{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "###
San Jose State University
Department of Applied Data Science

**DATA 200
Computational Programming for Data Analytics**

Spring 2024
Instructor: Ron Mak
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3.16 Boolean Operators `and`, `or` and `not` " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### We use the conditional operators `==`, `!=`, `<`, `<=`, `>`, and `>=` to form simple condition expressions such as `score >= 90`. **Boolean operators** `and`, `or`, and `not` allow us to form more complex conditional expressions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Boolean Operator `and`" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "gender = 'Female'" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "age = 60" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "if gender == 'Female' and age >= 65:\n", " print('Senior female')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Redundant parentheses help clarify the `if` statement for human readers:\n", "####
`if (gender == 'Female) and (age >= 65):`
" ] }, { "attachments": { "a45881d8-da4e-4a4f-ac44-1dd2ab2c5022.png": { "image/png": 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/mCKTLkceNAuYkvARqD531vtastU6PRlNPHlZzDg8TVBJRrzF1QrPTgoZLK1ktdqQyk/xFzd0/pThLK5OPSr7VE1b6n/p/Evjj04UP52kkDGl0vhLRGSN4oVXVOmyVhasDC2e9eWgsF6aJMAwtSVOiDOP7La4HGeM3oo8y12CMssicGxFmr1Tm8isnjLkm4wppo0zIR0rU/kp/qn/cVJkTRA3hdL5l8afNP7anbhf82Sm8BMnboYEiVSxkXeczMktDQ+tc7SSdB/8gq132soT6eQlXHEz5HCX13WQu4EcVPLP2rWNi5VOU8dPCn790nrhGRNIJmYXv8kX02krT6n8Kvi/PPRUvRvrNng84Uzx15fExTd3EP976d7T1LG7Xf1C6v+MBRoy3FxP578A4RFJ458iIT7CwC+xv67i/8tDT8tc9zgWf9jYIkiEYZ0M2XJalBP/6+28ttgph7euQq2NldKHi6NfSEkcycKmi7AtmpW805VDS3LXa52TQalYeczq5ItY+Uvlbwb+hrCAm+K/Y/qfzZfU/9P5L3PVRzufSeOfR0Rj/w4Q/3W+urVKDRafbF2TdrEaDwYcTe2sijCb4xY+WcfkkDtLpZAy/ySvrLzGVlJyvTN1NNqLkvTiyosQhnoIh1zjqwRSyY2DVH4t8Re8CHRwwSLmSfGnX+0A/ifWEX+WmZb6v0GhkMSndP6n8W/Hi/+6IFVZq/w6qdPZPFiCrQZg9tAYzJLdPWpG+UiD0MmWqxzWxxY57ghrfJBK27q1NTlXiaTS0bsAb50dB91Wk7wMzORrLhlIKl8Brw5/aZAjxV+dRFyNF3j+mrCu/c9cOPV/sY3O9nT+c67GYOjMjdL4R9/YseK/GkYdVnPxyVe5O04akv/l0LtKv6eiK6Q0+MVU6Nyq61dPVVlojKVeVbPN/gk/5ao8PFul1btZbdTtXiXkpIoiXn0oIfml8hW3TePv8U3xVyTUFVP/S+efIJDGnzT++vhIf/CrnqxV37j+SD85bI2yfFLUhVM2S+S/xpx4sXIVbkF0K6BbzGSBE1akkSVSEkfnbxKlJjeWKQS8B9CyObRnK/X6WpGII9PcXGqkC69UCBdlLo1S0DapS+UrGAqJQWQ4pfgbJHJO/c9jIb6Rzr+6iz8Lcdkvf42X77kZ4y75APXELC6sSSaNf7zfJB47TPy3ldBNHm8ov/5Ydb7Q+GBrJFmEpNOtLxJFZmLSs1OlKCuLoGgsN9qyhOfyFV7yExn0UknYKAxUiC52JLfbcmmVNpa5n6agSY27LBBp/qgz+U3fwB9vfg6H8i3N5VMuQb+R+6BCRr9N9Y+wW/tpuPb/jUfHVuuB8qPw+xv7YlxF9fgrRoLhtxF/5wCbtn+EVl2HY8Q5s5GHVhjz4OW4a1b9beh/EXZv/zbO7zgJfY9coE/nI+yKL2b2wNBRJ2LKqtws/xclzJd3Ov+vFf7fNP+Xof8V9+PyQvryyo64YUgfTKUvGybERXx3W8z/pvPxg76jcckRXyIvaoRJw6/E/0wvkIlSB/FHb280DAqkO0382yr2FxuLkSXGV6JV9yfwxDlzOFd3x9gHL8Ods3bZNvb360/j+ejfbRrOOuUd7C1ux7+Khcfh4X+chidmN6zR/8w/DQAbvvdZSeXjKJpSMcsYI5akxh+6UJAul4ua1Nvi5hZNq4nPyk4WVNLKFV4kD5m00rhZ+Jcl1vGRNvmgqYQgXZAEY8/b9ZF60m1/+YaCXVjIJYIpss30bzIfF543Gpce+SXRSEDbNP6GkdqFVtBe3xr8a2P/bP3FVyq3nf81fRO3/eyfOFxkqBeLa67HXkeMxu9absAVd3fBrIrE/2MzOnPuXP5fG/y953Ea1+R/PgYQA9Ffemy7+b8aJ546Hlec9Sb2pTx9T0MmsODv5Fu02Z7xJ1O+x0njiIxrh41/W8n+oqM7zP4uTslN0jbVfzn6/WQ4Lm/7tUmX0EDvy201Az/72SI0vudHeOhz3v9n409q8VF/WPyXUqKI++YgYed0YJt18kqpZryK5v2mfnZTwgVNT88XB5DFjFGKneVOjH/MKy/pJod4KQO5LDqS9cuP0ZgLaZvQsFLY2UiYiSukrQ7krzwOV1x7vBu1yDddt5n+jeajz5Hr8MHrvfBJq8k4vXC1