ/shN7a8xaGMgMPTn3QalUKvSdNRPXZpyj8/Dh+082Urfmlx9d0xsQ8BdiBuaCJUZ2uTwOq1en6dep0fe8eQxEEJyDLMuWpazm6YAH5L7yA98gQhseWEqI6iOKSp+C23yFM4+hm9jqbvj1KaV4V8+LG4O7ldIORVqHxMv+76I1VwA4UHeC9fe+xcMRCzhl8jlWv7a5SofrsUzzVarLvvpuC115Dbmzs9vWcLjGr0/Umdbp+GXAz8Ig+Wv0GTjjkLgi9Ue3hw5y49Tay7rgDCRNDrgphSPQfeIyZCHdshJn/Bhfxv1tXndAXo1ubxfi5EUSMDnR0c2wmxC2ESP/IXnefuaq+ioQNCQR6BvLA1AdsEsM1KIihyStRXnEFhSve5MS//kWj0di9a1m5bVajTtdnAVfro9WxmIe27UaTrAkFBlt+zNbF6fLsElirbBEXrdEucVUJKcOAfwMqmv2bMCTGivv5fURDSQmFbyyn5LPPUHh7E3rNNAJdViN5eMGFy2HC9WJNcjdVldXx6/sHCAz3Ycaivl+WdlbELD5P/5yq+qoeTZ6yF1mW0W7UcqzsGG+f/zZKD9tNYlR4eBD+9P/hNV7DyaefIfOqq4l443U8R4/u0nWcNjE3UafrU4AUe8TSJGsmYC79qcS8mxZAhCZZUwrcoYvT7WzjdWk9CqxVthoXrbIUuAOtsdW4aJU9i3vad5grq/0ImDo6WZWQ0iJu7y002PeZKispSk6m+N33MFVXE3DxuQwM3YZr1Xcw9kq48FnwC3V0M3st2STz63v7qatuYOHdE3Bz793reztjdsRsPjzwIZtzNxMzNMbRzenQBwc+4CfDT9w18S6mhU+zeTxJkgi89lo8o6PJuutuDIuvJeyxR1FecUWnizA5fWK2s5XA7bo43ZbmBzXJmhmY96a21YacK4Hb0RpbxEWrtHXcJjWGxNjXuvtik8lEWlqaFZtjGxUVFf2nnQ0NeG34A5/Vq3EpL6du/FgGjK8gvOEzqk1h7B+vpSRoIuzQA3rHtdMObNnOgv0y+ekyg6ZK6A5vh8Pdu05v+l02pDfgKXnyydZPUGQ43d1Q4PTvU1el4+2Ct5ngPYERRSPs/jtW3Hcv/u+9T+4jj5Lx3XeUX3cdslcnCprIsmzzB7DdHnF6GnfcynGH23nuiM3e7+P+bcaVH/e3XVzLI3Lpqusil656PHLpqrMjl66a1PTo7OujoqLk3mDt2rWObkKn9KSdpsZGufSHH+TD8+bLB0ZHy4Yb/i5Xffp/svzsEFl+IliWf39KluuqHN5Oe7JVO7MPl8jLl/wur3lbJ5tMph5dq7f9Lh/941F52kfT5Mq6Ssc2qA1r166V9xful6d+NFW+9sdr5ap66/yb7w5TQ4Nc8Oab8oExY+XD518gV+3VybIsy+b02/rfVNFjbuknTbImBfgAOGE5NgS4EfjZlnHRKh0Rt4kG+DsQw+mhbNnys9ALyCYT5b/9RuHyFdQePIhHdDRDnnsYn4IPkNK/h8hzzUVCBkY5uql9QqWxljVv78NvgBdzro/ud3XiLx95Od8d+Y41hjUsGrXI0c35i/z6fJ74/QkCPAJ4fd7rXS67aU2SiwsDlizBe9o0su+7H8N11xFyb9vbTIIYym5BF6e7S5OsuRhYSPNJWLBcF6dbbbPAWuNdaJWtxkVrtF3c064GhhsSY+vsEEuwItlkovyXXyhc8Sa1hw7hHhnJoKcfx99tC9Kuu8ArEC5PgrOuFZO7rKSx3sTPb+moq27gsrsm9NmlUe2ZFDKJkQEjSd6fzMKRC1FIzjOknVWexet5ryO5SrxzwTsM8HKOQi/ekyYx/NtvyHn0UfKfe67dc/vfv6gO6OJ0PwE/2T2w1uiYuGb7gAAg30HxhS6SGxspX7OGwjffpPbwEdyHDWPQc8/iPzAXaf1SqC2Hqf+AOQngHeTo5vYp6784xMmMMi78xziCB/s6ujkOIUkSt2pu5aEND5F2Is1pJoHlVORw2y+3USvX8uEFHzIiwLlmybsEBBDx+uuUfv45/O1vbZ4nEnMzmmSNEngIc881FPNwbj7wPZCoi9OV2iSwVtluXLRG28Q9LQBIVyWkbANqmw6K5VLOR66vp+znnylMeou6o0dxHzGCQS++iH+UJ9Kvj8AuPQybDRclQugYRze3z9m3PpsDG3KYfFEkIyeHOLo5DnWR6iLe2PUG7+reZe6QuQ4fztcX6Yn/PZ6ahhruCLmD0UFdW6JkL02ztkVi7rwvgFRgri5OdxJAk6wJw7wn9BfABbaOi9Z4EgCt0h5xmzxu4+sLPdRYUUnpl19S/MEHNOTm4jFqJINffgm/KSORUp+AT1ZBQCQs/hiiY8WwtQ1kpRez4fNDRI4LZtplfWfXqO5yVbhyy7hbeGrzU6SdSGPu0LkOa8sf2X9wX9p9+Hv4k3xxMtl7sjt+kRMTibkllS5O12Lw35KgEzXJmpttGRetseVNB3OCTkSrtGVcAAyJsb2rjE8/Up+XT8lHH1Ly2eeYysvxnjqVsMf/i++kaKQNL0DS38HFw1zXeka8qG1tI0U5Ffz01j4CQr05/9axKBTigw/AolGL+Fj/MS9sf4FzBp+Du4u7XePXm+p5c/ebvKN7h6jAKFbMX0GIdwjZiMTclxzTJGseBJKbqn1ZqoDdxOnZ0jaJi1b5IJB8qtqXuQqYreMKTqp6715KPv4Y4+qfoLERvwsuIPjWW/CKUsHGN+D166ChBibfBLOXiiIhNlRprGXVG3twdVdw6Z1n4dEPJ3u1xU3hxtJpS7n919v54MAH3Ka5zW6xj5cd5+E/HmZPwR4WjVxEwrSEXlGJrDPEv7CWFgMJwDpLQpaBPOAH4Bp7xLUkZHvFBUCVkNKiFKghMdY+JUiFFkw1NZSlrCbof//DcOwYCh8fAq+5hqCb4nAfFAY7VsJri6CyAMYshJj/woCRjm52n1ZX00DK8r3UVDZwxX2T8AsSIxJnmjloJvOGzmPF7hXMHDSTMcG2ndtQb6oneX8ySXuScFO48fys57l42MU2jWlvIjE3o4vTlWiSNe8DvwKbdXG6iqbnNMmai7DVmmKtsQSt8lRctMaK088pbRZXlZAygVZKgaoSUkqBOwyJsa2XAhWsqu7ECUo+/Qzj11/TaDQihYcT+t/HUF62EBdvLzjwLXz7f1CcYV6P/LfPIGKKo5vd5zXUN/JTko7CrAou+ZeGgUP9HN0kp/X42Y9z9Y9Xc1/afXyx4Av83K3/u5JlmfVZ61m2YxlHjUc5P/J8EqYlEOLd9ybhicTcjCZZcxcQj7lG4TuaZM3dujjd95ann8FmiVnZIi5a5d1ojbaPaykFakiMbVEKVJWQYq9SoP2WqaaG8l9/w/jtN1Ru2gwKBX7z5hF4/fVsq6pEM2cOpKdA2rOQtw9CxsB1X8Ko88XELjtobDTxyzv7yUovYd5NalQa51gL66wCPQN5cfaL3Pzzzdz5+52smL8CHzcfq1xblmW2ntzKm3veZEfeDiL9I3k95nXmDJljles7I+dZFe4c/gFM1sXpLgfmAI9pkjV3W56z5V/DfwCT0RpPxUWrtEdcnzOTMoAhMXYzYJ3/q4RTZFmmevducv/7OIfPPY+cBx6gznCMAXfcwcjffyPitVfxmTaVoOId8L858Pn1UF8NV7wNS/6AqAtEUrYD2STz+0o9mXsKmXVtFNEzwh3dpF5hQsgEEmclsqdgD//89Z8UVBX06Ho1DTWsyljF4lWLue2X2zhWdoxHpz/Ktwu/7dNJGUSP+UyKpuFrXZzOoEnWzAG+0iRrIrFtglScGr7WGg1olXOAr9AqbR33J1VCiiNLgfYL9Xn5GH/4HuO331GXkYHk6Yn/hRegXHQF3tOmIikUIMtwNBXWPsP4rG3mpU8LV8D4xWJ/ZDuSTTJpnxzk8LY8Zlw+HM2cCEc3qVe5UHUhrpIrSzcs5YofruDBqQ9yybBLcFF0btetusY6duTt4Ldjv/FT5k+U15ej8lfx+NmPs2DEAjxc+sdeduL/+JbyNMmaCbo43W4AXZyuQpOsuRR4D3M9aZvFRaucgNa4GwCtsQKt0uZxDYmxd6kSUlotBWpIjLVHKdA+y1RXR0XqWkq//YbKDX+AyYTXxImEPfUk/hdfjIuvpWKULENGGqQ9B8c3gn8EB6PiGb34CXBxc+h76G9MJpm0j9LRb8xl8kWRTL5I5egm9UrzIufxRcAXPLzhYR7+42He3PMmlw6/lOnh04n0jyTI01yJrqSmhILqArLKs0gvTkdfrGf7ye1UNVTh6eLJ/Mj5LBy5kGlh05yq5Kc9iMTc0o1AQ/MDujhdA3CjJlnzlj3jojU2ADeiVdoyLobEWEeWAu1TTLW11OzfT9nqnyj78UcajUZcQ0MJvu02lIsux2PYsNMnyzIc/Ak2vATZ28EvHC55ESbdSO4fmxgtkrJdmUwyqcl6Dm45yZRYFdMuHdbxi4Q2DVcO5+NLPmbtibV8eOBD3tr7Fm/uebPN8xWSgmH+w4gdHsusiFlMC5vWZ5Y+dYdIzM3o4nRZ7Tz3p80Ca41txkVrtFlcVUJKu6VADYmxpbaK3dvJjY3UGQxU79VRo9tL9Z691Bw8CA0NSG5u+M6fR8AVV+AzcyaSS7NhPFMj7P8WNrwM+fvNQ9aXLoOzrhPFQRyksdHE7yv1HN6Wx/TLhjHlEpGUrcFF4cL8yPnMj5yPsdbI7vzdZFVkUVZbBoC/hz8h3iGE+4QzImCEQ3eAcjYiMfdvp0qBGhJjTwKoElLsWQq0V5Dr66nNyKBm/wFqDhygZv9+atLTkaurAVB4e+Op0RB88814jtfgM3UqLgEBLS/SUAt7P4c/lpmXPQ0YDYvegnFXiXvIDlRX08Cat/dxfH8xZy8awaQLIx3dpD5J6aFk9pDZjm5GryH+IvRvKkNibItSoJYEnahKSLF5KVBnZKqro/bQYWoO7Dcn4QN6atPTkevMO2JK3t54RkcTcOWVeI4di+fYMXiMGNGyV9xcZSFsfw+2vg2V+RB+FlzzIURfCor+dd/M2VSV1ZGyfA8Fx8uZe0M0Y84d5OgmCQIgEnN/d0yVkPIgkNxU7ctSBewm+ngpUNlkoj4ri9rDh6k9dIiaQ4eoPXSYOoMBGhsBUPj64jlmDIHXX4/nmDF4jh2De2Rk20m4uYKDsHkF7PnMXDpz5Plw9h0wfK5Y8uQEjAVV/PDaHqpKa7n4X+MZNl6sUxach0jM/dupUqCqhJSm8jl2KwVqD7Is01hURO2RI3j9nkrOb79Re+gwtUeOIFdVnTrPLSICj6go/M6fj+fo0XiOHYtbRIR5KVNXZO8wz7A+vMa8ucRZ18KMOyAk2srvTOiuk5lGVq/Yi8kks/CeiYQNVzq6SYLQgkjM/ZghMbYEWGp59GpyXR11J05Ql5lJbUYmdRkZ1GZmUJeRiam8HAB/oCIwEI+oKAKuvBKPUSPxjIrCfeQoXHx7WE/lpA7WPgMHV4NXIMx5CKbeBj6iJ+ZM9BtzSfskHd8ADy698ywCw0QdHcH5iMTcz6kSUqIxr2HebEiMrWx2/CJDYqzTFRlpLC01J97MjBZJuO7EiVND0ACuISG4Dx+OcsGluKuG4T5iODsLCznvssusu6F73gFY9xwc+A48lDD3UZh+O3j6Wy+G0GOmRhN/fn2EvalZREQHcuFt4/D0FUvSBOckEnM/pkpIaV6j+11VQsrdhsRYe9TobpdcX0/diSzqDJnUZRqoM2RSm5lJXUYmjcXFp86T3NxwV6nMQ9AXXYjH8OG4DxuO+zDV6QIezZjS0qyXlJsnZHdfmPUAnB1v7i0LTqWhVubH1/eQlV7C+JgIzrlyJAoXMfFOcF4iMfdv/wAmGxJjK1QJKSrgK1VCisqQGPsqti0Far73W1xs7vVmWhJwZqb5kZUFDafrrbgEB+M+TIXfvHm4DzcnXo/hw3EbPLhzE7GsKW+/JSF/D+5+cN795oTsHWTfdgidknuklIw1Mo11pcTcGI16pph5LTg/kZj7N4UhMbYCwJAYa1AlpMzBnJytVqPbVFVF3fHj1BmOUWcwJ99aS0/YVFZ26jzJ3R33yEhz7/fCC83Jd9gw3FUqXJROMDknazv8+QrofzQn5FkPmCd1iYTslGSTzM5fjrHlh0xcveDKByYTEiluLwi9g0jM/VueKiFlgiExdjeApefc5Rrdk4GSL7+ksbiExhLzo/7kSeoMBhry8lqc6xoWhvswFcpLY833foepcB82DLfwcPv3fjtiajRP5tr4BpzYbL6HPOtBmPEvkZCdWFVZHb+tPMCJA8WMnBKC69ACkZSFXkUk5v7tLzW6DYmxDcCNqoSUTtfofkxScPKx/wLmAhyuAQG4hoTgc/bZuKsicVepcI+MxH3oUBQ+vWAWbF0V7P7YvA65OAMChsJFiTDxBvCw/gbwgvUc3ZnPuk8PUlfTyJzrRzPm3EGsW7fO0c0ShC4RibkfMyTGtlmj25AY2+ka3Q/KJr5JTcUlOBiFZy+u91x4xFyla/fHUFMKgybB1SsheoEom+nkairrWf/ZIQ5vy2PgUD/m3aQmeNBfJwAKQm8g/toIPXYIcBs8uMPznFJjvXm4etu7kLkOFK7mcpnTb4ehZ4sqXb1A5p4C0j4+SE1FPdMWDGPSRZG4iFnXQi8mErPQPxUdhd2fwK6PoOIkKIdAzKMw8UbwC3V064ROKC+uYcPnh8jcU0jwYB8u/fdZDBwibjUIvZ9IzEK/4VpfAdvfhz2fwoktIClgxDyY+gqMugAUTjb5TGhVY6OJPb+fYNuqTJBhxuXDmTB/KC6uopcs9A0iMQt9W0MdZKyFvZ9z9oEfwVRn3nJx/hMw/hrwF+tae5Pj+4v48+sjFOdUoho/gPOuGYX/ALGPr9C3iMQs9D0NdZCRBvu/hYMpUGMEr0BOhs1ncOz95kld4t5xr1KYVcHGb45w4kAx/gM8uXiJhuETBjq6WYJgEyIxC31DQy1krjcn4/RV5mTsoYToWBi7CIbP4fAfGxk8eLKjWyp0QVlRNdtTDOg35eLh5co5V41EMzsCFzcxbC30XSIxC71XeR4c/gUO/QxH10J9pSUZX3IqGePq4ehWCt1QVlTNjp+Pkb4xF4Cz5g1hysUqPH3ExhNC3ycSs9B7mBohdw8c/tWcjHN2mo/7D4azFkPURSIZ93Kl+VXs+uW4OSErYMy5g5h0YSR+Qb14fbwgdJFIzILzaqyHnN1w7E/z4/hmqC0DJIiYYl7eFHURhP5/e3ceXNV9HXD8e7Q+oQ0JkEEGJHCwEUYGY5tQAjZmXMcJ9eDGcePEE+PGqcsEu/Fk4okyaT2adNqSZZzWDS3Tuk7xtA6d1K5LStPEMZbteAXMIrDALBZmFwYhtOstp3/8fkJXWBISvA18PjN3dPW7991z9JPeO7q/d9/9zbT3jC9hqsrRvS1s/e2HfLD9IzIyhWsXljPnjgoKSqwgm08eK8wmfYS74PBmOPAGHPgdHHwHwh1u29irYeYXoGKBOysusAt/LnXhnij73m2i/uVDNB1oJZSfzQ13VFC9aCL5xTbqYT65rDCb1Olph0MbodGfER/aBNFut+2Kme7e1BWfgYr5UFCW2lxN3Hx0qJX3XjvC7neO09MZYfQVo7jlK9dwzbzxZOfYZ8mNscJskqfrjLuxR+Pv3FnxkXchFnE3+pgwC+b+iSvEk+fZ7E2XmdZTXezd1MSeTcc58WErmVkZXDVnHDMWlFM+bTRib0UYc5YVZpM44U5XgPfXuY8yHdsOGnP3oy6fA/MfcYV40qchZNPyXW7aT3ezb0sTezY2cWx/CwBlFYUsuGca18wbb1dYGzMIK8wmfqJhOLIFGl+D/a+4i7Wi3ZCRDZPmws2PuWHpiXMhZ1SqszVxFospTY1nOLDjJI31H/HRwTYAxlxZwLy7pvKpG8ooHme/d2POxwqzuWgN9x6D748F1A1NA5TNgJu+Dlfd6opxziUwD7MZEVWl+Vg7h98/zZE9pzn43im62sOIwPiripl311SmXDeO0nL73RszElaYzUX7x535rFj+kPtmwmw3PG1XTV92otEYpw63c3RfC0f2NNO4U3nvP94GYFRRDpNnllI5cyyTZpTaMLUxF8EKs7loT9YXsuK22lSnYeIoGo3RfLSDEx+eoelAK00HWjl5qI1oJAZAQUkuBeNhzsLplE8bTXFZnl3AZUycWGE25hMsFlPOnOjk1JF2Th1t4+SRdk4daef08Q5iUQUgO5RJ2eRCqm+dSFlFIVdUFlE0No+6ujpmLLDZuYyJNyvMxlzmVJWutjAtJzppaerg9IlOWpo6aT7WTvOxDqLh2Nl9C8eEKC3Pp7J6DKXlBZRVFDK6bBSSYWfDxiSLFWZjLgORnihtzd20NnfRerKLMyc6XSH2xbinK9q3s7ih6NLx+Uy8poTS8nxKJxRQMmEUOSF7STAm1exZaEyaC/dE6WjpoeNMD23NXbSe6qKtuZs2/7X1VBddbeF+j5EMoWhMiOKyPMZPnUDxuDyKy/IoHpdH0Zg8mzbRmDRmhdmYJNOY0tMVoas9TFdbhI7WHjpauuls7aGjpYeD+2M8v2mzK8atPYSDZ7teTiiTgtIQBSUhyioKKSgJUViaS0FJiILSXApKQ2RmWvE15lJkhdmYCxSNxOjpjNDTFaGnM0p3R5iudl9w/dLd1rve197dEUFjOuAxc0dloVlQOF4oqygkryiHUUU5jCrKZVRRjrsaujREbp49dY25XNmz21w0kUvrzExjSrg7Sk9XNFBYI3R3Rvz3vj1YdDsjhLv67xO8aGogWTkZhPKzCRVkE8rPZszoAr+e5dr9crb4FuaQmZ1BXV0dixbNSVJvGGPSzXkL86rlG6YDS4ErfdNhYN2K1YsbEplYw/SqAeNW7WpIaNzqNdUDxq1fVp/QuNQWDxiX2paExq2sWT9g3MaVS4Yd9+vzV/LKs7uZOL2EsZMKKBgdist7mBpTIpEY0Z4YkXCMSDhKpMcV1HB3lHBXlHB3xK13B9q7o4S7Imf36fFt7Wdi7H6+jkjP0AUVAIGcUBY5oUxy8rLIzcsiVJBD8bg8cvKy3La83iWTnFDvPq7Y5uZnkZVtMyUZY0ZuyMK8avmG7wBfBtYC7/jmicDPVy3fsHbF6sUrB3lc3cUk1TC9atC4DdOr1lbtahgwbsP0qouKW72metC41Wuq19Yvqx8wbvWa6ouKS23xoHGpLV5LbcuAcaktvqi4lTXrB41bWbN+bePKJQPGraxZ3y/u0ubdFL5ZzI5XD59tCxVkkzsqi6zsDDKzMsjMziAjQ1B1BVdVicX61qMRJRqOEvFFOBqOnb2ZxXBJhpATyiQ7N7CEsijMzyYnlMmJk51UTLmS7FAW2bmZZ4tuX6HNJNevZ+dm2keEjDEpcb4z5geBa1esXtzvks9Vyzc8AewEBi4YH/fRCPN6ELi2aldDv7gN06uSErd+WX2/uNVrqpMSl9qW/pfW1hYnJW7jyiX94lbWrB923O5je2c/+cJ3RhjWGGPMYM5XmGNAOXDgnPYJftuAVqxevKj/9wNf6BLvuFW7GvrFHXHUC4xbv6y+X1yWJScutS394mptcuI2rlxyNq6I1AGo6qJBdk8Llmd8WZ7xcynkCJZnMp2vMD8KvLRq+YY9wEHfNhn4FPBwAvN6FHipYXpVSuJWr6lOSVxqi1MSt7JmfbLjGmOMGYSoDn1euWr5hgxgLv0vDtq4YvXij3+4Mo4aplcNGLdqV0NC41avqR4wbv2y+oTGpbZ4wLjUtiQ0bmXN+gHjNq5cMqy4l8p/p5ZnfFme8XMp5AiWZzKdtzAbY4wxJnkurQ+gGmOMMZc5K8zGGGNMGrHCbIwxxqQRK8xmQCLytIg0iciOQNssEXlTROpF5JciUhTY9l0R2Ssiu0Xks4H2O3zbXhGpSVWOIvL7IrLZt28WkcWBx9T5HLf6pSyFeVaKSGcgl9WBx9zg998rIk+KSFzvgDLCPO8L5LhVRGIiMttvS3R/ThKRl0XkPRHZKSLf9O2lIvKiiOzxX0t8u/j+2isi20VkTuBYy/z+e0Rk5B90jG+e9/n86kXkDRGZFThWo2/fKiKbUpjjIhFpCfxuHw8cK5HP9ZHm+Vggxx0iEhWRUr8tIX0ZV6pqiy0fW4CbgTnAjkDbRuAWv/414C/9+gxgG5ALTAH2AZl+2QdMBXL8PjNSlOP1QLlfnwkcDjymDrgxTfqyMrjfOcd5B5gHCPAr4HOpyvOcx1UD+5LYnxOAOX69EHjf/w3+EKjx7TXAD/z6531/ie+/t317KbDffy3x6yUpzHN+b3zgc715+u8bgbFp0JeLgP8Z4DiJfq6PKM9zHnsnsCHRfRnPxc6YzYBU9VXg1DnNVwOv+vUXgbv9+lJgrap2q+oHwF7cR7DmAntVdb+q9uBu/bk0FTmq6hZVPeLbdwJ5IpIbr1ziledgRGQCUKSqb6l7dXkGuCtN8uy9rWtSqOpRVX3Xr7cCDbiP+y0F1vjd1tDXP0uBZ9R5Cxjt+/OzwIuqekpVm3E/3x2pylNV3/B5ALyFuz1uQl1AXw4m0c/1i8nzy8DP45VLMlhhNiOxk74n2z3AJL9+JX03KAE45NsGa09FjkF3A++qaneg7Wd+aOsv4j1EPIih8pwiIltE5BURWejbrsT1X69k9CUMrz+/xMdf+JLSnyJSiRsNeRu4QlWP+k3HgCv8esr/PoeZZ9CDuLP8Xgr8RtzbMA+lOMffE5FtIvIrEbnWt6VlX4rIKNw/W88FmhPelxfLCrMZia8B3xCRzbjhpJ4U5zOQIXP0LyQ/AP400HyfqlYDC/3y1RTmeRSYrKrXA98CnpXAe/kpcL7+/DTQoao7As1J6U8RKcC94D6qqmeC2/yoQlrcpGGkeYrIrbjCHLwJ/QJVnYMb4l4hIjenKMd3gQpVnQX8PfBCPPOIY5697gReV9XgSFBC+zIerDCbYVPVXap6u6regDtD2uc3Hab/mdRE3zZYeypyREQmAv8F3K+q+wKPOey/tgLP4oblEmqwPP3bASf9+mbffjWu34JDmwnvy6HyDLiXc86Wk9GfIpKNe4H+d1V93jcf90PUvUP/Tb49ZX+fI8wTEbkOeApY2vt3AP36tAn3Nxy3Ph1Jjqp6RlXb/Pr/AtkiMpY07EtvqL/PuPdlvFhhNsMm/upaEckA/hzovWJ4HXCviOSKyBRgGu5CpY3ANBGZIiI5uCfJulTkKCKjgfW4C0VeD+yf5V9Yep/4fwDsIMGGyHOciGT69am4vtzvh+vOiMg8PzR8P/Dfqcoz0PZHBN5fTkZ/+p//X4AGVX0isGkdfVPILKOvf9YB94szD2jx/flr4HYRKfFX897u21KSp4hMBp4Hvqqq7weOky8ihb3rPs+49OkF5Di+960JEZmLqyEnSfBz/QJ+54hIMXDLOW0J68u4SvTVZbZcmgvuv8yjQBj3ftGDwDdxV0O+j5sSUgL7fw93NrWbwNXCuCti3/fbvpeqHHFFpR3YGljKgHxgM7Ad937q3wGZKczzbp/HVtyw4Z2B49yIexHZB/w02P8p+p0vAt465xjJ6M8FuCHL7YHf5eeBMcBLwB7gt0Cp31+AVb7f6glcMY4bqt/rlz9OcZ5PAc2BfTf59qm4q5y3+T6N2/PoAnJ82OewDXeB2vzAsRL5XB9Rnv4xD+AuSg0eJ2F9Gc/F7pVtjDHGpBEbyjbGGGPSiBVmY4wxJo1YYTbGGGPSiBVmY4wxJo1YYTbGGGPSiBVmY0zCichoEflG4PtyEfnPBMSpFZHDIvL9eB97mPFfFpE2EbkxFfHN5cEKszEmGUYDZwuzqh5R1S8mKNZPVPXx8+92YUQka7BtqnorkJ5TCZpLhhVmY0wyrASu8hNb/EjcvNM7AETkARF5Qdx8uo0i8rCIfEvcRB5vSd88uleJyP/5yQdeE5HpQwUUkQxx8/SOC3y/199dbZyIPCciG/3yGb/PXHHzT28RNyfyNYEc14nIBuAlEZkgIq9K33y/C4dIxZgRscJsjEmGGtyczbNV9bEBts8EvgDcBPwVbmKM64E3cbcfBfgn4BF19+3+NvAPQwVU1Rjwb8B9vuk2YJuqnsDdkewnqnoT7m5rT/l9dgELfezHgb8OHHIO8EVVvQX4CvBrVZ0NzMLdicqYuBh0SMYYY5LoZXWTXrSKSAvwS99eD1wnblah+cAvpG8WyeHMp/007l7Jf4u7/ebPfPttwIzAsYp8jGJgjYhMw90CMjtwrBe1b5aijcDT/n7gL6jq1hH8rMYMyQqzMSYdBOfGjgW+j+FepzKA0/4MddhU9aCIHBeRxbhZhHrPnjOAearaFdxfRH6K+yfhD8XN+1sX2NweOO6r4qYLXAL8q4g8oarPjCQ3YwZjQ9nGmGRoxc3nfEHUzb37gYjcA262IRGZNcyHP4Ub0v6FqkZ922+AR3p3EJHZfrWYvukKHxjsgCJSARxX1X/2x58zzFyMOS8rzMaYhFM3t/Dr/kKpH13gYe4DHhSR3pmBlg7zceuAAvqGsQH+DLhRRLaLyHvAct/+Q+BvRGQLQ48oLgK2+f2+hHvP2pi4sNmljDGXDRGpBdpU9ceBthtxF3ol5cppEakDvq2q9rEpc0HsjNkYczlpAx7qvcGIiNQAzwHfTUZwEXkZN+dvOBnxzOXJzpiNMcaYNGJnzMYYY0wascJsjDHGpBErzMYYY0wascJsjDHGpBErzMYYY0wascJsjDHGpJH/B9FJpzzqSxEnAAAAAElFTkSuQmCC\n", - "text/plain": [ - "<Figure size 504x360 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s.nri = 2e12\n", - "s.nruf2 = 0.25\n", - "s.run(N=400, dt=0.5)\n", - "plot_world_with_scales(s, title='Fig 37. \"Unlimited\" ressources')" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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kt8rGNYRrxgIYwjXX4mpSDOWPgLaNGUCUNkHb8+oCbYJ2qGVQWGUsAPqhU90OXB0M9jnKB5myTAVeQ6dqbXmeAzpVhc5oGGMjLwI/AY+Vsv43YCsQVcH9FaBcphhrOXoWBEEQbmCTwhwdHyEDQ4DhcROTDgIHgBzgtSKbDYybmHSiyFdfy3Pet+xjB7ASeKWicTUphmtxDeGa0uLWKMsgr4eBj7UJ2v3aBK0BuAvl9qGK05myUUZBv4FOtR/lmvoWlMJf1vN2oxTDH9CpDMAelOvPFfUJUNrobIB3gRfUMYkV+l0yxkaeBn5AGRQnCIIg3ECSZdneOQiCIAiCYCE6fwmCIAhCLVLrCrMhXNPOEK65v8j30wzhmm8tX1VpBlIp2gTtuzd876hN0C6wdVx0qndv+N4Rncr2cQVBEIRapcxR2ZZBW48DIcCK6PiIf4useyM6PuL/SnlectHvo+Mj+lcip1jgwyLf34Vye40HyuCwwaU90RCuKRZXk2KoTNyrmmoTtK/qo/QfahO0riiDn3aU9QRtgrZYXH2Uvkpx0aleRWf6EJ2qQnHRqZKLf2+qStxSqWMSxxtjI28ckY06JrFYXGNspFXjCoIg1Gfl3S41E6UgbgY+j5uYtCY6PuLqbS5DgRIL840kSVohy/LdFcypsSbFsL7I9xmaFMMSAEO45skK7qMqca96FFigTdC+inKLz3J9lP6zmoqLTnUtLjpTTcQtyzv891apkuKKgQqCIAiVJMuyVNLyMgd/xU1M2h0dH9HB8tgJ+BJlhO4jwMbo+IjOFQkuSdJWWZa7VWRbQ7hmvybF0KaUdQc0KYbWFdlPZeNqE7RFT5M7o3wo+RdLIxV9lH67LeKiU5UZF53JNnEt1DGJu0vbHdDaGBvpWt4+mrdsI/+yehN5BWbyCszkFhQqjwvN5OabyS28Yfm17czXt7Osy736lV9IVl4h2fmFZOddf1wZjg4S3m5OeLk64e3mjDknk6ZBDa997+2m/Ovl5oSPmxPebk74uDnj5+mCn4cLKndnHB1K/H9jU8nJyfTv37/G41aWyNN66kKOIPK0JkmSSi3M5R0xu1x9EB0fUQA8ETcx6W0gCWVyCFs4ZQjX9NSkGDYVXWgI1/QCTtkoJii3BRWVjjJD1ScosyJF3GRxrwpEuVyQfsNyCVj/383/y8UROjX1tXJa/2U2y+QUWIq0pVBn5RWSlVdQ7PurhTwzN5/LOQXXvlLPZHLqUg6XiywvNJf+wVSSQOXujJ+HC74ezjTwcMHXwwU/j+vF29/LhQBvVwJ83Gjk5YqLU60btiEIQh1TXmHeGjcx6e7o+IgVVxdEx0e8Ezcx6SRQ3kQIVfUKsNAQrpmL0nUKlM5VUcAIG8VEH6UfYKt9l0lnsk/c65ahTOm488YVN15LtjcHBwkPFyc8XCrTsO465VP0Lde+l2WZ7PzCIsU7H1N2Ppey8knPyiP9Sh7pVx9n5XHalIPhdAYXs/LIyTeXGMPXw1kp1N5uBHi70sjyFeDjRrDKjWBfdwJ93OxyJC4IQt1Q5l+46PiI0XETk3rETUzqHh0fsSVuYlJblEkIUqLjI5zLem5VaVIMmw3hmp4oMyeNsyzeC/TSpBgqOyOTUA5jbGSJXb0s60bWZC41TZKuF/pAn/K3Lyonv5D0rDzSLudx7nIO5y7ncv5yrvI4I5dzl3M5mnaF85dzySssXsSdHCSCLEU6xNedYF93mvi508TXnaYNPCgo4yheEISbX3mjst9GmbnJKW5i0l9AT2A1EBM3MalzdHxEqfMrV4cmxXAOZQS2INRKbs6ONFa501jlDpQ+UYgsy5iy8zl3OZdTl7I5eSlb+Tddebzp6EVOm7IpWosdJWi6bTXqhp6o/T1p3tATdUNPmvt70sTPXRxtC8JNrrxzgsOAToArcAYIiY6PyIibmPQxsAlL+8ybnTZBO14fpS93dLLV6VTj0ZlqPq5gNZIk4Wu5Nt060LvEbQoKzZzJyOFkejbHL2axZrsB2VPF0bQrbD56kay864PeXBwdaBHgRZtAL1oHedMm0JvWgd408XXHQRRsQbgplFeYC6LjIwqBrLiJSYctcyoTHR+RHTcxqeSLbDZgCNf4a1IMF2oqXgkqdNvQTRRXqEFOjg6E+HkQ4udBzzB/GmUepn9/ZbC+LMvXTosb065wJO0KB85eZvPRiyzdeX0spKeLI60CvWkb7EOHJiraN1HRJsgbZ0cxGE0Q6pryCnNe3MQkD8uMUF2vLoybmKRCmXPY6gzhmljgY02KIc0QrumG0mjDbAjXOANjNSmGNbaIq03QlnXbUGVngqo4nco+cYU6QZIkAn3cCPRxo1eYf7F1GTn5HDx7mf1nMjlw9jIpZzJYtusU3286DoCLkwOaxj5om/jQoYkv2hAVrQO9xalwQajlyivMt0bHR+QCRMdHFC3EzlRwqr8qiNSkGGIsj6cCIzQphi2GcE1r4HugUvfpVkK1bxuqY3GFOs7HzZmuoQ3oGnp9Bk1Zljl+MYvdJ0zoT5rQnzDx645TzN+oFGtvVye6hPrRXe1Hd3UDOjb1xc3Z0V4vQRCEEpQ3Kju3lOVpQJpNMgInQ7jGSZNiKADcNSmGLQCaFMMBQ7im3GYX1bAM8NJH6XfeuOLGlpu2iIvO9J+4/2m5KQjlkCSJUH9PQv09GdQxGFDu/zZeuMKuE5fYYkxnq/EiH/95HgBnR4kOIb70a9mQ29o0omOIrziiFgQ7q9oNobb1JbDcckp7hSFcMx34GaXRxk5bBdVH6Uu9bUgfpbfdbUM6U6lx0Zlu6tuVhJrh4CAR1siLsEZeDOkcAsClrDy2HUtnizGdDUcu8HnSQaavOojK3Vkp0q0bMVATgL+XLT8LC4JQklpXmDUphi8M4Ro98BTQGiXHVsBSKtibWxCEsvl6uDBQE8hAjTKMIf1KHusOpfHPgfP8c/A8ifrTOEjQs7k/d7cP4q52QQSp3OyctSDUD7WuMANoUgzJQLKd0xCEesPP04VBHYMZ1DEYWZbZeyqDlXvPsGLPGd7+bS9v/7aXLs18GdK5Cfd1CMbP06X8nQqCUCW1sjCXxhCuGa9JMYjbhwTBhiRJor3llqsX72zDoXOZrNx7ht93neLNX/fy7rJ9DGgTQCuXApqezyTIxw1P1zr1p0QQarW69r9J3NcrCDWsZYAXLQNaEj2gJftOZfDz9hMs3XmKPzNzidup3L3o4+ZEY5U7QSo3GqvcivzrToif8uXqJEZ/C0JF1LrCbAjXiPt6BaGWahvsQ9vgtsTcE86c31bTSB3OaVMOZ0zZyr8ZOew7nUFaZi5FZ5SVJAhWudO0gTuhDTxp5u9BqL8HzRp4oG7oiY+bTVrvC0KdVOsKM+K+XkGo9ZwcHWjl50j/zk1KXJ9XYObc5RxOm3JIvZjFsQtZHL+YxbELV1iVcpa0zLxi2wf6uNIqwJuWAV60CvSiZSMvWgV600BcyxbqodpYmJcBXpoUw84bVxjCNck1no0gCJXm4nS9zWh3dYP/rL+SW2Ap1FkcScvk0LlMDp/L5KetqcV6g/t7uqBp7EO7YB/aBvvQvomK5v6eoi+4cFOrdYVZk2Io9b5eTYpB3NcrCDcBT1cnNI190DQuPt+m2SxzOiOHg2cvc+hcJgfPZrLvdAZz/jVemz7Tw8URTWMf2lsKdZdQP8IaeiJJolgLpSjMh7N7IN0IBbng3gD8W0CDMOU6Sy1T6wqzIAj1l4ODRBNfZW7q/m0Cri3PKzBz6Fwme06Z2Hcqg72nTCzedoKEDccA8PVwpkszP7o086VLMz86NvUVI8XrO1mGw0mwYz7s/wMKsv+7jW8zaPsA9JwIqpCaz7EU4jdXEIRaz8XJwTLw7PoRttksc/h8JtuPp7P92CW2H08nKeUcAA4StG+ioncLfzwzC+ieWyAKdX0hyzS4sBVm6eDUDuXouNNIUPeDRm3AyQ2upMG5vXDgT9jwJWz8Cro9BhFvgJtPuSFsTfymCoJQJzk4SLQK9KZVoDcjujcDwJSVz47UdLYfS2fj0Yt8u+4o+YUyn+/4k05NfenTwp/eLRrSNdQPFycxJeZN58JhWPYcHY7+A76hcP8M6DACnG4YROjfApr1hG6PwqXjsPZT2Pw1GH6HIfEQdpt98rcQhVkQhJuGysOZ/m0Crp0Gz84r5Jvfkrni1YT1hy8wY/UhPk86hJerE/1aNiRCE8CANgE08hY9wes0cyGs/xySY8HRhQOtnqT1w++DYwVuw/NtBoM+g86jYelT8N0QGL0EWgywedqlEYVZEISblruLI+0bOtK/fzigzGG98fAFVu8/z+qUc6zYewaAjiEqBoQHMDA8kPZNfMRAsrok8xwseRyOrgHNILhnKqe276d1RYpyUSHd4PFV8O1dsPhReHorePqX/zwbEIVZEIR6w8fNmTvbBXFnuyBkWWbf6QxWp5wjKeUc01cd5LO/D9K0gTv3tm/MvdrGdAhRiSJdm6VugYWjIMeknLbuPNoyynp/1fbn5gMPfgMzb4G/34IH4qyabkWJwiwIQr0kSRLtglW0C1bxdEQrLmTmsirlHMv1p/lm3VFm/nOEJr7u3KsN4r4OwaJI1zZpB2HBg8rgrjG/QGA76+w3sC30fhr+/Qw6jYLQPtbZbyWIwiwIggD4e7nyULemPNStKaasfP7cd4bl+tPMXW9k1tqjtAzw4sEuIQzp3ERMgWlvhQXw8xMgOcLYX8Ev1Lr7v20K7PkZlr0AE9dW7Fq1FYnCLAiCcAOVhzPDuzVleLemmLLz+UN/miXbT/DRihSmrkyhb8uGDOsawp1tg3B3EZNz1LgNX8Cp7TBsjvWLMoCLJ9w7FX4YAZvioc8z1o9RBlGYBUEQyqByd+bhHs14uEczjl24wpLtJ/l5+wme/XEnPm5ODOvalNG9mhHWyMveqdYPFw4ro6/D74P2Q20Xp83d0PIO+Geqckrb47+tZW1F3MgnCIJQQaH+nrxwR2v+eXkAP0zoRf82AXy30UjEJ2sYPXsTK/acocDSOlSwAbMZfpsMjq5w78e2j3fHu5B7WSnONUgcMQuCIFSSg4NE7xb+9G7hz/nLbflpayoLNh5j4vxtBPm4MaZ3KKN7hqLyENNZWtX2BDi2DgZ9Dj6NbR8vsC10HgObZ0H3x5XGJDVAHDELgiBUQyNvV6IHtOSfKQP4ekxXWgV6MXXlfnrHruLd3/dx8lIJPZqFyss4BX+9BepboMvYmos74DVwdIG/366xkOKIWRAEwQqcHB2u3SO971QGs9YeYd4GIwkbjNzfMZgnbg37z2xaQiX88QoU5sGg6TU7I5R3kDL4a02s0ns7uLPNQ4ojZkEQBCtrG+zDtBGdWDNlAOP6qFm59wz3TF/LY3O3oD9hsnd6dc+hv8HwG9z6Uo2dTi6m9yRwU0HyRzUSThRmQRAEG2ni686b97VlQ8xAXryjNVuPpTNoxjomzNvK3lOiQFdIQS4snwINWkCfyfbJwU0FvZ+BA3/Aye02DycKsyAIgo2pPJx5ZmAr1r4ygBfuaM3GIxeI/HwdT363lQNnL9s7vdrt38/h4mHlvmInO0420vNJcPdTbtWyMVGYBUEQaoiPmzOTB7Zi3SsRPDuwFesPXeDuz/7h2z25nMvIsXd6tU/6MVj7MbR9AFoOtG8ubj7KteaDK+HENpuGEoVZEAShhqncnXn+jtb8M2UAUX3U/HuygNumJvPpXwe4kltg7/RqjxUxStvNuz60dyaKHk8oR83rPrVpGFGYBUEQ7MTP04W3B7Xjw1vciQgP4PNVB7ltajI/bj6O2SzbOz372r8C9i9X+larmtg7G4Wrt1KcUxLh/AGbhRGFWRAEwc4CPByIG9WFXyb1IdTfg5if9Qz9an39HcGdnw1/TIGGbaDXJHtnU1yPJ5Rr3es/t1kIUZgFQRBqic7N/Fg8sTefPtSRE+nZ3B+3jtd/0XMpK8/eqdWsddPg0jGI/BicXOydTXGeDZV5n3cvhIzTNgkhCrMgCEItIkkSQ7uEkPTSbYzro+bHLakM+DiZn7amIsv14PT2hcOw7jNoPwya32rvbErW+2kwF8Cmr2yye1GYBUEQaiEfN2feHtSOZc/0o2WAF1MW72bst5tJvZhl79RsR5aVDl+OLnDX+/bOpnQNmkPbwbB1jjLJhZWJwiwIglCLaRr7sPCJ3rw3uD3bj6Vz57R/mPPvUQpvxsFhKcvg0F9Kf2rvIHtnU7be0ZCbAbt+tPquRWEWBEGo5RwcJMb0CuXPF26jZ1gD3vl9H8Pj13PoXKa9U7OevCvwRwwEtFMGWNV2Id0guAtsmqlMR2lFojALgiDUEU183ZkzrjvTRnTkSNoVIj9fy7wNxpvj2vM/H0PGCWXAl2MdmV+p50S4cBCOrLbqbkVhFgRBqEMkSWJI5xD+fP5Werfw561f9zJ+7hbOXa7DncPOH4D1X0DHRyC0j72zqbh2g8GzkXLUbEWiMAuCINRBAd5uzBnXnfceaMeGwxe4a9o/rNhzxt5pVZ4swx8vg7MH3PGuvbOpHCdX6PYoHPwTLh6x2m5FYRYEQaijJEliTG81iZP70cTPnYnzt/Hqz3py8gvtnVrFGX6DI8kQ8Tp4Bdg7m8rrOh4cHGHzbKvtUhRmQRCEOq5lgDc/P9WXJ28L44fNxxn65XqOXbhi77TKl5cFK19XBnx1e8ze2VSNT2Nlko0d30GudQbjicIsCIJwE3BxcuDVezR8O64bJy9lc9/n61ixxzadqaxm3TQwpSpTOtaVAV8l6fGkcuuU/ier7E4UZkEQhJtIRHggiZP7ERbgxcT523n3933kFVj3dh6ruHgU/p2udPhS97V3NtXTtIdy1L8twSq7E4VZEAThJhPi58GiJ3szro+ab/89yshZGzl/OdfeaRW38jVwcII737N3JtUnSdB1HJzeCad2VHt3dfjcgW1pE7QNAPRR+os1GlinaqD8a6qxuOqYRF9gLKCmyO+EMTZyck3lIAiCdbk4OaC7vx1dQ/14efEuHpixjq/HdqN9E5W9U4ODfytTOt6uA59ge2djHR0egr/eVI6agztXa1eiMBehTdA2A/4HDAQuAZI2QesDJAEx+ii9sZTnJVcrsE71n7joVNfiojOVGBedqnpxr1sObAT0QLnnvNQxicXiulopCUEQrG9Qx2CaN/TkiXlbGRa/no+Hd+S+DnYshgW5ypSO/i1r35SO1eHuC+2Ggn4x3Pl/4OpV5V2JwlzcQuAzYJQ+Sl8IoE3QOgLDgR+BXraOi86k3OegU9VE3KvcjLGRL1T1yWazmeTkZCumYxuZmZkiTysSeVpPTeT4ShcHZuyAp7/fwcqNexjSyhkHSarUPqyRZ9PjS2hx8TC7tW9zcd2Gau2rNPb6mfs4dKBL3vek/PwhZxrfUfUdybJs8y9ga03EqW7c9nPbH6zKumq/3rd9St93Weus9D6HvrLs+dBXlk0IfWVZ49BXljW4+lXR57du3VquC1avXm3vFCpE5GlddSHPmsoxJ79AnrJolxz6yjL5sblb5Ms5+ZV6frXzNJ2U5f9rLMvfP1K9/ZTDbj9zs1mWZ/SQ5a8HlLupUn5L/psqjpiL26ZN0H4JJACplmVNgSig+lf0y4iLTmWPuFflAVOB14GrTXdlIKwGYguCUENcnRyJfVCLprE37yUaGPbVeuaO70GQyq1mEvjzTWUe49o8pWN1XB0EtiIGzughSFul3YjCXNxY4DHgHaCJZdlJ4Dfgm5sw7lUvAi2NsZFpNRBLEAQ7kiSJcX2b07yRF5Pmb2PIl/8yZ3x3woN8bBvY+C/sWQy3vaLMZ3yz6jAC/npbGQQW+XGVdiEKcxH6KH0e8JXlq+boTPaJe90h4CaefV0QhBvd1roRP03szaNztzD8qw18Nbor/Vo1tE2wwgJY/jKomkHf52wTo7bwaKBMbrF7odL728Wj0rsQhbkIbYLWCeXIdTDFj1x/Bb7RR+nzbRJYpyozLjqTbeJedwXYqY5JXA1cu9lR3C4lCDe3dsEqfpnUl0fnbmHcnM18OFTL8G5NrR9o67dwbi889F2VClWd0yVKKcx7f4HOoyr9dFGYi/sO5Xald4ATlmUhKNd65wMjbrK4Vy21fAmCUM8E+7rz08TeTJq/nZcX7+ZEejbP3d4KqZIjtkt1JQ1W/x+EDQDNIOvss7YL7aPcDrZjvijMVtBVH6VvfcOyE8BGbYL2gC3jojOVGBedypZxATDGRlqnj5wgCHWSj5szc8Z359Wf9UxfdZCzGTm8P0SLo4MVivOqdyDvCtzzkTI4qj6QJOg0SnntFw6Df4tKPV205CzuojZBO1yboL32vmgTtA7aBO0IIN2WcdGphqNTXf956FQO6FS2jisIggCAs6MDU4d14OkBLflxSyrP/LCd3IJqTh95Yhts/w56PQWN2lgn0bqi4yMgOcDOBZV+qjhiLu5h4CMgTpugvWRZ5gustqyzeVx0qpqMe406JrEBgDE2smZbkAqCUGtIksRLd7XB18OZ/0s0cDlnK/Gju+LpWoVSYTbD8pfAKxBunWL9ZGs7n8bQ8nbY+QMMeF2Zs7mCRGEu7hRKe8rZwHbgbqAvsJfr135vmrjqmMT/tAJVxyReawVqjI002iq2IAi11+O3hOHj7kzMkt2M/mYTc8Z1x9fDpXI72bkATm2HIV+Dm41vxaqtOo2CRVFweDW0ur3CTxOFubg5KO+JO2ACPIFfUApXD5TBWDdT3GutQI2xkYUA6pjEmmwFKghCLfVQt6b4uDkz+YcdjJi5kXmP9aj4k7PT4W8dNOutTO5QX7W5B9wbwM75lSrMlb7GHDcxKaCyz6kMQ7imnSFcc3+R76cZwjXfWr662DI2oNVH6UcAQ4E7geH6KP13wHigetOFlBMXnalYXHSmmojb0BgbufBqUQYwxkYWGmMjfwT8bRhXEIQ64O72QcwZ353U9CyGxa/nfFYF53Ve/SFkX4R7/ld/BnyVxMlV+WCSkghZFb9KWOYRc9zEpAY3LJKAzXETkzoDUnR8RImR4iYmJVc4g/+KBT4s8v1dwJuAB/AWyr2+JTKEa6oTF8BBm6B1QTli9QBUwEWUCZScq7nvMuOiU9kj7jZ1TKI9W4EKglDL9W3ZkO8n9CLq2818uLmAHj2vEOrvWfoTzuyBLbOg22PQuEPNJVpbdRoFm+KVWad6PlGhp5R3xJwGbCvytRWlAcZ2y2NbaKxJMawv8n2GJsWwRJNi+A6wUVuaa74BUoCdKH2jF2kTtLOALSindmssLjpVTcQdizLV4zvASsvXO8AeYIwN4wqCUId0aurLgsd7klsoM2LmRo6mXSl5Q1lWpnR084UBr9VojrVW4w4Q1EE5nV1B5V1jfhm4A3g5Oj5CDxA3MelodHxEmY1Oo+Mj+hf9/umZlSri3kW/0aQYil7nLPM0uibFUCwuklSpDw/6KP00bYJ2oeXxKW2Cdh5wOzBLH6XfXJl9VYrONA2daqHl8Sl0qmtx0ZlsFtcYG2nvVqCCINQR7ZuoeKW7G5/tMvPw1xv4fkIvWjS6Yc7hPUvg2L8waLrSmlJQdB6tfGCp4MQWZRbm6PiIT+ImJi0EpsVNTEoF3ub67EO2csoQrumpSTFsKrrQEK7phTJ62ab0UfpTRR5fAhbbOiagFOTrj2skrjomscxWoMbYSFu3AhUEoQ5p5uPIDxN6MHLWRh7+eiM/TOhFywBLcc69DH++AcGdobM44VaMdrjy3uz8Hu7+sNzNyx2VHR0fcQIYHjcx6X7gL5RroLb0CrDQEK6Zi3LKHKArynVPW7emrG/s3QpUEIQ6pk2QNz8+0YtHZm2yFOeetAr0hn+mwuXTMGJ+pe7ZrRc8GigtSQ/+aZ3CHDcxKRzlaCoJpTC3sCy/Ozo+YkU10/0PTYphsyFc0xN4GhhnWbwX6KVJMZy1drx6rqsxNrLEVqDqmESbtwIVBKFuahV4tTgrR85LhjdCveFL6DQaQrrZO73aqfmtcHAlmE6CqkmZm5Y3KnsyEA0YUAYoPRsdH/GrZfUHgNULM4AmxXAOZQS2YFsX1TGJw4ElxthIM4A6JtEB5T5m0QpUEIRStQzw4scnejEifgNnFk6mmbM7Dre/be+0aq/mtyj/GtdCx7IbOpY3KnsC0DU6PmIw0B94M25i0rOWdfX45rSbxsPAMOCsOibxgDom8SBwFuV+6hppBSoIQt3VopEXvw04Sy95F5+ZR3CqwLv8J9VXgVpwUymD48pR3qlsh+j4iEyA6PgIY9zEpP7A4riJSaGIwlznWVpujgBQxyT6W5ZdsGdOgiDUIdmXCN7wDlkNO5BwfiC/z97Ewid7EeDtZu/Mah8HBwjpDifKv1movCPms3ETkzpd/cZSpO9DuZ+4/DHfVWAI1/gYwjUfGsI13xnCNSNvWPelLWLWV+qYRBd1TOJYdUziQEtBvksdkzhDHZMYrY5JtGVjE0EQbgar3oWsNDyGfsE343tyxpTDmNmbSb+SZ+/MaqeQHnDOADmmMjcrrzCPBc4UXRAdH1EQHR8xFri1ehmWag7K0fgS4GFDuGaJIVzjalknejdb1xwgEnhOHZP4Hcq15U1Ad5QJNQRBEEp2Yits/RZ6PAnBneimbsDsqG4cvXCFsd9uJiNH3G35HyHdABlObitzszILc3R8xIno+Igzpawr/0R51bTQpBhiNCmGpZoUw/0ot0wlGcI1onez9WmNsZEjgCEoPbqHGWMja6JHtyAIdVlhASx7DrwbQ8Tr1xb3bdmQ+NFdMJzO4NE5W8jOq+Z8zjebkG6ABKlbytys0pNY1ABXQ7jmWl6aFMP7wCzgH8TECtbmoI5JdEHptna1RzfYvke3IAh12eaZShere2LBtfiAr4jwQKY/3Jltx9N5+vvtFBRWcOKL+sBNBY3C4UTdK8y/AxFFF2hSDHOBFwFx4cK6/tOjWx2TWBM9ugVBqKtMJyDpfWh1F1yfCLCYyA6NefeB9qxKOcdrv+iRZVs3jKxDmnave4VZk2KYokkx/F3C8hWaFEMre+R0szLGRk4D+gG9jbGRnwMPokxk8ZgxNvIduyYnCELtI8uwfArIZrh3aplTOo7pFcrkiJb8tPUEn/wp+hVdE9Idci6VuUm5nb9qE0O4ZrwmxTDH3nncTIyxkaeKPL5ETfUGFwShzml0fh3sT4Q73gW/0HK3f/6O1pzPzGXG6kM08nYlqo/a9knWdiE9yt2k1h0xl0McxQmCINjDlQu0OjhLmaSiV3SFniJJEu890J7bNYHoft9L4u7TNk6yDmjYWrnWXIZad8RsCNfsLmWVBATWZC6CIAiCxYpXcCq4Ag/EgWPFS4eTowMzRnZm9OxNPL9wJ36ezvRp0dCGidZyDg7QpBuQWuomta4woxTfu/hvr2YJWF/z6QiCINRz+1eAfhHHQx9GHdiu0k93c3ZkdlQ3Hpq5gSfnbWPJpD60Dqy59p2FmVcoOHeOgnNnMWdmIhcUgNmM5O6Og6cnTv7+OAcH4+DuXjMJhXQHfil1dW0szMsAL02KYeeNKwzhmuQaz0YQBKE+yzHBsuchoC3HQoehruJufD1cmDO+B4Pj/mX8nC0sje5LI2/X8p9YCebcXHL27sV9VRKnV60i9+Ahcg8fxnz5coWe79igAc5NQ3AL1+DWtq3yFd4GydnKd4+2Hwq8VurqWleYNSmGx8pYN7K0dYIgCIIN/PkmZJ6Bh+cjH6xYgStNE193vo3qzkMzN/D4vK38OKEX7i5Vn7tZLigge+dOMtesIWvzFrL37YP8fHyAy76+uLZqhc99kbg0aYJTQABOAYE4+niDkxOSgwPm7GzMmZkUpF0g/+RJ8k+dIs9oJGP5ci4tXAiAg6cnHt264dG7F1633oprWFi13gMAGrUpc3WtK8yCIAhCLXFkDWxPgD7PQJOucDC52rvUhqiY/nAnnpy/jRd+2kncyC44OFR8TiRzVhaXV68mM2k1mevWYTaZwMkJ9w4d8I8ai3vnzuzIzOSW++9HKuN2rrLIskz+yZPk6PVc2byZrPUbyFyzhnOxH+HSsgU+d92Nz9134drKNnfwisIsCIIg/FdOBvz2NDQIg/6ln3atijvbBfH6vRr+L9HARytTePUeTZnby4WFZG3ahOnX37j811+Ys7JwbNAA74gIvG67Dc++fXD0vn7N2pycXOWiDMpocpeQEFxCQvC55x4A8k+d4vLq1VxesZK0L78kLS4ON60W3+HD8Lk3EkcvzyrHu5EozIIgCMJ/rXxN6fI1fgW4eFh994/1a86xC1nMXHMEtb8nj/Ro9p9tCs6fJ33hT1xatIiCs2dx8PbGJ/JefAYNwqNbNySHmrvj1zk4mAajRtFg1CgKzp8n448/uLRoEWfeepuzsR/hO3gwDcaPw6Vp02rHEoVZEARBKC5lOez4Dvq9AM162iSEJEm8PagtqelZvLF0DyF+7tzSqhEA2bt2cXH+AjJWrID8fDxvuYXAV1/Fa0B/HFytO2CsKpwaNaLB2LH4jRlDzq5dpP+4kPRFi0j/8Ue877gD/8cexb1Dh6rv34q5CoIgCHXdlTT4fTIEaaH/qzYN5eTowBePdGZ4/AYmzd/GLz2dcfp+Dtlbt+Hg5YXfIw/TYORIXNRqm+ZRVZIk4d6pE+6dOtHo+edJn/8d6T8u5PLKlXj06kWjyZPx6FL5ifpEYRYEQRAUsgy/P6vcIjX2N3BysXlIL1cn4lvloP/gM/IXHqMwIIDA115DNXSoVa/b2ppzYAABL76I/5MTubRoERdmz+bYyJF43nYrjSZPxr1dxe//rmstOQVBEARb2fUDpCyDiDchsK3Nw2Vt386xhx8h+8VnCXPMJa7Tg/xvzAeoRo+uU0W5KEcvT/zHj6Plnytp9MILZO/chfHBYZx49jnyUkvv9lWUKMyCIAgCXDquzBwV2hd6V6wXdlXlHTvGicnPcmzkKPJPnybovXdpu+pP+jz/BKsOX+J/K1JsGr8mOHh60vCJCbT8+y8aTppE5j//cOTeSM598inmrKwynytOZQuCINR35kL45Snl8eCvwKHqTT/KUpiZSdoXM7i4YAGSiwsNJz+D/7hxOHgoo75H9mxGypkMZv5zhDZB3gztEmKTPGqSo7c3jSY/g++Ihzj/6TQuzJrF5b//M7NxMaIwC4Ig1HfrPoVj65SiXIHpHCtLlmUyli/nXOxHFKSl4TtsGI0mP4NTo0b/2fbN+9py8GwmMT/rCWvkRaemvlbPxx6cAwMJ/igW1ZDBnJrySpnbilPZgiAI9VnqZlj9IbQfBh0fsfruc48c4fj4Rzn14ks4BQai/mkhjd97t8SiDODs6MCXo7oQ6OPKE/O2cjYjx+o52ZNnr140/3VpmduIwiwIglBf5ZhgyWOgCoH7PoVqdMu6kTkvj3PTp3PkgcHk7NtH0NtvoV74I+5abbnP9fN0YfbY7lzJLeCJeVvJyS+0Wl61gZOfX5nrRWEWBEGoj2RZmTXKdBIe/AbcVFbbdbZez9GhQ7nwVTyqe++hxfJE/B55BMmx4teu2wR5M21EJ3adMPHG0j3Ismy1/Go7cY1ZEAShPtr5PexZotwa1bS7VXZpzs0lbcYMLnzzLU6NGtH065l43Xprlfd3Z7sgnh3YiumrDtKpqS+je1n/+rc9HNtzocz1ojALgiDUN2mHYPnLoL4F+j1vlV1m79rFqVdfI+/IEXyHDyNgypRiE0tU1bMDW7H7xCXe+X0vbYN96NKs7NPAdcH2lcfKXC9OZQuCINQn+TmweLzS1Wvo19W+NUouLOT8l19iHDkKc3Y2TWfPpvF771mlKAM4OEhMG9GJIJUbk+Zv5/zlXKvs117OHDFx6uClMrcRhVkQBKE++eNlOLMbBseDT3C1dpV/8iTHxkaR9vkX+Nx7L2G//YpXv75WSvQ6Xw8X4kd3JT0rj2d+2E5BodnqMWrK9pXHcPUo+2S1KMyCIAj1xY4FsH0e3PIitLm7WrsyJSZyZPAQclNSCJ76P5pM/Z/VjpJL0i5YxYdDtWw8cpGP6mhnsIunr3B0Vxra/mU3ThHXmAVBEOqDM3pIfAGa3woDXq/ybgozr3D2//4P09KluHfsSPDHU60yB3FFDO0Sws7US8xae5SOTX25r0P1jvhr2o6/juPk7ECHAaIwC+VQxyQ2B54B1BT5nTDGRt5vr5wEQbCiHBP8NBbc/eDBb6t8Xdnp5EmMH8aSl5pKw0mTaDjpKSSnmi0jb0S2Ze+pDKYs3k3rQG9aB9ruKN2aMtNzOLDpDO1uaYK7d9mzdonCXAJtgjYQaGL59qQ+Sn+2RgLrVMXiojPVTFxYCnwD/A7U3Ys3giD8lyzD0knKJBXjEsGr5I5b5bn0y1IaxH6E2deX0IS5eHS3zi1WleXipHQGi/x8HRO/28avT/fF283ZLrlUxq5VqcgydLq9/LMLojAXoU3QdgLiARVw0rI4RJugvQRM0kfpt5fyvORqBdapSoyLTnUJmITOVGJcdKrqxb0uxxgb+XlFN1bHJBaL62qlJARBqJ5CcyG/H/mdxCOJHL50mLTsNFwlBxrm5RDWthctzq2ni5RD18CueLtU7EjTnJvL2f97n0uLFpHfujWtv5ldajvNmhLo40bcyM6MnL2JmCV6ZozsjGTFrmXWlpddwN51p2jZNQCfhu7lbi8Kc3FzgSf1UfpNRRdqE7S9gDlAR1vGRWcqFhedytZxr5qujkl8G/gTuHYvgjE2suQPBDcwm80kJyfbKDXryczMFHlakcjTeqyR4+XCy8w+P5sjuUcIdAokzDWM3q5N8Tu7hmOeARzIK2D93u+Ys3cOEhJNXZoS7haOxl1Dc9fmOEr/Pb3teP48qq9n4ZyaypW77+LMgAGk791brTytaWhLJxbpT+M37wK3h14/aq5tP/O0/TL5OTKFfudITj5f7vZSTbQ5kyRpqyzL3WweqJpxtQnag/oofatS1h3SR+lb2iIuOtVBdKYS46JTHUJnsk1cC3VM4ofAGOAw109ly8bYyIiKPL9Nmzby/v37Kxu2xiUnJ9O/f397p1Eukad11YU8q5tjobmQcSvGYbho4O3eb3Nf2H1IGafg69uUVpsTVoObD7mFuew+v5tNpzex+cxmdp/fTaFciLezNz0b96Rvk770a9KPIM8gLicnX5sFKfijWLwHDKh176XZLPP4vK2sPXiexRP70NEyE1VtytNslpn/5ga8/FwZ+lLXa8slSUKW5RIP88URc3F/aBO0icA8INWyrCkwFlhhy7joVPaIe9VwIMwYG5lXA7EEQbASWZY5fOkw8w3z2Xl+Jx/0+4BBLQYpTUR+GgP52RC1DNx8AHB1dKV7UHe6BynXhy/nXWbT6U2sO7mOdSfX8ffxv0GWeXSHH3f9mUZ28yDy3n0Wj9YtcTPn2/OllsjBQeKT4R2574t1TFqwneWTb0HlUbuuNx/deZ7LF3LoN6zkY6+SiMJchD5KP1mboL0HeICig7AgTh+lX26zwDrTZHSqEuOiM9ku7nV7AF/gXA3EEgShimRZ5mjGUbac3sLmM5vZenYrF3MuIiExWjOa+8LuUwZ7LX8RTm6DEfMhILzU/Xm7eHN76O3cHnq7UuTP7uPM62/i/6+BDW2diLv3PHl734S94Cg5onJQ0XJlS5p4NSHYK5gmXk0I8Q6hiVcTGro3xEGq+dYYfp4uzBjZmYdmbuDFRTuZNbbGT86WadeqVHwauqHu2LDCzxGF+Qb6KP0fwB81Hlhnsk9chS+Qoo5J3ELxa8zidilBsLNCcyG7zu8i6XgSq46v4kTmCQACPALoE9yHHkE96NG4B028LJ/pN8+CHfPh1pdBM6jCcQrOnMEx+i38DSk0euEFxj3+GPflpJF6OZXjGcdJvZzKjsM7yC3MZe3JtaRlpxV7vouDC7eE3MLzXZ8n1KdmJ5vo3MyP1+7V8M7v+5i19gitazR66c4aMzh92ES/4a1wcKj44DRRmIvQJmhVwKsoR66BgIxyFPkrEKuP0l+ySWCdqsy46Ey2iXvd2zbevyAIlZBbmMum05tIOp7E6tTVXMy5iLODMz0b92R8+/H0atyLpt5N/zsS+dgGWBEDre6C/q9VOF7W9h2cmDwZOTubkC/j8B4wAFCKf4BHAF0DlWujyRnXr93mFORw6sopTl4+ycnMkxw1HWXpoaWsObGGkeEjeVz7OH5uNTfhxLg+ajYfvchHK/YT092V/jUWuXS7VqXi4uaIpm/jSj1PFObifgKSgAH6KP0ZAG2CNggYZ1l3p63jojOdAUCnqom4ABhjI9fYcv+CIJTvct5l1p5Yy6rjq1h3ch1ZBVl4Ontya5NbiWgWQb8m/fBy8Sp9B6aTShMR31DL5BQVO61s+vVXTr3xJs7BjWk6dw6uLSs01hQ3JzfCVGGEqcKuLZvQYQIzdszgu33fsfjAYkZpRhHVLgqVq/Xmei6NJEl8NKwD+75Yx5c7sxl6Ry7+Xva7mfPyxRwObTtHh4gQXNwqV2pFYS5OrY/Sf1R0gaVAx2oTtONtGRedqVhcS4GORaeyZVxBEOzofNZ5VqeuZvHZxRxceJACcwEN3RsSGRZJRLMIegT1wMWx7C5RAORdgYWjID8Lon4Hd99ynyLLMhdmfs35zz7Do2dPQqZ/hqNv+c8rS0P3huj66BjTdgxf7fqKWfpZ/JDyA2PbjmV8+/G4OblVa//l8XFzJm5kFwbHreO5hTtJGN+jUqeQrUmffAJkmQ7l9MUuiSjMxR3TJminAAlXu31ZuoCN4/poaZvERaeaAiRc6/aldAGzdVwA1DGJxTqOGWMja6rjmCDUO0aTkaRU5Xrx7vO7AWjk1IgxmjFENIugQ6MOlRtEZS6EJRPg9C54+PsyB3tdJRcUcOb//o9LPy7EZ9Aggt//PySXCnwAqKAWvi34+LaPmaCdwFe7vuLLXV+y8/xOPo/4HFdH2x7Ftm+iYrTGhbl704hbfYhnBlZ8NLS15OUUsG/dKcI6N6pQQ5EbicJc3AggBlhjKcgycBb4DXioJuJaCnKNxFXHJHaihI5j6pjES8CkijYYEQShdLIss+/iPlYdW8Wq46s4YjoCQFv/tjzT+RkimkaQujOVAd0GVC3AX2/B/kS4+yNoc0+5m5uzsjj54ktkrl6N/4QJNHr+OaQKnvaurDYN2vDZgM/45eAvvLX+LV5IfoHP+n+Gs6Ntb2m6LcSJS84Nmfb3AbqG+tGnZcVHRFvD/o1nyM0qoOPAZlV6vijMxbUGPtBH6V/RJmg9UIplF8u6QlvHRWd6BZ2qJuPOBZ40xkYW6zimjkmsqY5jgnBTkmWZA+kHWGFcwUrjSlIvp+IoOdItsBsPtXmIiKYRNPa6PiDohHSiaoE2z4INM6DHk9BrYrmbF1y4QOpTk8jR6wl88w0ajBpVtbiVNKTVEArkAt7d8C4vrXmJj/t/jLOD7YqzJEm8P0SL/qSJyT/uZPnkfgT42PY0+lWyWWZXUioBah+CwnyqtA8xH3Nx3wJXLI8/A7yBWCALpVDdbHE9byzKAMbYyI2Apw3jCsJN6fClw8TtjOP+pfcz7PdhzNkzhxCvEN7p8w7JDyUz+67ZjNKMKlaUq+zAn/DHFGh9N9z9Ybmb5x07hvGRkeTu30/IF5/XWFG+anjr4bza41WSUpOI+SeGAnOBTeN5ujrx1eiuXMktYPKPOygorJn5eYx7LmA6l02ngSWMmq8gccRcnIM+Sn/1t6WbPkp/9ah1nTZBu9OWcdGZrsVFZ7oWF53KlnH/UMck2rPjmCDUeccyjrHSuJI/jv7BoUuHkJDoFtSNMW3HcHvo7TRwa2D9oGf0sHg8BLaHB78pdxrH7N27SZ34FJjNNJs7B4/Ona2fUwWM1IykwFzA1K1TcVznyIf9PsSxilNQVkTrQG/eG9yelxbtYvqqg7x4Zxubxbpq16rjePm5Etal6hN9iMJc3B5tgna8Pko/B9ilTdB200fpt2oTtK0BW/aj24NONR6daQ6wC52qGzrTVnQqm8Y1xkZOVscklthxzBgbWRMdxwShTjp86TArjSv5+/jfHEw/CEDngM7E9IjhztA7aeRhw9mXMk7BgofA1QdGLgTXMm6hAi4nrebkCy/g1LAhTWd9jWvz5rbLrQLGthtLvjmfz7Z/hrODM+/1fc+mHcOGdQ1h05ELzFh9iO7qBtza2nY/m7QTmZzcf4neQ1rg6Fj11yQKc3GPA9O1Cdo3gDRggzZBm4pyNPm4reOiU12Li05VE3Exxkbas+OYINQZmXmZ/Hb4N5YcXMKB9ANISHQO6MzL3V7mTvWdBHkG2T6J3Ez4fgTkZsCjK8AnuMzN039cyJl338WtbVuaxn+FU8OaHQRVmse0j1FgLmDGzhk4OzjzVu+3bFqc332gPbtPmHhu4U6WT76FIJVtrjfvTkrFycWBtv3K/rmURxTmIvRRehMwTpug9QGao7w/J67eOmUzOpMJGIdOVSzutVunbEQdk1hmxzFjbOQlW8YXhLrgYPpBfkz5kd+P/E52QTbt/Nvxao9XuVN9Jw3da7DQFebDonFwdg88shCCtKVuKssy56dP50L8TDxvu5WQTz/FwbN2DRt5suOT5Jvzmbl7Jk4OTrze83Wbzans7uJI3Kgu3D9jHZN/2MH3E3riVI0j2pJkZeRxYPNZNH0a4+ZZvYFtojCXQB+lzwB21Xhgnamm417rOGaMjTwDoI5JrLGOY4JQm+08t5P43fH8e/JfXBxcuKf5PTwc/jDtG7av+WRkGZY9D4f+gvumQevS/2vKeXmcfvMtTL/+iu/wYQS9/TaSU+38Ux/dKZp8cz7f7vkWJwcnXun+is2Kc8sALz4YouW5hTv55K8DvHJ3+fd7V8betScpLDDTIaLyDUVuVDt/WkJNURtjI4t1HLMU6Fh1TKLoOCbUO7Iss/XsVmbunsmm05vwc/Xj2S7PMqzVMHzdfO2X2JqPYMd3cMtL0O3RUjcrzMzk5ORnubJ+PQ2feZqGkybZrNBZgyRJPNflOfLN+Xy37zucJCde7PaizXIe3LkJm45e4Kvkw3RX+xERHmiV/Rbmm9mz5iTN2vnjF1T9MxOiMNdvx9QxiVOAhKvdvixdwMZRAx3HBKG2kGWZNSfWMFs/m13nd+Hv5s9L3V5ieOvheDh72De57fMg+UPoOBIi3ih1s/yz50idOJHcAwdo/P77+D44tAaTrDpJkni528sUmAtI2JeAs6MzkztPtllxfntQO3ammnjhp10kTr6FJr6V78x1o0PbzpKVkUfHgdU/WgZRmOu7ax3H1DGJAYAEnMH2nc4EoVYoMBew0riSb/Z8w8H0gwR7BvNaz9cY0nKIzfs6V8iBP+H356BFBNz/OZRSrHIPHeL4E09QeMlE0/h4vG7pV7N5VpMkSbza41UKzAXM1s/GxcGFpzo9ZZNYbs6OxI3szP0z/uWZ77ez8MneOFfjerMsy+xclYpfkAdNNda5NU4U5nrMGBuZDrxi+RKEeiOnIIdfD/3K3L1zOZF5gjBVGB/0+4C7m99t045UlXJyOyyKgsB28NA8KKWNZdbWraROikZycSH0u3m4t2tXw4lahyRJvNHrDfLN+Xy560ucHJyY0GGCTWKFNfIi9kEtT3+/g/+tSOH1yLZV3tfpQybSUjPpP6qN1Y7yRWGux9QxiT0BgzE2MkMdk+jO9Vag+4APjLGRJrsmKAhWlpGXwcKUhcw3zOdizkU6NOzAS91eYkCzATa9XafSLh6F7x8Cj4YwahG4epe4WcaKFZx6eQrOISE0nTULl5AmJW5XVzhIDuh66ygwF/D5js9xcnBifHvbDHe5r0Mwm45cZNbao/Ro7s8dbat2vXlXUiqunk607mm92+VEYa7fvuV6P+zpKC1APwIGorQCrRsXqQShHOeyzvHdvu9YdGARV/Kv0LdJXx5r/xjdArvVvsFRVy7A/AeV26PGJYJ3yX/wLyYkcDb2I9w7dSLkyzic/PxqOFHbcHRw5L2+71FgLuDTbZ/i7ODM6LajbRLrjfs07EhN58WfdpI4+RaaNqjceIKMtGyO7jxP57tCcXaxXgczUZjrNwdjbOS1VqDG2MhrrUDVMYk77ZSTIFjN8YzjfH/he7Yu2UqhXMhd6rt4tP2jhDew7q0yVpOXBT+MANMJiPoNGv23haRsNnPuo/9xMSEB7zvuIHjq/3BwqwXXw63IycGJD275gEK5kI+2fISTgxMPhz9s9TiuTo7EjezCfZ+v4+kfdrDoyd64OFX8zMnu5BNIkoT2NuueqahF524EO9hT5LaoXeqYxG4A6phEW7cgFQSbOnLpCDFrYxi0dBBbr2xlaKuhLBuyjP/d+r/aW5TNhbDkcTixFR6cDc16/XeT3FxOvvAiFxMS8BszhiafTbvpivJVzg7OfHTLR/Rv2p/3N73PkgNLbBIn1N+T/w3rwK7US3z4h6HCz8vLKcCw7hQtugbg5Wfdn0GtP2I2hGuaAFfPEZzSpBhsOyVJ/fI4MF0dk3itFag6JrFGWoEKgi3sv7ifr3d/zV/H/sLNyY0xmjG0zmjN/b3ut3dqZZNlWP6SMq/yPf+Dtv/Nt/DSJVKffprsrdsImDKFBuPH1b7T8Fbm7OjMJ7d9wrOrn+WdDe/g6ODI4JaDrR7nHm1jxvVRM+dfIz2bN+Du9uXP/pWy4TR5OYV0jGhq9XxsUpjjJiYlV/W5hnDNq4CzJsXwrmXRBuAS4AIkAKXOb2YI11Q5bn1kGdw1Th2TWKwV6NV7mgWhrtibtpeZu2eyOnU1ns6ePKZ9jDFtx9DArQHJycn2Tq9cauMPcGwh9H0Wej75n/X5J09y/IknyT9+nOBPPkYVGWmHLO3DxdGFzwZ8xjOrnuGtf98ipyDHJqe1X7tXw47j6by8eDdtG6to5l/69WZlzuUTBIX5ENi8anMul6XShTluYpJ/dHzEBatnct1w4JYi31/QpBg6G8I1jsAayijMQtUYYyPt04JUEKohuyCbFUdX8NP+n9hzYQ/eLt5M6jiJkZqRqFxV9k6v4jbNRH1sIXQeDbe/85/VOQYDqU88iTknh6azZ+PZs4cdkrQvV0dXPo/4nJf/eZn3N73P+ezzRHeKtupIehcnB2aM7ELk52uJ/n47i5/qjatTyQO6jHsukHE+m14PhFktflFlFua4iUmxwMfR8RFpcROTuqH0TzbHTUxyBsZGx0esKel50fER/Yt+//RMtlYmKU2K4UqRb6dblhUawjVltmjRpBiKxUWSKhVXEITa71jGMX7a/xNLDy0lIy+DFqoWxPSI4f4W9+PtUvJtRbWWfjH8MYU0/x40vG/6fxqIZK5dx8lnn8XBx4fQBfNxa93aTonan5uTG9P6T+PdDe/y9e6vOXzpMB/0+8CqndmaNvDg4+EdeeK7bbyfaODdB0rui747KRUvP1dadLbNFJLlfdyIjI6PSLM8ngqMiI6PaAncAXxik4zAyxCuuXYnvSbFMBfAEK5xBax/zkAQhFovpyCHZUeW8ejKR7nvl/v43vA9fYL7MOeuOfzywC+M0oyqe0X50N/wy5MQ2pd9bV8Cx+LHSemLFpE6cSLOzZqhXvhjvS7KVzk5OPFOn3eY0n0Kq1NXM/qP0Rw1HbVqjDvbBfF4v+bM23CMZbtP/Wd92olMTqSko+0fgoOVZ6i6qry9OsVNTLr62+IeHR+xBSA6PuIA4GqTjGAxMNMQrrn2McgQrvEE4i3rBEGoB2RZxnDBwAebPiBiUQSvrn2V05mneabzM/w57E+m3jaVbkG18D7kijixFRaOgUYaeOQHzI7X/5zKssy5aZ9x5s238OzTh9D583EOtM5kCzcDSZIY03YMXw38ivNZ5xmxbARLDy1FlmWrxXjlnnA6N/MlZomeo2lXiq3b+fdxnFwdqz3nclnKu8b8JbDcckp7RdzEpOnAz0AEsNNGOb0JvA8cN4RrjlmWNQO+sawTBOEmdvjSYVYYV7Di6AqMGUZcHFy4PfR2Hmz1IN2CutWuDl1VcX4/LBgGXgEwegm4Xb8ebs7L4/Rrr5OxbBm+w4cT9NabSM61pEVoLdOnSR8WD1pMzNoY3vz3TTac2sCbvd7Ey8Wr2vt2dixyvXnBdn6e1Ac3Z0cy03M4uPks7fs3qfacy2UpszBHx0d8ETcxSQ88BbS2bN8KWAq8Z4uENCmGQiDGEK55B2hpWXxIk2LItkU8QRDsS5ZlUi6msObEGlYaV3Lo0iEkJLoFdWNM2zHcpb6rbg3mKsulVPhuCDg4w5hfwPv6kXDhpUucePoZsrZupdHzz+P/xIS6eTagBgV6BjL7ztnM0s/iq11foU/TM/XWqVbZdxNfdz59qCOPzt3Ku8v28cEQLbuTTiCDTW6RKqrcUdnR8RHJQPKNy+MmJo1HadtoE5ZCrLfV/gVBsJ+s/Cw2nN7A2hNrWXtiLeeyzwHQOaAzMT1iuDP0Thp52GZgjd1cuQDzh0LuZaXVZoPrI3od0tIwjhxFfmoqwVOnohp0nx0TrVscHRyZ2HEiPYJ68MraVxj9x2gGqQZxm3xbtT/YRIQH8uRtYcxcc4TuTVSkrT1Jyy6N8GlY/akiy1Kd+5jfwYaFWRCEm0dWfha7zu9iy5ktbD27FX2angJzAZ7OnvQJ7sMtTW7hlpBbaOje0N6p2kZuJnw/HNKPKUfKjTtcW5Wt19Pgo/9R4OBAs2+/waN7dzsmWnd1CezC4kGLeXv92/xy/Bc8t3gypfuUahfnl+5swzZjOot+SqFvjhOd7mhmpYxLV97tUrtLWSUBNhmNYAjXuAAPo3T5+tsQrhkJ9AEMwNeaFINoFSkItVihuRBjhpF9F/ax78I+9Gl69l7YS4G5AEfJkXb+7RjTdgz9gvvROaAzzqVMZ3jTKMiDhaPh1A4YMR/Ufa+turxqFSdffAk8PVF/Nw/XMNvcF1tfqFxVfNr/U5795VnmG+aTU5jDW73eqlZxdnZ0YPqIjsx/cyPnPcAzyHq3Z5WmvCPmQOAuIP2G5RKw3iYZKUfhToCHIVwTBXihDDgbCPQAomwUVxCESrqxCO+7sA/DRQPZBcqQEHcnd8IbhBPVNoruQd3pFNAJT2dPO2ddg8yFyi1RR1bD/TMgXOnYJcsyF+fM5dzUqbi1b8+5MaNFUbYSB8mBoX5DaaVuxSz9LFwcXIjpEVOt4px58DJehRJ/OuRybvEu4kZ2sen1//IK8zLAKzo+YueNK6rTdrMcWk2KoYMhXOMEnASCLc1F5iO6UwmC3RSaCzmWcYy9F/ay78I+1p9Zz5QfpvynCA9tNZS2/m1p598OtY8aRwfrTYdXp8gyLH8Z9v6sdPTqMkZZnJfH6XffxbR4Cd533knwR7Ec27TJzsneXCRJ4pnOz5BbmMu8ffNo5tOMUZpRVdqXLMvs+PM4fo09eah/Mz78Yz/xa47wVP8WVs76uvJGZT9WxrqR1k8HAAfL6WxPwANQARdR7pu+yc95CULtkG/O55jpGIaLhlKPhIMcg64V4bYN2tJc1bz+FuEbyTL8/TZs/Qb6TFZ6YGMZeT35WbI2b8Z/4pM0mjwZyaGO3/5VS0mSxEvdXsKYYWTatmkMaDqAYK/K33t8wpDOhZOZRIwNJ7x3Y/QnM/jfyhTaBvtwW2vbDFCsjbNLfQOkoMwo9TqwyBCuOQL0An60Z2KCcLORZZn1p9az6fQmMvMzuZx3maOmoxwxHSHfrAzncHN0I7xBOENaDrl2JNxc1Zy1/6ylf4/+9n0BtdXaT+Df6dDtUbjjXZAkco8e5cTEp8g/dYrg/32E6v5aPuPVTUCSJN7s9Sb3/nwv3+i/4c3elW+FseOvY3ioXGjdPQhJkvjfsA4cOpfJM99v5/dn+hHqb/1LM7WuMGtSDNMM4ZqFlsenDOGaecDtwCxNimGzfbMThJvH7vO7mbZtGlvPbsXZwRlvF288nT0J9QmlT5M+tPJtRXiDcJqrmuPkUOv+VNRem2ZC0nvQYQTc+wlIElc2bODEs88hOTnRLGEuHl262DvLeiPIM4jBLQfzy6FfmNBhAkGeQRV+7vnUy6Qa0uk1OAxHZ+XMhoeLE1+P6cagGet48rtt/DypDx4u1v3/USv/t2lSDKeKPL6EaMUpCFZzPus807ZN4/cjv9PArQGv9XyNYa2G3fyjo2vCjgXwxxQIvw8e+BIcHEhf+BNn3nsP1+ZqQr6KxyWkib2zrHce0z7GLwd/Yc6eObza89UKP2/7imM4uznS/tbiP7Nm/h588Uhnxs3ZzMuLdzPjkc5WHQwmLm4IQj2Rb84nYW8Cg5YOYoVxBY9rH2f50OU8Ev6IKMrWsHcp/PY0hA2AYd8iy3Dmgw848/bbePbpTegPP4iibCdNvJowqMUglhxcQlp2WvlPANLPXOHQ9nNobwvB1eO//z9ubd2IKXeHk7j7NF//c8Sq+YrCLAj1wIZTGxj22zA+3voxXQK68MsDv/Bsl2fr161LtnTwL1jyOIT0gIcXUHA5i+OPTyB93nc0iBpL0y+/xNGr+j2chap7XPs4+eZ85u6ZW6Htt/95HEcnBzoOLL395pO3hhGpbcxHK1L458B5K2UqCrMg3NROZZ7iheQXeOKvJ8grzGNGxAy+vP1LQn1C7Z3azePIGqWBSGBbGPUTOUdPYhz+ENnbt9P4ww8JfPVVJKdaedWwXmnm04x7m9/LTwd+4mLOxTK3vXwxhwMbz9C2XzAePi6lbnd1MFjrQG+iv9/OoXOXrZKrKMyCcBPKLcxl5q6ZPLD0AdaeWMvTnZ5m6eCl3Nb0NnundnM5uha+HwF+zWH0z2Ss2YTxkUeQ8/IInf8dvkMG2ztDoYgJHSaQU5DDvL3zytxux5/HAehcgfabnq5OzI7qhquTI4/O3crFK3nVzlMUZkG4iciyzOrjqxm8dDAzds7glpBb+G3wbzzZ8UlcHW01hXo9ZVwH3z8EfqHIY37l/Dffc/LZZ3Fr1Qr14kW4d+hQ/j6EGhWmCuMu9V38kPIDplxTidtkZeSx799TtOkVhHcDtwrtN8TPg6/HduVMRg4Tv9tGbkFhtfIUhVkQbhLHMo4xadUkJq+ejIujC7PunMWn/T+lsVdje6d28zm2HhY8BKqmFD74Iydi3iXty69QDR1Ks+/m4RwQYO8MhVJM6DCBrIIs5hvml7h+16rjmAvMdLmrcpd7ujTz4+PhHdlsvMhrP+9BluUq5ygufAhCHZeVn8XXu79m3r55uDi68HK3l3lE8wjODmKktU0c2wDzh4GqCXkRX5H6+DPkHTUS+Prr+I0eJeZQruVa+7VmYLOBLNi3gLFtx+Lt4n1tXc6VfPRrTtKiawC+gZWfrOL+jsEcPpfJ9FUHaRngVeW2naIwC0IdJcsyK40rmbp1KueyznF/i/t5vuvzN+/UibXB8U2wYBj4BJPZ+k1OjpuE5OBAs29m49mrl72zEyroyQ5Psur4Kr43fM+THZ+8tlyffIL8nEK63l31wZHP3d6KI2lX+GhFCs0benJ3+4o3NLlKFGZBqIMOpB8gdnMsW85sQdNAwye3fUKngE72TuvmlroZ5j+I7BXIRaexnHvuVVxbtiTkyzhcQkLsnZ1QCRp/DbeF3MZ3hu8Y3XY0ns6e5OUUsDvpBGqtPw1DvMvfSSkkSWLqsA6kXszi+YU7CfbtRYcQ30rtQ1xjFoQ65HjGcWLWxjDst2EcSD/Am73e5IfIH0RRtrVj6+G7oZjdGnHqaF/OTf8K79tvR/3D96Io11FPdngSU66JH1J+AGDPmpPkXMmn6z3qau/bzdmRr8d2pYGnC4/O3cKxC1cq9XxRmAWhDjideRrdeh33L72fVcdWMa79OJYNXsZDbR4SMzrZ2uHVMP9B8h0COfZPMzL++JtGz06myfTPcPAUDVrqKm0jLX2b9GXe3nmYMi+z46/jNG3bgKAwlVX2H+DtxrzHelBglhn77WbSMnMr/FxxKrsU2gRtAwB9lL7sO9GtTadqoPxrqrG46phEX2AsoKbI74QxNnJyTeUglCwtO41Zu2ex6MAiAEa0GcGEDhPEdeSacmAlLBxDVp6aE0nOyNknCImbgffAgfbOTLCCpzo+xejlo1m45E/yM/3ocV9zq+6/RSMvvonqzqjZG3l07hZ+mNALT9fyy64ozEVoE7TNgP8BA4FLgKRN0PoASUCMPkpvLOV5ydUKrFP9Jy461bW46EwlxkWnql7c65YDGwE9YC5vY3VMYrG44u5Y60vPSWfO3jn8YPiBfHM+g1sO5skOT4pbn2rSvl9h8WOknwvjTHI2zk38aDp3Lq6tWtk7M8FKOjbqSL9Gt5K53JWwtr5WO1ouqmuoHzMe6cIT321l0oLtzI7qhrNj2SerRWEubiHwGTBKH6UvBNAmaB2B4ShzQdtq2OW1uOhMyp3pOlVNxL3KzRgb+UJVn2w2m0lOTrZiOraRmZlZ6/M0FZhYeWElL/70IvlyPl09u3KP6h4C8gLYv3U/+9lv7xSvqQvvJ1Qtz8AzybTeO50Te5qSZbhMblsN5x57jBMnT8LJk7UiR3u4GfPsdDCCggIPdvuuwjc5wyb5OAFRbV2Ys/c84+L+4nFt6W0+AaTq3ARdUZIkbZVluZvNA1UzrjZBe1AfpS/x43BZ66obF53qIDpTyfsua11141qoYxKfBzKBZcC1CyHG2MgKnU5v06aNvH9/7SkYpUlOTqZ///72TqNEZ66c4ds937LkwBLyzflEhkXyuPZxWvhW7T7ImlCb38+iKp3ntrnk//gCJ7Y2I+d0Lg0ee5SA55+3ab/rm/a9tJOK5pmXXcC819dzzucYf2q+4Y8H/8Ddyd1meX329wE++/sgT9waxuuRbZFlucSb3sURc3HbtAnaL4EEINWyrCkQBeywZVx0KnvEvSoPmAq8Dlz9pCYDYTUQu15LzUjlmz3f8OvhX0GG+1veT/sr7Rl+y3B7p1Y/bYznytw3Obk5GBlHmkyfjs9dd9o7K8FGdq9OJTergD6jWvPDngssPrCYMW3H2CzeswNbcfFKXrnTRIrCXNxY4DHgHeDqxKkngd+Ab27CuFe9CLQ0xkZWbKJSodr2X9zP3L1z+ePoHzhKjgxrNYzx7ccT7BVcJ04V3nRkGfmfqVz4cjrndzfEpXkoITO+wDVMfDa9WeVm5bPz71TUHRrSv2sHuqd159s93zK89XDcnCrWI7uyJElCN6gdmbkFTCtjO1GYi9BH6fOAryxfNUdnsk/c6w4BWXaKXW/Issy/p/4lYW8CG09vxN3JnZGakYxrN44AD9Fb2W7MZgp/fZnTcUu4fMIH77vuJPiDD8StUDe5nauUo+WrI7Gf6vgUj658lCUHlzBKM8pmcR0cJP73YAdRmCtKm6B1QjlyHUzxI9dfgW/0Ufp8mwTWqcqMi85km7jXXQF2qmMSV1P8GrO4XcoK8grzSDySyLx98zh06RAB7gE81+U5hrUehsrV+qNAhUoozCf363Gc+HYzeVc8CJjyEg3Gjxf9rm9yWRl57Po7lRZdGtGomdLlq1tgN7oEdOFb/bc82OpBmx01AziJUdmV8h3K7UrvACcsy0JQrvXOB0bcZHGvWmr5EqzodOZpFh1YxJKDS7iYc5HWfq15v9/73KO+B2dHMcGE3eVlkaEbzKnfjuHg7kWzOTPx7NnD3lkJNWDrH0YK8s30vP/6pQpJkni689M8uvJRFhgW8Jj2MbvlJwpzcV31UfrWNyw7AWzUJmgP2DIuOlOJcdGpbBkXAGNsZIKtY9QXGXkZrEldw5/H/uSfE/8AcGvIrYwMH0mvxr3EkVgtIZvOcW5SJBe3ZeLeKoQms7/HOTDQ3mkJNSAjLZu9/5xE06cxfkHFL1d0D+pO/5D+zNbPZkirITRwa2CXHEVhLu6iNkE7HFiij9KbAbQJWgeU+4nTbRkXnWo4sASdSWnwoVPVRFzBSmRZZumhpUzdOpXLeZdp5N6IR9s/yvDWwwn2CrZ3ekIR+Uf0nHr8EbJOFeJ3b28CY+ORXMq+r1S4eWz6/QiSg0T3yJK7fD3f9XmG/jaUr3Z+xeu9Xq/h7BSiMBf3MPAR8KU2QZsOSIAKWG1ZZ/O46FQ1GfcadUxiA6j4vcvCdakZqby78V02nt5Il4AuPN/1eTo06oCDJFrR1zZXVizm5KtvYs6TCX5pPKrHX7F3SkINSjuRyYHNZ+lyZzO8/EruWRjmG8aw1sNYdGARIzUjaa6ybpvOihCFuQhLy80RANoErb9l8XR9lH60TQMrLTeV68g61bW46Ew2jauOSfxPK1B1TOK1VqDG2EijLePXdbmFuXyr/5bZ+tk4OzrzRs83GN5muCjItZBcWEha7OukfbcUF18InfE/XPveb++0hBq28dfDuLo70fnOsudbfqrjUyw7soxPt37KFwO/qKHsrhOFuQhtgva3EhZHXF2uj9Lb5n+yTlVi3GvLdSZb/QW51grUGBtZCKCOSazJVqB11vqT63l/0/scv3yce9T38FL3l8QtT7WUQ0YGqY8M5sruQ6jaOBEU9xMOIW3tnZZQw04dvMQx/QV6D2mBm2fZgy/93f15XPs407dPZ9PpTfRs3LOGslSIwlxcCLAPmI3S+UoCugOf3KRxGxpjIxcWXWAp0D+qYxLfs3HsOunMlTNM3TKVP4/9idpHzdd3fE3v4N72TksoxZVNm2n07ltkZecQdFcDfD/4HcnTv/wnCjcV2Syz/udDeKpc0A6o2PzZY9qOYdH+RUzdMpWF9y2s0elVRWEurhvwLEprypf1Ufqd2gRttj5Kv6Ym46Iz7USnykZnsnXcbeqYRHu2Aq0zruRf4Rv9N8zbNw+AZzo/w7h243BxFIOGaiPZbObCzJmc//xzXLwKaPJkR9ye+g6cbdcHWai9Dmw5y9mjGQyM0uDsUrEC6+roynNdn2PKP1P47fBvDGk1xMZZXicKcxGWkdjTtAnaRZZ/z1IT75EyEnsaOtUiy781E9f+rUBrvUJzIb8c+oUZO2ZwIecCkWGRPNv5WTH9Yi1WkJ7OqZde4sq/6/FplkXh4L64TZwPDuLaf32Un1fIxqWHadTMmzY9gyr13LvVdzPfMJ/Pd3zOXeq78HD2sFGWxYnCXAJ9lP4EMFyboI0EbDMPWEl0phPAcHSqGolrjI20dyvQWkuWZdaeXMtn2z/jYPpBOgd05ouIL9A20to7NaEMWdu3c/K5Zym8kEZQNxO+0W+wJrctzURRrrd2/nWczPRc7ni0HZJD5foISJLEy91eZswfY/hx/4882v5RG2VZnCjMZdBH6ROBxBoPrDPVSFx1TGKZrUCNsZG2bgVaK206vYkvdnzBrvO7aOLVhI9v+5g7Q+8UzUFqMdls5uKcOZz75FOcvcyo776M2+MzQTMIxKQg9VZmeg7bVx6jRZcAglv5VmkfnQI60bdJX+bsmcOINiPwdLZ9D3VRmOs3e7cCrVV2nNvBFzu+YMuZLQR6BPJmrzcZ0nKIaJ9ZyxVeusSpmFfJTE7Gu1kejSNccYxaDo072Ds1wc42Lj2CbIY+Q6s3r3l0x2hGLh/JAsMCnujwhJWyK50ozPVbV2NsZImtQNUxiTZvBVobyLLMpjObmK2fzabTm/B38yemRwzDWg/D1bHkBgRC7ZG9cycnnn+BgnNnCexiwi+iHdLDC8BL3LpW3501ZrB/0xm63BWKT8PqDfrTNtLSP6Q/c/fO5ZHwR/B28bZSliUThbl+u6iOSRwOLDHGRpoB1DGJ9aIVqFk2s/r4ambrZ7Pnwh4aujfkha4vMKLNiBob4CFUnSzLXExI4NzHH+Ps5Yg64izuA0fAfZ+Ck/hAVd/Jssy6nw7g7uNC17vLbiZSUZM6TeKhZQ8xf998nur0lFX2WRpRmOu3a61A1TGJVwuxH0rnrxppBVrT8gvzWX50Od/u+ZYjpiOEeIXwZq83eaDlA+IIuY4oNJk4/cYbXP7rb7zCnAnunIpj5LvQOxrEOAABuHQUzhzJIGJsOC7u1ilzGn8NA5sNZN6+eYzUjLTplK2iMNdjlpabIwDUMYn+lmUX7JmTraRlp/HHpT94Z8k7pGWn0dqvNR/d8hF3qu/EyUH8N6grsnbs4NSLL5F/9gwB3XJp0C4LadhP0Op2e6cm1BI5mfmc3SnTuKWK8F7Wva3xqY5Pser4KhL2JjC5i+2mqxd/kQTgekFWxyTOM8ZGjrV3Ptay98Jevjd8zx9H/yDfnE+/Jv0YpRlF3+C+YpR1HSKbzVyY/Q3np0/H2dddOXXdTgMjvgM/tb3TE2qRDUsPU5gPtz3SptK3R5WnTYM23KW+iwWGBYxpOwY/Nz+r7v8qUZjrMXVM4o09uiVggDom0RfAGBtZJ7v8Zxdk89exv1i0fxE7z+/Ew8mDYa2H0TKjJQ/d/pC90xMqqSAtjVNTXuHK+vV4a7xprDmAY49REPmx6OQlFHPmiIl9607h3wb8m3jZJMZTHZ/iT+OfzNk7hxe6vmCTGKIw128l9ejuhu17dNuE4YKBJQeXsPzIci7nXybUJ5Qp3acwuOVgvF28SRb3s9Y5mf/+y6lXYjBnmAi61QHfkKNIkZ9BlyhxPVkoxlxoZs0P+/H0daVR+zybxWnh24J7w+7lB8MPjG07lobuDa0eQxTm+q1Yj25jbOROdUxitjE20tY9uq3mct5llh9ZzpKDSzBcNODq6ModoXcwtNVQugV2E6er6yg5P5/zX8zgwqxZuDT2o9ntZ3ELaQgPrYCQrvZOT6iF9GtOkpaayd1PtCc1Y59NYz3V8SlWHF3BN/pveKWH9ef0FoW5HrPcIjVNHZO4yPJvTfXorpZ8cz7rT67n9yO/k5yaTG5hLq39WvNqj1eJDIu06WhJwfbyT57k5Esvk71jB76dGxDYYi8O7e6BB+LAo4G90xNqocz0HDb9doRm7RoQ1rkRqTY+tAj1CWVQi0H8tP8notpFEeRZuR7c5an1f4QF2zPGRp4AhqtjEmu2N3glyLKMPk3PsiPLWHF0Bem56fi6+jKk5RAeaPkA7fzbiaPjm0DGn39y+o03oSCP4AhQBe2HOz+EnhPFqWuhRLIsk7xgP7JZ5taH29TY34GJHSey7MgyZutn80avN6y6b1GYhWuMsZH26Q1ehiOmI6w0riTxSCLHMo7h4uDCgGYDuC/sPvoG9xXtMm8S5txczn30Eenf/4BbaEOaaA/j0qwpDPsLgjvbOz2hFjuw+SzH9lyg3/BWqBrV3GDAJl5NGNpyKEsOLmF8+/E08WpS/pMqSBRmoVbJN+ezN20vyanJrDq+CmOGEYDuQd15rP1j3B56u83b4Qk1K/fgQU6+9DK5+/fToIcvAaG7kToOg/umgZuPvdMTarGsjDzW/nSAoDAftANCajz+hA4TWHpoKTN3zeTdvu9abb+iMAt2ZZbNHEg/wKbTm9h0ehPbzm4jqyALR8mRbkHdGKkZyYCmA6x+DUewP9lsJn3+As59/DEObs6E3J6Ld9BRuPcL6DxGnLoWyvXPj/spyDUTMVaDg5XvWa6IIM8gHmrzED+k/MDj2sdp5tPMKvsVhVmoUbIscyzjGJvPbGbj6Y1sObOFS7mXAFD7qBnUYhA9G/ekR1APMYjrJpZ/7hynX3udK+vW4dWmAY01+3AK6whDZ0HDVvZOT6gDDm8/x+Ht5+k1OAy/INtPxViax7SPseTgEj7f8Tkf3/axVfYpCrNgc6ZcExtOb2DDqQ2sP7WeM1fOABDoEcitIbfSq3Evugd1F0fF9UTGX39x5s23MGdnEXSLA75N9iHd+iLc9gqIMQNCBeRk5rPmxwM0bOpFpzusc5RaVQ3dGxLVLor4XfGMaTuGjo06VnufojALNiHLMkmpSSw+sJj1p9Zjls14O3vTK7gXE7QT6Nm4J828m4mR1PWI+coVznz4IabFS3Br6kdw35O4Ng2GoSugWU97pyfUEbIss3pBCrlX8rl/ckccHR3snRLj241n0f5FfLzlY+bdM6/af9dEYRas7vClw7y74V22n9tOoEcgj7Z/lNtCbqN9w/Ziwoh6KnvnTk5OeYX81FT8u3vQSL0XqetouCcWXMVgPqHiUjac4ciO8/Qe0oKGIbXjd8fD2YOnOz/NOxve4e/jf3NH6B3V2p/4KylUmxRy/dPhrvO7mPjXRJwdnHm799sMaTkERwdHO2Yn2JOcl0dafDxpM7/G2c+T0Dsy8GiSDYO+g7Z1shW7YEem81msXXiA4Fa+dj+FfaMhLYewwLCAadum0T+kf7Vu5bT/OQChznO8XSm8plwTLya/iK+rLz8N+olhrYeJolyP5aSkcPShEaR9+RWqtl40v3U/Ht17wKQNoigLlWYuNPP3nH1IDhK3j29rl1HYZXF0cOTFbi+SejmVH/f/WK19icIsVJvkrvwHmbt3LueyzvHxbR+LgVz1mFxQQFp8PEeHD6fgdCohA7IJ7nQMx8FTYfQS8Ba/G0LlbVtxjDNHMrjtkdZ4N3Czdzol6hvclz7Bffhq11dcyK761PaiMAvV5w5Z+Vks3L+Q20Nvp13DdvbOSLCT3MOHMT4ykvOfTcenlQdhEYfw7tEOnloPPSaIe5OFKjlz1MSWRCOtugfSukft/WAnSRKv9HiF7IJsPt32aZX3U+Y15riJSS7Aw8Cp6PiIv+MmJo0E+gAG4Ovo+Ij8KkeuIEO4pglw9XzoKU2KocDWMYXKkdwkVqeu5nLeZR4Jf8Te6Qh2IBcWcnFuAuenT8fB1ZEmt+Xg0zQd7vgIuk8AB3EMIFRNzpV8Vs7ag5evK7c+3Nre6ZQrTBXGuHbjmK2fzdBWQ+kaWPnZ0Mr73zIHiASejZuY9B0wHNgEdEeZw9fqDOGaVw3hmreKLNoALAP+BF62RUyh+v44+gdezl50DhB9jeubPKORY2PGcm7qVDybuxE28Cg+PdvAU/9CzydFURaqTDbLrJq7jyxTHndNaI+bZ924z32CdgKNPRvzfxv/j3xz5Y9fyxuVrY2Oj+gQNzHJCTgJBEfHRxTGTUyaD+wq7UlxE5OSK53JdcOBW4p8f0GTYuhsCNc4AmuAD0t7oiFcU524QjWsObGGgc0Gituh6hOzmYvz5nHu02lIjhB8Sw4+zdKRbn9fmQ1KFGShmnb8fRyj/gL9HmpFYPO60zfdw9mDmB4xPLv6Webvm8/49uMr9fzy/uc4WE5newMewNUeia6AzT66aFIMV4p8O92yrBCoualDhErrHtTd3ikINST38GH8Pv6Esx98iEeIM2EDjah6tUaa9C/0niSKslBtpw9dYuPSI7To3IgOdpigoroGNB1A/6b9+XLnl5y4fKJSzy3v8OYbIAXlGu/rwKK4iUlHgF5AqePBo+Mj+hf9/umZbK1ETl6GcI2zJsWQD6BJMcwFMIRrXIEyPzJpUgzF4iJJlYkrVFML3xb2TkGwMTk/nwuzZ5P25Ve4OEFwv2x8QtORBr4HvZ4CcXucYAXZl/NYOXsv3v5uDBirqZMdAiVJ4vWer/PA0gf4v03/x1cDv6rw6yjzY210fMQ0oB/QOzo+4nPgQWAl8Fh0fMQ71U28FIuBmYZwjcfVBYZwjScQb1kn1FJhqjB7pyDYUPaevRwdNpzz0z/Hu4Uzre5KRXVrR6ToDdDnaVGUBaswF5r585u95GTmc/eE9ri6193LY0GeQTzT+Rn+PfkvK40rK/y8cl9xdHzEqSKPL2H74vgm8D5w3BCuOWZZ1gzl6P1NG8cWqqGReyN7pyDYgDk7m7S4OC58OwcnHzdCbs3AOyyLlNCnCX/4XXELlGBV638+zImUdCLGhtOoWe1ouVkdj4Q/wrIjy4jdHEufJn3wcSn/WnmtuxCkSTEUalIMMUBTYJzlq5kmxRAjbpWq3eri6SahbJdXr+bIfYO4MPsbfDVOhEUcxvuOO+DpLZxpPFAUZcGqUjacZteqVDoMCEHTJ9je6ViFo4Mjb/V+i/TcdKZvm16h59TacwSaFEM2oLd3HkLFiNukbi75p05x5oMPyPx7FS5B3oQOvIBHWAOI/B7C77Vstc+uOQo3lzNHTSQv2E+TNn70GdbS3ulYVVv/towMH8kCwwIGtRhEp4BOZW5f646Yhbon7395fHPnN/ZOQ7ACOS+PtFmzOBx5H1fWriWgpwNht+7H455REL2pSFEWBOu5YsplRbweT18X7p7QvlZM5WhtT3d+mgCPAN7d+G659zbXiVdvCNfMs3cOQhkKqNZMKkLtcGXzZo4MHcr5Tz7Fs7knLe5Mxb+bG9Kjy+G+aeCmKn8nglBJ+XmF/BGvJzenkHuf6oCb1835t8TT2ZNXe77KwfSDfKMv+0Cm1p3KNoRrfrthkQQMMIRrfAE0KQYxLY0gWFFBWhrnpn6M6ddfcQ7wI+SOArwb7YO+z8GtU8C5dk4YINR9ZrPM39/u46wxg3ue1OLfxMveKdnUwGYDuaf5PczcNbPM7WpdYQZCUC5ezQZklMLcDfjEnkkJws1Gzsvj4nfzSfvqK8w5Ofj3C6Bh0C4cmnaEB36GIK29UxRucusXH+LIzvP0G96KsE71466O13u+zo5zO8rcpjYW5m7AsygNTV7WpBh2GsI12ZoUwxo75yUINwVZlslcnczZj2LJP3Ycr05hBITuxtX7PES8Bz2fAsfa+KdBuJnsSkplV1IqHSJC6Diwqb3TqTEqVxXv932fv/m71G1q3f8+TYrBDEwzhGsWWf49Sy3MUxDqotyDBzn7YSxX1q/HJTSEpsMC8HJaB81vg0GfQQPRJEawvSM7z7Nu0UHCOjWi77BW9k6nxvVo3KPM9bW24GlSDCeA4YZwTSSQUZOxtQnaQKCJ5duT+ij92RoJrFMVi4vOVCNx1TGJzYFnADVFfieMsZHiev5NoiA9nbQZcaT/+CMOHh4EPtQDP8flSK7ucFccdBol7kkWasSpQ5f465u9BKp9uP3Rtjg4iN+7G9XawnyVJsWQCCTWRCxtgrYTSutPFcpsWgAh2gTtJWCSPkq/vZTnJVcrsE5VYlx0qkvAJHSmEuOiU1Uv7nVLUTqr/Q6Yy9tYHZNYLK6rlZIQrM985QoXEhK4+M23mLOz8b2nH40Ct+CUtRTaPQh3fQjegfZOU6gnzqdeJjFuN14N3Iic1AFnF9HGtSS1vjDXsLnAk/oo/aaiC7UJ2l4oc1N3tGVcdKZicdGpbB33qhxjbOTnVX2y2WwmOTnZiunYRmZmZv3Js6AA97Xr8Fy+HMfLl8nr0I6GHTJpXPAj2eYg9nbQkd6gM2wzAAb75VkD6kKedSFHqF6euRkyR1fJODhCQI9CNm1bb93kiqgr72dpJFmWbR9EkrbKstzN5oGqGVeboD2oj9KXeMFDm6A9pI/SV6gdTaVfr051EJ2p5AstOtUhdCbbxLVQxySOBFoBfwK5V5cbYyNLPlK/QZs2beT9+/dXNmyNS05Opn///vZOo1zVyVM2m8lITOT89M/JP3ECj+7dCYhsg7txJuRlQb/n4JYXwbn6M6jWh/ezptSFHKHqeWam57Bk6jYK880MebELfkGe1k+uiLrwfkqShCzLJZ7HF0fMxf2hTdAmAvOAVMuypsBYYIUt46JT2SPuVVpgDBDB9VPZsuV7