w0KgqF5/wc4h/u3Dv1b2z8Oilwagx8sClfmfepn6Eeu2tv81XINm6wrx/ITu+MvLeyO3/Qv43/96Bfvk5SCv9Xwc3agTZq3gOLx8cXQeospO5/+1wt/mhGJf7fxvhpFDf4mn3PxXLHjadvN/DY45+T00nd8Rf13wFS4+aR7qqR4ms67ijygsOtun3bel/jty/M3FVy9fjJ4yV3nYqiMp1wbaKHY3lqU2qdjS+L8ezQsa4r3JvfHY88fgdXyEX1wxAmdwJy/KW4gj2zG+ft68inyxk8rX1J/UY81vWeUWThujDFSUsIOEnOk5vG3Uj2zKPZDuw5rRkbsYfc4dg4GdytCEHSLsgs9ndsXjY09G6Zf1kH9QCZ66fBKas37+hEvwX6PbYPfj/4W/DpiBJpX7YcQ9P+RqX47elwzDjUd8jc8mn46xjaZya2UBb+Mj3k6fiHse6YOxX5HXsc9gzIB3UG/RkXjqiwU476ivkLeK2z639sYbe7yPweeNxZltV9jIK9rgtf+cir+XHIw5FRxYk0/Q/4yXcOFJZWhK1aI1hRj97Jkonr47ylnevf0buLTXf3D6ASsVq5XzuuD+Z7qi9AvZ7puF397xBDrk5ePzCZfh4tGtlSZvz1m4tM+L6Hc4t4E0QuZixbyT8eS4zhg5qxFQbzZ++/sn0DG/NSZNKETTDq/jsAJim9MU707qjeJ/HI455XRwuRChrmoSbn3ji8744c+7sG4NceHCKfjTJtIulysZ+LPSLlKkVdpdWTOiqPzfiAOPfxmDz33VyefO78IjMWpcd/xV9M//FL+45WGc3rgSFV/2whV/YNAv+AC/vWEkOjasj/njabexeyDH47/gZDw4ZT3OOusN7C1Dr2iNiSP7Y8i0FtiYPwu/E53zWhP/vbBfd6Fpwe2Yy3Hn3JXode5YDOo0F411pLvis3e64PHSDsRZnhZUosWBb+PS3i/g9La0Ay2pdni6G8bR/pUR7yK6vYYf9piMwxrJ8tMU7006HcXPHII51LP+8c/g3wPeRn3sgxF3XoKHvsyj7RajV5+XMeDUt22svCLLWdsOz4/vhr++vB+WRGvQ69L76HvruM3aGW8UvIWzCpeRdx5ld6IPdEcpr0ar+P8XXTDgV2IjHnLBOHcffELee7GoE1/wF09U/CVvh+7AaLUQSEbsX4EDj3spto/cKVcsPJr26Yq/zmgJHFiCUQMnoWm0Cz7ROdQaTTmHHh7wBufQvm4O1U/0X9gBD05ejzO/9wb2EftUtsHEEeerfXKP/QfGXPw28hdzDn2+EOdxVyNvdSfccFtvTIXM5bGcyx9yLnNsRPKzmd10LtcGf5lj53OOXXTyXDQR9Yjz6GfPQPGMFpxja+nLf8SNh69BzqKe+OnvO2OOyMhdhF6nv0L7vBXbB2vbYuz4U2iffbCE/vTb3z2BTvVb49XxhWjWYQp9mBOac0ht/49D3RxycEoimEat8dDvf4WHRIvjnsHFJzOjeMt71slFpuHv518lWnd5Ek+cO4vWF/2djRhLJj1/Fv7w4r5Yyt67HPM0RhPDeouPwogP1+CMDnPQROb/mnb4N/UdKvqya/5eH2hMOosxSe6tV847FJ9y/ov8+BZF7e/lc4Sc//l7vct+JTir7XIbs8h/6VT8bezBmFtRjpP6PYA7OiymXWn7/+Xd0qfr6MN/oQ8vR/lXPXGl7Hbw329uJ275e2Lsc0ehaccX7ZFPJHPu+xjyGGNPxTr0/gnj7pHr6fsnoaz1NHRpWY5lU36E80fuhQPUJ18j3lzmOcSNC47C0z5m0Ed3a/+Wi5kcZ47Ml8647xnO1S/qEVbO1e6v4oc9GfMahnP1MMxlsd5xxFBiebQ3Rtx9KR76QhDZiIOOmYIf936JY93g8G/GBe8UPFpyNKaszKUtn8Xoi95CvSUO+47iawR77YHqa/cS+wq1v0BHm7ApAn3h9sGs4ME5mpuzJ95ZkM+FkzI4FrGINvEk+Mv8y1j/nBtYYjw13JPeejKjd3p6ElbukKDNOnYhASUJb8nnfYmfXfcQbuSi2VjKWr8eex85Hr8segEn8Oq7fHYn/Glmczaux76nTsB5u32J83rMVEdb+V4HPCO3yKKdHDnl2KvDv/HTw2XRFHa8em81DdcPGo1ejWQx5yHyW76N/rJoSrnBGrTY91X8+doRDHhu0ZRx5H2FTj1G4o6+8/kQfiNOPOM5XHayOLgsQOTRaA7OuuBl9BDxeZ/g0ov+xTu7FdRfkI7QpO0ruK7PPIYOHlon4+EhRmKm3h7Tcc/AEbjgCI6DKKoGBLxp20m4/LIRuHyfjUKtRw4WomOPSTi0oUx4kb8Mh3V6DoM7L1fbJvozp7JUEsVYqn1MLAkC/B13x8QGKANhNzOs9N+IQ858FA8MeCWQX8m7ordwwYAncO3BdJ6KvfHXfx6NlSTP3eMVXNFpMdp3nYSTG5LZmsPw5MRWDASB/VtPRtH33aIpY8hbgM4XPorbjl9lqqj8Beh06psaDGULs2mTT+krD9JX5tBXRAcZ6HrsQ1+58fIJOFGMyQX8kgH/tIsXFgVVscO1p8/lBMtBvfav4sazufhz0RTNgBU4rONo/PiYdQ5/VV1Pqn/eYvQv+jt+2YPPNejhgrxi2fBDnH7uo/jDmV/wLkT4yFjKseeRL+HMQgYB9X+x5URcf95MtBKbhfqLftJNDynQTws/xiH0JamvmH8oXuIk91SxHYVe7W821GLORhx85iNqH9HL2z+v1dv4wYAncU37DSj/sCMefKcZea/HfqfIHPoKfU97j4sbg/F7HfH05/Uz9Rf7nC2Lpo0yJ3cButA+tx5H+3j5Ld/C+ZxD+ULSYDWa53+Jy65/CDfQPk1Ufxn9Bux9BO1TNAEnkNem8d+AE898DkWyaBokQMMym2MqJMBf7U+5eYtwwcC/48YebtFkP9W/oAynn/MY7cPxKUiCP/2Jc+iwgnKFNUdt/xyu6sxFKZ5/JBZTevlqDSmKktXIF1Jtkk5ScPJj/a2fxLmO33scQ7qJbwTzr8XbuEACt5ffaC6+d2EJzmtG/8yfj2suH8XFT2KS8KlE47Yz6bsVHCJ5uCNbft4+r+Av14wM+pFQ5J82AncyluVH+Zg6tgcmraF/5X6CfufOxB77cByHyeLVDFPGH41ZMkQdupy+wBnnlOiiaf7/NfY+ahTu/tF7fLro6TZizyNeRZfWvAPjRVyjglU49My/48EBE23RU//n9KRPXnDR47iGMSMn91OLmXJRoPpXokkhY2bvMtSn2HoHc66ewwtcLpqm/woc2vHfnKtrnP6GeaI/L+67P4O7Lh6HjnzUIYfvd1iHZ/G7otdwiMQIj7/HXgkZKRrOxVkXEfsmzj6x/p6P2F+YEgXGq6MOWCslFvfFxLd09RLCeP5poz+xjxzK0sV/3xQvnIE8a2OFXKM5sTSWUnAQvDIqfBt99uDDfjTD5MevxymDh6DXH3piPsceNX4H5xy9hm1NMKH0OMyn7Nzcebj42sdwfpuNiCoOxBPPHMxrXB7GUkXkRLw6fvIq9Pz5L/DLyXvySpWSCErXg9YJpZPPO7uys/Gza4fglF98D4tPehP7yxBXHYs7br4Vp/z8Jlw+YV++wFOB5sfPwCn5S3AMA2Iu/1Xyimzgdbfgp8NPxGe8c1ZI2nyCI3i3Bbmif6EIPa+/Cne93YZXLqwS+aq/SnfyN+CYrpNxBK/EEPGK7qEbcOrPb0XfBzrjc1aJQ/+/nnQg5S7hn5VrD8VDd92Cnnd9H++u4d1VtB4HFX6Z+WYd5YX4i41khFXlSz0pZfBqVAcgy8482qQEnHTfO+kTLu65WD3zB+j78yE49bqBePLLXdl5EU7rxIsDti156yQ8/yUf0Od8jcP6/A13nvYJt993xbsTeAW5SsKXCOOhAnbBp2+fT/yp8586E0cZ93KccMTn2DUZChfdg/HgXTej+8+vwy2r5uB02j1HfeUGdL/61+j5hx74WPBq8g7OPpqO3OoTHKmOz90J2qHHtVfhzrdbU7IYtxwHtPsUzUU+r7Sf/MPN6HlnP0xctAvbXGjUcbDIQ7DLbzcN/QtXsn89fMar6H4//w1OuflHKFnYgO0beDc8CaeKam7MiLgT8M8raf8r8eC8psojd795ODa/ev9XSAR/Yvxf58xAc5HPsY169ggssFEoc7U/ZbhRMpWPWgmBTOIv8P2TP+NFIBfBdy7gGOnT1xdhxFe7kGYx7VPGvZqmeGHcCTqvkF+GAZxD/faQC552eOIfB2OJ5xzrT/u81Y8XKreg70Nd8Il8dVfOcpx01OfkJeMQ+bxDKPsefnqdzKHz8ML+b6M3A2cOg++k4ZzLHEePu3viYw40p/G7tM/Kb8B/GY7ZnxeC5F/BOXb5tTfhZ08cT9+QRzM2MNFf2uVs9pmO83mxipxd8NnrP0Lfq+mbtM9YsWkOLxK60T71A/9fcygeFLtzDr2zhlE0+hrt233JeeaQpZgq/q+yTL7c6cmRgb9VaL08d1r0Mrf7ryEm1L87x9P9lv6YzPkKXkTs2WYF8p0Am39yF/l94nwzLnvuUKwUMblfcOvva9Q7ajp6NOaFMl8Y+2Tyxeh7zU247PHueG+NjEIe8shYXPyxYbG4Acd1ehP7yQKx9lj8/qZb0f2aX2HghP0ZySoZy6bjNFmVVh2IxybzBUVxvcISPHj5f7A/XbRibncMe8MWAcFXIo+cy/kSzF1334TTbv4JfZ9znLWND5mF4/ND+U0x89kr0Yt693q0CfrQJ3OJx4qZ/W3eXGc+idwl6MGYUa/NpzhCdn1ou/kTitDrOsbMN9swXpI5R7u/zFWRz13FJ+7+H/S8ux9e5byTo1r9OQ/OPXWW7gZWLOqM/2Yc734114DX96DmuchrMxkXS4yI8af/ziX219PPiD0vCXl8gaMPtOeYorngayiE9ueNRJ8X0JM3YrKj8vGLp+EZvcg1ch2+nliWI7vCVnprIwu9sDM5XqT04B8t4PedlQ+RkTdfI94dHnAgwSF5TrQMHQfcjf8MsL7KlQF43zaryKEA5Z91wO0vfIg/9vgUBXw2lMMBzw8HTL30kO6LDsdj3D6UEDt54mH4qsMX2CtnHXlx6+4rkSVj2gtj/nE05mi/ZTj2ANlaY32jN/i2Hv+EmQxfxsZF84CWzfDiawfxyusDNG4zHvffPQXvvd4Jjw09HuN4AYsvD8bosql8eLwC+512P8Z34Fbeq6fiytJDsFF1lYGZbiZ/GY5uS5mUUTHvRPz9A3lLj4vP7BPx74+n60Poensswn5oSRL2ixi4J52CkbKFwW3EmbyeOIIvckl/5Sp2lbwUJBBr3sKMnBX/QL7hz6lHOqmWr0DUTiwoP+Xj2vi87QhxEjJvfMRIjPpfmbLyxzP712vNcVZyCyjaA399vCs6XDMO+/GKszEbK77sgvsmNq9if0StMHEct0crOVs/OAqvLZqM/q0rOZkWYV/qrIPIyee2+6ncUqdrRRU4oPBTLply3b0cHQbcgZcHmHylZQAUX8GbtMPcKbi83Qrse9oDGH/SgRg76TQMGt+eYQv46M2j8S794fACbrtf+xucMe8k/Lv0Ivx9Oi8CBAzBjXQmnzLbfYbdWIgq9sfosQdwgWHTqgPw8KR90Itv9OXUW4r9WlXogqRQLjgRw16SbcUKzJjHBw/cthd7C/7+kHIG/txqvODy4bigjYywGV4b3p9bZ+7Wk90Ea335Q0wg8pWRhAKnf2tetLk76CaHj8DTtI/qIcbhX/3Wi7EP5c/97GTc/uJs3Mc51KhArtoZsP7DSb+cnGh/3e6P9W/FbU1uYVawbdaRap8LWpcjn7beR8cg8vfFmGePsccYtE9bCXQ6OM7li+/Ei7SP+jpxrdT5t+Yb8K+HFyfLHHsfTVqPxwP3TOUWW0cML+Yc28iBKcCyiBom9C6LH4JHxX4YXUL7iPxV++ORyfui59lzkJ+/DAe04LKr+OfRn7pze5mXo9E+vPjMsTkkcOldCH2RdKqCnFSeydIC68zzJQ3wF9pw/uUvQu/TX8ZFfPtyH/Up8lReERo1XMs3c8X+woOnnL3x/DPHYG45F8I5e3PHhrqTHSorsN+eS/WiWC6kxpS0pW6MDzMOxzu9uPXZcCPx5+HGmMjnxYfGFXIveAM3DnkTN4pOpJPtZ+QvZSzjYLlL90HJGRh1+MP0u6/RlNu/UeX+GPWcu2AjqQkQEXn48m1eFOvO3v545p1W6NODF8XktV/rCnws4xBV+Ehs2Est9UYFbebjcFkUKbgpY8ZT9440+eQmPlGvFef5As7VeZyrvPDZX2PmQRj72qm4YtzB2EB+H715DGZ2+BxHNuRbzdf+Dmd+ZHP1b28UKP6ieob+bh7IzcusySdgkryVzr2p10tOwvsnPceX8GwNyPmKPck/4nbr8+K/5dxU/3BPrMQHutMhqku75x3PP63eiHbdnsHtPT6mbfKw4t1zcc2YPXRbXUwtEFNB7atzVpiw0rNjqx2sUJuwWe2owvQkYVUOcTXyEW+Xg9S6lcJKaxcKqZaSCJQSDylW5mPFal41S56L6H6tV3Kojh/vHpq3XsZnNkLMQ/tLKv95opNJNyszUflSvznyhQG7RA2wfG19zHn5fFzy4DkY+Xo7Xp2sxGEnj8Uvr/k7LtubW6qVrfDUHy/DDf/siZJ5DO8F83BGryfwwPWv6PZAbeUrNiJUBu8wM/2lUg7TX7RT1QUyqa5R/xD/2ugvzBSmRL5UqBBt0axg7OVXrm6IFSqfW5NtlmA3uaJz+Oc1WYL95fnGZtpfdd6E/qF8G5r5Cipb0g6X44Zne9MOTXU7Xezw4DUTcTCvwss/PxFX3vkTPPhCB7zPi48mbSfjwgEP4c9nyZaeBBjnUMLUZWuHv2DDg/0y/S/En+3Z/sdX3H828FFc1o4XdZWt8cqTF+OWGXx6K/Jrqb+IjQ1UjXyxj9zJAJxDrVbxgtucJoeXljKH9L0CN/++WX+T5PH3cIn/KVzVyBdVcnQu7/oN+Ofjw1f6cY6diyentOOYuY3OOXbDdZxj/rEFBSo/PZOxqSLK2VGjfGlmI/1yU/HH67/Z+MfzbxX6/Ogx3HjaTHs27Mer+G+GfImm3v5569BM725iFdXHFG89iWqCiqTy3+RoTbb8igIskx1GoStYhn0bc+eORY2/uSuwTxvblaut/mJ/lePOyldOcfwN/V/qLf5WrKFPVrTESMbMXzzXE89/xJjZkDtKvYfjgesmoj2vlcs/Px5X3XEJHuBcfY9jlrl60cUP4q9nyi6bSY3t7/SXcW9S/2+wv19/qtefz1zPHIE/8MKuKXcBPn37PFz3yKF8Zi14uvFky+cApUVw0sOnSmdVescp9ULoU2nSQUil5rlpxkZr51OG1bu6PLd3Hv8p/odBQ4T4hdR1Q37713DZ4bLX3xCfLszB3q1Wo8nhE3Bp+wNx12wNecZfzg0/wveOO4QP2HfBaX2mYU9l0gwz5/LGnw7olTDesom3C5av5vBb8dZx9XG4/fbvo3S17HWY0jJWcOPsshtH4siy03Dv03wZqeQNDLuJVzHcHuhy1BI8VDkHjw78CG/+4wz8YVgnPNztCTx5zofcHpiFLm064gPbdzMElWFjzF/AuxwGsnr7T8WPDz6In0MqQAt+7vKs/bhVwG2wZR/ty6s5OrJexshwLFxJd2VhAyMmlonrtd3GziyvtnlyQEpgUHxdlVwLxYuwEJOJ4cMOQitVawqwgpN4bz68X/VuX/zk4cP0zkvF0mHkHkCvqfL4fPHst3iNx+2ZhbxTbrUATRq+hZ+eeQwmjNiPlzqigsnnB/FwZKfZOPAf7bHs6Ml8yC6tuVhWth+39tZRtMh3w1b16CurClRSLjdwXhNfmc4tpVi+jJT895iIxwbRDnzB4p5hHfEI7TD83A+Rv8csdGt9EsqPeRT3tN2fLyD0wJVjOuD8K+9DUVtu6R05FwfwynG+YOzkycsKn3y1G3cMPkG93Pk4q/fHeOGpA7C48Uf4Ucf5vHOgwNX74K0FuZxICp1CItV2jckMj2z8Y/9vXIbrr3hSXzCIKrld/+cB9IFGKl8nv8dfxyOczP6S0yo5if60z3I+Mtg7l7i/0w+X/u0wfXxhiJBWcOSfzqEjl5F/I84hYB+ZQ3z++NP27XDHbH0Sr7ib/qtwROfZOEi2cY+eZPahTy6ftw8+4vN2L188RPxPyitWN1Ab58tdM+3zK85lOVS+dqhAu7P+vAn8c3HqjSNwxJyeKB71I/xp7AzcJ599zv0cnY9ayrtwed1IGelZtorni33wCbc/aZ8+H2H8yEIsVft8zItsHqv2wYyFebzzk4KMJdP/BUm74rd28TvTX0Bz/m8iVRH9OJfwUWY8xf5ndRFfxtuv9Wq2RyifeSHOevhgrG/yPn73i6f4khwnkTB3/GxIJsOkS7PJz2GAX7Gmga6duXw227nLx3iac2j3E6egc4tyJ1+kCP4y/7z8XbCMsSzifMpZcyxuv+P7KFnNGe5kSmL6bsBJZ0zgmPhp8jVt8CkfuezdcDk6fX8STnqjD6aI09p/Mq7gojUTvffYHeNWz8aPeReo7FbujTf4gszuTnoyBnbxMYM+ufzd83HpXw+13RonX2hz9uRcHTgPb/MFy3sYM2WuPsGYmd96Frq3OhmVx/wdf3Bz9YrRHfgZ3gdQVLhW5+r+nKsf6yDIiPL1H2POJwwj++Rz+73jFHR4owcmr1qLk06fqhfNspszs4wLNN+5lMPjL3gkrFjLgsWf0P6r0eH84fhNB24/y6L5+gUYPIK+VsX+ylrHY/zJTjK+4FMjU8myn8Z2azEHd1TJqIyLq65kYFr4Kt86Pa0MZzSm0bhV++IAyqCVZa3IkTcb77oEDy5YiEv5/KcZ+5V/1AvX/q0+Bt8wikbn247nvI5/8g2wDyuEqXNCPs/8/sXF+J5sFUktmVV8dQz+NZfbX0fFI2ZAk1YZaTP8Y9yx3C6bjKYNubXxG27VqnyjjRb2xGW/P4gA8OF0p6fwp46xQiRohnfm7kYu5MUrpu9dPJR/XgfWcuK+9RWnsIgSOGO+BRg/viMfyHNbk880zrjsTpxBIrnIlGFFq9tj5MQ9GRTKvFY66XU7zS+kylMuTEW66OEfopNHsxn44038jCC9QpxKB5D/Fm688238d3QQHhhyIUas5BYFm1yr48Gy9KEMYS9t0Yoj8OjU13D7yUvQ+MinbCuQ9Xbk49MJP8OPxrRA+z7j0Fue81YehCcfOAvL/9/D+CXf0tvthHG49NUf46HP1EVcvxU4pNPIGEtVpXIflLy2FzbmznVjdvLZQ55pLHitC0p7zsXpjZZzW/8ubus7VtrOZ5Z3UYZUVWN/CaBvcoETA8jLQjdyJ+AGcXqWJXQunycXKTIK4uj0F1br3+KLMz1m4Qdt+PnKDn/HqI6s9PhzuZz5wnGYTt/r6dByJlEflv5ajukFbNY4onx++UEPvpWn+KsP3IU+0kf93719PUaez/ouMlYvwVfS6rTP41Mn0T4L0fTIkbSP5yFeYfa5uCTiHJqOZmRW8VEPXPvIrrjqxlHoVLAEPc+Zgn/JW5TUQ/ib/sv50tQIPER9vfyIby+WvLY3ylvPoHCTb14nT/5zOZc7Y/xptA/ncmdu1f7Hzz/lwLc37/ohXvgG/CPZyelMuZ28ziK/uV30cvs7XOZknmykfUb1+AAXcpt775MfwTMnGz6GIQMl7fNm+WKcowOmJqKMO5L5b7IELZl/cmVv/r+cF1b34zJ+dk+4KjZ8s7fjgNup265477mBuOLlZjrr7OJT5t+uehGe23oj6h3xBMbRFvH8kxzlGy+5oGJOo6rXNcCfVAvfOBav0987NBTd6HvUTbrEOoj/siBSE/nN8IzEMr4I06zhG/glHzvdqB2sY7SgFy6/vQvm7c0t0pPkwUMDvDv+B7h19St8w/pNNGo8A0VnHIXpo/fgRriJkvHLnLnhFxO57SuVAiK3+acejTf5kPRUlmwkiXfmrDyMMeNV3HnyYjQ9/En6pJNPfXP5CObTCZdhwFus48tfZw4YirN0Lgv+1GjNPlyQOQkpt7HI5Vy9UUtsY99lnKsfsZw8izb9Ud4Wj7+0L07mNnK91hPxuyGvkptwkfHK8/gO+MccPs0+hkUe1dlfKAmm9rG+kqd++Z/hzBO+oExp5MurtMczJwuxHTkLe/Et7072ljer9ALL2VYZKJnY39mQZeWrttNhGiOB0hqsrHkK1V08x0k/ElGxL+7k4vgAt2ZWcD9PBMq2nhgClbvyqitCmy4voB8DVw4D6yh+/GLhqvZ8sL03Dcvd9zav4Eq+WWpbLOwj2q4pxGu8shCZgsLKsm6487GTMZvP06rId1QbP+yF/3qIV2cf8arWy2ebgsdthRV87vbMM70xaYFdmQtned1/xOMX4h5erUdfHo1h/zoOn6lQ6s6XYj6d2RO/f/A0TOVVkOkvTiN5G1nFJx1x7Z/Oxlh5iUTqVX++vv92T9xxX18+z7TvlPAOImPR5xQ6KhmBjs7OsgJKTqrkRIYmhUWXl8/GhvIVf0dl8tkjxJ9twi43pz6mjrwENz7HLZPVKkCE8JA8HVJ2DZq9gytO/ZQvEHFCvdiDz82aYQJfRvlYIlHOp+jLN/daZ9i/Kd5/+wCGSRtlxI8d/PvJ7+Phz6lzFv6x/vSVu2SbdTK38US8Kas5wXs5X5rAl8eoHT7VRUCa+NLIO73UDtMq66FsYm++od1ag4Lqz+3RSRMuwC+e2Q8bFf/A/0T/ij3w5wcuxoO6Pc+yWwQrFvJV9sd/jGtebmkBplb41+x/if2z5FMDr79okzmrzBbyvH/KUz/BDc914paWBBzxP29/bmGvqo+WnV/A+XwZKJdvAD71rMyhA/E4L1JkKcprMxGDusgcCucfX+GfeYC+MKHy+TGJMcPPxl8zLn68fHEx2rFif9x5Ny90Jx+IFbF8DkfylQ2wgo87No3/7niGW+yT+FKTzn+OrZI4PzXc5phpFHu16gna50/3/5Dxo5A+wfHokPgyy4Kj8eTjP1L7yNvc0uub/T/UXxjRFjx7/IWLtz+reagwPSfxh581fWQAnozjD8lWMx5xjm+WfI4Zqw7Brfefx+fLuzhpjA3vdMeId1pruXr5vLmY3Rv/9cC5eF4eVcgR6B8xli3nG/nnnTsR+1Ofiq8644+v7obFfIY5ZgE3QPlC1f7dX0BffQbm9ZcXmA7now1aRf1fPsZzLn5bwhcvyV5slegvAjl2Pmecwpjxi+c6MmbIAzbWxvGHzwb5CC7nM4mZx+iLgaJulFMPn7/bA7fffxqmVeRjziu98JeZ/mUh9pe5Or4/bhi1v8pVOSKOh8mvj1nPX4D/5jx418nURvrIa5zj1z94IsoYW3z8rRr/xP7sUVP8qcH+iXx2lv6qv/M5KfIwryVS2u5KmqhPuQ9nGq2e5SuwZE515Q9ZG1frJI3Kg2fZaLC8dlH6Sukn4uQ/UfUChTKXE9wevJJe2IlnV/LzipfK5zj54Ip3iD/7fReu/jwoXG67TapIsZw2yWmrySdfypLxhbrsTPJfLj5NEel+1QvYfPxrp399/ewVP7/mdhP+xIuDrWP/2snfme3/cvGpZp+rJ1Tj/1tH/3rHPYPnL3obebn7YuRdP+Hnoxn0ajX/to58nZFkta38b2e2v4y95vi3DfDP5+ew+fnXDnlc0F74GS7W3Y+a4u82kC+xWv7vxP4nP2Qt61+lu+DWCZx14qVusGSQWA/TnVmpsEq/4muNLmziDjxsdZQLJAqLO7JgV4JKQh7xoqkVsjBKXz1JjfKyIhnxLlNatpd80UP/dDg7m3wF6v+E/zfqT1y8/dUqW9n+3yhfPSHwiJ1MvmImE8QfOn4WzOHN9+Li5vufcuZpS+ef9Ne/ndL/Vftt6//Ex/u/QCR3SoK1St4K8W/r4m/zxOIvB8tDbkE2FX+3rnyTuTnxf4eTTwgNRYclVfL2d9rJzrAdSqKe4GuEmBWurzwP8YcuxHQYiQURPyum3ZRUc1rOuodTNtZKLtJXHM85nZhWdgc1tghzF1BS+Qqqwl4T/gKs4qqkhrCctyr+ZFiT/NT+O4D/0wd0Lpon6Hmr2p/+lNp/Z4l/PgZYqsGDJwnjcU0afze9/jjQwvUnnE+KZST3ozGi1kMXNNZ14/afNPm3ZSlN4RcmtgI7cyhR0iZmklKmtSyYy2NxmYZCIVxkxuuzW6U3zrp5LH7K5lS+QKQoMJNg7PF/ubiHgtTtqgkETPAz2hR/8x+FQ3yLh/Mu5raf/8m2jxzd+NijLuTXtf6pfDW/nlL7S8Tf8eP/S/L4i2GUa2NiPM1Z/JUsdxwYjX2UdXeAuXJFoh7PBhezLQkK0lsWPVLanaJrU67Sxj9Wyc2jsrei5QM2sRzpJ0fcJ4PIDSOoE9pUfop/6n/p/NOw4GKDiyFp/AljqYASh/I4Y4gFuDkii9muPiMJCkL7LY+/8jNoqqbcW7q10a9mtv8geMQNvsmWNJuVipEgJYSW6Gro1lyr5dkO3WnVpU5IZXEVAdbNMq6sCRlZUZtEhLLWntIpi1aIhUCJUvmGVSaEKf7iSs5vmKb+57EQXHhkzylrdm1uaqXzzzwoGyupTePPdyL+2oSQSCITxCKtror0CX5Iz+r0gbe5io85qOTzS1v4lMqdhIGfaUHYdtVhq3Swcg2NjqMQZch3vaR3Kt+H/QCsAP8ct88ttpLqFP/EO3cE/5MrVbGJbOxUMU5g0tT/w5nuvTid/yEq5i4eG+/dkiYTP2z1FOaBCY3UZxzimrzaTiKN5/LdxF8+VWKH01+LVqdYck7rVq2HSYlZyOE3R8gs18nuZrvSZBA63kqZGaySltrlMthKQQ4/9lS+glET/mor2W2XwLyFR4p/lrsJjlvJ/3QSEuBN2SfFPwvurYh/baZEin+Kfzjda7P+yTeJuRghq6svaM75nFtpE0JXnyT6GrwUSRP2TChqziVsA/mxFtIvla8oJEBlgBljL7Up/jue/33DhEjMmvq/QiXTPZ3/wRxP45+AoY+fMvwigSiOgVsr/mVEkerx1zvOZAiWi6+S+VaRbPFXP14fEWpurb6FMnxXEVctkRCwQYBgUi1JzKTm1upbvl3ydatWVMq643QIsqWaI8U/AaVaJ9l6/udfKsiwT4r/dsM/ERTkUvwTMLax/yeCgtwOjn9t1j99OSjUQ9XT1YqI2v9E4wxCQdx2z6sQkE7tkUGfUOnlAwlEjBxVyHwD2x1JNYTSkso3YPzZIZnin/qfuESVieX8RC7fOX38NKtC5hvS+ZfGHx9aqvjTtzz+ysuym/B/XTizlx+dce4OJmNSCVYZFVkLm3Mzm3c2OUPcfV4eQ8thZ0mzmSblJCcdFmNa8QUolIez/GvY7wn7xQ/llnCsKn8Dyob2Yp9CDCxdRmlbKp8yMgaU6GBDML5V5ccD1MzWlC8j8Dj60WxP+YlsUU1KFVg6fSj6FTbgD5Xwq74KfoDhi+Wrp5OjRv3LitGFdm06qER/h1N6ZMAt7DMqvMaet42mbvXnEHUYHCjT0Dp+lDXq7wnstWgtZai7E+rvVQrTHUP/xZg+zGKJfPyugLFksR/kJvFPYskgxhLzuLijZkL7+5Yw3TH0T+ZO7eMvtchwyISH6Wdo7PT6i5LfsP7Zx1EC8wsu9CN3eBP7sjR65CQN8kHWumebIyGI2cdskxqjYlkzmfIrpg7DD6/+J1A0Gkv5GZs1o36AFsqDxAl7p83Wl6+i6lD/6uW7Z2M7iv7l01D8wxvxDH6KsUvKUbn2SVzUgr80ExgosbZqxJOvMZvp9mY19q9ef6ndce2vaqh6iYG8tqqPKRVnjYoUmsn0fyNN+ISYBvB+x/xfUCEmASyG76bnf+W0Ybj4qn+5WBJh7agLNZYYm9rh72beFslXW8anxCM2R36G0pupfyxaM6l8j4fAWJv1zy2ciQsIhLbYSo5/ahBvFWHvQXbtUsU6u8oImq1WGnnocCwb9xc5nm+mfJ0HKiaUX4llc2djPn8BvPfZnfijRZspXwZIRPwzJx3VZsl3w4/Hv5nyM/oZr83Tf1PyiaUMRw6fajbBN2lICLae/MD+y8vw/vx1aNz7LJza3LnXZtmfvPjJGtOHY1UVvB6hgqKH1yWQ76vqSv8q8jl2Hb5v8CmrvzX+tyPjLz4jBvC4S8pdEYklaMNY0pGxpDbxR/jIIf39n/fvnU1/VST1vxrmn1U7G+vc1ZOB5vzILM8oJWThQVewojYErTGPOKN0AUXAxmr9dbMfp0/jRSxbPrvF/DQjp3KsWLQU6yjWxraZ8oUFu8i3KG2ZfKdWLDbOaEM8XkdmidVuHf1rli9S6lK+jCyWv2IJvtIfpBett0R/4spuPiQZi5i7xUCFYsfBP0N/HZs/ybj554bv/c6nm+f/jmesdpzRhgAhL9xk87yt/U8E7lzyK7CSscR+sVMA8p4qmvBITOYUC7RT9xTs/Z/22Mn0d2P2t1abqb/1/hb7HxX8pvWP8Uk9QbFQKBwembAYVHImxnLmX+JMRus7Vu3pKb2dfCqcqpNflcMHGNqlJdr9XL6PdR7u78Mfoc5px+eVy5VDedk4FA/sjIbujjKnoCsGPjaNv2Fnh8rnyX5ylalWrEPZuN/aszj5ObSCLihin2UU7uVXlpWSbxcUeL4Nu6LocdJsd/2dIkyq4E9dLDC6UfuonHSJLeVx96mRsJ/i4fQO9A9YxNkq8tliktdjnjxHbjcY8lO0Kx/sg/rEtenAUv6wtxzr8NG4YgykHfMEbw6ioOtVeGzaokz5jp/TBhVlYzCk38FKn5PbCp0HPYJpy+wXBZVtZRlKhg5ClwL56STh2wJdBj6CqcuT56pOPWd3b3/tbdK2iv5uxFXwTwD1uPvURsD2bSo/Zl9H+u9o8j/AsK4tUTh4PAc2Dw9ILMn17z7wXnRuMufVnxgXJJYsc+4i/m/3p2I0M1zEJbis9Dc4v7DA/LSa+FMxrxR/HGSxRP1f+PpYktpf0dUZlEwXh3hmUnP80d40jkuDbg7eWvu/dK3KxRjG8rldxIPf9B4cdAiJxUGNzwZ0cTbOKFFYqnQFTcIGzy5ON9noqNZHZcU9qE/bqKhkaTLk9WOjoibto763jo7mVkj1V1FJ0WH8XvTjopumrHZj2hDNvbcndXJ9pXbR8KhvgwZR26Ix0dJoY7R0anHU9/Aro9L1Ttyy0VFRYYOoQefboslLy6VDNK34/KgtWkTdi2dG5fGQ44x2DEtbV39hH3B3WTqF2FhlZ1Hwh0usWpOga0wcZzbZGFNVJz+jjpSVZcVRZ46n6cCS6OtA/vqxRVGTwr7RrSVzI0EzWkp82zaI0P6WaKoHk327sG+TotLIzPBJNLzvHhHaXhmViA2WToqK+3YP7P9VVFp0aIQG3aNbJi0i04poidiRfAu6F0ezNoogN8JNqrjJRmOScLJy3CXOZFMo/jYH+amvTLKAp2Q32RjQBnRxNs4oXViqE/uHo3WD0SQcWEBj2U02BtQBXZyNM0oXlmrWf73FA40ly9jP9dpQEg3UWDJGY0nkYglwXHTzVIklQse+xYwlPg5JncSSXRlLBo6JltC7JZb0YywZ+7UOKapcOiYqOoCxpMut0SQXS6be29/FknfZIxy19an+HNDF2TijXcJSzfpncw97ZbeF5YAuzsaZb4382qx/bkfM35j6dZaphmNbZZOzp2ONi9j+qsvT+NVdGMiVtbDRuqTBkwap5+vlWz/tHFDFvyknvBxv1O+D+1fMwqhbzkQhtclBa5x6dlc0jj7Ef17/xMknX9E0YY+Kj2ZjJrcU67Vsjqb85sFmJ1yFUTOL0au+CKzAoucfw9/LDsX191yLk5vLyy0tcPygn+Oi9mvw0tMv4mMv37STTnokam59/UW7WAUn38qJ1CS3feQ763r1/SeNZCXPsH/9PvdjxdxRuKV3IQRNNO+Is3vvAcx+Da9/XG56xVeL7plT+eeYPZP7BvWbY7cm7NW8A64c9R/c37u52X/JC/jzIx+h/S9ux00d5DWxXOx2wqX4xYBDsfalf6N0/gZnfzYlwIj0rMPjGqPrxpNFVg3+2YwTMaa/cSDfpCGbKcvbTr5opKJT+Zm4x3gYQmr5er1wn8aSM9BW40VrnMJY0iRnDl6c/EliJ9fX7j64j/XRh5j5dQ5jyW5oRu9uzljyFGNJn10k5PB56thH8cjHjCV/uA4dXCw54YqrMUBiyagJfNaa2l/xt1mndtKyVQZ28zipKRx1bEilS0qZ8Wfz5h8Fi+xNyBf30MMEyjmY8MkoHFXm/Ldm/2A9W0rCMe4cZ7JpPV+TL2QKUbZ8t8flX2y15nIsnfYU7uVWrW6pchuwfp8HscqtlPEo7IvulbPomHfcRbi5/36YPaQjGnUdiOL7x6GswstfiTdenYq1eANDTmzEBSCXf9wGzO+IX89eF79YbLy3o/5u9IKPHCbf8lWtHGvuCYJ0C/HPklmt/qykB/GfuVYyRn6U6Im7uVXbyrDM3Q19HvhIx2TfkylZmxhiZs3lH40f3twPbWf9Gic25tbWvX/FuDJ9gKr9Nk5/FePWrcPs2zogX+wjf7mNcOKQN6qRr13caRvqH4sxzUWXbEtVtZWnEGIbW7X+n8XJJNS1/+2k8rPsYljyBcRpI1DMLVV97MOvHt2lzwNYyRXSe4zQxfFHK+ntx0os2Vv9UGLJvfeNwzyNJWLXlZj+6nS+mzEjM5bU64Ahs78mN7O4yZdzan/BpC793+asDkKGknGYneJ3MGgs5xlyVxff2WkX1+C7x0WfkSAph2fpCWOWrsJPMEfru2srC66cyPb8QkL3My++j6SLn8Jl3frjv2d2wKi5a/U31NaXXI7GZCgB3A7y8N6uFazPOQgXjngXS6eOwB2nLMSwQb3Rrv1gcBeYFK5fTg8Uz/2aePDL7nk3pCnfLqqceBUK/YBJa9RelhPJJBy5lJIyaZOCUbrypvUPmYYMJF9X8rP012GJrqG+FVj8xCB0vegOzDzmT5hbzraKpSgpOkDHrV+ZpSrIdPH+J/rsisILH0HZ0ikYfns3LBp2Jfq0O4HPthcEQDRB5+L3nH3IV77tivaqjEpxZaFuH5BWjnA8WxP/LP1NmJNIqQ6PupKfDKdu9N9h5WsoUeNwiEwlu+Qp/LTrhfjlOy6W0I8kljQxrzRV/CIaxxPaP+9AxpL3NZb8/pRFGHZFbxQedBVKlvnn7MK8B+4tW28xRGJJhflpNHGwxRI3lM2f/5v2Pxu0nFP7O4iJxabnf2IDw03O8eGY6G2BLjCOV446hLRK4JLDp66HKyaDCA1iPfw59i2t8AZ2rZ4ti1Xlmx8bpSfMHJOXv2HGRJR+3QTH9bsUZ/JD9+GhX8SrFcLDyw/1kG2V/rjitpGYOvx87Fo2Cg+XfEbaAhQefCAH8S4mTlnoWIb9wvFtT/1VDR2P118LHiI3Up9sffzJ2clK5GfpH4wlwX8VZvCqez2OQb/BZ6BQ9moDukop8L9cnMhPTMtFTsKfDc1PwIVX/RqjpvwFfRu8h0f+8gL4ShHqtzsER8oV/cQ3kw+ve+VFRMJEBQYiM+TX3v+UjUpIWIdj1ab4lMgXyd7/XHMwmG0vX2Sm8gPIY/sLKh7/9dMnYsLXjRhLfoIz4liS0Yv9nOU1kTZvf4slg28bgSnD+6PBvKfx8PNfsL0h2h3cjul7eO11ueBzR8DWyxeWFn/D+OIJnVxXdCX28PI94yT1Q7Wa1P4eScUjKFTFXy3hgPSEmfhbnMogySJkm101S31irhzb4GddJr1SeDJtYsEYhN2dRGlLOBin8Gxk1l2GaozFubz8vN1aYo+IW6vPlmJORSW3bYfioqK/YyXZ2BBFRninKjw38puETkdhv9+gdC63Xvn+7ZzZCxm098QhB+7O9vpod/FVKGq7HE/fdD2Kpy5hXQ7f8BzNNzwPx8G3vs47GhtnMnobm54t65pEvqvw9TIEPaQt4RBq7rkL2abxFwKlklOY3U7y/UhNuXisrE7wz8dufJYc4U08O+ZDPvVZgmlDL8fAB+bpmP3HMoSTV0W5lg1Fl8J+uK1kHvtE/BzvHHyFBtj3sLbYTZgXno9fFR2Kr58egoFDJ+tb1FHFPJTedj4KD7kF0/xdxTbFX0fqRx6P3xTTc9xmjb5OUmrL/56DpeHZaGNMAwbe/5PeDn/HVnsqK5FhbUF3Y/ydlS/ACCaMKMTGEOf7DowlbfiQZ8az4xlLKrhty1jCN7RXKlpyj2E4enpZcn0sacdYMq6Mu1P0wrmzeLHNz5sfctBubK+HwgFXaiwZ9avrMXSafT+RvS1+GA6+mbFE+XtLGncvQ5pS+wsKgojzYylt4/gbyqoOfz68k0ElA5JsaDRpjfd8q7RIaya99uXCphz1xBrPwMmKpYnyrs448Zx0jKusu9yNKDEdyVIhyDvhl3h+9HU4dsrVOCg/D7t3G4WWF56OA8jHrrhEhvwZO3H2SJz54iG4tUUpzj1QXiFvgQ6Pt8B1wx/A1cc3JCE7Nz8Tw8aNwm3HvoWrT2rBZ2d8+H/EHfiqyx8w5qaT7QUXY+lZa0nFbBP9hb1TwsmtLqkL+eGoLC8BKcS/EU64ZSRGX3kwpg4+gs8jW6D7qKb4wXntTQV3YePVs4DEpsILcc+te2DC/ytEfi5t2+FJtLn+L3hs8IkO/9boPexfKLntCMwYzA+y0865+SfhNws64b7RN+IE3U/hiLaK/8lQQ01t6Nm1ShHaXyp8N03d3JCOm+X/2ZKkbIdnLyXNh/Klpi713yHly2IpSAk2gpoGHeSecCPG/Ps6HD9lMNrn82JPYskPzkRbIVEaJWYuTOUiewhuaVmCs9s14EeiGEuG74brHn8AP9dYQtrdzsKw8YwlxzGWnNiS5pBYcju+6nwPxtwiscTkx2LCMiu9+dxglSw82WisRvOp/Q1BhZWIeAAVnG+efyGegqrvHuIf/zqKyJAOksrnl6Qkz4qSwyg8nc0ImD4AAEAASURBVNTH+TjjqYMKzVpZznIkA0vofM6nRhmerSVsj/NxxtMHFZq1spzl+DbJz+OLS+IKcuWcHKavljVrZU/xbdJfdQnUNQyCCs1aWc5ybE/9/d20PiM38dtVvk3SutM/lS8Ol+Ivs64u5t+W+F9t1j+9Jtdgolr5aympYYXT1BKGG2aSoCP+4AisSTq5PgGVZo1AsnGLdo1L7u7Qy3d8M5KEh8oRXql8msRAclCl+CsQiV+ZwyW+E7dk0WlsI5bW7tDMSBIem+V/npi8hPd2l68Ck7Gn8p1Btpf9U/zN63cq/xcf4YDVR3ySzCFpzbzjFEK2J1fJcsfpppruvbm89HSH6+KL1aYJTZLLJtSWKs1BRSpfDJMNm9mK1fI2aU1HgmKSy6bVlirNQUWKf7X4BwhlQ6rlZC4JZc3U2lKlOahI8d8i/MUICYpJTo0TnLSlSnNQkeL/ncE/mbM1r3/JHac4URiXNR9UhEFb/MkdShGUfb2l1pBwSW7XM+mcaE/IbnYn5StIncpPIMvGO7scU6b4CxSJF9WB/1F48j5jHciva/1T+XXrfyn+m48/MbNOSeTIXn9s4dT4Kie/8ccOLFrYFS7u8HWen1yFyeHLVkrOwUs8Rum3whISzWmjnLx8CzaOe0LMCq3z8lL5xMaDkcAU51L8Eyg0Vwf+53zWfLkO5DsEUvkCRIp/tdFCnUNOafy1eUKUmLG8m0DmPlbH5nirNmjW7T8BmN91aHFZOGQhnlkVlIJsyHOL8p6XTwMmmVVBKcgG5FuW9bx8GnDJrApKQTYg37Ks5+XTgIuv0m0FsbPfqvUNAe0WZz0vnwaMMquCUpANyLcs63n5NOCSWRWUgmxAvmVZz8unAZfMqqAUZIU82faRhs08PC+fBt0zq4JSkA3Ityzrefk04JJZFZSCbEC+ZVnPy6cBl8yqoBRkA/Ity3pePg24ZFYFpSAbkG9Z1vPyacAlsyooBdmAfMuynpdPAy6ZVUEpyAbkW5b1vHwacMmsCkpBNiDfrKzM2W9a/3Th9LJ86oNxuOQKI98epn5E1h6ekxbZoJI+4eH5hXUZ+SwCX8xOfR+rD89JSyo/xT/1Pz8fLPXzKLM2KGUR+GJ26ntYfXhOWtL5l86/nXH+xTcj3pXjVD4aySVN3F2OjCcw2ZoaCT96ZtTSLDn/eSjbFbROmV3FabwEx4SJ9c+qD4uZTOKOqXwDyfBL8U/9T/yBM1fdwiZN5tRJ518af8LAaqHU4kdWfVjMdKLvcPzl/AmwsGwOfxYkY1GzpVPwEwL+YEzQKjVs0cTlFc6wXirCNiXYrFPcmxkJBoktQzkxVSIvroozmyXXE8e9mdkZ5MsXM8gh331