oQ6QzWYu//03aXFfkrt/P67h4TT96DU8z89DSvkVQvspTUIatbZ3qkI9k5WRx2/Td5KXVcDgF2xflG8GojAXoY/ST9YmaO8BHqDoICyI00fpl9sssM40GZ2qxLjoTLaLe91wIMwYG5lXA7EEK5LNZi7/+SdpX35F7oEDuISGEvz+2/g4b0LaMRnc/WBwPHR8WAzuEmpcVkYev362g8sXchg0ueNNMVtUTRCF+Qb6KP0fwB81Hlhnsk9cxR7AFzhnp/hCJcmFhVxeuZK0r74i9+AhXJo3J/ijD/FpdBrpn1cg9zJ0nwD9Y8Cjgb3TFeqh7MtKUc44n01kdAeCW/nZO6U6QxTmIrQJWhXwKsqRayDK6dxzwK9ArD5Kf8kmgXWqMuOiM9km7nW+QIo6JnELxa8xi9ulahk5P5+MFStIi59J3uHDuLRoQfDHH+PT2g3pr9dhh0G5J/nuWAhsa+90hXrqalE2WYpySLj4cFgZojAX9xOQBAzQR+nPAGgTtEEoc0L/BNxp67joTGcA0KlqIu5Vb9t4/0I1FWZe4dKiRVycN4+C06dxbdWSJp9+gne3lkhJ78D3y8A3FEYsgPBIcdpasJurRfnSOaUoNxVFudJEYS5OrY/Sf1R0gaVAx2oTtONtGRedqVhcS4GORaeyZVwAjLGRot1pLZV/9hzp878j/ceFmC9fxqN7d4LefguvLuFIa6dC/BhwdIWBb0GvaDHhhGBXmek5/DZ9JxkXcoicJIpyVYnCXNwxbYJ2CpBwtduXpQvYOK6PlrZJXHSqKUDCtW5fShcwW8cVaqns3btJX7AA0/I/oLAQ7zvvxP+xR3FvrYb1M+CLkVCQA13HwW2viCYhgt1dOpfFb5/tJCcrn/sndxTXlKtBFObiRgAxwBpLQZaBs8BvwEM1EddSkGsqLgDqmMRirUCNsZE104JUKMack0NG4nIafP01xmPHcPD0xO+hh2gwLgqX4CDYNhc+HwJXzkPbByDiLWhYoVvcBcGmLpzM5LfpOzEXygx+vjMBoT72TqlOE4W5CH2UPl2boJ0D/AVs1EfpM6+u0yZo78ZW9xTrTOnoVNfiojNlXl+nsllcdUxiJ0poBaqOSbwETKpogxGhevJSU0n/4UdMS5ZQaDIhNW5M4Ftvorr/ARw93GHfL/DL/8HFI8r9yI/8CCE13q9HEEp05oiJZTN24eTswJAXu9AgWNynXF2iMBehTdBOBqJRehTO1iZon9VH6X+1rP4AmxVmVbG46FTPojPZPq6lFagxNrJYK1B1TGJNtQKtt8w5OVz+629Mv/zMlQ0bwcEB74ED8Rs1ii1ZV9D27w8piZD8IZzdAwFtYeQiaHWHGNgl1BpHdpznr2/34uHrygPPdsKnYfU7ygmiMN9oAtBVH6XP1CZo1cBibYJWrY/STwds+ddwAtAVnSkTnUoNLEanUqMz2Tqu541FGcAYG7lRHZMoPvZamSzL5OzaxaWffyFj+XLMmZk4BwfTcNIkfIcPwzkoCGSZBj9/Al/r4PROaNAChs6C9g+Cg2j4L9Qeu1alsm7xQQLVPkRO6oC7t4u9U7ppiMJcnMPV09f6KL1Rm6Dtj1KcQ7FtgXS4dvpaZzKiU/VHKc62jvuHOibRnq1A64X8s+cw/fYrpl+WknfkCJKbGz533YlqyFA8enRHcnAAWYbDSbD6Azqc2KLc+vTAl9BhBDiK/6ZC7WE2y6xffIhdSamEdWrE7Y+2FbNEWZn4H1/cWW2CtpM+Sr8TwHLkfB/wLUo/aZvFRafqhM60E8By5GzzuMbYyMnqmMQSW4EaYyNrohXoTcucl0dm0mou/fIzV9auA7MZ986dCXrvXXzuuQdHLy9lQ1mGI8mQ/BEcXw8+IexvHU2bEe+Ao7NdX4Mg3KgwX2bFTD1Hd6XRMaIpfYa1FPMp24AozMWNBQqKLtBH6QuAsdoE7cyajIvOVACMRaeyZVyMsZH2bAV6UzHn5pKzdy8Zy/8g4/ffKTSZcAoMxP/xx1ENGYxr8+bXN5Zl2P8HrP0ETm4F78Zw78fQZSyn122gjSjKQi1z6WwWR/+Sycu8wC0jWtFhQFN7p3TTEoW5CH2U/kQZ6/61WWCdqdS46Ew2i6uOSSyzFagxNvKSrWLXdXJhIXlGI9m79eTod5O9azc5+/dDQQGSszNetw/Ed+hQPPv0QXIscprPXAh7f4G1n8K5vcop6/umQceRojmIUGsZ9Wn89e0+Cgvh/mc7EdJG3KNsS6Iw12/XWoEaYyPPAKhjEmuyFWidIOfnk3vkCDl795Gzbx85e/eSk5KCnJ0NgIOHB25aLf7jx+PWQYtn9+44+voW30lBLuxeCOumKbc9NWwDQ2ZC+2HiGrJQa8lmmW0rj7HptyP4N/GiQacroijXAPEXoX5TG2Mji7UCtRToWHVMos1bgdZG5rw8cg8cJGffXqUI7zOQm5KCnKfMiCl5eOAWHo7vgw/i1q4dbu3a4tqiRfGj4qKupMHWb2HzLLhyDhp3hIe+g/D7wMGhBl+ZIFROVkYef8/dR+q+i7TqFsCAsRr+Xb/W3mnVC6Iw12/H1DGJU4CEq92+LF3AxnGTtwKVzWbyT5wg9+BBcg8cIOfAAXIPHCTPaITCQgAcvLxwa9sWv1GjcGvbFrd2bXEJDS29CBd1fj9s/BJ2/ai0zmx5B/SeBGEDxH3IQq2XarjIX3P2kZddwG0j29DulmAk8XtbY0Rhrt+utQJVxyQGWJbVWCvQmiDLMoUXLpB76BDuq5I49fff5B44SO6hQ8hZWde2cw4JwbV1a7zvuB23Nm1wa9cO55AQ5Vamyji5TRlhfXClMrlEx4eh1yQICLfyKxME6yssMLN52VG2rzyGX6AHDzzbCf8mXvZOq94RhbkeM8ZGpgOvWL7qNDkvj7zUVPKOHiX3yFHyjhwh9+gR8o4cxXz5MgA+QKafH66tW+P74IO4tmqJW+vWuLRshaNXNfupnNHD6g9g/3Jw94P+r0L3x8GzYfVfnCDUgPPHL7MqwcCFk5lo+jbmloda4+wq7k+2B1GY6zl1TGI4yj3MG42xkVeKLL/bGBtZ65qMFF66pBTeo0eKFeG81NRrp6ABnAICcAkLQzXoPlzUzXFpEcb2tDRuuf9+656SO7sP1nwE+5aCqwoGvAE9nwQ30cRfqBsK881sWX6U7SuP4+7tzL2TOtC8g/hAaU+iMNdj6pjEoj26v1HHJD5rjI2siR7dZZLz88lLPUGe8Sh5R43kGY+Se/QoeUeOUnjx4rXtJGdnXNRq5RT03XfhGhaGS/MwXJqrrzfwKMKcnGy9oly0ILt4wa0vQ+9o5WhZEOqI04cukfz9fi6eukJ4ryD6Dm+Fm6e4h97eRGGu3yYAXY2xkZnqmEQ1sFgdk6g2xkbauke3cu334kXlqPeopQAfPap8nTgBBdf7rTj6++PSXI33wIG4hCmF1zUsDOcmTSo2EMuazu61FORfwcUbbnlJKcgeYkJ4oe64Ysplw8+H2b/pDF5+rkRGd0CtFUfJtYUozPWbgzE2MhPAGBtpVMck9kcpzlbr0W3OyiLv+HHyjMfIMyrFN9dyJGzOyLi2neTigktoqHL0e9ddSvFt3hwXtRpHlcoaqVTPia3w72dg+F0pyLe+rAzqEgVZqEMKC83oV59g87KjFBaY6Xp3KF3vUYtrybWMKMz121l1TGInY2zkTgDLkXOle3R3BdIXLaLwYjqF6cpX/pkz5BmNFJw9W2xbp6AgXJqrUd0XqVz7ba7GpXlznBs3rvmj3/KYC5XBXOtnQOpG5RryrVOg11OiIAt1imyWObT9HJt+PYLpfDbN2vlzy0Ot8A30sHdqQglEYa7f/tOj2xgbWQCMVcckVrhH95uSA2fefAtQGnA4+friFBCAZ+/euKhDcVGrcQkNxaVZMxw868BsknlZsHOBch/yxSPg2wzujoXOo8HV297ZCUKFybJM6r6LbFh6mLTUTBoEexI5qQOhWn9xX3ItJgpzPWaMjSy1R7cxNrLCPbqnyGZ+TkrC0d8fB7c63O857ZDSpWvnAsi5BMFdYPhcCB8k2mYKdc6pQ5fY/NsRTh64hLe/G7ePb0ur7oFiNqg6QPy1EartwP+3d+fBdV31Ace/P0lP72lfLMu25EV2cCI5Uew4zh4njgkh4GZc1kAzxJRQ8GAoDAODGSij0mlroAOUkjbTBlIzNIShhDTgBkhjKyEJDo4T27It75YTW161b28//eMcWVeOJEv226T8PjN3dN+5993z87He++nee+45gK+6+qL7ZaRYxF6u3vYjOPo8ZOXY4TJv+jTMvUVH6VKTijGGN5vb2f7MMVoPdpJX5GP5/Qu5+vZqsn06BOxkoYlZvT21HYYdj8PrP4XeU1AyB1Z+Ha57EIpmpDs6pSbExA1Hd51j+zMtnDnWQ0Gpn9s/tJBFy6vw5WZY3w11UZqY1dtGTqQXXn0Mdv4M3nwFJAuueCfc8H1YeA9k6ReYmlwioRj7t55k5+bjdJ7up7giwIoHrqL25ll6hjyJaWJWU1s0DEe2wK6fc8veX0M8bKdcvPtv4doPQ3FVuiNUasJ62oM0bTnO3pdaCfVHqZxXxLs+sYh3XF9JVrYm5MlOE7OaeqJhONIIe34F+zdBsAvyyjg1826qV33JdurSe8dqkonHDW/saWPvi620NLUBsGDJdBa/cw4zFxRrL+spRBOzmhqiITj6gk3G+35jk7G/BGpXwdXvgwUrOPjiy1RXX5/uSJWakJ72IM0vtdL88kl6O0LkFflYcvcc6lfMpqh8Ej8FoUaliVlNXj2n4eDv4cBv4fAWiPS5ZPze88mYHH+6o1RqwkIDUY68foaD207z5r4OAObUlXPbBxcyf3EF2Tl6uXoq08SsJo94DE7uhIPP2mTc+potL66GxffDlfdqMlaTVjQc49juNg5sO82xpjZi0TjFFQGWvaeGultnUVyRl+4QVYpoYlaZKxaB1h1w7CW7vLEVQt2AwOxl9vGmK++FGdfoPWM1KYX6Ixzb08bxl+M89tSLhIMx8opzufqOKq68YSaVNUV67/htSBOzyhyRIJzYDsdehmMvwpt/gki/3VZxJVzzfph3uz0rLpye1lCVulTd5wY4uvMcR3ed4+TBTuJxQ7YfrlxWycJlM6i+qkxH53qb08Ss0ifcB8e3QYs7Iz7+KsRCdtuMa+zY1PNug3m3QmFlemNV6hIN9IY5sb+T4/vaOb6vg66zAwCUzSpgybvmMn9xBc0tr3HXyro0R6oyhSZmlTrBbjuwR8uL9qy49TWIR+1AH7MWw41/ZRPx3Jt19iY1KRlj6GkLcupIF6eOdHPycCfnjveCAV8gm+qFpdSvmM28+mmUVg7N7LTvDT1DVkM0MavkiQzYBHyk0T7KdGoXmLgdj7pqKdz6OZuI59wEgeJ0R6uSINgboa21l/bWPjpP99PfHaa/O0wkFCMeM8RjcRAhN5CNz59Nbl4OBcW5FJT5KSj1U1jqfpYHMm5oSRM3dLcFaTvRS9uJXs6+0cOpo90MdIcByPFnM6OmiJvum8/s2nKmzysiWwf/UOOgiVklTiwCra9Dyx/gyPO2s1YsBFk+mHMj3PFle1l69o2Qq/PATjXGGLrODtB6sJMTBzpoPdBJb0fo/HZfIJuCEj/5xbnkF+eSlS1kZQvG2KElI8EofZ0hTuzvINQffcvxAwU+Csv9FJUHKCwPUFQWGHpdFiC/JDfh92aNMQz0ROg+N0DX2YHzPztP99Pe2kckFLM7CpRW5jO3rpyZC4qZsaCEaVUFOgqXuiSamNVla/7IKfhmBWDspWmAykVwwyfhirtsMs6dBPMwqwkxxtBxqs8l4k5aD3bS12kTcV6Rj6qFZVy7sphp1QVMqyokvyR33D2MI6EYfZ0h+jpD9HaG6O0I0tMeorc9SPe5AU4c6CQ8MDx5Z2WJPdMu8ePPzyE3Lwd/fg6nz8bZHmxBsoSsLEFk6A+CaCRGNBwnGrY/I8Eo/T32rH6gO8xAT4R43Ayrp6DUT8n0PGpvmUXF7EKmVRdSXlWAz59ZZ/Rq8tLErC7bv+0pYN3aT9kXs5bYy9Paa3rKicXitJ/o4+ThLloPdnJsr2Hvz18BIL84l6qFpVRfVUbVwlLKZuZf1mM+Pn82pTPyKZ0x+pWV0ECU3vYgPe1BejtC9md7kL4um1g7TvcT7o8S7Idze4+MWV+2L4uc3Cx8/mzyi3IpKPVTMaeI/CJ7dl88PY+SijyKKwLkZNgldTX1aGJWl+0HTUWsu7sh3WGoBIrF4nSc7OfsG92cOdbDmWM9tB3vJRaNA1BY5qdgBixdXkvVwlJKKvNS/rytPy8Hf7U9Yx3Lli1bWH7bHcTjBmPsvWHj1n3+bLJ9Wfp4ksoompiVehuLxw3dZwdob+2j/WQvba195ztqxWP2Eq4vkE3l3CLq75pN5bwiZtQUU1yRR2NjI4tuz/zZuUREz3LVpKKJWakpzhhDsDdC19kBus7003l2gK4zA3Sc6qPjVD+xSPz8vkXTApRXFVBTP43yqkIq5xVRWpmP6BmlUimjiVmpKSAajtn7rB1BetqCdJ+1vYcHk3E4GBvaWeyl6PKZBcy+qozyqgLKZxVSNiuf3IB+JSiVbvopVCrDRcIx+l2HJts72XZ26vV0egr2Roa9R7KE4mkBSirzmLlgFiXT8yipzKNkeh7F0/LI9uljPEplKk3MSqWYiRvCwSjBvgjBXvd4TleIgZ4w/V1h3jwS58lXt9tk3BMm4j3bdXID2RS653cr5xVRWBagqNxPoXu2t7A8oINZKDVJaWJW6hLFonHCA1HCwSjhgRih/gjBPpdw3RLqHVwfKg/1RzEXPBs7yJ+fg8mBoplC5bwi8txgHPnFdmCOwjKbdP15+tFVaqrST7e6bCKT68zMxA2RUIxwMOZJrFFCA1H32pV7k+5AlEhw+D7eTlMjycnNIlDgI1DoI1DgY1ppoVvPseVuOZ98i3LJ9mXR2NjIihVLU9QaSqlMc9HE/PDazbXAaqDaFZ0Anl73yMrmZAbWXFs3Yr11+5qTWm/9xvoR621a05TUemkoGbFeGrqSWm/N+k0j1tuyYdW46/3krRt4/vH9zK4to2JOIYWlgYTcwzRxQzQaJxaOE43E3ShNNqHaIRxjREJRux7ylLvhHQf3Cbuyvu44+59sJBoeO6ECIJAbyCE3YMdv9uflECjMpWR6Hrl5OXZb3uCSTW5gcB+bbP0FOeT49BEdpdTEjZmYH167+SvAR4EngD+54tnAzx5eu/mJdY+s3DDK+xovJ6jm2rpR622urXuibl/ziPU219ZdVr31G+tHrbd+Y/0TTWuaRqy3fmP9ZdVLQ8mo9dJQ8gQNXSPWS0PJZdVbs37TqPXWrN/0RMuGVSPWW7N+07B6V3fsp+iPJex+4cT5skChD39+Djm+LLJzss4P4nB+gAdjiMeH1mNRQ2xweMRInFgkfn4wi/GSrKHJEM4vgRyKCnzkBrI52zbAvPnV+AI5dsIEl3SHEm02frfu82frI0JKqbS42BnzQ8DV6x5ZOazL58NrN38X2AOMnDDe6twE43oIuLpuX/Oweptr61JSb9OapmH11m+sT0m9NHQN71rbUJKSels2rBpWb836TeOuN3Tq0JIfPPWVCVarlFJqNBdLzHGgCjh2Qfkst21E6x5ZuWL465E7uiS63rp9zcPqnXCtl1hv05qmYfWyJjX10tA1rF7TkJp6WzasOl+viDQCGGNWjLJ7RtA4E0vjTJzJECNonKl0scT8BeC5h9duPgi86crmAu8APpvEuL4APNdcW5eWeus31qelXhpK0lJvzfpNqa5XKaXUKMSYsc8rH167OQu4keGdg7ate2TlWx+uTKDm2roR663b15zUeus31o9Yb9OapqTWS0PJiPXS0JXUemvWbxqx3pYNq8ZV72T561TjTCyNM3EmQ4ygcabSRROzUkoppVJncj2AqpRSSk1xmpiVUkqpDKKJWSmllMogmpjViETkxyJyRkR2e8oWi8gfRaRJRH4tIsWebV8VkUMisl9E3u0pv9eVHRKR9emKUUTeJSLbXfl2EVnpeU+ji3GHWyrTGGeNiAx4YnnE857r3f6HROQHIpLQEVAmGOcDnhh3iEhcRJa4bcluzzkiskVE9orIHhH5vCsvF5FnReSg+1nmysW11yER2SUiSz3HWuP2PygiE3/QMbFxPuDiaxKRl0VksedYLa58h4i8msYYV4hIl+f/9hueYyXzsz7ROL/siXG3iMREpNxtS0pbJpQxRhdd3rIAdwBLgd2esm3AnW79E8DfufVFwE7AD8wHDgPZbjkMLABy3T6L0hTjdUCVW78GOOF5TyOwLEPassa73wXH+RNwMyDAM8B70hXnBe+rBw6nsD1nAUvdehFwwP0OfhtY78rXA99y6+917SWu/V5x5eXAEfezzK2XpTHOWwfrB94zGKd73QJUZEBbrgB+M8Jxkv1Zn1CcF7z3PmBzstsykYueMasRGWNeANovKL4SeMGtPwt8wK2vBp4wxoSMMUeBQ9hHsG4EDhljjhhjwtihP1enI0ZjzOvGmFZXvgfIExF/omJJVJyjEZFZQLExZqux3y4/Af48Q+IcHNY1JYwxJ40xr7n1HqAZ+7jfamCj220jQ+2zGviJsbYCpa493w08a4xpN8Z0YP9996YrTmPMyy4OgK3Y4XGT6hLacjTJ/qxfTpwfBX6WqFhSQROzmog9DH3YPgTMcevVDA1QAnDclY1Wno4YvT4AvGaMCXnKHnOXtv4m0ZeIRzFWnPNF5HUReV5Elruyamz7DUpFW8L42vN+3vrFl5L2FJEa7NWQV4AZxpiTbtMpYIZbT/vv5zjj9HoIe5Y/yAC/F3sb5lNpjvEWEdkpIs+IyNWuLCPbUkTysX9s/dJTnPS2vFyamNVEfAL4jIhsx15OCqc5npGMGaP7IvkW8GlP8QPGmHpguVs+lsY4TwJzjTHXAV8EHhfPvfw0uFh73gT0G2N2e4pT0p4iUoj9wv2CMabbu81dVciIQRomGqeI3IVNzN5B6G83xizFXuJeJyJ3pCnG14B5xpjFwL8ATyUyjgTGOeg+4CVjjPdKUFLbMhE0MatxM8bsM8bcY4y5HnuGdNhtOsHwM6nZrmy08nTEiIjMBn4FPGiMOex5zwn3swd4HHtZLqlGi9PdDmhz69td+ZXYdvNe2kx6W44Vp8dHuOBsORXtKSI+7Bf0fxljnnTFp90l6sFL/2dcedp+PycYJyJyLfAosHrw9wCGtekZ7O9wwtp0IjEaY7qNMb1u/X8Bn4hUkIFt6Yz1+5nwtkwUTcxq3MT1rhWRLODrwGCP4aeBj4iIX0TmAwuxHZW2AQtFZL6I5GI/JE+nI0YRKQU2YTuKvOTZP8d9sQx+8P8M2E2SjRHndBHJdusLsG15xF2u6xaRm92l4QeB/0lXnJ6yD+O5v5yK9nT//h8BzcaY73o2Pc3QFDJrGGqfp4EHxboZ6HLt+TvgHhEpc71573FlaYlTROYCTwIfM8Yc8BynQESKBtddnAlp00uIcebgrQkRuRGbQ9pI8mf9Ev7PEZES4M4LypLWlgmV7N5lukzOBftX5kkggr1f9BDweWxvyAPYKSHFs//XsGdT+/H0Fsb2iD3gtn0tXTFik0ofsMOzVAIFwHZgF/Z+6j8D2WmM8wMujh3Yy4b3eY6zDPslchj4obf90/R/vgLYesExUtGet2MvWe7y/F++F5gGPAccBP4PKHf7C/Cwa7cmPD3GsZfqD7nlL9Mc56NAh2ffV135Amwv552uTRP2ObqEGD/rYtiJ7aB2q+dYyfysTyhO956PYzuleo+TtLZM5KJjZSullFIZRC9lK6WUUhlEE7NSSimVQTQxK6WUUhlEE7NSSimVQTQxK6WUUhlEE7NSKulEpFREPuN5XSUi/52EehpE5ISIfDPRxx5n/VtEpFdElqWjfjU1aGJWSqVCKXA+MRtjWo0xH0xSXd8zxnzj4rtdGhHJGW2bMeYuIDOnElSThiZmpVQqbACucBNbfEfsvNO7AUTk4yLylNj5dFtE5LMi8kWxE3lslaF5dK8Qkd+6yQf+ICK1Y1UoIlli5+md7nl9yI2uNl1Efiki29xym9vnRrHzT78udk7kqzwxPi0im4HnRGSWiLwgQ/P9Lh8jFKUmRBOzUioV1mPnbF5ijPnyCNuvAd4P3AD8PXZijOuAP2KHHwX4d+Bzxo7b/SXgX8eq0BgTB34KPOCK7gZ2GmPOYkck+54x5gbsaGuPun32Actd3d8A/sFzyKXAB40xdwJ/AfzOGLMEWIwdiUqphBj1koxSSqXQFmMnvegRkS7g1668CbhW7KxCtwK/kKFZJMczn/aPsWMlfx87/OZjrvxuYJHnWMWujhJgo4gsxA4B6fMc61kzNEvRNuDHbjzwp4wxOybwb1VqTJqYlVKZwDs3dtzzOo79nsoCOt0Z6rgZY94UkdMishI7i9Dg2XMWcLMxJujdX0R+iP0j4X1i5/1t9Gzu8xz3BbHTBa4C/lNEvmuM+clEYlNqNHopWymVCj3Y+ZwvibFz7x4VkQ+BnW1IRBaP8+2PYi9p/8IYE3Nlvwc+N7iDiCxxqyUMTVf48dEOKCLzgNPGmP9wx186zliUuihNzEqppDN2buGXXEep71ziYR4AHhKRwZmBVo/zfU8DhQxdxgb4a2CZiOwSkb3AWlf+beAfReR1xr6iuALY6fa7H3vPWqmE0NmllFJThog0AL3GmH/ylC3DdvRKSc9pEWkEvmSM0cem1CXRM2al1FTSC3xqcIAREVkP/BL4aioqF5Et2Dl/I6moT01NesaslFJKZRA9Y1ZKKaUyiCZmpZRSKoNoYlZKKaUyiCZmpZRSKoNoYlZKKaUyiCZmpZRSKoP8P9S5QyB56vwBAAAAAElFTkSuQmCC\n", - "text/plain": [ - "<Figure size 504x360 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s.set_all_csts()\n", - "s.nri = 2e12\n", - "s.nruf2 = 0.25\n", - "s.ppgf2 = 0.25\n", - "s.run(N=400, dt=0.5)\n", - "plot_world_with_scales(s, title='Fig 39. \"Unlimited\" ressources & pollution controls')" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 504x360 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s.set_all_csts()\n", - "s.nri = 2e12\n", - "s.nruf2 = 0.25\n", - "s.ppgf2 = 0.25\n", - "s.lyf2 = 2\n", - "s.run(N=400, dt=0.5)\n", - "plot_world_with_scales(s, title='Fig 40. \"Unlimited\" ressources & pollution controls, & Increment agricultural productivity')" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 504x360 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s.set_all_csts()\n", - "s.nri = 2e12\n", - "s.nruf2 = 0.25\n", - "s.ppgf2 = 0.25\n", - "s.fcest = 1975\n", - "s.run(N=400, dt=0.5)\n", - "plot_world_with_scales(s, title='Fig 41. \"Unlimited\" ressources & pollution controls & birth controls')" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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9ndBkfmvEofYl/wMcajL/M+BeoQbnNQRgoihKFXANqjvagPp2mdSOjKa8gxq/s9l83C7vYps/AOeJFgILzbR3HHyAZeblfwF3tdDGU6iery1CiHWosSJvonZDtHTfaAio2wxM5Mh/3xYtHue2UBTlZ9S3vLXm86khwLGz//0K1Bv8RmEO9G7GrajGz2ZUI+f2Zstbu96a8i5qN8km870txKxvY8p0Z1AUZSvq/7LSfP681MqqVwDXmdfZiho/0lEZeajGw6fmff8X9UWmLdo6H58DnjFf1009K4tRX662AU+a9Wzz2dHGfWcpEGC+59yCGnfTnM1AvVADQe9EvQfvRX12LUJ9drUkswh4G/We+Avqg7wjVJn3OQn1JaslWjvHbgdizefWoCa6tHh/Nj8TLgFeMx+X31CNqfbO8c9RX+Zb67p5C/hZCNH0Bf8L4G/lSIKKxWkIdOt6A0J4K4pSZrbeV6MGVWZbRDuJpAWEEGWKojR/K5VIJA6CUDMSXRRFqTIbpL8Do5p0wTssQog01MDbjsQOORRCzf55WVGU5daSYYk+22VmV5Ir8IQ0SCQSiUTSDp6o6aYuqB65m3uDQdJbMT/jVwObrGmQgAU8JRKJRCKRSCSWQI59I5FIJBKJpEcgjRKJRCKRSCQ9AmmUSCQSiUQi6RFIo0QikUgkEkmPQBolEolEIpFIegTSKJFIJBKJRNIjkEaJRCKRSCSSHoE0SiQSiUQikfQIpFEikUgkEomkR2CpocF7NYkxqfWoA2s5ow6ktyA2KaqijfmhQCIwGtXwWwbcG5sUVZMYkzoHuCc2KerMJu07oZbwvTM2KeoP87xfgbdjk6K+bK6PMVJ3jFxdurHCGKlrUa4u3VhjjNTNQR2hdy/gBnymSzc+3tljoU/WN8hu4FwgonnbhgWGx83rT0Md8bc/UAGsA24zLDBUdEhgvLaM+GJv8/QY4DXUQao0qAP7PUl8sUK89mrgedQRSV2Bl4kvftu83emoA8R5og69nkp88d0tiYuIS1GAlzISou82/74H8M5IiI6PiEuJB24A8swynshIiP7UvN4SYDZHBhV7LyMhelFEXEoG6mibClAIzM9IiN7XoX2XSCSSPob0lHSMytikqAmxSVFjgRogprX5iTGpAvga+DY2KWoEMBJ1SPOnWms8NimqHrgZeD0xJtUlMSb1MsDUkkHSIFeXbpygSzc2yjVG6hrl6tKNrcn9U5dunABMAa40RuomdeVYGBYYJjT5ZDS0bVhgaGxbn6yfpE/W9we+BO43LDCMMiwwTAR+pvPD1UO81gN1dNgE4otHAeNRR0e+uclanxNfPAGYAzxNvLY/8dqxwOvAlcQXjzbrt6sNSdXA+RFxKYGtLH85IyF6AurIq29GxKW4NFl2b0ZC9ATzZ1GT+XMzEqLHAWmoI0hLJBKJpAWkUdJ5/gSGtzE/CqiKTYp6HxoNjjuBaxNjUlsdrjw2Keo/1GHC44GnUYfg7ow+UUCVLt34PoAu3dgo1xipO0quLt1YjuqxaGk/uoVhgaFp27FAsmGB4d8my78yLDDkdKHpy4G/iS/+FYD44grUYxR3zJrxxbnAbiAcuA94ivjidPOyeuKL32hDTh3qkN13tqVMRkL0TlTPj38n9uFfmgxFLpFIJJKjkUZJJ0iMSXUGTufo7ovm88egPpQbiU2KKgEyad8IeAC4A/gkNimqrbd5AIyRujbl6tKNLco1Rur6ATOAre3JaAEPfbJ+o/nzTfOF+mR907bHNtepGxyzf8QX7wa8idf6Hj1fOxQYiuoR6YoOicAVEXEp2tZWiIhLmQTszEiIzm0y+/mIuJSN5o++hc1OA77tpC4SiUTSZ5AxJR3DIzEmdaN5+k/g3Tbmx9B1TkSNSRjbnj7GSF1X5J5gjNRtAExAgi7d2BWjpNLcTXNM2/pkfWPbhgWGrfrklp7LVuUS4rWzULtgFhJfXEB8q3ZFq2QkRJdExKV8ANwGVDZbfGdEXMo1qN1jZzVbdm9GQvRXLTS5IiIuJQAoAx7ptEISiUTSR5BGSceojE2KmtCR+YkxqduAC5vN8wUGo765T2tJQGJMqhfwHGo3zPuJMalnxCZF/diaPubYkEaMkbpj5Bojdc3l/qlLN56JdfjTsMDQvO2twGTUINjusg3VaDuC6hEpI764xGx8fE58cfNurwYdNnVS3ivAeuD9ZvNfzkiIfiEiLuVs4N2IuJRhGQnRVe20NRcoAj4GHgfu6qQuEolE0ieQ3TeWZzngmRiTOh8aM2teBJbEJkW1lXHyKPBFbFJUOmrw5suJManunZVrjNTNBzBG6hrl6tKNHct0sTyvAwv0yfrpDTP0yfrzzQGwneVjYBbx2nlAQ+DrIlRDri2eBx4kXjvSvJ2GeG27XqWMhOgC4AvgulaWfw+sBRZ0RPmMhOg61K65+WaviUQikUiaIY0SCxObFKUA5wEXJcak7gR2AFXAg01WOykxJnV/k8/x5m2eMrexAfgFuL+jcnXpxka5xkhda3Jtijmg9VLgBX2yfrs+WW8ETkVNke0c8cWVqBkvDxOv3Y4aR7MG1fBpa7vNqMbAp8RrjcAW1HiTjvAi0FoWDsD/gLsi4lI6dB1lJEQfAj5FDQCWSCQSSTOEoij21kEikUgkEolEekokEolEIpH0DKRR0sMwRurGGCN1Zzf5/bIxUvee+dOVYmedQp+s/1+z3076ZP3H1pZLvPZ/zX47Ea+1vlyJRCKR9Bhk9k0rmANUrwdCgZ9jk6L+brLs4dikqCdb2S6t6e/YpKg5nRSdADzT5PepqGmknqjBsOe2tJExUneUXF26sbNyGwjTJ+sfMCwwPKNP1ruhBntuaG1lfbL+KLmGBYYuyyVe+wDxxc8Qr21XLvHatKN/F3dVbotExKVck5EQ3Tzzhoi4lKPkZiREW1SuRCKR9GWkUdI6b6IaAquBRYkxqStjk6IaUjnPB1o0SpojhPhZUZTTOiE3RJdu/KfJ7xJdunEpgDFSt7CjjXRBbgPXAh/rk/UPoKay/mhYYHjFVnKJ1zbKJb7YFnJb43GOTQduSa4MypJIJD0eITSE9htOcXk+JZUF9lYHAEVRRPN5MtC1FRJjUjfHJkWNM087A4tRMzEuA1bFJkVN7Eg7Qoi1iqJM6ahcY6Ruuy7dOKqVZTt06caR1pCrT9Y37RpyQTXK/sZcKM6wwLDeGnKJ17Ypl/hi68gFIuJSNrfWHDAyIyHarb02howYpXy34j9q6kzU1JmoNn9q6k1U19ZTU286allNs2XVzZfVmaiqq6eypp7K2noqatTpipo6TJ28VL3dnPFxVz+m6goGBfcz/3ZRvxuXuzR++3u54O/pip+nC27OTp0TaAHS0tKYM2eOzeV2FqmnZWnUM/1H+OwyuOZnCJ9pb7WOweGOZxOythXw/aKNnH37BMJ0naxKoCjw0miIOB4ueMciOgohWjRKpKekdVwbJmKTouqAGxNjUh8DUlEHurMWB42Ruum6dON/TWcaI3UzgINWlPtis9+FqKMNv4g6wm1UL5ML6sjFp5plNkUA/xy7+rG4amBcqJ+F1ToWRVGoqTeZDZQjxopquNQdmV9bT2VNHeXV9ZRW1VFaVUtpVR2Z2RUUVtSQWVDROL+6ztSmTC9XJ/w8XRsNFfXjgr+XOh3g5UqQjxvBPm4E+7rj7SZvJ5Jusn81aJxh4AR7a9LryNlXAkBweOfHQ0UICJsKWf+1v243kXeR1lmbGJN6WmxS1M8NM2KToh5PjEk9ALQ1oFt3uR/43BipW4JaURTUiqQLgEusJdSwwDDXWm23SXyxfeSqLAO8MxKiNzZf0Dx2xN4IIXBzdsLN2Qm/Vod1bB31zWnWUfNq6kyNRktpVR0lVbUUVdRSUFFDUXkNhRW1FFXUUFChTmcWVFBQXkNpVV2LMjxdnQj2cTMbKu7qt68bQd5uDNC6M8jPg4F+Hri72N4DI3EMarJWszEkkvQdX6KgMLrfaCb3n4xGyJyM7pKbUYI22AM3T5f2V26JsOmw7TsozQafAZZVrgnSKGmF2KSoKxNjUqclxqROjU2KWpMYkzoadUC19NikqC7+q+2jSzeuNkbqpqOOgHu1efZWYIYu3diV0XUlrZCREN1itVbzssttqYs9cHXW0M/bjX7e7fZSHUVdvYmiyloOl9WQV1pNbmkVuaXV5JZUk1dWTW5JFcZDJazcUU1Z9bEGTKC3K4P8PBjk78FArfnbz4Mwf0+q6mR3cl+lpLKQhXV72OLqAmufb5w/tt9Ylpy+BDenzp2nkqPJzShh0KjODGrejFDzCClZq2H02W2v2w2kUdIK5q6a0wHnxJjU34DpwAogLjEmdWJsUtRT1pKtSzfmombaSCQ9DmcnDYHebgR6uzFqQNuu4IqaOvJKqzlUXMWBwkoOFlVywPxJzy5luTH3mG6k4P9+JyLQiyH9vNTvQE8iAr2I6OclvSy9mLf/S8Do4swT4edwwvQ7cdY48/3u73luzXMs37ecM4aeYW8VHZbyomrKi2sIDvdtf+XWCBkHTm5qF5s0SuzChcAEwA3IBkJjk6JKEmNSXwD+w1wSvi+gT9ZfY1hgaDcTxeLEa68hvtj2ciUWw9PVmfB+zoT382pxuaIoFJTXcKCokqyCSlLXGBC+QWTkl7M8PYf8spqj1h8c4MnI/j6MGuBt/vZhaKA3rs7Sve/I1Cv1/HAgjdkVlZw74Ubw6AfAFbor+Nj4MV/v+loaJd0gJ8McTxLRDaPE2U2N9clabRmlWhNj1dYdm7rYpKh6oCIxJnV3bFJUCUBsUlRlYkxq2xGCFsYYqeunSzcetqXMZnQoPbYXyZXYCCFEYxfSuFA/vAq2M2fO+MblJVW1ZOSXs9f82Zlbxo7sUlZsz6XenI7krBEMCfRi1AAfxoVq0Q/yY+wgX3zcrdbLKrEwO6t2cri+grPrXEAb1jhfIzScO/xcEjcmsr90P6E+oXbU0nHJ3VeC0AgCw7qZoxE2Df57C+qqVSPFCkijpHVqEmNSPc0j+05umJkYk6oFrGaUGCN1CcALunRjvjFSNwW1iJjJGKlzAebr0o0rrSFXn6xvKz22K6P6dox4rX3kShwCX3cXxoX6HZPhVF1Xz978crZnl7Izp4ztOaVsyCxi2eZDjesMDfRCH6pFP0j9jAv1w8NVdv/0RPbV7ANgWvBENdOjCecOP5fFGxfzza5vuHXirfZQz+HJzSghYKAXLt09/0OnwT+vwaHNajaOFZBGSeucGJsUVQ0QmxTV1AhxoYPD1XeRaF26Mc48/TxwiS7duMYYqRsJfAJ0qhZHJ+h2eqyDyZU4MG7OTkQO8CVywNHu6ILyGgwHijHsL2Lz/mLW7C3gu41qJr2zRjBmkJap4f5MiQhgaoR/p4N8JdbhYNVeQmtr8Rl+bG2SAV4DOCH0BL7a8RXXjb0OT5cupJ/1YRRFIXdfKcMmBXe/sTBzsOv+1dIosTUNBkkL8/OBfCuKdjZG6px16cY6wEOXblwDoEs37jBG6qx5B10GeBsWGDY2X9C8lLw15BJffIzcY0rJSyTtEODlyuyRQcweGdQ4L6+0GsOBItbtK2TN3kI+WLWPd/7aC8DQIC+OHxbIiSODmDmsn6y1YicOVmcytqYWQlt+0N2gv4GrfrqKL3d8yYIx1nwn7H0U51VSXVHXtfokzfEZAH6D1XolM2O7314LyCuw57EY+NHcjfOzMVL3KvA1ahGxjdYSalhgaDU91rDAYL302PjiVuUSX9zr03Il1ifIx42oyP5ERaq9gdV19Ww5UMyajEJW7y1g6fr9fLhqHy5OgkmD/TlxZBCnjO7PiP4WuIlL2qWspoxspZQLa00wqOUxRycET2B6yHTe3/I+l4y6BHdndxtr6bjkZZYCdC/zpilh0yHjL7XKqzimIGu3kUZJD0OXbnzNGKkzADcBI1H/oxHAt3RwvB2JRNI6bs5OTA4PYHJ4ADGzh1FdV8+6fYWs3JHHHzvyef6X7Tz/y3aGBXlx2tgBnDYmhLGDfBFWuAFLYEfhDgB0vkPaDJ5cOG4h1/5yLUt3LuUK3RW2Us/hyc8qQ6MRBIS0nAHXacKmg+FLKN4PfmHtr99JpFHSA9GlG9OANDurIZH0CdycnThuWCDHDQvkgdMhp6SKX7dm8/PWbJJW7iFxxW4G+Xlw9oSBXDBpEMODpQfFkhhz1MHARw1qe6ybqQOmMrn/ZN4zvMeFIy+UxdQ6SH5WKf4DvXBysVDafEMXW9Z/VjFKZHK/A2GM1F1jbx0kkt5Of193rpoZwcfXz2DNQ/N47sJxjOjvzVt/7GHeS39w9ut/8VtGLVsPFlNYXoMc1LR7pB/4h4D6eoKHntTuujHjY8itzOWL7V/YQDPHR1EU8rJKCepuKnBT+o8FF0/Yv8ZybTZBekocC1m3QyKxIQFerlw8JYyLp4SRW1rF9xsP8s2GA3ycXsPH6X8B4O6iYaDWgxA/d0K0HoQHeJor0aofLxk82yqKomAs3M7ImlrE4Ontrj8jZAYzQmbw1ua3OHf4ufi4Sq9VW5QX1VBZWktgmAWPk5MzDJpstcH55NXSwzBG6mTdDomkBxLs4871Jwzl+hOG8smyVPzDdRwsruJQUSWHiqs4WFzJnzvz+Kqkutl2bgwJ9GJokBe6EF9Gh/gSGeLbZzN9autrWZ+7nr8O/MVv+37jQG0x1yve4NqxmIc7Jt/BpcsuZcnWJbJuSTvkZ6lBrkGWNEpATQ3++1WoqQBXy6Zo982romcj63ZIJD2cgd4a5uhDWlxWWVNPxuEjVWj35peTkV/OT1uy+XR1VuN6Ef080YX4MnaQlomD/ZgQ5oena++6Je8r2UdxdTHF1cVsO7yNLflbWJ29moq6Clw0LkwLnkxMxlb0flEdbnNMvzGcHnE6H277kEtHXUqQZ1D7G/VR8sxGSbcruTYndBqY6uDgBog43qJN964roHewDPDWpRs3Nl9gjNSl2VwbiUTSKTxcndCF+KILOToFU1EUskuq2HawhG0HSzBmq98/bckGwEkjGB3iy+RwfyaH+zM1IoABWsdNfV26Yynx/8YfNS/CN4Izh57JrEGzmB4yHc99/8C/X7BpyPiWG2mFWyfeym/7fiNpUxKPzHzEglr3LvKzytAGe+DqbuFHfUOw6/7V0ijp7ejSja3W7dClG2XdDonEQRFCEKL1IETrwUm6Iz2xxRW1rM8sZN2+QtbuK+DzNVks+ScDgBHB3pwwIogTRgQyfWiAw3hSVh9azZOrnuS4gcdxpe5KPF08GeU/Cm/XZm/se/8AjQvF2tGdaj/MN4yLRl3EF9u/4KrRVxGhjbCc8r2IvKxS+ndnEL7W8OoH/YZbZXA+xzjDJRKJpJei9XRhbmQwcyPVMuC19SaMh0pYtecwf+7M5+P/9vHe33txcRJMGxLAKaMHcMqY/oRoPeysecvsK9nHnWl3Eu4bzguzX2g7GHXPSgidismp8x6hheMW8t2u73hl/Su8MveVrivcS6kqr6X0cBVjThhoHQFh02HHLxYvoiaNEolEIukk7+W9x+Edh7lg5AUWb9vFSdM4COGNJw6jqraeNRkF/Lkzn+XGHB77fiuPfb+V8WF+nDZmAKePHUBEoIUKY3WTwqpCYpfHohEaXjvptbYNkspCOLQJ5sS1vk4b9PPox3X663htw2usyV7D1AHWGYvFUcnfXwZYIci1gdCpsPFjKNgD/YZZrFlZp0QikUg6yYaKDcfES1gLdxcnThgRxINn6Fh+9xx+v+tE7j11FIqi8OzP6cx5IY3zF//NR6v2UVRRYxOdWqKqrorbUm/jUNkhFkUtIsynncJaGX8BCgw5scsy54+eT4hXCM+teY56U32X2+mNNJSXt2g6cFPCzCncFq5XIo0SiUQicSCGB/sQO3c4398yi7/jonjwjEjKq+t5+NstTHtqOTd9tI7lxhzqTbYr6lZVV8XtK25nU94mEk5MYGLwxPY32vuHWoRrUNcHPnd3dufOyXeSXpDO97u/73I7vZH8rFK8/Nzw9HW1joCgSHDztXi9Etl9I5FIJA7KID8PbjxxGDecMJStB0v4ev0Bvtt4gJ+2ZBPq78HMoDrGTa0hwMtKDyaOeEhWHVrF48c9zsnhJ3dswz0rYfBMcO6ebqdFnMbHxo95df2rnBJxCl4uPaMry97kZZVZtpJrczQaCJ1i8WBX6SmRSCQSB0cIwdhBWh49azSrHjyJN66YRKi/B1/uqGXGM8u558tN7Mgptbjcw5WHuXn5zaw6tIonjn+C80ac17ENS7MhfzsMnd1tHYQQ3Df1Pg5XHeZdw7vdbq83YKpTKMout17XTQNh0yF3G1SVWKxJaZRIJBJJL8LFScPp+hA+u3EmTx7vwcVTQknZfIhTXv6D65PXsj6zeV3GzmNSTHy14yvO+e4cNudt5pkTnuGc4ed0vIG9f6jfQ7pvlACMCxpH9NBokrcmc6DsgEXadGSqitWkGKsFuTYQOhUUExxYZ7EmpVEikUgkvZRQHw1Pnqvnn7gobj9pBGv3FXD+4n+45M1/WbXncJfa3JS3iStSruDxfx9nmHYYn0V/RvTQ6M41sncluPvBAH2XdGiJOybdgUZoeGXdKxZr01GpMtudFq/k2pzQKYCwaLCrNEokEomkl+Pv5cqdJ4/k7/ujeDhaR8bhci59axXz31vNlgPFHWojryKPh/56iCt/vJLcilyenvU0S05bwnD/4Z1TRlFgzx8w5ATQOHVhb1pmgNcArh57NT9n/MyG3A0Wa9cRqSpQcPN0xqeflSsCu2shWGfRYFdplEgkEkkfwcvNmetPGMrKe+fy4BmRbN5fxJmv/cXNH69jb355q9ulZqZy3vfn8dPen7hefz0/nPcDZw07C9GVolmFGVCcabGum6ZcM+Yagj2CeW71c5gUk8XbdxQqi9RU4C79P50lbJrqKTFZ5nhLo0QikUj6GO4uTtx44jD+uG8ut0UNJ217Hqe8vJKEn9Ipr65rXK+qroonVz3J7StuZ5D3IJaevZTbJ92Op0s3Robdu1L9toJR4uniye2Tb2fL4S0s27PM4u07AvX1JqqLsG7mTVNCp6lBLPk7LNKcNEokEomkj+Lr7sJdp4wi7Z45nD1+EEkrdxP1YhrfbTzAjoIdXJZyGZ9v/5yrx1zNR6d/xBDtkO4L3fsHeA+AwBHdb6sFzhx6JvpAPS+tfYnSGstnHPV0irIrUExWLJrWnMYiapZJDZZGiUQikfRxgn3defHi8Sy96TgCfCu49/fnufD7S8mrKCBpXhJ3T7kbFyeX7gtSFNUoGTrbouOlNEUjNDw04yEKqgpYvHGxVWT0ZPKyVEPM6pk3DfQbBh4BFosrkUaJRCKRdJE6U137KzkItfW1rC/+iny/J3ALWg6VI8neFsu/WwKpqrVQCffcbVCe163S8h1hTL8xXDzqYj5J/4Ts8myryupp5GeWIZzAb0A3utg6gxBqXEmWZTJwpFEikUgkXaS6vtreKliE/aX7WfDzAhZtWMQJoSfw4/k/snL+B5ytH8nrK3ZxxqI/WZNR0H1Bu5ar30Pndr+tdjh/xPmYFFOfy8TJyyrF3Q80GhsEuTYQOlUthlfR/XNEGiUSiUTSCRTlyJgylXWVdtTEMvya8SsX/3AxGcUZvDj7RV6a8xJhPmH4e7ny0sUTSL52GtW1Ji5K+pdHvt1CaVVt14XtXg5BOtAOstwOtMJI/5G4O7mzOW+z1WX1FBSTQn5WKe7+NhbcGFeytttNSaNEIpFIOkHTVFNH9pTUmmp55r9nuHvl3QzRDuGLs77glIhTjllv9sggfr3zRK45PoKP/tvH6a920WtSUwH7/oXhJ1lA+/Zx1jgzJnBMnzJKSg5XUlNVj7u/Db0kAIMmgXCySLCrNEokEomkE5g4YpRU1VXZUZOuU1RVxE2/3cQn6Z9w1eirWHL6EkJ9Qltd38vNmcfOGsNXMTPRCMElb/7L87+kU1PXidoU+/6G+moYFmWBPegY+kA92wq29arYn7bIyywDwMPWnhJXLxgw1iLBrtIokUgkks5wpPeGqnrHM0p2Fe7ispTLWJ+7niePf5L7pt6Hi6ZjmTWTwwP48fYTuHByKIkrdnPBG/+wK7esg4KXg7M7hB/XDe07x1DtUOpMdRwqO2QzmfYkP6sUoRG4ae0gPGw6HFgP9d0zAKVRIpFIJJ3AkT0l63LWcdVPV1FZV8n7p73fuUH0zHi7OfPcheNJunIy+wsrOPv1v/h2QwcGwdu9HMKPBxePLmjeNSK0EQBklGTYTKY9ycsqIyDEE42TjbtvQC2iVlOmZlh1A2mUSCQSSSc4KqakznFiSv458A8xv8UQ6BHIZ2d+xvig8d1q77SxA/j5jhMZO1DLHZ9v5IGvDa2nDhdlqRU/bRRP0kC4bzgA+0r22VSuvcjLKrVd0bTmhE1Tv7sZVyKNEolEIukER2Xf1DtG9k1aVhq3pN5CuG84S05bwgCvARZpt7+vO5/cMJ2b5gzj09WZnL/4HzJaGkNntzkVeJhtjRJ/N398XHz6hKekvLiaypIa2xVNa47fYPDuD1nSKJFIJBKboTQJKnEET8m6nHXcs/IeRvqP5N1T36WfRz+Ltu/spOH+0yJ57+opHCiq5KzX/mLF9tyjV9q1HHwHQdAoi8puDyEE4b7hfcJTkpdpruQ62EZj3jSnsYiaNEokEonEZjhSSvCBmgPcuvxWQrxCeGPeG2itGAEZFdmflNtmERbgybVL1vDmyt2qV6m+DvasVLNubDFqbTPCtX3DKMnPUgOOA0Pt5CkBNa6kcC+U5XW5CWmUSCQSSSdo6inpycXT9pfuZ3HuYjxcPHjr5Lfwt0FFrVB/T766aSZnjA3hmZ/SueuLTVRnrobqYpvHkzQQ7hvOofJDDheU3Fnys0rxDfLA1cPZfkpYYHA+aZRIJBJJJ2gaU1Jr6kZ1UytyuPIwC39bSJ1Sx5vz3iTEO8Rmsj1dnXn98oncc8pIvtlwgG+++ABFaGDoHJvp0JQI3wgAskqz7CLfVuRllRIUZqeumwZCxoPGpVv1SqRRIpFIJJ2gafdNTX2NHTVpmfzKfG747QZyK3KJCY5huP9wm+sghOCWqBG8ddVkdBVr2MpwdpXa5w2+L2TgVFfUUpJfZb/MmwZc3GHghG7FlUijRCKRSDpB0+6bGlPPMko25m5kwU8L2F+6n9dOeo0hbkPsqs8pQ1wZp9nDP0zg/MX/8N+ewzbXocEo6c0ZOA3xJEGD7WyUgNqFc3AD1HXt2pBGiUQikXSCnugpqTfV8+LaF7nqp6sorSnlrZPfYkbIDHurBXvSEIqJcy68iiAfN656dzXfbzpoUxW8XLwI9Ajs1Z6SvCxz5o29PSWgZuDUVUF218YckkaJRCKRdIKmMSU9wSgpri7m5uU3s2TrEi4ddSk/X/AzE4In2FstlZ2/goc//XXHs/Sm45gQ5sdtn27g3b/22lSN3p4WnJ9VhqfWFU9fV3urciTYtYtxJdIokUgkkk5wVPeNnY2SPUV7uDzlclZnryZ+ZjwPzXgITxdPu+rUiMkEO3+D4fNA44SfpysfXDeN08YM4Ill23j5tx1HGXjWJMI3olcbJWqQaw/wkgD4DAC/cMhc1aXNpVEikUgkneCo7hs7xpT8sf8PrvjxCspqy3jv1Pe4YOQFdtOlRQ6uh4p8GHFq4yx3Fydev3wiF00O5dXlO3n8h22YTNY3TMJ9wymoKqCkpsTqsmxNXU09hdkVBNo786YpYdNVT0kXjE47JjRLJBKJ42Hv7htFUUjemsxL614iMiCSRVGLLFY23qLs+BmE5pj6JM5OGp69YBw+7i689/deSqvqOCPQuobJYN/BAGSWZDI2cKxVZdmawwfLUUxKzwhybWDwdDB8AUX7wD+iU5tKo0QikUg6QdPuG1vXKampr+Hxfx/n+93fc3L4yTx5/JM9p7umOTt+Ud+YPQOOWaTRCB45U4fWw4WXf99B5gAnTpxtwsXJOs77hlolGSUZvc4oaSwv31O6b6BJXMlqaZRIuo8+WR8AYFhgKLCp4HiteveKL7aZ3Ii4FD9gPhBBk+shIyH6NlvpIHEs7JV9k1+Zzx0r7mBT3iZuHn8zC8cvRCN6aA98ySE1++Kkx1pdRQjB7fNG4OXmxJMpRu74bCOvXDrBKoZJmE8YGqEhozjD4m3bm/ysUtw8nfHp525vVY4QPBpcfdQunHEXd2pTaZRIANAn6wcDzwEnAUWA0CfrfYFUIM6wwJDRynZp3RIcrz1GLvHaRrnEt3IXidd2T+4RfgRWAQbA1M66RMSlHCXXzUJKSBwHe3TfbC/Yzi2pt1BUVcSLs1/klIhTbCK3y+z8Vf0eeWrb6wHXnzCUXbt285nhEIBVDBNXJ1dCvUPZU7zHou32BPKyyggM9UbYYVyhVtE4QegUyOx8Bo40SiQNfA68AlxhWGCoB9An652Ai4DPAGsVPWiUS3xxPQDxWlvIbcA9IyH6rq5ubDKZSEtLs6A61qGsrEzqaSHyao8MNpZXkGd1fdMr03k3713cNe7cFnwbrhmupGV0TKa9judYw8d4uwWyalsuGNsfnG1WUDXgxmeGQ+Tm5bJwnBvOGss+ZLV1WgwHDd06Hj3t/FRMCnlZCgHDOUqvnqBnRH1/wnNW8tfvP1Lv3IkuRkVR5MeKH2CtI8gdu2Tszq4s6/b+PubbetttLbPQcQ6/f9md4fcvuyH8/mUh4fcvC2j4dHT7kSNHKo7AihUr7K1Ch3AEPfcW7VXGLhmrjF0yVrl82eVWlfXNzm+UCckTlPO/O185VHao09vb5XjWVinKkyGK8sMdHd6kQc+3/9ithN+/TLn543VKXb3Jomq9vPZlZcIHE5Sa+pout9HTzs/8A6XK6wuXK+n/Hjxqfo/Qc9dyRXnMV/1uAdX8OPaeKj0lkgbW6ZP1i4FkoGHkqjBgAbDBmnKJ19pDbgM1wPPAQ9AYwagAQ20gW+KAmLB+SrCiKCRtTmLxxsXMCJnBy3Nextu1B6V8tkXGX1BbflQqcEe5/oShmBSFp39Mx8fNmWfO11usW2Ko31DqTHVklWYxVNs7Lu+G8vKBPSnzpoFBU9Tsq6zVMCyqw5tJo0TSwHzgOuBxYJB53gHge+DdXii3gbuB4RkJ0fk2kCXpDTTJXrVGTEmtqZYn/n2Cb3Z9w9nDziZ+ZjwuTi4Wl2M1dv4Kzu4w5MQubX7jicMorarjtdRd+Lg78+AZOosYJsO0wwC14FxvMUryMktxctHg378HZmC5+0LwmE4XUZNGiQQAwwJDDfCG+WM74ovtI/cIu4AKO8mWOCAN2TcuGheLGyWlNaXcnXY3/x76l4XjFhI7IbZnBTC2h6JA+o8wZDa4dv1BedfJIymprOXtP/ei9XDhlqgR3VZtiFYdnLA3BbvmZ5XSb5A3GiulUnebsGmw+Qsw1avBrx1AGiUSAPTJemdUj8W5HO2x+A5417DAYJ2CDPHaNuUSX2ztQhDlwMaIuJQVQHXDTJkSLGmNhu4bdyd3i3bfZJdnc/Pym9lbtJf/Hfc/zhtxnsXathnZBijOhBPv6VYzQggeO2sMJVV1vPDrDnw9XJg/M6JbbXq6eBLiFcLuot3daqenoCgK+fvLGD452N6qtM7gGbD2XcjdBgP0HdpEGiWSBj5ETcl9HNhvnheKGtvxEXBJL5PbwLfmj0TSIdQYPTXNtLbeMjbzhtwN3JV2F1V1VSyet5iZA2dapF2bk54CCBh1Rreb0mgEz104jtKqOh79bis+7s6cNzG0W20O9RvK3mLbDgZoLUoPV1FdUUdgTyqa1pywaep31n/SKJF0msmGBYaRzebtB1bpk/U7rCmX+OIW5RKvtaZcADISopOtLUPSu1DMQSXuzu4UVRd1ry1F4ZP0T3hhzQsM9B7IWye/xQj/7ndV2I30ZerbsXeQRZpzcdLw+uUTueb9Ndz75WaCvN2ZNSKwy+0N0w5jbfZa6k31OHWwO6GnkpfVAyu5NscvHLwHqPVKpl7foU16aEeUxA4U6JP1F+mT9Y3nhD5Zr9En6y8BCq0pl3jtRcRrj5yL8VoN8Vpry5VIukRDTImbk1u3YkoqaiuI+zOOhNUJzBo0i0/P/NSxDZKCvZCzBSLPtGiz7i5OvDl/MsOCvIn5aB3GQ10fVG+odijV9dUcLD9oQQ3tQ15mKUIj6BfqZW9VWkcI1VuS1fEiatIokTRwKXAhkK1P1u8we0eygfPNy6wul3jtDrN3xBZyG4mISwmIiEs5doAOiaQFGjwlbk5u1JpqG7tzOsOuwl1c+dOV/LT3J26deCuvRr2Kr6uvpVW1Lekp6ndktMWb9nV34f1rpuLt5sw176/hUHFll9oZ5qdm4PSGLpy8zDICQjxxdunhHp/BM9SB+UqzO7S67L6RNHAQteT6O8B64DTgeGArR2I9eo3ciLiUY8rbR8SlNJa3z0iIzrCWbIlj02CEuDmpgwzUmmpxdXJtc5va+lpWHVpFhG8Ev+z7hTc2voG3qzdvzHuD4wcdb3WdbUJ6CvQfCwFDrNL8QD8P3r9mKhcl/cs176/hi5iZ+Lp3LlW6IQNnd9FuTgztWspyTyE/q5TBox3gXapxcL7/YPQ57a4ujRJJA++jng8eQDHgBXyD+tCehhp42pvkNpa3z0iIrgeIiEuxZXl7iYPS2H3jrBolNfU17RoliRsTeXfLkbI7UWFRPDrzUfp59LOeorakLA8y/4XZ91lVjC7ElzeunMQ176/hpo/W8f7V03B17rjDX+umJdAj0OHTgsuLq6koqemZRdOaM2CcWrcmUxolFicxJjU4Nikq15oyjJG6McAwXbrxe/PvlwGtefHrunTjeiuJ1hsWGMaZU4MPAAMNCwz1+mT9R8AmK8kE0BNfPM6cGnwAGEh8cT3xWmvLDcxIiP686QyzcfJZRFzKE1aUK3FwmnbfQPtVXbNKsvhg2weM9B/J5ZGXo+unY3S/0VbX06bs+AlQrNJ105wTRgSRcME47vlyEw98beCFi8Z1qpbLMO0w9hQ5tlGSl+kAQa4NOLvCwEkdjiuRRkkrJMakNveLCWB1YkzqREDEJkUVtLJdWjdFJwDPNPl9KvAI4Ak8ilrP4xiMkbruytXok/WuqJ4KT1RDqAB1IFxrlpPUEK+1h9x1EXEp9ixvL3FQmnfftBfs+vza53HRuJA0L4kgT8tkpfQ40lNAO1h9K7YBF04OZX9hBa/8vpOR/b1ZOHtYh7cd6jeU73d/j6IojlWYrgkNRklgmIMMPRA2Df5NhNpKcPFoc1VplLROPrCv2bxBqHEP1hwbJUSXbvynye8SXbpxKYAxUrfQSjJBLemeDjihjgPzpT5Zvwe1G+MzW8olXmsLufYuby9xUBq6b9yd3AHarFXyz8F/WJG1gtsn3d57DZLqUti9AqZcq2Zb2IjbTxrBztwyEn5OZ3iwNyfp+ndou+F+wymvLSe7PJsQ7xAra2kd8rPK8Ovviau7gzzCB8+Av1+Bgxsg/Lg2V3WQPbIL9wInA/fGJkUZABJjUvfGJkW1GcUVmxQ1p+nvW95kbSflHuWP06Ubm8Y2tFq6T5duPEouQnRKrmGB4WV9sv5z8/RBfbL+A2Ae8LZhgWF1Z9rqFPHFLxOv/dw8fZB4baNc4outJjcjIdre5e0lDkpD901DHElr3Te1plqeW/0cod6hXDX6KpvpZ3N2/AL11TD6bJuKFULwwoXjyTxcwW2fbuDrm49n1ID2uzNG+qtlkXYU7nBYoyQvs5T+Qx0oWyvUXEQtc5U0SrpKbFLUi4kxqZ8DLyfGpGYBj3HUUFxW46AxUjddl248qgPOGKmbgZqpYjUMCwwHm0wXAV9ZU14j8cUHm0zbRG5EXEqb5e0zEqKtXd5e4qA0eEo8nFU3dGvdN19s/4Ldxbt5de6rjV09vZKt36gFssJsHxvu4erE2/OncPbrf3Fd8hq+iz2eft5tH+vhfsMB1SiZHTbbFmpalKqyWkoLqhg7e1D7K/cUvPpBvxHqiMHtII2SNohNitoPXJQYk3o28BtqzIO1uR/43BipW4LaVQQwGTXWwdol1/sS9i5vL3FQjokpacFTUlhVSOLGRGaEzGBu2Fyb6mdTqkth528w+WrQ2Kfs1QCtO2/Nn8LFb/7LTR+v56PrpreZkePt6s0g70HsKLR6wWirkLffHOTqCJk3TQmbDtt/VAdtbKObTxolbZAYkxqJ+hadimqUDDPPPy02Kepna8jUpRtXGyN104FbgKvNs7cCM3TpxhxryOyjTM5IiG6xvH1EXIpj3q0kNuGY7JsWPCWJGxOpqK3g/qn3O2wwZYfY/rPadTPGvoMHTgjz4/kLx3H7Zxt59LstPHO+vs3jPtJ/pOMaJY6UedOUwdNh40dweBcEtl65WBolrZAYk3obEAsYUQMfb49NivrOvPhpwCpGCYAu3ZiLmmkjsR4FEXEpFwFLMxKiTQARcSka1Dolsry9pFUaum98XNWHQknN0WXPtxds58sdX3LpqEsZ7j/c5vrZlG3fgk/IkQJZduScCYPYkVNK4ordjOzvw7WzWg//G+k/kpX7V1JdX+1wXWv5maV4B7jh7m3N5EQr0LSIWhtGiSwz3zo3AJNjk6LOBeYAjyTGpN5uXtaLX336DA3l7XMi4lJ2RMSl7ARysGF5e4lj0tB9E+ypxp3nV+QftezZNc/i6+rLzRNutot+NqOh62b0OXbrumnO3SeP4uTR/XnqRyP/7j7c6noj/UdiUkzsLtptQ+0sQ15WmeN5SUCNKfHwV4Nd20B6SlpHE5sUVQYQmxSVkRiTOgf4KjEmNRxplDg85jLylwBExKX0M89r/S4mkZhp6L4J9AhEIzTkVh6pp/h75u+syV7Dw9MfRuumba2J3kFD183oc+2tSSMajeCli8dzbuLf3PLJer6/dRaD/I6ti9GQgbOzcKdDFbKrqaqjKLeCkdM6lv7co9BoVG9JO0ZJzzBveyY5iTGpExp+mA2UM4FAQG8tocZIna8xUveMMVL3oTFSd3mzZYutJbevERGX4hoRlzI/Ii7lJLMxcmpEXMrrEXEpsRFxKQ7mF5XYkobuG2eNM4HugeRV5AFQVVfFC2teYIT/CC4YeYE9VbQNPajrpik+7i68NX8K1XUmYj5cR1Vt/THrhPmE4e7k7nBxJfn7y0BxwHiSBgbPgMM7oTy/1VWkUdI681FHq20kNimqLjYpaj5gzZGc3kf1xCwFLjVG6pYaI3UNnZ5yPBbL8T4QDdwREZfyIWosyX/AVNTBASWSFmnwlAgEQZ5BjZ6S5K3JHCw/SNzUOJw1vdwJXVXS47pumjIsyJuXL5mA4UAxD32z5ZiRnJ00Tgz3G+5wRkljkKujZd40MHim+t2Gt6SXXzldx5wO3Nqyv60oepgu3djwmvWtMVL3EJBqjNTZtjJR70efkRA9zlyv5AAwMCMhuj4iLsXaY+5IHJyGB5xGaAjyDOJg2UEOlB3gHcM7nBx+MtNCptlZQxuwo2dk3bTFyaP7c/tJI3h1+U7Gh2mZPzPiqOUj/Eewcv9K+yjXRfKzSvHwdcVT2/YAkD2WgRPByU0dvLEVep6JK3EzRuoa/xdduvEp4G3gD6CXDCnaI9BExKW4olbQbRhzB6w/5o7EwWnovhFCEOwRTG5FLk//9zRCCO6dcq+dtbMRhi/BN/RIpc4eyu0njeCkyGD+98M2Vu89eriykf4jKagqIL+y9a6EnkZeZhlBYd6Om2bu7AaDJrfpKZFGSc/jByCq6QxdunEJcDfQ9shfks7QMObORsxj7kTEpbwNrMG6Y+5IHBwTZqPE3H1TVF3EH/v/IHZCrMOWLe8U5fmwaznoL+iRXTdN0WgEL186gcEBntz88ToOFVc2Lmtabt4RqKutp+BQuePGkzQweAYc2tjq4p59RvVBdOnG+3Tpxt9bmP+zLt3YenK3pFNkJES/DMwCZmYkRC8CLgB+Aa7LSIh+3K7KSXo25vAEjdAQGRAJwMyQmVx+dFx672XrN6DUg/5ie2vSIXzdXXjzqslU1tQT89H6xsDXEf7q7XRHgWMYJYcPlKOYFMeNJ2lg8Eww1bW6WMaUOBDGSN01unTj+/bWo7eQkRB9sMl0EbYa60fi0DR6SoRgTtgc1l+1HhdNH+rxM3wJwaNhwFh7a9JhRvT34cWLJxDz0Tr+t2wbT5+nx9/dn/6e/UkvTLe3eh0iP0sNcg10dE9J2DQYOAlIa3Gx9JQ4FvINXiKxM40xJeZyRX3KICnMUCty6i+ytyad5rSxA4iZPYxP/stk6To1j0HXT8e2w9vsrFnHyMssxdXDGd9Ad3ur0j08/ODGFa0ulp6SHoYxUre5lUUCcMCKORJJ76IhJVgj+uA7ncHsTNRfaF89usg9p4xkY1YhD31rYPRAX0b3G83KrJWU15bj5eJlb/XaJC+zlKDBDhzk2kH64FXV4+mPWiPlrBY+suKoRGJnGlKCe/vD4RgURe26GTwT/AbbW5su4eyk4bXLJuHr7sJNH61jiM8oFBS2F2y3t2ptUl9v4vCBXhDk2gGkp6TnsQzw1qUbNzZfYIzUpdlcG4lEchTNu2/6DNkGyEuH6JfsrUm3CPJxI/GKSVz61io++1Ot97Ht8DYm9Z9kZ81apyi7gvo6k+PHk3QA6SnpYejSjdfp0o1/tbKsj4T3SyQ9lz7bfWP4EjTOPWqsm64yNSKAB06PJM1YjZeTf4+PK8ndp45E7fCZNx2gj11VEolE0j0aK7r2pdunyQRblsLweeDVO2o4XjdrCGfoB1BS3J912QZ7q9MmuftKcXF3wr+/p71VsTp96KqSSCSS7tPQfdOnem/2/Q0lBxwy66Y1hBA8e8E4fEQEB8v3sa+g0N4qtUruvlKCB/sgNL3/pJNGiUQikXSCPtl9s/lzcPGCUafbWxOL4uPuwq2z5oJQiP0qhdp6k71VOob6OhP5+0sJCve1tyo2oQ9dVRKJRNJ9+lz3TU25WsV1zLng2rPTZrvCvGFqgOv2QiPP/9LzsnAKDpZjqlMIDu/98SQgjRKJRCLpFE0H5OsTbPseaspgwhX21sQq9PfsT4B7ACPDinnrjz38vOWQvVU6ipwMNcg1WHpKJBKJRNKchu6bPpMSvPFj8B8C4cfZWxOrIIRgdL/RuHodZHyYH/d8uZk9eWX2VquRvH0luHn1gkquHUQaJRKJRNIJGjwlfSKmpGAvZPwJE6+AXuwZ0gXo2Fu8h5cuGY2Lk+Cmj9ZTUdP6oHG2JDezlOBw3z7jmesDV5VEIpFYjj5V0XXjJ4CA8ZfZWxOrMi5oHPVKPcX1e3n10onsyC3loW+2NP7X9qKupp7DB8oJ7gP1SRqQRolEIpF0gj7TfWMywaZPYdhc0IbaWxurog/UA7A5bzMnjgzijpNG8s2GA3z8X6Zd9crfX4ZiUgiO6BvxJCCNEolEIukUfab7Zu9KKM7qtQGuTenn0Y9B3oPYnK+Oh3pr1HBmjwzifz9sY1NWkd30aqjk2lcyb0AaJRKJRNIp+oynZOPH4K6FyDPtrYlNGBc0js15qlGi0QheuWQCQT5u3PzxegrLa+yiU+6+Ujx8XfHyc7OLfHsgjRKJRCLpBH0ipqSiAIw/wNgLwaVvZH2MDxpPTkUO2eXZAPh7ubL4iknklVZz5xcbMZlsH1+Su6+U/uE+vftca4Y0SiQSiaQT9Inum42fQF0VTLnG3prYjHGB4wAw5B8ZB2d8mB+PnDWatO15vL5il031qamqozC7vM9Ucm2gF19VEolEYnl6ffeNyQRr34PQaTBAb29tbEZkQCSuGtfGLpwGrpw+mPMmDuLl33ewJb/eZvrkZ5WC0rfiSUAaJRKJRNIpGsvM91ZPyd6VULAbpl5nb01siouTC7p+umOMEiEET503lhHB3iRtquJgUaVN9MnJKAX6TiXXBnrpVSWRSCTWwUQvLzO/9l3wCIDR59pbE5szLmgcWw9vpdZUe9R8T1dn3rhyMnUmuPnj9dTUWX/gvrx9JXj7u+Hp62p1WT0JaZRIJBJJJ2gc+6Y3dt+UHIL0H9UKrn0kwLUp4wLHUV1fzY7CHccsGxbkzXV6NzZmFfH0j0ar65K7r7RP1SdpQBolEolE0gV6ZffN+g9AqYfJfSfAtSnjgszBrnmGFpdPHeDMdbOGsOSfDL7fdNBqelSV11KcV9nn4klAGiUSiUTSKXrtKMH1dbBuCQydC/2G2VsbuxDiFUKQRxDrc9e3uk7c6ZFMCfcnbulmduaUWkWPvMy+GU8C4GxvBSQSexIRlzIEuBWIoMn1kJEQfba9dJL0bHpt982On6D0IJzxnL01sRtCCCb3n8y6nHUoitKi4enipOH1yydx5mt/ctPH6/ku9ni83Cz7KG2o5BrUh8a8aUAaJZKj0Cfr+wODzD8PGBYYcmwmPF57lGzii20h+1vgXeAHwPrRaxKHpyEluNd13/y7GLSDYeTp9tbErkzpP4WfM35mf+l+wnzDWlxngNadRZdO5Mp3/yPuawOLLp1gUc9Z9p4S/Pp74u7lYrE2HQVplEgA0CfrJwBJgBY4YJ4dqk/WFwE3GxYYWvRn6pP1ad0WHq9tUTbx2iLgZuKLj5Udr+2+XJWqjIToRR1dOSIu5Si5faf4s6SBxoquvclTcmA9ZP4DpzwFTn37sTC5/2QA1uasbdUoAThueCB3nzKK53/ZzuTBflx9/BCLyFcUhZy9xQwe088i7TkaffvskzRlCbDQsMDwX9OZ+mT9DOB9YLy1ZRNffJRs4rW2kP1qRFzKY8CvQHXDzIyE6NY7lZtgMplIS0uzkmqWo6ysTOppIfYW7QVg5cqVdtakfTp6PHXbXqSfkzv/Vgyh3g7Hvyf974qi4K3xZtmmZfgf8D9qWXM9dSiMD3LiiWXbqMvbw3A/p27LrylTqCxVKKnNIS0tt0tt9KTj2VmkUSJpwKu5QQJgWGBYpU/We7W2kWGBYU7T3+JqsbYrso8xSADii1cRr21ZdnzxUXJ5vEtyAfTAVUAUR7pvFPPvY8hIiD5K7qhv7lLmzJnT0qo9irS0NKSelsGwwYDYLHq8ntDB41lyEP74B6bewAnzom2iV3N62v8+fcV00gvSj9GpJT0nT6/lzNf/5F2jwrJbZ9LPu3v+051rctjJVk44dUqXY0p62vHsDNIokTTwkz5ZnwJ8AGSZ54UB84GfrS2beK29ZF8EDM1IiLbPMKASh0NRlN7VdbP6LVBMMH2hvTXpMUzpP4XlmcvJLs9mgNeANtfVerrwxhWTOf+Nf7j9s40kXzsNJ03Xz4/svcU4u2joN6jVd8FeTS+L1JJ0FcMCw23A68Bc4AHzZy6QaFhguMWqwuOLW5VNfLF1ZcMWwM/KMiS9CJNi6j1GSU05rH0fIqMhwDIxEb2BpnElHWHsIC3/O3sMf+3K59Xfjy281hly9pYQFO6DxqlvPp6lp0TSiGGB4SfgJ7sIjy+2l2w/ID0iLmUNR8eUyJRgSYso9CJPyaZPoaoIZsTaW5MexUj/kfi4+LA2ey1nDj2zQ9tcMjWMdfsKWZS6i4nh/swdFdxpufW1JvKyShk/t/UA296ONEokAOiT9VpUD8U5QH/UuIpc4DsgwbDAUGQ14fHaNmUTX2w92fCYFduW9EJaq1/hcJhMsOoNGDgRBs+wtzY9CieNExP7T2RdzroObyOE4Ilzx7LlYAl3fr6RH26ZRViAZ6fk5u0vxVSn0H9o3yua1oA0SiQNfAGkAnMNCwzZAPpk/QDgavOyU2whm/jibADitTaRnZEQ3fNTKCQ9il7TfbPrNzi8C85/B3qDkWVhpvSfwh/7/yC3Ipdgz455PdxdnHjjikmc9dpfxH6yni9jZuLm3PGMnJw9atG0AUO0XdK5N9A3O60kLRFhWGB4tsEgATAsMGQbFhgSgHBryya++NlGgwQgvjib+GJbyJZIOkWv6b75NxF8BsKYc+2tSY9k5sCZAPxz8J9ObRcR6MWLF49n8/5i/vfDtk5tm7O3GG9/N7z8+m4FJOkpkTSwT5+svw9Ibqjiaq7uejVHMmKsJpt47X1AcmMVV7W6q9VlR8SlHFVFNiMh2nYVbCUOSa/wlGRvgb0rYV48OPW9qqEdYaT/SPq59+OfA/9w7vBzO7XtKWMGsHD2UN5cuYfJ4f6cPym0Q9vlZJTQf0jf7boBaZRIjnAJEAesNBsjCpADfA9cbCvZZmPE6rIj4lIm0EIV2Yi4lCLg5o4WT5P0PXqFp2TVYnDxhMlX21uTHoOpupqaPXuo2ZdJTWYmtQcOcP9uZ8qKfmZvUhbCpOBfXs6+Jclo3N1x6heAc79AnIOCcI0Ix23YMJxDQhrjje49ZRQbM4t48BsDowf6EjmgbWOjoqSGkvwqxs7umAHTW5FGiaSBkcDThgWG+/XJek9UI2GSeVm9LWQTX3w/8VpbyV4CLMxIiD6qaFtEXIotqshKHBiHD3QtzQHDlzBpPnj4t79+L0WpqaF8zRrK//iTig0bqDIaoba2cbmTvz8DPZ3JNNVSqa3D28MXKitRamqoLSqiautW6goKoP7ILcpJq8VjyhS8pk3Fe+5cXrt8ItGL/uKmj9bz/S3H4+PeulcqZ28xAAOkp0QiAeA9jjyIXwHKgQTgJNSH9Pm9TLZXc4MEICMhelVEXErfrFok6RAO332z+k2or4UZN9tbE5uj1NRQuiKNkh9/pPyvvzCVlyPc3PDQ6+l39QLcx4zBNTwcl7DBOHl7UVBVwFWfzyF2wjwWjl/InrQ0xjeplKqYTNQXFFCzdy/Vu3dTudlAxdq1lC1fTs4zCbiNGsVbU2dxW2YQ933lw+IrJrVq0GbvLUGjEX1yZOCmSKNE0oDGsMBQZ56eYlhgaPBU/KVP1m+0tmziixtlE1/cKJt4rbVk/xQRl2KvKrISB8ahu2+qy2DNO6A7E/oNs7c2NqN6506KvvqK4u9/oL6wEOegIHyjo/GeMwevmTPQeHi0uF2AewC6fjr+OfgPC8cfW/FWaDQ4BwbiHBiI59Sp+F96KQA1+w9Qtvx3Sn79DfeP3+MtRWHj+mF8l3sh59xyOcLV9Zi2cvaW0C/UG2fX7o+f48jI7BtJA1v0yfprzNOb9Mn6KQD6ZP1IoLb1zSwjm3hto2zitVMAiNdaTXZGQnSrVWQzEqKtXUVW4sA4dJn59R9AVTEcf4e9NbE6iqJQvno1mQsXsuessyn45FM8p08n7O23GJ62gpD/PY5P1NxWDZIGjh94PJvyNlFaU9ph2a6hgwhYsICIjz9ieFoagXfczpDaYka99SzbTpxD/ptvUV96pL36ehM5GSUMGNZ3U4EbkJ4SSQPXA6/qk/UPA/nAv/pkfRaqF+F6W8gmXtsom3it1WVnJETbr4KtxGExYXLMmJL6WjUNOPx4CJ1ib22shqIolP/9D3mvLaJq02acAgIIuv02/C69FGf/zsfQHDfwON42vM3qQ6txovNeDJf+wQTFxOA6/xoeeOBtZhtS0bz8Mofffhv/yy4j4NprKChxoq66nhBplEijRKJiWGAoBq7WJ+t9gSGo58b+hvRgqxJfXAxcTbz2KNmN6cFWICIupc0qshkJ0UXWki1xbBRFsbcKXWPrN1CyH6JftLcmVqNiwwbyXnqZijVrcBk4kAGPPYr2vPPQuLt3uc3xwePxcvHizwN/Moc5XW5H6+nGrXHzOW/xME53LeKu/P84/M47FH72Gfnn3AMEEjLMr8vt9xakUSI5CsMCQwmwyS7C44ttKbuximxGQnQ2QERciq0q2EocGAUFjaP1fCsK/P0qBEXCiN53alfv2UvuCy9QlpqKU2Ag/R9+GL+LL0LTQuxGZ3HRuHD8wONZuX8lJwad2K22dCG+PH2enru+2ETAyTdy3y2x5L74EgfWZ+Lu50Tdyp9QzjnHMT1xFsLBriyJxGJEZCREP9tgkABkJERnZyREyyqykjZxyOyb3cshZwscdxtoes9t31ReTu4LL7DnnHOoWL2aoDvuYPivvxBw5RUWMUgamDt4LvmV+WTWZHa7rfMnhXL1cRG8+9defirzJPSNxZSFTyZAyeNQ3ANkXjWf6p07LaC1YyI9JZK+yr6IuJT7gOSGKq7m6q5XY/0KthIHxqSY7K1C5/l7EfiEgP4ie2tiERRFofSnn8h59jnqcnLQnn8+wXffhXO/flaRd8KgE3ASThgqDBZp76FoHdsOlXD/0s0McnahslJh2tVnMuD0AHJffIk9551Pv2uuIei2WxEufavibu8xmSWSznEJ0A9YGRGXUhARl1IIpAEBWL+CrcTBcShPycGNakn5GTeBs+W8B/ai9tAhsm64kQN33Y1TvwDCP/2EgU8/ZTWDBEDrpmVy/8kYKi1jlLg4aVh8xSQCvFx59fMtAIQM98P/4osZ9tOPaM86i8Nvv03mDTdSX1RkEZmOgvSUSPokGQnRhcD95o9E0mFMigmNcKD3uX8WgZuvw5eUVxSF4qVLyUl4FqW+nv4PPYT/5ZchnGxT12NO2Byey36OrJIswnzDut1eoLcbSVdO5o0X1lDn5IRvsJqa7BwQwMBnnsZz+jSyH3mUjCuvJPyDD3AOCOi2TEfAga4sicRyRMSlTI+IS/E1T3tExKU8HhGX8kNEXMqz5swciaRFHKn7xr0yR826mXw1uDvuaV2bnU3WjQs59PAjuOt0DP3+OwKuutJmBgmoRgnAiqwVFmtzfJgfEzw82Cfqee7X7Uct8zv3XMLefpvarP1kXnc99cXFFpPbk5FGiaSv8h5QYZ5+FXVgvmfN8963l1KSno8jVXQN3f8dCCe168ZBKfn1V/acfQ4Va9fS/5GHGZy8BNew7nsqOkuYTxghLiGk7U+zWJtVZbXUF9UQPNSXt//cy3cbDxy13GvGdEJff52aXbvYf8cdKLXWrmNpf6RRIumraDISohtL22ckRN+RkRD9V0ZC9OPAUHsqJunZOExF1/J8Qg79DuMuBt+B9tam05iqqjgUH8+B227HNTycod99S8AVVyDsmD00zmMc63PWU1xtGa/FoT1qO5dHj2BaRAD3L93MtoMlR63jfcIsBjz+OBX/riLnmQSLyO3JSKNE0lfZEhGX0ljaPiIuZQpARFyKLcrqSxwYh0kJXrUYjanGIUvKV+/cScZFF1P02ecEXHctER9/hOvgwfZWi7GeY6lX6vlj/x8Wae/QriI0zoKBQ7UkXjEJPw9XbvxwLYXlNUet53f+eQRccw2Fn3xC8bIUi8juqUijpIdjjNQNMkbqBps/MjDZclwPzI6IS9kNjAb+jYhL2QO8jfXL6kscGAWl5xe3qiyE/94iL+g4CBppb206jKIoFH75JXsvupi6ggLC3n6b/vfe2+IAdvZgsOtggjyCLBZXcmhXMcGDfXB2cSLIx403rpxEbkk1t366gbr6o2OXgu++C4+JE8mOj6dm/36LyO+JyIechUmMSU3rzvbGSN0DgIsu3fg/86x/gSLAFUgGnmllu27J7WtkJEQXA1ebg10bS9s31CyRSFrDIbpvVr8NNaXsC7+IYHvr0kFMlZVk/+8Jir/5Bq/jjmPgswk4BwXZW62j0AgNs8Nm8+OeH6mpr8HVqevGUl1tPbmZJYyfeyQ+ZuJgf544dwz3LzXw/C/beeAMXeMy4ezMwOefZ+9553HwvvsJ/+hDu3ZlWYvet0dWJjEm1XrJ8CoXAU0HpzisSzeOA8YA0VaW3efISIguyUiI3pSREL1OGiSSjtDju2+qy2DVYhh5OuXeQ+ytTYdwyssj47LLKf72WwJjYwl7+60eZ5A0MDdsLhV1FazOXt2tdnL2lmCqUwgZfnRW1CVTB3PljMG8+ccevtlwtEfENXQQ/R98kMr16yn64stuye+pSE9JGyTGpCYAL8QmReUnxqROQR0TxZQYk+oCzI9NilrZfJvYpKg5TX/f8iZrOytXl24sb/LzVfO8emOkrtUxtnXpxqPkIkSn5Uokkvbp8dk3a99Tu29OvAd2ldlbm3YpTU0l4OlnqHV1JezNJLxP7N74MtZmesh0PJw9SMtKY9agWV1u58D2QoSAgSP8jln26Jlj2JlTxv1LDYT382LS4COjG2vPPYfi774j94UX8J47F5f+juIL6xjSU9I20bFJUfnm6eeBS2KTooYDJ3O0N8OSeBsjdY11hXXpxiUAxkidG+BrJZkSiaSDKEoPjimprYR/XoOhcyB0ir21aRPFZCL3lVfYf3Ms9UFBDFm6tMcbJABuTm4cP/B4VmSt6NaI0Qd2FBEY5oOb57Fl5F2dNSRdOZkBvu7c+ME6DhRVNi4TQhAS/xhKTQ05Tz/dZfk9FWmUtI1zYkxqgzfJIzYpag1AbFLUDsDNSjK/At40Ruo8G2YYI3VeQJJ5mUQisSMmenD3zYaPoDwXTrzX3pq0iam8nP233cbhpDfRXngBBffeg2voIHur1WHmhM0htyKXbQXburR9XU092XuLGTTSr9V1/L1ceXfBFKpr67k+eS3l1XWNy1wjIgi8+SZKf/mFsj8skwnUU5BGSdssBn5MjEmNAn5OjEl9NTEmdXZiTOrjwEYryXwEyAUyjZG6dcZI3TogA8gxL5NIJHakxwa61tXAX6/A4JkQfry9tWmV2kOHyLjyKspSV9D/wQcJeeIJcLBB504MPRGN0LAis2tZONl7ijHVKQwa5d/meiP6+7Do8olszy7hzs83YjId8cz0u/ZaXMIHk/Psc72qqJo0StogNinqNeBpYCFwDhCFOlbKAeCaNjbtMrp0Y70u3RgHhKGOWHs1MFiXbozTpRvr2tpWIpFYnx7rKdn8GZTshxPugR7avVS5cSN7L7qY2qwswt5MImD+VT23K6wN/N39mRA0gbSstC5tf2BHEUIjGDjcr911544K5qHo0fy6LYcXfztSil64utL/3nup2b2bwi++6JIePREZ6NoOsUlRaaijxx5FYkzqNVixHLku3VgJWGZISolEYjF6pKekvg7+fAlCJsDwk+ytTYsUp6Rw6IEHce7fn7Al7+M2fLi9VeoWUYOjeGHtCxwoO8Ag7851PR3YUUjQYB9cPTr2CL72+Ah25pSSuGI3I4J9OHeiKs/7pJPwnDaN/NdeR3vmmThpHXd8owakp6TrPG5vBSQSie3pkYGuW7+Bwr1qLElP0w0o+OhjDt59D+7j9ER88bnDGyRwZIC+znpLamvqydlb0mY8SXOEEPzvnLFMHxLAfV9t5r89hxvn938gjvriYvKT3uyUHj0V6Slpg8SY1M2tLBJAf2vINEbqXIFLgYO6dOPvxkjd5cBxgBF4S5du7D2dhxKJA9Ljum9M9fDnCxA8GkadYW9tjkJRFPLfeIP8Ra/hPe8kBr34Iho3a+UI2JZw33CGaoeyImsFV+iu6PB22buKMdW3H0/SHFdnDW9eNZkL3viHGz5Yy1c3HcfI/j6463Rozz+Pgo8+wv/SS3AND+/srvQopKekbfoD84GzWvgctpLM91GLpN1ujNR9iFpM7T9gKvCOlWRKJJIO0p00UKuw9RvIS1frkvSgCp+KyURuwrPkL3oN7TnnEPrKK73GIGlgTtgc1mWvo6SmpP2VzezfUYhGIwgZ1vmuFj9PV5ZcMw03Fyeufm81OSVVAATdfjvCxYXcF1/qdJs9DekpaZtlgHdsUtTG5gu6W06+DfS6dOM48zg3B4CB5sJpHwGbrCRTIpG0Q1lNGTsKd5BfmY+mp7zPmeph5bMQpIPR59lbm0aUujoOPfIoxd98g/9VV9H/gbheWRJ9bthc3tvyHn/t/4szhnbMS3VwRyHBET64unft8RsW4Mn7V0/lkjf/ZcF7q/kyZiY+wcH0u/pq8hcvptKwpUvt9hSkUdIGsUlR17Wx7HIridWYu3C8AE9ACxSg1kVxrLw5icQBURSFnIocdhTuIL0gvfGTVZrVuM5x3sfZUcMmbFkK+Tvg4g96jJfEVFPDwbvvofS33wi85RYCY2/ueTE4FkIfqCfAPYC0rLQOGSU1VXXkZpQy8ZTujXg8dpCWxVdO5rola7jpo/W8d/VUAq5VRxHOe/llmH9Vt9q3J9Io6Xm8C6QDTsBDwJfGSN0eYAbwmT0Vk0h6G/tK9vHD7h8ori6moq6C/aX72Vm0k9Ka0sZ1BvsMJjIgknOHn0tkQCSRAZFs/W+rHbU2U18HaQnQfyxEnmVvbQBzUbRbb6X8n3/p/+ADBMyfb2+VrIqTxok5YXP4NeNXautrcXFq+73x0O5iTCaFQSM7F0/SErNHBvHM+Xru/Woz9y/dzIsXjaffwoXkPvssLtOmwpw53ZZhD6RR0sPQpRtfNkbqPjdPHzRG6j4A5gFv69KN3RsBSiKRAJBfmU/SpiSW7liKCRPeLt54uXgxwGsAZww5gxF+IxjhP4JRAaPwcvE6ZvttomuVPC2K4Qso2A2XfNwjvCT1RUVkLlxI1ZathCQ8g9+559pbJZswJ3QOX+/8mrU5a5k5cGab6x5IL0TjJBjQhXiSlrhoShjZxVW8+NsOtB4uPHLZpRQkJ+Pz7XcoCxc6pIdKGiU9EF268WCT6SJkeXmJxCLU1tfykfEjkjYlUVNfwwUjLyBmfAyBHoH2Vq1z1NfCyudgwDiItP/g4bW5uWRddz01GRmEvvoKPvPm2VslmzFj4AzcndxZkbWiXaMk01hAyHAtLm5OFpN/S9RwiitreeevvXi7OXP9LbEcevgRypYvd8j/wf7mtUQikdiAfw78w/nfn89L615i6oCpfHvutzw842HHM0gANn2m1iWZ+6Dd65LUZGWx74orqTlwgLC33nTIB2F38HD2YMbAGe0O0FdeXM3h/WWE6QIsKl8IwUPROi6dGsbrK3bxWcA46vr3J/eVV1Dq6y0qyxZIo0QikfRqDpQd4I4Vd7Dw94XUK/UknpTI6ye9Trivg9ZzqKuBP56DgRNh5Gl2VaV65072XX4FppISwpe8j9fMtj0FvZWTBp9Ednl2mwP07U8vBGDw6H4Wly+E4Knz9Jw1fiAJv+5k1XFnULNrN8Xf/2BxWdZGdt9IJJJeSVVdFe9vfZ93De+iERpum3gb88fMx83JwWtlbPoEijLhjBft6iWp3LyZrBtuRLi6MvjDD3AfOdJuutibOaFzcBJO/L7vd8b0G9PiOlnbCnD3diEw1NsqOjhpBC9dPJ7Kmjqe2qawNGIE+a+9hm/0GWhcXa0i0xpIT4lEIulVKIpCamYq5353Los3LmZO2By+P/d7bhh3g+MbJLVV8McLMGgKjDjZbmqUr1pF5tXXoPH1JfyTj/u0QQLg5+7H1AFT+X3f7y124SiKQqaxgDBdAEJjPUPSxUnD65dPQh/kzFMD51B78CBFnzvWYH3SKJFIJL2GvcV7uen3m7h9xe14OHvwzinv8MLsFxjgNcDeqlmGte9BcRZEPWw3L0np77+TdcONuAwaRPjHH+EaFmYXPXoa8wbPI6Mkg91Fu49ZdvhAOZUlNRaPJ2kJdxcnbp3ohnbW8WwKHMb+1xIxVVRYXa6lkEaJRCJxeCpqK3h53cuc//35bMrbxH1T7+OLs75gesh0e6tmOapK1DFuhs6BYXPtokLRt9+y//Y7cButI/zDD3AJDraLHj2RqMFRCAS/Z/5+zLKsbQUANjFKAFydBEnzp7DltMtxKSli+VOv2USuJZBGiUQicVgUReHHPT9y1jdn8d6W94geEs0P5/3AVaOvwkXTywog//s6VByGkx6zi/iCDz7kUNwDeE2fRvh77+Hk52cXPXoqQZ5BTAiewO/7WjBKjIcJGOiFt7/tug/dnJ14JO4Sdg+fgPb7z3nvJ8cYpUQaJRKJxCHZXrCda365hvv/vJ9Az0A+PP1Dnpz1pGOm+LZHWR788zqMPhcGTbKpaEVRyHs9kZynn8bn5JMJTUpC43VsQTmJ2oWzvXA7WSVHhiSorann4M5iwiJt4yVpipuzE7OffRSf2kr2vfEWCT+l97wBJZshjRKJROJQFFcX88x/z3DxsovZXbSbR2c+yidnfMKE4An2Vs16/PkC1FVB1CM2FauYTOQ8/Qz5r7+O9rzzGPTySw6VyWFrTgo/CeCoLpwD6YXU15kIH2v5VOCO4DNGh090NBfu/ZvPf9lA3FIDdfUmu+jSEaRRIpFIHILy2nLe3PQmpy89nc+2f8ZFIy9i2XnLuGjkRThpLFchs8dRmAFr3oVJV0HgcJuJVerqOPTgQxR++CEBCxYQ8tSTCGdZRaItBnkPYnS/0Ud14WQY8nFxc2LgCD+76RV86y04m+p4umItn6/NIvaT9VTV9szCatIokUgkPZqquiqStyZz+tLTeX3j60weMJkvzvyCh2c8jNbNMmOI9GhWPAMaJ5h9v81Emqqr2X/HHRR/+y1Bt99GcNz9iB4wvo4jMG/wPDbnbya7PBtFUdi35TBhugCcXOx3/FwjIvA7/3wi/v2Np2f245etOVz5zn8cLqu2m06tIc1eyTHok/UBAIYFhgKbCo7Xqp2u8cU2kxsRl+IHzAciaHI9ZCRE32YrHSQtU1tfy9KdS3lr81vkVeYxM2Qmt068FX2Q3t6q2Y6crbD5czj+NvAdaBOR9WXl7L/lFipWraL/ww8TcOUVNpHbW5gXPo9FGxaxPHM5p/qcTVlhNVPPtE/XTVMCY2+m+LvvmPPvd7x++a3c/cUmzlv8D+9dPZXhwdYp6NYVpFEiAUCfrB8MPAecBBQBQp+s9wVSgTjDAkNGK9uldUtwvPYYucRrG+USX9yiXOK13ZN7hB+BVYABaLejNSIu5Si5Dl6Kq0dSa6pl2e5lJG1K4mD5QSYGT+TZE59l6oCp9lbN9iz/H7j7wqw7bSKurrCQrIUxVG3dysDnnkV79tk2kdubGKIdwjDtMJZnLmeU6XgAu8WTNMVlwAD8r7ySgvffZ978q/jsxhnc8MFazlv8N29cMZlZI3pGgLg0SiQNfA68AlxhWGCoB9An652Ai4DPgBnWlkt8sdrJGa+1hdwG3DMSou/q6sYmk4m0tDQLqmMdysrKeryetUotfx7+k/hP4zlcd5gw1zBuCr4JnbuO8vRy0tLT7K1iI7Y4nn6FBibs+Jk9Q64i87+upXN2Rk9NURH+ixbhlJtH8Y03kOPrCzY6Zxzh/ISO6zmCEfyS/QsbduzE3d+JNRv+tb5yTWhNTzF2DIGenmy/P47iu+4kbrITr6yrZf57/3GlzpW5Yc4IOw/wiKIo8mPFD7DWEeSOXTJ2Z1eWdXt/H/Ntve22llnoOIffv+zO8PuX3RB+/7KQ8PuXBTR8Orr9yJEjFUdgxYoV9lahVSpqK5SPtn2kRH0RpYxdMla5bNllSuq+VMVkMtlbtVax+vGsr1eUpBMU5aUxilJT0eVmOqpn9b59ys6T5inpEycpZf+u6rK8rtKTz8+mdFRP42GjMuXt6crrC39X/vt+t3WVaoG29Dz88cfKtlGRSvGvvyqKoigllTXK1e/9p4Tfv0y554uNSmVNnU10VM2PY++p0lMiaWCdPlm/GEgGGpLsw4AFwAZryiVeaw+5DdQAzwMPAQ0J/Aow1Aay+zTlteV8sf0LlmxdQkFVAZOCJ3GR90UsPG2h/d/W7I3hCzi0Cc5/G1w8rCqqascOMq+7DmrrGJy8BA99H4rZsRKj/Ecxruo4QBCu7xndIg34X3wxhZ98Qu7zL+A9ezY+7q68s2Aqry7fyaLlO9l2qISkKycTFuBpF/2kUSJpYD5wHfA4MMg87wDwPfBuL5TbwN3A8IyE6HwbyJIABVUFfJ7+OR+nf0xxdTEzQ2Zy47gbmTJgCmlpadIgqa1UY0kGToSxF1pVVOXGjWQujEHj5sbgjz7EbbjtUo57M0IIxpcfT4VLCe4DelaxMuHsTP/748i64QYKliQTeOMNOGkEd508kvGhWu78fCNnvvYXr1wygbmRth9GQBolEgAMCww1wBvmj+2IL7aP3CPsAhxntCoHZm/xXj7Y9gE/7P6B6vpq5oTO4YZxNzAuaJy9VetZ/JsIJQdUL4kV03DL/v6b/bfehnNgIIPfew/X0EHtbyTpEHU19bgc8Cc94C/+OODEWcPOsrdKR+F9wix8Tj6Z/MWL8T39tMZBFU/S9WfZrSew8KN1XLNkDdfPGsK9p43Czdl2dYCkUSIBQJ+sd0b1WJzL0R6L74B3DQsMtVYRHK9tUy7xxdaRe4RyYGNEXMoKoDFpX6YEWwZFUVibs5YPtn5A2v40XDWunDXsLOaPns9QP9lDdgxlufDXyxB5JkQcbzUxxSkpHIx7ALehQxn8zts4BwVZTVZfJCu9EFMNFA7IZHlmQY8zSgD6P/Qg5WdEk/2/Jwh7681GD+Xgfp58c/NxPP2jkXf+2ss/uw+z6LKJNksblkaJpIEPUVNyHwf2m+eFosZ2fARc0svkNvCt+SOxIBW1Ffy09yc+2/4Z6QXp+Lv5c9P4m7hk1CX087B/emSPJe0ZtZz8vMetJqLggw/JefppPKdMIXRxIk6+vlaT1VfZsyEXN09nxo4byrd7v6GitgJPF/vEaLSGy4ABBN1xBzlPP03pzz/je/rpjcvcXZz43zljOXFEEPct3cyZr/3Jo2eO4bJpYVbvXpVGiaSByYYFhpHN5u0HVumT9TusKZf44hblEq+1plwAMhKik60to69QZ6pjTfYalmcu58c9P1JaW8oI/xE8OvNRzhp6Fu7O7vZWsWeTmw7rlsDUG6xSTl5RFPJefoXDb72Fz8knM/CF59G4yUo7lsZUb2Lv5nzC9f0YN3Qen+36lL8O/MUpEafYW7Vj8L/icoq/+47sp57Gc8YMnP39j1o+b3R/fg49gbu/3MSD3xj4eWs2z5yvZ5Cf9YKvpVEiaaBAn6y/CFhqWGAwAeiT9RrUeiGF1pRLvPYiYCnxxWrxsnitLeRKLMjWw1t57O/H2F64HXcnd+aGzeXSyEuZGDxRBq52lN8eBVcfq5STV+rqOPTYYxQv/Rq/Sy5hwKOPIJx68XhBduTgziKqy+sYNiGYwf398XPz4/fM33ukUSKcnAh5+ikyLryI7MfiGfTqK8dcr8G+7iRfM42P/9vHMz+lc+rLf/DgGTqreU2kUSJp4FLgWWCxPllfCAhAC6wwL7O6XOK1tpTbSERcSgBARkK0bcvq9wIqaitI2pRE8rZk+rn3I+GEBKIGR+HhbN001l7HnjTY+Quc/AR4WbZ7y1RZyYG77qZsxQoCY2MJvCVWGopWZM/GfJxdNISNCcBZ40TU4Ch+yfiFmvoaXJ163gjL7qNGEXT7beS+8CIl33+P9pxzjllHoxFcNTOCOaOCuX/pZh78xkCK4SBPnasnItDLovpIo0QCgLmM/CUA+mR9w13xVcMCw5VWFayWkVfjRuK1jXKJL7aq3Ii4lGPK20fEpTSWt89IiM6wpnxHR1EUUrNSeXb1sxwqP8T5I87n7il34+sq4xM6jakefnkY/AbDtBst2rSmuJh98xdQtWULAx57FP/LLrNo+5KjUUwKezflETY6ABdX1RN10uCT+Hrn16w6tIoTQ0+0s4YtE3DNNZSuSCP7iSfxnDIFl0EtZ2KFBXjy8fXT+WR1Js/8mM4pr/xBzOxh3DxnGO4ulvG8SaNEAoA+Wf99C7OjGuYbFhisMwhGvLZFuY3z44utNfhGY3n7jIToeoCIuBRblrd3WPaX7idhdQIr969kuN9wlpy2hMn9J9tbLcdl3RLIMcBFS8DFcnE3VTt2EPDsc1RXVhKa+Do+UVEWa1vSMtl7SygrrGbGucMa580ImYG3ize/ZvzaY40S4eTEwIRn2Hvueey/8y7CP/oQjWvLXh0hBFdMD2eerj9P/2hk0fKdfLNhP/FnjeEkXf9u6yKNEkkDocA24B3UiqYCmAq82EvlBmYkRH/edIbZOPksIi7lCSvLdkiq66tJ3prMW5vfQiM03DPlHi7XXY6LxsXeqjkulYWQ+iSEz4LR51qs2bK//ubAHXeAkxPhH36Ix9gxFmtb0jo71+bg5KJhyLgjVVxdnVyZEzaHFVkrqDXV9tjrxTUsjJCnn+bA7beTm/AsAx59pM31+/u68+qlE7lkahiPfreV65LXMk8XzEPRoxnSjS4daZRIGpgC3I5abv1ewwLDRn2yvtKwwLDSlnKJL95IvLaS+GJry10XEZdiz/L2DoOiKPy09ydeXf8qB8sPcnL4ydw39T4GeA2wt2qOT1oCVBXB6c+CheI8Cj/7nOwnnsBt+HByFsxnrDRIbILJpLBrXS4RY/vh6nH0o3Ve+DyW7VnGmkNrOG7QcXbSsH18Tz2FymuuoeD99/GYOAHtWe3XVzluWCA/3nYC7/+9l1eX7+Tkl1Zy5YxwbjtpBAFenY+hkUaJBABzxs3L+mT9l+bvHGxxfqgZNy8Tr/3S/G0bufYvb+8QbMzdyPNrnmdz/mYiAyJ54vgnmBYyzd5q9Q5yjbD6bZh8DQwY2+3mlPp6cl94kYL338dr9okMevElMteusYCiko5wYEchlSU1DJ9ybBfG8QOPx8PZg98yf+vRRglA8F13UmnYzKGHH8ElNBTPiRPb3cbVWcPC2cM4b9IgXvl9Jx/8m8HSdfu5ae4wrj1+SKfiTaRRIjkKwwLDfuAifbI+GiixmeD44v3ARcRrbSI3IyHa3uXtezQZxRm8tuE1ft33K0EeQTxx/BOcNfQsnDQyjdQiKAr8HAduPhD1cLebM5WXc+D++yn7fTn+V1xB/wfiEM7y9m5Ldq3JwcXNiXD9sdlT7s7uzA6dTWpmKg9NfwhnTc/9b4SLC6GvvkrGpZex/6abifjsU1wjIjq0bbCPO0+fp+fa4yNI+Cmd537ezkf/7uPWk0ZwwaRQXJ3bHzah5x4ZiV0xLDCkACk2FxxfbBO5EXEpbZa3z0iItnZ5+x7J/tL9JG1K4oc9P+Dm5MZN42/i6jFX97hqlA5PeoqaBnz6c+AZ0K2marKy2B97C9W7dtH/wQcImD/fMjpKOkx9nYndG/IYMj6wMeumOSeHn8zPGT+zPmd9j/c2Ovfrx+C33yLj0svIvHEhEZ9+gnO/jqeqDw/24Z0FU/l392ESfk7nga8NvJ66i1uihrdrnEijRNJXsXd5+x5Fdnk2b29+m693fo1GaLhCdwXXjr2WQI+eNex6r6C2Cn59CIJ0MOW6bjVVvmoVB26/A0VRCHvrLbxnWW+8HEnrZBkLqK6oY0QLXTcNzBo0C3cnd37b91uPN0oAXCMiCH1jMZlXX0PmNdcyOHnJMRVf22PmsH58e/NxpO3I45Xfd/LA1wYSV+zilrmtVyyWRomkrzI5IyG6xfL2EXEpVi9v31PIKs3i/S3v892u7zBh4oKRF3CD/gb6e3U/tU/SCqsSoTAD5n8HTl27BSuKQuFHH5OTkIBrRARhixNxDQ+3rJ6SDrNjdQ5uns6EjW7d6+Xp4smsQbP4PfN3Hpj+ABphvRGgLYXnxImELk5k/003k3ntdYS//x5Ofn6dakMIwdxRwcwZGdRonMR9bWh1fWmUSPoqBRFxKRcBSzMSok0AEXEpfaa8/faC7by75V1+yfgFJ+HEOcPP4bqx1xHqE2pv1Xo3JQfhjxfVUYCHzulSE6aaGrIff5zipV/jHRXFwOeexcnbNiO4So6luqKWPRvz0B0XglM7MRMnh5/M75m/szF3I5P6T7KRht3D+/jjCU1MZH9sLPuuuZbBb7+Fc2DnPahNjZOVO/KY+2zL60mjRNJXaSxvHxGX0mCE+KNWdLVJeXtboygKG/M28o7hHf7Y/weezp7MHz2fq0ZfRbBnsL3V6xv8Hg+mOjjlyS5tXpuby4Hbbqdy40YCb76JwFtuQWh6/ht3b2bXulzqa01Ezgxpd90TQ0/EVePKb/t+cxijBMD7hFmqYXLbbWRcehmD33m7w8GvzRFCMGdU6/cbaZRI+iTmMvKXAETEpfQzzztsT52sRU19DavLVpOUksTWw1vxc/MjdkIsl0VehtZNa2/1+g5Zq2Hz53DC3RAwpNObVxoM7L/lVupLShj0ysv4nnaaFZSUdJb0f7PxH+BJcLhPu+t6u3pz3MDj+G3fb9w79V6H6MJpwPuEWYQnLyFrYQwZl11OaOLreE6yvGHlOEdEIrESGQnRhzMSog9HxKV8YG9dLEl+ZT6LNy7mlK9O4cPDH1JRV8HD0x/mlwt+IWZ8jDRIbImpHlLuBp8QmHVXpzZVFIXCzz5n3+VXIJyciPj0E2mQ9BCKcirI3lNM5MyQDg9yeHLEyeRU5LAlf4uVtbM8HuPGEfHpJ2h8fdg3fwEFH3yAoigWlSE9JZI+SURcSvMxdwQwNyIuxQ8gIyHaWmPuWBVFUVibs5avdnzFr/t+pc5Ux4mhJzK2Ziwxp8XI0WHtxdr3IHszXPg+uHU8/sNUWUn24/+j+Ntv8Zo1i4HPP9fpDAiJ9UhfdQghYNT0jlc3nh06G2eNM7/t+41xQeOsqJ11cI2IYMiXX3LwgQfJefoZKjZsIOSxxzodANsa0iiR9FVaGnNnCtYfc8cq5Ffm892u7/h659dklmbi4+LDxSMv5nLd5YT7hpOWliYNEntRlgepT8CQ2TDmvA5vVpOZyf7bbqc6PZ3Am28mMPZmhJMsXtdTMJkUtq/KJmx0P7z83Dq8ndZNy/SQ6SzPXM5dk+9yyOvSydeX0NcWcfjdd8l7dREVa9cS8vjjFhn0URolkr7KUWPuZCREb4yIS6nMSIi29pg7FqPeVM/fB//m651fszJrJXVKHZOCJxEzPoZ54fPwcPawt4oSgN8fg5oKOOOFDo9vU7piBQfvux80GsLeTMJ79mwrKynpLFnbCigrrOa4C1qvudEaUWFRPLHqCXYX7Wa4f+e37wkIjYbAG27Ae9YsDj7wIPtvjsXn5HkE33NPt9LTpVEi6ZOY04BfjohL+dL8basxd7qFoihsL9zOD7t/4Ke9P5FXmUeAewBXjb6K80acxxBt5wMoJVYkcxVs/Bhm3QlBzcviHItSX0/ea69xOOlN3EbrCF20CNdQmabdE9nyxwE8fFwYOiGo09vOCZvDE6ueYEXWCoc1Shpw1+kY8sXnHH5/CYfffJPdaWfhf+ml9LvuWlwGdH7Qzh5/E5ZIrElGQvR+4KKIuBTbjvXTSbLLs1m2Zxkpe1LYVbQLZ40zJww6gbOGncWc0Dm4OPXM4dD7NPV1anCrbyiceG+7q9fm5HDwnnupWLMG7QXnM+CRR9C4u9tAUUlnKSusYp8hn4mnhLdbm6Qlgj2D0QfqSc1M5YZxN1hBQ9siXF0JXHgjfuefR+6rr1L4yScUfvYZ2jPPxP/KK3AfPbrD3VTSKJFIgIyEaPuM9dMGhVWFrMhawbI9y1ibvRYFhQlBE3h4+sOcGnEqfu5+9lZR0hZr3oacLXDxB+Dq1eaqpWlpHIp7AFN1NSFPP43f+R2PPZHYnm1/HUQBRs8a2OU25obNZdGGReRW5PaaOkHOQUEMfPJJAmNuouD99ylaupTib77BbdQotOedi/bMM9stvCaNEomkh6AoCvtK9vH3wb9ZnrmcdTnrMCkmBvsM5qYJN3HmkDMJ8w2zt5qSjlC8H1KfhGEnga71RC6lpobcF1+iIDkZt1GjGPTyS7gNHWpDRSWdxVRvYttfBxk8OgBtUNfjtqIGR7FowyLSstK4eNTFllOwB+AaOogBjzxM0G23UvLjjxR9/Q25Cc+S++xzuI/T4zNnTqvbSqNEIrEj2eXZrM5ezX+H/uO/Q/+RU5EDwHC/4Vyvv56owVGMDui461PSA1AUtdtGMcGZL7Ua3Fqzbx8H7rqbqq1b8b/8coLvvw+NW8ezOCT2IcNwmPLiGk68bFD7K7fBUO1QBvsMJjUztdcZJQ04abX4X3YZ/pddRvXOnZT89htlaSvJe3VRq9tIo0QisSGFVYWsyV7Df4f+Y3X2ajJKMgDwc/Nj2oBpTA+ZzoyQGQz2HWxfRSVdZ+vXsONnOPVp8I9ocZXiH5aR/dhj4OzMoNcW4XvyybbVUdJlDGn78fJzI0Lfr1vtCCGIGhzFR8aPKKspw9u1d49f5DZiBEEjRhB0883U5eVBcMtdVtIokUisSG19LRvzNvL3gb/55+A/GAuMAHg6ezJlwBQuGnkR00OmM8J/hEOVnJa0QkUB/HgfDJwE02OOWVxfVk7OU09R/M03eEycyKAXnsdlUPfeuCW2o6pIYX96ITPOHYrGqfvX69ywuSzZuoS/DvzFaUP6TpVe56DWM5akUSKRWIEdhTv4NP1Tft77M2W1ZTgLZ8YHj+eWCbcwPWQ6YwLH4KKRGTO9jl8fhqoiOPtb0Bxd6Kxi/XoO3nc/tQcP0i9mIUG33IJwlrdgR+LwDgVnFw1jZlnGkBwfNJ4A9wBSs1L7lFHSFvKKkEgsSFlNGa+sf4Uvd3yJm5MbJ4efzLzB85gWMg0vl7YzMCQOzu4Vak2SE+6GAfrG2UptLXmJiRx+621cQkII//ADPCdPtqOikq5QWVpDcQaMPn4A7t6WeaFw0jgxO3Q2v+/7ndr6WpnajzRKJJJuIUYI6kx1OGucKa0p5fpfrye9IJ1LR13KzRNuloPe9RVqKuCH26HfcDjxvsbZ1Xv2cPDe+6jauhXteefR/6EHcfLu3bEDvZUtfxxAMcG4KMtmwEUNjuKbXd+wJmcNxw08zqJtOyLSKJFIuoHLRS4UVRcR6BHIE6ueYHvBdl6Leo0TQ0+0t2oSW5L2NBTtg6tTwMVdHdn300/Jfe55NO7uDFr0Kr6nnGJvLSVdpL7WxJaVB/AOgYAQy3o8Z4TMwMPZgxWZK6RRAsjIOomkmxRVFbExdyM/7f2JheMXSoOkr3FwA/ybCJMWQMQsanNyyVq4kJz/PYHn1KkM+f47aZA4OOmrDlFRUkO/UZZPzXd3due4gcexImsFiqJYvH1HQxolEkk3KaouInlrMr6uviwYvcDe6khsSX2d2m3jFYRyUjyFn3/BnuhoKv5bTf9HHibsrTdxaSX1UeIYmOpNrP81k+BwH7z6W0fG3LC55FTksK1gm3UEOBCy+6YVEmNSXYFLgYOxSVG/J8akXg4cBxiBt2KTomptoYcxUjcIaAjjP6hLN9bZQq6k4xwsP0ja/jQuj7wcTxdPe6sjsSVr3oZDm6g+7nmyY+6gYs0aPKdPJ+R/j3drpFRJz2HX+lxK8io5fqGezOKtVpExO3Q2GqFhReYKxvQbYxUZjoI0SlrnfdTj45kYk7oA8Aa+Bk4CpgFWeSU2RuoeAFx06cb/mWf9CxQBrkAy8Iw15Eq6zm8Zv1FnqpPdNn2N0myU35/kcM4E8u9JRLi7E/LUk2jPP19W4O0lKCaFdT/tw3+AJ0PGB5L5h3Xk+Ln7Mbn/ZH7d9yuxE2L79PkjjZLW0ccmRY1LjEl1Bg4AA2OTouoTY1I/Aja1tlFiTGpaN+VeBJzQ5PdhXbpxojFS5wSspBWjxBip665cSRdJ25+Gh7MHE4Mn2lsViQ2p/DSeQ8s8qC7KxefUU+n/0IOyq6aXkbHlMAUHy5l3tQ6hsa6hcFrEaWqwfOF2IgMirSqrJyNjSlpHY+7C8QE8gYbcTjfAqsnkunRjeZOfr5rn1QNdH/1JYhWUGjUwbXzQeFydXO2sjcQWmCoq8P3iEzJeTqPe5EXo668R+uor0iDpZSiKwpple/Hp587wqVYKJmnCKeGn4Cyc+XHvj1aX1ZORnpLWeRdIR43neAj4MjEmdQ8wA/istY1ik6LmNP19y5us7aRcb2OkzkWXbqwF0KUblwAYI3VugG9rG+nSjUfJRYjOypV0hSrAVR1AT9L7Kfv7b7Ifi8dj/378hlUQ/PqnOA2RHrLeyN5N+eRllhI1X4eTBUrKt4efux8zB87k570/c8ekO/rssBN9c687QGxS1MvALGBmbFLUIuAC4BfgutikqMetKPor4E1jpK4xYtIYqfMCkszLJD0Js1k/RDvEvnpIrEpdYSEH4x4g67rrEdWFDI46TMjVJ0mDpJeimBT++34Pfv09GTXd+l6SBk4fcjqHyg+xKa/VCIFej/SUtEFsUtTBJtNF2MYoeAR4Csg0Rur2mecNRvXcPGID+ZJOIDzVfuah2qF21kRiDRRFoeTHH8l5+hnqiwrpN1EQOHwnh8JOx+usV+2tnsRK7FqXS8HBck65boxFBt7rKFGDo3BzcuPHPT/22Rg1aZT0MMyxI3HGSN3jQEOfwC5durHSjmpJ2mGY3zB7qyCxMDUZGWQ/8STlf/+N+yBvBs/Lxn34EDj7J3burWGQe6u9qRIHxlRvYvWyvfQb5MXwybaNE/Jy8eLE0BP5dd+v3D/tfpw1fe8R3ff22EEwGyEGe+shaRuT0YRGp8Hf3d/eqkgshKmqisNvvc3ht99GOGvoP6MO/4g9iBPvhBPuARd32JtmbzUlVmLb34coyqng9Bi91TNuWiJ6SDS/7fuNfw7+0yfLDEijRCLpBnXf1rHhiQ32VkNiIcr+/JPsJ56kNjMT37Fagodtx2X4RDj7W+jft4ta9QVqKutY/cMeBo7wY8j4QLvocGLoifi7+fPNzm/6pFEiA10dAGOk7gN76yBpBQVZxbUXUJudzf7b7yDrhhsRtaUMPrmcQRP34XLuU3Ddb9Ig6SOs+3kflaW1HH/hcLsVMHNxcuHsYWeTlpVGfmW+XXSwJ9JT0sMwRuq+bzZLAHONkTo/AF268WybKyWR9FKU2loKPvqY/NdeQ6mrI2iWLwEhW9GMjIIzXwF/WSq+r1ByuJJNy7MYNX0AweH2jRc6f+T5JG9L5vvd33Pt2GvtqoutkUZJzyMU2Aa8AyioRskU4EV7KiWR9DbK/vyTnIRnqdm9G299KP2HbMK1nyec9iaMuwT6cKnvvsi/3+wGAdPPsX8m3VDtUCYFT2LpjqVcPebqPlWzpO/sqeMwBViHWrCtWJduTAMqdenGlbp040q7aiaR9AKq9+wla2EMWTfciFJZRmi0B6GjV+M67SyIXQPjL5UGSR8jK72AXWtzmXRqOD4B7vZWB4BLIy8lszSTP/f/aW9VbIr0lPQwdOlGE/CyMVL3pfk7B/k/SSTdpr6khPzFb1Dw0Udo3N0IPms0/u7L0fgPgjO/gJGn2ltFiR2orzPxx6c78A10Z9Kpg+2tTiPzwucxwGsAH2z7gNlhs+2tjs2QD7seii7duB+4yBipiwZKbCVXn6zvDwwy/zxgWGDIsZVs4rVHySa+2OqyI+JShgC3AhE0uR4yEqJl7E4vQamro+irpeS9+ir1RUX4zZtGUP/VONcth2k3wEmPgpuPvdWU2ImNv2dSlFNBdOw4nF2c7K1OIy4aF66IvIIX172I8bARXT+dvVWyCdIo6eHo0o0pQIq15eiT9RNQS9lrUUdFBgjVJ+uLgJsNCwzrW9kurdvC47UtyiZeWwTcTHzxsbLjtd2Xq/ItarXcHwBTeytHxKUcJdfNQkpILI+iKJT+8it5r7xCTUYGHhPGMuCiINxLvoGAMXDm+zB4ur3VlNiRkvxK1v6YwZDxgUTo7ZMC3BbnjzyfNza9wftb3ue52c/ZWx2LcLjyMM+ufrbV5dIokTSwBFhoWGD4r+lMfbJ+BvA+MN7asokvPko28VpbyK7KSIhe1NWNTSYTaWlpFlTHOpSVlfUpPV3T0/H+5ltc9u2jLmQA7hdOINRlOaIMdg9dwP7Qs1H2VMKersnqa8fT2thDT0VR2JemYDKB8+DDHZJvDz2P8zyOnzN+ZlLNJAa4DOjQNj31fzdWGvkw/0MqTa0XKBeKothQpb6HEGKtoihTerpcfbJ+p2GBYUQry3YZFhg6NAxul/Y3XruT+OIWZROv3UV8cbuyu3qcI+JSLgdGAL/y//buPD6q6nz8+OfMJDPZJwthFTJhiWwDCCiKgoiKaFS0Wqv1W2KlVtyw335rG21rU1truln7U6xVK8ZaxWrV0kaxVAEVxAVZBkiAQAbZA2TfJzPn98e9gQkmmEBmCXner9e8Mjn3zn2e3CSTJ+eeew40tbZ78rPb7Rk63plnnqm3bt3a1bAht2LFCmbMmBHuNL7SqebZsGkzhx59lLrVq4kaMID0m6/E0fQa6tBmyJoNV/wWkk993EBvOZ+hEo48t6zax/K/FjP9xixcM87o1GvCkWd5Yzmz/zGbmUNmkj8tv1OvibTvu9fn5fH1j7No0yKGJw/nN9N/Q1ZqFlrrL40ol54S0eptV4GrEHgB2G22DQbmAkuDHZs8R7hiu4BvATM5dvlGm5+LHqJx6zYO/+lP1CxditXhoO/37yElvRjLhocgcQB840UYeaXcVSMAqKtsYtVrJQwckczY6YO++gVhlBqTyo1n3kjBlgLmj5uP0+EMd0pdsrtmNz96/0e4D7u5IesG7jv7PmKiOr7DSYoSAYA7x73AVeC6HJhD4GBTWOjOcb8V1OB5VQvIc7Qbm7yq4MaGrwNDPfnZzUGOI4KgsbiYwwufpGbZMizx8aTNv520s6Kxrvkt7K+Ec++Ei+6XgaziKK01K/5WjK/Fz0X/MzIs69t0Vc6YHBZvXczTG5/mV9N+Fe50Ou3t0rd56KOHUErx6IxHuTTj0q98jRQl4ih3jvtt4O2wBM+rClfsTUAyUBaG2OIkNWzezOEn/0Ttu+9iSUigz513kDojC+uqX8DyTeCcBrPzof/YcKcqIszmD/bhcR/hghtGkNyvZywRkRabxg1ZN/DXor9y+/jbyUiK7JmG6731PPLJI7xZ8iYT0ifw6+m/ZmDCwE69VooSAYCrwOUA7sforeiHcQmjDPgnkO/OcVcGLXie44SxyasKXmyjICl25hZ+StsxJXJLcARqWL+ew39+mtrly7EkJdHn7rtJnXMR1o/y4fWfgmMI3PACjLpaLtWIL6k4UMeqV7czZHQq4zo5jiRS3DL2Fl7Z+gpPb3yahy94ONzpdKi4vJj7Vt7Hrupd3Oa6jTsn3EmUpfOlhhQlotXfgfeAi9w57gMArgJXf+AWc9usUMQmr+oAAHmOUMX+WRCPLbqB9vupXbGCI395joa1a7E4HPRZcA+pN1yLdeNzUHARoOCiH8PUeyA6Ntwpiwjka/Gz7LktRNmszMwZ1SMu2wTqE9uHG868gReLXuTWsbcyLHlYuFNqQ2vN4q2L+d2nv8Nhd/DMrGeYMqDrt9xLUSJaOd057jY3j5vFSb6rwPXtYMcmr6rtjetGcZJPniOosT352TJ1f4TyNzVRtWQJ5Yuep3nnTqIHDqTfAw+QfM3VWIr/DoumQd0hGHs9XPpzcPSs/3xFaK36RwmHvqjh8vku4h09c4ah21y38cb2N3hs7WM8fvHj4U7nqOrmavJW57Fs1zKmDZrGLy/4JakxqSd1LClKRKtdrgLXD4GC1llczdldb+HYHTFBi02e44dAwdFZXI3ZXUMRW0QY78GDVL7ydyr+/nd8hw8TM3o0A3//O5JmzUJt/Rc8PwPKd0LGBXDTYjgj5Hfcix5m+6cHcS/fw/iLBzN0Qnq40zlpyTHJzHPN47HPH+PTA59ydv+zw50S7kNu7nv/Pg7WHeT/Jv0fc8fMPaUFBKUoEa2+AeQCK81iRAMHgSXADaGKbRYjIYvtzC1sM7W9Jz87dNPqi6O01tR/8imOp5+hZMMG8PtJmD6d1G/fQtyUKSjPB7DoUti3DvqOhm++CiMulXEj4iuV76/jvReL6T/UwXlfi6xLHifj5lE3s3jrYvI/yeeVK1/p0niN7qS15oUtL/DY2sfoG9eX5y9/nvHppz7PpRQlAgB3jrvCVeBaBCwD1rhz3LWt21wFrtkEc76QvKoK8hxHY5NXVXtsmyMosZ25hRNoZ2p7Z25hJXBnZydPE6fGV1tH1ZJ/UvnyyzRtL8EWH0/qLTmk3HgjtsGDYf9G+Nv1UPJfSDoDrvkTjPsGWCJnjRIRuRrrvLz9lJtom4XLbhuL1Xry/8FHipioGHLPzuV7K77H34r+Rs6YnJDnUNlYyU9W/YSVe1Zy8ZCL+fnUn+OwO7rl2FKUCABcBa4FwF1AEfCsq8B1rzvH/U9z868IalHiaBObPMe95FUFO/bzwO2e/Ow2U9s7cwtDMbV9r6a1pmHtWipff4OapUvx19cTM2YMAx5+mPWJCYyZNQvKiuCVb0HREohJhkt/Aed8F6IjY1l5Efl8Pj/vPLOJ6sMNzPneBBJSeuY4kvbMHDKT6WdMZ+H6hczKmMWAhAEhi72ubB33rbyP8sZy7j/nfm4aeROqG3sse37ZKLrLbcAkd477GmAG8FNXgetec1uw+8hvAyaRV3U0NnmOYMeOP74gAfDkZ68B4oMUs1fz7t/P4aeeYsfs2ez6n29Rs3QpiZfPxrn4ZZyvvUrydV8jtqUMXpsHT54HO5bD9B/CvRvg/AVSkIguWfX37ewprmDGzWcycERKuNPpVkopHpjyAArFAx8+gM/vC3pMn9/HMxuf4dtLv43NauOvV/yVb476ZrcWJCA9JeIYS+slG3eO2+MqcM0AXnMVuDIIflFiOXrJJq/KQ55jBvAaeY5gxn7bmVsYrqntew1/YyM1/32Xqtdfp+6jj0Br4s4+mz7z7yDpsllY4szJq8p3wsrfcs6GxUbxccH3YOoCiDu5Efyid1v3ny9wr9zLWZcOYdTUzk3a1dMMShjE/VPu56erfsqizYv4jus7QYu1u2Y3P/7wx6wrW8flzst58LwHSbAlBCWWFCWi1UFXgWuCO8e9HsCd4651FbiuBJ7DWB8mqLHJc0wgr2o9AHlVteQ5ghrbk5+9wJlb2O7U9p787GBPbX9a01rTuHEjlW+8QXXhW/hraogaOIA+d9yB49prjLEircpL4cNHYf1LYIlizxlXMfjG30NCz71DQoRX0er9rH69hOGT+3LutT1/YOuJzBk2h/f3vM8T657A1cd1UvOCnIjWmjdL3iT/k3ysysoj0x4hOzO723tHAklRIlrNBVoCG9w57hZgrqvA9edQxyavqgWYS54jaLE9+dnhm1b/NKP9fpo9HmqXL6fyjTdoLtmBsttJnDWL5K9da9xBYwm4WlxWBB/+AdyvGYNWJ8+Dad9nx9piBktBIk5S6cbDLH+xmMGjUrjkltFYetgEaV2llOKhqQ+xs3In31/xfV7OfpkhSae+CjZAWX0ZD695mPd2v8fZ/c/m4fMfDsnYFSlKBADuHPeeE2xbFdTgeVUdxiavKiixnbmFJ5za3pOfXRmMuKcL78EyGjdvomHDRhrdG2lwb8JfUwNA7IQJ9H/o5yRdfjnWxOMWwtu3Dt7/HRT/G6Lj4dw74Ly7Ian1za44tF+IOG2UbjzM0j+7SR+cwOzbXVijeseQyQRbAo/PfJyb3rqJ7y77LosuW3RKx/NrP69ufZXHPn8Mr9/bLXOPdIUUJaK3Ojq1vSc/+wCAM7cwVFPb9xhaa1r27aNhyxYaAx6+Q4eNHaxW7FlZJF1xBbHjxhE3eRK2jIzjDwK7VsEHj8KOdyHGYQxgPfcOGTMiusXOdYd459lN9BmcyNULxmOL6V1/2gYnDeapS57itv/cxq3v3Mq8pHkndZwtR7aQ/0k+68rWMaX/FB4878Fu63nprN71nRPiGKcnP7vN1PZmcZLvzC0M9rT6EUn7/Xh37z5WfGw2C5DKSmMHiwX7sGEkTD2fmDGjiRkzhpjRo7HEdrDWjM8Lm9+Aj56A/RsgPh0uyTMu1cQkherLEqe5krVlLPvLZtIzErlqwQTssb3zz9rYPmP586V/Zv5/5/P7A7/HecDJ5P6dm+14f+1+Hl/3OP/a+S+S7cn88vxfcvWwq4M6dqQjvfO7JwTscuYW/hAoaJ3F1Zzd9RZ6wdT2LeXlNG3bZjy2b6dx2zaatpeg6+uNHaKjsY8YTuKllxAzejQxo0djz8rquAAJ1FABa5+Hj5+Gmn2QNgKu/AOMuxFsPWOpeNEzbP5gLytf2kq/TAdX3TMeWy8tSFqNSx/HS1e8xLx/z2Pef+aRMzqHOybcQWxU+7+3RUeKKNhSwDul72BRFm4deyvfcX2HRFtiu/uHQu/+Dore7OjU9s7cwr5mW6im1Q8Zf10dTTtLiVm9moMfraFp+zYat23Hd/jw0X2sycnYs7JI/trXsJ+ZZRQgI0Zgsdm6FqzmIKx6zChIvPWQeSFc9UcYfglYesf1fREa2q9Zs2Qnny/dxZAxaVx225hed8mmI06Hkx8M+AEfx3zMos2LeKv0La4bcR2DEgeRGJ1Io6+RreVbWblnJSWVJcRFxXHjyBuZO3puSCdh64h8F0Wv5MnPrgB+ZD56NK01LQcO0FxaStPOUpp37qSpdCfNpR5aDhwAjLn0K+x27MOHkzBtGvasLOxZI4jJysLap8+pddPWHYHVfzR6RnzN4Po6TL0b+gf7TnLRG/m8ft77axHbPjnI6AsGcuFNWVhOg+nju1OsJZa8qXlcOfRKFq5fyJMbnmyz3aqsnNX3LHLPyeWqYVeRZIucy6lSlIhey5lbOBJjjpI1nvzsuoD22Z787IibQM3f2Ejzrl1m0VFKc2sB4vEcu+wCWBISsA0dSvyUKdgyM7ENzWRDRSUXXH8dytqNa8bUl8OaJ2HNn6C5DlzXw4W50Gd498UQIkBtRRNLn3ZzsLSaKXOGMml2RljGPfQUk/tPZtHsRdQ011DZWEm1t5poSzTOJCc2axd7QkNEihLRKzlzCwPX2/mLM7fwXk9+dmjW+jkBrTUtZWU0l5YaPR+lpTSXemguLcW7d69xJwuAUkQPHIgtM5PkyZOwDx2KLXMotkwnUenpX3qj9q1Y0X0FSX05fLQQPv4zNNfAqKvhogeg76juOb4Q7di7rYJ3ntlES7Ofy24by/BJfb/6RQKARFtiWMeJdIUUJaK3ug2Y5MnPrnXmFjqB15y5hU5PfvYfCf60+vjr62n2eNoUHc2lpTR7PPgDej1UXBw2Zwax48fjuPYa7JmZ2IYOxZaR0blBp92pvty4k+bjp41iZPQc49be/mNDm4foVbRfs/7d3Xz0xg4c6bFc878uUgfK8lSnKylKRG9l8eRn1wJ48rM9ztzCGRiFSbett6NbWvDu20ezx9O2APEcG+sBtOn1cEyahC3TaRQfmZlE9esX/u7p6n1Gr8inzxqXaUbPgQt/CP3GhDcvcdqrrWji3YIt7CmuYOhZ6Vw8d1Svv8PmdCffXdFbHXTmFk7w5GevBzB7TLq83o4LqFqyhJbDR/BVVOCrrKCl7JAx9mPvXvB6j+5rSUrCluk8NtYjMxNbptPo9bBH4LLqBzYZPSPu10D7YPQ1RjEil2lECJSsLWPF34rxtfiZcfOZjL5gYPgLdBF0UpSI3upL6+148rNbgLnO3MJOr7fzC2Vh3w/NG3iio4lKTsaalob9zDNJnDULW0bG0cLDmpoa+W+qWhuzrq5+AnYuN6aCP3seTJkPqZnhzk70Ao11Xla9up3iNQfom5HIpbeOIbmfzG/TW0hRInolT352h+vtePKzO73ezo+1n5eXLiUqLQ1LYmLkFx0daaiEDYvhs+fg8FZI6A8X/wwmfxtiU8KdnegFtNaUrC3jg1e20VjXwuQrnEzOdmKV2317FSlKhDgFmwF7Zg/uQdj7uVGIbPqHMeHZoElwzZ9g7HUQFYGXlMRpqblOU/jkRna5j9A3I5GrFowkfXDPuFtEdC8pSoTobRoqYfPr8PkLxqq90XHGHCOT58HACeHOTvQiLV4fG97dzY63NRZLBedfP5xxF50hk6H1YlKUCNELKL8Pti+D9S9BcSH4miB9FFz+Gxh/o7FyrxAhorWmdMNhVr22nerDjSQOgmvumEJSnxDf5i4ijhQlQpyutIYDG8H9Kud+9iK8X2GMD5mUA+NvgoFnQU8dAyN6rENf1LD69RL2FFeQMiCeqxdMYEfZRilIBCBFiRCnF63hgBs2v2E8KkrBEkVNykTslyyAEZdBVGROLy1Ob+X76vjkXzvZse4Q9vgopn0ji7HTB2KxWthRFu7sRKSQokSInq61ENnyJmx+E8p3gLJC5nS44H9h5JVs+tTNjFEzwpyo6I0qy+r57C0P2z4+QJTNyuRsJxMuGYJdJkET7ZCfCiF6Im8DlL4P25bCtnegeu+xQuT8BTDyKohPC3eWohcr21XN5+98wc51ZViiLIy/ZAgTLxtCbIL01ImOSVEiRE9R+QWU/NcoQnauhJYGY3KzYRfBjFw48wqI7xPuLEUvpv2a3UXlrFv2BXuKK7DFWDlrVgbjZp5BvENuMRdfTYoSISKR1lC+E3atAs8q42PVbmNb8hCYOBeyLgPnBTKfiAi7xlovRav3s+mDvVQfaiAuycZ51w5jzPRBcplGdIn8tAgRCbSGQ8UBRchqqDUX7YvrAxlTYeo9xuWZ9JFy14wIO7/Pz+7iCrZ9fIAdnx/C1+JnwHAHU67OZNiEvlijZa4R0XVSlAgRDn4fHNxsFiEfwhcfQf0RY1viAKMHxHk+ZJwPfbKkCBERQfs1Bz3VbPvkICVrD9JQ48UeF8Wo8wcwdvog0gYlhDtF0cNJUSJEKPi8sH8j7PrQ6AXZ9RE0VRnbkjOMW3Wd5xs9IimZUoSIiNHc0MLuonI87sPs2nSEhhov1igLznFpZJ3dn4yxadIrIrqNFCVCBIPfDwfdsHOF8fjiY/DWGdvSRsCYa4zekIyp4DgjjImKYGnx+qg8WE/5/joqDtRTX91MQ3Uz3iYfWmNcslNgi4nCHheFPS6aOIeNxJQYElJjSEixE++whXzK9frqZg7sqGLfjkr2l1Rx+Isa/H6NPS6KIWPSyBibhnNcHxkrIoJCfqqEOCXa/GAOTPV8YNyqu3Ml1B82tqWPhAnfNAqQjPMhsV/40hVB01jnZd/2SvZtq2Tv9gqO7Kk1ig+Mjq+YhGhiE23YYqwoi0IphfZrqg830FTfQmN9Cy1NvjbHVBZFfLKNxNQYElONYuXYczuJKTFEx1i7vDq1t9lHXUUTdZVNVB1uoHxvHeX7aynfV0ddVTMA1igLfZ2JTJg1hIwxafQfmiRr0oigk6JEiFOw9aaD8FAaKAv4jDdzEvrB8Ith6EUwdAYkDQhrjiI46qub2V9SyV6zEDmyrxY0WKMt9M9MYuLsDNIGJZA6IJ7kvnGdusTR1NBCbXkjtRVN1JQ3UlveSE1FI7XlTezfUUXdZ2X4/brNayxWhT0+mhizt8UapbBYFcpioaLCz5KN62lp8uFt9uFt8tFY66WpvqXNMaKiLaQMiOeMUamkDUxgwHAH6YMT5bKMCDkpSoQ4BU+447n7jtvB3wIpTuPumLThMibkNKO1puZIIwdKq9i3rZKSDX42L/4QgCibhf5DHUy5KpOBI1Lo50w66T/m9tgo7IMSOhww6vdr6quaqDliFisVTTTVtdBY76Wpzig2fC1+fC1+/L4WvPXQbG8hymYlIT6aaJuFmPho4lPsxCcbj6S0GBLTYrFY5GdWhJ8UJUKcgsc3JXL3JT8LdxqiG2mtqSlv5NAXNZTtquHQrmrKvqihqc7oXYiOsWJPgYkXD2PgiGTShyRijQpNj4LFokhIiSEhJYbO9L+tWLGCGTMmBz0vIbqLFCVCiF5Ja019dTPl++rMRy3l+43nzY3G2A6LRZE6KJ5hE9JJz0iinzOJtEHxvP/B+0yckRHmr0CI048UJUKI05q3yUfVoQaqDtVTVdZA1aEGKg7UUb6/7mjvB0BMfDSpA+PJmtKf1AHxpGck0mdQAlE2axizF6J3kaJECNGj+X1+6qqaqa1oora8karDRuFRVVZP1aEG6s27SVrFJEST3DeOYRP7kjogntSB8aQNTCA2MbrLd7EIIbqXFCVCiIjl8/lprPFSX91MbUUjNeVN1FY0trlDpa6qGX3cHSlxDhuO9FiGjEnDkR6LIz2W5L5xJKXHyvwaQkQw+e0UQoSM1pqWZj+NdV4a67w01BgTitVVN1Nf3cye7X7+uX4d9ebnjbXeLx3DEmUM9kxMsTPozBQSUuzGvB0pxoRjiWkx2GLkrU2Inkh+c4UQXeb3a7yNLTQ1tNDc4KO5oeVoodFY5zVuU239vNZLU73xsbHOuGW1PVHRFpQNYvv5SO4bx4DhycQl2YxHoo14s/iITYhGye2rQpyWpCgR4hTYomLDnUKXaK1p8frxNhqFRLNZWHgbfGaBYbQ1H31u7Nd03Ofe42YePd7RCb3io4mJjyKpTyx9M5KMzxOiscdFHZ3hNC7RRpzDRrTdysqVK+UWViF6MSlKTmDh/PdGAnOAQWbTXmDJXU/NLApm3KKRo9qNO6q4KKhxXQWuduO6c9xBjUueo9245FUFNa4zt7DduJ787E7Hve38X1P45EYyx/UhPSMRR3pst1w60Frjb9G0eH20eP20NPtp8frwNhqzchofjeKgubWtyYe3seXo88D22mo/299ceWzdla8QZbNgi43CHhtFdEwU9lgrCSl2bDFR2GLNR4z16D62mKg2xUa0vetTnwshhBQlHVg4/70fATcBi4FPzOYzgJcXzn9v8V1Pzczv4HUrTiVu0chRHcYtGjlq8ajionbjFo0cdUpxXQWuDuO6ClyL3TnuduO6ClynFJc8R4dxyXMsJq+q3bjkOU4prjO3sMO4ztzCxZ787HbjOnML28S9eM8qklKuwLPx8NG2aLuV2MRorNFWoqItWKMsWKMUWhvFhvZr47n50dfix+f1G8WH14ev2U9Li//osjqdFW23Eh1jJdpuxRYTRbTdSlySjegYK5TXk+EceHR7tN16tLiwx5rPY44VG7LGiRAiHKQo6dg8YMxdT81sM9Ju4fz3HgU2A+3/sfyyw1+9y5fjjiouahO3aOSokMR157jbxHUVuEISl7yqtiMa8xwhievJz24T15lb2Om4TQdKJjz39iM89/YjXQwthBCiPVKUdMwPDAR2Hdc+wNzWrruemjmj7edd/Hf3JOOOKi5qE7fLUU8yrjvH3SYuOaGJS15Vm7g6LzRxPfnZR+MqpVYAaK1ndLB7RJA8u5fk2b0kz+7VU/LsiBQlHfse8O7C+e9tB3abbUOA4cDdwY5bNHJUWOK6ClxhiUueIyxxnbmFoY4rhBCiA0p3ZtRbL7Vw/nsW4BzaDoT89K6nZp741oNTVDRyVLtxRxUXBTWuq8DVblx3jjuocclztBuXvKqgxnXmFrYb15Of3am4PeU/Esmze0me3Uvy7F49Jc+OSFEihBBCiIggQ+yFEEIIERGkKBFCCCFERJCiRAghhBARQYoSIY6jlHpOKVWmlNoU0DZeKfWRUsqtlPqXUiopYNv9SqkSpdRWpdRlAe2zzbYSpVRuOPNUSl2qlFprtq9VSs0MeM0KM8/15qNvGPN0KqUaAnJ5KuA1k8z9S5RS/09145SxXczx5oD81iul/EqpCea2YJ/LwUqp5UqpLUqpzUqpe832VKXUMqXUdvNjitmuzHNVopTaqJSaGHCsHHP/7Uqprt/M37153mzm51ZKrVZKjQ84lsdsX6+U+izMec5QSlUFfH8fDDhW0H7fTyLP+wJy3KSU8imlUs1tQTuf3UJrLQ95yCPgAUwHJgKbAto+BS40n98K/MJ8PhrYANiBTGAHYDUfO4ChgM3cZ3QY8zwLGGg+HwvsDXjNCmByhJxPZ+B+xx3nE+BcQAFvA5eHI8fjXucCdoTwXA4AJprPE4Ft5s/gb4Bcsz0X+LX5/ArzXCnz3H1stqcCO82PKebzlDDmObU1PnB5a57m5x6gT4SczxnAv9s5TlB/37ua53GvvQp4LxTnszse0lMixHG01u8D5cc1ZwHvm8+XAdeZz+cAi7XWTVrrUqAE4zbjc4ASrfVOrXUzxnT2c8KVp9Z6ndZ6n9m+GYhVStm7M5/uyLMjSqkBQJLWeo023llfAK6JgBxblyoICa31fq315+bzGqAI45b2OUCBuVsBx87NHOAFbVgDJJvn8jJgmda6XGtdgfH1zQ5Xnlrr1WYeAGswlnwIupM4nx0J6u/7KeZ5E/Byd+USbFKUCNE5mzn2JvN1YLD5fBDHJl8D2GO2ddQebB3lGeg64HOtdVNA2yKzO/en3XlZ5AROlGemUmqdUmqlUmqa2TYI4xy2CsX57My5/AZffsMPyblUSjkxesA+Bvpprfebmw4A/cznYf/57GSegeZh9O600sB/lHHZ8bvByLGLeZ6nlNqglHpbKTXGbIvI86mUisMoNv8R0ByS83mypCgRonNuBe5USq3F6D5tDnM+HTlhnuab6K+B2wOab9Zau4Bp5uNbYcxzPzBEa30W8H3gJRUwfifEvupcTgHqtdabAppDci6VUgkYf2i+p7WuDtxm9iRFxARUXc1TKXURRlHyo4DmC7TWEzEu69yllJoexjw/BzK01uOBx4E3uzuXbsqz1VXAKq11YC9g0M/nqZCiRIhO0FoXa61naa0nYfxnvMPctJe2/0GfYbZ11B6uPFFKnQG8AczVWu8IeM1e82MN8BJGV3RY8jQvgx0xn68127Mwzl1gl37Qz+eJzqXpRo7rJQnFuVRKRWP8Yfqb1vp1s/mgeVmm9VJXmdketp/PLuaJUmoc8Cwwp/VnANqc0zKMn99uPaddyVNrXa21rjWfvwVEK6X6EIHn03Sin9GgnM9TJUWJEJ2gzLsolFIW4CdA610hS4AblVJ2pVQmMAJjQOanwAilVKZSyobx5rAkXHkqpZKBQoxBcasC9o8y31Rb3/SuBDYRZCfIM10pZTWfD8U4nzvNLupqpdS55iWRucA/w5FjQNsNBIwnCcW5NL/2vwBFWutHAzYt4dhymDkcOzdLgLnKcC5QZZ7Ld4BZSqkU846NWWZbWPJUSg0BXge+pbXeFnCceKVUYutzM89uO6cnkWf/1ktySqlzMP6GHiHIv+8n8X1HKeUALjyuLajns1sEeyStPOTR0x4Y/1nsB7wY14bnAfdijHjfBuRjLtFg7v9jjP+itxJwRwjGnQ/bzG0/DmeeGH9U64D1AY++QDywFtiIMYbij4A1jHleZ+axHqOr/KqA40zGeAPdATwR+D0Iw/d8BrDmuGOE4lxegNFFvzHg+3gFkAa8C2wH/gukmvsrYKF5ztwE3BmEcXmqxHx8O8x5PgtUBOz7mdk+FONOlg3mOe3W36OTyPNuM48NGANypwYcK2i/713N03zNLRiD8AOPE9Tz2R0PWftGCCGEEBFBLt8IIYQQIiJIUSKEEEKIiCBFiRBCCCEighQlQgghhIgIUpQIIYQQIiJIUSKEEEGklEpWSt0Z8PlApdRrQYiTp5Taq5R6qLuP3cn4y5VStUqpyeGIL04PUpQIIURwJQNHixKt9T6t9fVBivUHrfWDQTo2SqmojrZprS8CPgtWbNE7SFEihBDBlQ8MMxfp+61SyqmU2gSglLpFKfWmUmqZUsqjlLpbKfV9ZSxIuEYplWruN0wptdRcRO0DpdTIEwVUSlmUUtuVUukBn5eYM+amK6X+oZT61Hycb+5zjlLqIzP2aqXUmQE5LlFKvQe8q5QaoJR63/x6NqljiyYKccqkKBFCiODKBXZorSdore9rZ/tY4GvA2cDDGIv8nQV8hDGdPsDTwD3aWIfnB8CTJwqotfYDLwI3m02XABu01ocwZpr9g9b6bIwZdJ819ykGppmxHwR+FXDIicD1WusLgW8C72itJwDjMWYXFaJbdNgVJ4QQIiSWa2MBvxqlVBXwL7PdDYxTxsqwU4FXzWVXAOydOO5zGOuePIYxpfwis/0SYHTAsZLMGA6gQCk1AmNK8+iAYy3Tx1aa/RR4zlzf502t9foufK1CnJAUJUIIEV5NAc/9AZ/7Md6jLUCl2TPRaVrr3Uqpg0qpmRgrwbb2mliAc7XWjYH7K6WewCiQrlVKOYEVAZvrAo77vjKWu88GnldKPaq1fqEruQnREbl8I4QQwVUDJJ7si7XW1UCpUurrYKwYq5Qa38mXP4txGedVrbXPbPsPcE/rDkqpCeZTB7DXfH5LRwdUSmUAB7XWz5jHn9jJXIT4SlKUCCFEEGmtjwCrzEGhvz3Jw9wMzFNKta7uOqeTr1sCJHDs0g3AAmCyUmqjUmoLMN9s/w3wiFJqHSfuRZ8BbDD3+wbGGBUhuoWsEiyEEKcBpVQeUKu1/l1A22SMQa0huUNGKbUC+IHWWm4NFidFekqEEOL0UAt8t3XyNKVULvAP4P5QBFdKLQeGAt5QxBOnJ+kpEUIIIUREkJ4SIYQQQkQEKUqEEEIIERGkKBFCCCFERJCiRAghhBARQYoSIYQQQkQEKUqEEEIIERH+P2CiUtkYxVxHAAAAAElFTkSuQmCC\n", - "text/plain": [ - "<Figure size 504x360 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s.set_all_csts()\n", - "s.nri = 2e12\n", - "s.nruf2 = 0.25\n", - "s.ppgf2 = 0.25\n", - "s.fcest = 1975\n", - "s.lyf2 = 2\n", - "s.run(N=400, dt=0.5)\n", - "plot_world_with_scales(s, title='Fig 42. \"Unlimited\" ressources & pollution controls & Birth controls & Increment agricultural productivity')" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 504x360 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s.set_all_csts()\n", - "s.pet = 1975\n", - "s.run(N=400, dt=0.5)\n", - "plot_world_with_scales(s, title=\"Fig 44. World model with stabilized population\")" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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PgVOwm88AKhqDvYT+RaYmzwD3YTf3MV5nwm6u0xkNV2rifuBT4Ppqln8LLASS6ri9UvTLFFONo2chhBDH8UhhTk5P0ICLgEvSpmWtBdYAhcB9bqudnjYta6vbY4zxmseNbSwBfgbuqWtca47zaFxnvLW6uE3KaOR1GfCsLcO22pZhcwJno98+VHf2vCPoraAfwG5ejX5NfQF64a/pdcvRi+FH2M1OYAX69ee6eg6ornU2wKPAnZaUzDr9LblSE3cAH6E3ihNCCHEcpWmat3MQQgghhEF6/hJCCCGakWZXmJ3x1v7OeOtEt+cvOOOt7xiPE+kMpF5sGbZHj3vuY8uwfejpuNjNjx733Ae72fNxhRBCNCs1tso2Gm3dAHQGfkpOT5jltuyB5PSE/1Tzumz358npCePqkVMq8KTb87PRb68JRm8cdmF1L3TGWyvFteY46xO3Qhdbhu1eR5LjSVuGLQC98dOSml5gy7BViutIcpxQXOzme7HnPYndXKe42M3ZlZ/nnUjcallSMq91pSYe3yIbS0pmpbiu1MRGjSuEEG1ZbbdLvY5eEOcDL6VNy/ozOT2h4jaXSUCVhfl4SqmfNE07p445dbDmOGe7PT9ozXF+AeCMt95Ux22cSNwK1wEf2jJs96Lf4vODI8nx36aKi918NC72vKaIW5NH+PutUlXFlYYKQghRT5qmqarm19j4K21a1vLk9ISBxrQv8Cp6C93LgbnJ6QlD6hJcKbVQ07ThdVnXGW9dbc1x9q1m2RprjrNPXbZT37i2DJv7aXI/9C8lszA6UnEkORZ7Ii52c41xsed5Jq7BkpK5vLrNAX1cqYkBtW2je6++2ke/zCa/sJT8IrdHYeXpw8WlHDLmHTbmHSoqrXHb4YG+RIb4ExHkR0SwPxHBfkSHBBAT5k+70ABiwgJoFxpAu7AAokL88fOp/upMdnY248aNq+3teJ3k2bhaQp4tIUeQPBuTUqrawlzbEbN/xURyekIp8I+0aVkPA1nog0N4wnZnvPUka45znvtMZ7x1FLDdQzFBvy3IXS76CFXPoY+KlNDK4laIQ79ckHvcfAXM/vvqf+fvA6N6RJ9Q8LJyjYNHSjhwpITcgmLyCko4cKSY3MP6vLyCYmNZCQcKitm49zD78os4XFxW5faiQvyJCfUnxijW7c2BdDQH0cEcyPa8MvblFxEV4o9SVf4/CCGE19VWmBemTcs6Jzk94aeKGcnpCY+kTcvaBtQ2EMKJugf4xBlvfRe91ynQe65KAqZ4KCaOJMd4T227RvY878Q95nv0IR2XHr/g+GvJnuBjUkSG+BMZ4k93Qur8uoLiUvYeKmZPfhF7DhWx1+1nxfTizbnsyiuiuKz86Ovsc34jwNdEB3MgHcxBdIjQC3fXqGC6RQfTLTqE2LAATCYp3EII76ixMCenJ1yVNi1rZNq0rBHJ6QkL0qZl9UMfhCAnOT3Br6bXnihrjnO+M956EvrISdcYs1cCo6w5zvqOyCRq4UpNrLJXL2PZFU2ZS30E+/vSNdqXrtHVDlYGQHm5xr7DxezIO8KvsxYS1bknO/IK2X7gCDvyCpm7fh+7DhVRVn7skk6gn4luUSF0jQ7GYhTrbtHB9GwXSgdzoBxtCyE8qrZW2Q+jj9zkmzYt61fgJOAPICVtWtaQ5PSEasdXbghrjnM3egtsIRrEZFK0C9NPa++P82XcmO5/W6e0rJztBwpx7TvMpn2H2bSvANe+Alx7D/PXmj0UlR474g4L8KVXXCh9YsPoHRdKn7gw+sSFERceIAVbCNEoajuVPRkYDAQAO4HOyekJB9OmZT0LzMPoPrO1s2XYrnUkOWptndzo7OZrsec1fdw2xtfHRNfoYOPou12lZeXlGrsOFbJx72HW7znM2l2HWLPrEL85d/HJwi1H1wsP9KVv+zAGdDJjMx492oXiI6fEhRD1VFthLk1OTygDCtKmZa03xlQmOT3hSNq0rPJaXttonPHWaGuOc19TxatCnW4bakVxhcFkUvq1aHMQo3tW7jJ8X34Ra3bls3a3XqydOw7x8fwtTC9xARDs70P/juFHi/WQrpFYooPlyFoIUaPaCnNx2rSsYGNEqGEVM9OmZZnRxxxudM54ayrwrDXHudcZbx2O3tFGuTPe6gdMteY4//REXFuGrabbhuo7ElTd2c3eiSsaLDo0gJNDAzi557EW6WXlGuv35OPYmodjm/5wL9Yxof4M7xbFcEskwy1R9O8YXuMtXkKItqe2wjw2OT2hCCA5PcG9EPtRx6H+TkCiNceZYkw/A0yx5jgXOOOtfYD/AfW6T7ceGnzbUAuLKzzAx6SOXne+eFhnQC/W63bns2hTLgs37WehK5efVu4E9IZmg7tEMKZnDKf0jmFg5wgvZi+EaA5qa5VdVM38vcBej2QEvs54q681x1kKBFlznAsArDnONc54a62dXTTA90CoI8mx9PgFx3e56Ym42PP+FvdvXW6KFsnHpOjbPoy+7cO44qSuAOw6WMhCl16o523Yz3O/ruG5X9cQHuhLb7PG1sBNnNo7hm7Rdb+FTAjROtR2xOwNrwI/GKe0f3LGW18EvkTvaGOpp4I6khzV3jbkSHJ47rYhe161cbHnNdvblUTDxIUHkjiwA4kDOwD69epZ6/cxc+0efluxjQe+XgGAJTqYM6xxnNkvjmHdIvGV095CtHrNrjBbc5wvO+OtDuCfQB/0HHsDX1PHvrmFaGmiQwOYOKgjEwd15I/o/XQdMIKZa/fyx+rdvDdnE2/N3EhksB/j42M5q18cY/u0I9i/2f37CiEaQbP8z7bmOLOBbC+nIYRXKKXo2S6Unu1CSRptIb+olL/W7OHXVbv43bmbLxdvI8jPhzP6xXHBoI6M7dMOf185khaitWiWhbk6znjrtdYcp9w+JNqU0ABfzrN14DxbB0rKylmwcT+Zjh384NjBd8u2Yw7y49wB7Zk4uCMndY+We6eFaOFaVGFG7usVbZyfj4nRvWIY3SsG+8T+zFy7l2+WbuPbZdv5eMEWOkUEccnwzlw6vAsdI4K8na4Q4gQ0u8LsjLfKfb1C1IGfj4nx8bGMj4/lSHEZvzl38enCLbz4+1pe/H0tp/Vpx2UjunK6NVbulRaiBWl2hRm5r1eIegvy9+H8QR05f1BHtuwv4NOFW/h04RamfbCI9uGBXH1yN64Y2ZXIEP/aNyaE8KrmWJi/B0KtOc6lxy9wxluzmzwbIVqYLlHB/Pusvtx2em+yV+8hY46LZ35ezUu/r2XS0M5cN8ZC77gwb6cphKhGsyvM1hxntff1WnOccl+vEHXk62PijH5xnNEvjtU7D/Hu7I18uXgrH83fzLi+7bj19N4M7Rrp7TSFEMeRC09CtAF924fx5KSBzLn3dP59Zh+WbTnApFdnc/Xb81jg2u/t9IQQbqQwC9GGRIX486/TezPzngTuPTeeVdsPckn6HK58ay4rt+d5Oz0hBFKYhWiTQgJ8uem0nsy8J4EHEq2s2n6QCS/P5K7PlrHrYKG30xOiTZPCLEQbFuTvww2n9iD7rvHceGoPvlm6nXHPZPPib2spLCnzdnpCtElSmIUQmIP8uO88K7/deRrj49vxwm9rOO+lGczbsM/bqQnR5khhFkIc1TU6mFevHMZ7142kpKycKW/M5d4vl5N3pMTbqQnRZkhhFkL8zdg+7fj59rH8Y2wPPlmwhTOe/5M/cnZ7Oy0h2gQpzEKIKgX7+3LfeVa+veUUokP8ufbdBTz0zQq59iyEh0lhFkLUaEAnM18nj+H6U7rz3pxNTHh5Jqu2H/R2WkK0WlKYhRC1CvTz4cEJ/Xj/+pEcPFLCRa/OYuY2ue4shCdIYRZC1Nmpvdvxw22nMrRrJG85irn3SwdFpXJqW4jGJIVZCFEvMaEBvH/9SM7r7sdH8zdzafocdh+STkmEaCxSmIUQ9ebrY+LSvv6kXzWMNbvyuShtNmt2HfJ2WkK0ClKYhRAn7JwB7fn0ppMpLivn4tdmM2vdXm+nJESLJ4VZCNEgts56q+0O5kCS3pnPt8u2ezslIVo0KcxCiAbrFBHE5/8czdBukdz28RI+XbjF2ykJ0WJJYRZCNIrwQD8yrh3JKb1iuPvz5bw3x+XtlIRokaQwCyEaTZC/D28lDecMaxwPfbOSt2Zs8HZKQrQ4UpiFEI0qwNeH164aynm29vwn08lH8zd7OyUhWhRfbycghGh9/HxM/HfKEAqKF3LfVw5CAnyZOKijt9MSokWQI2YhhEf4+5p47cphjLBEcecnS8nK2eXtlIRoEaQwCyE8Jsjfh7eThtOvYzj//GAxSzbnejslIZo9KcxCCI8KC/Rj+jUjiAsP5Mb3FrJlf4G3UxKiWZPCLITwuOjQAN65ZgRFpeVcn7GAg4UyMpUQ1ZHCLIRoEr1iQ3n9qmFs2HOY5A8XU1pW7u2UhGiWpDALIZrM6F4xPHGRjRlr9/LkjzneTkeIZklulxJCNKlLR3Rh1Y6DvD1zI0O6RjBhoNxGJYQ7OWIWQjS5+86zMrRrBHd/vpy1MlykEJVIYRZCNDl/XxOvXjmMYH8fbvpgEYekMZgQR0lhFkJ4RXtzIC9fPpRN+wq4+/PlaJrm7ZSEaBakMAshvObkntHcfXZfflyxk7dmbPR2OkI0C1KYhRBe9Y+xPTinf3tSf8ph/sb93k5HCK+TwiyE8CqlFE9fMpAukUHc8r/F7D5U6O2UhPAqKcxCCK8LD/TjtauGcbCwhFs/WiKdj4g2Te5jroYtwxYF4EhyNO25Nbs5Sv+Z12RxLSmZEcBUwILb34QrNfHWpspBCGuHcB6/0Ma/P1vGs7+sIeXceG+nJIRXSGF2Y8uwdQWeBk4HDgDKlmELB7KAFEeSw1XN67IbFNhu/ltc7OajcbHnVRkXu7lhcY/5AZgLOIBaD1UsKZmV4gY0UhJCXDysMws35ZL+53qGdYvkzH5x3k5JiCYnhbmyT4D/Alc6khxlALYMmw9wCfAxMMrTcbHnlQFgNzdF3AqBrtTEO0/0xeXl5WRnZzdiOp6Rn58veTYiT+U53qwxO9zErf9byCOjg4gNbtgVt5awP1tCjiB5NhXVFPcOKqUWapo23OOBGhjXlmFb60hy9K7vsobGxW5eiz2v6m3XtKyhcQ2WlMw7gHzge6CoYr4rNbFOp9P79u2rrV69ur5hm1x2djbjxo3zdhq1kjxhy/4CJrw8k04RQXx582gC/XxOeFstYX+2hBxB8mxMSik0TVNVLZMj5soW2TJsrwIZwBZjXhcgCVjiybjYzd6IW6EYeAa4H6j4pqYBPZogthB/0yUqmBemDOK6dxfy8DcreWryQG+nJESTkcJc2VTgeuARoJMxbxvwLfB2K4xb4d9AL1dq4t4miCVEnSTEx3HL+F688sc6hlkiuXR4F2+nJESTkMLsxpHkKAZeMx5Nx57nnbjHrAMKvBRbiGrdcWYflmzJ5cGvV9C/Yzj9O5q9nZIQHieF2Y0tw+aLfuR6IZWPXL8B3nYkOTzT077dXGNc7Hme7uH/MLDUkpL5B5WvMcvtUsKrfEyKFy8bwoSXZvLPDxbz3b9OwRzk5+20hPAoKcyVvY9+u9IjwFZjXmf0a70fAFNaWdwKXxsPIZqdmNAA0q4cwpTX5/J/ny3jjauHoVSVbWaEaBWkMFc2zJHk6HPcvK3AXFuGbY0n42LPqzIudrMn4wLgSk3M8HQMIRpiWLco7j3PymPfr+L1vzYw7bSe3k5JCI+RwlzZfluG7RLgC0eSoxzAlmEzod9PnOvJuNjNlwBfYM/TO/iwm5sirhAtxnVjLCzelMvTP+UwuEsEo3pEezslITxC+squ7DJgMrDTlmFbYxwl7wQmGcs8Hhe7eY1xlNwUcY+ypGRGWVIyo5oilhAnQilF6sU2LNEh3PK/Jew+KINdiNZJjpgr247ePeVbwGLgHGAMsJJj135bTVxLSubfugK1pGQe7QrUlZro8lRsIU5EmDHYxYVps7jloyX874aT8PWR4wvRukhhrmw6+j4JAvKAEOAr9MI1Er0xVmuKe7QrUFdqYhmAJSWzKbsCFaLe+rYP48lJNm7/ZCnP/Lyae8+zejslIRpVvQtz2rSs2OT0hN2eSAbAGW/tD/S05ji/NZ6/AFTcvPiKNce52FOxAZsjyTHQuG1qG9DRkeQos2XYPgCWeTIu9ryBxm1T24CO2PPKsJs9HTfGlZr4ifsMo0B/bEnJfMyDcYVokAuHdGLhpv28/tcGhnSN5JwB7b2dkhCNpsbCnDYt6/hrjgqYnzYtawigktMTquxLOW1aVnYDckoFnnR7fjbwIBAMPIR+r2+VnPHWhsQFMNkybP7oR6zB6F8I9qMPoOTJmydN2M3eiLvIkpLpza5AhThhD07oh2NrHnd9toy+7cPoHhPi7ZSEaBS1HTHvBTYdN68T+nVQT/Wl3MGa45zt9vygNcf5BYAz3nqTB+K5exvIAXzQ+43+zJZh24B+SvfjpoyL3dwUcb3dFagQJyzA14e0K4cy4eWZ/PODRXx18xiC/E98sAshmovaCvNdwJnAXcnpCQ6AtGlZG5PTE7rX9KLk9IRx7s9veZ2F9cgpzP2JNcfpfp0ztqYXWnOcleKiVH3i4khyvGDLsH1iTG+3ZdjeA84A3nQkOebXZ1v1Ys97Abv5E2N6O3bz0bjY8zwW15Wa6O2uQIVokM6RwbwwZTDXvbuAB79ZwTOTB0rnI6LFq7EwJ6cnPJc2LesT4IW0aVlbgIc5NvqQp2x3xltPsuY457nPdMZbR6G3XvYoR5Jju9v0AeBzT8cE9IJ8bLpJ4lpSMmvsCtSVmujprkCFaLDxfWP51/hevJS1juHdIrlsZFdvpyREg9Ta+Cs5PWErcEnatKyJwK/o10A96R7gE2e89V30U+YAw9Cve3q6a8q2xttdgQrRKG47ow9LthzgoW9XMqCTmQGdZLAL0XLVWpjTpmXFox9NZaEX5p7G/HOS0xN+auyErDnO+c5460nALcA1xuyVwChrjnNXY8dr44a5UhOr7ArUkpLp8a5AhWgsFYNdJL40g39+uIjvbzkVc7AMdiFaptpaZd8KJANO9MZAtyWnJ3xjLH4CaPTCDGDNce5Gb4EtPGu/JSXzEuALV2piOYAlJVO6AhUtUlSIP2lXDmXK63P492dLeePq4ZhMcr1ZtDy1dZlzIzAsOT3hQmAc8GDatKzbjGXyF9/yVXQFusuSkrnGkpK5FthFE3YFKkRjGto1kvvPs/Kbczev/bne2+kIcUJqO5VtSk5PyAdITk9wpU3LGgd8njYtqxtSmFs8o8vNKQCWlMxoY94+b+YkREMljbawaPMBnvtlNUO6Rng7HSHqrbYj5l1p07IGVzwxivQEIAaweSIhZ7w13BlvfdIZb33fGW+94rhlr3oiZltlScn0t6RkTrWkZJ5uFOSzLSmZr1hSMpMtKZlygU60SEopUifZ6B4Twq0fLSG3sNzbKQlRL7UV5qnooxwdlZyeUJqcnjAVGOuhnKajH41/AVzmjLd+4Yy3BhjLpO/mxjUdSARut6Rkvo9+bXkeMAJ9QA0hWqSQAF/SrxpGQXEZry4toqRMirNoOWoszMnpCVuT0xN2VrNslmdSoqc1x5lizXF+bc1xTkS/ZSrLGW+VwVcbn82VmjgFuAg4C5jsSk18H7gWGOLVzIRooN5x+mAXaw+U89SPOd5OR4g6a47jpQU4461H87LmOB8H3gT+AqQ4Ny6TJSXTH723tYo+usHzfXQL0SQuGNyJ07v68tbMjfzo2OHtdISok+ZYmL8DEtxnWHOc7wL/Boq9kVArVtFH91KMProtKZlvAgvwbB/dQjSZy+P9Gdwlgrs+X86GPfneTkeIWjW7wmzNcd5tzXH+VsX8n6w5zt7eyKm1cqUmvgCcApzsSk18CbgY+Bm43pWa+IhXkxOikfiaFGlXDsXPR/HPDxZTUFzq7ZSEqFG9x2P2Jme89VprjnO6t/NoTVypidvdpg/QVH2DC9GEOkUE8eJlQ0iaPp8HvlrBc5cOksEuRLPV7I6YayFHcUKIEzK2TztuO703Xy7Zxv/mb/Z2OkJUq9kdMTvjrcurWaSAuKbMRQjRutya0JvFmw/wyLersHUyM7BzhLdTEuJvmuMRcxz6/dPnV/GQXqmEECfMZFL8d8pg2oUF8M8PFnOgQNqTiuan2R0xA98DodYc59LjFzjjrdlNno0QolWpGOzikvTZ3PHJUt5OGiGDXYhmpdkdMVtznNdbc5wzq1l2RVXzhRCiPgZ3ieChCf34Y/UeXs1e5+10hKik2RVmIYRoCleN6sYFgzvy/K9rmLl2r7fTEeIoKcxCiDZJKcWTk2z0bBfKrR8vYUfeEW+nJAQghVkI0YYF+/vy2lXDKCopI/nDxRSXymAXwvukMAsh2rResaE8NXkgizcf4Mkfnd5ORwgpzEIIMWFgR64dY2H6LBffL99e+wuE8CApzEIIAdx7rpWhXSO45/PlrNstg10I75HCLIQQgL+vibQrhxLg58PNHy6SwS6E10hhFkIIQwdzEC9dNoS1u/O590sHmqZ5OyXRBklhFkIIN6f0juHOM/rwzdLtfDB3k7fTEW2QFGYhhDhO8vhejO/bjke/X8XSLQe8nY5oY6QwCyHEcUwmxQtTBhMbFkjyh4vJPSyDXYimI4VZCCGqEBHsz2tXDWXPoSJu/2Qp5eVyvVk0DSnMQghRjYGdI3h4Yj/+XLOHl7NksAvRNKQwCyFEDa4Y2ZVJQzrx39/X8NeaPd5OR7QBUpiFEKIGSikev8hGn9gwbvt4CdsOyGAXwrOkMAshRC2C/H147aqhlJRpMtiF8DgpzEIIUQc92oXy9OSBLN1ygMczV3k7HdGKSWEWQog6Os/WgRtO6U7GnE18u0wGuxCeIYVZCCHq4Z5z4xlhiSTli+Ws3XXI2+mIVsjX2wkI77OkZHYH/gVYcPubcKUmTvRWTkI0V34+Jl65YiiJL83gnx8u5pvkMYQEyEepaDzy11QFW4YtDuhkPN3mSHLsapLAdnOluNjzmiYufA28DXwHSKsWIWoRFx7IS5cP4aq35pHypYOXLhuMUsrbaYlWQgqzG1uGbTCQDpiBbcbszrYM2wHgZkeSY3E1r8tuUGC7ucq42M0HgJux51UZF7u5YXGPKXSlJr5U15UtKZmV4gY0UhJCtCSje8bw77P68szPqxneLZKk0RZvpyRaCSnMlb0L3ORIcsxzn2nLsI0CpgODPBkXe16luNjNno5b4UVLSubDwC9AUcVMV2pi1V8IjlNeXk52draHUms8+fn5kmcjkjzBisagdj48+t1KSnavp1eEzwltR/Zl42opeVZHNcV4o0qphZqmDfd4oAbGtWXY1jqSHL2rWbbOkeTo5Ym42M1rsedVGRe7eR32PM/ENVhSMp8ErgbWc+xUtuZKTUyoy+v79u2rrV69ur5hm1x2djbjxo3zdhq1kjwbl6fzzCsoYcIrMygt0/j+X6cQHVr/c0iyLxtXS8hTKYWmaVVe/5Aj5sp+tGXYMoH3gC3GvC7AVOAnT8bFbvZG3AqXAD1cqYkyhI4Q9WQO9uO1K4cx6bXZ3P7JUt69diQ+JrneLE6cFGY3jiTHrbYM27nABbg3woI0R5LjB48Ftufdit1cZVzseZ6Le8wKIALY3QSxhGj2SspLOFh0kLziPA4VH+Jg0UH9Z/FBDha7TbvN79j/EIvy4LxPoujfIY5w/3AiAiKIDIwkKjCKyMBIfTpAnw70DfT22xTNlBTm4ziSHD8CPzZ5YHued+LqIoAcS0rmAipfY5bbpUSLp2kaeUV57C7Yzf7C/RwoOsCBwgP6T7dHXlEeuYW55BXlcaik5vuTA30CCfcPJ8w/jPCAcNoFt6NrWFcWle5ky4Fcyn0OUEoBBwoPUKqVVrmNIN8gvWAHRFJeUM6vM389VsAD9GIeExxD9/DuBPsFe2LXiGZKCrMbW4bNDNyLfuQaB2joR5HfAKmOJMcBjwS2m2uMiz3PM3GPedjD2xfCYzRNY1fBLjYd3MTmQ5vZcnAL2w9vZ0/BHnYX7GbX4V2UfFxS5WtD/EKICIjAHGAmMiCSLmFdiAiIICIwgoiACML9wysV4Irn/j7+VW7vSHEZF706i505hXz/r1PoFBHEoZJD5BbmkluYy/7C/fp0kdt0YS6bD21m/s755BbmUlRWVGmbCkWn0E70i+7HoHaDGBQ7CGuUtdocRMsnhbmyT4EsYLwjybETwJZhaw9cYyw7y9NxseftBMBuboq4ALhSE//05PaFaEz5xfks3r2YFXtXsHLfSlbuXcm+wn1Hl/ub/OkQ2oHY4FgGxQ6icG8hw/oOo11wO6IDo/XCazz8fPwaNbcgfx/SrxrG+S/PJPnDxXw67eSjxbxbeLdqX1fRWEnTNI6UHjlatHcV7GLdgXWsyV3Dir0r+GXTLwD4mfyOFWrjERcS16jvRXiPFObKLI4kx1PuM4wCnWrLsF3rybjY8yrFNQp0KnazJ+MK0expmsbq3NX8seUP5myfw/I9yynTyjApEz3MPRjTaQz9ovvRK6IXXcO6EhcSh0kd6204Ozubcf3GNVm+lpgQnrlkENM+WMR/vnfy2IUD6vxapRTBfsEE+wXTOawzNmyc0e2Mo8t3F+xm+Z7lLNuzjGV7lvFxzse8t+o9ADqEdGBY3DCGxw1nePvhdA3rKp2etFBSmCvbZMuw3Q1kVPT2ZfQCdg3HWkt7JC52891AxtHevvRewDwdFwBLSmalHsdcqYlN1eOYENXadXgXX679kh82/oDroAuFol90P64bcB2jOoxiQMyAZnvt9ZwB7fnH2B688dcGhnWL5MIhnWp/UR3EBsdyRrczjhbrkrIScvbnsGzPMhbvXszs7bP5fsP3ALQLalepUPcw95BC3UJIYa5sCpAC/GkUZA3YBXwLXNoUcY2C3CRxLSmZg6mixzFLSuYB4Oa6djAiRGNauXcl01dO5/dNv1OmlTGi/Qim9p/K6V1PJyowytvp1dndZ/dl6ZYD3Pulg34dw+kTF9boMfx8/LC1s2FrZ+OqflehaRobD25k4c6FLNy1kEU7F/GTS7/jMjIgUi/U7YczPG44vSN7VzqzIJoPKcyV9QGecCQ57rFl2ILRi+VQY1mZp+Niz7sHu7kp474L3ORKTazU45glJbOpehwT4ihXnouXlrzEr5t+Jcw/jCutVzIlfgpdwrp4O7UT4utj4pXLh3DeSzOZ9v4ivr5lDOGBjXtN+3hKKXqYe9DD3INL+16KpmlsPbSVhbuMQr1rEb9t/g2AcP9whsYNZXjccE7ueDJ9Ivt4NDdRd1KYK3uHY8Xov8BhIBU4Hb1QTWplcUOOL8oArtTEuZaUzBAPxRSikrLyMqavnE7akjT8ffz556B/MrXfVEL9Q72dWoPFhgfy6pVDueLNudz+8VLemjocUxN2PqKUokt4F7qEd+Gi3hcBsCN/x9EivXDXQrK3ZANwtuVs7hh2B51CG+e0uzhxUpgrMzmSHBU3HQ53JDkqjlpn2jJsSz0ZF3ve0bjY847GxW72ZNwfLSmZ3uxxTLRxBSUF3JF9B7O3z+asbmdx70n3EhMU4+20GtXI7lE8fH4/HvxmJS/8toZ/n9XXq/l0CO3A+aHnc37P8wG9Qdnnaz5n+orp/LH5D66zXccNthsI8JHhabxFLjBUtsKt9fUyW4ZtOIAtw9YHqPpGyEaK69b6ehl2s97ftd3s0biu1MRbgVeA8ej3Ud9rTKe5UhNv8VRcIUBvbX3/zPuZu2MuD5/8MM+e9myrK8oVrhrVjSnDu/By1jp+dOzwdjqVxAbHcvPgm/nuou84vdvppC9LZ/K3k1mwc4G3U2uz5Ii5shuAF20ZtgeAvcAcW4ZtC/rR5A2ejovdfDQudnNTxMWVmujNHsdEG/b9hu/5bfNv3DnsTib3meztdDxKKcWjF/Znze5D/PuzZfRoF0rf9o3fGKwh2oe05+mxT3NBzwt4bO5jXPfzdUzqPYk7h92JOcDs7fTaFCnMbhxJjjzgGluGLRzojr5/tlbcOuUx9rw84Brs5kpxj9465SGWlMwaexxzpSYe8GR80XbtPLyTJ+c9yZDYIUztN9Xb6TSJAF+985EJL8/kxvcW8u0tY4gIbn69d43pNIavLviK15a9xnsr3yN7Szb3jLiHc7uf6+3U2gwpzFVwJDkOAsuaPLA9r6njHu1xzJWauBPAkpLZZD2OibZJ0zTss+2UaqX8Z8x/8DGd2BjGLVFceCDpVw3jsjfm8K+PljTbkaiCfIO4c9idnNf9PB6Z/Qj3zLiHbzd8yxnaGbW/WDSYXGNu2yyu1MSnKooygCs1cacrNTEVqL7/QCEa4Iu1XzBr+yzuGHYHXcO7ejudJjesWySPXTCAGWv38vTPOd5Op0bxUfF8cN4HpIxMYcmuJTyx4wneXfEupeVVD8whGocU5rZtkyUl826j5y9A7wXMkpJ5D03Q45hoe7Ye2sozC57hpPYnMaXvFG+n4zWXjezKVaO68vqfG/h22XZvp1MjH5MPV1qv5JsLvyE+MJ7nFj3H5ZmXs3r/am+n1mpJYW7bpgDRwJ+WlMz9lpTMXCAbiMKzPZ2JNqisvIwHZz2oN4Qa82ib73XqoQn9GWGJ5O7Pl7HpoCf7EWoc7UPac2O7G3lh3AvsO7KPpJ+SWLan6a/4tQVyjbkNc6Um5gL3GA8hPGr6yuks3LWQx8Y8RsfQjt5Ox+v8fU28eqU+EtVLi4s4//RiokKaX2Mwd0opzuh2BgNiBnDdz9dxa9atfJT4kfw+G1nb/sraxllSMk+ypGSGG9NBlpTMRywpmd9ZUjKfMlpsC9EoVuxdQdqSNM62nM0FPS/wdjrNRruwAF6/ehh5xRrJHy6mpKzc2ynVSfuQ9rxy+iuUlJXwr6x/kVeU5+2UWhUpzG3bO0CBMf0i+mAWTxnzpnsrKdG6FJQUcM9f9xATHMODox6UEY6OM6hLBNf292fOhn08+t0qb6dTZz3MPXh23LNszNvI9T9fz74j+2p/kagTOZXdtplcqYlHuwJ1pSYe7QrUkpK51Es5iVYmdX4qWw5t4e2z35aOKqoxppMfpsjOvP7XBvrEhXL1yRZvp1QnozuO5pWEV7jtj9u49udrefPMN4kLiav9haJGcsTctq2wpGQe7QrUkpI5HMCSkunpLkhFG/GL6xe+WvcVN9huYET7Ed5Op1m7+5x4To+Pxf7dKmau3evtdOpsdKfRpJ+Zzu6C3Vz141WsyV3j7ZRavGZfmJ3x1k7OeGtX4yFH+I3rBuA0S0rmeqAfMMeSkrkBeBMPdwUqWr+dh3din2PHFmPjn4P/6e10mj0fk+LFy4fQq10oN3+4iA178r2dUp0NixvGu+e8S3l5OVN/nMqsbbO8nVKL5pFClzYtK/tEX+uMt94L+FlznI8as+YABwB/IAN4sobXnnDctsiVmpgHXGM0ADvaFagrNdGzXZCKVq+0vJR7Z9xLWXkZqaem4mfy7DjErUVogC9vJQ3nwrRZ3JCxkK9uHoM5uGXsu/ioeD5M/JBbfr+F5N+TuX/U/VzS5xJvp9Ui1fuIOW1aVrQnEnFzCfCc2/N91hznQKA/kOjh2G2SKzXxoCs1cZkrNXGRFGXRGNKXpbNw10LuH3V/m+zdqyG6RAWTfvUwtuQWkPy/ltNSG/TW2hnnZjC642genfMozy54VnoJOwE1HjGnTctKBZ5NTk/YmzYtazh6/8nladOy/ICpyekJf1b1uuT0hHHuz295nYX1Scqa4zzs9vRFY16ZM94aVMvrKsVFqXrFFUI03Ozts3lj+Rtc2OtCJvac6O10WqQRliieuMjGXZ8v57HvV/HoBQO8nVKdhfiF8FLCSzy94GkyVmXg3O/k6bFPEx3k6WO61qO2I+bE5PSEilYIzwBTktMTegFnUvmotjGFOuOtR8/dWHOc7wI4460BQLiHYgohGsHugt3cO+Neekb05L6T7vN2Oi3aJcO78I+xPXhvziben7vJ2+nUi6/Jl/tOuo//jPkPy/Ys49LvL2Xp7qXeTqvFqK0w+6ZNy6o4qg5KTk9YAJCcnrAGCPBQTp8DrzvjrcEVM5zx1hAg3VgmhGiGSstLueevezhSeoRnT3uWIN8aT3CJOrinoqX2tyuZta7ltNSucEGvC/jgvA/wN/lz7c/X8j/n/9A0zdtpNXu1FeZXgR/SpmUlAD+lTct6MW1a1mlp07IeAZZ6KKcH0ccE3uyMty5yxlsXAS5gl7FMCNEMVVxXfmDUA/SM6OntdFoFH5Piv5cNpme7EG7+cHGLaqldIT4qno8nfMyYjmN4cv6T3JF9h/QUVosaC3NyesLLwBPATcAFQAJ6v8rbgGtreOkJs+Y4y6w5zhSgC/q4wNcAXa05zhRrjlNaEQjRDMl1Zc8JC/Tj7aQR+JoU10xfwN78Im+nVG/mADMvJbzE/w3/P/7c+icXf3sxC3dKE6Dq1Hq7VHJ6Qjb6iEOVpE3LuhYPdttozXEeARye2r4QonHIdWXP6xIVzFtJw7n8zbnckLGQj24cRZC/j7fTqheTMpHUP4nhccO5+6+7uf6X6/nHwH9w08Cb8DVJFxXuGtLByCONloUQokUqKy8jZUaKXFduAkO6RvLiZUNYtvUAt328hLLylnmttn9Mfz49/1Mm9JhA+rJ0rvv5OrbnN+8xqZtabbdLLa9mkQI80iGqM97qD1wGbLfmOH9zxluvAEYDTuANa45TuooUopl4w/EGC3Yu4NHRj8p15SZwdv/2PDShH498t4rHvl/Fw+f3a5GDgoT4hfD4KY9zcseTeWzOY0z+bjKPjH6EM7ud6e3UmoXazh/EAWcDucfNV8Bsj2Sknx73BYKd8dYkIBT4EjgdGAkkeSiuEKIe1hWuI31ZOok9Ermw14XeTqfNuHZMd7bmHuHtmRvpHBnEDaf28HZKJ2xCjwkMihnE3X/dzZ3ZdzK5z2TuHnF3mz/zUlth/h4ITU5PWHr8goZ0u1kLmzXHOdDoF3sb0NHoXOQDYJmHYgohaqFpGnuO7CFnfw6r968mY28GnUM7y1COXnD/eVa2HzjC4z846RgRxHm2Dt5O6YR1Ce/Ce+e+x8tLX2b6iuks3rWYp8c+Td+ovt5OzWtqLMzJ6QnX17DsisZPBwCTcTo7BAhGHyN4P/p90y2j01ghWriS8hI25W1iTe4acvbn6MU4dzX7C/cfXSfWN5ZnT3uWEL8QL2baNplMihemDGbXm3O5/ZOlxIUHMKxblLfTOmF+Pn7cOexORnUYxX0z7uOKzCv4vxH/x2V9L2uTX/qaY1O4t4EcwAe4H/jMGW/dAIwCPvZmYkK0NpqmMXv7bObtmEd+ST6Hig+xMW8jG/I2UFKuN+fwM/nRK6IXp3U+jb5RfYmPiqdPZB8WzV6ENdrq5XfQdgX6+fBW0ggmvTqL6zMW8vm00fSKDfV2Wg0yuuNovpj4BQ/MeoAn5j3B7O2zeXT0o0QGRno7tSbV7AqzNcf5gjPe+okxvd0Zb30POAN405rjnO/d7IRoPZbvWc4Li15g4a6F+Jn8CPMPI8QvhG7h3RjdaTR9IvvQO6I3PSJ6yOhQzVRUiD8Z143k4tdmM/XteXz+z9F0jGjZ12ejg6JJOz2ND50f8vyi55n87WSePPVJRnYY6e3UmkyzK8ygF2S36QNIV5xCNJo9BXt4YdELfLfhO6ICo7jvpPuY3Hsyfj5SfFuibtEhvHvtSC5/Yy5T35nPZzedTGSIv7fTahCTMnF1v6sZFjeMe/66hxt+uYGr+13NLUNuaRMNwxpyH7MQogUpKS8hY2UG5399Pj+5fuIG2w38MOkHLo+/XIpyCzegk5k3k4azeX8B17y7gMNFraOTxH7R/fhkwidM7jOZ91a9xyXfXcLiXYu9nZbHSWEWog2Ys30Ok7+dzLMLn2Vo7FC+uuArbht6mzTcakVG9Yjm5cuH4Nh6gGkfLKK4tOWM41yTYL9gHjr5Id48601Kykq45qdreGr+UxwpPeLt1DxGCrMQrdj2/O3cmX0n//j1HxSXFfNKwiu8esardAvv5u3UhAec3b89qRcPZMbavdz56VLKW2jvYFUZ1WEUX17wJZf2vZQPnB8w+dvJLNq1yNtpeYQUZiFaoaKyIl5f9joXfH0BM7bO4JbBt/D1hV9zWpfTvJ2a8LBLh3fh3nPj+X75DuzfrWxVwyyG+IXwwKgHePustynTyrj2p2tJnZ9KQUmBt1NrVM2y8ZcQ4sRomkb2lmyeXvA0W/O3cma3M7lr+F10CG25HVCI+rvptJ7sP1zM639tIDLYnzvO7OPtlBrVyA4j+XLil/x38X/50Pkhf275k0fHPMqI9iO8nVqjkMIsRCux6eAmUuenMnPbTHqYe/DmWW8yqsMob6clvCTl3HhyC4p58fe1hAT48I+xrasv82C/YO476T7O7HYmD816iOt+vo7L4y/n9qG3ezu1BpPCLEQLV1BSwBvL3+C9Ve/h7+PPXcPv4nLr5XLvcRunlOLJSQMpKC7jiR9yCPTzYerJFm+n1ehGtB/BFxO/4KUlL/Gh80P+2voXk0ImMY5x3k7thElhFqKF0jSNn10/88zCZ9hdsJuJPSdyx7A7iAmK8XZqopnwMbruLCot56FvVhLga2LKiK7eTqvRBfsFkzIy5ejR88u7Xmb33N3cOexOgv2CvZ1evUnjLyFaoDW5a7j+l+u566+7iA6M5v1z3+fxUx6Xoiz+xs/HxCtXDOG0Pu1I+dLBN0u3eTsljxkWN4zPJ37O+LDxfLr6UyZ9O4l5O+Z5O616k8IsRAuy+eBmUmakMPnbyazJXcODox7ko8SPGBw72NupiWYswNeH168exqju0dz56TJ+dOzwdkoeE+QbxKSoSWScm4GvyZcbfrmBJ+Y9QWFpobdTqzMpzEK0ADvyd2CfbWfi1xP5fdPvXDPgGr6/8Hsu7XspPiYfb6cnWgB90IvhDOps5taPl5CVs8vbKXnUkNghfHb+Z1xlvYqPcj5iyvdTWLVvlbfTqhO5xlwNW4YtCsCR5Nhf27qNym7Wx26z5zVZXEtKZgQwFbDg9jfhSk28talyEFXbe2Qvby5/k8/WfAbAlL5TuHHgjXLKWpyQkABf3r1uJFe+OY9pHyzm7aThnNq7nbfT8pgg3yDuGXkPp3Y+lQdnPsiVmVeSPCSZa/tf26y/0EphdmPLsHUFngZOBw4AypZhCweygBRHksNVzeuyGxTYbv5bXOzmo3Gx51UZF7u5YXGP+QGYCziAWvvxs6RkVoob0EhJiGNyC3OZvnI6Hzk/oqS8hAt7XchNA2+S+5FFg4UH+vHedSO5/M253JCxkDemDue0Pq23OIM+nOSXF3zJo3Me5cXFLzJj6wyeOPUJOoV28nZqVZLCXNknwH+BKx1JjjIAW4bNB7gEfSxoT90UejQu9rwyAOzmpohbIdCVmnjnib64vLyc7OzsRkzHM/Lz85t9nnmlefy872f+/em/KdFKGBYyjHPN5xJbHMvqhatZzWpvp3hUS9if0DLy9EaOyf00nlkA1787n1uHBDCwXe3loCXsS6g+zwnaBOKi4/hsz2dc+OWFTI6azMiQkSilmj7JGqim6K5NKbVQ07ThHg/UwLi2DNtaR5Kjd32XNTQudvNa7HlVb7umZQ2Na7CkZN4B5APfA0UV812piXU6nd63b19t9ermUzCqk52dzbhx47ydRpV2Ht7JOyve4Ys1X1BSXkJij0RusN1Az4jm2ylEc96f7lpCnt7K8UBBMVe9PY81O/N57aqhnG6Nq3H9lrAvofY8t+Vv474Z97F492L9FqtRDxERGNFk+YF+n7mmaVV+I5Aj5soW2TJsrwIZwBZjXhcgCVjiybjYzd6IW6EYeAa4H6j4pqYBPZogdpu25eAW3l7xNt+s/wY0mNhrIgMOD+CSUy/xdmqiDYgI9ufD60dx9TvzmPbBIl65Yihn92/v7bQ8rlNoJ945+x2mr5xO2tI0lu5eyn/G/IfRnUZ7OzVACvPxpgLXA48AFRcftgHfAm+3wrgV/g30cqUm7m2CWAJYvX817658lx83/oiP8mFy78lcO+BaOoZ2bBGnCkXrYQ724/3rTyLpnfnc/OFinrzIxqUjung7LY/zMflwg+0GxnQcQ8qMFG767SautF7J7UNvJ9A30Ku5SWF240hyFAOvGY+mY8/zTtxj1gGta3iWZkjTNGZtn0XGygzm7phLkG8QV1iv4Jr+1xAbHOvt9EQbZg7y48MbTuKfHy7m7i+Ws/tQIcnjezW7a6+eYI228smET3hh0Qt86PyQudvnkjo2lfioeK/lJIXZjS3D5ot+5HohlY9cvwHediQ5SjwS2G6uMS72PM/EPeYwsNSSkvkHla8xy+1SjaC4rJjMDZm8t+o91h1YR2xQLLcPvZ3JfSZjDjB7Oz0hAP1WqremDueeL5bz7C9r2HOoiIfO74+PqfUX50DfQO496V7Gdh7Lg7Me5PLMy/nXkH+R1C/JK7dVSWGu7H3025UeAbYa8zqjX+v9AJjSyuJW+Np4iEa0I38Hn635jC/WfsH+wv30iezD46c8zrmWc/HzkQEmRPPj72viuUsG0S4sgDf+2sCe/CKeu2QwQf7N957fxjSm0xi+nPglj859lBcWvcBfW//iiVOeoGNoxybNQwpzZcMcSY7jBy7dCsy1ZdjWeDIu9rwq42I3ezIuAK7UxAxPx2grDhYf5M8tf/LLpl/4a+tfAIztPJYr4q9gVIdRbeLUoGjZTCbFfedZiQ0L4PEfnGzZP4c3pw6nvdm7112bSkRgBM+d9hzfrv+WJ+c/ycXfXsx9J93HhB4Tmuz/VwpzZfttGbZLgC8cSY5yAFuGzYR+P3GuJ+NiN18CfIE9T+/gw25uiriikWiaxtfrvuaZhc9wqPgQ7YLacd2A67ikzyVN/m1biMZww6k96B4Twq0fLeH8V2byxtXDvJ1Sk1FKcUGvCxgWN4z7Zt7HfTPv46+tf/HAqAea5PKTFObKLgOeAl61ZdhyAQWYgT+MZR6Pi93clHGPsqRkRkHd710Wx2w5uIVH5z7K3B1zGRo7lDuG3cHAdgMxKemKXrRsp1vj+Cp5DDdkLGTKG3NJsvq24FGO669zWGemnz2dd1a8w6tLX2Xx7sU8fsrjjOrg2T6fpDC7MbrcnAJgy7BFG7NfdCQ5rvJoYL3LTf06st18NC72PI/GtaRk/q0rUEtK5tGuQF2piS5Pxm/pisqKeMfxDm853sLPx48HTnqAS/peIgVZtCp94sL4OnkMN3+4iDcd+yn8egUPTLAS4Ns2rjv7mHy4ceCNjO40mntn3MuNv9zI1f2u5rahtxHg45kOiaUwu7Fl2L6tYnZCxXxHkmOiRwLbzVXGPTrfnueZuG5dgbpSE8sALCmZTdkVaIs1e9tsHp/3OJsPbeZcy7n834j/k1ueRKsVFeLP+9efxL/e/JX3525iyZZc0q4YSrfoEG+n1mT6R/fnkwmf8PzC53l/1fvM2T6H1FNT6RvVt9FjSWGurDOwCngLvecrBYwAnmulcWNcqYmfuM8wCvTHlpTMxzwcu0XaeXgnzyx4hl82/YIl3MIbZ77ByR1P9nZaQnicn4+Jy+IDuHjsYP796VImvDSTZy4ZyDkD2s7AKkG+Qdw/6n7Gdh7LQ7Mf4vLMy7l1yK1M7T+1Uc+USWGubDhwG3rXlHc5khxLbRm2I44kx59NGRd73lLs5iPY8zwdd5ElJdObXYG2GIdLDvO2423eW/UeAP8a8i+u6X8N/j7+Xs5MiKZ1Zr84Mm89lVs+WsK0DxZz+ciuPJBoJSSg7ZSTUzufypcTv8Q+285zi55jxrYZPH7K47QPaZzuTNvOnqwDoyX2C7YM22fGz100xT7SW2K/gN38mfGzaeJ6vyvQZq+svIyv1n3FK0teYV/hPhJ7JHLbkNtk+EXRpnWJCuazm07muV9X88ZfG5i1bi/PXzqI4ZYob6fWZCIDI/nv+P/y9bqvSZ2fyqRvJnH/qPs5r/t5Db6tSgpzFRxJjq3AJbYMWyJwsMkC2/O2ApdgNzdJXFdqore7Am22NE1jxrYZ/Hfxf1mbu5YhsUN4OeFlbO1s3k5NiGbB39fEvedaOcMax52fLuWS1+dw09ie3HFm7zbTMEwpxUW9L2J4++HcN+M+Umak8JPrJ+4/6f4GHT1LYa6BI8mRCWQ2eWB7XpPEtaRk1tgVqCs10dNdgTZL83bM4+UlL7NszzI6hXbi2dOe5axuZ0nnIEJUYYQlih9vG8vjmatI/3M9v67ayRMX2TipR3TtL24luoR1Yfo50/nQ+SGvLHmFC7+5kNuH3s6lfS89oWvPcl9H2/Y+MBj9VPZ5xuMRYBB6V6BtypLdS7ju5+u44Zcb2Hl4Jw+OepDvLvyOsy1nS1EWogahAb48OWkg7147gqLScqa8MZd7Pl/OgYJib6fWZHxNviT1T+LLC77EFmPj8XmPc81P17D+wPr6b8sD+YmWY5grNbHKrkAtKZke7wq0OdA0jXk75/GW4y3m7ZhHdGA0KSNTmNxnssfuURSG/D2w9ENAA5MfHB0sQMHRL0Lu01Qzv+bp9jtyYMk2t9erOkxTj/VNEN0LYvqAqW0f64zrG8svd4zlxd/W8tbMjfyes4v7zrNy4eBOmNrAYBigHz2/ceYbfLfhO55e8DSTv5vMjbYbud52fZ0/U6Qwt237LSmZlwBfuFITywEsKZltoivQcq2cPzb/wVuOt1ixbwUxQTHcOexOpvSdQrBfsLfTa/00Db68ATZkezxUPMBqj4eBADN0HgadR0DnkdBpKAS3ncZQFYL9fbn3PCsXDO7EfV85uPPTZWTM2cRDE/oxrFukt9NrEkopJvacyJiOY3hqwVO8tuw1vt/wPSkjUxjbeWytr5fC3LYd7QrUkpJZUYgj0Xv+apKuQJtaSVkJP2z8gXdWvMOGvA10Du3Mg6Me5IJeF8gRclNyfqsX5XNSYdg1UFoEaHrBrqBp+rwGTs+dM4dRo06qZh2Om9bqP11WArudsHU+bF0Ifz0Dmt7lPdG9octI6DxcL9jtrODTNj52+3UM58t/juarJdt4+uccLn5tNhMHdeSec+PpFBHk7fSaRHRQNE+PfZqLel3EE/OeIPn3ZMZ3Gc89I++p8XVt4y9EVMnocnMKgCUlM9qYt8+bOXnK3iN7+fHAjzzyxSPsPbKXPpF9eOrUpzjLcha+Jvk3aFLFh+Gn+yBuAIy4US9Ufp77oC4M2gCRFo9tH9CPjodcqU8XHYLtS2CLUajX/Gycsgf8QvR1O4849ght59ncvMhkUlw8rDPnDGjP63+u5/W/NvDzyp3ccGp3/jG2J+agtjH86ckdT+bLiV/y3qr3eH3561zw9QU1ri+fSAI4VpAtKZnvuVITp3o7n8ayct9K/uf8Hz9u/JGS8hJO6XQKV1qvZEzHMdKgy1tmPA8Ht8LFb7XOo8eAMOg+Vn+AfnSd64KtC449Zr8E5aX68kgLVr+uELAKOg2DDgM9+kXFG0ICfLnzrL5MGdmVp37MIe2P9XwwdzP/HNeTpJMtbWK8Zz8fP663XU9ij0SeWfAMi1hU7bqt8L9C1JUlJfP4ProVMN6SkhkB4EpN9FQf3R51pPQIv276lc9Wf8bSPUsJ9g1mcp/J9DrYi0vPuNTb6bVt+9brRWngFOjWRroyVQqiuuuPgcbfX8kR2L70aKE2b5gNP+vjd2Pyhdh++tH0gEnQbUzlBmktWKeIIF66fAj/GNuDZ39ZTeqPObwzcyO3nt6bKSO64OfT+hvPtQ9pz3PjnuN5nq92HSnMbVtVfXQPx/N9dHuEc5+TL9Z+wQ8bfuBQySG6hXfj7hF3c2GvCwnzDyM7O9vbKbZtmgY/pYBPAJz5qLez8S6/IP2LifHlZG52NuOGxcO2xbBtkf5Y/gksfBuiesCQq2DQFRDeOnqcG9DJzLvXjmT+xv08/VMOD3y9gjdnbODOM/tw/sCObaYFd3WkMLdtlfrodqUmLrWkZB5xpSZ6uo/uRnOo+BA/bPiBL9Z+gXO/kwCfAM7sdiaTek9ieNxwOV3dnKz5Cdb+Amc9DmGN06dwqxLWHuLP0x8AxQV6I7klH8Dvj0LWf6DXmTD0auhzDvi0/OuzI7tH8dm0k/lj9W6e/mk1t328lFey1nFLQi8mDOyITxst0FKY2zDjFqkXLCmZnxk/m6qP7gYpKS9h9rbZfLfhO7K3ZFNUVkSfyD7cO/JeEnskYg4weztFcbyifPjhLmgXDyfd5O1sWgb/YBh0mf7Yt15vQLb0f/DJVRDSTr8cMHQqtGv8YQebklKKhPg4xvWJJdOxg5ez1nLbx0t58be1JI/vxQWDO+LbBk5xu2v2H8LC81ypiVuBSywpmU3bN3g9aJqGY6+D7zd8z08bfyK3KJeIgAgu6nURF/S6gP7R/eXouDnLegzytsL1v7SKI70mF90TTn8Ixt0H67NgyXswLx3mvKJfix5ytX49OiDM25meMJNJcf6gjiTaOvDzyp28lLWOf3+2jBd/X0vy+J5cNKQz/r5to0BLYRZHuVITvdM3eA025G3gZ9fPZG7IZNPBTfib/BnfdTwTekxgTMcx+MmHfPO3ZQHMex1G3qjf0ytOnI8v9DlLf+Tv0a9DL3kfvrtVv37f/yK9SHcd1WIbjJlMinNtHThnQHt+c+7mpd/Xcs8XDl76fR3Xn9KdKSO6tPohJlv3uxMtTkl5CSv3riR7Sza/b/4d10EXACPaj+D6AddzRrczCPNvuUcFbU5pMXz7LwjvpB/xicYT2g5G3wInJ+v3Sy95H1Z8oZ/yju5tNBi7HMLivJ3pCVFKcWa/OM6wxpK9eg9pf6zj0e9X8eLva7lqVFeSRluIDQv0dpoeIYVZeFW5Vs6a3DXM2zGPeTvmsWjXIgpKC/BRPgxvP5wrrFcwvsv4RhuAXDSxmS/AHidc8WmLPs3arCkFXUboj3OehJVf60X6t4f1RmN9ztaPonuf2SIvIyilGB8fy/j4WBZtyuXNvzbwavZ63pyxkUlDOnHj2B70bBfq7TQblRRm0aQ0TWPTwU3M3zmfuTvmsmDnAg4UHQDAEm7h/J7nc1KHkxjZfqQ04mrpdufo3VMOmKwXB+F5/iF6D2RDroS96/QCvewjWP0DhMbpDcmGXA0xvb2d6QkZ1i2SYVcPY+Pew7w1YwOfL9rKxwu2cHp8LEmjLZzSK6ZV3GolhVl4XF5RHnN2zGHO9jnM3j6bnYd3AhAXHMfYzmMZ1WEUI9qPkKPi1qS8TD+FHRCq94ctml5MLzjzEUh4ENb9Covfh9mvwKwXoctJYLtEvyYdEuPtTOute0wIj19k444z+/DenE38b94mpr4znx7tQpg6qhtxpVrtG2nGpDALj9A0jawtWXy+5nNmb59NuVZOmF8YozqO4kbbjZzU4SS6hnWVltSt1az/6oM6THqzVfcF3SL4+ELfc/XHoV36EfTyT+CH/9MbjJ39JJz0D29neUJiQgO488w+JI/vyY+Onbw724X9u1UE+sCcwyuYenI3esW2vEsoUphFo1t/YD2PznmUxbsXExccx3UDruO0zqcxIGaADBjRFuxYDn88qR+N2S7xdjbCXVgcnHK7/ti1Ur8G/eNdUHoExtzm7exOWICvDxcO6cSFQzqxbMsBnv5qHh/P38J7czZxUvcopozowrkDOrSYPrnlU1I0mOp87Kh32Z5lTPt1Gn4mPx4++WEu6nURPqaW8c8gGkFJIXz5DwiOhsTnW+wtO21CXH+Y8oH++/r1ISgrhrF3eTurBhvUJYIbBwbw0vCT+WThFj5ZsIU7P13Gw9+sZOLgjlw2oisDOoU367N1UphFg/mcoRfevKI8/p39byICIph+znS5ZtwWZT2mt8K+8gsIjvJ2NqI2Pn765QYff73Lz7ISGHdvq/hCFR0awM3jevHP03oyb+N+Plmwhc8XbeXDeZuxdghnyvDOnD+oI9GhzW8cdinMosFUkP5P/O7Kd9ldsJuPEj+SotwWbZwBc9Jg+PXQ+wxvZyPqyscXLnxV//nnU/qR8+kPt4riDPrtVqN6RDOqRzT2if35dtl2Pl2wBft3q3gs08mpvWOYOKgjZ/VvT2gz6bikeWQhWrYgKCgp4JPVn3BGtzPoH9Pf2xmJpnYkF77+pz4S0lmPeTsbUV8mHzj/ZTD56feel5XAWf9pNcW5gjnIj6tHdePqUd3I2XmQb5Zu59ul27nz02UE+jk43RrHBYM6clrfdgT4eu8SXI2FOW1alj9wGbA9OT3ht7RpWVcAowEn8EZyekKJpxN0xls7ARV7aLs1x1nq6ZiiflSg4o8tf3Co+BCXx1/u7XREU9M0+OYWOLQDrvtFv5dWtDwmE0x4QT+tPecVKDwAE/7bIjslqYv49uHEnxPOXWf1ZfHmXL5Zup1Mxw4yl+8gLNCXhPhYzunfntP6tiPYv2mPYWuLNt1YJzhtWlYSEAp8CZwOjASSGjshZ7z1XsDPmuOsGLB1DnAA8AcygCcbO6ZouB83/kioXyhDYod4OxXR1Oa9Djnf68M5dh7m7WxEQygF5z4FQRH6ae383XDJu636y5bJpBhuiWK4JYqHzu/HzLV7yXTs4DfnLr5Zup0AXxNj+7Tj7P7tOcMaS0Swv8dzqq0w25LTEwamTcvyBbYBHZPTE8rSpmV9ACyr7kVp07KyG5DTJcCpbs/3WXOcQ5zxVh/gT2oozM54a0Piigb4c+ufnN71dLkdqq3Zthh+eQD6nKv32SxaPqVg/H0Q1gEy74R3J+hdqraB+9H9fExHu/8sLStnvms/v6zcxc8rd/Lrql34mBTDu0VyWt92jOsTi7VDmEdad9f2KWoyTmeHAMGAGdgPBAAeO79hzXEednv6ojGvzBlvDfJUTNFwI9qP8HYKookUbdiI+f132bZrPmixaHuiYf6d+mltTQOtHE3TQAPKy4/O13DrkUlzn6aa+dVMu71Aq2U7kQdy2fTO9MpvoJrtVs6vmvWP5/7BrCp+qGqWVz0dceAAm97NoPLL3D/wa9lGFTkcP7/KnGrL7dDpMHMJfDUOuozEfLCQrV98UTlQDdtQJqWvp4yHSRnvq+K5Sd+MMuYrk7FuVfOU8TL350aMSttUhGzezJ7ly/V5f4tROU6VMUwmQBGv9MetXRXb8gpZteMgqxfl4/ijiGUowoP86NM+jL4dwukdF05QgG/1MYxtVuRYk9oK89tADvo13vuBz9KmZW0ARgEfV/ei5PSEce7Pb3mdhbXEcRfqjLf6WXOcJQDWHOe7AM54awAQXtMLrTnOSnFRqj5xRQP1jOjp7RSEh2klJex7Zzp709II1Eo4ElCCMneCdRsrf1BW+jDWPxiV+7wK1U67T9avyP1tO2XlaOVllbfjvp5bTqqOOR3bIe7TWuWfVU0bz4//AqDKStGKiyutq7m/rorpo2vU90tNNTlUu65fT8jdBAdm4x8QQ3FBgds6NXxBqni/5eV6rIp5xhe1o/OO/+JWrh17bcX8Wp7rMY7FDCkvZ29NX6ZOgC8w0HhU5YDxaKxY1UpOT3ghbVrWJ8b09rRpWe8BZwBvJqcnzG+kHI73OfC6M956izXHWQDgjLeGAK8Yy0Qz1cPcw9spCA86smIlOx58kCKnk7C+IbSP34zvRHuz7zEqOzubQePGeTuNGjX7HHNd8NEVaLtXoc7+D4y6uVm32M7OzmacsT81ty8Dx74A8Pd5xxf/8nKMDRwr/hVngTg2r7SsnJXb8pi3YR9LN+0nZ8dBysrL8VWK+LgQhnQxM6hzBP3ahxLo63PstVZrtfnXekEwOT1hu9v0ATxfHB8EHgc2O+Otm4x5XdGP3h/0cGzRAO2CWv81qLao/MgR9qalsW/6u/iE+tNp7CHCux9mdbdp9B19q7fTE00h0gLX/8LeNy+m3c/3wc4Vegtuv+Y/HrJSCnwq3/rUmF8p/IDhXTozfJT+vKC4lIWuXOZs2MfcDft4dnUeZc7d+Jr20K9juD5CVrfIGrfZ7FrqWHOcZUCKM976CNDLmL3OmuM84sW0RB005y7uxIk5lPUHu/7zH0q2b8fcP4C4vhvwGZgI5z3LjsWr6Su/87YjIJSV/e9hnFoA2U/A7pUweTpEyyUsd8H+vozt046xffQDlfyiUha49rNg434Wbcrlo/mbmT7LVeM2ml1hrmAUYoe38xB1I7dJtS4l27ax8/EnyM/Kwr99ON1O309wdzOc9x70m2istdqrOQovUCYYdw+0t+kdyrx+Gkx8CQZM8nZmzVZogC/j+8Yyvm8sACVl5azafpDBT1X/mmZbmEXLUfx0MW8vf9vbaYhGoBUXsy8jg72vvgblZcSO8iGqaw5qeBKc+ah+f6sQ8efBtBnw+fXw+bWw8S8450nwkxtnauPnY2JQl4ga1zE1TSoN44y3vuftHEQNSsGvlfYO1JYcnj+fDZMmsee55wnpEULPs7YQPdQPde13+lGRFGXhLqIrXPsDjLkdFk2HN8bDjmq7txD10OyOmJ3x1m+Pm6WA8c54awSANcc58W8vEkKcsNK9e9n9zLPkffMNfrGRdD6zjLCYlTDmVjjtHjkKEtXz8YMzH4Hup8LXyfBmAoy9G069s9V25dkUml1hBjoDq4C30BumK2A48Jw3kxKitdGKi9n//gfsfe01ygsLiT41jpi4pZi6DISJn0GHQd5OUbQUvc6Am+fAj3frDcNW/wAXpUNs9bcEieo1x1PZw4FF6B2a5FlznNnAEWuO809rjvNPr2YmRCugaRqHsv5g/fnns/uZZwjuFUuPCXnEdsvBdO6jcEOWFGVRf8FRcPFbcOl7kLcFXh8LfzwBJYXezqzFaXZHzNYcZznwgjPe+pnxcxfNME8hWqKitWvZ9WQqh2fPxr9bZ7pMjiXUdyZ0Hwvnv6gP2yhEQ/S7ALqOhp/v0wfCcHwOic9Bz/HezqzFaLYFz5rj3Apc4oy3JgIHmzK2LcMWB3Qynm5zJDl2NUlgu7lSXOx5TRLXkpLZHfgXYMHtb8KVmijX81uJ0txc9r6SRu7HH2MKDibu0pFE+vyACgiCs9Ng8JXNuicn0cKEtoOL34TBl0Pmv+H9C8F2qd6yP7yDt7Nr9pptYa5gzXFmAplNEcuWYRsMpKMP1rHNmN3ZlmE7ANzsSHIsruZ12Q0KbDdXGRe7+QBwM/a8KuNiNzcs7jFfo/es9h1QXtvKlpTMSnEDGikJ0fjKDx9mX0YG+99+h/IjR4g49xTaxS3At+Br6H8xnP0khMV5O03RWvVMgH/OgZnPw8wX9OFBT7kDTr4F/IO9nV2z1ewLcxN7F7jJkeSY5z7TlmEbhT42tacuvL0L3IQ9r1Jc7GZPx61Q6EpNfOlEX1xeXk52dnYjpuMZ+fn5bSfP0lKCZswk5Icf8Dl0iOKB/YkZmE+H0o85Ut6elQPt5EYNgUVOwOm9PJtAS8izJeQIDchTjSZweA96rn+Xdn88TuHsdDb0mMru2LF6pyXNJc9mQmmNPAJHlUGUWqhp2nCPB2pgXFuGba0jydG7mmXrHEmOXlUta2hc7Oa12POqjIvdvA57nmfiGiwpmVcAvYFfgKKK+a7UxKqP1I/Tt29fbfXq5t8LlHvH9s1ZQ/LUyss5mJnJnhdfomTrVoJHjCA2sS9BrtehuABOuR1O/Xej3ALVFvZnU2kJOUIj5emaBT/fq9/z3Gm43jFJl5GNkl+FlrA/lVJomlbl9SM5Yq7sR1uGLRN4D9hizOsCTAV+8mRc7GZvxK1gA64GEjh2KlsznosWQCsv59Bvv7E37VWKVq8mID6eLk/dR8ie91A530C3U/RBB9r18Xaqoq2zjIEbs2HZR/D7o/D2mWA9HxIekr9PgxRmN44kx622DNu5wAW4N8KCNEeS4wePBbbn3YrdXGVc7Hmei3vMJUAPV2pica1rimZFKy/n0C+/sPfV1yhaswb/bt3o+PjDhPvNQy25FYIi4cJ0GHSZNO4SzYfJBEOu1Ftwz0mD2S9Bzg8w5CoYlwLhHb2doVdJYT6OI8nxI/Bjkwe253knrm4FEAHs9lJ8UU9aWRmHfv6Zva+9RtHadfh3707Hp54kvN0O1F/3QNEhGHGj/iEXHOXtdIWoWkCoPijG8OtgxrOw4G1Y/imMmqZ39dlGu4GVwuzGlmEzA/eiH7nGoZ/O3Q18A6Q6khwHPBLYbq4xLvY8z8Q9JgLIsaRkLqDyNWa5XaqZ0UpKOPjTT+xNf53i9evx79mTjs8+S3ifQNSv98MSJ3Q/Dc5Jhbh+3k5XiLoJbQfnPgUnTdM7JZn5AiycrreHGPmPFjHuc2OSwlzZp0AWMN6R5NgJYMuwtQeuMZad5em42PN2AmA3N0XcCg97ePuigcryD3Pgs8/Y/957lO7YQUDvXnR6/jnChvdCZT0C//seIrrBlA8hPlFOW4uWKaq7fv/z6H/B74/Arw/CvNdh/H365RiTj7czbBJSmCuzOJIclUbJNAp0qi3Ddq0n42LPqzw6p16gU7GbPRkXAFdqonR12kyV7NpN7gfvk/vxJ5QfOkTwiBG0f/ghQofGo2Y8A+lXg08AnP4QjEpuc0cWopXqMBCu+kIfTvLXh+Gbm/Xr0GPvgv4XtfoCLYW5sk22DNvdQEZFb19GL2DXcKy1tEfiYjffDWQc7e1L7wXM03FFM3Vk+XJyP/yQvB9+hLIyws46i+jrryOojwVmvwIvXwGlhTDsGn0EKOkkRLRG3cfCjVmw6hv9FPcX10P2k3DKnTDw0lY7gpUU5sqmACnAn0ZB1oBdwLfApU0R1yjITRUXAEtKZqWuQF2piU3TBamopLywkIOZPxD1xhu4Nm3CFBJC5KWXEnVNEv4d28Oid+Gli+DwHr01a8JDEFOnW9yFaLmUgv4XgnUi5HwHfz2jH0H/maofQQ+6AnxaVylrXe+mgRxJjlxbhm068Csw15HkyK9YZsuwnYOn7im25+ViNx+Niz0v/9gys8fiWlIyB1NFV6CWlMwDwM117WBENEzxli3kfvQxeV98QVleHqpDB+IeehDzxAvwCQ6CVV/BV/+B/Rv0+5Ev/xg6N3l/PUJ4l8mkfyG1ToS1v0B2Knz7L5j5X/0adP9J+jqtgBRmN7YM261AMnofhW/ZMmy3OZIc3xiLn8BjhdlcKS52823Y8zwf1+gK1JWaWKkrUEtKZlN1BdpmlRcWcujX38j76ksOz5kLJhNhp59O5JVXsqDgMLZx4yAnUz9tt2sFxPaDKz6D3mdKwy7RtikFfc6G3mfp4z5nPa6f4p75Aoy/H/qe6+0MG6x1fL1oPDcCwxxJjguBccCDtgzbbcYyT34a3ggMw553NC52c1PEDTm+KAO4UhPnAiEejNsmaZrGkaVL2fHQw6w95VS233UXxa5NxNx8M71+/43OL71IyMgRRO1fBG+Mg0+uhJIjMOlNmDYT+pwlRVmICkrpdyBMmwkXv63/r3x8Obx1OpH7l0ITdDftKXLEXJmp4vS1I8nhsmXYxgGf2zJs3fBsgTQdPX1tz3NhN48DPsdu9nTcHy0pmd7sCrRNKNm1m7xvvyHvq68p3rABFRhI+NlnYb5oEsEjR6BMJv1DZH0W/PEEA7cu0G99uuBVGDil1V0/a+u0co2CQ8UUHCymIK+YgoNF7FmlMXP3WooKSyk5UkrRkVKKC8soKSpDK9coLyunvEyjvFxDK9fQNPDxNeHjq/DxNWHy0ad9/X0ICPY1Hn5Hp4PC/AmJCCA0IoAQcwA+fq3omMxkAttk6HchLPsf/Pk0g7Y9DAd/g4QHoetJ3s6w3uQ/vrJdtgzbYEeSYymAI8mRb8uwTQDeQe9P2mNxsZsHY89bCoA9Lx+72eNxXamJt1pSMqvsCtSVmtgUXYG2WuXFxeRn/cGBr77k8IyZUF5O0JAhtH/sUcLPPRef0FB9RU2DDdmQ/RRsng3hnVndJ5m+Ux5ptS1O24qCg8Xs25bP/h2HObjnCAf3HiFvzxEO7iukrOTvo6vmBmwnINgXv0Bf/AN9CAz2JSwyAJOPQvkoTCbj4WNCA71Yl2qUlZZTVqoX7pKiMg7uPUJRQSlFBaWUFJVVmVtgqB8hEQGERwdijg0mIjYIc7sgzLHBhEYEoEwt8MyMjy8MnQoDp7D24/vpveMbeOcs6H02JDyg34LVQkhhrmwqUOo+w5HkKAWm2jJsrzdlXOx5pcBU7GZPxsWVmujNrkBblfKiIgpXruTgDz9y8LvvKMvLwzcujugbbsB80YUEdO9+bGVNg9U/woznYNtCCOsA5z0LQ6eyY+Yc+kpRblEO7S9k5/o8dm06yL6t+ezbls+RQyVHl/sG+GCOCSKyfQjdbDGERwcSYg4g2OxPcLg/C5fOJeGM0xo9r7KycooLSik4WMzhA0XkHyjisPHIP1DEgV0FbFq5j/LSY6d9ffxMRLYPJrpTKNEdQ4nuFEJ051CCw/0bPT+P8A1gW+cJ9L70EZj/ht447PVT9cZh4+9vEXcySGF240hybK1h2SyPBbbnVRsXe57H4lpSMmvsCtSVmnjAU7FbOq2sjGKXiyPLHRQ6lnNk2XIKV6+G0lKUnx+hZ5xOxKRJhIwejfJx6wyhvAxWfgUznofdK/VT1hNe0G/5kM5BWgRN09i//TBbc3LZuSGPnRvyyM/Ve7L18TMR1UEvvjGdQonqFEJUhxCCw/1RNbQPMPl65gjVx8dEUJg/QWH+RHcKrXKd8nKN/NxC8vYcIW/3EQ7sKmD/jsNsce5n9dydR9cLDPXDN6yceYc2EGcJJ84STlBYMy7W/iFwyh0w7FqY8wrMeVW/H3rwFfq9/xFdvJ1htaQwt21HuwJ1pSbuBLCkZDZlV6AtglZSQtGGDRSuXEXhqlUUrlxJYU4O2pEjAJiCgwm02Yi+9loCB9oIGTECn4iIyhspLYLln+gtR/dvgJi+cNHrMGCyXENuAYoKSti8aj+bV+1ny8p9HM7TB2ILjQqgQ08z7XtG0KGnmehOIZh8Wtb1W5NJER4dRHh0EF3iKy87kl/M/m2H2bc9n71b89mwYgeLfnAdbVcVHhNIxz6RdO4bSac+kYRGBjT9G6hNUIR+KnvkTTDzeVjwlv6/OPx6OPVOCI31doZ/I58IbZvFlZpYqStQo0CnWlIyPd4VaHNUXlxM0Zq1FK5aqRfhVU6KcnLQivUPYhUcTGB8PBEXX0xg//4E9u9HQM+elY+K3R3eCwvfgflvwuHd0GEQXPo+xE9oNfdctlaFh0vYuGwv6xfvZotzP+VlGgHBvnSxRtG1fxSd46MIi2rdZzmCQv3p1NefTn0jATBl72L0qFPYs/kQu1wH2bXhIBuX7SFn9g4AIuKC6dQ3EsuAaDrHR+Lr34y6zgxtB+c8CScnw59P66e5F2fAqH/qfXMHRXo7w6OkMLdtmywpmXcDGRW9fRm9gF1DK+8KVCsvp2TrVorWrqVozRoK16yhaM1ail0uKNMbzJhCQwns14/IK68ksF8/Avv3w79bt+qLsLs9q2Huq7DsY73rzF5nwsk3Q4/xcstTM1ZWVs4mxz6cs3eweeU+yss0wqICGZjQhR6D2xFnCWtxR8SNzT/Ql0599CNk0FuZ792Wz7bVuWxdncuaeTtZ+dc2fP1MdOkXhWVgDBZbTPO5Rm3uDBNfgjG36d18znhOP4oec5s+upW/9+8UlcLcth3tCtSSkllxPqfJugJtCpqmUbZvH0Xr1hH0exbbf/uNojVrKVq3Dq2g4Oh6fp07E9CnD2FnnkFg374E9u+PX+fO+q1M9bFtkd7Ceu3P+uASgy6DUTdDbHztrxVec2B3Ac5ZO8iZs4OCg8UEm/0ZOL4zvYbFEWsJq/H6cFunTIp2XcJo1yWMwWd0pay0nO1rDrBx+V42Lt/DxmV7QUHHXhH0GRlHzyGxBIY2g8aN0T1h8ttwyu16JyW/Pwpz02Hs/+l90Pt677S8FOY2zJWamAvcYzxaNK24mOItWyjeuJGiDRsp3rCBoo0bKN6wkfJDhwAIB/IjIwno04eIiy8moHcvAvv0wb9Xb3xCG/gteadD//a9+gf9lNi4e2HEDRAS0/A3JzxC0zS2rznA0t8243LsQ5kU3QZE0++UjnTrH9Xmj4xPlI+vfqTcpV8Up07pzb5t+WxYsoe1C3eT/eFq/vpoDV36R9F7eBzdB8XgH+jlMtTeBld8DFvm68X5x7th9sswLgUGXuaVNiBSmNs4S0pmPPo9zHNdqYmH3eaf40pNbHadjJQdOKAX3o0bKhXh4i1bjp6CBvCNjcW/Rw/M50/A39Id/549WLx3L6dOnNi4Rz+7VsGfT8GqryHADOMfgJNugsDwxoshGlV5WTnrFu1m6W9b2LP5EIGhfoxItND/1E6ERDTDxkstmFKKmM5hxHQOY8SE7uzdks/aBbtYu3AXmxz78PU30XNILNbRHejYO8K79093GQlJ3+n9Cvz+KHyTfKwf7n4XNmmbECnMbZglJdO9j+63LSmZt7lSE5uij+4aaSUlFG/ZSrFrI8UbXRS7NlK0cSPFGzZStn//0fWUnx/+Fot+Cvqcswno0QP/7j3w72451oGHm/Ls7MYryu4F2T9UH+Xm5ORm1YBEVFZeVs6a+btY8IOLg3uOENk+mHFX9qXvSe2bVyOlVkopRbuuYbTrGsbJF/Vkx/o8Vs/fyboFu1g9byfhMYFYR3eg76gO3mtUpxT0HA89xul91Wf9Bz6/Fto/r/+Px5/fJAVaCnPbdiMwzJWamG9JybQAn1tSMi2u1MQX8WxXoPq13/379aPejUYB3rhRf2zdCqXH+lvxiY7Gv7uFsNNPx7+HXngDevTAr1OnujXEaky7VhoF+RvwD4NT/08vyMFRTZuHqDOtXGP13B0s+MFF3u4jxHQJ5dxpNroPjGmZPVy1Asqk6Ng7go69Izjlkt5sWLIH5+wdzPt2I/O+20gXaxTW0R3oPigGXz8vfGlSCqwT9AExVnyhj2T16VT9NsdT7/T4bY5SmNs2kys1MR/AlZrosqRkjkMvzo3WR3d5QQHFmzdT7NpEsUsvvkXGkXD5wYNH11P+/vh366Yf/Z59tl58u3fH32LBx2xujFQaZutCmPVfcH6nF+Sxd+mNuqQgN2tbVu1n/c8aq/KcxwryoBhpzNWM+Pn70Pek9vQ9qT0H9x7BOUdvhPfLWysJCPalz4g44kd3oF1XLzTCM/nAwEthwMXHOgb66ia9Pckpd+idlXigkZgU5rZtlyUlc7ArNXEpgHHkXO8+uocBuZ99Rtn+XMpy9UfJzp0Uu1yU7tpVaV3f9u3x727BPCFRv/bb3YJ/9+74dejQ9Ee/tSkv0xtzzX4FtszVryGPvVu/71EKcrOWu/Mws75YxybHPvxC4OwbB9BzaDspyM1ceEwQJ53fg5GJ3dm6Ohfn7B2smrUDx5/biOoYQvzJHegzMo4QcxO3BTD56ANl9J8Ea36Cv56B72/X74ce/S8YltSot1lJYW7b/tZHtys1sRSYaknJrHMf3Q8qEzsffAjQO+DwjYjANzaWkJNPxt/SDX+LBf9u3fDv2hVTiPfvEaxVcQEs/VC/D3n/BojoCuekwpCrICDM29mJGhQeLmHB9xtZ8ec2fP1NnDypJwd8NtBrWPPr3UlUT5kUXaxRdLFGUXi4hHWLdpMzZwezv1jHnK/W061/FPEnd8Bii2nakbJMJog/Tz/FveEP+Os5+Ple+OtpGH4djPwHhLVvcBgpzG2YKzWx2j66XamJde6j+26tnC+zsvCJjsYU2IJ7Qtq7Tu+la+mHUHgAOg6FS97VG3xIt5nNWllZOSv+3MaC7zdSfKSUfqd2YuSE7gSH+5OdvdHb6YkGCAzxY8DYTgwY24ncnYfJmbOT1XN34HLsIyDElz4j2hN/cvumPdWtFPRM0B+b5+q3V814Hma9BLZL9M6E2p/4wIDyaSMabA3g16lTres1S2Ul+unqBW/Dxj/B5Kt3l3nSTdD1ZOmlq5nTNI1NK/Yx6/N1HNhVQBdrJGMm9652wAbRskW2D+Hki3py0gU92OrcT86cHayauR1H9lYi2wfTc1gsvYfFNW1SXUfpj/0bYO5rsOQDfVzoHuPg5Fug5+n1bskthVm0TfvWw9L/6f9E+TvB3EXv6H7IVAhr4n9scUL2bctn1udr2eLMJSIumMTkgXQbEC3XkdsAk0nRtX80XftHU1RQwtqFu1m3cBcLf3CxMNNFgBlCCzbSa1gcEXHBTZNUVA847xn9vudF78K81+HDyfr84dfB4Cvr3DZFCrNoM3xL8mHhdFj2EWyZB8qkf5sd8V/ofZbewEM0e0cOFTPvu42smrEN/yBfTrm0NwNO64SP9NTVJgUEHzvVfTiviPWLd7Po97X6rVffbiSmSyg9BrfDMjCGmM6hnv/iFhSpt9gelazfVrnwbfjlAfj9MRgwSR/VqvPwGjchhVm0bqXFeiON5Z9w8qrvoLxYvxfxjEf02yDCO3o7Q1FHpSVlLM/ayqIfXZQWl2Mb15kRE7oTGNIM+l0WzUKIOYCB47uwX61n2MBRrF+8m3WLdjP/+43M/24joZEBdB8Yg2VQDJ16R3q24ZivPwy8RH/sWqlfLlv+iX5g0H5gzS/1XFZCeElpsd6t3sqvYHUmFOZBUCQ7259Bp8T/0xt1yenOFkMr11i7cBdzvl5P/v4iLANjGD2pJ5HtW0ALf+E1YVGBDD6jK4PP6ErBwWJcjr24lu/FOVu//covwEfv09to/W1uF+S5ZOL6w4Tn4cxHYPmneiPTGkhhFq1DaRFs/Esvxjnf68U4wAzxidD/IugxjrUzZ9Op0zBvZyrqYfvaXGZ9vo7dmw7RrmsYpyf1o3Nf6fZU1E9wuD/9xnSk35iOlBaXsXV1LhuX72Xzin1sWLIHgPCYQDpbo+gSH0Xn+EjPnIkJCIMR1+vXnG+u/mhdCrNouQ7tgrW/6Df8r/8DSg4bxfi8o8XYm0O3iRO3c0Me87/bwBZnLqGRAZxxjZU+I9tLF5qiwXz9fbDY9DGiNU3jwK4Ctjhz2eLcz9oFu1g1YzsoiO0aRqc+kXToHUGHnubGLdS1nLGTwixajvIy2LEM1v6qF+Pti/X54Z1g0BToc44U4xZu58Y8Fny3kc2r9hMU5sfoSb0YMK4TfjLIhPAApRSR7UOIbB/CwPGdKSsrZ/fGg2zJyWWrcz/Lsraw5NfNAER1DKFjrwg69DbTsVcEoZGe67NBCrNovspKYPtS2DRLf2yeC0UHAaW3akx4QC/GcQPkmnELppVruFbsY9lvm9m25gCBIX6cfFFPbOM64xcgBVk0HR8fEx16RdChVwQjJ3SntLiMXRsPsn3dAX00rHk7WfHXNgDCogPp0MtMnMVMXPdwYjqH4uPbOI3JpDCL5qOkELYtgk2zYdNMfeDykgJ9WUwf/VaDbqfoR8Wh7byaqmi4kqIyVs/bybLft3BgVwGhkQGMntSL/mM74h8oH03C+3z9fejUN5JORruG8rJy9m7NZ8e6PLavO8AWZy5r5unjAfj4mojpEkqcJZy47vojPCbohG7Pkr9+4T3Fh2HrAnAZR8RbF0JZkb4sboDeN3W3MdBtNIRKX8etgaZp7N50iFWztrN2wS5KCsuI7RbGWdf3p8fQdnIvsmjWTD4mYruFE9stnEGnd0HTNPJzi9i18SC7Nuaxy3WQVTO3s/wPvbfjwFA/4izhxFrCie0aRrtuYXUagEMKs2g6hQf1jj1cM/Wj4u2LobxU7+ijwyAYeaNeiLuOktGbWplD+wtZv3g3OXN2sm9bPr7+JnoNi6XfmI6072mW3rpEi6SUIiwqkLCowKMDpZSXlbNv+2F2uw7qBdt1kE0r94GmvyY43J923WoeDEcKs/CckiN6Ad6Qrd/KtHM5aOV6f9Qdh+rDpXUbA11OgsBwb2crGtnhA0WsW7ybdQt3s3NDHgCx3cI47Yq+9B4RR0CQfPyI1sfkY6JdlzDadQmj/6n6GALFhaXs3ZrPnk2H2LP5ELs3H6pxG/KfIRpPWQlsXwKuGbDhT72xVlkRmPygy0gYe5d+WrrzSPBvov5rRZMpL9fY7TqIy7GXTSv2sXdLPgDRnUI5aWIPeg2PJSJWfu+i7fEP9KVjrwg69oo4Ou9Ke/XrS2EWDea8bCc8GgNo+qlpgNh+MOIG6DleL8aNOIi4aB40TSN352G2rTnA9rUH2LJqP4WHS1AmRfse4Yy6sAfdB7UjqoP87oWoDynMosFeWxlC8rR/6E86DNZPT0ur6VanrKyc/dsOs2N9HtvX5uJaqbHqk3mAft2s64AoLANi6NIvSvqvFqIBpDCLBnvJEUbyGXZvpyEaUVlZObk7Ctiz+SC7Nx1i96ZD7NuaT1lpOQChkQGEtoehp8bTsXcE5tgTuy1ECPF3UpiFaMPKyzUO7jnC/u2H2b8jn33bD7N/+2EO7CqgvExvRuoX6ENs1zBs4zsT2y2MOIt+f2Z2djb9TpHRuYRobFKYhWjlNE2jML+EvD1HyNtdwIE9R8jbfYTcnYfJ3VlAWUn50XXDogOJ6hiCxRZNVMdQYruFEREbLH1UC9GEpDAL0QqUFpeRn1vEodxCDu0r5OCeI3ohNopxcWHZsZWVfio6qn0InftGEtUxhKgOoUR2CJYet4RoBuS/UIhmrqS4jIK8YgoOFpOfW8ih/YXk5xaRb/w8tL+QwvySSq9RJkV4dCDm2CDa9+iAuV0Q5tggzO2CCI8O8uwA8UKIBpHCLEQT08o1igtLKTxcQmF+KQWHiinIK+LIoWIK8orZsqGcLxcu0ovxoWJK3I92Df6BPoRGBRIaGUhstzBCIwMJiwogNDKQ0KgAQqMCpXtLIVooKcxCnKCy0nKKj5RSXFhK8ZEyigpKKDxsFFzjUZRfMX1sflFBKVq5VuU2A4J90XwhrL0itlsYQeH+BIf7ExweQHC4v94aOipQes0SohWT/27RYEq1rCMzrVyjpKiM4sIyt8JaStGRUuO5Md+96B4ppaSw8jrujaaq4utvIjDEj8BQPwJD/IiOCDWmffX5xuNo8Q3zx8fPRHZ2NuPGDW2ivSGEaG5qLcxp07LigQuATsasbcC3yekJTk8m5oy3VhnXmuP0aFxbhq3KuI4kh0fjYjdXGRd7nkfjWlIyq4zrSk2sc9wbRqfy5/9W0zk+kpguoYRGBDbKNUytXKO0tJyy4nJKS8opLSmjtFgvqCVFZZQUllFSVKpPF7nNLyqjpLD06DrFxrzDB8tZ/WU2pcU1F1QAlN6Nnn+gD/5BvgQE+RIY6o+5XRD+Qb76sqCKhw/+gRXr6MU2IMQXXz8ZS1gIUX81Fua0aVn3AJcDHwPzjdmdgY/SpmV9nJyekFrN67IbkpQz3lptXGe89WNrjrPKuM54a4Pi2jJs1ca1Zdg+diQ5qoxry7A1KC52c7VxsZs/xp5XZVzs5gbFtaRkVhvXkpL5sSs1scq4lpTMSnEvyF1N2Bzz0QHEQR/uLCDYF18/Ez6+Jnz8TJhMCk3TC66maZSXH5suK9UoKymj1CjCZSXlRzuzqCtlUvgH+uAX4PYI9CUsxA//QB/27DtCt+6d8Av0xS/A52jRPVZofQgwpv0CfOQWISGEV9R2xHw90D85PaFSk8+0aVnPAyuBqgvG3+2tZ17XA/2tOc5KcZ3x1iaJ60hyVIpry7A1SVzseZWb1trNTRLXlZpYKa4lJbPOcYt2rhv80tf31DOsEEKI6tRWmMuBjsCm4+Z3MJZVKTk9YVzl51U3dGnsuNYcZ6W49Y56gnEdSY5KcUlqmrjY8yrF1exNE9eVmng0rlIqG0DTtHHVrN4sSJ6NS/JsPC0hR5A8m1Jthfl24Pe0aVlrgS3GvK5AL+AWD+Z1O/C7M97qlbi2DJtX4mI3eyWuJSWzqeMKIYSohtK0mo8r06ZlmYCRVG4ctCA5PeHvN1c2Ime8tcq41hynR+PaMmxVxnUkOTwaF7u5yrjY8zwa15KSWWVcV2pineK2lG+nkmfjkjwbT0vIESTPplRrYRZCCCFE02lZN6AKIYQQrZwUZiGEEKIZkcIshBBCNCNSmEWVlFLvKKV2K6VWuM0bpJSao5RyKKW+U0qFuy27Vym1Tim1Wil1ttv8c4x565RSKd7KUSl1plJqkTF/kVIqwe012UaOS41HrBfztCiljrjlku72mmHG+uuUUi8ppRq1B5R65nmlW45LlVLlSqnBxjJP788uSqk/lFKrlFIrlVK3GfOjlFK/KqXWGj8jjfnK2F/rlFLLlVJD3baVZKy/VilV/xsdGzfPK438HEqp2UqpQW7bchnzlyqlFnoxx3FKqTy33+1Dbtvy5P96ffO8yy3HFUqpMqVUlLHMI/uyUWmaJg95/O0BjAWGAivc5i0ATjOmrwMeM6b7AcuAAKA7sB7wMR7rgR6Av7FOPy/lOAToaEwPALa5vSYbGN5M9qXFfb3jtjMfGAUo4EfgXG/ledzrbMD6JtyfHYChxnQYsMb4G3waSDHmpwBPGdPnGftLGftvnjE/Cthg/Iw0piO9mOfoivjAuRV5Gs9dQEwz2JfjgO+r2I6n/9frledxrz0fyPL0vmzMhxwxiyppmvYXsP+42X2Av4zpX4GLjekLgI81TSvSNG0jsA79FqyRwDpN0zZomlaM3vXnBd7IUdO0JZqmbTfmrwSClFIBjZVLY+VZHaVUByBc07S5mv7p8h5wYTPJs6Jb1yahadoOTdMWG9OHACf67X4XABnGahkc2z8XAO9purlAhLE/zwZ+1TRtv6Zpuejv7xxv5alp2mwjD4C56N3jetQJ7MvqePp/vSF5Xg581Fi5NAUpzKI+VnLsn+0SoIsx3YljHZQAbDXmVTffGzm6uxhYrGlakdu86caprQcb+xRxNWrKs7tSaolS6k+l1KnGvE7o+69CU+xLqNv+nMLfP/iaZH8qpSzoZ0PmAXGapu0wFu0E4oxpr/991jFPd9ejH+VX0IBflH4Z5h9ezvFkpdQypdSPSqn+xrxmuS+VUsHoX7a+cJvt8X3ZUFKYRX1cB9yslFqEfjqp2Mv5VKXGHI0PkqeAm9xmX6lpmg041Xhc7cU8dwBdNU0bAtwJ/E+5Xcv3gtr250lAgaZpK9xmN8n+VEqFon/g3q5p2kH3ZcZZhWbRSUN981RKjUcvzO6d0J+iadpQ9FPcyUqpsV7KcTHQTdO0QcDLwNeNmUcj5lnhfGCWpmnuZ4I8ui8bgxRmUWeapuVomnaWpmnD0I+Q1huLtlH5SKqzMa+6+d7IEaVUZ+ArYKqmaevdXrPN+HkI+B/6aTmPqi5P43LAPmN6kTG/D/p+cz+16fF9WVOebi7juKPlptifSik/9A/oDzVN+9KYvcs4RV1x6n+3Md9rf5/1zBOl1EDgLeCCir8DqLRPd6P/DTfaPq1PjpqmHdQ0Ld+Y/gHwU0rF0Az3paGmv89G35eNRQqzqDNltK5VSpmAB4CKFsPfApcppQKUUt2B3ugNlRYAvZVS3ZVS/uj/JN96I0elVASQid5QZJbb+r7GB0vFP/4EYAUeVkOe7ZRSPsZ0D/R9ucE4XXdQKTXKODU8FfjGW3m6zbsUt+vLTbE/jff/NuDUNO15t0XfcmwImSSO7Z9vgalKNwrIM/bnz8BZSqlIozXvWcY8r+SplOoKfAlcrWnaGrfthCilwiqmjTwbZZ+eQI7tKy5NKKVGoteQfXj4f/0EfucopczAacfN89i+bFSebl0mj5b5QP+WuQMoQb9edD1wG3pryDXoQ0Iqt/XvRz+aWo1ba2H0FrFrjGX3eytH9KJyGFjq9ogFQoBFwHL066kvAj5ezPNiI4+l6KcNz3fbznD0D5H1wCvu+99Lv/NxwNzjttEU+/MU9FOWy91+l+cB0cDvwFrgNyDKWF8BacZ+c+DWYhz9VP0643Gtl/N8C8h1W3ehMb8HeivnZcY+bbT/oxPI8RYjh2XoDdRGu23Lk//r9crTeM016I1S3bfjsX3ZmA/pK1sIIYRoRuRUthBCCNGMSGEWQgghmhEpzEIIIUQzIoVZCCGEaEakMAshhBDNiBRmIYTHKaUilFI3uz3vqJT63ANx7EqpbUqpRxt723WM/4dSKl8pNdwb8UXrIIVZCNEUIoCjhVnTtO2apk32UKwXNE17qPbVToxSyre6ZZqmjQea51CCosWQwiyEaAqpQE9jYItnlD7u9AoApdQ1SqmvlT6erkspdYtS6k6lD+QxVx0bR7enUuonY/CBGUqp+JoCKqVMSh+nt53b83VG72rtlFJfKKUWGI8xxjojlT7+9BKlj4nc1y3Hb5VSWcDvSqkOSqm/1LHxfk+tIRUh6kUKsxCiKaSgj9k8WNO0u6pYPgCYBIwAHkcfGGMIMAe9+1GAN4B/aXq/3f8HvFpTQE3TyoEPgCuNWWcAyzRN24PeI9kLmqaNQO9t7S1jnRzgVCP2Q8ATbpscCkzWNO004ArgZ03TBgOD0HuiEqJRVHtKRgjx/+3dv2sUQRjG8e8TsBPzJ1jZWKhICrESsbMQC7GwEQSx0cpCOztBRSzslPijDYJop0WCYGVhVLC1sEqnJIIg5rWYPW6bxEvQYwnfT3U3tzuz19x7M7c3j6ZosVroxWqS78DLrv0TcCAtVegosJBxiuQkedrztL2S79G233zUtZ8A9vf62tONMQs8SbKPtgXkrl5fr2ucUvQOmO/2A39eVctbeK/SpizMkoagn4293nu+TvucmgG+dTPUiVXV1yQrSY7TUoRGs+cZ4EhV/ewfn+Q+7UvC6bTc36Xeyz96/b5Jiws8CTxOcreqnm7l2qSNuJQtaRpWaXnO21Ite/dLkjPQ0oaSHJzw9Ie0Je2Fqvrdtb0CLo8OSHKoezjLOK7w/EYdJtkLrFTVg67/wxNei/RXFmZJ/121bOG33Y1St7fZzTngQpJRMtCpCc97AexmvIwNcAWYS/IxyWfgUtd+C7iZ5D2brygeAz50x52l/WYt/ROmS0naMZLcANaq6k6vbY52o9dU7pxOsgRcrSr/NqVtccYsaSdZAy6ONhhJcg14BlyfxuBJFmmZv7+mMZ52JmfMkiQNiDNmSZIGxMIsSdKAWJglSRoQC7MkSQNiYZYkaUAszJIkDcgf8MlU44FPjXUAAAAASUVORK5CYII=\n", - "text/plain": [ - "<Figure size 504x360 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s.set_all_csts()\n", - "s.pet = 1975\n", - "s.icet = 1985\n", - "s.run(N=400, dt=0.5)\n", - "plot_world_with_scales(s, title=\"Fig 45. World model with stabilized pop. and cap.\")" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 504x360 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s.set_all_csts()\n", - "s.nri = 1e12\n", - "s.nruf2 = 0.25\n", - "s.ppgf2 = 0.25\n", - "s.fcest = 1975\n", - "s.lyf2 = 1\n", - "s.pet = 1975\n", - "s.icet = 1990\n", - "s.alic2 = 18\n", - "s.isopc2t = [80, 450, 1000, 1500, 1800, 2100, 2400, 2700, 3000]\n", - "s.ifpc2t = [250, 600, 900, 1100, 1200, 1275, 1350, 1375, 1375]\n", - "s.falmt = [0, 0.045, 0.08, 0.1, 0.105]\n", - "s.run(N=400, dt=0.5)\n", - "plot_world_with_scales(s, title='Fig 46. \"Stabilized world model 1')" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 504x360 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s.set_all_csts()\n", - "s.nruf2 = 0.25\n", - "s.ppgf2 = 0.25\n", - "s.nri = 1e12\n", - "s.fcest = 1975\n", - "s.zpgt = 1975\n", - "s.disi = 75\n", - "s.icet = 1975\n", - "\n", - "s.isopc2t = [80, 450, 1000, 1500, 1800, 2100, 2400, 2700, 3000]\n", - "s.ifpc2t = [250, 600, 900, 1100, 1200, 1275, 1350, 1375, 1375]\n", - "s.falmt = [0, 0.045, 0.08, 0.1, 0.105]\n", - "\n", - "s.run(N=400, dt=0.5)\n", - "plot_world_with_scales(s, title='Fig 47. \"Stabilized world model 2')" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 504x360 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "s.set_all_csts()\n", - "s.nruf2 = 0.25\n", - "s.ppgf2 = 0.25\n", - "s.nri = 1e12\n", - "s.fcest = 2000\n", - "s.zpgt = 2000\n", - "s.disi = 100\n", - "s.icet = 2000\n", - "s.alic2 = 18\n", - "s.pyear = 2000\n", - "\n", - "s.isopc2t = [80, 450, 1000, 1500, 1800, 2100, 2400, 2700, 3000]\n", - "s.ifpc2t = [250, 600, 900, 1100, 1200, 1275, 1350, 1375, 1375]\n", - "s.falmt = [0, 0.045, 0.08, 0.1, 0.105]\n", - "\n", - "s.run(N=400, dt=0.5)\n", - "plot_world_with_scales(s, title='Fig 48. \"Stabilization policies in the year 2000')" - ] - } - ], - "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": "3.8.10" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/README.md b/README.md index ecd91c3dfae3b86ee84bfd02364de36cdf2ee65c..69d2bab2092a1a7535e463b8ddd13b2cda64336a 100644 --- a/README.md +++ b/README.md @@ -1,14 +1,16 @@ # Pydynamo Pydynamo is a module to define, run and analyse system dynamics. -It was originally created to run the World3 model [2], written in DYNAMO language [1]. Included in the module are functions to convert DYNAMO code to pydynamo syntax. All scenarios of *Limits to Growth* are shown in [LimitsToGrowth](./LimitsToGrowth.ipynb). +It was originally created to run the World3 model [2], written in DYNAMO language [1]. Included in the module are functions to convert DYNAMO code to pydynamo syntax. All scenarios of *Limits to Growth* are shown in [LimitsToGrowth72](./examples/LimitsToGrowth72.ipynb). + +Documentation about world3 is in <https://abaucher.gitlabpages.inria.fr/pydynamo/> ! # Installation - clone this repository and got to folder - python -m pip install -r requirements.txt - you can import pydynamo -# Usage (see [BTmodel](./BTmodel.ipynb) for example) +# Usage (see [BTmodel](./examples/BTmodel.ipynb) for example) - Define the system equations in a function or file with pydynamo syntax - Get a System object from this function or file - Run, change parameters, re-run, plot diff --git a/TP.ipynb b/TP.ipynb deleted file mode 100644 index 2334b56883eac71f7f4b1cc7f75fc42509a26349..0000000000000000000000000000000000000000 --- a/TP.ipynb +++ /dev/null @@ -1,141 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# TP World3" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "from world3 import s, plot_world_with_scales, var_color\n", - "import pydynamo as dno" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 504x360 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Run example\n", - "s.run(400, 0.5)\n", - "plot_world_with_scales(s)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "\n", - " <iframe\n", - " width=\"500px\"\n", - " height=\"500px\"\n", - " src=\"world3.html\"\n", - " frameborder=\"0\"\n", - " allowfullscreen\n", - " ></iframe>\n", - " " - ], - "text/plain": [ - "<IPython.lib.display.IFrame at 0x7f93a7d15760>" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Plot graph variables\n", - "dno.plot_system.show_pyvis(s, notebook=True, colors=var_color).show('world3.html')" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "'industrial capital depreciation rate [dollars/year].'" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Get comment on variable\n", - "s.get_comment('icdr')" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 504x360 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Change thing and re-run\n", - "s.set_all_csts()\n", - "s.nri = 2e12\n", - "s.run(N=400, dt=0.5)\n", - "plot_world_with_scales(s, title='Fig 36. Doubled ressources\"')" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "dnovenv", - "language": "python", - "name": "dnovenv" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.10" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/dynamo_doc.md b/dynamo_doc.md deleted file mode 100644 index 2d47aaa5b79f50af21c06becb6a726e857412fb7..0000000000000000000000000000000000000000 --- a/dynamo_doc.md +++ /dev/null @@ -1,65 +0,0 @@ -# Dynamo language -I describe here what I've understood about how dynamo works. -## General notes -The dynamo code enumerates every equations that are needed for the simulation, but the order of declarations is not important. One can reference a variable that will be defined later. There is no variable declaration. Once every equations and constants are set, the system can be run and a figure can be plotted. - -## Equations types -The first letter of the line indicates of what type is the equation: -- A, R, S or L are updating equations: - - `A: var.k = something` - - `R: var.kl = something` - - `L: var.k = var.j + something` - - `S: var.k = something`, used for supplementary equations (doesn't update other variable) -- N: initialisation - - `N var = initial_value` -- T: table - - `T table = [some numbers]` -- C: constant - - `C constant = value` -- P: In a simulation file, new instructions are reset to the original ones after a run. When a P (persistent) is added to a letter (Ex: `CP vst = something` or `TP table = [numbers]`), it means that this value is kept even after the run. - -## Indices and updating -- Different indices are: - - k: current indices, begins at 0 - - j: k-1 - - jk: used for variables that described a rate from k - 1 to k - - kl: same as jk but from k to k + 1 -- When it's written `var.K = something`, it automatically understands that `var` is a variable. - -## Special functions -There is a list of special functions in dynamo language: -``` -TABHL(table, x, x_low, x_high, x_incr) -``` -Creates a function in which x is the input, and the function is an interpolation with the table as y points, and with x points from x_low to x_high increasing by x_incr. - -``` -CLIP(A, B, val, threshold) -``` -A function which choses B if val > threshold, A otherwise -``` -SMOOTH(var.k, delay) -``` -Use a smooth version of var[k], which uses delayed (with some delay) states of var. - -``` -DLINF3(var.k, delay) -``` -Some modified version of smooth. -``` -STEP(hght, sttm) -``` -Return hght if sttm > current_time, 0 otherwise. - -# Pydynamo implementation -Steps to converty DYNAMO code to a pydynamo object : -- Convert dynamo code to pydynamo language syntax (in dynamo_converter) -- The file is then parsed using ast and re modules (in parse_* files) -- A System object containing all equations is then ready to run - -## Updating order -- Each variable that are updated should only use variables at an index at which that have already been updated. In order to assert it, the System object creates a directed graph, in which node are variables and index (var, index) and there is an edge from (v_1, i_1) to (v_2, i_2) if v_1 at index i_1 needs v_2 at index i_2 to be updated. If the obtained directed graph is acyclic, then run can begin, and updating order is in the topological order of the graph. -- For the intitalisation, the same type of graph is created, but it's a different one because variables that have an initial value don't need to be updated. Moreover, we set indices j and k at 0 in order to avoid -1 indices. - -## Special functions -For each tabhl and delay function, a new function with appropriate parameters is created at the initialisation. diff --git a/BTmodel.ipynb b/examples/BTmodel.ipynb similarity index 100% rename from BTmodel.ipynb rename to examples/BTmodel.ipynb diff --git a/examples/LimitsToGrowth03.ipynb b/examples/LimitsToGrowth03.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..7bf876d423077125389924ee0cc4df04b7609acb --- /dev/null +++ b/examples/LimitsToGrowth03.ipynb @@ -0,0 +1,259 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Run World3 model from 2003 equations" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x1080 with 11 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from pydynamo import get_w3, plot_world_03, var_color, plot_tabhl, show_pyvis\n", + "s = get_w3()\n", + "s.run(N=200, dt=1)\n", + "plot_world_03(s, \"World3 scenario 1: Business as usual\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Show the graph of direct relations (interactive with pyvis)\n", + "show_pyvis(s, notebook=False, options=[], colors=var_color).show('tmp_sectormap.html')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Get the non linear formula of some variable\n", + "plot_tabhl(s, 'dcph')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'industrial capital depreciation'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Get comments about some variable\n", + "s.get_comment('icdr')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 11 Scenarios Limits to growth\n", + "## TODO\n", + "- change scales\n", + "- check params from doc randers\n", + "- add 2 other plots" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Run scenarios\n", + "Each time, reset and change some constants, and run again" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x1080 with 11 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s.run(N=400, dt=0.5)\n", + "plot_world_03(s, title='Scenario #1: Standart run')" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x1080 with 11 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s.set_all_csts()\n", + "s.nri = 2e12 # More\n", + "s.fcaor2t = [1.0, 0.1, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05] # More accessible\n", + "s.fcaortm = 2002 # From 2002\n", + "s.run(N=400, dt=0.5)\n", + "plot_world_03(s, title='Scenario #2: double -- and more accessible -- non-renewable resources ')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x1080 with 11 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s.pptcmt = [-0.04, 0]\n", + "s.pyear = 2002\n", + "s.run(N=400, dt=0.5)\n", + "plot_world_03(s, title='Scenario #3: Scenario #2 plus pollution technology advancing from 2002')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x1080 with 11 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s.lytcrmt = [0, 0.04]\n", + "s.run(N=400, dt=0.5)\n", + "plot_world_03(s, title='Scenario #4: Scenario #3 plus yield technology advancing from 2002')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'dno' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-9-cc8fe2bbf192>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# PROBLEM ! food doesn't show any rebound\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mdno\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_system\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_system\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m'ly'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'f'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'al'\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrescale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'dno' is not defined" + ] + } + ], + "source": [ + "# PROBLEM ! food doesn't show any rebound\n", + "dno.plot_system.plot_system(s, {'ly', 'f', 'al'}, rescale=True)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dno.plot_system.plot_system(s, {'ler', 'ldr'}, rescale=True)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dnovenv", + "language": "python", + "name": "dnovenv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/LimitsToGrowth72.ipynb b/examples/LimitsToGrowth72.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..64c34e3a02d949a2acbd5858806911a733562d51 --- /dev/null +++ b/examples/LimitsToGrowth72.ipynb @@ -0,0 +1,506 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Run World3 model, from 1972 equations" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x360 with 5 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from world3 import get_w3_72, plot_world_with_scales, var_color\n", + "import pydynamo as dno\n", + "s = get_w3_72()\n", + "s.run(N=200, dt=1)\n", + "plot_world_with_scales(s, title='World3 standart model')" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Show the graph of direct relations (interactive with pyvis)\n", + "dno.plot_system.show_pyvis(s, notebook=False, options=[], colors=var_color).show('html/world3.html')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Get the non linear formula of some variable\n", + "dno.plot_system.plot_tabhl(s, 'dcph')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'industrial capital depreciation rate [dollars/year].'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Get comments about some variable\n", + "s.get_comment('icdr')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 11 Scenarios Limits to growth" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Set additional equations" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def additional_equations():\n", + " # Additional lines for limits to growth code (from Appendix G)\n", + " # A very complicated way to allow a strategy change,\n", + " # about industrial capital investments\n", + " \n", + " # From time icet, we change startegy\n", + " # for the industrial capital investment rate\n", + " # (it was io * fioai befor this time)\n", + " icir.k = clip(icir2.k, io.k*fioai.k, time.k, icet)\n", + " # minicir takes the minimum between:\n", + " # The industrial capital depreciation rate\n", + " # The usual formula for icir\n", + " minicir.k = min(icdr.j, io.k* fioai.k)\n", + " # The new strategic icir takes a lower icir (minicir)\n", + " # When the delayed iopc is lower than the diop\n", + " icir2.k = clip(minicir.k, io.k* fioai.k, diopc.k-diop.k, 0)\n", + " \n", + " # When the dist date is reached, diop change from zero to iopc\n", + " diop.k = sample(iopc.k, dist.k, 0)\n", + " # The dist date is disi at the begining, \n", + " # and set in the year 4000 after this date\n", + " dist.k = step(4000, disi+1905)+disi\n", + " \n", + " # For now, startegy are reached in the year 4000 (never)\n", + " disi = 4000 \n", + " icet = 4000" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Add new equations to the original system\n", + "s = dno.parse_system.system_from_fun(additional_equations, s)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Run scenarios\n", + "Each time, reset and change some constants, and run again" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x360 with 5 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s.run(N=400, dt=0.5)\n", + "plot_world_with_scales(s, title='Fig 35. Standart run')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x360 with 5 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s.set_all_csts()\n", + "s.nri = 2e12\n", + "s.run(N=400, dt=0.5)\n", + "plot_world_with_scales(s, title='Fig 36. Doubled ressources\"')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x360 with 5 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s.nri = 2e12\n", + "s.nruf2 = 0.25\n", + "s.run(N=400, dt=0.5)\n", + "plot_world_with_scales(s, title='Fig 37. \"Unlimited\" ressources')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x360 with 5 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s.set_all_csts()\n", + "s.nri = 2e12\n", + "s.nruf2 = 0.25\n", + "s.ppgf2 = 0.25\n", + "s.run(N=400, dt=0.5)\n", + "plot_world_with_scales(s, title='Fig 39. \"Unlimited\" ressources & pollution controls')" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x360 with 5 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s.set_all_csts()\n", + "s.nri = 2e12\n", + "s.nruf2 = 0.25\n", + "s.ppgf2 = 0.25\n", + "s.lyf2 = 2\n", + "s.run(N=400, dt=0.5)\n", + "plot_world_with_scales(s, title='Fig 40. \"Unlimited\" ressources & pollution controls, & Increment agricultural productivity')" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x360 with 5 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s.set_all_csts()\n", + "s.nri = 2e12\n", + "s.nruf2 = 0.25\n", + "s.ppgf2 = 0.25\n", + "s.fcest = 1975\n", + "s.run(N=400, dt=0.5)\n", + "plot_world_with_scales(s, title='Fig 41. \"Unlimited\" ressources & pollution controls & birth controls')" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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sb4141L7k1cCRJus/A+4TanBeQwAmiqJUAdehuqMNqG+XSe3IaMq7qPE7W8377coutvkDcIFoIbDQTHv7wQ9Ybt7+F3B3C238D9XztU0IsQE1VuQt1G6Ilu4bDQF1W4HxHDv2bdHifm4LRVF+Rn3LW28+nxoCHDt77Fei3uA3C3OgdzNuRzV+tqIaOXc2297a9daU91C7SbaY722hZn0bh0x3BkVRtqMel1Xm8+elVopeBdxgLrMdNX6kozLyUI2HT83//R/UF5m2aOt8fA54xnxdN/WsLEZ9udoBPGXWs81nRxv3nWVAkPmecxtq3E1ztgL1Qg0E/S/qPXg/6rPrNdRnV0syi4B3UO+Jv6A+yDtClfk/J6G+ZLVEa+fYnUCc+dwa2ESXFu/P5mfCZcDr5v3yG6ox1d45/jnqy3xrXTdvAz8LIZq+4H8B/K0cG6BicRoC3bregBC+iqKUma33tahBldkW0U4iaQEhRJmiKM3fSiUSiZMg1BGJboqiVJkN0t+BEU264J0WIUQaauBtR2KHnAqhjv55WVGUFdaSYYk+2+VmV5I78KQ0SCQSiUTSDt6ow03dUD1yt/YEg6SnYn7GrwW2WNMgAQt4SiQSiUQikUgsgZz7RiKRSCQSiUMgjRKJRCKRSCQOgTRKJBKJRCKROATSKJFIJBKJROIQSKNEIpFIJBKJQyCNEolEIpFIJA6BNEokEolEIpE4BNIokUgkEolE4hBIo0QikUgkEolDYKmpwSWdYNHC1ASgLC4p5gV769JV9Mn6O4BbgI2G+Yar2ivfLRK0q0kobmliPochKj4lBHVyP3fgjozE2D/bqSKRSCSSZkijRNJVbgXmGuYbDlpdkuMbJK6o04gbMhJjb2xhu0tGYmxLU4NLJBKJpAnSKOkEixamRgE/AxuACajTbc9Dnf76C+BMoBK4Mi4pZo+5/PtAMJAHXBeXFJPZpD1X1KnB74tLiklbtDD1GcAUlxTzcHu6GKN1rekyHXgB9diuA27RpRurjdG6jOY66tKNe7qyH/TJ+iRgMPCTPlkfgTqV/FDz/3zOMN/wjrncA6hTY5uAnwzzDfFdkUeCtoyEYl8StAJ1KvQzAQV4ioTiz0nQzkadqr7UrMdK4FYSik0kaM8Ankadaj6fhOJTOyM6Kj4lCvgJ+As4CTiEOhX8T8BmYAbwKep0415R8SmTUI9BHvAWMBeIM9eXSCQSSRvImJLOMwJYHJcUowNKUD0GAMVxSTF64A3gFfO614HkuKSYMcDHwGtNG4pLiqkDrgXeXLQwdS5wBvBEZ3XRpRsbdLkbWApcpks36lENk1ualC82r2+qY6cxzDcsBA4Dc4CXgTFADOrD+DF9sn6APll/JurDe6phvmEsqjHRXS4ExgFjUR/2z5OgDTVvmwLcDowEhgAXkqANAd4BLiKheCxwSRflDgMWZSTGjgKKgIvM690zEmMnZSTGvgg8BnyekRg7LiMxthLwAf7NSIwdm5EYKw0SiUQi6QDSKOk8WXFJMX+blz9CfVMG9W254Xu6eXk68Il5+cMmZRuJS4rZbt62HLg+LimmM9N3Z+nSjU11ORXYr0s37jKvSwZmNinfko6W4DvDfEOlYb4hH9VLMQXVaFhimG+oADDMNxRYQI7qlUgoriehOAdYBUw2b1tLQvE+EorrUf/fDGAa8AcJxfsBSCjuqg77MxJjN5uXNwBR5uXP26hTDyzrojyJRCLplUijpPMorfxW2ijTHnrUN/C+3dSlqBPlO6tjZ/SwZNuOoEN1k+V6jnV7lrdRp0rGkUgkEknnkEZJ54lYtDC1wctwJcdiBS5r8v2PeXk1cLl5+SrghBEZixamXggEoXo0Xl+0MDWgM7oYo3VNdVkPRBmjdUPN665B9SY00JKOluA8fbLeU5+s7wPMRo1l+Q24Tp+s9wbQJ+uDLCDnT+AyErQu5q6ZmcBa87YpJGgHkaDVoP6/v4A1wEwStIMASNBaQgeJRCKRWAlplHSenUDcooWpRiAQeNO8PnDRwtStqAGP/zWvux24zrz+GvO2RhYtTA0GEoEb45JidqHGerzaWV2M0boGXV4GrgO+NEbrDKgBpklNygcao3XNdbQEW1G7bdYATxrmGw4b5ht+Rg2AXa9P1m8G7rWAnG/MsrYAqcD9JBRnm7etQ91/RmA/8A0JxXnAzcDXJGi30HZ3i0QikUjsjFAUe3janRPzaJrlcUkxo5utzwAmxSXF5NtKF/Pom+W6dOPo9sqay2cAk3TpRovqqE/WJwBlhvkG++VcUUff3EtC8dl200EikUgk3UZ6SiQSiUQikTgE0lPiYBijdaOAIbp04/fm3y8DWvPmN3Tpxo3WlK9P1v+fYb7hsSa/XYAPbJC19f9IKH6syW8X4AMSiq0rVyKRSCQOg0ye1gqLFqa6ADcCYcDPTYYBs2hh6iNxSTFPtVIvrenvuKSY2Z0UnQg80+T3f4BHAW/UXBjnt1TJGK07Tq4u3dhZuQ2E65P1DxrmG57RJ+s9UBOubWqtsD5Zf5xcw3xDl+WSoH2QhOJnSNC2K5cEbdrxv4u7KrdFouJTrstIjF3Swvrj5GYkxlpUrkQikfRmpFHSOm+hGgJrgdcWLUxdFZcUc7d524VAi0ZJc4QQPyuKckYn5Ibq0o2rm/wu0aUblwEYo3ULOtpIF+Q2cD3wsT5Z/yBqcrQfDfMNr9hKLgnaRrkkFNtCbms8AZxglLQgV7oaJRKJwyOEhrA+Qykuz6ek0hJpo7qPoiii+TrZfdMKixambjVnYm1IB78YNY36FcCauKSY8R1pRwixXlGUSR2Va4zW7dSlG0e0sm2XLt043Bpy9cn6CU1+uqEaZX8D7wEY5hs61G3UWbkkaNuUS0KxdeQCUfEpW1trDhiekRjr0V4bg4aNUL5b+S81dSZq6kxUmz819Saqa+upqTcdt62m2bbq5tvqTFTV1VNZU09lbT0VNepyRU0dpk5eqr4ervh5qh9TdQUD+/Yx/3ZTvxu3uzV+B/q4EejtToC3Gx6uLp0TaAHS0tKYPXu2zeV2FqmnZWnUM/1H+OwKuO5niLRkfkfL4HT7swlZOwr4/rXNnHvnOMJ1ncyOoCjw0kiIOhkuetciOgohWjRKpKekddwbFszp4G9etDD1cdShqL5WlHvYGK2bqks3/tt0pTFaNw01tbu1eLHZ70LUlO0voiYii+lhcgH6oXaPFTZbL1BzzLSLuwbGhAVYWK0TURSFmnqT2UA5ZqyohkvdsfW19VTW1FFeXU9pVR2lVbWUVtWRmV1BYUUNmQUVjeur60xtyvRxdyHA273RUFE/bgT6qMtBPu6E+HnQ18+Dvv6e+HrI24mkmxxcCxpXGDDO3pr0OHIOlADQN9Kv85WFgPDJkPVv+2W7ibyLtM76RQtTz4hLivm5YUVcUswTixamHuJYbhJr8ADwuTFatxRo8BJMBOZzLPmZxTHMN8yxVtttklBsH7kqywHfJinkG2keO2JvhBB4uLrg4epCgHfn66tvTsfPclBTZ2o0Wkqr6iipqqWoopaCihqKymsorKilqKKGggp1ObOggoLyGkqr6lqU4e3uQl8/D7Oh4ql++3sQ4utBf60nAwO8GBDghaeb7T0wEuegJmstm0OjSd/1JQoKI/uMZGK/iWiEHCjaXXIzStD29cLD261rDYRPhR3fQWk2+PW3rHJNkEZJK8QlxVy9aGHqlEULUyfHJcWsW7QwdSTqhHnpcUkxXTyq7aNLN641RuumArehTtYH6gzA03Tpxhxrye2NZCTG3tDGtittqYs9cHfV0MfXgz6+7fZSHUddvYmiylqOltWQV1pNbmkVuaXV5JZUk1dWTW5JFcYjJazaVU1Z9YkGTLCvOwMDvBgY6MUArfk7wIvwQG+q6mR3cm+lpLKQBXX72ObuBuufb1w/us9olp65FA+Xzp2nkuPJzShh4IjArjcQNkX9zloLI8+1jFItII2SVjB31ZwJuC5amPobMBU1a2n8ooWp4+OSYv5nLdm6dGMu6kgbicThcHXREOzrQbCvByP6t+0KrqipI6+0miPFVRwqrORwUSWHzJ/07FJWGHNP6Ebq++/vRAX7MKiPj/od7E1UsA9RfXykl6UH886/iRjdXHky8jxOmfpfXDWufL/3e55b9xwrDqzgrMFn2VtFp6W8qJry4hr6Rvp3vZHQMeDioXaxSaPELlwMjAM8gGwgLC4ppmTRwtQXgH8BqxkljoY+WX+dYb6h3ZEoFidBex0JxbaXK7EY3u6uRPZxJbKPT4vbFUWhoLyGQ0WVZBVUkrrOgPAPISO/nBXpOeSXHT9pdkSQN8P7+TGiv6/524/Bwb64u0r3vjNTr9Tzw6E0ZlVUcv64m8GrDwBX6a7iY+PHfL3na2mUdIOcDHM8SVQ3jBJXDzXWJ2ttu0W7gzRKWqcuLimmHqhYtDB1b1xSTAlAXFJM5aKFqW1HCFoYY7Sujy7deNSWMpvRoeGxPUiuxEYIIRq7kMaEBeBTsJPZs8c2bi+pqiUjv5z95s/u3DJ2ZZeycmcu9ebhSK4awaBgH0b092NMmBb9wABGD/THz9NqvawSC7O7ajdH6ys4t84NtOGN6zVCw/lDz2fR5kUcLD1ImF+YHbV0XnIPlCA0guDwbo7RCJ8C/74NddWqkWIFpFHSOjWLFqZ6xyXFVKAGmgKwaGGqFnWiO6tgjNYlAi/o0o35xmjdJNQkYiZjtM4NmKdLN65qu4WuoU/WtzU8tp81ZAKQoLWPXIlT4O/pxpiwgBNGOFXX1bM/v5yd2aXsziljZ04pmzKLWL71SGOZwcE+6MO06AeqnzFhAXi5y+4fR+RAzQEApvQdr470aML5Q89n8ebFfLPnG24ff7s91HN6cjNKCBrgg1t3z/+wKbD6dTiyVR2NYwWkUdI6M+OSYqoB4pJimhohbqgjYaxFrC7dGG9efh64TJduXGeM1g0HPgE6lYujE3R7eKyTyZU4MR6uLkT39ye6//Hu6ILyGgyHijEcLGLrwWLW7S/gu83qSHpXjWDUQC2TIwOZFBXE5KjATgf5SqzD4ar9hNXW4jf0xNwk/X36c0rYKXy16ytuGH0D3m5dGH7Wi1EUhdwDpQyZ0Lf7jYWbg10PrpVGia1pMEhaWJ8PWHM2YFdjtM5Vl26sA7x06cZ1ALp04y5jtM6ad9DlgK9hvmFz8w3NU8lbQy4JxSfIPSGVvETSDkE+7swaHsKs4SGN6/JKqzEcKmLDgULW7S/kgzUHePev/QAMDvHh5CHBzBwewvQhfWSuFTtxuDqT0TW1ENbyg+4m/U1c89M1fLnrS+aPsuY7Yc+jOK+S6oq6ruUnaY5ffwiIUPOVTI/rfnstIK9Ax2Mx8KO5G+dnY7TuVeBr1CRim60l1DDf0OrwWMN8g/WGxyYUtyqXhOIePyxXYn1C/DyIie5HTLTaG1hdV8+2Q8Wsyyhk7f4Clm08yIdrDuDmIpgQEcjM4SGcPrIfw/pZ4CYuaZeymjKylVIurjXBwAktlhnXdxxTQ6eyZNsSLhtxGZ6unjbW0nnJyywF6N7Im6aET4WMv9Qsr+KEhKzdRholDoYu3fi6MVpnAG4BhqMeo2HAt3Rwvh2JRNI6Hq4uTIwMYmJkEAtnDaG6rp4NBwpZtSuPP3bl8/wvO3n+l50MCfHhjNH9OWNUKKMH+iOscAOWwK7CXQDo/Ae1GTy5YMwCrv/lepbtXsZVOjl5eEfJzypDoxEEhbY8Aq7ThE8Fw5dQfBACwtsv30mkUeKA6NKNaUCandWQSHoFHq4unDQkmJOGBPPgmZBTUsWv27P5eXs2Sav2sWjlXgYGeHHuuAFcNGEgQ/tKD4olMeaok4GPGNj2XDeT+09mYr+JvG94n4uHXyyTqXWQ/KxSAgf44OJmoWHzDV1sWf9axSiRg/udCGO07jp76yCR9HT6+XtyzfQoPr5xGusenstzF49hWD9f3v5jH3Nf+oNz3/iL3zJq2X64mMLyGuSkpt0j/dBqgurr6Tv41HbLLhy7kNzKXL7Y+YUNNHN+FEUhL6uUkO4OBW5Kv9Hg5g0H11muzSZIT4lzIfN2SCQ2JMjHnUsnhXPppHByS6v4fvNhvtl0iI/Ta/g4/S8APN00DNB6ERrgSajWi8ggb3MmWvXjI4NnW0VRFIyFOxleU4uImNpu+Wmh05gWOo23t77N+UPPx89deq3aoryohsrSWoLDLbifXFxh4ESrTc4nrxYHwxitk3k7JBIHpK+fJzeeMpgbTxnMJ8tTCYzUcbi4iiNFlRwpruJwcSV/7s7jq5LqZvU8GBTsw+AQH3Sh/owM9Sc61L/XjvSpra9lY+5G/jr0F78d+I1DtcXcqPiCe8diHu6aeBeXL7+cpduXyrwl7ZCfpQa5hljSKAF1aPDfr0JNBbhbdoh277wqHBuZt0MicXAG+GqYrQ9tcVtlTT0ZR49lod2fX05Gfjk/bcvm07VZjeWi+nijC/Vn9EAt4yMCGBcegLd7z7olHyg5QHF1McXVxew4uoNt+dtYm72WiroK3DRuTOk7kYUZ29EHxHS4zVF9RnFm1Jl8uONDLh9xOSHeIe1X6qXkmY2SbmdybU7YFDDVweFNEHWyRZvuWVdAz2A54KtLN25uvsEYrUuzuTYSiaRTeLm7oAv1Rxd6/BBMRVHILqlix+ESdhwuwZitfv+0LRsAF41gZKg/EyMDmRgZyOSoIPprnXfo67Jdy0j4J+G4dVH+UZw9+GxmDJzB1NCpeB9YDf98wZZBY1tupBVuH387vx34jaQtSTw6/VELat2zyM8qQ9vXC3dPCz/qG4JdD66VRklPR5dubDVvhy7dKPN2SCROihCCUK0XoVovTtUd64ktrqhlY2YhGw4Usv5AAZ+vy2Lp6gwAhvX15ZRhIZwyLJipg4OcxpOy9shanlrzFCcNOImrdVfj7ebNiMAR+Lo3e2Pf/wdo3CjWjuxU++H+4Vwy4hK+2PkF14y8hihtlOWU70HkZZXSrzuT8LWGTx/oM9Qqk/M5xxkukUgkPRSttxtzovsyJ1pNA15bb8J4pIQ1+47y5+58Pv73AO//vR83F8GUQUGcPrI/p4/qR6jWy86at8yBkgP8N+2/RPpH8sKsF9oORt23CsImY3LpvEdowZgFfLfnO17Z+AqvzHml6wr3UKrKayk9WsWoUwZYR0D4VNj1i8WTqEmjRCKRSDrJ+3nvc3TXUS4afpHF23Zz0TROQnjzzCFU1dazLqOAP3fns8KYw+Pfb+fx77czNjyAM0b158zR/YkKtlBirG5SWFVI3Io4NELD66e+3rZBUlkIR7bA7PjWy7RBH68+3KC/gdc3vc667HVM7m+duViclfyDZYAVglwbCJsMmz+Ggn3QZ4jFmpV5SiQSiaSTbKrYdEK8hLXwdHPhlGEhPHSWjhX3zOb3u2dy339GoCgKz/6czuwX0rhw8d98tOYARRU1NtGpJarqqrgj9Q6OlB3htZjXCPdrJ7FWxl+AAoNmdlnmvJHzCPUJ5bl1z1Fvqu9yOz2RhvTyFh0O3JRw8xBuC+crkUaJRCKROBFD+/oRN2co3982g7/jY3jorGjKq+t55NttTPnfCm75aAMrjDnUm2yX1K2qroo7V97JlrwtJM5MZHzf8e1X2v+HmoRrYNcnPvd09eS/E/9LekE63+/9vsvt9ETys0rxCfDA29/dOgJCosHD3+L5SmT3jUQikTgpAwO8uHnmEG46ZTDbD5fw9cZDfLf5ED9tyyYs0IvpIXWMmVxDkI+VHkwc85CsObKGJ056gtMiT+tYxX2rIGI6uHZPtzOizuBj48e8uvFVTo86HR83x+jKsjd5WWWWzeTaHI0GwiZZPNhVekokEonEyRFCMHqglsfOGcmah07lzasmEBboxZe7apn2zAru/XILu3JKLS73aOVRbl1xK2uOrOHJk5/kgmEXdKxiaTbk74TBs7qtgxCC+yffz9Gqo7xneK/b7fUETHUKRdnl1uu6aSB8KuTugKoSizUpjRKJRCLpQbi5aDhTH8pnN0/nqZO9uHRSGClbj3D6y39wY/J6NmY2z8vYeUyKia92fcV5353H1rytPHPKM5w39LyON7D/D/V7UPeNEoAxIWOIHRxL8vZkDpUdskibzkxVsTooxmpBrg2ETQbFBIc2WKxJaZRIJBJJDyXMT8NT5+tZHR/DnacOY/2BAi5cvJrL3vqHNfuOdqnNLXlbuCrlKp745wmGaIfwWexnxA6O7Vwj+1eBZwD013dJh5a4a8JdaISGVza8YrE2nZUqs91p8UyuzQmbBAiLBrtKo0QikUh6OIE+7vz3tOH8/UAMj8TqyDhazuVvr2He+2vZdqi4Q23kVeTx8F8Pc/WPV5NbkcvTM55m6RlLGRo4tHPKKArs+wMGnQIaly78m5bp79Ofa0dfy88ZP7Mpd5PF2nVGqgoUPLxd8etj5YzAnlroq7NosKs0SiQSiaSX4OPhyo2nDGbVfXN46Kxoth4s4uzX/+LWjzewP7+81Xqpmalc8P0F/LT/J27U38gPF/zAOUPOQXQlaVZhBhRnWqzrpinXjbqOvl59eW7tc5gUk8XbdxYqi9ShwF06Pp0lfIrqKTFZZn9Lo0QikUh6GZ5uLtw8cwh/3D+HO2KGkrYzj9NfXkXiT+mUV9c1lquqq+KpNU9x58o7Geg7kGXnLuPOCXfi7daNmWH3r1K/rWCUeLt5c+fEO9l2dBvL9y23ePvOQH29ieoirDvypilhU9QglvxdFmlOGiUSiUTSS/H3dOPu00eQdu9szh07kKRVe4l5MY3vNh9iV8Eurki5gs93fs61o67lozM/YpB2UPeF7v8DfPtD8LDut9UCZw8+G32wnpfWv0RpjeVHHDk6RdkVKCYrJk1rTmMSNcsMDZZGiUQikfRy+vp78uKlY1l2y0kE+Vdw3+/Pc/H3l5NXUUDS3CTumXQPbi5u3RekKKpRMniWRedLaYpGaHh42sMUVBWwePNiq8hwZPKyVEPM6iNvGugzBLyCLBZXIo0SiUQi6SJ1prr2CzkJtfW1bCz+ivyAJ/EIWQGVw8neEcc/24KpqrVQCvfcHVCe163U8h1hVJ9RXDriUj5J/4Ts8myrynI08jPLEC4Q0L8bXWydQQg1riTLMiNwpFEikUgkXaS6vtreKliEg6UHmf/zfF7b9BqnhJ3Cjxf+yKp5H3CufjhvrNzDWa/9ybqMgu4L2rNC/R48p/tttcOFwy7EpJh63UicvKxSPANAo7FBkGsDYZPVZHgV3T9HpFEikUgknUBRjs0pU1lXaUdNLMOvGb9y6Q+XklGcwYuzXuSl2S8R7hdOoI87L106juTrp1Bda+KSpH949NttlFbVdl3Y3hUQogPtQMv9gVYYHjgcTxdPtuZttbosR0ExKeRnleIZaGPBjXEl67vdlDRKJBKJpBM0HWrqzJ6SWlMtz/z7DPesuodB2kF8cc4XnB51+gnlZg0P4df/zuS6k6P46N8DnPlqF70mNRVw4B8YeqoFtG8fV40ro4JH9SqjpORoJTVV9XgG2tBLAjBwAggXiwS7SqNEIpFIOoGJY0ZJVV2VHTXpOkVVRdzy2y18kv4J14y8hqVnLiXML6zV8j4erjx+zii+WjgdjRBc9tY/PP9LOjV1nchNceBvqK+GITEW+AcdQx+sZ0fBjh4V+9MWeZllAHjZ2lPi7gP9R1sk2FUaJRKJRNIZjvXeUFXvfEbJnsI9XJFyBRtzN/LUyU9x/+T7cdN0bGTNxMggfrzzFC6eGMailXu56M3V7Mkt66DgFeDqCZEndUP7zjFYO5g6Ux1Hyo7YTKY9yc8qRWgEHlo7CA+fCoc2Qn33DEBplEgkEkkncGZPyYacDVzz0zVU1lWy5IwlnZtEz4yvhyvPXTyWpKsncrCwgnPf+ItvN3VgEry9KyDyZHDz6oLmXSNKGwVARkmGzWTak7ysMoJCvdG42Lj7BtQkajVl6girbiCNEolEIukEx8WU1DlPTMnqQ6tZ+NtCgr2C+ezszxgbMrZb7Z0xuj8/3zWT0QO03PX5Zh782tD60OGiLDXjp43iSRqI9I8E4EDJAZvKtRd5WaW2S5rWnPAp6nc340qkUSKRSCSd4LjRN/XOMfomLSuN21JvI9I/kqVnLKW/T3+LtNvP35NPbprKLbOH8OnaTC5cvJqMlubQ2WseCjzEtkZJoEcgfm5+vcJTUl5cTWVJje2SpjUnIAJ8+0GWNEokEonEZihNgkqcwVOyIWcD9666l+GBw3nvP+/Rx6uPRdt3ddHwwBnRvH/tJA4VVXLO63+xcmfu8YX2rAD/gRAywqKy20MIQaR/ZK/wlORlmjO5RthozpvmNCZRk0aJRCKR2AxnGhJ8qOYQt6+4nVCfUN6c+yZaK0ZAxkT3I+WOGYQHeXP90nW8tWqv6lWqr4N9q9RRN7aYtbYZkdreYZTkZ6kBx8FhdvKUgBpXUrgfyvK63IQ0SiQSiaQTNPWUOHLytIOlB1mcuxgvNy/ePu1tAm2QUSss0JuvbpnOWaNDeeandO7+YgvVmWuhutjm8SQNRPpHcqT8iNMFJXeW/KxS/EO8cPdytZ8SFpicTxolEolE0gmaxpTUmrqR3dSKHK08yoLfFlCn1PHW3LcI9Q21mWxvd1feuHI8954+nG82HeKbLz5AERoYPNtmOjQlyj8KgKzSLLvItxV5WaWEhNup66aB0LGgcetWvhJplEgkEkknaNp9U1NfY0dNWia/Mp+bfruJ3IpcFvZdyNDAoTbXQQjBbTHDePuaiegq1rGdoewptc8bfG8YgVNdUUtJfpX9Rt404OYJA8Z1K65EGiUSiUTSCZp239SYHMso2Zy7mfk/zedg6UFeP/V1BnkMsqs+pw9yZ4xmH6sZx4WLV/PvvqM216HBKOnJI3Aa4klCIuxslIDahXN4E9R17dqQRolEIpF0Akf0lNSb6nlx/Ytc89M1lNaU8vZpbzMtdJq91YJ9aQjFxHkXX0OInwfXvLeW77cctqkKPm4+BHsF92hPSV6WeeSNvT0loI7AqauC7K7NOSSNEolEIukETWNKHMEoKa4u5tYVt7J0+1IuH3E5P1/0M+P6jrO3Wiq7fwWvQPrpTmbZLScxLjyAOz7dxHt/7bepGj19WHB+VhneWne8/d3trcqxYNcuxpVIo0QikUg6wXHdN3Y2SvYV7ePKlCtZm72WhOkJPDztYbzdvO2qUyMmE+z+DYbOBY0LAd7ufHDDFM4Y1Z8nl+/g5d92HWfgWZMo/6gebZSoQa4O4CUB8OsPAZGQuaZL1aVRIpFIJJ3guO4bO8aU/HHwD6768SrKast4/z/vc9Hwi+ymS4sc3ggV+TDsP42rPN1ceOPK8VwyMYxXV+zmiR92YDJZ3zCJ9I+koKqAkpoSq8uyNXU19RRmVxBs75E3TQmfqnpKumB02nFAs0QikTgf9u6+URSF5O3JvLThJaKDonkt5jWLpY23KLt+BqE5IT+Jq4uGZy8ag5+nG+//vZ/SqjrOCrauYRLhHwFAZkkmo4NHW1WWrTl6uBzFpDhGkGsDEVPB8AUUHYDAqE5VlUaJRCKRdIKm3Te2zlNSU1/DE/88wfd7v+e0yNN46uSnHKe7pjm7flHfmL2DTtik0QgePVuH1suNl3/fRWZ/F2bOMuHmYh3nfUOukoySjB5nlDSml3eU7htoEleyVholku6jT9YHARjmGwpsKjhBq969EoptJjcqPiUAmAdE0eR6yEiMvcNWOkicC3uNvsmvzOeulXexJW8Lt469lQVjF6ARDtoDX3JEHX1x6uOtFhFCcOfcYfh4uPBUipG7PtvMK5ePs4phEu4XjkZoyCjOsHjb9iY/qxQPb1f8+njaW5Vj9B0J7n5qF86YSztVVRolEgD0yfoI4DngVKAIEPpkvT+QCsQb5hsyWqmX1i3BCdoT5JKgbZRLQit3kQRt9+Qe40dgDWAATO2UJSo+5Ti5HhZSQuI82KP7ZmfBTm5LvY2iqiJenPUip0edbhO5XWb3r+r38P+0XQ648ZTB7Nmzl88MRwCsYpi4u7gT5hvGvuJ9Fm3XEcjLKiM4zBdhh3mFWkXjAmGTILPzI3CkUSJp4HPgFeAqw3xDPYA+We8CXAJ8Blgr6UGjXBKK6wFI0NpCbgOeGYmxd3e1sslkIi0tzYLqWIeysjKpp4XIqz022VheQZ7V9U2vTOe9vPfw1HhyR987cM9wJy2jYzLttT9HGz7G1yOYNTtywdj+5GwzQqoBDz4zHCE3L5cFYzxw1Vj2Iaut02I4bOjW/nC081MxKeRlKQQN5Ti9HEHPqPp+ROas4q/ff6TetRNdjIqiyI8VP8B6Z5A7euno3V3Z1u3/+7h/6223tc1C+znygeX/jXxg+U2RDywPjXxgeVDDp6P1hw8frjgDK1eutLcKHcIZ9NxftF8ZvXS0MnrpaOXK5VdaVdY3u79RxiWPUy787kLlSNmRTte3y/6srVKUp0IV5Ye7OlylQc93/tirRD6wXLn14w1KXb3Jomq9vP5lZdwH45Sa+pout+Fo52f+oVLljQUrlPR/Dh+33iH03LNCUR73V79bQDU/TrynSk+JpIEN+mT9YiAZaJi5KhyYD2yyplwStPaQ20AN8DzwMDRGMCrAYBvIljghJqw/JFhRFJK2JrF482KmhU7j5dkv4+vuQEM+2yLjL6gtP24ocEe58ZTBmBSFp39Mx8/DlWcu1FusW2JwwGDqTHVklWYxWNszLu+G9PLBjjTypoGBk9TRV1lrYUhMh6tJo0TSwDzgBuAJYKB53SHge+C9Hii3gXuAoRmJsfk2kCXpCTQZvWqNmJJaUy1P/vMk3+z5hnOHnEvC9ATcXNwsLsdq7P4VXD1h0MwuVb955hBKq+p4PXUPfp6uPHSWziKGyRDtEEBNONdTjJK8zFJc3DQE9nPAEVie/tB3VKeTqEmjRAKAYb6hBnjT/LEdCcX2kXuMPUCFnWRLnJCG0TduGjeLGyWlNaXck3YP/xz5hwVjFhA3Ls6xAhjbQ1Eg/UcYNAvcu/6gvPu04ZRU1vLOn/vRerlxW8ywbqs2SKtOTtiTgl3zs0rpM9AXjZWGUneb8Cmw9Qsw1avBrx1AGiUSAPTJeldUj8X5HO+x+A54zzDfYJ2EDAnaNuWSUGztRBDlwOao+JSVQHXDSjkkWNIaDd03ni6eFu2+yS7P5tYVt7K/aD//d9L/ccGwCyzWts3INkBxJsy8t1vNCCF4/JxRlFTV8cKvu/D3cmPe9Khutent5k2oTyh7i/Z2qx1HQVEU8g+WMXRiX3ur0joR02D9e5C7A/rrO1RFGiWSBj5EHZL7BHDQvC4MNbbjI+CyHia3gW/NH4mkQ6gxeuow09p6y9jMm3I3cXfa3VTVVbF47mKmD5hukXZtTnoKIGDEWd1uSqMRPHfxGEqr6njsu+34ebpywfiwbrU5OGAw+4ttOxmgtSg9WkV1RR3BjpQ0rTnhU9TvrH+lUSLpNBMN8w3Dm607CKzRJ+t3WVMuCcUtyiVBa025AGQkxiZbW4akZ6GYg0o8XT0pqi7qXluKwifpn/DCuhcY4DuAt097m2GB3e+qsBvpy9W3Y98QizTn5qLhjSvHc92Sddz35VZCfD2ZMSy4y+0N0Q5hffZ66k31uHSwO8FRyctywEyuzQmIBN/+ar6SyTd2qIqDdkRJ7ECBPll/iT5Z33hO6JP1Gn2y/jKg0JpySdBeQoL22LmYoNWQoLW2XImkSzTElHi4eHQrpqSitoL4P+NJXJvIjIEz+PTsT53bICnYDznbIPpsizbr6ebCW/MmMiTEl4UfbcB4pOuT6g3WDqa6vprD5YctqKF9yMssRWgEfcJ87K1K6wihekuyOp5ETRolkgYuBy4GsvXJ+l1m70g2cKF5m9XlkqDdZfaO2EJuI1HxKUFR8SknTtAhkbRAg6fEw8WDWlNtY3dOZ9hTuIerf7qan/b/xO3jb+fVmFfxd/e3tKq2JT1F/Y6OtXjT/p5uLLluMr4erly3ZB1Hiiu71M6QAHUETk/owsnLLCMo1BtXNwf3+ERMUyfmK83uUHHZfSNp4DBqyvV3gY3AGcDJwHaOxXr0GLlR8SknpLePik9pTG+fkRibYS3ZEuemwQjxcFEnGag11eLu4t5mndr6WtYcWUOUfxS/HPiFNze/ia+7L2/OfZOTB55sdZ1tQnoK9BsNQYOs0vyAAC+WXDeZS5L+4bol6/hi4XT8PTs3VLphBM7eor3MDOvakGVHIT+rlIiRTvAu1Tg5378w8rx2i0ujRNLAEtTzwQsoBnyAb1Af2lNQA097ktzG9PYZibH1AFHxKbZMby9xUhq7b1xVo6SmvqZdo2TR5kW8t+1Y2p2Y8Bgem/4Yfbz6WE9RW1KWB5n/wKz7rSpGF+rPm1dP4Lol67jlow0suXYK7q4dd/hrPbQEewU7/bDg8uJqKkpqHDNpWnP6j1Hz1mRKo8TiLFqY2jcuKSbXmjKM0bpRwBBduvF78++XAa158xu6dONGK4nWG+YbxpiHBh8CBhjmG+r1yfqPgC1WkgmgJ6F4jHlo8CFgAAnF9SRorS03OCMx9vOmK8zGyWdR8SlPWlGuxMlp2n0D7Wd1zSrJ4oMdHzA8cDhXRl+Jro+OkX1GWl1Pm7LrJ0CxStdNc04ZFkLiRWO498stPPi1gRcuGdOpXC5DtEPYV+TcRklephMEuTbg6g4DJnQ4rkQaJa2waGFqc7+YANYuWpg6HhBxSTEFrdRL66boROCZJr//AzwKeAOPoebzOAFjtK67cjX6ZL07qqfCG9UQKkCdCNea6SQ1JGjtIXdDVHyKPdPbS5yU5t037QW7Pr/+edw0biTNTSLE2zKjUhyO9BTQRqhvxTbg4olhHCys4JXfdzO8ny8LZg3pcN3BAYP5fu/3KIriXInpmtBglASHO8nUA+FT4J9FUFsJbl5tFpVGSevkAwearRuIGvdgzblRQnXpxtVNfpfo0o3LAIzRugVWkglqSvd0wAV1Hpgv9cn6fajdGJ/ZUi4JWlvItXd6e4mT0tB94+niCdBmrpLVh1ezMmsld064s+caJNWlsHclTLpeHW1hI+48dRi7c8tI/DmdoX19OVXXr0P1hgYMpby2nOzybEJ9Q62spXXIzyojoJ837p5O8giPmAZ/vwKHN0HkSW0WdZJ/ZBfuA04D7otLijEALFqYuj8uKabNKK64pJjZTX/f9hbrOyn3OH+cLt3YNLah1dR9unTjcXIRolNyDfMNL+uT9Z+blw/rk/UfAHOBdwzzDWs701anSCh+mQTt5+blwyRoG+WSUGw1uRmJsfZOby9xUhq6bxriSFrrvqk11fLc2ucI8w3jmpHX2Ew/m7PrF6ivhpHn2lSsEIIXLh5L5tEK7vh0E1/fejIj+rffnTE8UE2LtKtwl9MaJXmZpfQb7ESjtcLMSdQy10ijpKvEJcW8uGhh6ufAy4sWpmYBj3PcVFxW47AxWjdVl248rgPOGK2bhjpSxWoY5hsON1kuAr6yprxGEooPN1m2idyo+JQ209tnJMZaO729xElp8JR4uapu6Na6b77Y+QV7i/fy6pxXG7t6eiTbv1ETZIXbPjbcy92Fd+ZN4tw3/uKG5HV8F3cyfXzb3tdDA4YCqlEyK3yWLdS0KFVltZQWVDF61sD2CzsKPn2gzzB1xuB2kEZJG8QlxRwELlm0MPVc4DfUmAdr8wDwuTFatxS1qwhgImqsg7VTrvcm7J3eXuKknBBT0oKnpLCqkEWbFzEtdBpzwufYVD+bUl0Ku3+DideCxj5pr/prPXl73iQufesfbvl4Ix/dMLXNETm+7r4M9B3IrkKrJ4y2CnkHzUGuzjDypinhU2Hnj+qkjW1080mjpA0WLUyNRn2LTkU1SoaY158RlxTzszVk6tKNa43RuqnAbcC15tXbgWm6dGOONWT2UiZmJMa2mN4+Kj7FOe9WEptwwuibFjwlizYvoqK2ggcmP+C0wZQdYufPatfNKPtOHjguPIDnLx7DnZ9t5rHvtvHMhfo29/vwwOHOa5Q408ibpkRMhc0fwdE9ENx65mJplLTCooWpdwBxgBE18PHOuKSY78ybnwasYpQA6NKNuagjbSTWoyAqPuUSYFlGYqwJICo+RYOap0Smt5e0SkP3jZ+7+lAoqTk+7fnOgp18uetLLh9xOUMDh9pcP5uy41vwCz2WIMuOnDduILtySlm0ci/D+/lx/YzWw/+GBw5n1cFVVNdXO13XWn5mKb5BHnj6WnNwohVomkStDaNEpplvnZuAiXFJMecDs4FHFy1MvdO8rQe/+vQaGtLb50TFp+yKik/ZDeRgw/T2Euekofumr7cad55fkX/ctmfXPYu/uz+3jrvVLvrZjIaum5Hn2a3rpjn3nDaC00b2438/Gvln79FWyw0PHI5JMbG3aK8NtbMMeVllzuclATWmxCtQDXZtA+kpaR1NXFJMGUBcUkzGooWps4GvFi1MjUQaJU6POY38ZQBR8Sl9zOtav4tJJGYaum+CvYLRCA25lcfyKf6e+TvrstfxyNRH0HpoW2uiZ9DQdTPyfHtr0ohGI3jp0rGcv+hvbvtkI9/fPoOBASfmxWgYgbO7cLdTJbKrqaqjKLeC4VM6NvzZodBoVG9JO0aJY5i3jknOooWp4xp+mA2Us4FgQG8tocZonb8xWveMMVr3oTFad2WzbYutJbe3ERWf4h4VnzIvKj7lVLMx8p+o+JQ3ouJT4qLiU5zMLyqxJQ3dN64aV4I9g8mryAOgqq6KF9a9wLDAYVw0/CJ7qmgbHKjrpil+nm68PW8S1XUmFn64gara+hPKhPuF4+ni6XRxJfkHy0BxwniSBiKmwdHdUJ7fahFplLTOPNTZahuJS4qpi0uKmQdYcyanJaiemGXA5cZo3TJjtK6h01POx2I5lgCxwF1R8SkfosaS/AtMRp0cUCJpkQZPiUAQ4h3S6ClJ3p7M4fLDxE+Ox1XTw53QVSUO13XTlCEhvrx82TgMh4p5+JttJ8zk7KJxYWjAUKczShqDXJ1t5E0DEdPV7za8JT38yuk65uHArW3724qih+jSjQ2vWd8ao3UPA6nGaJ1tMxP1fPQZibFjzPlKDgEDMhJj66PiU6w9547EyWl4wGmEhhDvEA6XHeZQ2SHeNbzLaZGnMSV0ip01tAG7HGPUTVucNrIfd546jFdX7GZsuJZ506OO2z4scBirDq6yj3JdJD+rFC9/d7y1bU8A6bAMGA8uHurkja3geCauxMMYrWs8Lrp04/+Ad4A/gB4ypahDoImKT3FHzaDbMOcOWH/OHYmT09B9I4Sgr1dfcityefrfpxFCcN+k++ysnY0wfAn+YccydTood546jFOj+/J/P+xg7f7jpysbHjicgqoC8itb70pwNPIyywgJ93XeYeauHjBwYpueEmmUOB4/ADFNV+jSjUuBe4C2Z/6SdIaGOXc2Y55zJyo+5R1gHdadc0fi5JgwGyXm7pui6iL+OPgHcePinDZteacoz4c9K0B/kUN23TRFoxG8fPk4IoK8ufXjDRwprmzc1jTdvDNQV1tPwZFy540naSBiGhzZ3Opmxz6jeiG6dOP9unTj7y2s/1mXbmx9cLekU2Qkxr4MzACmZyTGvgZcBPwC3JCRGPuEXZWTODbm8ASN0BAdFA3A9NDpXHl8XHrPZfs3oNSD/lJ7a9Ih/D3deOuaiVTW1LPwo42Nga/DAtXb6a4C5zBKjh4qRzEpzhtP0kDEdDDVtbpZxpQ4EcZo3XW6dOMSe+vRU8hIjD3cZLkIW831I3FqGj0lQjA7fDYbr9mIm6YX9fgZvoS+I6H/aHtr0mGG9fPjxUvHsfCjDfzf8h08fYGeQM9A+nn3I70w3d7qdYj8LDXINdjZPSXhU2DABCCtxc3SU+JcyDd4icTONMaUmNMV9SqDpDBDzcipv8TemnSaM0b3Z+GsIXzybybLNqjjGHR9dOw4usPOmnWMvMxS3L1c8Q/2tLcq3cMrAG5e2epm6SlxMIzRuq2tbBKAE2bMkUh6Fg1DgjWiF77TGczORP3F9tWji9x7+nA2ZxXy8LcGRg7wZ2SfkazKWkV5bTk+bj72Vq9N8jJLCYlw4iDXDtILryqHpx9qjpRzWvjIjKMSiZ1pGBLc0x8OJ6AoatdNxHQIiLC3Nl3C1UXD61dMwN/TjVs+2sAgvxEoKOws2Glv1dqkvt7E0UM9IMi1A0hPieOxHPDVpRs3N99gjNal2VwbiURyHM27b3oN2QbIS4fYl+ytSbcI8fNg0VUTuPztNXz2p5rvY8fRHUzoN8HOmrVOUXYF9XUm548n6QDSU+Jg6NKNN+jSjX+1sq2XhPdLJI5Lr+2+MXwJGleHmuumq0yOCuLBM6NJM1bj4xLo8HEluQfUmaidfuRNB+hlV5VEIpF0j8aMrr3p9mkywbZlMHQu+PSMHI43zBjEWfr+lBT3Y0O2wd7qtEnugVLcPF0I7Odtb1WsTi+6qiQSiaT7NHTf9KremwN/Q8khpxx10xpCCJ69aAx+IorD5Qc4UFBob5VaJfdAKX0j/BCann/SSaNEIpFIOkGv7L7Z+jm4+cCIM+2tiUXx83Tj9hlzQCjEfZVCbb3J3iqdQH2difyDpYRE+ttbFZvQi64qiUQi6T69rvumplzN4jrqfHB37GGzXWHuEDXAdWehked/cbxROAWHyzHVKfSN7PnxJCCNEolEIukUTSfk6xXs+B5qymDcVfbWxCr08+5HkGcQw8OLefuPffy87Yi9VTqOnAw1yLWv9JRIJBKJpDkN3Te9Zkjw5o8hcBBEnmRvTayCEIKRfUbi7nOYseEB3PvlVvblldlbrUbyDpTg4dMDMrl2EGmUSCQSSSdo8JT0ipiSgv2Q8SeMvwp6sGdIF6Rjf/E+XrpsJG4ugls+2khFTeuTxtmS3MxS+kb69xrPXC+4qiQSicRy9KqMrps/AQSMvcLemliVMSFjqFfqKa7fz6uXj2dXbikPf7Ot8Vjbi7qaeo4eKqdvL8hP0oA0SiQSiaQT9JruG5MJtnwKQ+aANsze2lgVfbAegK15W5k5PIS7Th3ON5sO8fG/mXbVK/9gGYpJoW9U74gnAWmUSCQSSafoNd03+1dBcVaPDXBtSh+vPgz0HcjWfHU+1NtjhjJreAj/98MOtmQV2U2vhkyuvWXkDUijRCKRSDpFr/GUbP4YPLUQfba9NbEJY0LGsDVPNUo0GsErl40jxM+DWz/eSGF5jV10yj1Qipe/Oz4BHnaRbw+kUSKRSCSdoFfElFQUgPEHGH0xuPWOUR9jQ8aSU5FDdnk2AIE+7iy+agJ5pdX894vNmEy2jy/JPVBKv0i/nn2uNUMaJRKJRNIJekX3zeZPoK4KJl1nb01sxpjgMQAY8o/NgzM2PIBHzxlJ2s483li5x6b61FTVUZhd3msyuTbQg68qiUQisTw9vvvGZIL170PYFOivt7c2NiM6KBp3jXtjF04DV0+N4ILxA3n5911sy6+3mT75WaWg9K54EpBGiUQikXSKxjTzPdVTsn8VFOyFyTfYWxOb4ubihq6P7gSjRAjB/y4YzbC+viRtqeJwUaVN9MnJKAV6TybXBnroVSWRSCTWwUQPTzO//j3wCoKR59tbE5szJmQM249up9ZUe9x6b3dX3rx6InUmuPXjjdTUWX/ivrwDJfgGeuDt7251WY6ENEokEomkEzTOfdMTu29KjkD6j2oG114S4NqUMcFjqK6vZlfhrhO2DQnx5Qa9B5uzinj6R6PVdck9UNqr8pM0II0SiUQi6QI9svtm4weg1MPE3hPg2pQxIeZg1zxDi9sn93flhhmDWLo6g++3HLaaHlXltRTnVfa6eBKQRolEIpF0ih47S3B9HWxYCoPnQJ8h9tbGLoT6hBLiFcLG3I2tlok/M5pJkYHEL9vK7pxSq+iRl9k740kAXO2tgERiT6LiUwYBtwNRNLkeMhJjz7WXThLHpsd23+z6CUoPw1nP2VsTuyGEYGK/iWzI2YCiKC0anm4uGt64cgJnv/4nt3y8ke/iTsbHw7KP0oZMriG9aM6bBqRRIjkOfbK+HzDQ/POQYb4hx2bCE7THySah2BayvwXeA34ArB+9JnF6GoYE97jum38WgzYChp9pb03syqR+k/g542cOlh4k3D+8xTL9tZ68dvl4rn7vX+K/NvDa5eMs6jnL3ldCQD9vPH3cLNamsyCNEgkA+mT9OCAJ0AKHzKvD9Mn6IuBWw3xDi/5MfbI+rdvCE7QtyiZBWwTcSkLxibITtN2Xq1KVkRj7WkcLR8WnHCe39yR/ljTQmNG1J3lKDm2EzNVw+v/ApXc/Fib2mwjA+pz1rRolACcNDeae00fw/C87mRgRwLUnD7KIfEVRyNlfTMSoPhZpz9no3WefpClLgQWG+YZ/m67UJ+unAUuAsdaWTULxcbJJ0NpC9qtR8SmPA78C1Q0rMxJjW+9UboLJZCItLc1KqlmOsrIyqaeF2F+0H4BVq1bZWZP26ej+1O14kT4unvxTMYh6O+x/RzruiqLgq/Fl+ZblBB4KPG5bcz11KIwNceHJ5Tuoy9vH0ACXbsuvKVOoLFUoqc0hLS23S2040v7sLNIokTTg09wgATDMN6zRJ+t9WqtkmG+Y3fS3uFas74rsEwwSgITiNSRoW5adUHycXJ7oklwAPXANEMOx7hvF/PsEMhJjj5M74pu7ldmzZ7dU1KFIS0tD6mkZDJsMiK3C4fWEDu7PksPwx2qYfBOnzI21iV7NcbTjPnXlVNIL0k/QqSU9J06t5ew3/uQ9o8Ly26fTx7d7/tPd63LYzXZO+c+kLseUONr+7AzSKJE08JM+WZ8CfABkmdeFA/OAn60tmwStvWRfAgzOSIy1zzSgEqdDUZSe1XWz9m1QTDB1gb01cRgm9ZvEiswVZJdn09+nf5tltd5uvHnVRC58czV3fraZ5Oun4KLp+vmRvb8YVzcNfQa2+i7Yo+lhkVqSrmKYb7gDeAOYAzxo/swBFhnmG26zqvCE4lZlk1BsXdmwDQiwsgxJD8KkmHqOUVJTDuuXQHQsBFkmJqIn0DSupCOMHqjl/84dxV978nn19xMTr3WGnP0lhET6oXHpnY9n6SmRNGKYb/gJ+MkuwhOK7SU7AEiPik9Zx/ExJXJIsKRFFHqQp2TLp1BVBNPi7K2JQzE8cDh+bn6sz17P2YPP7lCdyyaHs+FAIa+l7mF8ZCBzRvTttNz6WhN5WaWMndN6gG1PRxolEgD0yXotqofiPKAfalxFLvAdkGiYbyiymvAEbZuySSi2nmx43IptS3ogreWvcDpMJljzJgwYDxHT7K2NQ+GicWF8v/FsyNnQ4TpCCJ48fzTbDpfw388388NtMwgP8u6U3LyDpZjqFPoN7n1J0xqQRomkgS+AVGCOYb4hG0CfrO8PXGvedrotZJNQnA1AgtYmsjMSYx1/CIXEoegx3Td7foOje+DCd6EnGFkWZlK/Sfxx8A9yK3Lp690xr4enmwtvXjWBc17/i7hPNvLlwul4uHZ8RE7OPjVpWv9B2i7p3BPonZ1WkpaIMsw3PNtgkAAY5huyDfMNiUCktWWTUPxso0ECkFCcTUKxLWRLJJ2ix3Tf/LMI/AbAqPPtrYlDMn3AdABWH17dqXpRwT68eOlYth4s5v9+2NGpujn7i/EN9MAnoPdmQJKeEkkDB/TJ+vuB5IYsrubsrtdybESM1WSToL0fSG7M4qpmd7W67Kj4lOOyyGYkxtoug63EKekRnpLsbbB/FcxNAJfelzW0IwwPHE4fzz6sPrSa84ee36m6p4/qz4JZg3lr1T4mRgZy4YSwDtXLySih36De23UD0iiRHOMyIB5YZTZGFCAH+B641FayzcaI1WVHxaeMo4UsslHxKUXArR1NnibpffQIT8maxeDmDROvtbcmDoOpupqaffuoOZBJTWYmtYcO8cBeV8qKfmZ/UhbCpBBYXs6BpcloPD1x6ROEa59gXENCcI+KxGPIEFxDQxvjje47fQSbM4t46BsDIwf4E92/bWOjoqSGkvwqRs/qmAHTU5FGiaSB4cDThvmGB/TJem9UI2GCeVu9LWSTUPwACVpbyV4KLMhIjD0uaVtUfIotsshKnBinD3QtzQHDlzBhHngFtl++h6LU1FC+bh3lf/xJxaZNVBmNUFvbuN0lMJAB3q5kmmqp1Nbh6+UPlZUoNTXUFhVRtX07dQUFUH/sFuWi1eI1aRI+UybjO2cOr185ntjX/uKWjzby/W0n4+fZulcqZ38xAP2lp0QiAeB9jj2IXwHKgUTgVNSH9IU9TLZPc4MEICMxdk1UfErvzFok6RBO332z9i2or4Vpt9pbE5uj1NRQujKNkh9/pPyvvzCVlyM8PPDS6+lz7Xw8R43CPTISt/AIXHx9KKgq4JrPZxM3bi4Lxi5gX1oaY5tkSlVMJuoLCqjZv5/qvXup3GqgYv16ylasIOeZRDxGjODtyTO4IzOE+7/yY/FVE1o1aLP3l6DRiF45M3BTpFEiaUBjmG+oMy9PMsw3NHgq/tIn6zdbWzYJxY2ySShulE2C1lqyf4qKT7FXFlmJE+PU3TfVZbDuXdCdDX2G2Fsbm1G9ezdFX31F8fc/UF9YiGtICP6xsfjOno3P9GlovLxarBfkGYSuj47Vh1ezYOyJGW+FRoNrcDCuwcF4T55M4OWXA1Bz8BBlK36n5Nff8Pz4fd5WFDZvHMJ3uRdz3m1XItzdT2grZ38JfcJ8cXXv/vw5zowcfSNpYJs+WX+deXmLPlk/CUCfrB8O1LZezTKySdA2yiZBOwmABK3VZGckxraaRTYjMdbaWWQlToxTp5nf+AFUFcPJd9lbE6ujKArla9eSuWAB+845l4JPPsV76lTC33mboWkrCf2/J/CLmdOqQdLAyQNOZkveFkprSjss2z1sIEHz5xP18UcMTUsj+K47GVRbzIi3n2XHzNnkv/U29aXH2quvN5GTUUL/Ib13KHAD0lMiaeBG4FV9sv4RIB/4R5+sz0L1ItxoC9kkaBtlk6C1uuyMxFj7ZbCVOC0mTM4ZU1Jfqw4DjjwZwibZWxuroSgK5X+vJu/116jashWXoCBC7ryDgMsvxzWw8zE0Jw04iXcM77D2yFpc6LwXw61fX0IWLsR93nU8+OA7zDKkonn5ZY6+8w6BV1xB0PXXUVDiQl11PaHSKJFGiUTFMN9QDFyrT9b7A4NQz42DDcODrUpCcTFwLQna42Q3Dg+2AlHxKW1mkc1IjC2ylmyJc6Moir1V6Brbv4GSgxD7or01sRoVmzaR99LLVKxbh9uAAfR//DG0F1yAxtOzy22O7TsWHzcf/jz0J7OZ3eV2tN4e3B4/jwsWD+FM9yLuzv+Xo+++S+Fnn5F/3r1AMKFDArrcfk9BGiWS4zDMN5QAW+wiPKHYlrIbs8hmJMZmA0TFp9gqg63EiVFQ0Dhbz7eiwN+vQkg0DOt5p3b1vv3kvvACZampuAQH0++RRwi49BI0LcRudBY3jRsnDziZVQdXMTNkZrfa0oX68/QFeu7+YgtBp93M/bfFkfviSxzamIlngAt1q35COe885/TEWQgnu7IkEosRlZEY+2yDQQKQkRibnZEYK7PIStrEKUff7F0BOdvgpDtA03Nu+6bycnJfeIF9551Hxdq1hNx1F0N//YWgq6+yiEHSwJyIOeRX5pNZk9ntti6cEMa1J0Xx3l/7+anMm7A3F1MWOZEgJY8j8Q+Sec08qnfvtoDWzon0lEh6Kwei4lPuB5Ibsrias7tei/Uz2EqcGJNisrcKnefv18AvFPSX2FsTi6AoCqU//UTOs89Rl5OD9sIL6XvP3bj26WMVeacMPAUX4YKhwmCR9h6O1bHjSAkPLNvKQFc3KisVplx7Nv3PDCL3xZfYd8GF9LnuOkLuuB3h1rsy7vYck1ki6RyXAX2AVVHxKQVR8SmFQBoQhPUz2EqcHKfylBzerKaUn3YLuFrOe2Avao8cIeummzl09z249Aki8tNPGPD0/6xmkABoPbRM7DcRQ6VljBI3Fw2Lr5pAkI87r36+DYDQoQEEXnopQ376Ee0553D0nXfIvOlm6ouKLCLTWZCeEkmvJCMxthB4wPyRSDqMSTGhEU70Prf6NfDwd/qU8oqiULxsGTmJz6LU19Pv4YcJvPIKhItt8nrMDp/Nc9nPkVWSRbh/eLfbC/b1IOnqibz5wjrqXFzw76sOTXYNCmLAM0/jPXUK2Y8+RsbVVxP5wQe4BgV1W6Yz4ERXlkRiOaLiU6ZGxaf4m5e9ouJTnoiKT/khKj7lWfPIHImkRZyp+8azMkcddTPxWvB03tO6NjubrJsXcOSRR/HU6Rj8/XcEXXO1zQwSUI0SgJVZKy3W5tjwAMZ5eXFA1PPcrzuP2xZw/vmEv/MOtVkHybzhRuqLiy0m15GRRomkt/I+UGFefhV1Yr5nzeuW2EspiePjTBldww5+B8JF7bpxUkp+/ZV9555Hxfr19Hv0ESKSl+Ie3n1PRWcJ9wsn1C2UtINpFmuzqqyW+qIa+g72550/9/Pd5kPHbfeZNpWwN96gZs8eDt51F0qttfNY2h9plEh6K5qMxNjG1PYZibF3ZSTG/pWRGPsEMNieikkcG6fJ6FqeT+iR32HMpeA/wN7adBpTVRVHEhI4dMeduEdGMvi7bwm66iqEHUcPjfEaw8acjRRXW8ZrcWSf2s6VscOYEhXEA8u2suNwyXFlfE+ZQf8nnqDinzXkPJNoEbmOjDRKJL2VbVHxKY2p7aPiUyYBRMWn2CKtvsSJcZohwWsWozHVOGVK+erdu8m45FKKPvucoBuuJ+rjj3CPiLC3Woz2Hk29Us8fB/+wSHtH9hShcRUMGKxl0VUTCPBy5+YP11NYXnNcuYALLyDouuso/OQTipenWES2oyKNEgfHGK0baIzWRZg/MjDZctwIzIqKT9kLjAT+iYpP2Qe8g/XT6kucGAXF8ZNbVRbCv2+TF3IShAy3tzYdRlEUCr/8kv2XXEpdQQHh77xDv/vua3ECO3sQ4R5BiFeIxeJKjuwppm+EH65uLoT4efDm1RPILanm9k83UVd/fOxS33vuxmv8eLITEqg5eNAi8h0R+ZCzMIsWpqZ1p74xWvcg4KZLN/6fedU/QBHgDiQDz7RSr1tyexsZibHFwLXmYNfG1PYNOUskktZwiu6bte9ATSkHIi+hr7116SCmykqy/+9Jir/5Bp+TTmLAs4m4hoTYW63j0AgNs8Jn8eO+H6mpr8HdpevGUl1tPbmZJYydcyw+ZnxEIE+eP4oHlhl4/pedPHiWrnGbcHVlwPPPs/+CCzh8/wNEfvShXbuyrEXP+0dWZtHCVOsNhle5BGg6OcVRXbpxDDAKiLWy7F5HRmJsSUZi7JaMxNgN0iCRdASH776pLoM1i2H4mZT7DrK3Nh3CJS+PjCuupPjbbwmOiyP8nbcdziBpYE74HCrqKlibvbZb7eTsL8FUpxA69PhRUZdNjuDqaRG89cc+vtl0vEfEPWwg/R56iMqNGyn64stuyXdUpKekDRYtTE0EXohLislftDB1EuqcKKZFC1PdgHlxSTGrmteJS4qZ3fT3bW+xvrNydenG8iY/XzWvqzdG61qdY1uXbjxOLkJ0Wq5EImkfhx99s/59tftm5r2wp8ze2rRLaWoqQU8/Q627O+FvJeE7s3vzy1ibqaFT8XL1Ii0rjRkDZ3S5nUM7CxECBgwLOGHbY2ePYndOGQ8sMxDZx4cJEcdmN9aefx7F331H7gsv4DtnDm79nMUX1jGkp6RtYuOSYvLNy88Dl8UlxQwFTuN4b4Yl8TVG6xrzCuvSjUsBjNE6D8DfSjIlEkkHURQHjimprYTVr8Pg2RA2yd7atIliMpH7yiscvDWO+pAQBi1b5vAGCYCHiwcnDziZlVkruzVj9KFdRQSH++HhfWIaeXdXDUlXT6S/vyc3f7CBQ0WVjduEEIQmPI5SU0PO0093Wb6jIo2StnFdtDC1wZvkFZcUsw4gLilmF+BhJZlfAW8Zo3XeDSuM0TofIMm8TSKR2BETDtx9s+kjKM+FmffZW5M2MZWXc/COOzia9Bbaiy+i4L57cQ8baG+1Oszs8NnkVuSyo2BHl+rX1dSTvb+YgcMDWi0T6OPOe/MnUV1bz43J6ymvrmvc5h4VRfCtt1D6yy+U/WGZkUCOgjRK2mYx8OOihakxwM+LFqa+umhh6qxFC1OfADZbSeajQC6QaYzWbTBG6zYAGUCOeZtEIrEjDhvoWlcDf70CEdMh8mR7a9MqtUeOkHH1NZSlrqTfQw8R+uST4GSTzs0Mm4lGaFiZ2bVRONn7ijHVKQwcEdhmuWH9/HjtyvHszC7hv59vxmQ65pnpc/31uEVGkPPscz0qqZo0StogLinmdeBpYAFwHhCDOlfKIeC6Nqp2GV26sV6XbowHwlFnrL0WiNClG+N16ca6tupKJBLr47Cekq2fQclBOOVecNDupcrNm9l/yaXUZmUR/lYSQfOucdyusDYI9AxkXMg40rLSulT/0K4ihEYwYGhAu2XnjOjLw7Ej+XVHDi/+diwVvXB3p99991Gzdy+FX3zRJT0cERno2g5xSTFpqLPHHseihanXYcV05Lp0YyVgmSkpJRKJxXBIT0l9Hfz5EoSOg6Gn2lubFilOSeHIgw/h2q8f4UuX4DF0qL1V6hYxETG8sP4FDpUdYqBv57qeDu0qJCTCD3evjj2Crz85it05pSxauZdhff04f7wqz/fUU/GeMoX8199Ae/bZuGidd36jBqSnpOs8YW8FJBKJ7XHIQNft30DhfjWWxNF0Awo++pjD99yL5xg9UV987vQGCRyboK+z3pLamnpy9pe0GU/SHCEE/3feaKYOCuL+r7by776jjev7PRhPfXEx+UlvdUoPR0V6Stpg0cLUra1sEkA/a8g0RuvcgcuBw7p04+/GaN2VwEmAEXhbl27sOZ2HEokT4nDdN6Z6+PMF6DsSRpxlb22OQ1EU8t98k/zXXsd37qkMfPFFNB7WGiNgWyL9IxmsHczKrJVcpbuqw/Wy9xRjqm8/nqQ57q4a3rpmIhe9uZqbPljPV7ecxPB+fnjqdGgvvICCjz4i8PLLcI+M7OxfcSikp6Rt+gHzgHNa+By1kswlqEnS7jRG6z5ETab2LzAZeNdKMiUSSQfpzjBQq7D9G8hLV/OSOFCGT8VkIjfxWfJfex3teecR9sorPcYgaWB2+Gw2ZG+gpKak/cJmDu4qRKMRhA7pfFdLgLc7S6+bgoebC9e+v5ackioAQu68E+HmRu6LL3W6TUdDekraZjngG5cUs7n5hu6mk28DvS7dOMY8z80hYIA5cdpHwBYryZRIJO1QVlPGrsJd5Ffmo3GU9zlTPax6FkJ0MPICe2vTiFJXx5FHH6P4m28IvOYa+j0Y3yNTos8Jn8P7297nr4N/cdbgjnmpDu8qpG+UH+6eXXv8hgd5s+TayVz21j/Mf38tXy6cjl/fvvS59lryFy+m0rCtS+06CtIoaYO4pJgb2th2pZXEasxdOD6AN6AFClDzojjXuDmJxAlRFIWcihx2Fe4ivSC98ZNVmtVY5iTfk+yoYRO2LYP8XXDpBw7jJTHV1HD4nnsp/e03gm+7jeC4Wx0vBsdC6IP1BHkGkZaV1iGjpKaqjtyMUsaf3r0Zj0cP1LL46oncsHQdt3y0kfevnUzQ9eoswnkvvwzzrulW+/ZEGiWOx3tAOuACPAx8aYzW7QOmAZ/ZUzGJpKdxoOQAP+z9geLqYirqKjhYepDdRbsprSltLBPhF0F0UDTnDz2f6KBoooOi2f7vdjtqbaa+DtISod9oiD7H3toA5qRot99O+ep/6PfQgwTNm2dvlayKi8aF2eGz+TXjV2rra3Fzafu98cjeYkwmhYHDOxdP0hKzhofwzIV67vtqKw8s28qLl4ylz4IF5D77LG5TJsPs2d2WYQ+kUeJg6NKNLxujdZ+blw8bo3UfAHOBd3Tpxu7NACWRSADIr8wnaUsSy3Ytw4QJXzdffNx86O/Tn7MGncWwgGEMCxzGiKAR+Lj5nFB/h+haJk+LYvgCCvbCZR87hJekvqiIzAULqNq2ndDEZwg4/3x7q2QTZofN5uvdX7M+Zz3TB0xvs+yh9EI0LoL+XYgnaYlLJoWTXVzFi7/tQuvlxqNXXE5BcjJ+336HsmCBU3qopFHigOjSjYebLBch08tLJBahtr6Wj4wfkbQliZr6Gi4afhELxy4k2CvY3qp1jvpaWPUc9B8D0fafPLw2N5esG26kJiODsFdfwW/uXHurZDOmDZiGp4snK7NWtmuUZBoLCB2qxc3DxWLyb4sZSnFlLe/+tR9fD1duvC2OI488StmKFU55HOxvXkskEokNWH1oNRd+fyEvbXiJyf0n8+353/LItEeczyAB2PKZmpdkzkN2z0tSk5XFgauupubQIcLffsspH4TdwcvVi2kDprU7QV95cTVHD5YRrguyqHwhBA/H6rh8cjhvrNzDZ0FjqOvXj9xXXkGpr7eoLFsgjRKJRNKjOVR2iLtW3sWC3xdQr9Sz6NRFvHHqG0T6O2k+h7oa+OM5GDAehp9hV1Wqd+/mwJVXYSopIXLpEnymt+0p6KmcGnEq2eXZbU7QdzC9EICIkX0sLl8Iwf8u0HPO2AEk/rqbNSedRc2evRR//4PFZVkb2X0jkUh6JFV1VSzZvoT3DO+hERruGH8H80bNw8PFyXNlbPkEijLhrBft6iWp3LqVrJtuRri7E/HhB3gOH243XezN7LDZuAgXfj/wO6P6jGqxTNaOAjx93QgO87WKDi4awUuXjqWypo7/7VBYFjWM/Ndfxz/2LDTu7laRaQ2kp0QikfQoFEUhNTOV8787n8WbFzM7fDbfn/89N425yfkNktoq+OMFGDgJhp1mNzXK16wh89rr0Pj7E/nJx73aIAEI8Axgcv/J/H7g9xa7cBRFIdNYQLguCKGxniHp5qLhjSsnoA9x5X8DZlN7+DBFnzvXZH3SKJFIJD2G/cX7ueX3W7hz5Z14uXrx7unv8sKsF+jv09/eqlmG9e9DcRbEPGI3L0np77+TddPNuA0cSOTHH+EeHm4XPRyNuRFzySjJYG/R3hO2HT1UTmVJjcXjSVrC082F28d7oJ1xMluCh3Dw9UWYKiqsLtdSSKNEIpE4PRW1Fby84WUu/P5CtuRt4f7J9/PFOV8wNXSqvVWzHFUl6hw3g2fDkDl2UaHo2285eOddeIzUEfnhB7j17WsXPRyRmIgYBILfM38/YVvWjgIAmxglAO4ugqR5k9h2xpW4lRSx4n+v20SuJZBGiUQicVoUReHHfT9yzjfn8P6294kdFMsPF/zANSOvwU3TwxIg//MGVByFUx+3i/iCDz7kSPyD+EydQuT77+MSEGAXPRyVEO8QxvUdx+8HWjBKjEcJGuCDb6Dtug89XF14NP4y9g4dh/b7z3n/J+eYpUQaJRKJxCnZWbCT6365jgf+fIBg72A+PPNDnprxlHMO8W2PsjxY/QaMPB8GTrCpaEVRyHtjETlPP43faacRlpSExufEhHIStQtnZ+FOskqOTUlQW1PP4d3FhEfbxkvSFA9XF2Y9+xh+tZUcePNtEn9Kd7wJJZshjRKJROJUFFcX88y/z3Dp8kvZW7SXx6Y/xidnfcK4vuPsrZr1+PMFqKuCmEdtKlYxmch5+hny33gD7QUXMPDll5xqJIetOTXyVIDjunAOpRdSX2cicrTlhwJ3BL9ROvxiY7l4/998/ssm4pcZqKs32UWXjiCNEolE4hSU15bz1pa3OHPZmXy28zMuGX4Jyy9YziXDL8FFY7kMmQ5HYQasew8mXAPBQ20mVqmr48hDD1P44YcEzZ9P6P+eQrjKLBJtMdB3ICP7jDyuCyfDkI+bhwsDhgXYTa++t9+Gq6mOpyvW8/n6LOI+2UhVrWMmVpNGiUQicWiq6qpI3p7MmcvO5I3NbzCx/0S+OPsLHpn2CFoPy8wh4tCsfAY0LjDrAZuJNFVXc/Cuuyj+9ltC7ryDvvEPIBxgfh1nYG7EXLbmbyW7PBtFUTiw7SjhuiBc3Oy3/9yjogi48EKi/vmNp6f34ZftOVz97r8cLau2m06tIc1eyQnok/VBAIb5hgKbCk7Qqp2uCcU2kxsVnxIAzAOiaHI9ZCTG3mErHSQtU1tfy7Ldy3h769vkVeYxPXQ6t4+/HX2I3t6q2Y6c7bD1czj5DvAfYBOR9WXlHLztNirWrKHfI48QdPVVNpHbU5gbOZfXNr3GiswV/MfvXMoKq5l8tn26bpoSHHcrxd99x+x/vuONK2/nni+2cMHi1bx/7WSG9rVOQreuII0SCQD6ZH0E8BxwKlAECH2y3h9IBeIN8w0ZrdRL65bgBO0JcknQNsolobhFuSRouyf3GD8CawAD0G5Ha1R8ynFynTwVl0NSa6pl+d7lJG1J4nD5Ycb3Hc+zM59lcv/J9lbN9qz4P/D0hxn/tYm4usJCshYspGr7dgY89yzac8+1idyexCDtIIZoh7AicwUjTCcD2C2epClu/fsTePXVFCxZwtx51/DZzdO46YP1XLD4b968aiIzhjlGgLg0SiQNfA68AlxlmG+oB9An612AS4DPgGnWlktCsdrJmaC1hdwGPDMSY+/uamWTyURaWpoF1bEOZWVlDq9nrVLLn0f/JOHTBI7WHSXcPZxb+t6CzlNHeXo5aelp9laxEVvsz4BCA+N2/cy+QdeQ+W/XhnN2Rk9NURGBr72GS24exTffRI6/P9jonHGG8xM6rucwhvFL9i9s2rUbz0AX1m36x/rKNaE1PcXoUQR7e7PzgXiK7/4v8RNdeGVDLfPe/5erde7MCXdF2HmCRxRFkR8rfoD1ziB39NLRu7uyrdv/93H/1ttua5uF9nPkA8v/G/nA8psiH1geGvnA8qCGT0frDx8+XHEGVq5caW8VWqWitkL5aMdHSswXMcropaOVK5ZfoaQeSFVMJpO9VWsVq+/P+npFSTpFUV4apSg1FV1upqN6Vh84oOw+da6SPn6CUvbPmi7L6yqOfH42paN6Go8alUnvTFXeWPC78u/3e62rVAu0pefRjz9WdoyIVop//VVRFEUpqaxRrn3/XyXygeXKvV9sVipr6myio2p+nHhPlZ4SSQMb9Mn6xUAy0DDIPhyYD2yyplwStPaQ20AN8DzwMNAwgF8BBttAdq+mvLacL3Z+wdLtSymoKmBC3wlc4nsJC85YYP+3NXtj+AKObIEL3wE3L6uKqtq1i8wbboDaOiKSl+Kl70UxO1ZiROAIxlSdBAgi9Y7RLdJA4KWXUvjJJ+Q+/wK+s2bh5+nOu/Mn8+qK3by2Yjc7jpSQdPVEwoO87aKfNEokDcwDbgCeAAaa1x0Cvgfe64FyG7gHGJqRGJtvA1kSoKCqgM/TP+fj9I8pri5meuh0bh5zM5P6TyItLU0aJLWVaizJgPEw+mKriqrcvJnMBQvReHgQ8dGHeAy13ZDjnowQgrHlJ1PhVoJnf8dKViZcXen3QDxZN91EwdJkgm++CReN4O7ThjM2TMt/P9/M2a//xSuXjWNOtO2nEZBGiQQAw3xDDfCm+WM7EortI/cYewDnma3KidlfvJ8PdnzAD3t/oLq+mtlhs7lpzE2MCRljb9Uci38WQckh1UtixWG4ZX//zcHb78A1OJiI99/HPWxg+5UkHaKuph63Q4GkB/3FH4dcOGfIOfZW6Th8T5mB32mnkb94Mf5nntE4qeKpun4sv/0UFny0geuWruPGGYO474wReLjaLg+QNEokAOiT9a6oHovzOd5j8R3wnmG+odYqghO0bcolodg6co9RDmyOik9ZCTQO2pdDgi2Doiisz1nPB9s/IO1gGu4ad84Zcg7zRs5jcIDsITuBslz462WIPhuiTraamOKUFA7HP4jH4MFEvPsOriEhVpPVG8lKL8RUA4X9M1mRWeBwRglAv4cfovysWLL/70nC336r0UMZ0cebb249iad/NPLuX/tZvfcor10x3mbDhqVRImngQ9QhuU8AB83rwlBjOz4CLuthchv41vyRWJCK2gp+2v8Tn+38jPSCdAI9Arll7C1cNuIy+njZf3ikw5L2jJpOfu4TVhNR8MGH5Dz9NN6TJhG2eBEu/v5Wk9Vb2bcpFw9vV0aPGcy3+7+horYCbzf7xGi0hlv//oTcdRc5Tz9N6c8/43/mmY3bPN1c+L/zRjNzWAj3L9vK2a//yWNnj+KKKeFW716VRomkgYmG+YbhzdYdBNbok/W7rCmXhOIW5ZKgtaZcADISY5OtLaO3UGeqY132OlZkruDHfT9SWlvKsMBhPDb9Mc4ZfA6erp72VtGxyU2HDUth8k1WSSevKAp5L7/C0bffxu+00xjwwvNoPGSmHUtjqjexf2s+kfo+jBk8l8/2fMpfh/7i9KjT7a3aCQRedSXF331H9v+exnvaNFwDA4/bPndkP34OO4V7vtzCQ98Y+Hl7Ns9cqGdggPWCr6VRImmgQJ+svwRYZphvMAHok/Ua1HwhhdaUS4L2EmAZCcVq8rIErS3kSizI9qPbefzvx9lZuBNPF0/mhM/h8ujLGd93vAxc7Si/PQbuflZJJ6/U1XHk8ccpXvY1AZddRv/HHkW49OD5guzI4d1FVJfXMWRcXyL6BRLgEcDvmb87pFEiXFwIffp/ZFx8CdmPJzDw1VdOuF77+nuSfN0UPv73AM/8lM5/Xv6Dh87SWc1rIo0SSQOXA88Ci/XJ+kJAAFpgpXmb1eWSoLWl3Eai4lOCADISY22bVr8HUFFbQdKWJJJ3JNPHsw+JpyQSExGDl6t1h7H2OPalwe5f4LQnwcey3VumykoO3X0PZStXEhwXR/BtcdJQtCL7Nufj6qYhfFQQrhoXYiJi+CXjF2rqa3B3cbwZlj1HjCDkzjvIfeFFSr7/Hu15551QRqMRXDM9itkj+vLAsq089I2BFMNh/ne+nqhgH4vqI40SCQDmNPKXAeiT9Q13xVcN8w1XW1WwmkZejRtJ0DbKJaHYqnKj4lNOSG8fFZ/SmN4+IzE2w5rynR1FUUjNSuXZtc9ypPwIFw67kHsm3YO/u4xP6DSmevjlEQiIgCk3W7RpTXExB+bNp2rbNvo//hiBV1xh0fYlx6OYFPZvySN8ZBBu7qon6tSIU/l699esObKGmWEz7axhywRddx2lK9PIfvIpvCdNwm1gyyOxwoO8+fjGqXyyNpNnfkzn9Ff+YOGsIdw6ewiebpbxvEmjRAKAPln/fQurYxrWG+YbrDMJRoK2RbmN6xOKrTX5RmN6+4zE2HqAqPgUW6a3d1oOlh4kcW0iqw6uYmjAUJaesZSJ/SbaWy3nZcNSyDHAJUvBzXJxN1W7dhH07HNUV1YStugN/GJiLNa2pGWy95dQVljNtPOHNK6bFjoNXzdffs341WGNEuHiwoDEZ9h//gUc/O/dRH70IRr3lr06QgiumhrJXF0/nv7RyGsrdvPNpoMknDOKU3X9uq2LNEokDYQBO4B3UTOaCmAy8GIPlRuckRj7edMVZuPks6j4lCetLNspqa6vJnl7Mm9vfRuN0HDvpHu5Unclbho3e6vmvFQWQupTEDkDRp5vsWbL/vqbQ3fdBS4uRH74IV6jR1msbUnr7F6fg4ubhkFjjmVxdXdxZ3b4bFZmraTWVOuw14t7eDihTz/NoTvvJDfxWfo/9mib5fv5e/Lq5eO5bHI4j323nRuS1zNX15eHY0cyqBtdOtIokTQwCbgTNd36fYb5hs36ZH2lYb5hlS3lklC8mQRtJQnF1pa7ISo+xZ7p7Z0GRVH4af9PvLrxVQ6XH+a0yNO4f/L99Pfpb2/VnJ+0RKgqgjOfBQvFeRR+9jnZTz6Jx9Ch5Myfx2hpkNgEk0lhz4Zcokb3wd3r+Efr3Mi5LN+3nHVH1nHSwJPspGH7+P/ndCqvu46CJUvwGj8O7Tnt51c5aUgwP95xCkv+3s+rK3Zz2kuruHpaJHecOowgn87H0EijRAKAecTNy/pk/Zfm7xxscX6oI25eJkH7pfnbNnLtn97eKdicu5nn1z3P1vytRAdF8+TJTzIldIq91eoZ5Bph7Tsw8TroP7rbzSn19eS+8CIFS5bgM2smA198icz16yygqKQjHNpVSGVJDUMnndiFcfKAk/Fy9eK3zN8c2igB6Hv3f6k0bOXII4/iFhaG9/jx7dZxd9WwYNYQLpgwkFd+380H/2SwbMNBbpkzhOtPHtSpeBNplEiOwzDfcBC4RJ+sjwVKbCY4ofggcAkJWpvIzUiMtXd6e4cmoziD1ze9zq8HfiXEK4QnT36Scwafg4tGDiO1CIoCP8eDhx/EPNLt5kzl5Rx64AHKfl9B4FVX0e/BeISrvL3bkj3rcnDzcCFSf+LoKU9XT2aFzSI1M5WHpz6Mq8Zxj41wcyPs1VfJuPwKDt5yK1GffYp7VFSH6vb18+TpC/Rcf3IUiT+l89zPO/nonwPcfuowLpoQhrtr+9MmOO6ekdgVw3xDCpBic8EJxTaRGxWf0mZ6+4zEWGunt3dIDpYeJGlLEj/s+wEPFw9uGXsL14661uGyUTo96SnqMOAznwPvoG41VZOVxcG426jes4d+Dz1I0Lx5ltFR0mHq60zs3ZTHoLHBjaNumnNa5Gn8nPEzG3M2Ory30bVPHyLeeZuMy68g8+YFRH36Ca59Oj5UfWhfP96dP5l/9h4l8ed0HvzawBupe7gtZmi7xok0SiS9FXunt3cossuzeWfrO3y9+2s0QsNVuqu4fvT1BHs51rTrPYLaKvj1YQjRwaQbutVU+Zo1HLrzLhRFIfztt/GdYb35ciStk2UsoLqijmEtdN00MGPgDDxdPPntwG8Ob5QAuEdFEfbmYjKvvY7M664nInnpCRlf22P6kD58e+tJpO3K45Xfd/Pg1wYWrdzDbXNaz1gsjRJJb2ViRmJsi+nto+JTrJ7e3lHIKs1iybYlfLfnO0yYuGj4Rdykv4l+Pt0f2idphTWLoDAD5n0HLl27BSuKQuFHH5OTmIh7VBThixfhHhlpWT0lHWbX2hw8vF0JH9m618vbzZsZA2fwe+bvPDj1QTTCejNAWwrv8eMJW7yIg7fcSub1NxC55H1cAgI61YYQgjkj+jJ7eEijcRL/taHV8tIokfRWCqLiUy4BlmUkxpoAouJTek16+50FO3lv23v8kvELLsKF84aexw2jbyDML8zeqvVsSg7DHy+qswAPnt2lJkw1NWQ/8QTFy77GNyaGAc89i4uvbWZwlZxIdUUt+zbnoTspFJd2YiZOizyN3zN/Z3PuZib0m2AjDbuH78knE7ZoEQfj4jhw3fVEvPM2rsGd96A2NU5W7cpjzrMtl5NGiaS30pjePio+pcEICUTN6GqT9Pa2RlEUNudt5l3Du/xx8A+8Xb2ZN3Ie14y8hr7efe2tXu/g9wQw1cHpT3Wpem1uLofuuJPKzZsJvvUWgm+7DaFx/DfunsyeDbnU15qInh7abtmZYTNx17jz24HfnMYoAfA9ZYZqmNxxBxmXX0HEu+90OPi1OUIIZo9o/X4jjRJJr8ScRv4ygKj4lD7mdUftqZO1qKmvYW3ZWpJSkth+dDsBHgHEjYvjiugr0Hpo7a1e7yFrLWz9HE65B4IGdbp6pcHAwdtup76khIGvvIz/GWdYQUlJZ0n/J5vA/t70jfRrt6yvuy8nDTiJ3w78xn2T73OKLpwGfE+ZQWTyUrIWLCTjiisJW/QG3hMsb1g5zx6RSKxERmLs0YzE2KNR8Skf2FsXS5Jfmc/izYs5/avT+fDoh1TUVfDI1Ef45aJfWDh2oTRIbImpHlLuAb9QmHF3p6oqikLhZ59z4MqrEC4uRH36iTRIHISinAqy9xUTPT20w5McnhZ1GjkVOWzL32Zl7SyP15gxRH36CRp/Pw7Mm0/BBx+gKIpFZUhPiaRXEhWf0nzOHQHMiYpPCQDISIy11pw7VkVRFNbnrOerXV/x64FfqTPVMTNsJqNrRrPwjIVydlh7sf59yN4KFy8Bj47Hf5gqK8l+4v8o/vZbfGbMYMDzz3V6BITEeqSvOYIQMGJqx7MbzwqbhavGld8O/MaYkDFW1M46uEdFMejLLzn84EPkPP0MFZs2Efr4450OgG0NaZRIeistzbkzCevPuWMV8ivz+W7Pd3y9+2sySzPxc/Pj0uGXcqXuSiL9I0lLS5MGib0oy4PUJ2HQLBh1QYer1WRmcvCOO6lOTyf41lsJjrsV4SKT1zkKJpPCzjXZhI/sg0+AR4fraT20TA2dyorMFdw98W6nvC5d/P0Je/01jr73HnmvvkbF+vWEPvGERSZ9lEaJpLdy3Jw7GYmxm6PiUyozEmOtPeeOxag31fP34b/5evfXrMpaRZ1Sx4S+E1g4diFzI+fi5eplbxUlAL8/DjUVcNYLHZ7fpnTlSg7f/wBoNIS/lYTvrFlWVlLSWbJ2FFBWWM1JF7Wec6M1YsJjeHLNk+wt2svQwM7XdwSERkPwTTfhO2MGhx98iIO3xuF32lz63ntvt4anS6NE0isxDwN+OSo+5Uvzt63m3OkWiqKws3AnP+z9gZ/2/0ReZR5BnkFcM/IaLhh2AYO0nQ+glFiRzDWw+WOY8V8IaZ4W50SU+nryXn+do0lv4TFSR9hrr+EeJodpOyLb/jiEl58bg8eFdLru7PDZPLnmSVZmrXRao6QBT52OQV98ztElSzn61lvsTTuHwMsvp88N1+PWv/OTdjr8TVgisSYZibEHgUui4lNsO9dPJ8kuz2b5vuWk7EthT9EeXDWunDLwFM4Zcg6zw2bj5uKY06H3aurr1OBW/zCYeV+7xWtzcjh8731UrFuH9qIL6f/oo2g8PW2gqKSzlBVWccCQz/jTI9vNTdISfb37og/Wk5qZyk1jbrKChrZFuLsTvOBmAi68gNxXX6Xwk08o/OwztGefTeDVV+E5cmSHu6mkUSKRABmJsfaZ66cNCqsKWZm1kuX7lrM+ez0KCuNCxvHI1Ef4T9R/CPAMsLeKkrZY9w7kbINLPwB3nzaLlqalcST+QUzV1YQ+/TQBF3Y89kRie3b8dRgFGDljQJfbmBM+h9c2vUZuRW6PyRPkGhLCgKeeInjhLRQsWULRsmUUf/MNHiNGoL3gfLRnn91u4jVplEgkDoKiKBwoOcDfh/9mReYKNuRswKSYiPCL4JZxt3D2oLMJ9w+3t5qSjlB8EFKfgiGngq71gVxKTQ25L75EQXIyHiNGMPDll/AYPNiGiko6i6nexI6/DhMxMghtSNfjtmIiYnht02ukZaVx6YhLLaegA+AeNpD+jz5CyB23U/LjjxR9/Q25ic+S++xzeI7R4zd7dqt1pVEikdiR7PJs1mav5d8j//LvkX/JqcgBYGjAUG7U30hMRAwjgzru+pQ4AIqidtsoJjj7pVaDW2sOHODQ3fdQtX07gVdeSd8H7kfj0fFRHBL7kGE4SnlxDTOvGNh+4TYYrB1MhF8EqZmpPc4oacBFqyXwiisIvOIKqnfvpuS33yhLW0Xeq6+1WkcaJRKJDSmsKmRd9jr+PfIva7PXklGSAUCARwBT+k9hauhUpoVOI8I/wr6KSrrO9q9h18/wn6chMKrFIsU/LCf78cfB1ZWBr7+G/2mn2VZHSZcxpB3EJ8CDKH2fbrUjhCAmIoaPjB9RVlOGr3vPnr/IY9gwQoYNI+TWW6nLy4O+LXdZSaNEIrEitfW1bM7bzN+H/mb14dUYC4wAeLt6M6n/JC4ZfglTQ6cyLHCYU6WclrRCRQH8eD8MmABTF56wub6snJz//Y/ib77Ba/x4Br7wPG4Du/fGLbEdVUUKB9MLmXb+YDQu3b9e54TPYen2pfx16C/OGNR7svS6hrQ+YkkaJRKJFdhVuItP0z/l5/0/U1ZbhqtwZWzfsdw27jamhk5lVPAo3DRyxEyP49dHoKoIzv0WNMcnOqvYuJHD9z9A7eHD9Fm4gJDbbkO4yluwM3F0l4Krm4ZRMyxjSI4NGUuQZxCpWam9yihpC3lFSCQWpKymjFc2vsKXu77Ew8WD0yJPY27EXKaETsHHre0RGBInZ+9KNSfJKfdAf33jaqW2lrxFizj69ju4hYYS+eEHeE+caEdFJV2hsrSG4gwYeXJ/PH0t80LhonFhVtgsfj/wO7X1tXJoP9IokUi6hRgmqDPV4apxpbSmlBt/vZH0gnQuH3E5t467VU5611uoqYAf7oQ+Q2Hm/Y2rq/ft4/B991O1fTvaCy6g38MP4eLbs2MHeirb/jiEYoIxMZYdARcTEcM3e75hXc46ThpwkkXbdkakUSKRdAO3S9woqi4i2CuYJ9c8yc6Cnbwe8zozw2baWzWJLUl7GooOwLUp4Oapzuz76afkPvc8Gk9PBr72Kv6nn25vLSVdpL7WxLZVh/ANhaBQy3o8p4VOw8vVi5WZK6VRAsjIOomkmxRVFbE5dzM/7f+JBWMXSIOkt3F4E/yzCCbMh6gZ1ObkkrVgATn/9yTekycz6PvvpEHi5KSvOUJFSQ19Rlh+aL6nqycnDTiJlVkrURTF4u07G9IokUi6SVF1Ecnbk/F392f+yPn2VkdiS+rr1G4bnxCUUxMo/PwL9sXGUvHvWvo9+gjhb7+FWytDHyXOganexMZfM+kb6YdPP+vImBM+h5yKHHYU7LCOACdCdt+0wqKFqe7A5cDhuKSY3xctTL0SOAkwAm/HJcXU2kIPY7RuINAQxn9Yl26ss4VcScc5XH6YtINpXBl9Jd5u3vZWR2JL1r0DR7ZQfdLzZC+8i4p16/CeOpXQ/3uiWzOlShyHPRtzKcmr5OQFejKLt1tFxqywWWiEhpWZKxnVZ5RVZDgL0ihpnSWo+8d70cLU+YAv8DVwKjAFsMorsTFa9yDgpks3/p951T9AEeAOJAPPWEOupOv8lvEbdaY62W3T2yjNRvn9KY7mjCP/3kUIT09C//cU2gsvlBl4ewiKSWHDTwcI7O/NoLHBZP5hHTkBngFM7DeRXw/8Sty4uF59/kijpHX0cUkxYxYtTHUFDgED4pJi6hctTP0I2NJapUULU9O6KfcS4JQmv4/q0o3jjdE6F2AVrRglxmhdd+VKukjawTS8XL0Y33e8vVWR2JDKTxM4styL6qJc/P7zH/o9/JDsqulhZGw7SsHhcuZeq0NorGsonBF1hhosX7iT6KBoq8pyZGRMSetozF04foA30DC20wOw6mByXbqxvMnPV83r6oGuz/4ksQpKjRqYNjZkLO4u7nbWRmILTBUV+H/xCRkvp1Fv8iHsjdcJe/UVaZD0MBRFYd3y/fj18WToZCsFkzTh9MjTcRWu/Lj/R6vLcmSkp6R13gPSUeM5Hga+XLQwdR8wDfistUpxSTGzm/6+7S3Wd1KurzFa56ZLN9YC6NKNSwGM0ToPwL+1Srp043FyEaKzciVdoQpwVyfQk/R8yv7+m+zHE/A6eJCAIRX0feNTXAZJD1lPZP+WfPIyS4mZp8PFAinl2yPAM4DpA6bz8/6fuWvCXb122one+a87QFxSzMvADGB6XFLMa8BFwC/ADXFJMU9YUfRXwFvGaF1jxKQxWucDJJm3SRwJs1k/SDvIvnpIrEpdYSGH4x8k64YbEdWFRMQcJfTaU6VB0kNRTAr/fr+PgH7ejJhqfS9JA2cOOpMj5UfYktdqhECPR3pK2iAuKeZwk+UibGMUPAr8D8g0RusOmNdFoHpuHrWBfEknEN5qP/Ng7WA7ayKxBoqiUPLjj+Q8/Qz1RYX0GS8IHrqbI+Fn4nPOq/ZWT2Il9mzIpeBwOaffMMoiE+91lJiIGDxcPPhx34+9NkZNGiUOhjl2JN4YrXsCaOgT2KNLN1baUS1JOwwJGGJvFSQWpiYjg+wnn6L877/xHOhLxNxsPIcOgnN/Yvf+GgZ6ttqbKnFiTPUm1i7fT5+BPgydaNs4IR83H2aGzeTXA7/ywJQHcNX0vkd07/vHToLZCDHYWw9J25iMJjQ6DYGegfZWRWIhTFVVHH37HY6+8w7CVUO/aXUERu1DzPwvnHIvuHnC/jR7qymxEjv+PkJRTgVnLtRbfcRNS8QOiuW3A7+x+vDqXplmQBolEkk3qPu2jk1PbrK3GhILUfbnn2Q/+RS1mZn4j9bSd8hO3IaOh3O/hX69O6lVb6Cmso61P+xjwLAABo0NtosOM8NmEugRyDe7v+mVRokMdHUCjNG6D+ytg6QVFGQW1x5AbXY2B++8i6ybbkbUlhJxWjkDxx/A7fz/wQ2/SYOkl7Dh5wNUltZy8sVD7ZbAzM3FjXOHnEtaVhr5lfl20cGeSE+Jg2GM1n3fbJUA5hijdQEAunTjuTZXSiLpoSi1tRR89DH5r7+OUldHyAx/gkK3oxkeA2e/AoEyVXxvoeRoJVtWZDFian/6Rto3XujC4ReSvCOZ7/d+z/Wjr7erLrZGGiWORxiwA3gXUFCNkknAi/ZUSiLpaZT9+Sc5ic9Ss3cvvvow+g3agnsfbzjjLRhzGfTiVN+9kX++2QsCpp5n/5F0g7WDmdB3Ast2LePaUdf2qpwlveefOg+TgA2oCduKdenGNKBSl25cpUs3rrKrZhJJD6B6336yFiwk66abUSrLCIv1ImzkWtynnANx62Ds5dIg6WVkpRewZ30uE/4TiV+Qp73VAeDy6MvJLM3kz4N/2lsVmyI9JQ6GLt1oAl42Ruu+NH/nII+TRNJt6ktKyF/8JgUffYTG04O+54wk0HMFmsCBcPYXMPw/9lZRYgfq60z88eku/IM9mfCfCHur08jcyLn09+nPBzs+YFb4LHurYzPkw85B0aUbDwKXGKN1sUCJreTqk/X9gIHmn4cM8w05tpJNgvY42SQUW112VHzKIOB2IIom10NGYqyM3ekhKHV1FH21jLxXX6W+qIiAuVMI6bcW17oVMOUmOPUx8PCzt5oSO7H590yKciqIjRuDq5uLvdVpxE3jxlXRV/HihhcxHjWi66Ozt0o2QRolDo4u3ZgCpFhbjj5ZPw41lb0WdVZkgDB9sr4IuNUw37CxlXpp3RaeoG1RNgnaIuBWEopPlJ2g7b5clW9Rs+X+AJjaKxwVn3KcXA8LKSGxPIqiUPrLr+S98go1GRl4jRtN/0tC8Cz5BoJGwdlLIGKqvdWU2JGS/ErW/5jBoLHBROntMwS4LS4cfiFvbnmTJduW8Nys5+ytjkU4WnmUZ9c+2+p2aZRIGlgKLDDMN/zbdKU+WT8NWAKMtbZsEoqPk02C1hayqzISY1/ramWTyURaWpoF1bEOZWVlvUpP9/R0fL/5FrcDB6gL7Y/nxeMIc1uBKIO9g+dzMOxclH2VsK9rsnrb/rQ29tBTURQOpCmYTOAacbRD8u2h50neJ/Fzxs9MqJlAf7f+HarjqMfdWGnkw/wPqTS1nqBcKIpiQ5V6H0KI9YqiTHJ0ufpk/W7DfMOwVrbtMcw3dGga3C793wTtbhKKW5RNgnYPCcXtyu7qfo6KT7kSGAb8ClQ3rM9IjG3RM9ScESNGKDt37uysWJuTlpbG7Nmz7a1Gu3RXz8pt28l76SXKV6/GNTSUkKvORlv9FSJvOww/A856HgK6HzfQW/anrbCHnjv+PszKD9OZeflw9LPDOlTHHnoWVBVwxrIziImIIfGUxA7VcbTjXltfy+ubX2fJtiUMDRjKczOfY3jQcBRFOSGiXHpKJA38pE/WpwAfAFnmdeHAPOBna8smQWsv2XrgGiCGY903ivm3xEmo2rmL/Dff/P/27jw+qvJe/PjnmUlmsk8WwhKETNhkG0BAURDEDZeoaLVW6y2xUipu2Ntb22hvvamtNb1trf0p1qoVY61itWrpjWKpbMqiiCwDJkAgg+wBsu+Tmef3xzmBCRJMILOEfN+v13nl5DlnzvfJSTL55jnPQs3ixVgdDnr/8AFS0ouxbHoMEvvBt16F4dfJqBoBQF1lE6veKiFjaDKjp/X/+heEUWpMKredexsFXxQwd8xcnA5nuKvUKXtq9vCTlT/BfcTNrcNu5aHzHyImqv0RTpKUCADcOe55rgLXNcBMAjubwnx3jvu9oAbPq5pHnuOkscmrCm5s+CYwyJOf3RzkOCIIGouLOTL/WWqWLMESH0/a3LtJOy8a69rfwIFKuPBeuPRh6cgqjtFas/yvxfha/Fz6H8PDsr5NZ+WMymHhtoU8v/l5fjX1V+GuToe9X/o+j615DKUUT05/kiszr/za10hSIo5x57jfB94PS/C8qnDF3gIkA2VhiC1OU8PWrRx59o/UfvghloQEet17D6nTh2Fd9QtYtgWcU+HqfOg7OtxVFRFm60f78biPcvGtQ0nu0z2WiEiLTePWYbfyl6K/cPfYu8lMiuyZhuu99Tzx6RO8W/Iu49LH8etpvyYjIaNDr5WkRADgKnA5gIcxWiv6YDzCKAP+AeS7c9yVQQue5zhlbPKqghfbSEiKnbmF62jbp0SGBEegho0bOfKn56ldtgxLUhK97r+f1JmXYl2TD2//DBwD4dZXYMQN8qhGfEXFwTpWvbmDgSNTGdPBfiSR4s7Rd/LGtjd4fvPzPH7x4+GuTruKy4t5aMVD7K7ezRzXHO4ddy9Rlo6nGpKUiFZ/A5YCl7pz3AcBXAWuvsCd5rEZoYhNXtVBAPIcoYr9P0G8tugC2u+ndvlyjv75JRrWr8ficNBr3gOk3noT1s0vQcGlgIJLfwqTH4Do2HBXWUQgX4ufJS99QZTNymU5I7rFY5tAvWJ7ceu5t/Jq0avcNfouBicPDneV2tBas3DbQn677rc47A5emPECk/p1fsi9JCWildOd424zeNxMTvJdBa7vBjs2eVVtB64byUk+eY6gxvbkZ8vU/RHK39RE1aJFlC94meZdu4jOyKDPI4+QfOMNWIr/BgumQt1hGH0LXPlzcHSv/3xFaK36ewmHv6zhmrku4h3dc4ahOa45vLPjHZ5a/xRPX/50uKtzTHVzNXmr81iyewlT+0/llxf/ktSY1NO6liQlotVuV4Hrx0BB6yyu5uyud3J8REzQYpPn+DFQcGwWV2N211DEFhHGe+gQlW/8jYq//Q3fkSPEjBxJxu9+S9KMGaht/4SXp0P5Lsi8GG5fCOeEfMS96GZ2rDuEe9lexl4+gEHj0sNdndOWHJPMbNdsnvr8KdYdXMf5fc8Pd5VwH3bz0MqHOFR3iP+a8F/MGjXrjBYQlKREtPoWkAusMJMRDRwCFgG3hiq2mYyELLYzt7DN1Pae/OzQTasvjtFaU//pOhzPv0DJpk3g95MwbRqp372TuEmTUJ6PYMGVsH8D9B4J334Thl4p/UbE1yo/UMfSV4vpO8jBRd+IrEcep+OOEXewcNtC8j/N543r3uhUf42upLXmlS9e4an1T9E7rjcvX/MyY9PPfJ5LSUoEAO4cd4WrwLUAWAKsdee4a1uPuQpcVxPM+ULyqirIcxyLTV5V7fFjjqDEduYWjuMkU9s7cwsrgXs7OnmaODO+2jqqFv2Dytdfp2lHCbb4eFLvzCHlttuwDRgABzbDX2+Bkn9D0jlw4x9hzLfAEjlrlIjI1Vjn5f3n3ETbLFw1ZzRW6+n/Bx8pYqJiyD0/lx8s/wF/LforOaNyQl6HysZK/nvVf7Ni7wouH3g5P5/8cxx2R5dcW5ISAYCrwDUPuA8oAl50FbgedOe4/2Ee/hVBTUocbWKT53iQvKpgx34ZuNuTn91mantnbmEoprbv0bTWNKxfT+Xb71CzeDH++npiRo2i3+OPszExgVEzZkBZEbzxHShaBDHJcOUv4ILvQ3RkLCsvIp/P5+eDF7ZQfaSBmT8YR0JK9+xHcjKXDbyMaedMY/7G+czInEG/hH4hi72hbAMPrXiI8sZyHr7gYW4ffjuqC1ssu3/aKLrKHGCCO8d9IzAd+JmrwPWgeSzYbeRzgAnkVR2LTZ4j2LHjT0xIADz52WuB+CDF7NG8Bw5w5Lnn2Hn11ez+j+9Qs3gxiddcjXPh6zjfepPkm79BbEsZvDUbnr0Idi6DaT+GBzfBlHmSkIhOWfW3HewtrmD6HeeSMTQl3NXpUkopHpn0CArFIx8/gs/vC3pMn9/HC5tf4LuLv4vNauMv1/6Fb4/4dpcmJCAtJeI4S+sjG3eO2+MqcE0H3nIVuDIJflJiOfbIJq/KQ55jOvAWeY5gxn7fmVsYrqntewx/YyM1//6Qqrffpm7NGtCauPPPp9fce0i6agaWOHPyqvJdsOI3XLBpoZF8XPwDmDwP4k6vB7/o2Tb860vcK/Zx3pUDGTG5Y5N2dTf9E/rz8KSH+dmqn7Fg6wK+5/pe0GLtqdnDTz/+KRvKNnCN8xoevehREmwJQYklSYlodchV4BrnznFvBHDnuGtdBa7rgJcw1ocJamzyHOPIq9oIQF5VLXmOoMb25GfPc+YWnnRqe09+drCntj+raa1p3LyZynfeobrwPfw1NURl9KPXPffguOlGo69Iq/JS+PhJ2PgaWKLYe871DLjtd5DQfUdIiPAqWn2A1W+XMGRiby68qft3bD2VmYNnsnLvSp7Z8AyuXq7TmhfkVLTWvFvyLvmf5mNVVp6Y+gTZWdld3joSSJIS0WoW0BJY4M5xtwCzXAWuP4U6NnlVLcAs8hxBi+3Jzw7ftPpnGe330+zxULtsGZXvvENzyU6U3U7ijBkkf+MmYwSNJeBpcVkRfPx7cL9ldFqdOBum/pCd64sZIAmJOE2lm4+w7NViBoxI4Yo7R2LpZhOkdZZSiscmP8auyl38cPkPeT37dQYmnfkq2ABl9WU8vvZxlu5Zyvl9z+fxKY+HpO+KJCUCAHeOe+8pjq0KavC8qnZjk1cVlNjO3MJTTm3vyc+uDEbcs4X3UBmNW7fQsGkzje7NNLi34K+pASB23Dj6PvZzkq65BmviCQvh7d8AK38Lxf8H0fFw4T1w0f2Q1PpmVxzaL0ScNUo3H2Hxn9ykD0jg6rtdWKN6RpfJBFsCT1/2NLe/dzvfX/J9Fly14Iyu59d+3tz2Jk99/hRev7dL5h7pDElKRE91bGp7T372QQBnbmGoprbvNrTWtOzfT8MXX9AYsPkOHzFOsFqxDxtG0rXXEjtmDHETJ2DLzDzxIrB7FXz0JOz8EGIcRgfWC++RPiOiS+zacJgPXtxCrwGJ3DBvLLaYnvWnbUDSAJ674jnm/GsOd31wF7OTZp/Wdb44+gX5n+azoWwDk/pO4tGLHu2ylpeO6lnfOSGOc3rys9tMbW8mJ/nO3MJgT6sfkbTfj3fPnuPJx1YzAamsNE6wWLAPHkzC5CnEjBpJzKhRxIwciSW2nbVmfF7Y+g6seQYObIL4dLgiz3hUE5MUqi9LnOVK1pex5M9bSc9M5Pp547DH9sw/a6N7jeZPV/6Juf+ey+8O/g7nQScT+3ZstuMDtQd4esPT/HPXP0m2J/PLKb/khsE3BLXvSHt65ndPCNjtzC38MVDQOourObvrnfSAqe1bystp2r7d2HbsoHH7dpp2lKDr640ToqOxDx1C4pVXEDNyJDEjR2IfNqz9BCRQQwWsfxk+eR5q9kPaULju9zDmNrB1j6XiRfew9aN9rHhtG32yHFz/wFhsPTQhaTUmfQyvXfsas/9vNrP/NZuckTncM+4eYqNO/ntbdLSIgi8K+KD0AyzKwl2j7+J7ru+RaEs86fmh0LO/g6InOza1vTO3sLdZFqpp9UPGX1dH065SYlav5tCatTTt2E7j9h34jhw5do41ORn7sGEkf+Mb2M8dZiQgQ4disdk6F6zmEKx6ykhIvPWQdQlc/wcYcgVYesbzfREa2q9Zu2gXny/ezcBRaVw1Z1SPe2TTHqfDyY/6/YhPYj5hwdYFvFf6HjcPvZn+if1JjE6k0dfItvJtrNi7gpLKEuKi4rht+G3MGjkrpJOwtUe+i6JH8uRnVwA/MbduTWtNy8GDNJeW0rSrlOZdu2gq3UVzqYeWgwcBYy79Crsd+5AhJEydin3YMOzDhhIzbBjWXr3OrJm27iis/oPRMuJrBtc3YfL90DfYI8lFT+Tz+ln6lyK2f3qIkRdncMntw7CcBdPHd6VYSyx5k/O4btB1zN84n2c3PdvmuFVZOa/3eeRekMv1g68nyRY5j1MlKRE9ljO3cDjGHCVrPfnZdQHlV3vysyNuAjV/YyPNu3ebSUcpza0JiMdz/LELYElIwDZoEPGTJmHLysI2KItNFZVcfMvNKGsXrhlTXw5rn4W1f4TmOnDdApfkQq8hXRdDiAC1FU0sft7NodJqJs0cxISrM8PS76G7mNh3IguuXkBNcw2VjZVUe6uJtkTjTHJis3ayJTREJCkRPZIztzBwvZ0/O3MLH/TkZ4dmrZ9T0FrTUlZGc2mp0fJRWkpzqYfm0lK8+/YZI1kAlCI6IwNbVhbJEydgHzQIW9YgbFlOotLTv/JG7Vu+vOsSkvpyWDMfPvkTNNfAiBvg0keg94iuub4QJ7FvewUfvLCFlmY/V80ZzZAJvb/+RQKARFtiWPuJdIYkJaKnmgNM8ORn1zpzC53AW87cQqcnP/sPBH9affz19TR7PG2SjubSUpo9HvwBrR4qLg6bM5PYsWNx3HQj9qwsbIMGYcvM7Fin065UX26MpPnkeSMZGTnTGNrbd3Ro6yF6FO3XbPxwD2ve2YkjPZYb/9NFaoYsT3W2kqRE9FQWT352LYAnP9vjzC2cjpGYdNl6O7qlBe/+/TR7PG0TEM/xvh5Am1YPx4QJ2LKcRvKRlUVUnz7hb56u3m+0iqx70XhMM3ImXPJj6DMqvPUSZ73aiiY+LPiCvcUVDDovnctnjejxI2zOdvLdFT3VIWdu4ThPfvZGALPFpNPr7biAqkWLaDlyFF9FBb7KClrKDht9P/btA6/32LmWpCRsWc7jfT2ysrBlOY1WD3sELqt+cIvRMuJ+C7QPRt5oJCPymEaEQMn6Mpb/tRhfi5/pd5zLyIszwp+gi6CTpET0VF9Zb8eTn90CzHLmFnZ4vZ1fKAv7f2wO4ImOJio5GWtaGvZzzyVxxgxsmZnHEg9ramrkv6lqbcy6uvoZ2LXMmAr+/NkwaS6kZoW7dqIHaKzzsurNHRSvPUjvzESuvGsUyX1kfpueQpIS0SN58rPbXW/Hk5/d4fV2fqr9vL54MVFpaVgSEyM/6WhPQyVsWgifvQRHtkFCX7j8f2DidyE2Jdy1Ez2A1pqS9WV89MZ2GutamHitk4nZTqwy3LdHkaREiDOwFbBndeMWhH2fG4nIlr8bE571nwA3/hFG3wxREfhISZyVmus0hc9uZrf7KL0zE7l+3nDSB3SP0SKia0lSIkRP01AJW9+Gz18xVu2NjjPmGJk4GzLGhbt2ogdp8frY9OEedr6vsVgqmHLLEMZceo5MhtaDSVIiRA+g/D7YsQQ2vgbFheBrgvQRcM3/wtjbjJV7hQgRrTWlm46w6q0dVB9pJLE/3HjPJJJ6hXiYu4g4kpQIcbbSGg5uBvebXPjZq7CywugfMiEHxt4OGedBd+0DI7qtw1/WsPrtEvYWV5DSL54b5o1jZ9lmSUgEIEmJEGcXreGgG7a+Y2wVpWCJoiZlPPYr5sHQqyAqMqeXFme38v11fPrPXezccBh7fBRTvzWM0dMysFgt7CwLd+1EpJCkRIjurjUR+eJd2PoulO8EZYWsaXDxf8Lw69iyzs30EdPDXFHRE1WW1fPZex62f3KQKJuVidlOxl0xELtMgiZOQn4qhOiOvA1QuhK2L4btH0D1vuOJyJR5MPx6iE8Ldy1FD1a2u5rPP/iSXRvKsERZGHvFQMZfNZDYBGmpE+2TpESI7qLySyj5t5GE7FoBLQ3G5GaDL4XpuXDutRDfK9y1FD2Y9mv2FJWzYcmX7C2uwBZj5bwZmYy57BziHTLEXHw9SUqEiERaQ/ku2L0KPKuMj1V7jGPJA2H8LBh2FTgvlvlERNg11nopWn2ALR/to/pwA3FJNi66aTCjpvWXxzSiU+SnRYhIoDUcLg5IQlZDrbloX1wvyJwMkx8wHs+kD5dRMyLs/D4/e4or2P7JQXZ+fhhfi59+QxxMuiGLweN6Y42WuUZE50lSIkQ4+H1waKuZhHwMX66B+qPGscR+RguIcwpkToFewyQJERFB+zWHPNVs//QQJesP0VDjxR4XxYgp/Rg9rT9p/RPCXUXRzUlSIkQo+LxwYDPs/thoBdm9BpqqjGPJmcZQXecUo0UkJUuSEBExmhta2FNUjsd9hN1bjtJQ48UaZcE5Jo1h5/clc3SatIqILiNJiRDB4PfDITfsWm5sX34C3jrjWNpQGHWj0RqSORkc54SxoiJYWrw+Kg/VU36gjoqD9dRXN9NQ3Yy3yYfWGI/sFNhiorDHRWGPiybOYSMxJYaE1BgSUuzEO2whn3K9vrqZgzur2L+zkgMlVRz5sga/X2OPi2LgqDQyR6fhHNNL+oqIoJCfKiHOiDY/mB1TPR8ZQ3V3rYD6I8ax9OEw7ttGApI5BRL7hK+6Imga67zs31HJ/u2V7NtRwdG9tUbygdHwFZMQTWyiDVuMFWVRKKXQfk31kQaa6ltorG+hpcnX5prKoohPtpGYGkNiqpGsHN+3k5gSQ3SMtdOrU3ubfdRVNFFX2UTVkQbK99VRfqCW8v111FU1A2CNstDbmci4GQPJHJVG30FJsiaNCDpJSoQ4A9tuPwSPpYGygM94MyehDwy5HAZdCoOmQ1K/sNZRBEd9dTMHSirZZyYiR/fXggZrtIW+WUmMvzqTtP4JpPaLJ7l3XIcecTQ1tFBb3khtRRM15Y3UljdSU9FIbXkTB3ZWUfdZGX6/bvMai1Vhj48mxmxtsUYpLFaFslioqPCzaPNGWpp8eJt9eJt8NNZ6aapvaXONqGgLKf3iOWdEKmkZCfQb4iB9QKI8lhEhJ0mJEGfgGXc8999zN/hbIMVpjI5JGyJ9Qs4yWmtqjjZysLSK/dsrKdnkZ+vCjwGIslnoO8jBpOuzyBiaQh9n0mn/MbfHRmHvn9Buh1G/X1Nf1UTNUTNZqWiiqa6FxnovTXVGsuFr8eNr8eP3teCth2Z7C1E2Kwnx0UTbLMTERxOfYic+2diS0mJITIvFYpGfWRF+kpQIcQae3pLI/Vf8T7irIbqQ1pqa8kYOf1lD2e4aDu+upuzLGprqjNaF6Bgr9hQYf/lgMoYmkz4wEWtUaFoULBZFQkoMCSkxdKT9bfny5UyfPjHo9RKiq0hSIoTokbTW1Fc3U76/ztxqKT9g7Dc3Gn07LBZFav94Bo9LJz0ziT7OJNL6x7Pyo5WMn54Z5q9AiLOPJCVCiLOat8lH1eEGqg7XU1XWQNXhBioO1lF+oO5Y6wdATHw0qRnxDJvUl9R+8aRnJtKrfwJRNmsYay9EzyJJiRCiW/P7/NRVNVNb0URteSNVR4zEo6qsnqrDDdSbo0laxSREk9w7jsHje5PaL57UjHjSMhKITYzu9CgWIUTXkqRECBGxfD4/jTVe6qubqa1opKa8idqKxjYjVOqqmtEnjEiJc9hwpMcycFQajvRYHOmxJPeOIyk9VubXECKCyW+nECJktNa0NPtprPPSWOelocaYUKyuupn66mb27vDzj40bqDc/b6z1fuUaliijs2diip3+56aQkGI35u1IMSYcS0yLwRYjb21CdEfymyuE6DS/X+NtbKGpoYXmBh/NDS3HEo3GOq8xTLX181ovTfXGx8Y6Y8jqyURFW1A2iO3jI7l3HP2GJBOXZDO2RBvxZvIRmxCNkuGrQpyVJCkR4gzYomLDXYVO0VrT4vXjbTQSiWYzsfA2+MwEwyhrPrZvnNd0wufeE2YePdGxCb3io4mJjyKpVyy9M5OMzxOiscdFHZvhNC7RRpzDRrTdyooVK2QIqxA9mCQlpzB/7tLhwEygv1m0D1h033OXFQUzbtHwESeNO6K4KKhxXQWuk8Z157iDGpc8x0njklcV1LjO3MKTxvXkZ3c47pwpv6bw2c1kjelFemYijvTYLnl0oLXG36Jp8fpo8fppafbT4vXhbTRm5TQ+GslBc2tZkw9vY8ux/cDy2mo/O95dcXzdla8RZbNgi43CHhtFdEwU9lgrCSl2bDFR2GLNLcZ67BxbTFSbZCPa3vmpz4UQQpKSdsyfu/QnwO3AQuBTs/gc4PX5c5cuvO+5y/Lbed3yM4lbNHxEu3GLho9YOKK46KRxi4aPOKO4rgJXu3FdBa6F7hz3SeO6ClxnFJc8R7txyXMsJK/qpHHJc5xRXGduYbtxnbmFCz352SeN68wtbBP38r2rSEq5Fs/mI8fKou1WYhOjsUZbiYq2YI2yYI1SaG0kG9qvjX3zo6/Fj8/rN5IPrw9fs5+WFv+xZXU6KtpuJTrGSrTdii0mimi7lbgkG9ExViivJ9OZcex4tN16LLmwx5r7MceTDVnjRAgRDpKUtG82MOq+5y5r09Nu/tylTwJbgZP/sfyqI19/ylfjjiguahO3aPiIkMR157jbxHUVuEISl7yqtj0a8xwhievJz24T15lb2OG4TQdLxr30/hO89P4TnQwthBDiZCQpaZ8fyAB2n1Dezzx2Uvc9d9n0tp938t/d04w7orioTdxORz3NuO4cd5u45IQmLnlVbeLqvNDE9eRnH4urlFoOoLWe3s7pEUHq2bWknl1L6tm1uks92yNJSft+AHw4f+7SHcAes2wgMAS4P9hxi4aPCEtcV4ErLHHJc4QlrjO3MNRxhRBCtEPpjvR666Hmz11qAS6gbUfIdfc9d9mphx6coaLhI04ad0RxUVDjugpcJ43rznEHNS55jpPGJa8qqHGduYUnjevJz+5Q3O7yH4nUs2tJPbuW1LNrdZd6tkeSEiGEEEJEBOliL4QQQoiIIEmJEEIIISKCJCVCCCGEiAiSlAhxAqXUS0qpMqXUloCysUqpNUopt1Lqn0qppIBjDyulSpRS25RSVwWUX22WlSilcsNZT6XUlUqp9Wb5eqXUZQGvWW7Wc6O59Q5jPZ1KqYaAujwX8JoJ5vklSqn/p7pwythO1vGOgPptVEr5lVLjzGPBvpcDlFLLlFJfKKW2KqUeNMtTlVJLlFI7zI8pZrky71WJUmqzUmp8wLVyzPN3KKU6P5i/a+t5h1k/t1JqtVJqbMC1PGb5RqXUZ2Gu53SlVFXA9/fRgGsF7ff9NOr5UEAdtyilfEqpVPNY0O5nl9BayyabbAEbMA0YD2wJKFsHXGLu3wX8wtwfCWwC7EAWsBOwmttOYBBgM88ZGcZ6ngdkmPujgX0Br1kOTIyQ++kMPO+E63wKXAgo4H3gmnDU8YTXuYCdIbyX/YDx5n4isN38GfxfINcszwV+be5fa94rZd67T8zyVGCX+THF3E8JYz0nt8YHrmmtp/m5B+gVIfdzOvB/J7lOUH/fO1vPE157PbA0FPezKzZpKRHiBFrrlUD5CcXDgJXm/hLgZnN/JrBQa92ktS4FSjCGGV8AlGitd2mtmzGms58ZrnpqrTdorfeb5VuBWKWUvSvr0xX1bI9Sqh+QpLVeq4131leAGyOgjq1LFYSE1vqA1vpzc78GKMIY0j4TKDBPK+D4vZkJvKINa4Fk815eBSzRWpdrrSswvr6rw1VPrfVqsx4AazGWfAi607if7Qnq7/sZ1vN24PWuqkuwSVIiRMds5fibzDeBAeZ+f45Pvgaw1yxrrzzY2qtnoJuBz7XWTQFlC8zm3J915WORUzhVPbOUUhuUUiuUUlPNsv4Y97BVKO5nR+7lt/jqG35I7qVSyonRAvYJ0EdrfcA8dBDoY+6H/eezg/UMNBujdaeVBv6ljMeO3w9GHTtZz4uUUpuUUu8rpUaZZRF5P5VScRjJ5t8DikNyP0+XJCVCdMxdwL1KqfUYzafNYa5Pe05ZT/NN9NfA3QHFd2itXcBUc/tOGOt5ABiotT4P+CHwmgrovxNiX3cvJwH1WustAcUhuZdKqQSMPzQ/0FpXBx4zW5IiYgKqztZTKXUpRlLyk4Dii7XW4zEe69ynlJoWxnp+DmRqrccCTwPvdnVduqiera4HVmmtA1sBg34/z4QkJUJ0gNa6WGs9Q2s9AeM/453moX20/Q/6HLOsvfJw1ROl1DnAO8AsrfXOgNfsMz/WAK9hNEWHpZ7mY7Cj5v56s3wYxr0LbNIP+v081b003cYJrSShuJdKqWiMP0x/1Vq/bRYfMh/LtD7qKjPLw/bz2cl6opQaA7wIzGz9GYA297QM4+e3S+9pZ+qpta7WWtea++8B0UqpXkTg/TSd6mc0KPfzTElSIkQHKHMUhVLKAvw30DoqZBFwm1LKrpTKAoZidMhcBwxVSmUppWwYbw6LwlVPpVQyUIjRKW5VwPlR5ptq65vedcAWguwU9UxXSlnN/UEY93OX2URdrZS60HwkMgv4RzjqGFB2KwH9SUJxL82v/c9Akdb6yYBDizi+HGYOx+/NImCWMlwIVJn38gNghlIqxRyxMcMsC0s9lVIDgbeB72ittwdcJ14pldi6b9azy+7padSzb+sjOaXUBRh/Q48S5N/30/i+o5RyAJecUBbU+9klgt2TVjbZutuG8Z/FAcCL8Wx4NvAgRo/37UA+5hIN5vk/xfgvehsBI0IwRj5sN4/9NJz1xPijWgdsDNh6A/HAemAzRh+KPwDWMNbzZrMeGzGayq8PuM5EjDfQncAzgd+DMHzPpwNrT7hGKO7lxRhN9JsDvo/XAmnAh8AO4N9Aqnm+Auab98xNwMggjMdTJeb23TDX80WgIuDcz8zyQRgjWTaZ97RLf49Oo573m/XYhNEhd3LAtYL2+97ZepqvuROjE37gdYJ6P7tik7VvhBBCCBER5PGNEEIIISKCJCVCCCGEiAiSlAghhBAiIkhSIoQQQoiIIEmJEEIIISKCJCVCCBFESqlkpdS9AZ9nKKXeCkKcPKXUPqXUY1197Q7GX6aUqlVKTQxHfHF2kKRECCGCKxk4lpRorfdrrW8JUqzfa60fDdK1UUpFtXdMa30p8FmwYoueQZISIYQIrnxgsLlI32+UUk6l1BYApdSdSql3lVJLlFIepdT9SqkfKmNBwrVKqVTzvMFKqcXmImofKaWGnyqgUsqilNqhlEoP+LzEnDE3XSn1d6XUOnObYp5zgVJqjRl7tVLq3IA6LlJKLQU+VEr1U0qtNL+eLer4oolCnDFJSoQQIrhygZ1a63Fa64dOcnw08A3gfOBxjEX+zgPWYEynD/A88IA21uH5EfDsqQJqrf3Aq8AdZtEVwCat9WGMmWZ/r7U+H2MG3RfNc4qBqWbsR4FfBVxyPHCL1voS4NvAB1rrccBYjNlFhegS7TbFCSGECIll2ljAr0YpVQX80yx3A2OUsTLsZOBNc9kVAHsHrvsSxronT2FMKb/ALL8CGBlwrSQzhgMoUEoNxZjSPDrgWkv08ZVm1wEvmev7vKu13tiJr1WIU5KkRAghwqspYN8f8Lkf4z3aAlSaLRMdprXeo5Q6pJS6DGMl2NZWEwtwoda6MfB8pdQzGAnSTUopJ7A84HBdwHVXKmO5+2zgZaXUk1rrVzpTNyHaI49vhBAiuGqAxNN9sda6GihVSn0TjBVjlVJjO/jyFzEe47yptfaZZf8CHmg9QSk1ztx1APvM/Tvbu6BSKhM4pLV+wbz++A7WRYivJUmJEEIEkdb6KLDK7BT6m9O8zB3AbKVU6+quMzv4ukVAAscf3QDMAyYqpTYrpb4A5prl/ws8oZTawKlb0acDm8zzvoXRR0WILiGrBAshxFlAKZUH1GqtfxtQNhGjU2tIRsgopZYDP9Jay9BgcVqkpUQIIc4OtcD3WydPU0rlAn8HHg5FcKXUMmAQ4A1FPHF2kpYSIYQQQkQEaSkRQgghRESQpEQIIYQQEUGSEiGEEEJEBElKhBBCCBERJCkRQgghRESQpEQIIYQQEeH/A1aPwVr3lVd+AAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 504x360 with 5 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s.set_all_csts()\n", + "s.nri = 2e12\n", + "s.nruf2 = 0.25\n", + "s.ppgf2 = 0.25\n", + "s.fcest = 1975\n", + "s.lyf2 = 2\n", + "s.run(N=400, dt=0.5)\n", + "plot_world_with_scales(s, title='Fig 42. \"Unlimited\" ressources & pollution controls & Birth controls & Increment agricultural productivity')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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0WbYfVUwQBEGoNyodYCRhWooKuBdoCSwpc4sUCdNSXpyeGP36VfZLLft6emL00BrkFA+8Veb1SOAlwBPlPtlxV9vRGKUtF1ebZqxJ3FKtdEm65wyxhrd0STo3lEFJtla2gy5JVy6uIdZQq7jo1c+hz3oLvbpacdGrU8u/zqpN3KvSxCXfZYqP+baC5eXimuJjrBpXEAShKatq5K/PUQriBuCjhGkp/0xPjH7Ssm4CUGFhvpIkSUtkWR5VzZzCtGnGNWVeZ2vTjLMBjFHaB6p5jNrELXU38KMuSfccygAiiwyxhg/sFRe9+lJc9Fn2iFuZGcB/CnMFcetXs4sgCEIDIMuyVNHySpuyE6al7LCM2FU6dOanKMNO3gqsm54Y3b06wSVJ2iTLcq/qbGuM0u7Rphk7XGXdXm2aMbI6x6lpXF2SrkeZly4oH0pWA18DGGIN1W5Cr0lc9OpK46LPsk1cC01c8o6rHQ6INMXHuFV1jDbtOsg/L1tDTn4xOQVlHvnln+cWFnPBsizXsuxCQXGlx/Z1d6aZlyt+Hi74ebri5+lCgJcbgT6uBHm7EejjRpC3G0E+bvh7ueKiunq3idTUVIYOHVrV23E4kad1NYQ8G0KOIPK0JkmSrlqYqzpjdi19Yhk68/6EaSmvoNym4229FMtJN0Zp+2rTjOvLLjRGafuhDINpK+9e8focytCW76IM1BHdyOKWCkG5XHDuiuUSyj3oVXJVQb+2AbUKXmKWyc4r4nxeEecuFpJ1sYjzeYWcy1WWZV0stKwr4vzFQg6dzuVMTgG5hRWPW+Lv5UqgtyuBlmIdqnanudqDMLU76VklnMkpwN/LFUmq8O9BEATB4aoqzJsSpqWMmp4YvaR0wfTE6BkJ01KOc/neZWt7FvjVGKWdBZSeLfYEYrk8QIjVGWINw2x17ErpsxwT97KFgHeZ4TYvufJasi2onCSaebnSzMuVNnhVe7+LhcWcvlDIqZwCTl0o4HSZr6XPtxw5R2ZWAYUl5kv76df+jZuzE2Fqd8LUHoT5KYW7tb8n4QGehAd4EezjhpOTKNyCIDhGpYV5emL07QnTUvokTEvpPT0xemPCtJSOKJNMpE1PjHaxRULaNOMGY5S2L/AwyuQWoMwc1U+bZsy0RcymzBQfc08l66bYM5ea8HR1pnWAM60DPCvdzmyWOZNbyImsPP5avQn/lhGcyMon/XweJ7LyWXfgDJkXCigxX76k4+7iRLi/F60DPNFYinV4gCcRQd6Eqd3F2bYgCDZVVa/sV1CmF3ROmJbyF9AXZYSruIRpKd2nJ0a/YYuktGnGkyg9sAWhTpycJIJ8lGbtsyHODB3Y5j/bFJeYST+fj+lMLofP5HL4zEVMZy5iOp3Lv3tPUVB8+Yzbx82ZdiHeRAb70D7Em8gQHyJDfAjxdRMFWxAEq6iqKXsiyhSDbkAG0HJ6YnR2wrSUmcB6wCaFub7RJenuMsQaquydbHV69V3os+wft4lxVjnROsDTcvYdVG6d2SyTeSGfQ6dzOXAql32ZF9ibeYG/jZn8uunope183Z3pEOpD5xZqdJZH2yBvVKJJXBCEGqqqMBdPT4wuAS4mTEs5MD0xOhtgemJ0XsK0FHMV+1qNMUoboE0znrFXvApU67ahRhRXsHBykpRr0WoPBkQEllt3JqeAvZk57DupFGvjiQv8suEo3xaZAPB0VdGpue+lYt29dTM0AZ7izFoQhEpVVZgLE6aleE5PjL6I0gELgIRpKWqUCSKszhiljQdmatOMp41R2l4oA22YjVFaF+BObZrxn8qPUDu6JF1ltw2F2CImAHq1Y+IKdRbg7UZ/bzf6R1zukV5iljlwKgfDsSwMx5VH2WId6O1Kr3B/emma0UvjT6fmvpXe4iUIQtNTVWEePD0xugBgemJ02ULsgtJL2hZitGnGOMvzd4DJ2jTjRmOUNhL4CajRfbo1UOfbhhpYXMEGVE7SpevON/VsCSjFev/JHDYfPsemw2fZZDrHkl3KhGDuLk50a+XHwIhABrUPpEtLPwdmLwhCfVBVr+yCqyw/DdhqFilnY5TWWZtmLAY8tGnGjQDaNONeY5S2ysEu6mAh4G2INWy7csWVQ27aIi76rP/E/c+Qm0KDpHKS6BDqQ4dQH6b0bQ1AZnY+m0xKoV5/8Czv/rWXd//ai6+7M+3VMsfcD3NN+0DCA6p/C5kgCI1DVWfMjvApsMjSpL3EGKX9EJiDMtDGNlsFNcQarnrbkCHWYLvbhvRZV42LPqve3q4k1E2IrzsxXcKI6RIGKNerVx84w6p9p/h753FenLcTAE2AJyO0IVzbMYSe4c1wFs3egtDo1bvCrE0zfmyM0hqAB4FIlBzbA/Oo5tjcgtDQBHi7MbZrc8Z2bc6KgLO07tybVftOs2LPSb5be5ivVh2imacLw6KCua5jCIMjg/B0rXd/voIgWEG9/MvWphlTgVQHpyEIDiFJEhFB3kQEeRM7QENOQTH/7j3FX7szWW48yZwtx/FwUTGiYwg3dm3O4MggXJ3FmbQgNBb1sjBfjTFKe5c2zShuHxKaFG83Z8bowhijC6OoxMzGQ2dJNpxgkeEEf25PR+3hwujOoYzt1py+bQLEvdOC0MA1qMKMuK9XaOJcVE4MaBfIgHaB6Md2YtW+08zfdpwF29P5ZeNRWvh5MKlXS27u1Yrmfh6OTlcQhFqod4XZGKUV9/UKQjW4qJwYFhXMsKhg8gpL+NuYyW+bjvLh8n18uHwfQyKDuKV3a4Zrg8W90oLQgNS7woy4r1cQaszDVcUNXZtzQ9fmHD17kd82HeW3TUeZ9sNmQn3duaN/OFP6tKaZl2vVBxMEwaHqY2FeCHhr04zbrlxhjNKm2j0bQWhgWvl78tR1HXhseHtS95wiaa2Jd5bu4aPl+5jQoyV3D9TQPsTH0WkKgnAV9a4wa9OMV72vV5tmFPf1CkI1OaucGNExhBEdQ9iTcYFZaw4xZ8sxft5whKEdgnh0eHt6tG7m6DQFQbiCuPAkCE1Ah1Af3prQhbXPDeepayPZfvQ8Ez5dwx1fr2ej6ayj0xMEoQxRmAWhCfH3cuWR4e1Z9Ww0z42OYnd6NpMS13LbV+vYlZ7l6PQEQUAUZkFokrzcnHlgSASrno3mxRgtu9Ozuf7jVTz9+3Yys/MdnZ4gNGmiMAtCE+bhquLea9qS+vQw7rumLfO3pTP0nVQ+/Hsf+UUljk5PEJokUZgFQUDt4cLzY7T8/eQQhkUF8f7fexnz0UrWHzzj6NQEockRhVkQhEtaB3jy6W09+e7uPhSVmJn8xTqem7ODrLwiR6cmCE2GKMyCIPzH4Mgglj4+mPsHt+XXjUcZ8d4/rEg76ei0BKFJEIVZEIQKebo68/wYLQseHkSAlyt3zdrIy/N3imvPgmBjojALglCpzi3UzJs+kHsGteG7tYe5/uNV7E7PdnRagtBoicIsCEKV3F1UvHR9R76/pw/ZeUWM/3Q1q46L686CYAuiMAuCUG3XtA9i0WPX0KN1M74yFPLcHAMFxaJpWxCsSRRmQRBqJNDbje/v6cOYNi78vOEINyeu5eQFMSiJIFiLKMyCINSYs8qJmzu4knh7T/Zm5jA+YQ17My84Oi1BaBREYRYEodZGdQ7ltwf6U1hi5qbP1rB6/2lHpyQIDZ4ozIIg1ImupdJrO0ztTuw3G1iwPd3RKQlCgyYKsyAIddbCz4M/HhxAj/BmPPbLVn7bdNTRKQlCgyUKsyAIVuHr7kLSXX0Y1C6QZ/7YwXdrTY5OSRAaJFGYBUGwGg9XFV/F9mKENoSX5+/iq5UHHZ2SIDQ4ojALgmBVbs4qPru9B2N0obyebOTnDUccnZIgNCjOjk5AEITGx0XlxAeTu3OxcBPPzzXg5ebM2K7NHZ2WIDQI4oxZEASbcHV24rPbetJb48+Tv24jJS3T0SkJQoMgCrMgCDbj4ari69hedGzuy4M/bGHrkXOOTkkQ6j1RmAVBsCkfdxe+ndqbEF937vtuE0fPXnR0SoJQr4nCLAiCzQV4u/HN1N4UFJu5J2kj2fliZipBuBpRmAVBsIt2wd4k3t6Tg6dymf7jFopLzI5OSRDqJVGYBUGwm4HtAnljfGdW7jvNW4vTHJ2OINRL4nYpQRDsanLv1uxOz+brVYfo0boZMV3CHJ2SINQr4oxZEAS7eyGmIz1a+/HMH9vZf1JMFykIZYnCLAiC3bk6O5FwWw/cXVRM+2ELuQXFjk5JEOoNUZgFQXCIMLUHH9/anYOncnh+rgFZlh2dkiDUC6IwC4LgMAPaBfLEiEjmb0tn3rbjjk5HEOoFUZgFQXCoh4a1o7emGS/P2yUGHxEERGEWBMHBVE4S793cDYAnft0m7m8WmjxRmAVBcLhW/p68Nq4zmw6f47PUA45ORxAcStzHfBW6JJ0/gCHWcNaugfVqf+Vrlt3iauKS/YA7AQ1lfidM8TGP2isHQRjXvQUr9pzkg+X7GBYVTOcWakenJAgOIQpzGbokXWvg/4DhwHlA0iXpfIEUIM4QazBdZb/UOgXWq/8TF736Ulz0WRXGRa+uW9zLFgHrAANQZTuiJi65XFw3KyUhCK+O7cyaA2d45o8dzH94IC4q0agnND2iMJf3K/ABcJsh1lACoEvSqYBJwC9AP1vHRZ9VAoBebY+4pdxN8TFP1nZns9lMamqqFdOxjZycHJGnFdkqz1vawcdbs3lu1t9cH+Fa5+M1hO9nQ8gRRJ72Itnj3kFJkjbJstzL5oHqGFeXpNtniDW0r+m6usZFr96HPqviY1e2rq5xLTRxyU8AOcBCoKB0uSk+plrN6R06dJD37NlT07B2l5qaytChQx2dRpVEnvDQj5v523iSRY9eQ7tg7zody9bfz4tFFzFlmygoKaBbUDckSarxMcTP3LoaQp6SJCHLcoW/LOKMubzNuiTdp0AScNSyrBUQC2y1ZVz0akfELVUIvAO8AJR+UpOBtnaILQj/oR/bidX7zxA3ewe/PdAfJ6eaFztbyi3KZcGBBfx1+C+2Zm6lWFZGLhsbMZbXB75eq+IsCKVEYS7vTuAeYAbQwrLsOLAA+LoRxi31FNDOFB9z2g6xBKFKwT7uvHR9R/73+3Z+3HCEO/qFOzolAPKK85i1axZJu5LILcqlfbP2xHaKpVNgJ3ad3sXXO7+mc2Bnbo261dGpCg2YKMxlGGINhcBnlof96LMcE/ey/YAY2UGoV27q0YI5W44xc+keYnRh+HvV/XpzXRhOGXj636c5nnOc4a2Hc3fnu+kS1OXS+hGtR2A8a+SjLR8xps0Y1G6iV7lQO6Iwl6FL0jmjnLmOo/yZ63zga0OsocgmgfXqSuOiz7JN3MtygW2auOQVlL/GLG6XEhxGkiRmjO3E6A9X8s7SNN6a0KXqnWxk7r65vLruVUI8Q/hm5Df0Du39n20kSeLJnk8y8c+JfL/7ex7u/rADMhUaA1GYy/se5XalGcAxy7KWKNd6fwAmN7K4peZZHoJQr7QP8WHqAA1frz7ELb1b07WVn91zWHBgAS+veZmBzQfy9uC3Kz0T7uDfgWvDr+UH4w/crr0dP3c/+yUqNBqiMJfX0xBriLxi2TFgnS5Jt9eWcdFnVRgXvdqWcQEwxcck2TqGINTWYyPaM397Oi/P38nchwbatSPYxoyNvLLmFfqG9eWj6I9wVVXdnP5g1wf5+/Df/Jz2Mw92e9AOWQqNjbh7v7yzuiTdJF2S7tL3RZekc9Il6SYD52wZF716Enr15Z+HXu2EXm3ruIJQ7/m4u/D8mCi2H8vi101Hq97BSo5kH+GJ1Cdo5dOK94a+V62iDNC+WXv6N+/PnP1zKDGX2DhLoTEShbm8W4CJQIYuSbfXcpacAUywrLN5XPTqvZazZHvEvUQTl+yviUv2t0csQaipcd1a0FvTjJlL95BTUGzzeNmF2Tyc8jASEgnRCfi6+tZo/5va30RGbgZr0tfYKEOhMRNN2eWlowxP+RWwBRgFDAR2cfnab6OJq4lL/s9QoJq45EtDgZriY0y2ii0INSFJEi/EdGRcwmq++OcAT17XwWaxSswlPPPvMxzNPsoX131BK99WNT7GsFbD8Hf3Z86+OVzT8hobZCk0ZqIwl/ctyvfEA8gCvIC5KIWrD0pnrMYU99JQoKb4mBIATVyyPYcCFYRq69bKj+u7hPHlykPc1i+cEF93m8R5f/P7rD6+mpf7v1xh7+vqcFG5MDZiLD/s/oHTeacJ9Ai0cpZCY1bjpuyEaSnBtkiklDFK28kYpR1b5vX7xijtN5ZHD1vGBnSGWMNklCbk64BJhljD98BdQHdbxkWfVS4u+ix7xA00xcf8WlqUAUzxMSWm+JhfgAAbxhWEWnl6ZAeKzWY++Ns2fSLn759P0u4kbo26lUmRk+p0rLERYymWi1l+eLmVshOaikrPmBOmpVx5zVECNiRMS+kOSNMToyscSzlhWkpqHXKKB94q83ok8BLgCbyMcq9vhYxR2rrEBXDSJelcUc5YPQE1cBZlAiWXOh670rjo1Y6Iu1kTl+zIoUAFoUbCA7y4vV84SWtM3DWwDZEhPlY79vZT25mxdgZ9Q/vydO+n63y8dn7taKNuw1+H/2JylK3veBQak6rOmE8Dm8s8NqEMgLHF8twWwrRpxrI9JrK1acbZ2jTj94Ct24O+BtKAbSjjRv+uS9J9CWxEadq1W1z0anvEvRNlqscZwFLLYwawE7jDhnEFodYeiW6Pl6szby9Os9oxM3MzeXzF44R6hTJzyExcnOr+eViSJK4Nv5aNmRs5k3fGClkKTUVV15ifBq4Fnp6eGG0ASJiWcmh6YnSbynaanhg9tOzrhz+vUREv9xFYm2Yse52z0mZ0bZqxXFwkqUYfHgyxhvd1SbpfLc/TdUm674ARwJeGWMOGmhyrRvRZ76NX/2p5no5efSku+iybxTXFxzh6KFBBqDF/L1ceHBbB/y3ZwybTWXpp6nYzQYm5hLiVceQW5fLltV9adVCQ68Kv44sdX5ByNKXOTeNC01FpYZ6eGP1uwrSUX4H3E6alHAVe4fLsQ7aSbozS9tWmGdeXXWiM0vZD6b1sU4ZYQ3qZ5+eBP2wdE1AK8uXndomriUuudChQU3yMrYcCFYRamTpAwzerDvH+33v58d669VH8YscXbMrcxOsDX6dds3ZWylAR2SyScN9wlpmWicIsVFuVvbKnJ0YfAyYlTEsZC/yFcg3Ulp4FfjVGaWehNJkD9ES57iku1FiXo4cCFYRa8XR1ZtqQCF5PNrLh0Fn6tKndWfPec3v5fMfnxLSN4cZ2N1o5S6U5e3jr4Xy36zuyC7NrfD+00DRVWZgTpqVEoZxNpaAU5gjL8lHTE6OXWDshbZpxgzFK2xd4GJhqWbwL6KdNM2ZaO14T19MUH1PhUKCauGSbDwUqCHVxW99wEv85yAd/7+Wn+2p+1izLMm+sewNvV2/iesfZIEPFsFbD+GbnN6w8tpKYtjE2iyM0HlX1yn4UmA4YUTooPTY9MXq+ZfWbgNULM4A2zXgSpQe2YFtnNXHJk4DZpvgYM4AmLtkJ5T5mMRSoUK95uKp4cGgEry3czfqDZ+jbtmZ3+CUfSmbLyS283P9lm0420SWoCwHuAaw4ukIUZqFaquqVfR/Qc3pi9DhgKPBSwrSUxyzr7DeSvGArpUOBZmrikvdq4pL3AZnYcShQQaiL2/q2JtjHjfdreF9zTmEO7256l84BnZnQboKNslM4SU4MbTWUVcdXUVhSaNNYQuNQVVO20/TE6ByA6YnRpoRpKUOBPxKmpYQjCnODZxlyczKAJi45wLJM3NchNBjuLspZ84w/d7P2wBn6R1TvrPnT7Z9yJu8MH0d/jMpJZeMslebs2ftmszFjIwNbDLR5PKFhq+qMOTNhWkq30heWIn09yv3EOlskZIzS+hqjtG8Zo7TfG6O0U65Y96ktYjZVmrhkV01c8p2auOThloI8UhOX/IkmLnm6Ji7ZlgObCILV3NqnNUE+bnyaur9a2+87t4+fjD9xU+RNdA7sbOPsFH3D+uLh7MGKoyvsEk9o2KoqzHeizHJ0yfTE6OLpidF3AoNtlNO3KGfjs4FbjFHa2cYorZtlnRi72bq+BWKAxzVxyd+jXFteD/RGmVBDEOo9dxcVdw9sw8p9p9l5PKvSbWVZ5s31b+Lt6s1j3R+rdFtrcnd2Z0DzAaw4ugJZtvUdp0JDV2lhnp4YfWx6YnTGVdattk1KRGjTjHHaNOM8bZpxLMotUynGKK0Yu9n6dKb4mMnAeJQxuiea4mPsMUa3IFjVbf1a4+PmTOI/ByrdbtGhRWzK3MSj3R+1aYevigxrNYyTF0+y+8xuu8YVGp76OB+zmzFKeykvbZrxDeBL4F/ExArW5qSJS3ZFGW2tdIxusP0Y3YJgVb7uLkzp15pFhhMcPpNb4TYXCi8wc9NMOgd05qb2N9k5QxjccjASEquOr7J7bKFhqY+F+U8guuwCbZpxFvAUILo0Wtd/xujWxCXbY4xuQbC6uwe2wdnJiS9XHqxw/afblA5fL/Z70S4dvq7UzL0ZUf5RrDuxzu6xhYal3hVmbZrxGW2a8e8Kli/RphnbOyKnxsoUH/M+MAjob4qP+Qi4CWUii3tM8TEzHJqcINRQiK8747u34PdNxzidU1Bu3Z6ze/gp7ScmRU6iU2AnB2UI/Zr3Y9upbVwsuuiwHIT6r94V5soYo7R3OTqHxsYUH5Nuio9Jtzw/b4qP+cMUH2O7CTsEwYbuH9KWwhIzs1abLi0zy2beWP8Galc1j/Z41HHJAf3C+lFsLmZz5maH5iHUbw2qMKOM6SwIglChiCBvrtWG8P26w+QVlgCwIXcDW09u5YmeT6B2U1dxBNvqEdwDVydX1p5Y69A8hPqtyrGy7c0Ypd1xlVUSEGLPXARBaHjuHtSGZbszmb/tOKO7qpl/bj5dg7raZJKKmnJ3dqd7SHdxnVmoVL0rzCjFdyT/HatZAtbYPx1BEBqSvm38iQr1YdYaE/vN/5JrzuXFfi/iJNWPBsL+Yf35YMsHnMg5QZh3mKPTEeqh+liYFwLe2jTjtitXGKO0qXbPRhCEBkWSJO4aqOG55MWk7/mNwT6DifKPsm6Q7HTY9xdk7IDifPAKhkGPg3vVTeXXhV/HB1s+YKlpKVM7T7VuXkKjUO8KszbNeE8l66ZcbZ0gCEKpG7qG8frWBTjjQ4yfFWd0Or0fls+AtGSQS8DNF1w8IScD/NtAjzurPEQr31Z0CujEEtMSUZiFCtWPth1BEAQrSjbNA7cjXEgfTW6BW5XbV8lcAv+8A5/1h4Op0H86TN8Azx6GJ43KmfLxLdU+3CjNKHad2cWR7CN1z01odERhFgShUTmdd5oPNn+ALqA75gvdSTlSXLcD5p2Hn2+BFa9D1PXw8Ca47jUI6gBOTsqjeXdIr35hHqkZCcBS09K65SY0SqIwC4LQqLy5/k3yi/N545oZjOwUyj/Hii7dOlVjsgx/3A0HVkDMezDxG/Cp4OaQFj0hcxcU5VXrsGHeYXQP7s6fB/8Uk1oI/yEKsyAIjcbfh//mr8N/8WC3B2mjbsOd/TXkFsHCHem1O+DO2XBgOYx8E3rfA9JVpqEP6wbmYjhZ/Qkqxrcbz6GsQ2w/tb12uQmNlijMgiA0ClkFWbyx/g2i/KOI7RQLKLdOhXpJ/LyhFtdyzWb49x0I7gi9761822Ct8vXU3moffqRmJJ7OnszZN6fmuQmNmijMgiA0Cu9tfo9z+eeYMWAGLk7K5GiSJDG0pQtbjpxnT8aFmh0wbSGcSoNrnlKuI1emWRtwclG2ryZPF09GtRnFEtMS8s35NctNaNREYRYEocFbd2Idc/bNIbZTLB0DOpZbN7CFM64qp5qdNcsyrJwJ/m2h0/iqt1c5Q2B7OLWnRnlPaD+BvOI8tuRWv+OY0PiJwiwIQoN2segi+jV6wn3DebDrg/9Z7+MqMbJzKHO2HCO/qJqdwPYvhxPbYdATUN0pIoM61OiMGaBLYBci1BGszRFjZwuXicIsCEKD9sm2Tziecxx9fz3uzu4VbnNrn1Zk5xezeOeJ6h105UzwbQldbql+IkFRcM5U7Z7ZoDS1j28/HlOhif3n9lc/ltCoicIsCEKDtf3Udn7Y/QOTO0ymV2ivq27Xv20AmgBPfl5/tOqDmlbDkbUw8FFwdq1+MkEdABlO76v+PsANETegQsWc/aITmKAQhVkQhAapqKQI/Ro9wZ7BPN7j8Uq3lSSJW/u0ZoPpLPtPVtEJbOVM8Aqq1vCa5QRZxuOu4XVmf3d/dJ46Fh5YSGFJYc1iCo2SKMyCIDRIXxm+Yv/5/bzc/2W8Xb2r3P6mni1xUUn8urGSs+bjW+BAijLkpotHzRLyjwBJBaeMNdsP6O/dn3MF51hxdEWN9xUaH1GYBUFocPad28cXhi+IaRvD4JaDq7VPoLcbwzoEM29bOsUl5oo3WvmuMu51r6vOpXN1zq4QEFHjM2aAKPcoQr1Cmbtvbs3jCo2OKMyCIDQoJeYSXlnzCj4uPjzb+9ka7XtTz5aculDAyv2n/7vypFG5d7nPA+DuW7vkatEzG8BJcmJcu3GsSV/DiZxqdlATGi1RmAVBaFB+NP6I4bSBuD5xNHNvVqN9h3UIxs/ThTlbjv935ar3wcUL+v33lqtqC4qCswehuKDGu45rNw6AeQfm1T6+0CiIwiwIQoNxPOc4n2z7hCEthzC6zega7+/q7MTYrs1ZtiuD7PyiyyvOHgLDH9DrLvD0r32CQVEgm+FMzW99auHdgn5h/Zi3bx5m+SpN7UKTIAqzIAgNgizLvLHuDQBe7Pci0tUmlKjCTT1aUlBsZtGOMk3Gqz9QBhLp/3DdkgzqoHytRXM2KCOBpeems+7EurrlITRoojALgtAg/HX4L1YeX8nD3R4m1Cu01sfp0lJNRJAXs7ccUxZkp8O2n6D77eAbVrckA9qB5FSrDmAA0a2jUbupRSewJk4UZkEQ6r2cwhze3vA2Uf5RTNFOqdOxJEliQo+WbDSd4/CZXFjzCZhLYOBjdU/UxQOaaZSOZLXgqnLlhrY3sPzIcs7nn697PkKD5OzoBATH08QltwEeATSU+Z0wxceMdVROglDWx1s/5lTeKT4Y9gHOTnX/tzW+ewtmLtvD4g27mLblW9BNUgqqNQR2qNU15ku5tR/PD8YfWHhwIbd3vN06OQkNiijMFdAl6UKAFpaXxw2xhky7BNary8VFn2WfuDAP+Br4ExC9ToR6ZdfpXfyy5xdu7nAzuiCdVY7Z3M+DAREBeGz+AoovKpNVWEtgeziwXDkLr+4EGGVENoukc0BnZu+bzW3a22p9LV1ouERhLkOXpOsGJAJqoPR+ipa6JN154CFDrKHCudl0SbrUOgXWqyuMi159HngIfVbFc8Lp1XWLe1m+KT7mo+purIlLLhfXzUpJCMKVSswlvLruVfzd/XmshxWamssY1yWYYUeXkhV+LergKOsdODASSgrh/GFl2shamBA5gVfXvsrO0zut9mFEaDhEYS5vFvCAIdawvuxCXZKuH/At0NWWcdFnlYuLXm3ruKU+1MQlvwIsAy7dgGmKj6nWJLFms5nU1FQbpWY9OTk5Ik8rskeeqdmp7D63m6mBU9m8ZnOtjnG1PDWZGwmUsvk0qxsdrfg+fLNy6AHsWDGHswFXn1ijshy9zd64Sq4k/JvALQE1mOHKxsTvpp3IsmzzB7DJHnHqGrfzrM77Klm332bv9xXfq8aVX/G1XVzLI/zZhW+FP7vwWPizC/8Jf3bhCssjpbr7R0ZGyg3BihUrHJ1CtYg8FRk5GXLfH/vKDyx7QDabzbU+zlXz/G2qnD2jpTzg9UVySUntj/8fuWdk+RVfWV79UbV3qSjH51c+L/f9sa+cW5hrvdzqSPxuWo9Sfiv+nyrOmMtbrEvSJQPfAaUj3bcC7gSW2DIuerUj4paaBLQ1xceIqW2EeuPtjW9TbC7mhX4vWP86a34WpCVzWnMTx3eb2WA6S7+2AdY5tqc/eAbA6b11OsykyEksOLCAhQcXcnOHm62Tm9AgiNulyjDEGh4FPgGGAc9ZHsOABEOsoY4jD1RCn3XVuOizbBf3sp2Anx3iCEK1/HvsX/46/BcPdHmAVj6trB9g93woKSDsmlg8XFT8uT3duscPjKzxvMxX6hrUlU4BnfjR+GNpi5jQRIgz5isYYg2LgcV2D6zPckxchR+QpolL3kj5a8zidinB7i4WXeSNdW/QVt2WqZ2m2ibI9l/BPwJ3TV9GdNzGIsMJ9GM74aKy0rlKYHtIS67TISRJYop2Ci+seoF1J9bRv3l/6+Qm1HuiMJehS9KpUc5WbwRCABk4CcwH4g2xhvM2CaxXVxoXfZZt4l72io2PLwjV9vHWj0nPTSdpVBIuKhfrBzh/BA6vgmEvgCRxQ5cw/tyezur9pxnaIdg6MQIj4eJ3kHsGvGrfRD5KM4p3N73LT2k/icLchIjCXN5vQAowzBBryADQJelCgamWddfZOi76rAwA9Gp7xAXAFB/zjy2PLwjVtfP0Tn5K+4mbI2+mR0gP2wTZ8ZvytYty3XZIhyB83J35c/sJ6xZmgDP76lSYXVWuTIycyJc7vuTohaO2adYX6h1xjbk8jSHW8HZpUQYwxBoyDLGGeCDclnHRZ719qSgD6LMy0GfZOq4g1BtF5iL0a/QEugfyeM/HbRNElmH7L9B6wKWRvtycVYzqFMqyXRnkF5VYJ05ge+VrHa8zA9wceTMqScVPxp/qfCyhYRBnzOUd1iXpngGSSkf7sowCNpXLvaVtEhe9+hkg6dJoX8ooYLaOC4AmLrnciGOm+Bh7jTgmCJd8t+s79pzbwwdDP8DH1cc2QdK3KGexA8r3qbyha3N+33yM1D2nGNW59hNkXOIXDirXOvfMBgjxCmFM2zH8sfcP7tXdS4CHlXqPC/WWOGMubzIQAPyjS9Kd0yXpzgKpgD9gy/sVLsVFrz6HXm2XuJq45G6auOR1llj/Z3n8o4lLXqeJS7ZRO6Ig/NfR7KN8tv0zoltFMzx8uO0Cbf8FVG7QcVy5xQMiAgjwcrVe72wnlTLTlBXOmAHu1d1LQUkB3+/+3irHE+o3UZjLiwTeNMQaolDOID8BDljWWamN6+px0WfZO+4s4DFTfIzWFB8zwvKIAh5HGXFMEGxOlmVmrJuBi5MLz/d93naBigvB8AdEjQEPv3KrnFVOjNGF8bcxk9yCYuvEC2xvlTNmgDbqNozSjOLntJ/JKsiyyjGF+ksU5vK+AXItzz8AfIB44CK2LVSOiutlio9Zf+VCU3zMOsDLhnEF4ZIFBxaw/sR6Hu/xOCFeIbYLtP8vyDsLXW+tcPX1XcIoKDaTknbSOvECI+GcCYoLqty0Ou7vcj95xXl8bfjaKscT6i9xjbk8J0OsofTjci9DrKG0OXeVLkm3zZZx0Wddios+61Jc9Gpbxl2siUt25IhjQhN38uJJ/m/j/9EtqBuTOkyybbDtv4BXEEREV7i6l8afIB83FhlOcEPX5nWPFxgJcgmcPQRWmCSjXbN23BBxAz8af+TWqFsJ8w6re45CvSTOmMvbqUvS3WV5vl2XpOsFoEvSRQJFtoyLXn0pLnq1MvK9Xm3TuKb4mKuOOGaKj7HHiGNCEybLMjPWzqCwpJDXBr6Gk2TDf0cXz8LeJcq8y1e5N1rlJDG6cygr9pzkYqEVmrMv9cy2TnM2wMPdlD/LT7Z9YrVjCvWPOGMu717gQ12S7kXgNLBWl6Q7inI2ea+t46JXX4qLXm2PuJjiYxw54pjQhM3bP49/j/3Ls72fRaPW2DbYrrnKVIxdK5+paYwujO/WHiYl7STXd6njWXOA9QtzmHcYt2lvY9auWdzZ8U46+Hew2rGF+kMU5jIMsYYsYKouSecLtEH5/hwrvXXKZvRZWcBU9OpycS/dOmUjmrjkSkccM8XHnLdlfKHpysjN4P82/h89Q3oyRTvF9gG3/wLBHSG0S6Wb9db4E+itNGfXuTC7eYNvC6v1zC51j+4eZu+bzQdbPuCzEZ9Z9dhC/SAKcwUMsYZsYLvdA+uz7B330ohjpviYDABNXLLdRhwTmiZZlnl59cuUyCW2b8IGPC6mw7ENcO2rUMUsVaXN2b9vPsrFwmI8Xev4L9KKPbNLqd3U3Ke7j3c3v8uGExvoE9bHqscXHE9cY27aNKb4mLdLizKAKT4mwxQfI0YcE2zm972/s/bEWp7q+ZRdhpgMyVwBkhPoqjckwBhdGPlFZlaknap78NJZpqw8O9St2lsJ9gzmm53fWPW4Qv0gCnPTdlgTl/yMZeQvQBkFTBOX/Cx2GHFMaHqOXTjGzE0z6RfWzz5zDJvNhGSmQtuh4Fu9Xsx92lxuzq6zwEgovAAXMqretgbcVG7cGHEja0+s5XTeaaseW3A8UZibtksjjmniks9q4pLPYZ+RzoQmqMRcwkurX0IlqXh1wKtIVTQrW8WRNXjkn7zqvcsVUTlJjOocQkraSfIK6zi+jw16Zpe6vu31mGUzy0zLrH5swbHENeYmzBQfcw541vIQBJv6dte3bMrcxGsDX7PfPbhbvqdY5YlzVEyNdhujC+OHdUdYseckY3R1yLV0lqnTe6HtkNofpwJt/doS7hvO6vTV9ulAJ9iNKMxNmCYuuS9gNMXHZGvikj2AOKAHsBt40xQfI8b+E6xi5+mdJGxNYKRmJDdG3GifoHnnYfc8MkOG0sK1ZgPZ9W0TQKC3K8mGE3UrzD5h4Opt9Z7ZpfqF9WPBgQUUlRTZZu5qwSFEU3bT9g3KsJ8AHwJq4G1sPxSo0IRcLLrIs/8+S6BnIC/1e8k+TdgAht+hOJ8TYTW/uUDlJDGyUygpxjo2Z0uSTXpml+of1p+84jy2ndpmk+MLjiEKc9PmZIqPuTQUqCk+5nFTfMwqU3zMDKCtIxMTGo/4DfEcvXCUtwa9hdpNbZ+gsgybkyC0Czk+EbU6RIwujLyiElL31HHs7NKe2TbQr3k/XJ1cWX5kuU2OLziGKMxN205NXPKloUA1ccm9ADRxybYeglRoIpaZljF3/1zu1d1Lr9Be9gt8YhtkGqDHnbU+RJ82/gR4Kc3ZdRLYHrKPQUFO3Y5TAS8XLwa1GMRfpr8wy2arH19wjHpfmI1R2hbGKG1ry0NcE7eue4EhmrjkA0BHYK0mLvkg8CU2HgpUaPwycjPQr9WjC9TxYLcH7Rt8cxI4eyhjY9eSs8qJkZ1DSUk7SX5RHZqzSzuAndlf+2NUYqRmJCfzTrLt5DabHF+wP5sUuoRpKam13dcYpX0OcNGmGV+1LFoLnAdcgSTgrUr2rXXcpsjSuWuqJi653FCgpvgY2w5BKjR6xeZinlv5HCXmEuKvicfFyY4dkwpzlXmXO437z7zLNTWmcxg/rT/Cv3tPcV2n0Nod5FLP7H3QvFud8qnIkFZDcFO5sdS0lB4hPareQaj3anzGnDAtJcAWiZQxCXi3zOsz2jRjF6ATULN7HoRqMcXHZJviY7ab4mM2i6IsWEPi9kQ2ZW7ihX4v0Nq3tX2D75qnDOpRh2bsUn3b+qP2cGHJrjoMEOLfVhl5zEYdwC41Zx/+ixJzHe+7FuqFSs+YE6alxAMzpydGn06YltILZfxkc8K0FBfgzumJ0f9UtN/0xOihZV8//DmbapKUNs2YW+blh5ZlJcYorUcV+5WLiyTVKK4gCHW3Jn0NX+z4gnHtxjE2Yqz9E9iSpMzs1Lp/nQ/lonJihDaEv3ZnUFRixkVVi6t/zm7QTGOzwgwQ0zaG5UeWsyZ9Dde0vMZmcQT7qOq3LGZ6YnTpeG/vAJOnJ0a3A66l/FmtNXkbo7SX2r20acZZAMYorRvga6OYgiBYwcmLJ3lu5XNE+EXwfN/nHZBAGhxdr5wtW+m2rFGdQ8nOL2bdwTO1P4gNe2YDDG05FH93f+bun2uzGIL9VFWYnROmpZSeVXtMT4zeCDA9MXov4GajnP4APjdGaT1LFxijtF5AomWdIAj1ULG5mGf/fZa84jxmDpmJh3OlDVy2sSUJnFxqNARnVa5pH4inq4olO+vQnB3YHs4eABs1NbuoXLi+7fWsOLKCM3l1+AAh1AtVFeZPgUUJ01KigSUJ01I+TJiWMiRhWsoMYJuNcnoJZU7gI8Yo7WZjlHYzYAIyLesEQaiHSq8rv9jvRSL8anfvcJ0U5sLWH6HjWPAOstph3V1UDOsQzNJdmZSYazlLVGAkFOdDlu3mhpnQfgLFcjELDy60WQzBPiotzNMToz8G3gQeAG4EolHGVT4O3FXJrrWmTTOWaNOMcUArlHmBpwKttWnGOG2asbiyfQVBcAyHX1cG2PEbFGRB7/usfuiRnUM5nVPA1iPnaneAsj2zbSTCL4Luwd35Je0X0QmsgavydqnpidGpKDMOlZMwLeUubDhsozbNmAcYbHV8QRCsw+HXlUEZ6WvjVxDSGVr3s/rhh3UIwlXlxJKdGfTS+Nf8AKWF+dQeaH+tdZMr4zbtbfzvn/+ReiyV4a2H2yyOYFt1GWBkhtWyEAShQSoxlxC3Ms6x15UBjqyDzJ3Q5z6rdfoqy8fdhUHtA1myKwNZrkVztqc/eAbA6T1Wz62s4a2H09yrOd/v/t6mcQTbqup2qR1XWSUBIdZPB4xRWlfgFiBdm2b82xilnQIMAIzAF9o0oxgqUhDqiS8MX7AxYyOvDnjVMdeVS238EtzUdRrpqyqjOimjgO1Kz6Zzi1qM+R2kVXqN25CzkzNTtFOYuWkmu87solNAJ5vGE2yjqjPmEOBO4IYKHrbq+vctykAijxmjtN+jDDiyHugNfGWjmIIg1ND+/P0kbk8kpm0M49qNc1wiFzJh9wLofhvUcHrHmhjRMQQnCZbWdrCR4Cg4laY0u9vQhPYT8HT2FGfNDVhV15gXAt7TE6O3XbmiLsNuVkGnTTN2sYyLfRxobhlc5Adgu41iCoJQBVmWOZV3irSzaew5u4ek00m09G5p36kcK7IlCcxF0Nu2w7v7e7nSt00AS3Zm8NR1HWp+gKAoKMiG7HRQt7B+ghY+rj5MaD+BX9J+4YkeTxDiZZPGTcGGKi3M0xOj76lk3RTrpwOAk6U52wvwRJkj+CzKfdNiJnBBsIMicxGHsw6z99xe0s6mKcX43B7O5p+9tE2wczAzh8zEy8V2Z6lVKimCTd9ARDQE2L4pfVTnUF5ZsIv9J3NoF+xds52DtcrXU0abFmaAKdop/Gj8kV/2/MJjPR6zaSzB+urjbE1fA2mACngB+N0YpT0I9AN+cWRigtDYyLLMmvQ1rD+xnpyiHC4UXuBQ1iEOZh2kyKx053BxcqGdXzuGtBxCB/8ORPlHEdksks1rNqMN0Dr2DaQlw4UTEPOeXcJd1ymEVxbsYumuDNoFt6vZzsEdla8ZO6HdCOsnV0Yrn1ZEt47mtz2/cZ/uPjxdPKveSag36l1h1qYZ3zdGaX+1PE83Rmm/A0YAX2rTjBscm50gNB47Tu3g/c3vsylzEy5OLvi4+uDl4kW4bzgDWgwgslkk7f3a09avrX1nh6qJDV+AujVEjrRLuDC1B91a+bF0VwbTh9WwMHv6g19rZa5oO5jaaSrLjyxnzr453N7xdrvEFKyj3hVmUApymefnEUNxCoLVnLp4ivc3v8+fB//E392f5/s+z8T2E3FR1dPiezXHt8Dh1XDd6+CkslvYUZ1DiV+cxvHzebTwq+HtYWHdIH2bLdL6j27B3egR3IOk3UlMjppcfz9cCf9Rl/uYBUFoQIrMRSTtSuKGeTewxLSEe3X3smjCIm6NurXhFWWAtQng6mOV6R1rYqRlXualtRk7u3k3OHcI8s5bNaeruUd3Dxm5GSw+tNgu8QTrEIVZEJqAtelrmbhgIjM3zaRHcA/m3jiXx3o85tiOW3Vx/ijsmgs9Y8G9FvcU10GbQC+iQn1qN0dz8x7K12P2mZH2mhbX0L5Ze74xfINZNtslplB3ojALQiOWnpPOk6lPcv9f91NYUsgn0Z/w6YhPCfcNd3RqdbM+Ufnad5pDwo/sFMom01lO5xTUbMdWfUHlCodSbZLXlSRJ4u7Od3Mg6wD/HvvXLjGFuhOFWRAaoYKSAj7f/jk3zruRlcdW8nC3h5k3bh5DWg1xdGp1l58NW76DTuPAr5VDUhjVORSzDH/vzqzZjq6eSnE++I9tEqvAKM0omns15yvDV7UbTlSwO1GYBaERkWWZFUdWMG7eOD7Z9gnXtLyGBeMW8EDXB3BT2WoKdTvb8p0yUEf/hx2WQlSoD+EBnrVrzm4zBDIMkGufeZOdnZyJ7RTL9lPb2Zy52S4xhboRhVkQGonD2Yd5aPlDPLriUVxVrnx53Ze8N/Q9wrzDHJ2a9ZQUK83Y4QOhRQ+HpSFJEiM7hbJ6/2my82s4fH/bIYAMJvs1LY9vP54A9wAStyfaLaZQe6IwC0IDd7HoIh9s/oDx88ez9eRWnu71NH+M/YN+Ydaf/tDhjPMh66hDz5ZLjewUSlGJzIq0kzXbsXkPpTe5HZuzPZw9uLvz3azPWM/GjI12iyvUjijMgtBAybLMkkNLuGHeDXy982tGtxnNwvELubPTnY3znlVZhjUfg38ERI5ydDZ0b+VHsI8bS2p625TKGTSD4JD9CjPAzR1uJtAjkE+3fWrXuELNicIsCA3Q3nN7uWfZPTz979MEuAfw/ejveWPQGwR6BDo6Nds5uALSt8KAR8DJ8f+6nJyU5uzUPafIKyyp2c5th8DZg8ptX3bi7uzOvbp72ZS5iQ0nxCCK9Znjf7sFQai2I9lHiFsZx8QFE9l7bi8v9XuJn2N+pltwN0enZnv/vgs+zaGbrebPqblRnUPJKyrh332narZjG0vveDufNU+MnEiwRzAJ2xJED+16TBRmQWgATuScQL9Gz9h5Y1l+eDlTO09l4biF3NzhZlR2HI7SYQ6vhcOrlLNl5/rTu7xPG3/8PF1qPgpYsBa8guFgqk3yuho3lRv3drmXLSe3sO7EOrvGFqqvXo6VXR/oknT+AIZYw9mqtrUqvdpf+Zplt7iauGQ/4E5AQ5nfCVN8zKP2ykGo2Om803y540t+3/s7AJM7TOa+Lvc17ibriqycCZ6Bykhf9YiLyokR2hCW7cqgsNiMq3M1z3UkCdoMhkP/KtfO7eim9jfxteFrPt76Mf3C+jl2Lm2hQqIwl6FL0rUG/g8YDpwHJF2SzhdIAeIMsQbTVfZLrVNgvfo/cdGrL8VFn1VhXPTqusW9bBGwDjAAVY7bp4lLLhe3/py/NB7n8s/x7a5v+dn4M0XmIsa1G8cDXR5oXLc+VVf6Vtj/Nwx/GVzr3xCiozqF8sfmY6w9eIYhkUHV37HtUNj5B5xKs1luFXFVuTK923ReXvMyS01LGdXG8R3phPJEYS7vV+AD4DZDrKEEQJekUwGTUOaCttX9J5fios9SepHo1faIW8rdFB/zZG13NpvNpKamWjEd28jJyan3eWYVZ7H0zFKe+u0piuQienr1ZLR6NMGFwezZtIc97HF0ipfY6/vZaedbNFN5sbYgipJaxLN1nuYSGXcVfLNsC3J69T+muuW70R/Yt+wrcvyG2fV3Uy2rae7SnLdWv4XKpMJFql4v/obwNwQNJ8+rkmXZ5g9gkz3i1DVu51md99VmXZ3f7yu+Vz92Zeus9H0Of3bhE+HPLrwv/NmFYeHPLvQvfVR3/8jISLkhWLFihaNTuKoTOSfkN9a9Iff4roesm6WT4/6Nk/ef2+/otCpll+9n5m5ZfsVXlpe/XutD2CPPR37aInd/dZlcVFxSsx0/7C7LP0x0yO/m6mOr5c6zOsuzds6q9j71+W+orIaQp1J+K/6fKs6Yy9usS9J9CiQBpfcxtAJiga22jIte7Yi4pQqBd4AXgNILXjLQ1g6xm7Sj2Uf5eufXzD8wH2QY224snXM7M+maSY5OrX5Y+R64eEG/Bx2dSaVGdw5lwfZ0NpjOMiCiBtf/242ALd/hFHqf7ZK7igEtBjCw+UA+3/E5N0bciJ+7n91zEComCnN5dwL3ADOAFpZlx4EFwNeNMG6pp4B2pviY03aIJQB7zu5h1q5ZLD60GJWkYmL7idzV+S6aezdv2E1w1nR6v3INtt9D4Onv6GwqNbRDMB4uKhYbMmpWmNtfCxs+R521C7jOZvldzZO9nuTmP2/mw60f8kr/V+weX6iYKMxlGGINhcBnlof96LMcE/ey/cBFB8VuMmRZZnX6apJ2JbHuxDo8nD2Yop3C1E5TCfYMdnR69U/qW+DsDgMfc3QmVfJwVTG0QxBLdmUwY2wnnJyq2dM5fCCo3PA/65jJJSKbRXKb9ja+2/0d49qNo2tQV4fkIZQnCnMZuiSdM8qZ6zjKn7nOB742xBpqOFp9NenVlcZFn2WbuJflAts0cckrgEsTzIrbpayjsKSQ5IPJfLf7O/af30+wRzCP93iciZETUbupHZ1e/ZS5C3bOhkGPg3fD+NAyWhfG4p0ZbD5yjt6aap7hu3qCZhD+J+xxxapiD3V7iCWmJby+7nV+jvkZZydRFhxN/ATK+x7ldqUZwDHLspYo13p/ACY3sril5lkeghWdyDnB73t/Z/a+2ZzNP0tks0jeGPQGozWjcVE1wrGsrWnFm+DmAwMazmfD6KhgXJ2dWGQ4Uf3CDNBuBF4HlsO5w9As3HYJXoWXixfP9n6Wp/55ip/TfuaOjnfYPQehPFGYy+tpiDVEXrHsGLBOl6Tba8u46LMqjItebcu4AJjiY5JsHaOpyC7M5p+j/7Ds8DL+PaZM6ze45WCmRE0RgzlU1/EtkLYQhj5f768tl+Xt5szg9kEs2ZnBSzEdq9+c3f5aWPoc7P8Let9r2ySv4trwaxnUYhAfb/2YoS2H0sq3lUPyEBRiSM7yzuqSdJN0SbpL3xddks5Jl6SbDJyzZVz06kno1Zd/Hnq1E3q1reMKViLLMnP3zWXU7FE8v+p5dp3exd2d72bxhMV8HP0x/Zv3F0W5ula8AR7N6n1P7IqM0YVyIiuf7cfOV3+ngHbkuQfD/uU2y6sqkiTxSv9XcJaceXH1i5SYazgph2BV4oy5vFuAt4FPdUm6c4AEqIEVlnU2j4tebc+4l2jikv0BTPEx9h2CtBE4mn2UV9e9yroT6+gR3IMnej5Bl6AuOEnic2+NHV6rjPI1Yga4+zo6mxobrg3BRSWxyHCC7q2bVW8nSeKsf09aHPwHigscNhZ4qFcoz/Z5lhdXv8gPxh+I7VS/hj9tSkRhLsMy5OZkAF2SLsCy+ENDrOF2mwZWhtxUriPr1Zfios+yaVxNXPJ/hgLVxCVfGgrUFB9jsmX8hq6gpIBvDN/wleErXFQuvNj3RSZ1mCQKcm3JMqS8pkzu0Od+R2dTK2oPF65pH8TCHSd4brS22s3ZZwJ60SJ9MZhWKvc2O8jYiLH8ffhvPtryEYNaDCLCL8JhuTRlojCXoUvSLahgcXTpckOsYaxNAuvVFca9tFyfZZu4ZYYCNcXHlABo4pLtORRog7Xm+BreWP8GRy4cYbRmNP/r/T9xy1NdHVgOh1fD6P9Teis3UDd2a05K2kk2mM7Sr21A1TsA5/104OIJaYscWpglSeKVAa9w04KbePrfp/k55mfcVGI0fHsThbm8lsBu4CuUka8koDfwbiONG2iKj/m17AJLgf5FE5f8mo1jN0gZuRm8s/Edlh1ehsZXwxfXfkH/5v0dnVbDZy6BZS+DXzj0nOrobOrk2o4heLqqmL/teLULs1nlBhHRsGcxxLyrzD7lIIEegbw28DWmL5/OzI0zeaHfCw7LpakShbm8XsBjKENTPm2INWzTJenyDLEGW89mXi4u+qxt6NV56LNsHXezJi7ZkUOBNhi5Rbl8bfia73Z/B8Aj3R9haqepuKpcHZxZI7H9Zzi5CyZ+U6/mW64NT1dnRnYKJXnHCfRjO+HmXM35sjuMUXqjn9gOzbvZNMeqDG45mDs63sH3u7+nf/P+RLeOdmg+TY0ozGUYYg1m4H1dku53y9dM7PE90meZgffRq3+3fLVPXMcPBVrvlZhLmLt/Lp9s/YQz+WeIaRvDY90fa5rTL9pKYS6kvA4tekGnCY7Oxipu7NacuVuPk7rnFCM7hVZvp8iRIDnBnkUOL8wAj/d4nE0Zm3h5zct0DOhIqFc134dQZ6IwV8AQazgGTNIl6WKAbLsF1mcdAyahV9slrik+xtFDgdZbsiyz8vhKPtjyAfvO7aN7cHc+jv4YXZDO0ak1PmsT4MIJmPitQ5twrWlQu0ACvFyZv+149QuzVyC06qsU5mHP2zbBanBVufJ/g/+PmxfeTNzKOL6+TnxWtxdRmCthiDUkA8l2D6zPsktcTVxypUOBmuJjbD0UaL20/sR6Pt76MdtPbaeFdwtmDpnJdeHXifuQbeFCJqz6ALQ3QHjjuVbvrHLi+i5h/LzxKNn5Rfi6V3Oktw6j4a+X4fwR8Gtt2ySrQaPW8ELfF3hx9YskbEugC10cnVKTIO7raNq+B7qhNGWPsTxmAF1RhgJtUrae3MrdS+/m3mX3kpGbwUv9XuLPcX8yUjNSFGVbSX0TSgqU+5YbmZt6tqSw2Mz8benV36lDjPJ1z2LbJFULYyPGMqH9BL40fMmW3C2OTqdJEGfMTVtPU3xMhUOBauKSbT4UaH0gyzLrM9bzleEr1p9YT4B7AHF94pgYOVHcJmJrJ9Ngy3fKPcsBje9+WV0LNZ2a+/LjusPc3rd19T7cBbaDwA5g/BP6PnBpcW5WAZkHszmXmYuTkxOealdaRjXDS23731FJknih7wscPH+QH07/wJizY4jyj7J53KZMFOam7awmLnkSMNsUH2MG0MQlO6Hcx9yohwI1y2ZWHFnBV4av2HlmJ4EegTzZ80kmd5iMp0vDvYe2wZBlWPIsuPrA4GccnY1NSJLElL6teWHuTrYePU+P6o4E1vFGWDkTck5x8owbmxaZMO04jSz/d9OWUc3oc30bwtr5WTX3K7mqXHl/2PuMnz2eR1Ie4YfRPxDiFWLTmE2ZKMxN26WhQDVxyaWFuBnKyF92GQrU3opKilh0aBHf7PyGg1kHaendkpf6vcSN7W4UZ8j2ZFwAB1Nh9DvgVb17fRuiG7u14M1kIz+tP1Kjwlz8zwes/WYVO4xq3L1c6H5dOG27BeHf3AtZlsk6mYfJcBpD6jHmzNxCx2uaM2hSe1xcq3lrVi0EegRyf/D9fHLqEx5c/iCzRs3C17XhDZvaEIjC3IRZhtycDKCJSw6wLDvjyJxs5XTeaRafX8yM2TM4nXeayGaRvH3N21ynuU7MP2tvhRdhyfMQ0hl63e3obGzK282ZG7u3YM6WY7wU0xG1Z9WdwHLd27Eo+x1OZqrRDWlB33ERuHmU/x0Nau1DUGsfuo1ozcbkQ2xddoSMA1nc8Eg3vJvZ7gNmK9dWfDDsAx5a/hCPpjzK59d+Lj7Q2oDo/CUASkE2xcec0cQlf+foXKxp15ldvLDqBa774zoWZS0iyj+Kz0Z8xh83/MGYtmNEUXaEle9C9jEYMxNUjf/7P6VPa/KLzMzZeqzKbbNP5/HH/23mbGELRjd7m8FjA/5TlMtycVMxYEI7bni0KxfO5jNn5mbOn7xozfT/o3/z/rw56E02Z27miRVPUFBSYNN4TVHj/6sQrkoTl3zlGN0SMEwTl+wHYIqPsdUY3TaVV5zHX4f/4vc9v7Pt1DY8nT2ZGDmRdtntuHnEzY5Or2k7cwDWfARdJjeq26Mq07mFmm6t/EhaY+LO/hpUV5nY4sLZfOa9v5Wi/BLG3xNA8IJ1SiewXndVGaN1xwDGPdGdPz/ezoIPtnHTsz1t2jFsdJvR5BblMmPtDB5b8RgfDvtQnDlbkThjbtpaogxk8h7KuNzvAhfKPG9QjGeMvL7udYb/NpwXVr3AuYJzPNP7Gf6e9DfP932eYBcxyYRDyTIsiQOVG1z7qqOzsav7B7fFdOYiS3ZmVLi+pFDmz4+3U3CxmLGPdSO4e3fwbwu751U7RnC4Lzc80pW83CIWfrKdwvxiK2VfsYmRE5kxYAZrjq/hkeWPcLHItmfqTYkozE1bL2AzyhjdWab4mFQgzxQf848pPsbW43RbxYXCC/ya9is3/3kzNy+8mXn75zGk1RC+GfkNf477kzs63oGPq4+j0xQA9i6BfctgaBz4NK3hHUd2CqVNoBeJ/xxAvqJ7tbnEzLE1MlmZFxk9TUdwuK8yAlrHcXBoJeSernac4HBfRt3fmTPHc0n5Lu0/saxtQvsJvDrwVdZnrOfupXdzJq9RdlGxO1GYmzBTfIzZFB/zPnAX8IImLvkTGsDljSJzEf8c/Yf//fM/hv02jNfXv06JXMJzfZ5j+aTlvHXNW/QO7S0GBalPCnJg0dMQFFXu/tymQuUkcf/gthiOZ7HmQPnitf7PQ+RkwJApHWjZoUzPbd1EkEtg55waxQrvFEC/G9tyYMtJdqRUfV27rsa1G8eHwz7kwPkD3LH4Dg5nH7Z5zMZOFGYBU3zMMVN8zCRgMfV0xC9Zltlxagdvrn+T4b8N5+GUh1l/Yj3j243n55if+eOGP5iinYLaTe3oVIWKpLwGWcdg7MegqubwlI3M+O4tCPJxI/GfA5eWHdl1hi1LDuPXFjoOal5+h5BOEKKDHb/UOFb361qj6RLImtn7OX3sQl1Tr9LQVkP5auRXXCi8wK0Lb+XfY//aPGZjVu/PjgT7McXHOGZs8EoczDrIUtNSkg8mczj7MK5OrgxrPYzr217PwOYDcWmi/+QblKMbYf3n0Oc+aNXH0dk4jLuLirsHtuHtJWlsO3qe9j4e/D1rN/7NvQjpcZXrs11uhr9egtP7lVHBqkmSJIbfqeWnV9ezPMnIxGd7oXK27XlY16Cu/HL9Lzyx4gkeXv4wD3Z7kAe6PICTJM7/akp8x4R6pchcxLaT2/hg8wfcMPcGbpx3I59u+5Rgz2BeHfAqqZNTmTlkJkNbDRVFuSEoLoQFj4BvCxj+sqOzcbg7+ofj7+XKO0uM/D1rN0UFJYy8tzNOzle57KKbBEhg+K3Gsdy9XRg6pQOnj+awebGpTnlXVwvvFnw3+juub3s9n277lIeXP8zpvOpfIxcU4oxZcCizbGbvub2sP7Ge9SfWszlzMxeLL6KSVPQK7cUU7RSGtRom5oJtqFa9D6eMMOU3cBOd8LzdnHl4WDvmzt7Dsbw8hkzpgH9zL7jayPS+YdB2COz4FYY+V+NpMdt2CyKybwibFx+mTdcgglrb/mfg7uzOG4PeoEtQF2ZumsmE+RN4pf8rDA8fbvPYjYUozIJdybLM4ezDbMjYwLoT69iYsZHzBecB0PhquCHiBvqG9aVPaB9xvbihO5kG/74DnSdC5EhHZ1NvjIsKISv/EGc9JToODKt6hy6TYd6DcHQDtO5b43jX3BzJMeM5Un/aw8RneiJd5T5qa5IkiVuibqF3aG+eW/kcj6c+ztiIsTzT+xnxd10NojALNpdVkMXaE2tZm76WNelryMhV7uUM8QxhcMvB9AvrR+/Q3uKsuDExlyhN2G7eMCre0dnUK+v/OICrk8RsVR49d2cyRldFcdbeAAufhO0/1aowu3u5MOCmdvz97W6Ma078t5OZDUX4RfDjmB9J3JHI14avWXV8FU/2fJKxEWPFXROVEIVZsAlZlkk5msIfe/9gTfoazLIZHxcf+jXvx326++gb1pfWPtWcCk9oeFZ/AMc2wIQvwTvI0dnUGwe2nOTgtlP0HdeW+cbDxC9OIzqqioFv3Hyg03gw/AHXvaF82KmhyD4h7Fp5nLVzD9C2exDuXvbrn+GicuGR7o9wXfh1vLbuNV5c/SJz98/l+b7PE9nsyllnBRCdvwQbOHD+AFOXTOXxFY+z79w+7u58N9+P/p5/b/mX94a+x80dbibcN1wU5cbqxA5Y8ZZSTHSTHJ1NvZGfW8Q/v+wlsJU3Pa5tzSs3dOLI2Yt88e/BqnfuORUKc2Dn7FrFliSJwbd0oCCvmHXzqxHPBjr4d+C70d/xSv9X2HduHxMXTOSFVS9cakETLhOFWagzqeXlArv91HZuX3Q7h7IO8Ur/V1h601Ie6/EY3YK7iQkjmoKifJhzP3gGQMx7Ne6s1Jitnr2f/Jwiou/Q4qRyYmC7QGJ0YSSs2M+pi+bKd27VB4K0sHlWreMHtvRGN6QFu1Ye5/SxnFofpy6cJCcmRk5k0YRFxHaKZcmhJcTMiWHmxpmi93YZojALdaYaocwBm1WQxVOpT+Hn5sdvN/zGxMiJqJxsNz+sUA+lvKb0wr4xATz9HZ1NvXHUeJa0NSfofm3rcj2jX4jR4iRJ/LKnsPIDSJIymUX6FjixvdZ59L6+DW4ezqyds7/Wx7AGtZuap3o9xZ/j/2RUm1F8b/yeUbNH8ca6NziRc8KhudUHojALdSZ5KGdFs3bN4uTFk8wcMlN05GqKDq2EtQnQ6x5oP8LR2dQbRQUlpP6YhjrYg94xmnLrmvt58HB0OzZnlrDcmFn5gbrcDM7usDmp1rm4e7nQa4yGI7vPcmS348e1bu7dnDcGvcGCcQuIaRvDH/v+YMycMfzvn/+xMWOjzcf6rq9EYRbqzgMuFl3k1z2/MiJ8BJ0COzk6I8He8s4pt/T4t4XrXnN0NvXK+gUHyT6dT/QdUTi7/rcF6b5r2tLSW+K5OQayLhZd/UAezZTr9jt+U8YeryXdkJb4BrqzZvYBzOb6UfjCfcOZMWAGi8YvYop2CmvS13D30ruZsGACv6T9QnZhtqNTtKtKC3PCtBTXhGkpdyZMSxlheT0lYVrKJwnTUqYnTEuxS7c+Y5S2hTFK29ryEBcp6yHJXWLF0RXKOLlRtzo6HcHeZBnmPwwXTii9sF29HJ1RvZF5KJsdKUfpNLgFzds3q3AbV2cn7tW5cSa3kFcX7q78gL3ugcILsO2nWuekcnGi37gIzhzPYc+6+tVsHOYdxtO9n2b5pOW8OuBVXJxceGP9Gwz7dRhPpj5JypEUikoq+fDSSFRV6L61bOOZMC0lFvAG5gDDgT5ArLUTMkZpnwNctGnG0glb1wLnAVcgCXjL2jGFult8aDHeLt50D+7u6FQEe1v/OaQtVG7ladnT0dnUGyXFZlK+N+KpdmPA+IhKt9WoVTw0NIKPU/YzRhfKcG1IxRu26g0te8P6z6D3veBUu0bPdj2D2b78KOvnH6RdrxBcKjiTdyQPZw/Gtx/PuHbj2HVmF38e+JMlpiX8dfgv1G5qoltFM7TVUPo374+Hs4ej07W6qgqzbnpidJeEaSnOwHGg+fTE6JKEaSk/AFftgZAwLSW1DjlNAq4p8/qMNs3Y3RilVQH/UElhNkZp6xJXqIN/jv3D8NbDRc/rpub4Flj2IkSOhv7THZ1NvbJl6WHOpucy5qEuuHpU/XfxSHR7/tqdybOzd7Do0WsI9nWveMN+D8EfdynzW0eNqVVukiQx4KZ2zJ25he1/H6XXGE2tjmNrkiTRObAznQM787/e/2Nd+jqSDyXz9+G/mbt/Lm4qN/qH9Wdoq6EMajGIEK+rfKBpYKr6bXFKmJbiCngBnoAaOAu4ATZrytamGXPLvPzQsqzEGKVtfB+NGpHeob0dnYJgJwUHD6H+fhbHMzeAHIx8KgA2PKk0a8syyGal444MmM2XlstYrmmWduopvcQpl1l+qcOPbFlUybYVfL0cQ/nS7Px5TF98We3ta3r8ira74OzPxqAphOXtR37hfQ5W8T4CLl7kqKcn75fIHDmfx+7FzlwI8EJSqUACSXJSzo6dJCSAjOaw6gWk0J+VHtul6ySnq76WnCQoPY7lmKGqXmxeUEzAiq9wU5WU2a90WwnJyQlQjuGdfpzMtessx5D+e0wnp0v7Kesvv758zNJcrohxKdfyryUny/uRnOgiQVenITzrdw0HLhxi15ld7Di0jT8LUpgvQYhXKB38o3DP9eCkUzFert6W3C3HtLyXsse8Msal91H6Hi99P50uP7fkfnm/Mu+3gv0qPE4lqirMXwNpgAp4Afg9YVrKQaAfcNVJQqcnRg8t+/rhz9lURZyyvI1RWhdtmrEIQJtmnAVgjNK6Ab6V7ahNM5aLiyTVJK5QRxF+lTfXCQ2fXFTEmW++5XRCAu5yEXluRUjqFrD/UJl/ThKW//yXi4QEUtllUMHX0i+VbVPBtqXLS+Nfsb3s7Izk5mp5WfoPsXrHL30tVbn95f1kGXaZh+Asl9DV9wCu6jZVxsk+dQq3oCDcZPA7m8uOo+eR3T1pF+h16YONLJvBLCuvA1oinz4AxRfB2RO5pBiKZGSzWdmu9AORufQDkmU/2YxcegxZJsL5BBkt7mbnER+0p5Yp25buh3w5ntmMDHgUFnJ+/YbL21m+lnttp57UXijXU8tPJJpuecAZknF8v/PaqbQwT0+Mfj9hWsqvlufpCdNSvgNGAF9OT4zeYKOc/gA+N0ZpH9amGS8CGKO0XsAnlnVCPdVW3dbRKQg2lLdzFydeeokCoxGfDl6ERh3BeaweBj7m6NQqdSg1lW5Dh9ot3o4VRzn36z5GTNUS0W9UtfbZn5pKd0uOLYHZf2znzc3H+PKOXozoWEHzbN55eL8TdGgGN31Vp3zP/ZBG2loVgz95FHVQ5Y2SqampDK3ie1n+g4Bcrthf+brstnLZwm62fICQzRW+lst8KFBeW9aZzRSXFLFofTJFzQrZfWoXh84fRJZLUMkqWvu0pJ1vBO38IojwbYvaxedya47Z8sGnbIxyr8t+uLF8+Cl9bi7TUvSf15b9KHNMsxkee/Sq38MqL3xMT4xOL/P8PLYvji8BbwBHjFHaw5ZlrVHO3l+ycWyhDoI8xJjIjZE5L4/TCQmc+XYWKm9XWgy+gG+bXPaET6PDgKv/c2mKsk/nsXbeQVp39Ceyb+3v5Z8xtjNpGRd49Jet/PZAfzq3uGJGJg8/6HU3rP0EhsRBYLtax+pzfRv2rs9g/YKDXHdP3W91lMq2lHC58cGeQrJzLn2AyC3KZUvmFrae3Mq2U9v4+9Q68nNTIRfCvMLQ+muJCoiig38HtP5aQr1C7TNccF0Ks71p04wlQJwxSjsDKP1t269NM+Y5MC2hGsTY143PhZQVZL7+OkXp6ag7uRHS4SCqLjEwZiYntuyhg/iZXyLLMit+SEMCht4eVae/Bw9XFV/d2YtxCau5N2kT86YPJFR9RWewAY/Ahi9h5bsw/rNax/Lyc6PriFZsXnyYbiNaERxe6RXDBsfLxYtrWl7DNS2VPsVF5iL2nN3D1pNbMZwyYDxrZMXRFZf6Dqjd1LT3a49GrUHjqyHcN5xw33Ba+rTExck+k3/Uu8JcylKIDY7OQ6gecZtU41J0/DgZb7xJTkoKrqG+hA8/i2cbNYz5DjqOtWy1x6E51jfG1Sc4lnaOIVM64ON/lR7VNRDs687XU3sz8bM1TP12Az/f149mXq6XN/AOVobpXP85DHkG/NvUOlb368LZ9W86a+ceYOxj3Rr1h2wXJ5dLPb1LXSy6yN5ze9lzdg/Gs0b2n9/P8sPLOVdw7tI2KklFqFfopUeYVxihnpdfB3gE4OfmZ5U7U+ptYRYajsL/K+TrHV87Og3BCuTCQs4kJXH608/AXEJwPxX+rdOQesXCta8qTajCf+Scy2f1H/toEelHJyvOd6wN8+XzO3pxd9JG7vhmPT/e2w+1R5mztgGPwsavYdV7MPbjWsdx83Cm1xgNq37fx9HdZ2ndKcAK2Tccni6edAvuRrfgbuWWZxVkYco2cTj7MKYsE8dzjpORm8HWzK0svbiUYrn4P8dSu6lp5tYMf3d/mrk3Ux5uzfB29cbH1QcfFx98XH3+s19ZDaIwG6O032nTjHc6Og/hKoqVOVeFhi13wwYyXn2Vwv0H8O4USGjbXbi0Cocb/oQ2gx2dXr0lyzKpP+7BXCIz7I4oS6906xnUPpDPb+/J/d9vIvabDXx3Tx983S1/b75h0DMWNn0Dg56s01lz58Et2LHiKGvmHqCV1t/q76MhUrup6RrUla5BXf+zrsRcwum802RczCAjN4MzeWc4X3Ces/lnOZd/jnMF5zicfZitJ7eSVZBFiVxS7bj1rjAbo7QLrlgkAcOMUVo/AG2acex/dhIEodaKT5/m5DszyZo/H5fgZrS8tgSfwF0w8FEY8iy4iOEDKrN3QyaHd55h0KT2qIM8bRJjWFQwn0zpwfQftzD583Uk3dX78gAkg56ELd9DyuswsfYtVyoXJ/re2Ja/vt7N3o2ZdKhD57WmQOWkIsQrhBCvkAoLd1myLJNXnMeFwgvkFOVwofAC3bn65b/6OIlFSyAbeA941/K4UOa5IAhWIBcWcubrbzgwajRZyckEXBNC28G78ekcCvevgBF6UZSrkJtVwMpf9xLaVo1uWEubxhrZKZRvpvbm8Jlcxn+6hgOnLBNZ+IZB/4dg5x+QvrVOMdr3DCGotQ/r5x+kuKj6Z3hC5SRJwtPFkxCvECL8Iv7TZH6l+liYewGbUQY0ydKmGVOBPG2a8R9tmvEfh2YmCI2ALMtcSFnBgRtu4OQ77+DZLpi212cRHJ6G0+hX4d4UCKv8DEBQvo///rKX4kIz0XdG4WSHpt/BkUH8cn8/CopLGJew+vJUkQMfAw9/+Ftfp+NLThL9x0dw4Ww+O/85XveEhVqpd4VZm2Y0a9OM7wN3AS8Yo7SfUA+b3AWhISrYt4+j99zLsYceQsJMq4nBtIpahZu2Kzy0Rmm+Vok/t+rYsy6Dg1tP0eeGNjQLtd+MWl1a+jH3oYG09vfknqRNvLdsDyWuvjD4aTiYCvuX1+n4rbT+tOroz6bFJgoqm4ZSsJl6+xeoTTMeAyYZo7QxKE3bdqNL0oUALSwvjxtiDVXMYG4lenW5uOiz7BJXE5fcBngE0FDmd8IUHyOu5zcSxefOcfqTBM798gtOnp6E3NyHZqpFSG4eMDIBut12eZhIoUrZp/P499e9NG/vR7drW9s9fit/T2Y/OIAX5+3ko5T9rD5whncn3ILGLxGWvqB01qtDh8z+4yP47c2NbFl6hP5VzIwlWF+9LcyltGnGZCDZHrF0SbpuQCLKZB2l7TgtdUm688BDhljDlqvsl1qnwHp1hXHRq88DD6HPqjAuenXd4l42D2VktT8Bc1Uba+KSy8V1s1ISgvWZc3M5k5TE2a+/wZyXh9/oQQSFbMT54jzodBOMfAt8GseMPPZiNsv8/e1uJGD4VK1dmrAr4u6i4p2JXRgQEcArC3Yx+pMNfNz9cUbseEK5t3nAw7U+dlArHyL7hLA95Si6oS3wblb3+7KF6qv3hdnOZgEPGGIN68su1CXp+qHMTW2rC2+zgAfQZ5WLi15t67il8k3xMR/Vdmez2UxqaqoV07GNnJycppNncTEeK1fhtWgRqgsXKOzSicAuOYQV/0KeOZRdXfSc8+8Om42A0XF52oG18zy1S+bkAZkW/SS2lP9XUWt1ydEfeLWfC9/uLOTeDcH85NGNXn+/xqYLYRS61f5+ZDlIxlwiM/+LNbTo61TnPO2poeR5NZJsh5lAJEnaJMtyL5sHqmNcXZJunyHW0P4q6/YbYg3VGpC2xu9Xr96HPqvCuOjV+9Fn2SauhSYueQrQHlgGFJQuN8XHVHymfoUOHTrIe/bU/1GgqjMAf31Qlzxls5ns5GROffgRRceO4dm7N8ExHfAwfQ6FF2HQ43DNU1bpbd0Uvp9XOnk4m9lvbyaiRxDX3tPJaiNkWSNHWZZZtjuTb/9cTlLeo2z2GozXrd/StZVfrY+56vd97Eg5yuSX+hDQ3LtJ/sxtRZIkZFmu8BdInDGXt1iXpEsGvgOOWpa1Au4EltgyLnq1I+KW0gF3ANFcbsqWLa+FBkA2m7nw99+cTviUgj17cIuKotXbz+N16juktPkQPgiufx+CIh2daoNVmF/MX9/sxlPtyuBbO9S7YSslSWJkp1CGRN6C4YetDDj8Jbd89iXeHYbxxLXt6dRcXfVBrtBrtAbjmhOsm3eQmIe62CBroSKiMJdhiDU8qkvSjQZupGwnLEgwxBoW2SywPutR9OoK46LPsl3cyyYBbU3xMYV2iCVYkWw2c2HZMk5/+hkFe/fiGh5O8zdewddlPdLWR8GjGYxLhK63iM5ddSDLMv/8tIfzJy9y4+PdcfeqvyPdubuo6HXbq5gTlpJQ9BPXHupIzEeZjNAGc+81benbxr/aHyrcvV3oMbI16+YdJH3fuap3EKxCFOYrGGINi4HFdg+sz3JMXMVOwA846aD4Qg3JJSVcWLqU0599RsG+/bi2aUPzt9/CN+gE0r/PQsEF6H0fDI0DT39Hp9vg7V6Vzt4NmfS5oQ0tOzRzdDpVc/XEacw7BPw8mTWDtvOZPJHv1x3mli/WoWuh5t5r2jBGF4aLquo7ZrtEt2LnP8f595d9hAy0/aVPQRTmcnRJOjXwHMqZawhKc+5JYD4Qb4g1nLdJYL260rjos2wT9zI/IE0Tl7yR8teYxe1S9YxcVET2kiWcTvycwgMHcI2IoPnMmfhGuiP99QJsNUKbITAqHkI6OjrdRuHU0Qus/HUfrTr602u0xtHpVF+HUdB5Iu5r3uOJaeN5cGg0c7Yc56tVB3nsl228kWxkYs+WTO7divCAq9+H7eKqYtCk9iz5Yicu+yVxgcsORGEu7zcgBRhmiDVkAOiSdKHAVMu662wdF31WBgB6tT3ilnrFxscX6qgkJ5fzv//O2e++o/jECdzat6PFe+/i06sdUsoM+Gkh+IXD5B8hKkY0W1tJYV4xS7/YibuXM9fe1bHhTeww+m04kALzH8b9nmVM6duaW3q3InXvSX5af4TEfw7waeoB+rcNYFKvllzbMQQf9/8207ftHkSrjv4cN5zlYnYhnr6uFQQTrEUU5vI0hljD22UXWAp0vC5Jd5ct46LPKhfXUqDj0attGRcAU3yMGOq0nirKPMm5H77n3C+/Yr5wAc/evQl95WW8e0QhrXwHEu8AlRsMfxn6TQcXcb+ptchmmb++3U32mXzGPdEdD58GWIy8AmH0/8Gce5V7m/s/hJOTRHRUCNFRIWRk5fPH5qP8uukoT/62HVdnJ4ZGBhHTJYzh2hC83ZQSIUkSgydH8tOMdayds5/hU0VrjC2JwlzeYV2S7hkgqXS0L8soYFO53FvaJnHRq58Bki6N9qWMAmbruEI9lbdjB+d+/JGsRYuhpASf664j4J678YjUwJpP4OMpUJwPPacqM0CJQUKsbv2Cg5h2nOaayZE0b+/n6HRqTzcRDL9DymtK87Z/20urQtXuPBzdnoeGtmPr0XMs3HGCRYYTLNudiZuzE0MigxgWFczQDkGEhXgS0AHS1mXQcVBzwtr5Oe49NXKiMJc3GYgD/rEUZBnIBBYAN9sjrqUg2ysuAJq45HJDgZriY+wzBKlQjjk/n+zkRfh/8QWmw4dx8vKi2c034z81FtfmobB5Fnw0HnJPQccbIfplCKzWLe5CDe3dmMHmJYfpOKg5uqEtqt6hPpMkuP49+HQAzHkA7lr8n/HQnZwkeob70zPcn5diOrLp8DkW7kjn792ZLNut/DvoEOJDhFsx3Xw8WPHjHia/0BuVc72bbqFREIW5DEOs4ZwuSfct8BewzhBryCldp0vSjcJW9xTrs86hV1+Kiz4r5/I6tc3iauKSu1HBUKCauOTzwEPVHWBEqJvCo0c59/MvZM2eTUlWFlJYGCEvv4R67I2oPD1g91yY+zqcPajcj3zrL9DS7uP1NBknD2eT8l0aYe3UDL4lst7dr1wr6pZKcZ59D6x8F4Y+e9VNnZwk+rTxp08bf2aM7cS+kzmsSDtJ6p5TLD10gTRzCTedcOOZ11YR3D+YPm386RneDN8Krk0LtSMKcxm6JN2jwHSUMQq/0iXpHjPEGuZbVr+JzQqzulxc9OrH0GfZPq5lKFBTfEy5cQU1ccn2Ggq0yTLn53Phr7/JmjuH3LXrwMkJn+HDaXbbbWy8mItu6FBIS4bUtyBzJwR3hCm/Q/trRccuG8o+k0fypzvw8HFh1P26xnVGqJsI+5bBP29DxDBo1afKXSRJIjLEh8gQHx4YEsHiv1fg1rIjO/44iOZYHj+mHOIzpwNIErQN9KJLSz+6tFTTpaWajmFqPFxVdnhjjY8ozOXdB/Q0xBpydEk6DfCHLkmnMcQaPgRs+d/wPqAn+qwc9GoN8Ad6tQZ9lq3jel1ZlAFM8THrNHHJ9pvHromQZZn87ds5P2cu2YsWYc7JwaV5cwIfegi/SRNxCQ0FWcZ/zrvwhR5ObAP/CJjwJXS+CZzEPzlbys8p4s+PtlNSZGbsoz0aZ8/jMe/A4bUw5z6YtgrcfGq0u4ezxNCoEAY87s9PM9bxuNqblpPasOXoeXYcy2LNgdPM3ao0vqmcJCKCvGgf4kNksA/tQ7yJDPEmPMCrWvdPN2WiMJfnVNp8bYg1mHRJuqEoxTkc2xZIp0vN1/osE3r1UJTibOu4izVxyY4cCrRJKMo8SdaC+WTNnUfhwYNI7u74jrwO9fgJePbpjeTkBLKs3Nay4k26HNuo3Pp046fQZbKYH9kOigtLSP50BxfO5DP2sa4EtPB2dEq24a6GCV/ArDGQ/BSM/7xWLTDu3i4MvqUDS7/cSeShizw68vJQ/5nZ+ew4lsWOY+cxnrjAzuNZLDKcoHRaBheVRNtAb9oEetE6wJNW/p609vck3N+T5n4euDamVopaEn/x5WXqknTdDLGGbQCWM+frgW9QxpO2WVz06m7os7YBWM6cbR7XFB/zqCYuucKhQE3xMfYYCrTRMhcWkpOygvNz55C7chWYzXh0707oa6/iO3o0Km/LP35ZVia3T30bjqwB35bsiZxOh8kz6jSfrlB95hIzy77eRcahLEbe25nm7RvAyF51Ed4fhsRB6pvQsjf0ua9Wh2nXM5j9m4LY8OchwjsHXPowE+LrzrUd3bm24+U7BfIKSzhwKoe9mRfYdzKHfZkX2H8qhxV7TlJQfHmmWScJwtQetPL3INTXnRC1OyE+7oSq3QnxdSPE151gH/dGX7xFYS7vTqC47AJDrKEYuFOXpPvcnnHRZxUDd6JX2zIupvgYRw4F2qiYCwrI37WL7EWLyf7zT0qysnAOCSHg3ntRjx+HW5s2lzeWZdizWOmIc3wT+ITBmJnQ405OrFpLB1GU7cJslvl7lpFD209zzeT2tOsZ7OiU7GPw03B8Myx5DkK7QOu+tTvMrR1IP7CBpV/tYtJzvXC5yjVlD1cVnVuo6dyi/EQaZrPMqZwCjpy9yOEzFzly9iJHLY/NR86RmVVAYcl/p4gP8HIlwNuVZp6u+HtdfpS+Pna6mMDjWag9XPBxd8bbzRnnBtR8LgpzGYZYw7FK1q22WWB91lXjos+yWVxNXHKlQ4Ga4mPO2yp2QyeXlFBoMpG3w0C+YQd523eQv2cPFBcjubjgPWI4fhMm4DVgAJKqzD8rcwnsmgsr34OTu5Qm6+vfh65TxOAgdiabZVZ8b2Tfxkz6jWtLl2GtHJ2S/Tg5wYTP4Yuh8Nud8MC/tboX3tPXlWundmTBR9tY9fs+ht0WVcM0JEJ83Qnxdae35r9jusuyzLmLRWRm55ORnU9mVj6Z2QVkZOdzNreAc7lF7M28wLmLRZy7WEjZWYxnblpV7lgeLiq83Z3xcXfGx90FH7fS5854ujrj4arCw0V5uJd97uJUwTIVrs5OuKgkXFROuKqccLLiqHCiMDdtl4YCNcXHZABo4pLtORRogyAXFVFw8CD5u3aTv3s3+bt2kZ+WhpyXB4CTpyfuOh0Bd92FexcdXr17o/LzK3+Q4gLY8Susel+57Smwg3J9r/NEcQ3ZAWSzTOpPe0hbm0Hv69vQc5TG0SnZn0czZQjXr0bA71PhzvngXPMOb606+tNjZGu2LD1Cqyh/q7Y6SJJ06WxYG+Zb6bYlZpnsvCLO5BaSsno9rdt3Iju/iAv5xeTkF3Mhv4icgmIu5BeTbXmekZ3PhfwiLhaWkF9UQlFJ7SfpUDlJ5Qq1i8oJF+fLr5VCfrmYV0b8R2jaNKb4mHJDgVoKdLwmLtnmQ4HWR+bCQgr27iN/9y6lCO82UpCWhlyozIgpeXriHhWF30034d6pE+6dOuIWEVH+rLis3NOw6RvY8CXknoSwrnDz9xB1vXLWItid2Szzz8972L0qnZ6jwukdo3F0So4T2hlu/ES5v3nBIzA+sVadwfqMbcvxvedZ8UMaweE++AZ62CDZyqmcJJp5udLMy5VjzVQM7Rxa42MUl5jJLzaTZynUeUUl5Z5f/mqmsNhMUYmZwhIzRcUyRSVlXpdZVlhyeduiEpnCEjM5BcWV5iEKc9N2WBOX/AyQVDral2UUsKk08qFAZbOZomPHKNi3j4K9e8nfu5eCvfsoNJmgpAQAJ29v3Dt2pNltt+HesSPunTriGh5+9SJc1qk9sO5T2P6LMnRmu2uh/0PQdpi4D9mBSkrMLP92N/s2naTnqHD63ti2cQwgUhe6iUorzoo3oFk4DHu+xodQqZy47p5O/PrGRpZ8sZPx/+tx1evN9ZmzyglvldOlMcJtSZpeSR42jy7UZ5eGAtXEJZe2P9ltKFB7kGWZkjNnKNi/H4/lKaT//TcFe/dRsH8/8sWLl7ZzadkSt8hIfK4dgXuHDrh36oRLy5bKrUw1cXyz0sN631Jlcomut0C/hyC4ZtfeBOsrLixhyZc7OWw4Q//xEfQYGe7olOqPwU/D+cPK4CPqVtDjjhofwjfQg2vv7kjypztY8X0a197dUXzoqSVRmJswU3zMOeBZy6NBkwsLKTx6lMJDhyg4eIjCgwcpOHSQwoOHMF+4AIAvkNOsGW6RkfjddBNu7dvhHhmJa7v2qLzrOJ5KhgFWvAl7FinX7oY+B73vVWb3ERwuP7eIxYkG0vefZ8iUDnQe3MDHv7Y2SYLrP4Cs47DwcfAOgciadzHR6ALpO7Yt6+cfJKiVD92va231VJsCUZibOE1cchTKPczrTPExuWWWjzLFx9S7QUZKzp9XCu+hg+WKcOHRo5eaoAGcg4NxbdsW9Q3X46ppg2tEW7acPs01Y8da91N85m7lLGP3PHBTw7AXoe8D4F55RxXBfgpzZGb/32ayz+Rx3d2daN9bzMRVIZUL3PwdzIqBX2+HKb8qQ3fWUM9R4Zw+msOauftRB3nQtnuQDZJt3ERhbsI0ccllx+j+WhOX/JgpPsYeY3RXSi4qovDoMQpNhyg8ZKLQdIiCQ4coPHiIkrNnL20nubjgqtEoTdCjRuLWti2ubdri2kZzeQCPMsypqdYrymULsqu30hTYf7pytizUGxkHszj4l4yzcyE3Ptat8Q8eUlfuvnDHPEi6AX6+FW7/AzSDanQISZIYPlVLzrl8ln2zixsf705YhLrqHYVLRGFu2u4DepriY3I0ccka4A9NXLLGFB9j6zG6lWu/Z88qZ72HLAX40CHlcewYFF/utagKCMC1jQaf4cNxbasUXre2bXFp0aJ6HbGsKXOXpSDPB1cfuOZ/SkH2/O89mIJj7VmfwYof0lC5wcSne+EX4unolBoGrwDl1qlZMfDjzXDHHGjdr0aHcHFVETO9C7P/bzPJn27npqd70ixUDL9fXaIwN21OpviYHABTfIxJE5c8FKU4W22MbvPFixQeOUKh6TCFJqX4FljOhM3Z2Ze2k1xdcQ0PV85+R45Uim+bNrhqNKjU9eDT9rFNsPoDMP6pFOTBTyudukRBrndKSsys+WM/O1Yco3l7P3w6ZYmiXFPeQRC7QCnO30+Ayd9Du+E1OoSHtys3PNKV2f+3mfnvb2X8/3qgDhI/h+oQhblpy9TEJXczxcdsA7CcOdd4jO6ewLnff6fk7DlKzimPoowMCk0mijMzy23rHBqKaxsN6utjlGu/bTS4tmmDS1iY/c9+q2IuUTpzrfkEjq5TriEPfgb6PSgKcj11MbuQpV/uJH3febpGt6L/TRGsXPmvo9NqmHxCYeoi+OEm+Gmyco8zNevMqA7yZOxj3Zn3/hbmvb+V8U/1wDfA/vc4NzSiMDdt/xmj2xQfUwzcqYlLrvYY3S9JTmS89DKgDMDh7OeHc3AwXv3746oJx1WjwTU8HNfWrXHyagDNWYUXYduPyn3IZw+CX2sYFQ/db6/xNHmC/RzedYbls3ZTlF/CiLs60qFvzQeYEK7gEwJTF8IvU2D2vbRodx8wtEaHCGzpzY2PdWfe+1uZ//5Wbny8u0MGIGlIRGFuwkzxMVcdo9sUH1PtMbqfkc3MSUlBFRCAk3sDHu/59H5llK5tP0L+eWjeAybNgqgbxLCZ9VhJkZm18w6wfflR/Jt7cePjnRrvtI2O4OEHt8+GP+6h/Z4vYJEEI9+s0d9EUGsfxj7ajT8/3sbsdzYz9tFu4mdUCfHfRqizvYBLiwZ6X2hJkdJcvfFrOPQPODkrw2X2fQBa9xejdNVzZ0/ksuzrXZw5loNuaEsGTIjAuQGOOFXvuXjAzd9x9Nu7aLXhcziVpnxorcElnZA2voz/Xw/+/HAbc9/dQsz0rqK39lWIwiw0TWcOwLafYOsPkJOhjHYU/SJ0v7NWs+wI9lVSYmbr0iNsXHQIV3dnYh7qgqaLGMzFplTOHGh3D616jlIGIflymDIJRmjnah8ioLk3E57uyYIPt7Hgg61ce08n2nYT9zlfSRRmoclwLsqBTd/C9p/h6HqQnCBiOPT+ANpfB07iTKshOHk4m5Tv0jhzPId2PYO5ZnIknr41nxVJqKXut0FgpDIIyZfRMPINZZS7arYu+QZ6MOHpniQnbGdxooHe17eh9xgNkhWnTWzoRGEWGrfiQji4Anb8Sv/df4K5UJlyccQM6HIz+DZ3dIZCNRXkFbNx4SF2pBzF09eVMQ/qaNNVnG05RKveMG0VzHsQFv0PDqTAjQnVbtr29HVl/P96kPrjHjYuPMSZYzkMn6rF1V2UJBCFWWiMigvhYCrsmgt7kiE/CzyakRE6ghYx/1M6dYlrxw2G2SxjXJ3O+gUHycspotOg5vSf0A43D/Hvy6G8g2DKb7A+Ef56GT7tBzHvgvaGau3u7KJieKyWoFY+rJ69n9/f2sR193QiqLW480H8ZguNQ3EBHPpXKcZpC5Vi7KaGqBjoNB7aDmXfqjW0aNHT0ZkKNXBszzlW/baPM8dzCGun5oZHIsU/7vrEyUmZzlQzEOZPV5q3O46DMe+Ad3CVu0uSRNfhrQhs6c1f3+7mj7c30e/GCLqNaNWkm7ZFYRYarguZsG8Z7F0CB1ZAUa6lGI+5VIxxdnN0lkItnDiQxYY/D3Is7Rw+/u6MvK8zET2CxDSC9VVYV7hvBaz5SJn29GCq0pmy513Vuq2qRYdm3PJiH1b8mMaaOfs5vOsMw26PQh3UNO93FoVZaDjMJXBiO+z7SynG6VuU5b4toOtkiBwlinEDl3Eoi41/HuLI7rN4+LgwcGI7Og9uIW6BaghULnDNU8p9/4ueUq49b/waRr1VrVmq3L1dGHV/Z4yrT7Dqj3388up6el/fhq4jWqFS1XBe9AZOFGah/iopgvRtcHi18jiyDgqyAQla9lI+kUeOgpDO4ppxAyabZUw7z7D97yMc33sed28X+k+IQDekJS5uoiA3OEGRcOcCSEuGZS/A9+OgwxgY/goER1W6qyRJdBzUnNad/Fn56z7Wzj3A3g0ZDL4lsknNDCYKs1B/FOXD8c1weA0cXgVHN0DRRWVdYCR0ngDhg5SzYm/RG7ehKyooYc/6DLYvP8r5zIt4N3NjwIR2dBrcXPTObegkCbTXQ/trlaFt/52pdA7rfBMMeVYp3pXwbubO6Gk6Dm47xcpf9zL33a206RrIgAntmsSEJOK3X3Ccwlw4thFMljPiY5ugpEBZF9JZGZs6fCCED6hWRxKh/pNlmZOHL7B7dTr7NmZSlF9CcLgP193TibY9gppck2Wj5+wGg55QBu5Z+zGs/wJ2zYHOE5Vm7yrOoNt2C6JVR3+2Lz/KlqWH+XnGerSDmtNzVDg+/g14+N8qiMIs2E9+tjKwh2mVclacvgXMxcpAH2Fdoc99SiFu3U/M3tTIXDibz4EtJ0lbm8GZ4zk4uzrRrmcwHQc2JzRCLTp1NXZeATBCD/0fhtUfwsavwPAbtBuhTJ8aEX3Vy1Eurip6jdbQcWBzNiYfYveqdIyr04nqF0qPUZpG2UFMFGbBdorylAJ8MFW5lSljB8hmZTzq5j1gwCNKIW7VF9x9HZ2tYGW55wvYv+Uk+zedJONgFgDB4T4MmdKB9r1DxH3ITZFXIFz3Ggx8XJkwZuOX8MMECNJC3/uVpm73isfP9vR1ZcitHegxMpytSw+ze/UJjGtO0KZrEF2GtaR5pF+j+YAn/jIE6ykpgvStYFoJB/9ROmuVFICTC7TqA4OfVpqlW/YB18Z/naipMZtlTpqyMRlOc3jnGU4fzQEgoIU3fce2pV2vYPyCxc9dQDmDHvI0DHwUds6GtZ/Cwv9v79yDo7yuA/47q5W0klZaaYUkJAR64IcElgFhu37ENqZunIRmcF5NHE9CGndSGpImzSQT0rQZTTpNSNJxUje0ntZJStokNA/XwSUv21hxYhsHgwGBxRscEAhkJPR+7t7+ca/QJywJCfYFOb+ZO3v3fPe75+hovz1773e/e/4GfvG3sPD+sdtYEwTa3HCAux64nqVvrWT3s8fZ+9uTHNnZRrgshxvvKefam6/8ve41MCuXTfP7WuGLswBjp6YBihfY/XPn32ODccYVkIdZmRHGGDpae2k5cI6TB89x/NV2BnqHEZ8wuzqPW++vpmpREeFS/d8rk+DPhMXvh0UPQMsOeOW/bKDe9QMoqLSblSy8H0oXvyFI5+Rncts7ruHmFVUc2HaapsYTNH5vP7/94UFyyqL8vvgs5TVhfFfgRiUamJXL5t/25rBm9Ufsm9LF9peurpq+6ohEorS39HLqcCcnD3ZwbK/h1f95CbDTjPNuCFN5wyzmLggTyElPsrXKFYUIlC+15b4vwas/haYfwYvfhOe/AfkVsGClLWX1dscxhz8jjQV3lFF7eymnj3axb2srzS+28OQju8gJZTC/vpiqxUWUXRPCd4UsLtTArFw2jzTlsubehmSbocSQSCRKx6k+2n7fxZnXujnzWjdnT/QQGYkCECzIJDgb6u+soezafELFWVfN/T0lyWRkw+IHbOlrt89Dv/qEfezqhUcgu9BmhbvmXrtozA0CRITZ1SFmV4eIlpxkXv5C9r/Uyt7fnGT3syfIzPFTVTeLqsVFlNcUpPQjealrmaIocScaNXS19dN+spf2Uz2cPdlL+8lezp3uIxoxAKQH0iiel0vdPeUUV+RSUplH3qwsGhsbWfAmzc6lxJHsMNR/wJa+djj0DBx62pamHwICpTfa/Q0q74B5t0F2GF+acM3SYq5ZWszQwAjHm9s5uvN1ju5+nX1bW/H5hJLqPMqvL6C8JkxJVR5p/tQZTWtgVpSrHGMMAz3DdLb103mmj3Nt/XSe6aejtZeO1j4iw9HzbXMLA4TLcqisKyRcFqS4Ipf84uw/6IQCSoqQHYYb32NLNAqtu2yAPtwIL38Ltq637YoXcq2/Ama1Q8UdZOSWMH9JMfOXFBOJRDl18BzHmzs4sa+dbT87xrbNx0jz+yial8vs6jxKqkLMrs4jWJC856Q1MCvKVcDIUISejkG6OwboPjtAV1u/DcQuGA8NRMYai52KDs/Oofz6AsJlOYRLgxSUZqf09J6inMfng7Ilttz1GZtdrmWH3THwtReYfXQL/Phntm1+Bcyph7J60uYspbxqEeU184H5DPQO03Kgg1OHOzl9pIumxhZ2Pn0csIvLiublMqs8SOGcIIVzcggVZydkMZlehYqS4gwPRejrHKKva4iejgG62wfo6Rikx712tw8w0DM87hzxCXmFAULFWcyuLiVUlEWoOItQURZ5hVmkpafOtJ2iXDb+TKi4zRbgt1ue5u7rCuyOgi0vw4ntNiUs2A2NZl0PJQsJFNcyv7iW+ctr4Z1LiETh9RM9nD7aSeuRLl4/0cNre85iova2Tlq6j8KyHMJzghSUZJNfnE2oxF5X/vTY7euugVlREoyJGoYGRhjoHWagZ4S+7iH6Ogfp7x6ir3OI40eiPP7ydhuMu4cY9o52HRmBNILhAMGCAMUVuQQLAuSGMwkWBAiGMwmGA7q9pfIHi/H5x1Z5j9LTZncbbNlhX4+/BHt+PHbcn0Va0XWUhKspKajixsWVsLyKkWA1HX0hzp7s5/WWHs66YL3vhVNj5wrkFgTIL8kiVJRNMJxJbmGA3IIAwXCAnPzMGY20NTAryiUSGYky1D/C0MAIQ/0RBvuGGeh1AdeVwZ7R+ph8sG/k/C/wC8nM9mP8kDtbKK7IJSsvg+y8DLLzMsnOy7CrocMB3TVLUWZKsAiuu8+WUQa6oG0/tDXDmWZo22cz2jU/eX5PBj9QlJZBUagccstgbiksKGUwcw6dkTLODRZyrjeHc+d8dLYNcvDl0wz2jYxTLT4hmJ9pfzQXBMgJZUxpql7dymUjcmWNzEzUMDwYYWgg4gmsIwz2j7j3Tu4Nuv0jDA+Mb+NdNDUR/gwfgZx0AsF0AjnpFOYHXd1v5a6cD765GaSl+2hsbGTZsvoEeUNR/oAJ5MHcm23xEhmBrhPQfhQ6jkHHUTj3e+hutVnvulvJjAxSDIxLr5OeDXMLGcoooSetgm7K6I6W0DNSQPdgkO7eAKfb0untnXr0fNHAvH71lhpgJTDHiVqATWseXd487T/+EmiuqZ1Qb+2+5rjqrdtQN6HeplVNcdVLQ2hCvTR0xlVv5drNE+o9tm7FtPX+xe3r+PX391NeU8CsuUGC+YGY3MM0UcPISJTIUJSR4SgjwxFGhmxAHR6MMDwQYXhwxNYHPfLBCMMDI+fbDDlZb1eU/Y83MjI0dUAFQCAj4CcjkEZGlp/MLD+BYAahoiwysvz2WNZoSSMjMNrGBtvMHH9M7zkpipJA0vx257GCyomPGwP9HdB1ErpP2de+s660k9F3lnDfa4T7dtjHvAY7x87NAhOAv5pC/ZSBef3qLZ8FHgA2Ar9z4nLgB+tXb9m45tHl6yY5r3Gqfi9Gc03tpHqba2o31u5rnlBvc03tZemt21A3qd66DXUbm1Y1Tai3bkPdZemlITSpXhpCG2nonFAvDaHL0lu5dvOkeivXbt54bN2KCfVWrt08Tu/Kjv3kvhhiz3Mt52WBYDqZ2X786T7S/D7S0n34fIIxNuAaY4hGx+qREUNkOMKIC8KR4ej5zSymi/iEjEAa6ZmeEvCTm5NORiCNtrP9VFTNIT3gJz0z7XzQHQu0aWS6enpmmj4ipCjKxIjYx7eywzD7hou3jwxD/zkY7IKBc8hAJ3zxjydtfrER80PAwjWPLh+35HP96i0PA3uBiQPGG3l9mu3G6a3d1zxOb3NNbUL0Nq1qGqe3bkNdQvTS0Dl+aW1DKCF6j61bMU5v5drN09Y72Hpo8SNPfHaGahVFUZTJuFhgjgJlwGsXyEvdsQlZ8+jyZePfT7zQJdZ6a/c1j9M7Y62XqLdpVdM4vaxKjF4aOsfpNQ2J0Xts3YrzekWkEcAYs2yS5imB2hlb1M7YcSXYCGpnIrlYYP4k8Mz61VsOAsedbB5wDfCxONr1SeCZ5prapOit21CXFL00hJKit3Lt5kTrVRRFUSZBjJl6XLl+9RYfcAvjFwdtW/Po8jc+XBlDmmtqJ9Rbu685rnrrNtRNqLdpVVNc9dIQmlAvDZ1x1Vu5dvOEeo+tWzEtvVfKr1O1M7aonbHjSrAR1M5EctHArCiKoihK4riyHkBVFEVRlKscDcyKoiiKkkJoYFYURVGUFEIDszIhIvJtETkjIns8skUi8qKINInIkyKS5zn2ORE5JCL7ReQ+j/wtTnZIRNYmy0YR+RMR2e7k20VkueecRmfjTleKJ9KXIDsrRaTfY8ujnnOWuvaHROQREYnpDigztPNBj407RSQqIovdsXj7c66IPCsir4rIXhH5hJOHReQpETnoXgucXJy/DonIbhGp9/S1yrU/KCIzf9AxtnY+6OxrEpEXRGSRp69jTr5TRF5Ooo3LRKTT87/9gqeveF7rM7XzMx4b94hIRETC7lhcfBlTjDFatLyhAHcB9cAej2wbcLerfxj4B1dfAOwCMoEq4DCQ5sphoBrIcG0WJMnGJUCZq98AtHjOaQRuShFfVnrbXdDP74BbAQF+Drw1WXZecF4dcDiB/iwF6l09FzjgPoNfBdY6+VrgK67+Nucvcf57ycnDwBH3WuDqBUm08/ZR/cBbR+10748Bs1LAl8uA/5ugn3hf6zOy84Jz3w5sibcvY1l0xKxMiDHmOaD9AvF1wHOu/hTwLldfCWw0xgwaY44Ch7CPYN0CHDLGHDHGDGG3/lyZDBuNMa8YY046+V4gS0QyY2VLrOycDBEpBfKMMVuN/Xb5LnB/itg5uq1rQjDGnDLG7HD1bqAZ+7jfSmCDa7aBMf+sBL5rLFuBfOfP+4CnjDHtxpgO7N/3lmTZaYx5wdkBsBW7PW5cuQRfTka8r/XLsfMB4AexsiURaGBWZsJexi629wBzXX0OYxuUAJxwssnkybDRy7uAHcaYQY/sO25q6+9jPUU8CVPZWSUir4jIr0XkTiebg/XfKInwJUzPn+/ljV98CfGniFRiZ0NeAkqMMaNJcluBEldP+udzmnZ6eQg7yh/FAL8SexvmI0m28TYR2SUiPxeRhU6Wkr4UkWzsj62feMRx9+XlooFZmQkfBj4qItux00lDSbZnIqa00X2RfAX4S4/4QWNMHXCnKx9Iop2ngHnGmCXAp4Dvi+defhK4mD//COgzxuzxiBPiTxEJYr9wP2mM6fIec7MKKbFJw0ztFJF7sIHZuwn9m4wx9dgp7jUicleSbNwBVBhjFgH/AjwRSztiaOcobweeN8Z4Z4Li6stYoIFZmTbGmH3GmDcbY5ZiR0iH3aEWxo+kyp1sMnkybEREyoH/BT5ojDnsOafFvXYD38dOy8WVyex0twPOuvp2J78O6zfv1GbcfTmVnR7exwWj5UT4U0TSsV/Q3zPGPO7Ep90U9ejU/xknT9rnc4Z2IiI3Ao8BK0c/BzDOp2ewn+GY+XQmNhpjuowxPa7+MyBdRGaRgr50TPX5jLkvY4UGZmXaiFtdKyI+4O+A0RXDm4D3iUimiFQB12IXKm0DrhWRKhHJwF4km5Jho4jkA5uxC0We97T3uy+W0Qv/T4E9xJkp7CwSkTRXr8b68oibrusSkVvd1PAHgZ8my06P7M/w3F9OhD/d3/8toNkY87Dn0CbGUsisYsw/m4APiuVWoNP585fAm0WkwK3mfbOTJcVOEZkHPA58wBhzwNNPjojkjtadnTHx6SXYOHv01oSI3IKNIWeJ87V+Cf9zRCQE3H2BLG6+jCnxXl2m5cos2F+Zp4Bh7P2ih4BPYFdDHsCmhBRP+89jR1P78awWxq6IPeCOfT5ZNmKDSi+w01OKgRxgO7Abez/1n4G0JNr5LmfHTuy04ds9/dyE/RI5DHzT6/8k/c+XAVsv6CMR/nwTdspyt+d/+TagEHgGOAg8DYRdewHWO7814Vkxjp2qP+TKnyfZzseADk/bl528GrvKeZfzacyuo0uw8WPOhl3YBWq3e/qK57U+IzvdOR/CLkr19hM3X8ay6F7ZiqIoipJC6FS2oiiKoqQQGpgVRVEUJYXQwKwoiqIoKYQGZkVRFEVJITQwK4qiKEoKoYFZUZS4IyL5IvJRz/syEflxHPQ0iEiLiHwx1n1PU/+zItIjIjclQ79ydaCBWVGURJAPnA/MxpiTxph3x0nX140xX7h4s0tDRPyTHTPG3AOkZipB5YpBA7OiKIlgHTDfJbb4mti803sARORDIvKE2Hy6x0TkYyLyKbGJPLbKWB7d+SLyC5d84DciUjOVQhHxic3TW+R5f8jtrlYkIj8RkW2u3OHa3CI2//QrYnMiX++xcZOIbAGeEZFSEXlOxvL93jmFKYoyIzQwK4qSCNZiczYvNsZ8ZoLjNwDvBG4G/hGbGGMJ8CJ2+1GAfwc+buy+3Z8G/nUqhcaYKPDfwINOdC+wyxjTht2R7OvGmJuxu6095trsA+50ur8AfMnTZT3wbmPM3cD7gV8aYxYDi7A7USlKTJh0SkZRFCWBPGts0otuEekEnnTyJuBGsVmFbgd+JGNZJKeTT/vb2L2Sv4HdfvM7Tn4vsMDTV57TEQI2iMi12C0g0z19PWXGshRtA77t9gN/whizcwZ/q6JMiQZmRVFSAW9u7KjnfRT7PeUDzrkR6rQxxhwXkdMishybRWh09OwDbjXGDHjbi8g3sT8S3iE272+j53Cvp9/nxKYLXAH8p4g8bIz57kxsU5TJ0KlsRVESQTc2n/MlYWzu3aMi8h6w2YZEZNE0T38MO6X9I2NMxMl+BXx8tIGILHbVEGPpCj80WYciUgGcNsb8h+u/fpq2KMpF0cCsKErcMTa38PNuodTXLrGbB4GHRGQ0M9DKaZ63CQgyNo0N8NfATSKyW0ReBVY7+VeBL4vIK0w9o7gM2OXavRd7z1pRYoJml1IU5apBRBqAHmPMP3lkN2EXeiVk5bSINAKfNsboY1PKJaEjZkVRriZ6gI+MbjAiImuBnwCfS4RyEXkWm/N3OBH6lKsTHTEriqIoSgqhI2ZFURRFSSE0MCuKoihKCqGBWVEURVFSCA3MiqIoipJCaGBWFEVRlBRCA7OiKIqipBD/Dzsh1nA3yHq7AAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 504x360 with 5 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s.set_all_csts()\n", + "s.pet = 1975\n", + "s.run(N=400, dt=0.5)\n", + "plot_world_with_scales(s, title=\"Fig 44. World model with stabilized population\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x360 with 5 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s.set_all_csts()\n", + "s.pet = 1975\n", + "s.icet = 1985\n", + "s.run(N=400, dt=0.5)\n", + "plot_world_with_scales(s, title=\"Fig 45. World model with stabilized pop. and cap.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x360 with 5 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s.set_all_csts()\n", + "s.nri = 1e12\n", + "s.nruf2 = 0.25\n", + "s.ppgf2 = 0.25\n", + "s.fcest = 1975\n", + "s.lyf2 = 1\n", + "s.pet = 1975\n", + "s.icet = 1990\n", + "s.alic2 = 18\n", + "s.isopc2t = [80, 450, 1000, 1500, 1800, 2100, 2400, 2700, 3000]\n", + "s.ifpc2t = [250, 600, 900, 1100, 1200, 1275, 1350, 1375, 1375]\n", + "s.falmt = [0, 0.045, 0.08, 0.1, 0.105]\n", + "s.run(N=400, dt=0.5)\n", + "plot_world_with_scales(s, title='Fig 46. \"Stabilized world model 1')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x360 with 5 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s.set_all_csts()\n", + "s.nruf2 = 0.25\n", + "s.ppgf2 = 0.25\n", + "s.nri = 1e12\n", + "s.fcest = 1975\n", + "s.zpgt = 1975\n", + "s.disi = 75\n", + "s.icet = 1975\n", + "\n", + "s.isopc2t = [80, 450, 1000, 1500, 1800, 2100, 2400, 2700, 3000]\n", + "s.ifpc2t = [250, 600, 900, 1100, 1200, 1275, 1350, 1375, 1375]\n", + "s.falmt = [0, 0.045, 0.08, 0.1, 0.105]\n", + "\n", + "s.run(N=400, dt=0.5)\n", + "plot_world_with_scales(s, title='Fig 47. \"Stabilized world model 2')" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x360 with 5 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s.set_all_csts()\n", + "s.nruf2 = 0.25\n", + "s.ppgf2 = 0.25\n", + "s.nri = 1e12\n", + "s.fcest = 2000\n", + "s.zpgt = 2000\n", + "s.disi = 100\n", + "s.icet = 2000\n", + "s.alic2 = 18\n", + "s.pyear = 2000\n", + "\n", + "s.isopc2t = [80, 450, 1000, 1500, 1800, 2100, 2400, 2700, 3000]\n", + "s.ifpc2t = [250, 600, 900, 1100, 1200, 1275, 1350, 1375, 1375]\n", + "s.falmt = [0, 0.045, 0.08, 0.1, 0.105]\n", + "\n", + "s.run(N=400, dt=0.5)\n", + "plot_world_with_scales(s, title='Fig 48. \"Stabilization policies in the year 2000')" + ] + } + ], + "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": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/World2.ipynb b/examples/World2.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..90312990ad99e58743116b46b8a09f4b5647277a --- /dev/null +++ b/examples/World2.ipynb @@ -0,0 +1,68 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# World2 tutorial" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from pydynamo import get_w2, plot_w2\n", + "w2 = get_w2()\n", + "w2.run(400, 0.5)\n", + "plot_w2(w2, title='Standart World2 scenario')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sources\n", + "I used code and definitions from:\n", + "- orinial book: https://archive.org/details/worlddynamics00forr_3du\n", + "- code: https://cress.soc.surrey.ac.uk/s4ss/code/Codesegments/chapter3.html\n", + "- definitions: https://github.com/amignan/hist_gc_sysdyn/blob/master/Rworld2.R" + ] + } + ], + "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": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/World3.ipynb b/examples/World3.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..747b65f7004f66ec3c8e599fc913f010f65b233e --- /dev/null +++ b/examples/World3.ipynb @@ -0,0 +1,125 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# World3 tutorial" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x1080 with 11 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from pydynamo import get_w3, plot_world_03, var_color, plot_tabhl, new_cst_politic\n", + "s = get_w3()\n", + "s.run(N=200, dt=1)\n", + "plot_world_03(s, \"World3 scenario 1: Business as usual\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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5P9VfKun8ovJTJD2azrlMksYy3lLqbG9l5cZudvd5jjozq155ZNMNANcCnwc+C1wbEWN9TPfPwI8j4iXAy4ElZEHvjojoBO5I+wBvBzrT50LgawCSDgMuAV4NnApcUghgqc6Hi847a4zjLZnODmfUmVn1yyOb7neAp4HLgK8CyyS9fQztTQPeAFwFEBF7ImILcA5Z0CN9n5u2zwGui8y9wHRJc4C3AbdHxKaI2AzcDpyVjrVFxL0paF5X1FbZdbanVV+dUWdmVSyPH73+I/DmiFgGIOk44Gbg1lG2dwzZY79/k/Ry4EHgz4COiFiT6qwFOtL2XGBV0fmrU9mBylcPUT4hOKPOzGpBHu+MthcCUbIcGMv/kzYAJwNfi4hXkk0xdHFxhXRHk2vGnqQLJS2WtHj9+vV5drWf5sZ6jp451UkMZlbV8ghGiyXdIumDKUngh8ADkt4l6V2jaG81sDoi7kv7N5IFpxfSIzbS97p0/DlgXtH5R6ayA5UfOUT5fiLiyohYGBELZ8+ePYrLGL3O9hand5tZVcsjGDUDLwBvBN5E9ohtMvB7wO8eamMRsRZYJen4VHQ68ASwCChkxJ0P3JS2FwEfSFl1pwFb0+O824AzJc1IiQtnArelY9sknZay6D5Q1NaE0NnRwoqN3ezpGyj3UMzMclHyd0YR8aFStwl8HPimpCayx34fIguk10u6AFgJvCfVvQU4G1gGdKe6RMQmSZ8nmysP4HMRsSltfwy4hixo3sro32/loqujdW9G3fGHt5Z7OGZmJZdHAkPJRcSvgIVDHDp9iLpBNiXRUO1cDVw9RPli4KSxjTI/hYy6p17Y7mBkZlXJy45XgL0ZdU5iMLMqlcfvjI4ZSZmN3N6MOicxmFmVyuPO6HtDlN2YQz81ZYFXfTWzKlayd0aSXgK8FJg2KIW7jSzDzsagq6OFO59cx56+AZoa/HTVzKpLKRMYjidL3Z5OlsZdsJ1s3jcbg872VvoGghUbd+5ddM/MrFqMKBhJmk0WUOYXnxMRf1S0fRNwk6TXRMQvSzzOmtfZ0QJkGXUORmZWbUZ6Z3QT8DPgJ8DB1jJ4p6THgV3Aj4GXAZ+IiP836lEax81uSXPU+b2RmVWfkQajKRHxVyOse2ZE/KWkdwIrgHcB9wAORmPQ3FjPUYdNYek6Z9SZWfUZ6ZvwH0k6e4R1G9P37wA3RMTWQx+WDWVBeytP+c7IzKrQAe+MJG0nmw1bwGck7QF60+GIiLYhTvuhpCfJHtN9NL1v6inhmGtWV0cLd/3GGXVmVn0O+P9oEdEaEW3puy4imtN26zCBiIi4GPhtYGFE9JIt+XBO6Ydee7o6soy6lRu96quZVZcRp3an3w69juxO6WcR8YNh6jUC7wfekE2Czd3Av4x5pMaC9kJG3Q46nVFnZlVkRM96JF0BfAR4FHgM+Iiky4ep/jXgFOCK9Dk5ldkYLWhvQcJrG5lZ1RnpndFbgBPSjNhIuhZ4fJi6r4qIlxft/1TSr8cwRksKGXXLPC2QmVWZkb4FXwYcVbQ/L5UNpV/ScYUdScdy8N8m2Qh1trf6zsjMqs5I74xagSWS7id7Z3Qq2fLiiwAi4h1FdT8F3ClpOVkW3tGkBe5s7AoZdb39AzTWO6POzKrDSIPR3460wYi4Q1In2Vx1AL+JiN2HPDIbUmdHSzZH3YadTmIws6ox0mD0LLAmInoAJE0GOiJixeCKki4CvhkRj6T9GZIuiIgrSjTmmlZY9XXpOmfUmVn1GOlznhuAgaL9/lQ2lA9HxJbCTkRsxrN2l8xxs51RZ2bVZ6TBqCEi9hR20nbTMHXrlX5gBCCp/gB17RBNbirMUeeMOjOrHiMNRusl7U1SkHQOsGGYuj8GvivpdEmnA99OZVYine2tXoLczKrKSN8ZfQT4pqSvpv3VwB8OU/evgAuBj6b924FvjHqE9iKdHS3c/ZQz6sysehxsotRPFu1eD0xJ291k8819efA5ETFANv2PpwDKSVdHC7392Rx1C9qdxGBmle9g/6xuTZ+FZHc604EZZHdKJ+c6MhtWIaPOy0mYWbU44J1RRHwWQNI9wMkRsT3tXwrcnPvobEiFjLqlL+yA3yr3aMzMxm6kLxw6gD1F+3tS2YtI+oORlNnoFTLqnvKqr2ZWJUYajK4D7pd0aborug+4Zpi6nx5hmY1BZ3uLM+rMrGqMKJsuIr4g6Vbg9anoQxHxcHEdSW8HzgbmSrqs6FAb0FeKwdo+nR2t3P3UemfUmVlVGPHiehHxEPDQAao8DywG3gE8WFS+HfjEqEZnw+psL2TUde9ddM/MrFKNOBgdTET8Gvi1pG+l5cYtR11pXrqlL2x3MDKzipfH851TJd0u6SlJyyU9k5aTsBLam1HnaYHMrArkEYyuIvsx7OuAV5H9RulVY21UUr2khyX9KO0fI+k+ScskfVdSUyqflPaXpePzi9r4dCr/jaS3FZWflcqWSbp4rGMdD5Ob6pk3Y4onTDWzqpBHMNoaEbdGxLqI2Fj4lKDdPwOWFO3/PfCViFgAbAYuSOUXAJtT+VdSPSSdCJwHvBQ4C7giBbh64HLg7cCJwHtT3Qmvq6Ml+62RmVmFyyMY3SnpHyS9RtLJhc9YGpR0JPA7pDnu0qzgbwFuTFWuBc5N2+ekfdLx01P9c4DvRMTuiHiGbNn0U9NnWUQsT7ORfyfVnfAWtLeyfMMO+voHDl7ZzGwCK1kCQ5FXp++FRWVBFjxG65+AvySbmghgJrAlIgop46uBuWl7LrAKICL6JG1N9ecC9xa1WXzOqkHlr2YQSReSTQDLUUcdNYZLKZ3CHHUrnFFnZhWu5MEoIt5cyvYk/S6wLiIelPSmUrZ9KCLiSuBKgIULF0a5xlGsMEfdsnXOqDOzylbyx3SSOiRdlX4ki6QTJV1wsPMO4LXAOyStIHuE9hbgn4HpkgrB9EjgubT9HDAv9d0ATAM2FpcPOme48glvQXth1Ve/NzKzypbHO6NrgNuAI9L+U8Cfj7axiPh0RBwZEfPJEhB+GhHvA+4E3p2qnQ/clLYXpX3S8Z9GRKTy81K23TFAJ3A/8ADQmbLzmlIfi0Y73vE0uameI2dMdnq3mVW8PILRrIi4HhiA7L0N0J9DP38FfFLSMrJ3Qlel8quAman8k8DFaRyPk63J9ATZyrMXRUR/Gt+fkAXQJcD1qW5F6PKqr2ZWBfJIYNgpaSZZ0gKSTgO2lqLhiLgLuCttLyfLhBtcpwcYcpbwiPgC8IUhym8BbinFGMfbgo4WfrZ0A339AzR4jjozq1B5BKNPkj3mOk7SL4DZ7HucZiXW1d7Knv4BVm7q5rjZTmIws8qURzbdQ5LeCBwPCPiN56rLT2dHFoCWvrDDwcjMKlYe2XT1ZEtJnA6cCXxc0idL3Y9lCindfm9kZpUsj8d0PwR6gEdJSQyWnylNDc6oM7OKl0cwOjIiXpZDuzaMro5WT5hqZhUtj/SrWyWdmUO7NozOjhaWr9/pOerMrGLlEYzuBf5D0i5J2yRtl7Qth34s6UwZdc9u6i73UMzMRiWPYPRl4DXAlIhoi4jWiGjLoR9LulJGnacFMrNKlUcwWgU8lqbgsXFQSOlets7vjcysMuWRwLAcuCtNlLq7UBgRX86hLwOmTsoy6nxnZGaVKo9g9Ez6NKWPjYPO9hand5tZxcpjBobPAkhqy3bDz47GQVdHK794eiP9A0F9nco9HDOzQ5LHDAwLJT0KPAI8KunXkk4pdT+2vwXtLezpc0admVWmPBIYrgY+FhHz0xpEFwH/lkM/VqSrI1v11T9+NbNKlEcw6o+InxV2IuLnQF8O/ViRwhx1y/zeyMwqUB4JDHdL+jrwbbI1jf4bWXbdyZDN6p1DnzVv6qQG5k6f7DsjM6tIeQSjl6fvSwaVv5IsOL0lhz6N7MevS53ebWYVKI9sujeXuk0bmc6OVv7LGXVmVoHyyKabJunLkhanzz9KmlbqfuzFOttb2O2MOjOrQHll020H3pM+23A23bjoTBl1XmjPzCpNHsHouIi4JCKWp89ngWNz6McG2bvqqzPqzKzC5BGMdkl6XWFH0muBXTn0Y4O0pIw63xmZWaXJI5vuo8C16T2RgE3AB3Pox4bQ2dHiCVPNrOLkkU33K+DlaW46IsIL642jzvYWfumMOjOrMCULRpI+OUw54CUkxktnRyu7+wZYtamb+bOmlns4ZmYjUso7o9YStmWj1FmUxOBgZGaVomTBqLB0hJVXZ9GEqW89saPMozEzG5k8fvTaJekOSY+l/ZdJ+ptS92NDc0admVWiPFK7/xX4NNALEBGPAOfl0I8NY4FXfTWzCpNHMJoSEfcPKvMSEuOoq6OFZet20D8Q5R6KmdmI5BGMNkg6jmyGbiS9G1gz2sYkzZN0p6QnJD0u6c9S+WGSbpe0NH3PSOWSdJmkZZIeKSxdkY6dn+ovlXR+Ufkpkh5N51ymQgpghepszzLqVm/2HHVmVhnyCEYXAV8HXiLpOeDPgY+Mob0+4C8i4kTgNOAiSScCFwN3REQncEfaB3g70Jk+FwJfgyx4kS1r8WrgVOCSQgBLdT5cdN5ZYxhv2XV2ZBl1/vGrmVWKPILRyog4A5gNvCQiXhcRK0fbWESsKSzIFxHbgSXAXOAc4NpU7Vrg3LR9DnBdZO4FpkuaA7wNuD0iNkXEZuB24Kx0rC0i7o2IAK4raqsi7ZujzkkMZlYZ8ghGz0i6kuwupqT/NJc0n2yRvvuAjogoPP5bCxTymOcCq4pOW53KDlS+eojyitXa3MgR05q90J6ZVYw8gtFLgJ+QPa57RtJXiydOHS1JLcD3gD8fPMVQuqPJ9W29pAsLazStX78+z65KYkFHq++MzKxilDwYRUR3RFwfEe8iu4tpA+4eS5uSGskC0Tcj4vup+IX0iI30vS6VPwfMKzr9yFR2oPIjhygffF1XRsTCiFg4e/bssVzOuOhqzzLqBpxRZ2YVII87IyS9UdIVwINAM9kie6NtS8BVwJJB89stAgoZcecDNxWVfyBl1Z0GbE2P824DzpQ0IyUunAnclo5tk3Ra6usDRW1VrM6OFnp6B1jljDozqwAln7Vb0grgYeB64FMRsXOMTb4W+EPgUUm/SmWfAb4IXC/pAmAl+wLeLcDZwDKgG/gQQERskvR54IFU73MRsSltfwy4BpgM3Jo+FW3fqq87OHqm56gzs4ktj/WMXlbKZSMi4udk6yIN5fQh6gfZ+6qh2rqabFn0weWLgZPGMMwJp5BR99S67ZzhOerMbILL4zHd4Z6brvzamhuZM62ZZc6oM7MK4LnpqtiC9haeckadmVUAz01Xxbo6Wp1RZ2YVYcLPTWej15Uy6p7d5Iw6M5vY8khguAi4kn1z0z0DvD+HfuwgTpjTBsCSNdu86quZTWh5/Oh1+RBz060odT92cF0drdTXiSfWlCy50cwsFyW7M5L0yWHKARj0g1UbB82N9Rw7aypLHIzMbIIr5WO61vR9PPAqspkQAH4PGJzQYOPkhDltPLhyc7mHYWZ2QCULRhHxWQBJ9wAnp+UekHQpcHOp+rFDc8KcNhb9+nm2dvcybUpjuYdjZjakPLLpOoA9Rft72Le8g42zE+ZkN6xL1vpRnZlNXHlk010H3C/pP9L+uWTzvlkZnJgy6p54fhunHTuzzKMxMxtayYNRRHxB0q3A61PRhyLi4VL3YyMzu3USM6c2OYnBzCa0PO6MSMuEP5RH23ZoJHHCnDY/pjOzCS2X9YxsYjnxiDaeemEHff0D5R6KmdmQHIxqwAlzWtnTN8DyDWNdWsrMLB8ORjWgeFogM7OJyMGoBhw3u4Wm+jqeeN7ByMwmJgejGtBYX8eC9hbPUWdmE5aDUY04YU4bS9Z4oT0zm5hySe22ieeEOa1876HVnHv5Lzhm1lTmz5zK/FlT0vdUpk32VEFmVj4ORjXinFfMZcXGnTy9bif3Ld/Ifzz83H7HD5vaxNEzU3ByoDKzcaYIL0l9qBYuXBiLFy8u9zDGpKe3n2c3dfPMhp2s2LCTFRu70/dO1mzt2a9uIVAdM3MqR6dAdcysbNuBysxGStKDEbFwqGO+M6pRzY31dHW00tXR+qJjLw5UO3lmw05+uXwj3x/mjsqByszGwsHIXuRggWrlxm5WbNwXqFZs6B4yUM2Y0shRM6dy9GFTmHfYZOZMm8ycac0cPq2ZI6ZNZvqUxr2LL5pZbXMwskPS3FjP8Ye3cvzhwweqZ1KQWrmxm2c37eShZzdz86Nr6B/Y/5HwpIY65kxr3i9IFfYL24dNbXLAMqsBDkZWMgcKVH39A2zYsYc1W3exZmsPa7b2sHbrLp7f2sParT3c98wm1m7reVHAakoB6/C25hSwJnPE9Gz/iOlZ0JrpgGVW8RyMbFw01NdxeLr7eeUwdfoHgo07dvP81h7WbNnF2m1ZoHo+Ba7FKzfzwrY19PYPClhFbRfusDpam+loa6a9LVtCY/qUJtqaG2io90/rzCYiByObMOrrRHtbM+1tzbxi3vQh6wwMBBt37klBahdr011W4Y7r4We3sHZrD3uGmaG8tbmBGVOamD6lkWmTG5k+pYkZUxqZPrmRaYXtKVn59HTcQcwsfw5GVlHq6sTs1knMbp3Ebx05bcg6EcHm7l7Wbe9h3bbdbO7ew+ade9jc3cvWXb1s6d63vXrzLjZ372Hrrl4O9CuHAwWx6ak8O9bEtMmNez9NDQ5iZiPhYGRVRxKHTW3isKlNvOTwkZ0zMBBs6+llS3cvm7v3sCUFra3dvWm7d2/Q2tLdy6pN3WzZ1XvQINbcWEfLpEbamhtobW6gtbkxfRdvZ99tQ5S1NjcwqaG+NH8wZhOYg5EZ2R1XdofTxHymjvi8/oFgWwpKhSBW2N/a3cv23X1s7+llW08f23uy7bXbetje08v2nj669/QftI+mhrpBgaqB1kkvDlptzY1MndRAS3MDLZPqmTqpgalNDdn3pHqa6uuc6GETloNRIuks4J+BeuAbEfHFMg/JKkB9nZgxtYkZUw8tiBX09Q+wY3chUPXtDVLbd/fuLdvW0/ui4+u379hbtmN334j6aqhTClD1TJnUsHd76qQGWiY1MKWpPn1nwWtqKisEtJZJLy6vq3Nws9JwMAIk1QOXA28FVgMPSFoUEU+Ud2RW7Rrq6/bekY1W/0CwY3cf23b1snNPHztTcOve08+O3dn+4O2du7MgtmtPP5t2drNzTx/du7M6u/tGvjz95MZ6pk6qZ3JTPZMb62lurKe5oZ5JjXVMaqijqaGOSQ3ZXdmkxrqi7/pB+3VMakz1Ggadu9/+vvLGevlOr4o4GGVOBZZFxHIASd8BzgEcjGzCq6/T3oSJUujrH2Dnnn66U2Dbubs/BbmsrBDU9u33s2tPHz29A/T09dPTmwW7jTsG2NM/wJ6+AXb39bOnr7A9QN9AaebEnNRQR2N9HfV1oqFO1NWJOkGdlH3qoH7vtqiXkLI/s6wO6ZzsWF1ddm59XRbo6kQ6R9SnY4V26pS9n5RAZN91Rdv7jpGOKW0PcU46BvufV7dfG/ufVxyGC/0NVlxU6GGocwfXeVF50c7hbc38zsvmHOLf1ME5GGXmAquK9lcDry6uIOlC4EKAo446avxGZjbOGurrmDa5Lte5BfsHoig49bM7BanioNWTvvcLZv0D7O4tfPezu3+Avv6gfyDo7R9gILJsyv6BYCBgYO92+gxAfwQR2fHiY4Vz+voHUh32Ky+0WzjWPxAE2Xak40F2TgQEqSxt7y0fdHwgIDuTfW2xr/9I5RPFqccc5mBUThFxJXAlZLN2l3k4ZhWtvk7Zo72mesAT6o7E4CC2t5x9waoQ1GDoABYxfJ3Yr168qO2C+pzeEzoYZZ4D5hXtH5nKzMwmhMJjurRXzqHkwr/IyzwAdEo6RlITcB6wqMxjMjOrGb4zAiKiT9KfALeRpXZfHRGPl3lYZmY1w8EoiYhbgFvKPQ4zs1rkx3RmZlZ2DkZmZlZ2DkZmZlZ2DkZmZlZ2ion0094KIWk9sHIMTcwCNpRoOJWi1q651q4XfM21YizXfHREzB7qgINRGUhaHBELyz2O8VRr11xr1wu+5lqR1zX7MZ2ZmZWdg5GZmZWdg1F5XFnuAZRBrV1zrV0v+JprRS7X7HdGZmZWdr4zMjOzsnMwMjOzsnMwyomksyT9RtIySRcPcXySpO+m4/dJml+GYZbUCK75k5KekPSIpDskHV2OcZbSwa65qN7vSwpJFZ8GPJJrlvSe9Hf9uKRvjfcYS20E/20fJelOSQ+n/77PLsc4S0XS1ZLWSXpsmOOSdFn683hE0slj7jTSErz+lO5DtgzF08CxQBPwa+DEQXU+BvxL2j4P+G65xz0O1/xmYEra/mgtXHOq1wrcA9wLLCz3uMfh77kTeBiYkfbbyz3ucbjmK4GPpu0TgRXlHvcYr/kNwMnAY8McPxu4lWyVv9OA+8bap++M8nEqsCwilkfEHuA7wDmD6pwDXJu2bwROl1TJyzce9Joj4s6I6E6795KtqFvJRvL3DPB54O+BnvEcXE5Gcs0fBi6PiM0AEbFunMdYaiO55gDa0vY04PlxHF/JRcQ9wKYDVDkHuC4y9wLTJc0ZS58ORvmYC6wq2l+dyoasExF9wFZg5riMLh8jueZiF5D9y6qSHfSa0+OLeRFx83gOLEcj+XvuArok/ULSvZLOGrfR5WMk13wp8H5Jq8nWRfv4+AytbA71f+8H5cX1bNxJej+wEHhjuceSJ0l1wJeBD5Z5KOOtgexR3ZvI7n7vkfRbEbGlnIPK2XuBayLiHyW9Bvh3SSdFxEC5B1YpfGeUj+eAeUX7R6ayIetIaiC7td84LqPLx0iuGUlnAH8NvCMido/T2PJysGtuBU4C7pK0guzZ+qIKT2IYyd/zamBRRPRGxDPAU2TBqVKN5JovAK4HiIhfAs1kE4pWqxH97/1QOBjl4wGgU9IxkprIEhQWDaqzCDg/bb8b+GmkN4MV6qDXLOmVwNfJAlGlv0eAg1xzRGyNiFkRMT8i5pO9J3tHRCwuz3BLYiT/bf+A7K4ISbPIHtstH8cxltpIrvlZ4HQASSeQBaP14zrK8bUI+EDKqjsN2BoRa8bSoB/T5SAi+iT9CXAbWSbO1RHxuKTPAYsjYhFwFdmt/DKyF4XnlW/EYzfCa/4HoAW4IeVqPBsR7yjboMdohNdcVUZ4zbcBZ0p6AugHPhURFXvXP8Jr/gvgXyV9giyZ4YOV/I9LSd8m+wfFrPQe7BKgESAi/oXsvdjZwDKgG/jQmPus4D8vMzOrEn5MZ2ZmZedgZGZmZedgZGZmZedgZGZmZedgZGZmZedgZFYDJF0j6d3lHofZcByMzMys7ByMzCqQpPmSnpT0TUlLJN0oaYqkv5X0gKTHJF1Z4TPBWw1xMDKrXMcDV0TECcA2sjWyvhoRr4qIk4DJwO+Wc4BmI+VgZFa5VkXEL9L2/wNeB7w5rRz8KPAW4KVlG53ZIfDcdGaVa/BcXgFcQbaa7CpJl5JN2Gk24fnOyKxyHZXWzgH478DP0/YGSS1ks8GbVQTfGZlVrt8AF0m6GngC+BowA3gMWEu29IFZRfCs3WYVSNJ84EcpUcGs4vkxnZmZlZ3vjMzMrOx8Z2Q1RVK/pF+lH4XeIGnKAeq+SdJvj6Gv6ZI+VrR/hKQbD3LOfEmPFfX/o1H0+wNJ9x76iEHSByV9dZhjOw6xrRVp2fGSOdD4rLI5GFmt2RURr0jvWvYAHzlA3TcBow5GwHSyH6ICEBHPR0SuGW6SpgOnANMkHTtMHScu2YTjYGS17GfAAkmHpbuJRyTdK+llKUHgI8An0p3U6yXNlvS9NN3OA5JeCyDpUklXS7pL0nJJf5ra/yJwXDr/Hwbd9cyX9DNJD6XPsEFPUp2kpZJmF+0vK+wP8i7gh8B3gPOK2rhG0r9Iug/4kqRTJf1S0sOS/kvS8UVtzEvXslTSJcOM6VPpz+ARSZ8d2R83DNdvuuP5vqQfp36/VHTOhyQ9Jel+4LUj7csqTET440/NfIAd6bsBuAn4KPB/gUtS+VuAX6XtS4H/WXTut4DXpe2jgCVF9f4LmATMAjYCjcB84LGi8/fuA1OA5rTdCSweos6byDLmAC4B/jxtnwl8b5jrux14PdAFPFpUfg3wI6A+7bcBDWn7jEJ7wAeBNcBMsumEHiP7EW3xn92ZwJWAyP5B+yPgDUOMZQUwa1DZgfpdDkwj+6HuSmAeMAd4FpgNNAG/IJvyqOz/LflT2o9v163WTJb0q7T9M+Aq4D7g9wEi4qeSZkpqG+LcM4ATi+YebUs/LgW4OSJ2A7slrQM6DjKORuCrkl4B9JMFjwO5mix4/hPwR8C/Da4gqYMssP08IkJSr6STIuKxVOWGiOhP29OAayV1ks3c0FjU1O0RsTG1+X2yaYYWFx0/M30eTvstqd97DnINB+v3jojYmvp9AjiaLLjfFRHrU/l3OfiflVUgByOrNbsi4hXFBYcwsXUdcFpE9Axx/u6ion4O/r+tTwAvAC9P7fYcqHJk0/u8IOktwKnA+4ao9h6yH70+k8bUBrwX+Ot0fGdR3c8Dd0bEO9MjybuKuxvc/aB9AX8XEV8/0JiHcaB+D/XP0KqI3xmZZXdI74Msgw3YEBHbgO1Aa1G9/wQ+XthJdzUHMvj8YtOANRExAPwhUD+CcX6DbELU4jucYu8FzoqI+RExnyyR4bwh6hX6fy5tf3DQsbem92iTgXPJHo0Vuw34o8JdoaS5ktpHMP6D9TuU+4A3prvVRuAPRtiPVRgHI7Psnc8pkh4hSzo4P5X/EHhnIYEB+FNgYXpp/wQHzsQjPer6hbI08n8YdPgK4HxJvwZewv53LcNZRPZIbKhHdPPJHmvtTemOiGeArZJePURbXwL+TtLDvPgO5H7ge8AjZO90ih/RERH/Sfb+7JfKZge/keGD7iOSVqfPlw/S74tExBqyv59fkgXFJQc7xyqTf/RqViEkLQS+EhGvL/dYzErNz2TNKoCki8ky/4Z6V2RW8XxnZGZmZed3RmZmVnYORmZmVnYORmZmVnYORmZmVnYORmZmVnYORmZmVnb/P1ji7rAGNf6UAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Get the non linear formula of some variable\n", + "plot_tabhl(s, 'dcph')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'industrial capital depreciation'" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Get comments about some variable\n", + "s.get_comment('icdr')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 504x1080 with 11 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "s = get_w3()\n", + "new_cst_politic(s, 'amti', 2020, 0.1)\n", + "s.nri = 2e12\n", + "s.run(N=200, dt=1)\n", + "plot_world_03(s, \"Scenario bonus: more resources and less agricole toxicity from 2020\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dnovenv", + "language": "python", + "name": "dnovenv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/pydynamo/__init__.py b/pydynamo/__init__.py index 819aefef2d79473446a71e6f7ba10896b31232b1..b630547564d94a5ba381a488a671ee99738d8356 100644 --- a/pydynamo/__init__.py +++ b/pydynamo/__init__.py @@ -2,7 +2,25 @@ __version__ = "0.1" -import pydynamo.parse_system -import pydynamo.system -import pydynamo.plot_system -import pydynamo.dynamo_converter +from pydynamo.core import parse_system +from pydynamo.core.parse_system import new_cst_politic +# import pydynamo.core.system +from pydynamo.core.plot_system import plot_system, show_pyvis, plot_tabhl +# import pydynamo.core.dynamo_converter +from pydynamo.core import psdsystem +from .world3 import w3_code, w3_defs, plot_world_03, plot_world_with_scales, var_color +from .world2 import w2_code, w2_defs, scales_w2 + + +def get_w3(): + w3 = parse_system.system_from_lines(w3_code) + w3.add_comments(w3_defs) + return w3 + +def get_w2(): + w2 = parse_system.system_from_lines(w2_code) + w2.add_comments(w2_defs) + return w2 + +def plot_w2(w2, title=''): + plot_system(w2, scales_w2, scales=scales_w2, title=title) diff --git a/pydynamo/delays.py b/pydynamo/core/delays.py similarity index 100% rename from pydynamo/delays.py rename to pydynamo/core/delays.py diff --git a/pydynamo/dynamo_converter.py b/pydynamo/core/dynamo_converter.py similarity index 100% rename from pydynamo/dynamo_converter.py rename to pydynamo/core/dynamo_converter.py diff --git a/pydynamo/parse_dynamo_functions.py b/pydynamo/core/parse_dynamo_functions.py similarity index 100% rename from pydynamo/parse_dynamo_functions.py rename to pydynamo/core/parse_dynamo_functions.py diff --git a/pydynamo/parse_equations.py b/pydynamo/core/parse_equations.py similarity index 91% rename from pydynamo/parse_equations.py rename to pydynamo/core/parse_equations.py index b9938c2a6091dc515fff94a2c881f34e2221e4ce..cb757f52759ba71b5bf8ceea4836c371752423aa 100644 --- a/pydynamo/parse_equations.py +++ b/pydynamo/core/parse_equations.py @@ -4,6 +4,9 @@ import ast import astunparse import re +math_fun = {'sqrt', 'exp', 'log'} +not_parse_fun = math_fun.union(__builtins__) + def change_points_to_underscores(line, variables): for v, i in variables: line = re.sub(f'(?!<\w){v}.{i}(?!\w)', f'{v}_{i}', line) @@ -81,14 +84,15 @@ def get_var_cst_fun(root): elif isinstance(node, ast.Attribute): all_vars.add((node.value.id, node.attr)) elif isinstance(node, ast.Call): - if node.func.id not in __builtins__: + assert isinstance(node.func, ast.Name), f"Function call can only be a name: {astunparse.unparse(node.func)}" + if node.func.id not in not_parse_fun: arg_fun = {'args': [astunparse.unparse(arg) for arg in node.args], 'type': node.func.id, 'fun': node.func.id} all_fun[node.func.id] = arg_fun return {'cst': {c for c in all_names.difference(v for v, i in all_vars).difference(all_fun) - if c not in __builtins__}, + if c not in not_parse_fun}, 'var': all_vars, 'fun': all_fun} diff --git a/pydynamo/parse_system.py b/pydynamo/core/parse_system.py similarity index 56% rename from pydynamo/parse_system.py rename to pydynamo/core/parse_system.py index df8844e48b325c56e53ff286d6c09987309eee07..d238fc60258f298202111f634d19baaa03ea4e02 100644 --- a/pydynamo/parse_system.py +++ b/pydynamo/core/parse_system.py @@ -23,8 +23,12 @@ def get_nodes_eqs_dicts(lines): for eq_type in all_eqs: if is_eq_of_type(root, eq_type): type_found = True - node, args = get_pars_eq(root, eq_type) - + try: + node, args = get_pars_eq(root, eq_type) + args['raw_line'] = l.split('#')[0].strip() + except: + raise Exception("Error while parsing line:\n"+l) + # Add comment com = get_comment(l) if com != '' or node not in comments: @@ -61,6 +65,13 @@ def get_nodes_eqs_dicts(lines): return all_nodes, all_eqs, comments def system_from_nodes_eqs(nodes, eqs, comments, s=None, prepare=True): + if s: + for n, args in eqs['cst'].items(): + if n in s.eqs['update']: + change_var_to_cst(s, n) + for n, args in eqs['update'].items(): + if n in s.eqs['cst']: + change_cst_to_var(s, n) if not s: s = System() s.add_all_nodes(nodes) @@ -93,3 +104,48 @@ def check_file(filename): e.filename = filename e.lineno = i + 1 raise + +def new_cst_politic(s, cst, year, val2): + """Add new equations for cst, which becomes a variable changing from initval to endval during time interval from year""" + assert cst in s.eqs['cst'], f"{cst} is not a constant" + initval= s.eqs['cst'][cst]['line'] + del s.eqs['cst'][cst] + + # New equations + eq_clip = f"{cst}.k = clip({cst}2, {cst}1, time.k, {cst}_year)" + eq_year = f"{cst}_year = {year}" + eq_cst1 = f"{cst}1 = {initval}" + eq_cst2 = f"{cst}2 = {val2}" + + # Change calls from cst to var + change_cst_to_var(s, cst) + + system_from_lines([eq_clip, eq_year, eq_cst1, eq_cst2], s=s, prepare=True) + + +def change_cst_to_var(s, cst): + # TODO: FAIRE AVEC INIT + """Change a constant for a variable""" + s.nodes['cst'].remove(cst) + for v, args in s.eqs['update'].items(): + if cst in args['args']['cst']: + args['args']['cst'].remove(cst) + args['args']['var'].add((cst, 'k')) + new_line = re.sub(f'(?<!\w){cst}(?!\w)', f'{cst}_k', args['line']) + new_raw_line = re.sub(f'(?<!\w){cst}(?!\w)', f'{cst}.k', args['raw_line']) + args['raw_line'] = new_raw_line + args['line'] = new_line + +def change_var_to_cst(s, var): + """Change a variable for a constant""" + pass + + # s.nodes['var'].remove(var) + # for v, args in s.eqs['cst'].items(): + # if var in args['args']['var']: + # args['args']['var'].remove(var) + # args['args']['cst'].add((var, 'k')) + # new_line = re.sub(f'(?<!\w){var}(?!\w)', f'{var}_k', args['line']) + # new_raw_line = re.sub(f'(?<!\w){var}(?!\w)', f'{var}.k', args['raw_line']) + # args['raw_line'] = new_raw_line + # args['line'] = new_line diff --git a/pydynamo/plot_system.py b/pydynamo/core/plot_system.py similarity index 51% rename from pydynamo/plot_system.py rename to pydynamo/core/plot_system.py index 3f4c22fa8d0932eae4c98a72a1ea093ce4baaa26..dfa3626f448a7a09b7b94502f43f530060900a12 100644 --- a/pydynamo/plot_system.py +++ b/pydynamo/core/plot_system.py @@ -2,19 +2,19 @@ import matplotlib.pyplot as plt from pyvis.network import Network import numpy as np -def plot_system(s, v_names=None, rescale=False, com=True, filter_no=None, scales=None): +def plot_system(s, v_names=None, rescale=False, com=True, filter_no=None, scales=None, colors=None, title=''): if not v_names: - v_names = s.nodes['var'] + v_names = s.get_vars() if isinstance(v_names, str): v_names = [v_names] if filter_no: v_names = [n for n in v_names if n not in filter_no] for name in v_names: - v = getattr(s, name) + v = s.get_var(name) try: v[0] except: - v = v+s.time*0 + v = v+s.get_time()*0 if scales and name in scales: v = v/scales[name] elif rescale: @@ -22,25 +22,31 @@ def plot_system(s, v_names=None, rescale=False, com=True, filter_no=None, scales label = name if com: label = label + ' (' + s.get_comment(name).split('\n')[0] + ')' - plt.plot(s.time, v, label=label) + try: + color = colors[name] + except: + color = None + plt.plot(s.get_time(), v, label=label, color=color) if rescale: plt.ylabel('Rescaled values') plt.xlabel('Time') plt.legend() + plt.title(title) -def show_pyvis(s, quotient=True, init_val=True, notebook=False, options=None, highlight=None, colors=None): - G = s.get_update_graph() +def show_pyvis(s, init_val=True, notebook=False, options=None, highlight=None, colors=None): + G = s.get_influence_graph() Gq = Network(notebook=notebook, directed=True) - for a, i in G.nodes: + for a in G.nodes: com = s.get_comment(a).split('\n')[0] - title = f"{com}<br>{s.get_eq(a)}" + node = a.replace('dynamo_', '') + title = f"{com}<br>= {s.get_eq(a)}".replace('dynamo_', '') col = colors[a] if colors and a in colors else None - if init_val == True and a in dir(s): - title = f'{title}<br>Init: {getattr(s, a)[0]:.2f}' - node = a if quotient else '.'.join((a, i)) + # if init_val == True and a in dir(s): + # title = f'{title}<br>Init: {getattr(s, a)[0]:.2f}' + Gq.add_node(node, title=title, color=col) - for (a, i), (b, j) in G.edges: - nodea, nodeb = (a, b) if quotient else ('.'.join((a, i)), '.'.join((b, j))) + for a, b in G.edges: + nodea, nodeb = (a.replace('dynamo_', ''), b.replace('dynamo_', '')) Gq.add_edge(nodea, nodeb) if options: Gq.show_buttons(options) @@ -48,11 +54,9 @@ def show_pyvis(s, quotient=True, init_val=True, notebook=False, options=None, hi def plot_tabhl(s, name): - assert 'tabhl_' + name in dir(s), 'Error, no such tabhl function' - f = getattr(s, 'tabhl_' + name) - x = np.linspace(f.xl, f.xh, 100) - plt.plot(x, f(x)) - aa = list(s.eqs['update'][name]['args']['var']) - argname=aa[0][0].split('.')[0] - plt.ylabel(name + '\n' + s.get_comment(name)) - plt.xlabel(argname + '\n' + s.get_comment(argname)) + x, y, ylabel, xlabel, title = s.get_tabhl_args(name) + if x is not None and y is not None: + plt.plot(x, y) + plt.ylabel(ylabel) + plt.xlabel(xlabel) + plt.title(title) diff --git a/pydynamo/core/psdsystem.py b/pydynamo/core/psdsystem.py new file mode 100644 index 0000000000000000000000000000000000000000..2d97191cd2747ccabdd930fd69f67ab1438e59cf --- /dev/null +++ b/pydynamo/core/psdsystem.py @@ -0,0 +1,81 @@ +import networkx as nx +import numpy as np +import re +from .system import System + +class PsdSystem(System): + def __init__(self, model): + self.model = model + self.caracs = {} + self.comments = {} + for n in self.model.components._dependencies: + try : + doc = getattr(self.model.components, n).__doc__ + car = {} + coms = [] + for l in doc.split('\n'): + if ':' in l: + key, val = l.split(':') + car[key.strip()] = val.strip() + else: + coms.append(l) + car['Comment'] = re.sub(' *', ' ', ' '.join(coms)) + self.caracs[n] = car + try: + self.comments[n] = f"{car['Real Name']} [{car['Units']}]: {car['Comment']}" + except Exception as e: + if any(i in n for i in {'smooth', 'integ', 'delay'}): + self.comments[n] = '' + else: + print(f'Counlnt find comment for var {n}', e) + raise e + except Exception as e: + if 'active' not in n: + print(f'Problem for car of {n}') + raise e + + self.df_run = None + + def get_influence_graph(self): + G = nx.Graph() + for var, deps in self.model.components._dependencies.items(): + for dep, i in deps.items(): + if i is not None: + G.add_edge(dep, var) + return G + + def get_tabhl_args(self, name): + # print(self.caracs) + if self.caracs[name]['Type'] == 'lookup': + try: + x, y = np.array(eval(self.caracs[name]['Original Eqn'])).T + ylabel = self.caracs[name]['Units'] + return x, y, ylabel, '', '' + except Exception as e: + print('no such !') + raise e + return None, None, '', '', '' + + def get_vars(self): + return list(self.model.components._dependencies.keys()) + + def get_time(self): + return np.arange(self.model.time.initial_time(), self.model.time.final_time()+self.model.time.time_step()/2, self.model.time.time_step()) + + def get_tabhl_arg(self, name): + pass + + def get_var(self, name): + if self.df_run is None: + return self.get_time()*0 + else: + return self.df_run[name] + + def run(self): + self.df_run = self.model.run() + + def get_eq(self, name): + try: + return self.caracs[name]['Original Eqn'] + except: + return "" diff --git a/pydynamo/specials.py b/pydynamo/core/specials.py similarity index 100% rename from pydynamo/specials.py rename to pydynamo/core/specials.py diff --git a/pydynamo/system.py b/pydynamo/core/system.py similarity index 88% rename from pydynamo/system.py rename to pydynamo/core/system.py index f0663f3c9781f0bd444c09fd35315199c392de96..ca9f58b6661cc77d177c14ba7817b628f691680d 100644 --- a/pydynamo/system.py +++ b/pydynamo/core/system.py @@ -2,11 +2,12 @@ import inspect import numpy as np import networkx as nx from itertools import chain +import re from .specials import clip, Sample, step, Interpol from .delays import Delay3, Dlinf3, Smooth from .parse_dynamo_functions import instance_fun_names - +from math import log, exp, sqrt np.seterr(all='raise') @@ -63,6 +64,9 @@ class System: for node, comment in comments.items(): self.comments[node] = comment + def add_units(self, units): + self.units = units + def add_function(self, fun, name=None): if not name: name = fun.__name__ @@ -101,6 +105,24 @@ class System: return set(self.iter_all_nodes()) return self.nodes[node_type] + + def get_vars(self): + return self.nodes['var'] + def get_var(self, name): + return getattr(self, name) + + def get_time(self): + return self.time + + def get_tabhl_args(self, name): + aa = list(self.eqs['update'][name]['args']['var']) + argname = aa[0][0].split('.')[0] + assert 'tabhl_' + name in dir(self), 'Error, no such tabhl function' + f = getattr(self, 'tabhl_' + name) + x = np.linspace(f.xl, f.xh, 100) + ylabel = name + '\n'+ self.get_comment(name) + xlabel = argname + '\n'+ self.get_comment(argname) + return x, f(x), ylabel, xlabel, f'tabhl_{name}' def iter_all_eqs(self): return chain(*self.eqs.values()) @@ -117,9 +139,20 @@ class System: except: return '' + def get_unit(self, node): + try: + return self.units[node] + except: + return '' + def get_eq(self, var): - line = self.eqs['update'][var]['line'] - return line if line else '' + for t, eqq in self.eqs.items(): + if var in eqq: + try: + return eqq[var]['line'] + except: + print(var, eqq) + return '' # Infos def is_initialized(self, var): @@ -193,6 +226,16 @@ class System: if ac in self.eqs['cst']: G.add_edge(ac, v) + for v in self.eqs['init']: + G.add_node(v) + args = self.eqs['init'][v]['args'] + for av, _ in args['var']: + if av in self.eqs['init']: + G.add_edge(av, v) + for ac in args['cst']: + if ac in self.eqs['cst']: + G.add_edge(ac, v) + for c in self.eqs['cst']: G.add_node(c) args = self.eqs['cst'][c]['args'] @@ -398,6 +441,8 @@ class System: for t, n, tt in ((t, n, tt) for t in tps for tt in tps.difference({t}) for n in dd[tt + '_args']): + if tt == 'var': + n = re.sub('\_[jk]', '', n) if n in self.nodes[t]: line = self.eqs['update'][n]['line'] if n in self.eqs['init']: @@ -448,6 +493,8 @@ class System: for t, n, tt in ((t, n, tt) for t in tps for tt in tps.difference({t}) for n in u[tt + '_args']): + if tt == 'var': + n = re.sub('\_[jk]', '', n) assert n not in self.nodes[t], ''.join(( f'Wrong call of {n}', f' (which is of type {t})\n', @@ -488,14 +535,14 @@ class System: f"Returned value: {value}")) - def prepare(self, start_date=0): + def prepare(self, initial_time=0): self.assert_cst_defined() self.assert_init_defined() self.assert_update_defined() assert nx.is_directed_acyclic_graph(self.get_cst_graph()),\ ("Cycle detected for constant equations", nx.find_cycle(self.get_update_graph())) - self.start_date = start_date + self.initial_time = initial_time self.set_all_funs() self.set_all_csts() @@ -527,10 +574,11 @@ class System: def assert_update_acyclic(self): G = self.get_update_graph() + b = '\\' assert nx.is_directed_acyclic_graph(G), \ "Update is not acyclic:\n"\ - + "\n".join(f"{'_'.join(j)} <- {'_'.join(i)}: " - f"{'_'.join(j)} = {self.eqs['update'][j[0]]['line']}" + + "\n".join(f"{'.'.join(j)} <- {'.'.join(i)}: " + f"{'.'.join(j)} = {re.sub(b+'_([jk])', '.'+b+'1',self.eqs['update'][j[0]]['line'])}" for i, j in reversed(nx.find_cycle(G)))\ + "\nPlease design an update scheme that is not cyclic." @@ -547,7 +595,7 @@ class System: msg +="Please design an initialisation scheme that is not cyclic." raise AssertionError(msg) - def run(self, N, dt=1): + def run(self, N=None, dt=1): """ After preparing and before running, an user can redefine some constants, @@ -562,11 +610,20 @@ class System: >>> system.update_v1 = new_update # New fct for updating v1 >>> s.run(10, 1) # Run with new parameters """ + self.change_functions_in_dict() self.assert_update_acyclic() self.assert_init_acyclic() - self.time = self.start_date + np.arange(N)*dt + try: + if not N: + N = int((self.final_time - self.initial_time)/dt) + else: + self.final_time = self.initial_time + N * dt + except: + raise Exception("Either pass N or define both final_time and initial_time") + + self.time = self.initial_time + np.arange(N)*dt self.dt = dt self.generate_all_vars(N) self.set_all_special_functions() @@ -574,3 +631,17 @@ class System: self._init_all() for k in range(1, N): self._update_all_fast(k) + + def copy(self, prepare=True): + """Returns a copy of the model""" + s = System() + s.add_all_nodes(self.nodes) + s.add_all_eqs(self.eqs) + s.add_comments(self.comments) + if prepare: + s.prepare() + for cst in self.nodes['cst']: + setattr(s, cst, getattr(self, cst)) + + return s + diff --git a/pydynamo/world2/#plot_uutils.py# b/pydynamo/world2/#plot_uutils.py# new file mode 100644 index 0000000000000000000000000000000000000000..03622aa5d0dd5272f7fc3ef08aeec5565e3dfcd8 --- /dev/null +++ b/pydynamo/world2/#plot_uutils.py# @@ -0,0 +1,4 @@ +scales_w2={'nr': 1e12, 'ql':2, 'ci': 20e9,'p':8e9,'polr':40} + +def plot_w2(w2, title=''): + dno.plot_system.plot_system(w2, scales, scales=scales, title=title) \ No newline at end of file diff --git a/pydynamo/world2/.#plot_uutils.py b/pydynamo/world2/.#plot_uutils.py new file mode 120000 index 0000000000000000000000000000000000000000..081815ffec7d2df5865f2da77bdaf3a0c8a2534e --- /dev/null +++ b/pydynamo/world2/.#plot_uutils.py @@ -0,0 +1 @@ +achille@larressingle.16481:1643298493 \ No newline at end of file diff --git a/pydynamo/world2/__init__.py b/pydynamo/world2/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..05f49e50b468253456f28b45becc473ce5f35a2a --- /dev/null +++ b/pydynamo/world2/__init__.py @@ -0,0 +1,6 @@ +import json +import os + +w2_defs = json.load(open(os.path.join(os.path.dirname(__file__),'definitions_w2.json'))) +w2_code = open(os.path.join(os.path.dirname(__file__),'code_pydynamo_w2.py')).readlines() +scales_w2={'nr': 1e12, 'ql':2, 'ci': 20e9,'p':8e9,'polr':40} diff --git a/pydynamo/world2/code_pydynamo_w2.py b/pydynamo/world2/code_pydynamo_w2.py new file mode 100644 index 0000000000000000000000000000000000000000..43e106e768e5d167a553cc7092bf7b9fa48c77a6 --- /dev/null +++ b/pydynamo/world2/code_pydynamo_w2.py @@ -0,0 +1,109 @@ +# FROM https://cress.soc.surrey.ac.uk/s4ss/code/Codesegments/chapter3.html +p.k = p.j+dt*(br.j - dr.j) +p.i = pi +pi = 1.65e9 +br.k = p.k*clip(brn,brn1,swt1,time.k)*brfm.k*brmm.k*brcm.k*brpm.k +brn = 0.04 +brn1 = 0.04 +swt1 = 1970 +brmm.k = tabhl(brmmt,msl.k,0,5,1) +brmmt =[1.2, 1, 0.85, 0.75, 0.7, 0.7] +msl.k = ecir.k/ecirn +ecirn = 1 +ecir.k = cir.k*(1-ciaf.k)*nrem.k/(1-ciafn) +nrem.k = tabhl(nremt,nrfr.k,0,1,0.25) +nremt =[0, 0.15, 0.5, 0.85, 1] +nrfr.k = nr.k/nri +nr.k = nr.j-dt*nrur.j +nr.i = nri +nri = 900e9 +nrur.k = p.k*clip(nrun,nrun1,swt2,time.k)*nrmm.k +nrun = 1 +nrun1 = 1 +swt2 = 1970 +dr.k = p.k*clip(drn,drn1,swt3,time.k)*drmm.k*drpm.k*drfm.k*drcm.k +drn = 0.028 +drn1 = 0.028 +swt3 = 1970 +drmm.k = tabhl(drmmt,msl.k,0,5,0.5) +drmmt =[3, 1.8, 1, 0.8, 0.7, 0.06, 0.53, 0.5, 0.5, 0.5, 0.5] +drpm.k = tabhl(drpmt,polr.k,0,60,10) +drpmt =[0.92, 1.3, 2, 3.2, 4.8, 6.8, 9.2] +drfm.k = tabhl(drfmt,fr.k,0,2,0.25) +drfmt =[30, 3, 2, 1.4, 1, 0.7, 0.6, 0.5, 0.5] +drcm.k = tabhl(drcmt,cr.k,0,5,1) +drcmt =[0.9, 1, 1.2, 1.5, 1.9, 3] +cr.k = p.k/(la*pdn) +la = 135e6 +pdn = 26.5 +brcm.k = tabhl(brcmt,cr.k,0,5,1) +brcmt =[1.05, 1, 0.9, 0.7, 0.6, 0.55] +brfm.k = tabhl(brfmt,fr.k,0,4,1) +brfmt =[0, 1, 1.6, 1.9, 2] +brpm.k = tabhl(brpmt,polr.k,0,60,10) +brpmt =[1.02, 0.9, 0.7, 0.4, 0.25, 0.15, 0.1] +fr.k = fpci.k*fcm.k*fpm.k*clip(fc,fc1,swt7,time.k)/fn +fc = 1 +fc1 = 1 +fn = 1 +swt7 = 1970 +fcm.k = tabhl(fcmt,cr.k,0,5,1) +fcmt =[2.4, 1, 0.6, 0.4, 0.3, 0.2] +fpci.k = tabhl(fpcit,cira.k,0,6,1) +fpcit =[0.5, 1, 1.4, 1.7, 1.9, 2.05, 2.2] +cira.k = cir.k*ciaf.k/ciafn +ciafn = 0.3 +cir.k = ci.k/p.k +ci.k = ci.j+dt*(cig.j - cid.j) +ci.i = cii +cii = 0.4e9 +cig.k = p.k*cim.k*clip(cign,cign1,swt4,time.k) +cign = 0.05 +cign1 = 0.05 +swt4 = 1970 +cim.k = tabhl(cimt,msl.k,0,5,1) +cimt =[0.1, 1, 1.8, 2.4, 2.8, 3] +cid.k = ci.k*clip(cidn,cidn1,swt5,time.k) +cidn = 0.025 +cidn1 = 0.025 +swt5 = 1970 +fpm.k = tabhl(fpmt,polr.k,0,60,10) +fpmt =[1.02, 0.9, 0.65, 0.35, 0.2, 0.1, 0.05] +polr.k = pol.k/pols +pols = 3.6e9 +pol.k = pol.j+dt*(polg.j-pola.j) +pol.i = poli +poli = 0.2e9 +polg.k = p.k*clip(poln,poln1,swt6,time.k)*polcm.k +poln = 1 +poln1 = 1 +swt6 = 1970 +polcm.k = tabhl(polcmt,cir.k,0,5,1) +polcmt =[0.05, 1, 3, 5.4, 7.4, 8] +pola.k = pol.k/polat.k +polat.k = tabhl(polatt,polr.k,0,60,10) +polatt =[0.6, 2.5, 5, 8, 11.5, 15.5, 20] +ciaf.k = ciaf.j+dt/ciaft*(cfifr.j*ciqr.j-ciaf.j) +ciaf.i = ciafi +ciafi = 0.2 +ciaft = 15 +cfifr.k = tabhl(cfifrt,fr.k,0,2,0.5) +cfifrt =[1, 0.6, 0.3, 0.15, 0.1] +ql.k = qls*qlm.k*qlc.k*qlf.k*qlp.k +qls = 1 +qlm.k = tabhl(qlmt,msl.k,0,5,1) +qlmt =[0.2, 1, 1.7, 2.3, 2.7, 2.9] +qlc.k = tabhl(qlct,cr.k,0,5,0.5) +qlct =[2, 1.3, 1, 0.75, 0.55, 0.45, 0.38, 0.3, 0.25, 0.22, 0.2] +qlf.k = tabhl(qlft,fr.k,0,4,1) +qlft =[0, 1, 1.8, 2.4, 2.7] +qlp.k = tabhl(qlpt,polr.k,0,60,10) +qlpt =[1.04, 0.85, 0.6, 0.3, 0.15, 0.05, 0.02] +nrmm.k = tabhl(nrmmt,msl.k,0,10,1) +nrmmt =[0, 1, 1.8, 2.4, 2.9, 3.3, 3.6, 3.8, 3.9, 3.95, 4] +ciqr.k = tabhl(ciqrt,qlm.k/qlf.k,0,2,0.5) +ciqrt =[0.7, 0.8, 1, 1.5, 2] +dt = 0.1 +length = 2100 +initial_time = 1900 +#End of file ! diff --git a/pydynamo/world2/definitions_w2.json b/pydynamo/world2/definitions_w2.json new file mode 100644 index 0000000000000000000000000000000000000000..54176e1f0222d5e04ab04c1b72842dfd44811480 --- /dev/null +++ b/pydynamo/world2/definitions_w2.json @@ -0,0 +1,115 @@ +{ +"br": "birth rate (people/year)", +"dr": "death rate (people/year)", +"pi": "population initial (people)", +"brfm": "birth-rate-from-food multiplier ()", +"brmm": "birth-rate-from-material multiplier ()", +"brcm": "birth-rate-from-crowding multiplier ()", +"brpm": "birth-rate-from-pollution multiplier ()", +"ecir": "effective-capital-investment ratio (capital units/person)", +"ecirn": "effective-capital-investment ratio normal (capital units/person)", +"cir": "capital-investment ratio (capital units/person)", +"ciaf": "capital-investment-in-agriculture fraction ()", +"ciafn": "capital-investment-in-agriculture fraction normal ()", +"nrem": "natural-resource-extraction multiplier ()", +"nr": "natural resources (natural resource units)", +"nri": "natural resources initial (natural resource units)", +"nrur": "natural-resource-usage rate (natural resource units/year)", +"nrun": "natural-resource usage normal (natural resource units/person/year)", +"nrun1": "natural-resource usage normal no. 1 (natural resource units/person/year)", +"swt2": "switch time no. 2 for nrun (years)", +"nrmm": "natural-resource-from-material multiplier ()", +"drn": "death rate normal (fraction/year)", +"drn1": "death rate normal no. 1 (fraction/year)", +"swt3": "switch time no. 3 for drn (years)", +"drmm": "death-rate-from-material multiplier ()", +"drpm": "death-rate-from-pollution multiplier ()", +"drfm": "death-rate-from-food multiplier ()", +"drcm": "death-rate-from-crowding multiplier ()", +"la": "land area (square kilometers)", +"pdn": "population density normal (people/square kilometer)", +"fpci": "food potential from capital investment (food units/person/year)", +"fcm": "food-from-crowding multiplier ()", +"fpm": "food-from-pollution multiplier ()", +"fc": "food coefficient ()", +"fc1": "food coefficient no. 1 ()", +"swt7": "switch time no. 7 for fc (years)", +"fn": "food normal (food units/person/year)", +"cir": "capital-investment ratio (capital units/person)", +"ciaf": "capital-investment-in-agriculture fraction ()", +"ciafn": "capital-investment-in-agriculture fraction normal ()", +"ci": "capital-investment (capital units)", +"cig": "capital-investment generation (capital units/year)", +"cid": "capital-investment discard (capital units/year)", +"cii": "capital-investment initial (capital units)", +"cim": "capital-investment multiplier ()", +"cign": "capital-investment generation normal (capital units/person/year)", +"cign1": "capital-investment generation normal no. 1 (capital units/person/year)", +"swt4": "switch time no. 4 for cign (years)", +"cidn": "capital-investment discard normal (fraction/year)", +"cidn1": "capital-investment discard normal no. 1 (fraction/year)", +"swt5": "switch time no. 5 for cidn (years)", +"pol": "pollution (pollution units)", +"pols": "pollution standard (pollution units)", +"polg": "pollution generation (pollution units/year)", +"pola": "pollution absorption (pollution units/year)", +"poli": "pollution initial (pollution units)", +"poln": "pollution normal (pollution units/person/year)", +"poln1": "pollution normal no. 1 (pollution units/person/year)", +"swt6": "switch time no. 6 for poln (years)", +"polcm": "pollution-from-capital multiplier ()", +"pola": "pollution absorption (pollution units/year)", +"ciaft": "capital-investment-in-agriculture-fraction adjustment time (years)", +"ciafi": "capital-investment-in-agriculture-fraction initial ()", +"cfifr": "capital fraction indicated by food ratio ()", +"ciqr": "capital-investment-from-quality ratio ()", +"ql": "quality of life (satisfaction units)", +"qls": "quality-of-life standard (satisfaction units)", +"qlm": "quality of life from material ()", +"qlc": "quality of life from crowding ()", +"qlf": "quality of life from food ()", +"qlp": "quality of life from pollution ()", +"p": "population", +"br": "birth rate", +"brmm": "birth-rate-from-material multiplier", +"msl": "material standard of living", +"ecir": "effective-capital-investment ratio", +"nrem": "natural-resource-extraction multiplier", +"nrfr": "natural-resource fraction remaining", +"nr": "natural resource", +"nrur": "natural-resource-usage rate", +"dr": "death rate", +"drmm": "death-rate-from-material multiplier", +"drpm": "death-rate-from-pollution multiplier", +"drfm": "death-rate-from-food multiplier", +"drcm": "death-rate-from-crowding multiplier", +"cr": "crowding ratio", +"brcm": "birth-rate-from_crowding multiplier", +"brfm": "birth-rate-from-food multiplier", +"brpm": "birth-rate-from-pollution multiplier", +"fr": "food ratio", +"fcm": "food-from-crowding multiplier", +"fpci": "food from capital investment", +"cira": "capital-investment ratio in agriculture", +"cir": "capital-investment ratio", +"ci": "capital investment", +"cig": "capital-investment generation", +"cim": "capital-investment multiplier", +"cid": "capital-investment discard", +"fpm": "food-from-pollution multiplier", +"polr": "pollution ratio", +"pol": "pollution", +"polg": "pollution generation", +"polcm": "pollution-from-capital multiplier", +"pola": "pollution absorption", +"polat": "pollution-absorption time", +"ciaf": "capital-investment-in-agriculture fraction", +"cfifr": "capital fraction indicated by food ratio", +"ql": "quality of life", +"qlm": "quality of life from material", +"qlc": "quality of life from crowding", +"qlf": "quality of life from food", +"qlp": "quality of life from pollution", +"nrmm": "natural-resource-from-material multiplier", +"ciqr": "capital-investment-from-quality ratio" +} diff --git a/pydynamo/world3/__init__.py b/pydynamo/world3/__init__.py new file mode 100644 index 0000000000000000000000000000000000000000..b4dc78425f5bbe9830ca480cc3a637d610564c72 --- /dev/null +++ b/pydynamo/world3/__init__.py @@ -0,0 +1,45 @@ +__version__ = "0.1" + +from .plot_utils import plot_world_with_scales, plot_world_03 +from .infos import get_sectors, get_definitions +from .infos.get_sectors import sector_color +import os +import json + +code_file = os.path.join(os.path.dirname(__file__),'code_pydynamo_w3.py') + +w3_defs = json.load(open(os.path.join(os.path.dirname(__file__),'definitions_w3.json'))) +w3_code = open(code_file).readlines() + +var_sector, var_subsector = get_sectors.get_sectors(code_file) +sector_vars = {sector: [] for sector in var_sector.values()} +for var in var_sector: + sector_vars[var_sector[var]].append(var) + +var_color = {v: sector_color[sector] for v, sector in var_sector.items()} + + +""" +code_file = 'world3/code/limits_to_growth_pydynamo_code.py' +code_file_72 = 'world3/code/limits_to_growth_pydynamo_code_72.py' + +# Get every informations + +sector_vars = {sector: [] for sector in var_sector.values()} +for var in var_sector: + sector_vars[var_sector[var]].append(var) +var_color = {v: sector_color[sector] for v, sector in var_sector.items()} + +translated_defs = get_definitions.read_translated_defs('world3/infos/translated_defs.md') +definitions = {v: d[0] for v, d in translated_defs.items()} + +def get_w3(): + s = dno.parse_system.system_from_file(code_file) + s.add_comments(definitions) + return s + +def get_w3_72(): + s = dno.parse_system.system_from_file(code_file_72) + s.add_comments(definitions) + return s +""" diff --git a/world3/code/limits_to_growth_DYNAMO_code.py b/pydynamo/world3/code/limits_to_growth_DYNAMO_code.py similarity index 100% rename from world3/code/limits_to_growth_DYNAMO_code.py rename to pydynamo/world3/code/limits_to_growth_DYNAMO_code.py diff --git a/pydynamo/world3/code/limits_to_growth_pydynamo_code.py b/pydynamo/world3/code/limits_to_growth_pydynamo_code.py new file mode 100644 index 0000000000000000000000000000000000000000..7083253e6a933c6f99200df4c2e34e37e19e7cb7 --- /dev/null +++ b/pydynamo/world3/code/limits_to_growth_pydynamo_code.py @@ -0,0 +1,406 @@ +# Population sector +pop.k = p1.k + p2.k + p3.k + p4.k +p1.k = p1.j + dt*(b.j - d1.j - mat1.j) +p1.i = p1i +p1i = 65e7 +d1.k = p1.k * m1.k +m1.k = tabhl(m1t, le.k, 20, 80, 10) +m1t = [0.0567, 0.0366, 0.0243, 0.0155, 0.0082, 0.0023, 0.001] +mat1.k = p1.k*(1 - m1.k)/15 +p2.k = p2.j + dt*(mat1.j - d2.j - mat2.j) +p2.i = p2i +p2i = 70e7 +d2.k = p2.k * m2.k +m2.k = tabhl(m2t, le.k, 20, 80, 10) +m2t = [0.0266, 0.0171, 0.0110, 0.0065, 0.0040, 0.0016, 0.0008] +mat2.k = p2.k*(1 - m2.k)/30 +p3.k = p3.j + dt*(mat2.j-d3.j-mat3.j) +p3.i = p3i +p3i = 19e7 +d3.k = p3.k * m3.k +m3.k = tabhl(m3t, le.k, 20, 80, 10) +m3t = [0.0562, 0.0373, 0.0252, 0.0171, 0.0118, 0.0083, 0.006] +mat3.k = p3.k*(1 - m3.k)/20 +p4.k = p4.j + dt*(mat3.j - d4.j) +p4.i = p4i +p4i = 6e7 +d4.k = p4.k * m4.krct +m4.k = tabhl(m4t, le.k, 20, 80, 10) +m4t = [0.13, 0.11, 0.09, 0.07, 0.06, 0.05, 0.04] + +# Death rate subsector +d.k = d1.j + d2.j + d3.j + d4.j +cdr.k = 1000*d.k/pop.k # death rate +le.k = dynamo_len*lmf.k*lmhs.k*lmp.k*lmc.k +dynamo_len = 28 +lmf.k = tabhl(lmft, fpc.k/sfpc, 0, 5, 1) +lmft = [0, 1, 1.43, 1.5, 1.5, 1.5] +hsapc.k = tabhl(hsapct, sopc.k, 0, 2000, 250) +hsapct = [0, 20, 50, 95, 140, 175, 200, 220, 230] +ehspc.k = smooth(hsapc.j, hsid) +hsid = 20 +lmhs.k = clip(lmhs2.k, lmhs1.k, time.k, 1940) +lmhs1.k = tabhl(lmhs1t, ehspc.k, 0, 100, 20) +lmhs1t = [1, 1.1, 1.4, 1.6, 1.7, 1.8] +lmhs2.k = tabhl(lmhs2t, ehspc.k, 0, 100, 20) +lmhs2t = [1, 1.5, 1.9, 2, 2, 2] +fpu.k = tabhl(fput, pop.k, 0, 16e9, 2e9) +fput = [0, 0.2, 0.4, 0.5, 0.58, 0.65, 0.72, 0.78, 0.80] +cmi.k = tabhl(cmit, iopc.k, 0, 1600, 200) +cmit = [0.5, 0.05, -0.1, -0.08, -0.02, 0.05, 0.1, 0.15, 0.2] +lmc.k = 1 - (cmi.k*fpu.k) +lmp.k = tabhl(lmpt, ppolx.k, 0, 100, 10) +lmpt = [1, 0.99, 0.97, 0.95, 0.90, 0.85, 0.75, 0.65, 0.55, 0.40, 0.20] + +# Birth rate subsector +b.k = clip(d.k, (tf.k*p2.k*0.5/rlt), time.k, pet) +cbr.k = 1000*b.k/pop.k # birth rate +rlt = 30 +pet = 4000 +cbr.k = 1000*b.j/pop.k +tf.k = min(mtf.k, (mtf.k*(1-fce.k) + dtf.k*fce.k)) +mtf.k = mtfn * fm.k +mtfn = 12 +fm.k = tabhl(fmt, le.k, 0, 80, 10) +fmt = [0, 0.2, 0.4, 0.6, 0.7, 0.75, 0.79, 0.84, 0.87] +dtf.k = dcfs.k*cmple.k +cmple.k = tabhl(cmplet, ple.k, 0, 80, 10) +cmplet = [3, 2.1, 1.6, 1.4, 1.3, 1.2, 1.1, 1.05, 1] +ple.k = dlinf3(le.k, lpd) +lpd = 20 +dcfs.k = clip(2.0, dcfsn*frsn.k*sfsn.k, time.k, zpgt) +zpgt = 4000 +dcfsn = 3.8 +sfsn.k = tabhl(sfsnt, diopc.k, 0, 800, 200) +sfsnt = [1.25, 1, 0.9, 0.8, 0.75] +diopc.k = dlinf3(iopc.k, sad) +sad = 20 +frsn.k = tabhl(frsnt, fie.k, -0.2, 0.2, 0.1) +frsnt = [0.5, 0.6, 0.7, 0.85, 1] +frsn.i = 0.82 +fie.k = (iopc.k - aiopc.k)/aiopc.k +aiopc.k = smooth(iopc.j, ieat) +ieat = 3 +nfc.k = (mtf.k / dtf.k) - 1 +fce.k = clip(1.0, tabhl(fcet, fcfpc.k, 0, 3, 0.5), time.k, fcest) +fcest = 4000 +fcet = [0.75, 0.85, 0.9, 0.95, 0.98, 0.99, 1] +fcfpc.k = dlinf3(fcapc.k, hsid) +fcapc.k = fsafc.k*sopc.k +fsafc.k = tabhl(fsafct, nfc.k, 0, 10, 2) +fsafct = [0, 0.005, 0.015, 0.025, 0.03, 0.035] + +# Capital sector +## Industrial subsector +iopc.k = io.k/pop.k +# ATTENTION: from next line a smdynamo_all difference is induced +io.k = ic.k*(1-fcaor.k)*cuf.k/icor.k +icor.k = clip(icor2.k, icor1, time.k, pyear) +icor1 = 3 +icor2.k = icormrrct.k*icormlyt.k*icormpt.k +icormrrct.k = tabhl(icormrrctt, nruf.j,0, 1, 0.1) # industrial capital output ratio multiplier from resource conservation technology +icormrrctt = [3.75, 3.6, 3.47, 3.36, 3.25, 3.16, 3.1, 3.06, 3.02, 3.01, 3] # industrial capital output ratio multiplier from resource table +icormlyt.k = tabhl(icormlytt, lymt.j, 1, 2, 0.2) # industrial capital output ratio multiplier from land yield technology +# TRUC BIZARE !!(1,0.8)-(2,2)], +icormlytt = [1, 1.05, 1.12, 1.25, 1.35, 1.5] # industrial capital output ratio multiplier table +icormpt.k = tabhl(icormptt, ppgf.j, 0, 1, 0.1) # industrial capital output ratio multiplier from pollution technology +icormptt = [1.25, 1.2, 1.15, 1.11, 1.08, 1.05, 1.03, 1.02, 1.01, 1, 1] # industrial capital output ratio multiplier from pollution table +ic.k = ic.j + dt*(icir.j-icdr.j) +ic.i = ici +ici = 2.1e11 +icdr.k = ic.k/alic.k +alic.k = clip(alic2, alic1, time.k, pyear) +alic1 = 14 +alic2 = 14 +icir.k = io.k*fioai.k +fioai.k = 1- fioaa.k - fioas.k - fioac.k +fioac.k = clip(fioacv.k, fioacc.k, time.k, iet) +iet = 4000 +fioacc.k = clip(fioac2, fioac1, time.k, pyear) +fioac1 = 0.43 +fioac2 = 0.43 +fioacv.k = tabhl(fioacvt, iopc.k/iopcd, 0, 2, 0.2) +fioacvt = [0.3, 0.32, 0.34, 0.36, 0.38, 0.43, 0.73, 0.77, 0.81, 0.82, 0.83] +iopcd = 400 + +## Service subsector +isopc.k = clip(isopc2.k, isopc1.k, time.k, pyear) +isopc1.k = tabhl(isopc1t, iopc.k, 0, 1600, 200) +isopc1t = [40, 300, 640, 1000, 1220, 1450, 1650, 1800, 2000] +isopc2.k = tabhl(isopc2t, iopc.k, 0, 1600, 200) +isopc2t = [40, 300, 640, 1000, 1220, 1450, 1650, 1800, 2000] +fioas.k = clip(fioas2.k, fioas1.k, time.k, pyear) +fioas1.k = tabhl(fioas1t, sopc.k/isopc.k, 0, 2, 0.5) +fioas1t = [0.3, 0.2, 0.1, 0.05, 0] +fioas2.k = tabhl(fioas2t, sopc.k/isopc.k, 0, 2, 0.5) +fioas2t = [0.3, 0.2, 0.1, 0.05, 0] +scir.k = io.k*fioas.k +sc.k = sc.j + dt*(scir.j-scdr.j) +sc.i = sci +sci = 1.44e11 +scdr.k = sc.k/alsc.k +alsc.k = clip(alsc2, alsc1, time.k, pyear) +alsc1 = 20 +alsc2 = 20 +so.k = (sc.k*cuf.k)/scor.k +sopc.k = so.k/pop.k +scor.k = clip(scor2, scor1, time.k, pyear) +scor1 = 1 +scor2 = 1 + +## Job subsector +j.k = pjis.k + pjas.k +pjss.k +pjis.k = ic.k*jpicu.k +jpicu.k = tabhl(jpicut, iopc.k, 50, 800, 150)*1e-3 +jpicut = [0.37, 0.18, 0.12, 0.09, 0.07, 0.06] +pjss.k = sc.k*jpscu.k +jpscu.k = tabhl(jpscut, sopc.k, 50, 800, 150)*1e-3 +jpscut = [1.1, 0.6, 0.35, 0.2, 0.15, 0.15] +pjas.k = jph.k*al.k +jph.k = tabhl(jpht, aiph.k, 2, 30, 4) +jpht = [2, 0.5, 0.4, 0.3, 0.27, 0.24, 0.2, 0.2] +lf.k = (p2.k + p3.k)*lfpf +lfpf = 0.75 +luf.k = j.k/lf.k +lufd.k = smooth(luf.j, lufdt) +lufdt = 2 +cuf.k = tabhl(cuft, lufd.k, 1, 11, 2) +cuf.i = 1 +cuft = [1, 0.9, 0.7, 0.3, 0.1, 0.1] + +# Agricultural sector +## Loop1: food from investment in land development +lfc.k = al.k/palt +palt = 3.2e9 +al.k = al.j + dt*(ldr.j - ler.j - lrui.j) +al.i = ali +ali = 0.9e9 +pal.k = pal.j + dt*(-ldr.j) +pal.i = pali +pali = 2.3e9 +f.k = ly.k*al.k*lfh*(1-pl) +lfh = 0.7 +pl = 0.1 +fpc.k = f.k/pop.k +ifpc.k = clip(ifpc2.k, ifpc1.k, time.k, pyear) +ifpc1.k = tabhl(ifpc1t, iopc.k, 0, 1600, 200) +ifpc1t = [230, 480, 690, 850, 970, 1070, 1150, 1210, 1250] +ifpc2.k = tabhl(ifpc2t, iopc.k, 0, 1600, 200) +ifpc2t = [230, 480, 690, 850, 970, 1070, 1150, 1210, 1250] +tai.k = io.k*fioaa.k +fioaa.k = clip(fioaa2.k, fioaa1.k, time.k, pyear) +fioaa1.k = tabhl(fioaa1t, fpc.k/ifpc.k, 0, 2.5, 0.5) +fioaa1t = [0.4, 0.2, 0.1, 0.025, 0, 0] +fioaa2.k = tabhl(fioaa2t, fpc.k/ifpc.k, 0, 2.5, 0.5) +fioaa2t = [0.4, 0.2, 0.1, 0.025, 0, 0] +ldr.k = tai.k*fiald.k/dcph.k +dcph.k = tabhl(dcpht, pal.k/palt, 0, 1, 0.1) +dcpht = [1e5, 7400, 5200, 3500, 2400, 1500, 750, 300, 150, 75, 50] + +## Loop2: food from investment in agricultural inputs +cai.k = tai.k * (1 - fiald.k) +ai.k = smooth(cai.j, alai.k) +ai.i = 5e9 +alai.k = clip(alai2, alai1, time.k, pyear) +alai1 = 2 +alai2 = 2 +aiph.k = ai.k*(1 - falm.k)/al.k +lymc.k = tabhl(lymct, aiph.k, 0, 1000, 40) +lymct = [1, 3, 4.5, 5.0, 5.3, 5.6, 5.9, 6.1, 6.35, 6.6, 6.9, 7.2, 7.4, 7.6, 7.8, 8, 8.2, 8.4, 8.6, 8.8, 9, 9.2, 9.4, 9.6, 9.8, 10] +ly.k = lymt.k*lfert.k*lymc.k*lymap.k +lymt.k = clip(lyf2.k, lyf1, time.k, pyear) # land yield multiplier from technology +lyf1 = 1 +lyf2.k = smooth(lyt.k, tdd) +lyt.k = lyt.j + dt*(lytcr.k) # land yield technology +lyt.i = 1 +lytcr.k = clip(lyt.j*lytcrm.j,0, time.k, pyear)# land yield technology change rate +lytcrm.k = tabhl(lytcrmt, drf - fr.k, 0, 1, 1)# land yield technology change rate multiplier +lytcrmt = [0, 0] # land yield technology change rate multiplier table +drf = 2 # desired food ratio +lymap.k = clip(lymap2.k, lymap1.k, time.k, appyear) +appyear = 4000 # air pollution policy implementation time +lymap1.k = tabhl(lymap1t, io.k/io70, 0, 30, 10) +lymap1t = [1, 1, 0.7, 0.4] +lymap2.k = tabhl(lymap2t, io.k/io70, 0, 30, 10) +lymap2t = [1, 1, 0.98, 0.95] # Seen in wrld3+03.mdl +io70 = 7.9e11 + +## Loop 1 & 2: the investment allocation decision +fiald.k = tabhl(fialdt, mpld.k/mpai.k, 0, 2, 0.25) +fialdt = [0, 0.05, 0.15, 0.30, 0.50, 0.70, 0.85, 0.95, 1] +mpld.k = ly.k/(dcph.k*sd) +sd = 0.07 +mpai.k = alai.k*ly.k*mlymc.k/lymc.k +mlymc.k = tabhl(mlymct, aiph.k, 0, 600, 40) +mlymct = [0.075, 0.03, 0.015, 0.011, 0.009, 0.008, 0.007, 0.006, 0.005, 0.005, 0.005, 0.005, 0.005, 0.005, 0.005, 0.005] + +## Loop 3: land erosion and urban-industrial use +dynamo_all.k = alln*llmy.k +alln = 1000 +llmy.k = clip(llmy2.k, llmy1.k, time.k, llmytm) # CHANGER !!! +llmy1.k = tabhl(llmy1t, ly.k/ilf, 0, 9, 1) +llmy1t = [1.2, 1, 0.63, 0.36, 0.16, 0.055, 0.04, 0.025, 0.015, 0.01] +llmy2.k = tabhl(llmy2t, ly.k/ilf, 0, 9, 1) +llmy2t = [1.2, 1, 0.63, 0.36, 0.29, 0.26, 0.24, 0.22, 0.21, 0.2] # WRLD3+03 ! +ler.k = al.k/dynamo_all.k +uilpc.k = tabhl(uilpct, iopc.k, 0, 1600, 200) +uilpct = [0.005, 0.008, 0.015, 0.025, 0.04, 0.055, 0.07, 0.08, 0.09] +uilr.k = uilpc.k*pop.k +lrui.k = max(0, (uilr.k - uil.k)/uildt) +uildt = 10 +uil.k = uil.j + dt*(lrui.j) +uil.i = uili +uili = 8.2e6 + +## Loop 4: land fertility degradation +lfert.k = lfert.j + dt*(lfr.j-lfd.j) +lfert.i = lferti +lferti = 600 +lfdr.k = tabhl(lfdrt, ppolx.k, 0, 30, 10) +lfdrt = [0, 0.1, 0.3, 0.5] +lfd.k = lfert.k*lfdr.k + +## Loop 5: land fertility regeneration +lfr.k = (ilf-lfert.k)/lfrt.k +ilf = 600 +lfrt.k = tabhl(lfrtt, falm.k, 0, 0.10, 0.02) +lfrtt = [20.0, 13.0, 8.0, 4.0, 2.0, 2.0] + +## Loop 6: dDiscontinuing land maintinance +falm.k = tabhl(falmt, pfr.k, 0, 4, 1) +falmt = [0.0, 0.04, 0.07, 0.09, 0.1] +fr.k = fpc.k/sfpc +sfpc = 230 +pfr.k = smooth(fr.j, fspd) +pfr.i = 1 +fspd = 2 + +# Nonrenewable resource sector +nr.k = nr.j + dt*(-nrur.j) +nr.i = nri +nri = 1e12 +nrur.k = pop.k * pcrum.k * nruf.k +nruf.k = clip(nruf2.k, nruf1, time.k, pyear) +nruf1 = 1 +nruf2.k = smooth(rct.k, tdd) +rct.k = rct.j - dt*(rctcr.k)# resource conservation technology +rct.i = 1 +rctcr.k = clip(rct.j*rtcm.j, 0, time.k, pyear) # resource technology change rate +rtcm.k = tabhl(rtcmt,1-nrur.j/drur, -1, 0, 1) # resource technology change rate multiplier +drur = 4.8e09 # desired resource use rate +rtcmt = [0, 0]# resource technology change mult table +pcrum.k = tabhl(pcrumt, iopc.k, 0, 1600, 200) +pcrumt = [0, 0.85, 2.6, 3.4, 3.8, 4.1, 4.4, 4.7, 5] +nrfr.k = nr.k/nri +fcaor.k = clip(fcaor2.k, fcaor1.k, time.k, fcaortm) +fcaor1.k = tabhl(fcaor1t, nrfr.k, 0, 1, 0.1) +fcaor1t = [1.0, 0.9, 0.7, 0.5, 0.2, 0.1, 0.05, 0.05, 0.05, 0.05, 0.05] +fcaor2.k = tabhl(fcaor2t, nrfr.k, 0, 1, 0.1) +fcaor2t = [1.0, 0.2, 0.1, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05] + + +# Persistent pollution sector +ppgr.k = (ppgio.k + ppgao.k)*ppgf.k +ppgf.k = clip(ppgf2.k, ppgf1, time.k, pyear) +ppgf1 = 1 +# Added for 03 +ppgf2.k = smooth(ppt.k, tdd) +tdd = 20 # technology development delay +ppt.k = ppt.j + dt*pptcr.k # persistent pollution technology +ppti = 1 # Initial persistent pollution technology +ppt.i = ppti +pptcr.k = clip(ppt.j*pptcm.j, 0, time.k, pyear) # persistent pollution technology change rate +pptcm.k = tabhl(pptcmt, 1 - ppolx.k/dppolx, -1, 0, 1)# persistent pollution technology change multiplier +pptcmt = [0, 0] # persistent pollution technology change mult table +dppolx = 1.2 # desired persistent pollution index +# industrial capital output ratio multiplier from persistent pollution technology +# is not implemented in Vensim while on the schemas +ppgio.k = pcrum.k * pop.k * frpm*imef*imti +frpm = 0.02 +imef = 0.1 +imti = 10 +ppgao.k = aiph.k*al.k*fipm*amti +fipm = 0.001 +amti = 1 +ppapr.k = delay3(ppgr.j, pptd) # Delay3i ?? +pptd = 20 +ppol.k = ppol.j + dt*(ppapr.j-ppasr.j) +ppol.i = ppoli +ppoli = 2.5e7 +ppolx.k = ppol.k/ppol70 +ppol70 = 1.36e8 +ppasr.k = ppol.k/(ahl.k*1.4) +ahlm.k = tabhl(ahlmt, ppolx.k, 1, 1001, 250) +ahlmt = [1.0, 11.0, 21.0, 31.0, 41.0] +ahl.k = ahl70*ahlm.k +ahl70 = 1.5 + +# Supplementary equations sector +# foa.k = 0.22*f.k/(0.22*f.k + so.k + io.k) +# foi.k = io.k/(0.22*f.k + so.k + io.k) +# fos.k = so.k/(0.22*f.k + so.k + io.k) +# World3 03 supplementary equations sector +cio.k = io.k*fioacc.k # consumed industrial output +ciopc.k = cio.k/pop.k # consumed industrial output per capita +fao.k = pof * f.k/(pof*f.k + so.k + io.k) # fraction of output in agriculture +fos.k = so.k/(pof*f.k + so.k + io.k) # fraction of output in services +foi.k = io.k/(pof*f.k + so.k + io.k) # fraction of output in industry +llmytm = 4000 # land life policy implementation time +pof = 0.22 # price of food +fcaortm = 4000# fraction of industrial capital allocated to obtaining resources switch time +plinid.k = ppgio.k*ppgf.k/io.k # persistent pollution intensity industry +resint.k = nrur.k/io.k # resource use intensity +thousand = 1000 # THOUSAND + +# World3 03 indicators sector +ugdp = 1 # GDP pc unit +uai = 1 # unit agricultural input +up = 1 # unit population +ablgha.k = ppgr.k*hpup/hpgha # "Absorption Land (GHA)" +ei.k = tabhl(eit, gdppc.k/ugdp, 0, 7000, 1000) # Education Index +eit = [0, 0.81, 0.88, 0.92, 0.95, 0.98, 0.99, 1] # Education Index LOOKUP +gdpi.k = log(gdppc.k/rlgdp, 10)/log(rhgdp/rlgdp, 10) # GDP index +gdppc.k = tabhl(gdppct, iopc.k/ugdp, 0, 1000, 200) # GDP per capita +gdppct = [120, 600, 1200, 1800, 2500, 3200] # GDP per capita LOOKUP +hpgha = 1e9 # ha per gha +hpup = 4 # ha per unit of pollution +hef.k = (algha.k + ulgha.k + ablgha.k)/tl # Human Ecological Footprint +hwi.k = (lei.k + ei.k + gdpi.k)/3 # Human Welfare Index +lei.k = tabhl(leit, le.k/oy, 25, 85, 10) # Life Expectancy Index +leit = [0, 0.16, 0.33, 0.5, 0.67, 0.84, 1]# Life Expectancy Index LOOKUP +oy = 1 # one year +rhgdp = 9508 # Ref Hi GDP +rlgdp = 24 # Ref Lo GDP +tl = 1.91 # Total land +ulgha.k = uil.k/hpgha # "Urban Land (GHA)" +algha.k = al.k/hpgha # "Arable Land in Gigahectares (GHA)" + +# Control card for simulation +# Some have been removed because not implemented this way in pydynamo +# SPEC dt = 0.5 +# SPEC length = 2100 +pyear = 1975 +# N time = 1900 +initial_time = 1900 +# A pltper.k = step(plp, plit) +# C plp = 5 +# C plit = 1900 +# C prp = 0 +# A prtper.k = step(prp, prit) + step(-prp, prtt) +# C prit = 1900 +# C prtt = 2100 + +# Take care to keep the last line ! +# Parameter and structural changes for limits to growth + + +# Additional lines for limits to growth code +# Capital sector +## Industrial subsector +# icir.k = clip(icir2.k, io.k*fioai.k, time.k, icet) +# helpicir2.k = min(icdr.j, io.k* fioai.k) # Icir2 value if certain strategy is chosen +# icir2.k = clip(helpicir2.k, io.k* fioai.k, diopc.k-diop.k, 0) # Icir value after icet +# icet=4000 # Industrial capital economy time +# diop.k = sample(iopc.k, dist.k, 0) # Desired industrial ouptput p +# dist.k = step(4000, disi+1905)+disi # Desired industrial stop time +# disi=4000 # Desired industrial stop interval diff --git a/world3/code/limits_to_growth_pydynamo_code.py b/pydynamo/world3/code/limits_to_growth_pydynamo_code_72.py similarity index 99% rename from world3/code/limits_to_growth_pydynamo_code.py rename to pydynamo/world3/code/limits_to_growth_pydynamo_code_72.py index 6788a3c7acd1cff5a7abb67f34ded7e2bbc06fe3..6c38feb3b20408853085ee1bffb6de273ef44afa 100644 --- a/world3/code/limits_to_growth_pydynamo_code.py +++ b/pydynamo/world3/code/limits_to_growth_pydynamo_code_72.py @@ -313,7 +313,7 @@ fos.k = so.k/(0.22*f.k + so.k + io.k) # SPEC length = 2100 pyear = 1975 # N time = 1900 -start_date = 1900 +initial_time = 1900 # A pltper.k = step(plp, plit) # C plp = 5 # C plit = 1900 diff --git a/world3/code/world3_DYNAMO_code.py b/pydynamo/world3/code/world3_DYNAMO_code.py similarity index 100% rename from world3/code/world3_DYNAMO_code.py rename to pydynamo/world3/code/world3_DYNAMO_code.py diff --git a/world3/code/world3_pydynamo_code.py b/pydynamo/world3/code/world3_pydynamo_code.py similarity index 100% rename from world3/code/world3_pydynamo_code.py rename to pydynamo/world3/code/world3_pydynamo_code.py diff --git a/pydynamo/world3/code_pydynamo_w3.py b/pydynamo/world3/code_pydynamo_w3.py new file mode 100644 index 0000000000000000000000000000000000000000..7083253e6a933c6f99200df4c2e34e37e19e7cb7 --- /dev/null +++ b/pydynamo/world3/code_pydynamo_w3.py @@ -0,0 +1,406 @@ +# Population sector +pop.k = p1.k + p2.k + p3.k + p4.k +p1.k = p1.j + dt*(b.j - d1.j - mat1.j) +p1.i = p1i +p1i = 65e7 +d1.k = p1.k * m1.k +m1.k = tabhl(m1t, le.k, 20, 80, 10) +m1t = [0.0567, 0.0366, 0.0243, 0.0155, 0.0082, 0.0023, 0.001] +mat1.k = p1.k*(1 - m1.k)/15 +p2.k = p2.j + dt*(mat1.j - d2.j - mat2.j) +p2.i = p2i +p2i = 70e7 +d2.k = p2.k * m2.k +m2.k = tabhl(m2t, le.k, 20, 80, 10) +m2t = [0.0266, 0.0171, 0.0110, 0.0065, 0.0040, 0.0016, 0.0008] +mat2.k = p2.k*(1 - m2.k)/30 +p3.k = p3.j + dt*(mat2.j-d3.j-mat3.j) +p3.i = p3i +p3i = 19e7 +d3.k = p3.k * m3.k +m3.k = tabhl(m3t, le.k, 20, 80, 10) +m3t = [0.0562, 0.0373, 0.0252, 0.0171, 0.0118, 0.0083, 0.006] +mat3.k = p3.k*(1 - m3.k)/20 +p4.k = p4.j + dt*(mat3.j - d4.j) +p4.i = p4i +p4i = 6e7 +d4.k = p4.k * m4.krct +m4.k = tabhl(m4t, le.k, 20, 80, 10) +m4t = [0.13, 0.11, 0.09, 0.07, 0.06, 0.05, 0.04] + +# Death rate subsector +d.k = d1.j + d2.j + d3.j + d4.j +cdr.k = 1000*d.k/pop.k # death rate +le.k = dynamo_len*lmf.k*lmhs.k*lmp.k*lmc.k +dynamo_len = 28 +lmf.k = tabhl(lmft, fpc.k/sfpc, 0, 5, 1) +lmft = [0, 1, 1.43, 1.5, 1.5, 1.5] +hsapc.k = tabhl(hsapct, sopc.k, 0, 2000, 250) +hsapct = [0, 20, 50, 95, 140, 175, 200, 220, 230] +ehspc.k = smooth(hsapc.j, hsid) +hsid = 20 +lmhs.k = clip(lmhs2.k, lmhs1.k, time.k, 1940) +lmhs1.k = tabhl(lmhs1t, ehspc.k, 0, 100, 20) +lmhs1t = [1, 1.1, 1.4, 1.6, 1.7, 1.8] +lmhs2.k = tabhl(lmhs2t, ehspc.k, 0, 100, 20) +lmhs2t = [1, 1.5, 1.9, 2, 2, 2] +fpu.k = tabhl(fput, pop.k, 0, 16e9, 2e9) +fput = [0, 0.2, 0.4, 0.5, 0.58, 0.65, 0.72, 0.78, 0.80] +cmi.k = tabhl(cmit, iopc.k, 0, 1600, 200) +cmit = [0.5, 0.05, -0.1, -0.08, -0.02, 0.05, 0.1, 0.15, 0.2] +lmc.k = 1 - (cmi.k*fpu.k) +lmp.k = tabhl(lmpt, ppolx.k, 0, 100, 10) +lmpt = [1, 0.99, 0.97, 0.95, 0.90, 0.85, 0.75, 0.65, 0.55, 0.40, 0.20] + +# Birth rate subsector +b.k = clip(d.k, (tf.k*p2.k*0.5/rlt), time.k, pet) +cbr.k = 1000*b.k/pop.k # birth rate +rlt = 30 +pet = 4000 +cbr.k = 1000*b.j/pop.k +tf.k = min(mtf.k, (mtf.k*(1-fce.k) + dtf.k*fce.k)) +mtf.k = mtfn * fm.k +mtfn = 12 +fm.k = tabhl(fmt, le.k, 0, 80, 10) +fmt = [0, 0.2, 0.4, 0.6, 0.7, 0.75, 0.79, 0.84, 0.87] +dtf.k = dcfs.k*cmple.k +cmple.k = tabhl(cmplet, ple.k, 0, 80, 10) +cmplet = [3, 2.1, 1.6, 1.4, 1.3, 1.2, 1.1, 1.05, 1] +ple.k = dlinf3(le.k, lpd) +lpd = 20 +dcfs.k = clip(2.0, dcfsn*frsn.k*sfsn.k, time.k, zpgt) +zpgt = 4000 +dcfsn = 3.8 +sfsn.k = tabhl(sfsnt, diopc.k, 0, 800, 200) +sfsnt = [1.25, 1, 0.9, 0.8, 0.75] +diopc.k = dlinf3(iopc.k, sad) +sad = 20 +frsn.k = tabhl(frsnt, fie.k, -0.2, 0.2, 0.1) +frsnt = [0.5, 0.6, 0.7, 0.85, 1] +frsn.i = 0.82 +fie.k = (iopc.k - aiopc.k)/aiopc.k +aiopc.k = smooth(iopc.j, ieat) +ieat = 3 +nfc.k = (mtf.k / dtf.k) - 1 +fce.k = clip(1.0, tabhl(fcet, fcfpc.k, 0, 3, 0.5), time.k, fcest) +fcest = 4000 +fcet = [0.75, 0.85, 0.9, 0.95, 0.98, 0.99, 1] +fcfpc.k = dlinf3(fcapc.k, hsid) +fcapc.k = fsafc.k*sopc.k +fsafc.k = tabhl(fsafct, nfc.k, 0, 10, 2) +fsafct = [0, 0.005, 0.015, 0.025, 0.03, 0.035] + +# Capital sector +## Industrial subsector +iopc.k = io.k/pop.k +# ATTENTION: from next line a smdynamo_all difference is induced +io.k = ic.k*(1-fcaor.k)*cuf.k/icor.k +icor.k = clip(icor2.k, icor1, time.k, pyear) +icor1 = 3 +icor2.k = icormrrct.k*icormlyt.k*icormpt.k +icormrrct.k = tabhl(icormrrctt, nruf.j,0, 1, 0.1) # industrial capital output ratio multiplier from resource conservation technology +icormrrctt = [3.75, 3.6, 3.47, 3.36, 3.25, 3.16, 3.1, 3.06, 3.02, 3.01, 3] # industrial capital output ratio multiplier from resource table +icormlyt.k = tabhl(icormlytt, lymt.j, 1, 2, 0.2) # industrial capital output ratio multiplier from land yield technology +# TRUC BIZARE !!(1,0.8)-(2,2)], +icormlytt = [1, 1.05, 1.12, 1.25, 1.35, 1.5] # industrial capital output ratio multiplier table +icormpt.k = tabhl(icormptt, ppgf.j, 0, 1, 0.1) # industrial capital output ratio multiplier from pollution technology +icormptt = [1.25, 1.2, 1.15, 1.11, 1.08, 1.05, 1.03, 1.02, 1.01, 1, 1] # industrial capital output ratio multiplier from pollution table +ic.k = ic.j + dt*(icir.j-icdr.j) +ic.i = ici +ici = 2.1e11 +icdr.k = ic.k/alic.k +alic.k = clip(alic2, alic1, time.k, pyear) +alic1 = 14 +alic2 = 14 +icir.k = io.k*fioai.k +fioai.k = 1- fioaa.k - fioas.k - fioac.k +fioac.k = clip(fioacv.k, fioacc.k, time.k, iet) +iet = 4000 +fioacc.k = clip(fioac2, fioac1, time.k, pyear) +fioac1 = 0.43 +fioac2 = 0.43 +fioacv.k = tabhl(fioacvt, iopc.k/iopcd, 0, 2, 0.2) +fioacvt = [0.3, 0.32, 0.34, 0.36, 0.38, 0.43, 0.73, 0.77, 0.81, 0.82, 0.83] +iopcd = 400 + +## Service subsector +isopc.k = clip(isopc2.k, isopc1.k, time.k, pyear) +isopc1.k = tabhl(isopc1t, iopc.k, 0, 1600, 200) +isopc1t = [40, 300, 640, 1000, 1220, 1450, 1650, 1800, 2000] +isopc2.k = tabhl(isopc2t, iopc.k, 0, 1600, 200) +isopc2t = [40, 300, 640, 1000, 1220, 1450, 1650, 1800, 2000] +fioas.k = clip(fioas2.k, fioas1.k, time.k, pyear) +fioas1.k = tabhl(fioas1t, sopc.k/isopc.k, 0, 2, 0.5) +fioas1t = [0.3, 0.2, 0.1, 0.05, 0] +fioas2.k = tabhl(fioas2t, sopc.k/isopc.k, 0, 2, 0.5) +fioas2t = [0.3, 0.2, 0.1, 0.05, 0] +scir.k = io.k*fioas.k +sc.k = sc.j + dt*(scir.j-scdr.j) +sc.i = sci +sci = 1.44e11 +scdr.k = sc.k/alsc.k +alsc.k = clip(alsc2, alsc1, time.k, pyear) +alsc1 = 20 +alsc2 = 20 +so.k = (sc.k*cuf.k)/scor.k +sopc.k = so.k/pop.k +scor.k = clip(scor2, scor1, time.k, pyear) +scor1 = 1 +scor2 = 1 + +## Job subsector +j.k = pjis.k + pjas.k +pjss.k +pjis.k = ic.k*jpicu.k +jpicu.k = tabhl(jpicut, iopc.k, 50, 800, 150)*1e-3 +jpicut = [0.37, 0.18, 0.12, 0.09, 0.07, 0.06] +pjss.k = sc.k*jpscu.k +jpscu.k = tabhl(jpscut, sopc.k, 50, 800, 150)*1e-3 +jpscut = [1.1, 0.6, 0.35, 0.2, 0.15, 0.15] +pjas.k = jph.k*al.k +jph.k = tabhl(jpht, aiph.k, 2, 30, 4) +jpht = [2, 0.5, 0.4, 0.3, 0.27, 0.24, 0.2, 0.2] +lf.k = (p2.k + p3.k)*lfpf +lfpf = 0.75 +luf.k = j.k/lf.k +lufd.k = smooth(luf.j, lufdt) +lufdt = 2 +cuf.k = tabhl(cuft, lufd.k, 1, 11, 2) +cuf.i = 1 +cuft = [1, 0.9, 0.7, 0.3, 0.1, 0.1] + +# Agricultural sector +## Loop1: food from investment in land development +lfc.k = al.k/palt +palt = 3.2e9 +al.k = al.j + dt*(ldr.j - ler.j - lrui.j) +al.i = ali +ali = 0.9e9 +pal.k = pal.j + dt*(-ldr.j) +pal.i = pali +pali = 2.3e9 +f.k = ly.k*al.k*lfh*(1-pl) +lfh = 0.7 +pl = 0.1 +fpc.k = f.k/pop.k +ifpc.k = clip(ifpc2.k, ifpc1.k, time.k, pyear) +ifpc1.k = tabhl(ifpc1t, iopc.k, 0, 1600, 200) +ifpc1t = [230, 480, 690, 850, 970, 1070, 1150, 1210, 1250] +ifpc2.k = tabhl(ifpc2t, iopc.k, 0, 1600, 200) +ifpc2t = [230, 480, 690, 850, 970, 1070, 1150, 1210, 1250] +tai.k = io.k*fioaa.k +fioaa.k = clip(fioaa2.k, fioaa1.k, time.k, pyear) +fioaa1.k = tabhl(fioaa1t, fpc.k/ifpc.k, 0, 2.5, 0.5) +fioaa1t = [0.4, 0.2, 0.1, 0.025, 0, 0] +fioaa2.k = tabhl(fioaa2t, fpc.k/ifpc.k, 0, 2.5, 0.5) +fioaa2t = [0.4, 0.2, 0.1, 0.025, 0, 0] +ldr.k = tai.k*fiald.k/dcph.k +dcph.k = tabhl(dcpht, pal.k/palt, 0, 1, 0.1) +dcpht = [1e5, 7400, 5200, 3500, 2400, 1500, 750, 300, 150, 75, 50] + +## Loop2: food from investment in agricultural inputs +cai.k = tai.k * (1 - fiald.k) +ai.k = smooth(cai.j, alai.k) +ai.i = 5e9 +alai.k = clip(alai2, alai1, time.k, pyear) +alai1 = 2 +alai2 = 2 +aiph.k = ai.k*(1 - falm.k)/al.k +lymc.k = tabhl(lymct, aiph.k, 0, 1000, 40) +lymct = [1, 3, 4.5, 5.0, 5.3, 5.6, 5.9, 6.1, 6.35, 6.6, 6.9, 7.2, 7.4, 7.6, 7.8, 8, 8.2, 8.4, 8.6, 8.8, 9, 9.2, 9.4, 9.6, 9.8, 10] +ly.k = lymt.k*lfert.k*lymc.k*lymap.k +lymt.k = clip(lyf2.k, lyf1, time.k, pyear) # land yield multiplier from technology +lyf1 = 1 +lyf2.k = smooth(lyt.k, tdd) +lyt.k = lyt.j + dt*(lytcr.k) # land yield technology +lyt.i = 1 +lytcr.k = clip(lyt.j*lytcrm.j,0, time.k, pyear)# land yield technology change rate +lytcrm.k = tabhl(lytcrmt, drf - fr.k, 0, 1, 1)# land yield technology change rate multiplier +lytcrmt = [0, 0] # land yield technology change rate multiplier table +drf = 2 # desired food ratio +lymap.k = clip(lymap2.k, lymap1.k, time.k, appyear) +appyear = 4000 # air pollution policy implementation time +lymap1.k = tabhl(lymap1t, io.k/io70, 0, 30, 10) +lymap1t = [1, 1, 0.7, 0.4] +lymap2.k = tabhl(lymap2t, io.k/io70, 0, 30, 10) +lymap2t = [1, 1, 0.98, 0.95] # Seen in wrld3+03.mdl +io70 = 7.9e11 + +## Loop 1 & 2: the investment allocation decision +fiald.k = tabhl(fialdt, mpld.k/mpai.k, 0, 2, 0.25) +fialdt = [0, 0.05, 0.15, 0.30, 0.50, 0.70, 0.85, 0.95, 1] +mpld.k = ly.k/(dcph.k*sd) +sd = 0.07 +mpai.k = alai.k*ly.k*mlymc.k/lymc.k +mlymc.k = tabhl(mlymct, aiph.k, 0, 600, 40) +mlymct = [0.075, 0.03, 0.015, 0.011, 0.009, 0.008, 0.007, 0.006, 0.005, 0.005, 0.005, 0.005, 0.005, 0.005, 0.005, 0.005] + +## Loop 3: land erosion and urban-industrial use +dynamo_all.k = alln*llmy.k +alln = 1000 +llmy.k = clip(llmy2.k, llmy1.k, time.k, llmytm) # CHANGER !!! +llmy1.k = tabhl(llmy1t, ly.k/ilf, 0, 9, 1) +llmy1t = [1.2, 1, 0.63, 0.36, 0.16, 0.055, 0.04, 0.025, 0.015, 0.01] +llmy2.k = tabhl(llmy2t, ly.k/ilf, 0, 9, 1) +llmy2t = [1.2, 1, 0.63, 0.36, 0.29, 0.26, 0.24, 0.22, 0.21, 0.2] # WRLD3+03 ! +ler.k = al.k/dynamo_all.k +uilpc.k = tabhl(uilpct, iopc.k, 0, 1600, 200) +uilpct = [0.005, 0.008, 0.015, 0.025, 0.04, 0.055, 0.07, 0.08, 0.09] +uilr.k = uilpc.k*pop.k +lrui.k = max(0, (uilr.k - uil.k)/uildt) +uildt = 10 +uil.k = uil.j + dt*(lrui.j) +uil.i = uili +uili = 8.2e6 + +## Loop 4: land fertility degradation +lfert.k = lfert.j + dt*(lfr.j-lfd.j) +lfert.i = lferti +lferti = 600 +lfdr.k = tabhl(lfdrt, ppolx.k, 0, 30, 10) +lfdrt = [0, 0.1, 0.3, 0.5] +lfd.k = lfert.k*lfdr.k + +## Loop 5: land fertility regeneration +lfr.k = (ilf-lfert.k)/lfrt.k +ilf = 600 +lfrt.k = tabhl(lfrtt, falm.k, 0, 0.10, 0.02) +lfrtt = [20.0, 13.0, 8.0, 4.0, 2.0, 2.0] + +## Loop 6: dDiscontinuing land maintinance +falm.k = tabhl(falmt, pfr.k, 0, 4, 1) +falmt = [0.0, 0.04, 0.07, 0.09, 0.1] +fr.k = fpc.k/sfpc +sfpc = 230 +pfr.k = smooth(fr.j, fspd) +pfr.i = 1 +fspd = 2 + +# Nonrenewable resource sector +nr.k = nr.j + dt*(-nrur.j) +nr.i = nri +nri = 1e12 +nrur.k = pop.k * pcrum.k * nruf.k +nruf.k = clip(nruf2.k, nruf1, time.k, pyear) +nruf1 = 1 +nruf2.k = smooth(rct.k, tdd) +rct.k = rct.j - dt*(rctcr.k)# resource conservation technology +rct.i = 1 +rctcr.k = clip(rct.j*rtcm.j, 0, time.k, pyear) # resource technology change rate +rtcm.k = tabhl(rtcmt,1-nrur.j/drur, -1, 0, 1) # resource technology change rate multiplier +drur = 4.8e09 # desired resource use rate +rtcmt = [0, 0]# resource technology change mult table +pcrum.k = tabhl(pcrumt, iopc.k, 0, 1600, 200) +pcrumt = [0, 0.85, 2.6, 3.4, 3.8, 4.1, 4.4, 4.7, 5] +nrfr.k = nr.k/nri +fcaor.k = clip(fcaor2.k, fcaor1.k, time.k, fcaortm) +fcaor1.k = tabhl(fcaor1t, nrfr.k, 0, 1, 0.1) +fcaor1t = [1.0, 0.9, 0.7, 0.5, 0.2, 0.1, 0.05, 0.05, 0.05, 0.05, 0.05] +fcaor2.k = tabhl(fcaor2t, nrfr.k, 0, 1, 0.1) +fcaor2t = [1.0, 0.2, 0.1, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05, 0.05] + + +# Persistent pollution sector +ppgr.k = (ppgio.k + ppgao.k)*ppgf.k +ppgf.k = clip(ppgf2.k, ppgf1, time.k, pyear) +ppgf1 = 1 +# Added for 03 +ppgf2.k = smooth(ppt.k, tdd) +tdd = 20 # technology development delay +ppt.k = ppt.j + dt*pptcr.k # persistent pollution technology +ppti = 1 # Initial persistent pollution technology +ppt.i = ppti +pptcr.k = clip(ppt.j*pptcm.j, 0, time.k, pyear) # persistent pollution technology change rate +pptcm.k = tabhl(pptcmt, 1 - ppolx.k/dppolx, -1, 0, 1)# persistent pollution technology change multiplier +pptcmt = [0, 0] # persistent pollution technology change mult table +dppolx = 1.2 # desired persistent pollution index +# industrial capital output ratio multiplier from persistent pollution technology +# is not implemented in Vensim while on the schemas +ppgio.k = pcrum.k * pop.k * frpm*imef*imti +frpm = 0.02 +imef = 0.1 +imti = 10 +ppgao.k = aiph.k*al.k*fipm*amti +fipm = 0.001 +amti = 1 +ppapr.k = delay3(ppgr.j, pptd) # Delay3i ?? +pptd = 20 +ppol.k = ppol.j + dt*(ppapr.j-ppasr.j) +ppol.i = ppoli +ppoli = 2.5e7 +ppolx.k = ppol.k/ppol70 +ppol70 = 1.36e8 +ppasr.k = ppol.k/(ahl.k*1.4) +ahlm.k = tabhl(ahlmt, ppolx.k, 1, 1001, 250) +ahlmt = [1.0, 11.0, 21.0, 31.0, 41.0] +ahl.k = ahl70*ahlm.k +ahl70 = 1.5 + +# Supplementary equations sector +# foa.k = 0.22*f.k/(0.22*f.k + so.k + io.k) +# foi.k = io.k/(0.22*f.k + so.k + io.k) +# fos.k = so.k/(0.22*f.k + so.k + io.k) +# World3 03 supplementary equations sector +cio.k = io.k*fioacc.k # consumed industrial output +ciopc.k = cio.k/pop.k # consumed industrial output per capita +fao.k = pof * f.k/(pof*f.k + so.k + io.k) # fraction of output in agriculture +fos.k = so.k/(pof*f.k + so.k + io.k) # fraction of output in services +foi.k = io.k/(pof*f.k + so.k + io.k) # fraction of output in industry +llmytm = 4000 # land life policy implementation time +pof = 0.22 # price of food +fcaortm = 4000# fraction of industrial capital allocated to obtaining resources switch time +plinid.k = ppgio.k*ppgf.k/io.k # persistent pollution intensity industry +resint.k = nrur.k/io.k # resource use intensity +thousand = 1000 # THOUSAND + +# World3 03 indicators sector +ugdp = 1 # GDP pc unit +uai = 1 # unit agricultural input +up = 1 # unit population +ablgha.k = ppgr.k*hpup/hpgha # "Absorption Land (GHA)" +ei.k = tabhl(eit, gdppc.k/ugdp, 0, 7000, 1000) # Education Index +eit = [0, 0.81, 0.88, 0.92, 0.95, 0.98, 0.99, 1] # Education Index LOOKUP +gdpi.k = log(gdppc.k/rlgdp, 10)/log(rhgdp/rlgdp, 10) # GDP index +gdppc.k = tabhl(gdppct, iopc.k/ugdp, 0, 1000, 200) # GDP per capita +gdppct = [120, 600, 1200, 1800, 2500, 3200] # GDP per capita LOOKUP +hpgha = 1e9 # ha per gha +hpup = 4 # ha per unit of pollution +hef.k = (algha.k + ulgha.k + ablgha.k)/tl # Human Ecological Footprint +hwi.k = (lei.k + ei.k + gdpi.k)/3 # Human Welfare Index +lei.k = tabhl(leit, le.k/oy, 25, 85, 10) # Life Expectancy Index +leit = [0, 0.16, 0.33, 0.5, 0.67, 0.84, 1]# Life Expectancy Index LOOKUP +oy = 1 # one year +rhgdp = 9508 # Ref Hi GDP +rlgdp = 24 # Ref Lo GDP +tl = 1.91 # Total land +ulgha.k = uil.k/hpgha # "Urban Land (GHA)" +algha.k = al.k/hpgha # "Arable Land in Gigahectares (GHA)" + +# Control card for simulation +# Some have been removed because not implemented this way in pydynamo +# SPEC dt = 0.5 +# SPEC length = 2100 +pyear = 1975 +# N time = 1900 +initial_time = 1900 +# A pltper.k = step(plp, plit) +# C plp = 5 +# C plit = 1900 +# C prp = 0 +# A prtper.k = step(prp, prit) + step(-prp, prtt) +# C prit = 1900 +# C prtt = 2100 + +# Take care to keep the last line ! +# Parameter and structural changes for limits to growth + + +# Additional lines for limits to growth code +# Capital sector +## Industrial subsector +# icir.k = clip(icir2.k, io.k*fioai.k, time.k, icet) +# helpicir2.k = min(icdr.j, io.k* fioai.k) # Icir2 value if certain strategy is chosen +# icir2.k = clip(helpicir2.k, io.k* fioai.k, diopc.k-diop.k, 0) # Icir value after icet +# icet=4000 # Industrial capital economy time +# diop.k = sample(iopc.k, dist.k, 0) # Desired industrial ouptput p +# dist.k = step(4000, disi+1905)+disi # Desired industrial stop time +# disi=4000 # Desired industrial stop interval diff --git a/pydynamo/world3/definitions_w3.json b/pydynamo/world3/definitions_w3.json new file mode 100644 index 0000000000000000000000000000000000000000..196b568d11fee51b89cc8f0696ba0e7e3032ef5b --- /dev/null +++ b/pydynamo/world3/definitions_w3.json @@ -0,0 +1 @@ +{"pop": "population", "p1": "Population 0 To 14", "p1i": "initial population 0 to 14", "d1": "deaths 0 to 14", "m1": "mortality 0 to 14", "m1t": "mortality 0 to 14 table", "mat1": "maturation 14 to 15", "p2": "Population 15 To 44", "p2i": "initial population 15 to 44", "d2": "deaths 15 to 44", "m2": "mortality 15 to 44", "m2t": "mortality 15 to 44 table", "mat2": "maturation 44 to 45", "p3": "Population 45 To 64", "p3i": "initial population 54 to 64", "d3": "deaths 45 to 64", "m3": "mortality 45 to 64", "m3t": "mortality 45 to 64 table", "mat3": "maturation 64 to 65", "p4": "Population 65 Plus", "p4i": "initial population 65 plus", "d4": "deaths 65 plus", "m4": "mortality 65 plus", "m4t": "mortality 65 plus table", "d": "deaths", "cdr": "death rate", "le": "life expectancy", "dynamo_len": "life expectancy normal", "lmf": "lifetime multiplier from food", "lmft": "lifetime multiplier from food table", "hsapc": "health services per capita", "hsapct": "health services per capita table", "ehspc": "effective health services per capita", "hsid": "health services impact delay", "lmhs": "lifetime multiplier from health services", "lmhs1": "lifetime multiplier from health services 1", "lmhs1t": "lifetime multiplier from health services 1 table", "lmhs2": "lifetime multiplier from health services 2", "lmhs2t": "lifetime multiplier from health services 2 table", "fpu": "fraction of population urban", "fput": "fraction of population urban table", "cmi": "crowding multiplier from industry", "cmit": "crowding multiplier from industry table", "lmc": "lifetime multiplier from crowding", "lmp": "lifetime multiplier from persistent pollution", "lmpt": "lifetime multiplier from persistent pollution table", "b": "births", "cbr": "birth rate", "rlt": "reproductive lifetime", "pet": "population equilibrium time", "tf": "total fertility", "mtf": "maximum total fertility", "mtfn": "maximum total fertility normal", "fm": "fecundity multiplier", "fmt": "fecundity multiplier table", "dtf": "desired total fertility", "cmple": "completed multiplier from perceived lifetime", "cmplet": "completed multiplier from perceived lifetime table", "ple": "perceived life expectancy", "lpd": "lifetime perception delay", "dcfs": "desired completed family size", "zpgt": "zero population growth time", "dcfsn": "desired completed family size normal", "sfsn": "social family size normal", "sfsnt": "social family size normal table", "diopc": "delayed industrial output per capita", "sad": "social adjustment delay", "frsn": "family response to social norm", "frsnt": "family response to social norm table", "fie": "family income expectation", "aiopc": "average industrial output per capita", "ieat": "income expectation averaging time", "nfc": "need for fertility control", "fce": "fertility control effectiveness", "fcest": "fertility control effectiveness time", "fcet": "fertility control effectiveness table", "fcfpc": "fertility control facilities per capita", "fcapc": "fertility control allocation per capita", "fsafc": "fraction services allocated to fertility control", "fsafct": "fraction services allocated to fertility control table", "iopc": "industrial output per capita", "io": "industrial output", "icor": "industrial capital output ratio", "icor1": "industrial capital output ratio 1", "icor2": "industrial capital output ratio 2", "icormrrct": "industrial capital output ratio multiplier from resource conservation technology", "icormrrctt": "industrial capital output ratio multiplier from resource table", "icormlyt": "industrial capital output ratio multiplier from land yield technology", "icormlytt": "industrial capital output ratio multiplier table", "icormpt": "industrial capital output ratio multiplier from pollution technology", "icormptt": "industrial capital output ratio multiplier from pollution table", "ic": "Industrial Capital", "ici": "initial industrial capital", "icdr": "industrial capital depreciation", "alic": "average life of industrial capital", "alic1": "average life of industrial capital 1", "alic2": "average life of industrial capital 2", "icir": "industrial capital investment", "fioai": "fraction of industrial output allocated to investment", "fioac": "fraction of industrial output allocated to consumption", "iet": "industrial equilibrium time", "fioacc": "fraction of industrial output allocated to consumption constant", "fioac1": "fraction of industrial output allocated to consumption constant 1", "fioac2": "fraction of industrial output allocated to consumption constant 2", "fioacv": "fraction of industrial output allocated to consumption variable", "fioacvt": "fraction of industrial output allocated to consumption variable table", "iopcd": "industrial output per capita desired", "isopc": "indicated services output per capita", "isopc1": "indicated services output per capita 1", "isopc1t": "indicated services output per capita table 1", "isopc2": "indicated services output per capita 2", "isopc2t": "indicated services output per capita table 2", "fioas": "fraction of industrial output allocated to services", "fioas1": "fraction of industrial output allocated to services 1", "fioas1t": "fraction of industrial output allocated to services table 1", "fioas2": "fraction of industrial output allocated to services 2", "fioas2t": "fraction of industrial output allocated to services table 2", "scir": "service capital investment", "sc": "Service Capital", "sci": "initial service capital", "scdr": "service capital depreciation", "alsc": "average life of service capital", "alsc1": "average life of service capital 1", "alsc2": "average life of service capital 2", "so": "service output", "sopc": "service output per capita", "scor": "service capital output ratio", "scor1": "service capital output ratio 1", "scor2": "service capital output ratio 2", "j": "jobs", "pjis": "potential jobs industrial sector", "jpicu": "jobs per industrial capital unit", "jpicut": "jobs per industrial capital unit table", "pjss": "potential jobs service sector", "jpscu": "jobs per service capital unit", "jpscut": "jobs per service capital unit table", "pjas": "potential jobs agricultural sector", "jph": "jobs per hectare", "jpht": "jobs per hectare table", "lf": "labor force", "lfpf": "labor force participation fraction", "luf": "labor utilization fraction", "lufd": "Delayed Labor Utilization Fraction", "lufdt": "labor utilization fraction delay time", "cuf": "capacity utilization fraction", "cuft": "capacity utilization fraction table", "lfc": "land fr cult", "palt": "potentially arable land total", "al": "Arable Land", "ali": "initial arable land", "pal": "Potentially Arable Land", "pali": "initial potentially arable land", "f": "food", "lfh": "land fraction harvested", "pl": "processing loss", "fpc": "food per capita", "ifpc": "indicated food per capita", "ifpc1": "indicated food per capita 1", "ifpc1t": "indicated food per capita table 1", "ifpc2": "indicated food per capita 2", "ifpc2t": "indicated food per capita table 2", "tai": "total agricultural investment", "fioaa": "fraction of industrial output allocated to agriculture", "fioaa1": "fraction of industrial output allocated to agriculture 1", "fioaa1t": "fraction industrial output allocated to agriculture table 1", "fioaa2": "fraction of industrial output allocated to agriculture 2", "fioaa2t": "fraction industrial output allocated to agriculture table 2", "ldr": "land development rate", "dcph": "development cost per hectare", "dcpht": "development cost per hectare table", "cai": "current agricultural inputs", "ai": "Agricultural Inputs", "alai": "average life agricultural inputs", "alai1": "average life of agricultural inputs 1", "alai2": "average life of agricultural inputs 2", "aiph": "agricultural input per hectare", "lymc": "land yield multiplier from capital", "lymct": "land yield multiplier from capital table", "ly": "land yield", "lymt": "land yield multiplier from technology", "lyf1": "land yield factor 1", "lyf2": "land yield factor 2", "lyt": "Land Yield Technology", "lytcr": "land yield technology change rate", "lytcrm": "land yield technology change rate multiplier", "lytcrmt": "land yield technology change rate multiplier table", "drf": "desired food ratio", "lymap": "land yield multiplier from air pollution", "appyear": "air pollution policy implementation time", "lymap1": "land yield multipler from air pollution 1", "lymap1t": "land yield multipler from air pollution table 1", "lymap2": "land yield multiplier from air pollution 2", "lymap2t": "land yield multipler from air pollution table 2", "io70": "IND OUT IN 1970", "fiald": "fraction of agricultural inputs allocated to land development", "fialdt": "fraction of agricultural inputs allocated to land development table", "mpld": "marginal productivity of land development", "sd": "social discount", "mpai": "marginal productivity of agricultural inputs", "mlymc": "marginal land yield multiplier from capital", "mlymct": "marginal land yield multiplier from capital table", "dynamo_all": "average life of land", "alln": "average life of land normal", "llmy": "land life multiplier from land yield", "llmy1": "land life multiplier from land yield 1", "llmy1t": "land life multiplier from land yield table 1", "llmy2": "land life multiplier from land yield 2", "llmy2t": "land life multiplier from land yield table 2", "ler": "land erosion rate", "uilpc": "urban and industrial land required per capita", "uilpct": "urban and industrial land required per capita table", "uilr": "urban and industrial land required", "lrui": "land removal for urban and industrial use", "uildt": "urban and industrial land development time", "uil": "Urban and Industrial Land", "uili": "initial urban and industrial land", "lfert": "Land Fertility", "lferti": "initial land fertility", "lfdr": "land fertility degredation rate", "lfdrt": "land fertility degredation rate table", "lfd": "land fertility degredation", "lfr": "land fertility regeneration", "ilf": "inherent land fertility", "lfrt": "land fertility regeneration time", "lfrtt": "land fertility regeneration time table", "falm": "fraction of agricultural inputs for land maintenance", "falmt": "fraction of agricultural inputs for land maintenance table", "fr": "food ratio", "sfpc": "subsistence food per capita", "pfr": "Perceived Food Ratio", "fspd": "food shortage perception delay", "nr": "Nonrenewable Resources", "nri": "initial nonrenewable resources", "nrur": "resource usage rate", "nruf": "resource use factor", "nruf1": "resource use factor 1", "nruf2": "resource use fact 2", "rct": "Resource Conservation Technology", "rctcr": "resource technology change rate", "rtcm": "resource technology change rate multiplier", "drur": "desired resource use rate", "rtcmt": "resource technology change mult table", "pcrum": "per capita resource use multiplier", "pcrumt": "per capita resource use mult table", "nrfr": "fraction of resources remaining", "fcaor": "fraction of industrial capital allocated to obtaining resources", "fcaor1": "fraction of capital allocated to obtaining resources 1", "fcaor1t": "fraction of capital allocated to obtaining resources 1 table", "fcaor2": "fraction of capital allocated to obtaining resources 2", "fcaor2t": "fraction of capital allocated to obtaining resources 2 table", "ppgr": "persistent pollution generation rate", "ppgf": "persistent pollution generation factor", "ppgf1": "persistent pollution generation factor 1", "ppgf2": "persistent pollution generation factor 2", "tdd": "technology development delay", "ppt": "Persistent Pollution Technology", "ppti": "Initial persistent pollution technology", "pptcr": "persistent pollution technology change rate", "pptcm": "persistent pollution technology change multiplier", "pptcmt": "persistent pollution technology change mult table", "dppolx": "desired persistent pollution index", "ppgio": "persistent pollution generation industry", "frpm": "fraction of resources from persistent materials", "imef": "industrial material emissions factor", "imti": "industrial material toxicity index", "ppgao": "persistent pollution generation agriculture", "fipm": "fraction of agricultural inputs from persistent materials", "amti": "agricultural material toxicity index", "ppapr": "persistent pollution appearance rate", "pptd": "persistent pollution transmission delay", "ppol": "Persistent Pollution", "ppoli": "initial persistent pollution", "ppolx": "persistent pollution index", "ppol70": "persistent pollution in 1970", "ppasr": "persistent pollution assimilation rate", "ahlm": "assimilation half life multiplier", "ahlmt": "assimilation half life mult table", "ahl": "assimilation half life", "ahl70": "assimilation half life in 1970", "cio": "consumed industrial output", "ciopc": "consumed industrial output per capita", "fao": "fraction of output in agriculture", "fos": "fraction of output in services", "foi": "fraction of output in industry", "llmytm": "land life policy implementation time", "pof": "PRICE OF FOOD", "fcaortm": "fraction of industrial capital allocated to obtaining resources switch time", "plinid": "persistent pollution intensity industry", "resint": "resource use intensity", "thousand": "THOUSAND", "ugdp": "GDP pc unit", "uai": "unit agricultural input", "up": "unit population", "ablgha": "\"Absorption Land (GHA)\"", "ei": "Education Index", "eit": "Education Index LOOKUP", "gdpi": "GDP Index", "gdppc": "GDP per capita", "gdppct": "GDP per capita LOOKUP", "hpgha": "ha per Gha", "hpup": "ha per unit of pollution", "hef": "Human Ecological Footprint", "hwi": "Human Welfare Index", "lei": "Life Expectancy Index", "leit": "Life Expectancy Index LOOKUP", "oy": "one year", "rhgdp": "Ref Hi GDP", "rlgdp": "Ref Lo GDP", "tl": "Total Land", "ulgha": "\"Urban Land (GHA)\"", "algha": "\"Arable Land in Gigahectares (GHA)\"", "pyear": "POLICY YEAR", "initial_time": ""} \ No newline at end of file diff --git a/world3/images/standart_run.png b/pydynamo/world3/images/standart_run.png similarity index 100% rename from world3/images/standart_run.png rename to pydynamo/world3/images/standart_run.png diff --git a/world3/images/variable_graph.png b/pydynamo/world3/images/variable_graph.png similarity index 100% rename from world3/images/variable_graph.png rename to pydynamo/world3/images/variable_graph.png diff --git a/world3/infos/get_definitions.py b/pydynamo/world3/infos/get_definitions.py similarity index 100% rename from world3/infos/get_definitions.py rename to pydynamo/world3/infos/get_definitions.py diff --git a/world3/infos/get_sectors.py b/pydynamo/world3/infos/get_sectors.py similarity index 94% rename from world3/infos/get_sectors.py rename to pydynamo/world3/infos/get_sectors.py index 2b03692f6aa223a4bc30229ed7f52457bb88f35b..b231cdf3be8ef5ad0b9af05de994e0c370196085 100644 --- a/world3/infos/get_sectors.py +++ b/pydynamo/world3/infos/get_sectors.py @@ -24,13 +24,14 @@ def get_sectors(fname): assert l.strip() == '', 'error: ' + l + '\n' + repr(e) return sectors, subsectors -sector_color = { +from collections import defaultdict +sector_color = defaultdict(lambda: '#888888', **{ 'Persistent pollution sector': '#19D9FF', 'Population sector': '#CF4125', 'Capital sector': '#0073E6', 'Agricultural sector': '#66CC00', 'Nonrenewable resource sector': '#8080FF', -} +}) # # Dict(variable: corresponding sector) diff --git a/world3/infos/translated_defs.md b/pydynamo/world3/infos/translated_defs.md similarity index 95% rename from world3/infos/translated_defs.md rename to pydynamo/world3/infos/translated_defs.md index 77b59e32256c887b83db65326a04b5970e24fddb..721fe635fbd27b1799e0c9f608d88a94b1065e32 100644 --- a/world3/infos/translated_defs.md +++ b/pydynamo/world3/infos/translated_defs.md @@ -853,3 +853,27 @@ Variable name should begin by a '## ' and definitions in english and then french - fcaor value after time=pyear []. - +## icir2 +- icir value after icet +- icir après icet + +## helpicir2 +- icir2 value if certain strategy is chosen +- valeur icir dans le cas où la production industrielle désirée est trop grande par rapport à celle qui a été fixée en objectif + +## icet +- industrial capital economy time +- date à laquelle on se fixe la valeur actuelle de la production industrielle par personne comme souhaitable pour l'avenir + +## diop +- desired industrial output ??? +- production industrielle par personne à laquelle on a désiré s'arrêter + +## dist +- desired industrial stop time +- date à laquelle on décide de fixer la production industrielle désirée à la valeur courrante + +## disi +- desired industrial strop interval +- interval de temps après quoi on décide de fixer dist + diff --git a/world3/infos/variable_definitions.json b/pydynamo/world3/infos/variable_definitions.json similarity index 100% rename from world3/infos/variable_definitions.json rename to pydynamo/world3/infos/variable_definitions.json diff --git a/pydynamo/world3/plot_utils.py b/pydynamo/world3/plot_utils.py new file mode 100644 index 0000000000000000000000000000000000000000..78a3394b40ab0ce0b64376e72c45d2f709f96b70 --- /dev/null +++ b/pydynamo/world3/plot_utils.py @@ -0,0 +1,244 @@ +# File plot_utils.py Functions to plot variable as in world3 graphics. +import matplotlib.pyplot as plt +from matplotlib.ticker import EngFormatter +from matplotlib.image import imread + +# Taken from pyworld3 +def plot_world_variables(time, var_data, var_names, var_lims, + img_background=None, + title=None, + figsize=None, + dist_spines=0.09, + grid=False, + colors=None): + """ + Plots world state from an instance of World3 or any single sector. + + """ + if not colors: + prop_cycle = plt.rcParams['axes.prop_cycle'] + colors = prop_cycle.by_key()['color'] + else: + colors = [colors[i] for i in var_names] + + var_number = len(var_data) + + fig, hosts = plt.subplots(1, 1, figsize=figsize) + if not isinstance(hosts,list): + hosts = [hosts] + for host in hosts: + axs = [host, ] + for i in range(var_number-1): + axs.append(host.twinx()) + + fig.subplots_adjust(left=dist_spines*2) + for i, ax in enumerate(axs[1:]): + ax.spines["left"].set_position(("axes", -(i + 1)*dist_spines)) + ax.spines["left"].set_visible(True) + ax.yaxis.set_label_position('left') + ax.yaxis.set_ticks_position('left') + + if img_background is not None: + im = imread(img_background) + axs[0].imshow(im, aspect="auto", + extent=[time[0], time[-1], + var_lims[0][0], var_lims[0][1]], cmap="gray") + + ps = [] + for ax, label, ydata, color in zip(axs, var_names, var_data, colors): + ps.append(ax.plot(time, ydata, label=label, color=color)[0]) + axs[0].grid(grid) + axs[0].set_xlim(time[0], time[-1]) + + for ax, lim in zip(axs, var_lims): + ax.set_ylim(lim[0], lim[1]) + + for ax_ in axs: + formatter_ = EngFormatter(places=0, sep="\N{THIN SPACE}") + ax_.tick_params(axis='y', rotation=90) + ax_.yaxis.set_major_locator(plt.MaxNLocator(5)) + ax_.yaxis.set_major_formatter(formatter_) + + tkw = dict(size=4, width=1.5) + axs[0].set_xlabel("time [years]") + axs[0].tick_params(axis='x', **tkw) + for i, (ax, p) in enumerate(zip(axs, ps)): + ax.set_ylabel(p.get_label(), rotation="horizontal") + ax.yaxis.label.set_color(p.get_color()) + ax.tick_params(axis='y', colors=p.get_color(), **tkw) + ax.yaxis.set_label_coords(-i*dist_spines, 1.01) + + if title is not None: + fig.suptitle(title, x=0.95, ha="right", fontsize=10) + + plt.tight_layout() + +# Default scales of variables +default_plot_variables_scales = {"nrfr": [0,1], + "iopc": [0,1e3], + "fpc": [0,1e3], + "pop": [0,16e9], + "ppolx": [0,32] + } + +def plot_world_with_scales(w, variable_scales=None, title="W3 run"): + """ + Plot world3 variables, with potentially new scales. + + Parameters + ---------- + w: world3 + Instance to plot + variables: dict(str, [float, float]) + Dict of Variable name and range + title: str + Plot title + + Returns + ------- + """ + + if not variable_scales: + variable_scales = default_plot_variables_scales + + plot_world_variables(w.get_time(), + list(map(w.get_var, + variable_scales.keys())), + variable_scales.keys(), + variable_scales.values(), + figsize = (7,5), + grid = 1, + title = title) + +# New scales for 03 version (p456) +colors_03 = { + 'pop':'#d62728', + 'f': '#2ca02c', + 'io': '#ff7f0e', + 'ppolx': '#9467bd', + 'nr': '#1f77b4', + 'fpc': '#2ca02c', + 'ciopc': '#ff7f0e', + 'isopc': '#bcbd22', + 'le': '#d62728', + 'hwi': '#d62728', + 'hef': '#2ca02c' + } +scale_03_state = { + 'pop': [0, 12e9], + 'f': [0, 6e12], + 'io': [0, 4e12], + 'ppolx': [0, 40], + 'nr': [0, 2e12] + } +scale_03_life = { + 'fpc': [0, 1000], + 'ciopc': [0, 250], + 'isopc': [0, 1000], + 'le': [0, 90], + } +scale_03_indices = { + 'hwi': [0, 1], + 'hef': [0, 4] + } +def plot_03_state(s, title='State'): + plot_world_variables(s.get_time(), + list(map(s.get_var, + scale_03_state.keys())), + scale_03_state.keys(), + scale_03_state.values(), + figsize = (7,5), + grid = 1, + title = title, + colors=colors_03) +def plot_03_life(s, title='Life level'): + plot_world_variables(s.get_time(), + list(map(s.get_var, + scale_03_life.keys())), + scale_03_life.keys(), + scale_03_life.values(), + figsize = (7,5), + grid = 1, + title = title, + colors=colors_03) +def plot_03_indices(s, title='Indices level'): + plot_world_variables(s.get_time(), + list(map(s.get_var, + scale_03_indices.keys())), + scale_03_indices.keys(), + scale_03_indices.values(), + figsize = (7,5), + grid = 1, + title = title, + colors=colors_03) + +def plot_world_03(s, title=None): + """ + Plots world variables with 2003 way. + + """ + + + scales = [scale_03_state, scale_03_life, scale_03_indices] + time = s.time + figsize = (7,15) + dist_spines=0.09 + grid=1 + img_background=None + fig, hosts = plt.subplots(3, 1, figsize=figsize) + pretitles = ['World state', 'Material life level', 'Welfare and footprint'] + for host, scale, pretitle in zip(hosts, scales, pretitles): + var_number = len(scale) + var_names = scale.keys() + var_data = [getattr(s,i) for i in scale] + var_lims = scale.values() + colors = [colors_03[i] for i in var_names] + + axs = [host, ] + for i in range(var_number-1): + axs.append(host.twinx()) + + fig.subplots_adjust(left=dist_spines*2) + for i, ax in enumerate(axs[1:]): + ax.spines["left"].set_position(("axes", -(i + 1)*dist_spines)) + ax.spines["left"].set_visible(True) + ax.yaxis.set_label_position('left') + ax.yaxis.set_ticks_position('left') + + if img_background is not None: + im = imread(img_background) + axs[0].imshow(im, aspect="auto", + extent=[time[0], time[-1], + var_lims[0][0], var_lims[0][1]], cmap="gray") + + ps = [] + for ax, label, ydata, color in zip(axs, var_names, var_data, colors): + ps.append(ax.plot(time, ydata, label=label, color=color)[0]) + axs[0].grid(grid) + axs[0].set_xlim(time[0], time[-1]) + + for ax, lim in zip(axs, var_lims): + ax.set_ylim(lim[0], lim[1]) + + for ax_ in axs: + formatter_ = EngFormatter(places=0, sep="\N{THIN SPACE}") + ax_.tick_params(axis='y', rotation=90) + ax_.yaxis.set_major_locator(plt.MaxNLocator(5)) + ax_.yaxis.set_major_formatter(formatter_) + + tkw = dict(size=4, width=1.5) + axs[0].set_xlabel("time [years]") + axs[0].tick_params(axis='x', **tkw) + for i, (ax, p) in enumerate(zip(axs, ps)): + ax.set_ylabel(p.get_label(), rotation="horizontal") + ax.yaxis.label.set_color(p.get_color()) + ax.tick_params(axis='y', colors=p.get_color(), **tkw) + ax.yaxis.set_label_coords(-i*dist_spines, 1.01) + axs[0].set_xticks([1900, 1950, 2000, 2050, 2100]) + axs[0].set_yticks([i*max(list(var_lims)[0])/4 for i in range(5)]) + + if pretitle is not None: + host.set_title(pretitle, x=0.95, ha="right", fontsize=10) + if title is not None: + fig.suptitle(title, fontsize=15) + plt.tight_layout() diff --git a/setup.py b/setup.py new file mode 100644 index 0000000000000000000000000000000000000000..cf607748aad7680922551be82a17e72bfa85134d --- /dev/null +++ b/setup.py @@ -0,0 +1,7 @@ +from setuptools import setup, find_packages + +setup( + name='pydynamo', + version='0.1.0', + packages=find_packages(include=['world2', 'world3', 'pydynamo']) +) diff --git a/test_pydnamo.py b/test_pydnamo.py deleted file mode 100644 index 9d0956e59360c8b3b273abe6eb79b3d0653982c3..0000000000000000000000000000000000000000 --- a/test_pydnamo.py +++ /dev/null @@ -1,316 +0,0 @@ -"""Pydynamo tester, execute virtual environement""" -#!/usr/bin/env python -# coding: utf-8 - -# # Example of pydynamo -# - With model: -# - Brander, James A., Taylor, M. Scott, 1998. The simple economics of Easter Island - -import pydynamo as dno -import matplotlib.pyplot as plt - - - -def BTmodel_eqs(): - beta = 0.4 # Proportion of labor dedicated to harvest - r = 0.04 # Nature repoduction speed rate - b_d = -0.1 # Default birth rate minus death rate - phi = 4 # Fertility per consumption per worker - K = 12_000 # Nature maximal carrying capacity - alpha = 1e-5 # Harvest labor efficiency per resource avalability - - S.i = K - L.i = 50 - S.k = S.j + dt*(S.j*r*(1 - S.j/K) - H.j) # Resource - L.k = L.j + dt*L.j*(b_d + F.k) # Labor force (~ population) - H.k = alpha*beta*L.j*S.k # Harvest - F.k = phi*H.k/L.j # Fertility - - -s = dno.parse_system.system_from_fun(BTmodel_eqs) -s.run(N=300, dt=1) -dno.plot_system.plot_system(s, ['S', 'L']) -plt.title('Nature and population dynamics on Easter Island'); - - -# ## Add user defined functions and change constants - - -def update_F(H_k, L_j, phi, d_br_k, b_d): - """Fertility - Fertility is designed to reach -b_d when the desired birth_rate is null. - """ - return (H_k*phi/L_j + b_d)*d_br_k - b_d - -def update_d_br(L_j, b_d, o_L): - """Desired Birth Rate - A normalized distance to the optimal population value.""" - return (o_L - L_j)/o_L - - - -s.update_F = update_F -s.update_d_br = update_d_br - -s.o_L = 7000 -s.run(300, 1) - - -dno.plot_system.plot_system(s, ['S', 'L', 'd_br'], rescale = True) -plt.title('Optimal Desired Population scenario'); -plt.show() - -dno.plot_system.show_pyvis(s, notebook=False, options=[], quotient=True).show('ex.html') - - -# # Run World3 model - -# In[1]: - - -import json -import pydynamo as dno -from world3.plot_utils import plot_world_with_scales -definitions = json.load(open('world3/variable_definitions.json')) - - -# In[2]: - - -# Convert DYNAMO to pdynamo -dno.dynamo_converter.convert_dynamo_file( - 'world3/world3_DYNAMO_code.py', - 'world3/world3_pydynamo_code.py') -from world3.colors import var_colors # Get colors from pydynamo file - - -# In[3]: - - -# Get System object, add comments, run and plot -s = dno.parse_system.system_from_file('world3/world3_pydynamo_code.py') -s.add_comments(definitions) -s.run(N=300, dt=1) -plot_world_with_scales(s, title='World3 standart model') - - -# In[21]: - - -# Show the graph of direct relations (interactive with pyvis) -dno.plot_system.show_pyvis(s, notebook=False, options=[], quotient=True, colors=var_colors).show('world3.html') - - -#  - -# In[5]: - - -# Get the non linear formula of some variable -dno.plot_system.plot_tabhl(s, 'dcph') - - -# In[6]: - - -# Get comments about some variable -s.get_comment('icdr') - - -# # 11 Scenarios Limits to growth - -# ### Set additional equations - -# In[7]: - - -def additional_equations(): - # Additional lines for limits to growth code (from Appendix G) - # A very complicated way to allow a strategy change, - # about industrial capital investments - - # From time icet, we change startegy - # for the industrial capital investment rate - # (it was io * fioai befor this time) - icir.k = clip(icir2.k, io.k*fioai.k, time.k, icet) - # minicir takes the minimum between: - # The industrial capital depreciation rate - # The usual formula for icir - minicir.k = min(icdr.j, io.k* fioai.k) - # The new strategic icir takes a lower icir (minicir) - # When the delayed iopc is lower than the diop - icir2.k = clip(minicir.k, io.k* fioai.k, diopc.k-diop.k, 0) - - # When the dist date is reached, diop change from zero to iopc - diop.k = sample(iopc.k, dist.k, 0) - # The dist date is disi at the begining, - # and set in the year 4000 after this date - dist.k = step(4000, disi+1905)+disi - - # For now, startegy are reached in the year 4000 (never) - disi = 4000 - icet = 4000 - - -# In[8]: - - -# Add new equations to the original system -s = dno.parse_system.system_from_fun(additional_equations, s) - - -# ### Run scenarios -# Each time, reset and change some constants, and run again - -# In[9]: - - -s.run(N=400, dt=0.5) -plot_world_with_scales(s, title='Fig 35. Standart run') - - -# In[10]: - - -s.set_all_csts() -s.nri = 2e12 -s.run(N=400, dt=0.5) -plot_world_with_scales(s, title='Fig 36. Doubled ressources"') - - -# In[11]: - - -s.nri = 2e12 -s.nruf2 = 0.25 -s.run(N=400, dt=0.5) -plot_world_with_scales(s, title='Fig 37. "Unlimited" ressources') - - -# In[12]: - - -s.set_all_csts() -s.nri = 2e12 -s.nruf2 = 0.25 -s.ppgf2 = 0.25 -s.run(N=400, dt=0.5) -plot_world_with_scales(s, title='Fig 39. "Unlimited" ressources & pollution controls') - - -# In[13]: - - -s.set_all_csts() -s.nri = 2e12 -s.nruf2 = 0.25 -s.ppgf2 = 0.25 -s.lyf2 = 2 -s.run(N=400, dt=0.5) -plot_world_with_scales(s, title='Fig 40. "Unlimited" ressources & pollution controls, & Increment agricultural productivity') - - -# In[14]: - - -s.set_all_csts() -s.nri = 2e12 -s.nruf2 = 0.25 -s.ppgf2 = 0.25 -s.fcest = 1975 -s.run(N=400, dt=0.5) -plot_world_with_scales(s, title='Fig 41. "Unlimited" ressources & pollution controls & birth controls') - - -# In[15]: - - -s.set_all_csts() -s.nri = 2e12 -s.nruf2 = 0.25 -s.ppgf2 = 0.25 -s.fcest = 1975 -s.lyf2 = 2 -s.run(N=400, dt=0.5) -plot_world_with_scales(s, title='Fig 42. "Unlimited" ressources & pollution controls & Birth controls & Increment agricultural productivity') - - -# In[16]: - - -s.set_all_csts() -s.pet = 1975 -s.run(N=400, dt=0.5) -plot_world_with_scales(s, title="Fig 44. World model with stabilized population") - - -# In[17]: - - -s.set_all_csts() -s.pet = 1975 -s.icet = 1985 -s.run(N=400, dt=0.5) -plot_world_with_scales(s, title="Fig 45. World model with stabilized pop. and cap.") - - -# In[18]: - - -s.set_all_csts() -s.nri = 1e12 -s.nruf2 = 0.25 -s.ppgf2 = 0.25 -s.fcest = 1975 -s.lyf2 = 1 -s.pet = 1975 -s.icet = 1990 -s.alic2 = 18 -s.isopc2t = [80, 450, 1000, 1500, 1800, 2100, 2400, 2700, 3000] -s.ifpc2t = [250, 600, 900, 1100, 1200, 1275, 1350, 1375, 1375] -s.falmt = [0, 0.045, 0.08, 0.1, 0.105] -s.run(N=400, dt=0.5) -plot_world_with_scales(s, title='Fig 46. "Stabilized world model 1') - - -# In[19]: - - -s.set_all_csts() -s.nruf2 = 0.25 -s.ppgf2 = 0.25 -s.nri = 1e12 -s.fcest = 1975 -s.zpgt = 1975 -s.disi = 75 -s.icet = 1975 - -s.isopc2t = [80, 450, 1000, 1500, 1800, 2100, 2400, 2700, 3000] -s.ifpc2t = [250, 600, 900, 1100, 1200, 1275, 1350, 1375, 1375] -s.falmt = [0, 0.045, 0.08, 0.1, 0.105] - -s.run(N=400, dt=0.5) -plot_world_with_scales(s, title='Fig 47. "Stabilized world model 2') - - -# In[20]: - - -s.set_all_csts() -s.nruf2 = 0.25 -s.ppgf2 = 0.25 -s.nri = 1e12 -s.fcest = 2000 -s.zpgt = 2000 -s.disi = 100 -s.icet = 2000 -s.alic2 = 18 -s.pyear = 2000 - -s.isopc2t = [80, 450, 1000, 1500, 1800, 2100, 2400, 2700, 3000] -s.ifpc2t = [250, 600, 900, 1100, 1200, 1275, 1350, 1375, 1375] -s.falmt = [0, 0.045, 0.08, 0.1, 0.105] - -s.run(N=400, dt=0.5) -plot_world_with_scales(s, title='Fig 48. "Stabilization policies in the year 2000') -plt.show() diff --git a/world3/__init__.py b/world3/__init__.py deleted file mode 100644 index 67f274f45ba4731be0b143f6093f3b27a9f9b171..0000000000000000000000000000000000000000 --- a/world3/__init__.py +++ /dev/null @@ -1,21 +0,0 @@ -__version__ = "0.1" - -import pydynamo as dno -from world3.plot_utils import plot_world_with_scales -from world3.infos import get_sectors, get_definitions -from world3.infos.get_sectors import sector_color - -code_file = 'world3/code/limits_to_growth_pydynamo_code.py' - -# Get every informations -var_sector, var_subsector = get_sectors.get_sectors(code_file) -sector_vars = {sector: [] for sector in var_sector.values()} -for var in var_sector: - sector_vars[var_sector[var]].append(var) -var_color = {v: sector_color[sector] for v, sector in var_sector.items()} - -translated_defs = get_definitions.read_translated_defs('world3/infos/translated_defs.md') -definitions = {v: d[0] for v, d in translated_defs.items()} - -s = dno.parse_system.system_from_file(code_file) -s.add_comments(definitions) diff --git a/world3/docs/Makefile b/world3/docs/Makefile deleted file mode 100644 index d0c3cbf1020d5c292abdedf27627c6abe25e2293..0000000000000000000000000000000000000000 --- a/world3/docs/Makefile +++ /dev/null @@ -1,20 +0,0 @@ -# Minimal makefile for Sphinx documentation -# - -# You can set these variables from the command line, and also -# from the environment for the first two. -SPHINXOPTS ?= -SPHINXBUILD ?= sphinx-build -SOURCEDIR = source -BUILDDIR = build - -# Put it first so that "make" without argument is like "make help". -help: - @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) - -.PHONY: help Makefile - -# Catch-all target: route all unknown targets to Sphinx using the new -# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). -%: Makefile - @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) diff --git a/world3/docs/make.bat b/world3/docs/make.bat deleted file mode 100644 index 6247f7e231716482115f34084ac61030743e0715..0000000000000000000000000000000000000000 --- a/world3/docs/make.bat +++ /dev/null @@ -1,35 +0,0 @@ -@ECHO OFF - -pushd %~dp0 - -REM Command file for Sphinx documentation - -if "%SPHINXBUILD%" == "" ( - set SPHINXBUILD=sphinx-build -) -set SOURCEDIR=source -set BUILDDIR=build - -if "%1" == "" goto help - -%SPHINXBUILD% >NUL 2>NUL -if errorlevel 9009 ( - echo. - echo.The 'sphinx-build' command was not found. Make sure you have Sphinx - echo.installed, then set the SPHINXBUILD environment variable to point - echo.to the full path of the 'sphinx-build' executable. Alternatively you - echo.may add the Sphinx directory to PATH. - echo. - echo.If you don't have Sphinx installed, grab it from - echo.http://sphinx-doc.org/ - exit /b 1 -) - -%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% -goto end - -:help -%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% - -:end -popd diff --git a/world3/plot_utils.py b/world3/plot_utils.py deleted file mode 100644 index f134721d722b95c07b82091f22388bb93304f81d..0000000000000000000000000000000000000000 --- a/world3/plot_utils.py +++ /dev/null @@ -1,106 +0,0 @@ -# File plot_utils.py Functions to plot variable as in world3 graphics. -import matplotlib.pyplot as plt -from matplotlib.ticker import EngFormatter -from matplotlib.image import imread - -# Taken from pyworld3 -def plot_world_variables(time, var_data, var_names, var_lims, - img_background=None, - title=None, - figsize=None, - dist_spines=0.09, - grid=False): - """ - Plots world state from an instance of World3 or any single sector. - - """ - prop_cycle = plt.rcParams['axes.prop_cycle'] - colors = prop_cycle.by_key()['color'] - - var_number = len(var_data) - - fig, host = plt.subplots(figsize=figsize) - axs = [host, ] - for i in range(var_number-1): - axs.append(host.twinx()) - - fig.subplots_adjust(left=dist_spines*2) - for i, ax in enumerate(axs[1:]): - ax.spines["left"].set_position(("axes", -(i + 1)*dist_spines)) - ax.spines["left"].set_visible(True) - ax.yaxis.set_label_position('left') - ax.yaxis.set_ticks_position('left') - - if img_background is not None: - im = imread(img_background) - axs[0].imshow(im, aspect="auto", - extent=[time[0], time[-1], - var_lims[0][0], var_lims[0][1]], cmap="gray") - - ps = [] - for ax, label, ydata, color in zip(axs, var_names, var_data, colors): - ps.append(ax.plot(time, ydata, label=label, color=color)[0]) - axs[0].grid(grid) - axs[0].set_xlim(time[0], time[-1]) - - for ax, lim in zip(axs, var_lims): - ax.set_ylim(lim[0], lim[1]) - - for ax_ in axs: - formatter_ = EngFormatter(places=0, sep="\N{THIN SPACE}") - ax_.tick_params(axis='y', rotation=90) - ax_.yaxis.set_major_locator(plt.MaxNLocator(5)) - ax_.yaxis.set_major_formatter(formatter_) - - tkw = dict(size=4, width=1.5) - axs[0].set_xlabel("time [years]") - axs[0].tick_params(axis='x', **tkw) - for i, (ax, p) in enumerate(zip(axs, ps)): - ax.set_ylabel(p.get_label(), rotation="horizontal") - ax.yaxis.label.set_color(p.get_color()) - ax.tick_params(axis='y', colors=p.get_color(), **tkw) - ax.yaxis.set_label_coords(-i*dist_spines, 1.01) - - if title is not None: - fig.suptitle(title, x=0.95, ha="right", fontsize=10) - - plt.tight_layout() - -# Default scales of variables -default_plot_variables_scales = {"NRFR": [0,1], - "IOPC": [0,1e3], - "FPC": [0,1e3], - "POP": [0,16e9], - "PPOLX": [0,32] - } - -def plot_world_with_scales(w, variable_scales=None, title="W3 run"): - """ - Plot world3 variables, with potentially new scales. - - Parameters - ---------- - w: world3 - Instance to plot - variables: dict(str, [float, float]) - Dict of Variable name and range - title: str - Plot title - - Returns - ------- - """ - - variables = default_plot_variables_scales - if variable_scales is not None: - for v, s in variable_scales.items(): - variables[v] = s - - plot_world_variables(w.time, - list(map(w.__getattribute__, - map(str.lower, variables.keys()))), - variables.keys(), - variables.values(), - figsize = (7,5), - grid = 1, - title = title)