pYMUaeJU2K4177yT6x/4WDjzwms1SXnDknyK6lfS3bR9+v3E4+zYxqK0tfxOiqm1K5W9d+1cL8iYqU/zrHv883hyKHcwWvDT3AYGRwT6S6+44QzsKjV8wLCT7VlfSJLw3TahEkFO7mlXaWpXEZzX1BW1xIY91ZJtwTvhaZSo/Rk0yrmCJoRbGaat3RAKlz2rqC9LgMWddin/qf+YS7uxmoybp/EtmjcOFKFmdldP5lziP4ZIgtqPHn9qsf9yqTQwfKpStbPYuffzlAx4fsgk4sZAAZfVBq2+z5dtz8J7H1NMmPFL5CRYCWIy/h4qpzyqgHmOhtQo9Z7Sl+MfoKC4e4q3sfwZ8YB1vmxT/7YJ/6v/igan/2TwUKNxEr3H++aXIBwQpJ3nhE3+OU6sDbKVRN2q9jAB4ozXi8KveQtb27Em42BG2qRGNiW+2YXn5Lk3lEwgHXIinQReDFFsmxDikF5DDthR/j6vD0OPjizG0nk4Q840OS/+sP7i1CDEO6VP8U/8LfSOdf35eZc8pmSk8XHWdxX8bxSbXP/11lGCsrosNXsef6MZKM39SRdVcAJG2pN6xCbwlabNKu6hn3tEk7bEY45fRsIi/qnEBDnQ/LF3QbziW1Er+Bswr7sXv4G3H33JcqoPbMvk22GRI21v/qvJFGa9LMi5VMcZWSkmb8fB9Ng//qvK3r/1T+dm2TPH3nr258Yc/rD60PwoZP3L5nkDDfk8kP01nblZN/JGGDfhoaG/GvUKNJSn+W4q/eDLxDLGWKjnCOs8+aEiqtlH8FVkUonISYfHApMp+cEQGGlw5K61FVjZIk9NEWSmx1itrbZJT8kDVNTrJvq/UGp3kbDw8S0aqYxlxIzN2ePkV0+7DxYP/iWjgv7CU9GtHXYQWyt74KhvfSVJTxGo0L7/8qJnkvBnyg8E6KexcW/naw8Yp2XgU/0f5xsc4blL/bSS/rvXf0eUn9hEDbH377+j6uwmi3rcj6V85bRh+OPjfQNEYLOGLdWuf+gFauFG6yelLVeJflMOvYlPD6ocSYrum8y/T2oaRoOKPncP/1bTfsP7ZVq1QxnduXvlEYVtsrKzXdQFTA8fCg7LxGMWptUnv+JrQCjGF8siSn0gXHxUe5Vg2ZxbmYy/0/l4nNPe9lb3JkLPlfKOkVuvlK98tkm8jqjv9q5dvtaZvzfqbTf9v+Fcv3wA31KvK/wBDuzRHbtNBKNnwf7X/lsj39q8r/U1n8V8Z/fbHv+719zNyx9K/Ess+nI2Pc9qg99kd+HN0xOkb44/3P4bMSnbQIk/q+npykUYwDw9r27H05/hMHRuoDLHW+pO4TuK/DXh7xd8QoOrWP1s4OaaMh58KpGDqatX2erIQYFltjwU4Q4T2MA52Vpa+UQtS744s+RJmTEQoP8KKxUvxdXy1J32FoWOamTjGvlXuNINji+QbBw2BMbPayjd9/DPpKjOMbEL8q9e/JvkOgk3qvy3lZwp2pRhs0YsfxjCVfeO3Cv9N62+WrUv8xRSpfHW52P/KsXIJY4mPCqyv/fzzd5vCzP+5bJIwZ4eJTPHPxJ/YWDiLQao9/kQ07rtt8LdgJUNzo1J5JtTHf1045QLCVlWlJT0r1OL+WtkVXZ1pK2dhpqxiZYx9JkWNjY6sWvna5uV/gOIuLdBu8Hi+EPURHuizGy+Q2mFQ6XKVX142DkMHdUZDPquQ31LLKeiCgY9N42+xe8mxdk6iJOtQVvpbnF/IH7KWfgVdrY/awrSomEe+AzujQHjKX4MuGPTYdCyLuWwv/TeBv79SdMBvG/w3Ib8m+5cNRZecQ3H1ayuBlQ/i9F2IX648FyJ62tYUHQYOweAu/GFfwb/LMJSxviv1aVo0nk+S5BC7vc+71qbIaToQpeutDhVlKB06CF0L+KSBP3Cdk9MSXQc9gunLK0ifeVi5BnAc6Tf73xbo74cRDijM+3am21J+Xeu/48mXXZCWKGQsQTQPD0osoV9aLOHN5NxSFBd1c3M+l3Ghs8YFfTMiI/7JUy7RTuLf15g37jc4v11BjfGnsqyUsaRLEkuCGJXa32a6Tokg/lqtgm7LUQb+Qu3xd9kkkUY9ttj/nCy3ulWVzw9mu6OS3zBkByXq8H2Lpr4xo9IV+KW2nmZTZNV2jSsT+XFVmKlcH80t7slxtY2KSviE0x/rS6KixgdFfW8bHc3dyJ/ejr6KSooOI93x0c1TVzsq6dsrs++i4VHfBg2iA4pGR0v57QFLp9wbnXf4lVHJetdl6eio6IAGUYPOt0WvLy0n40XR1OL+UVs+Ve1ePDNiTXJsF/0TcWGOjpHYiuBvO/xDqVn5GvV/Pyru3CRCk6IEV+laVhx11nG3iDrd/BLxl4P2d/VNikoib4Yoej8aKjwak8cGoXP2bdA9unnyIpbL1XZ929JW3YqjWRmGEfpNHwle3+R/m+BTo/764D6xTzUstrX8akRmVH035Sex5PI4ltD+GxhLmrS3WKJ+ZL6Wg+Oim6eEsSQrDi18XGNJ28tHR0vEH6cWR30PuyrxeYklbQuiBl1uiyZLLImSWNKt+B0XS7aN/2UYu5rCd9P+CRDV6V+b9Y/X+v6w6yct+UpOeZn1GXW+bPHatbkOTIKuMWWVjIYS1jL19HZ14SmdVCYu5y8ulMD6SAv/6vfG/StnY9TNZ6JQvwepNU49uysa40O8OPkTz9BofYndKubNxsx1Oajfcjc04TtSzU8cjKdnDkXv+kJUjsVjH8MjHx2C6+65Fic1z6P8FjjhiqsxoP0avDzqRXxcF/r78Wtq+ss5PrY1/rEgyZh8rQruer09M8aV0Y8F+Zk7HgXdbsbfbu7mnlfT/9hJ+/s9bZZNSqDY4hfwl0fmof11v8PNJ+9OLnm03X/hhgGHYt3Lo1H68UblvUn5xlSZ+/HWyv+Usz95Jixvrv6+K9NUvscziD9qddYTH4FKjwQoV+FBZHFL8Sf6CVvm6zGWrJjFWHIGCjnlEbVGd40lc/Hi60kssT6J/IqPP8S764B6rXZHU/HHE67CU+8Wu1hSYbFk3iG4/u5rcbLEkoixZODVuPigtS6WiErhWJzWTFwudBQh5pHI32L9ySJDf2PseFvynZTvQaHyNelvW7UxYC6jewfsbf+T1piLVAl3fyPrSRwBE5WdQe9ppJsRiBg5qpD5hmz5LuAavZdfgWXTRuJ/3TZILj+qUr/PA1iljKtwVnkiP++4i3BT/73x4ZCOaNRlIO69vxRlFdaMaDVmvDadm7lv4NcnNaJf0qnlL68Dhsxe58br5bs+mjh5TFS1GsRvsf4Z/Ex+KD1GcjvKzxiSt2QsP7M1Hmuu1ecdehD2lzgSNzh/qlS3VBCtxlHQ/htmvIpx69Zh9q87oV4ut8vUNo1wwpAZ5GLPkoTh9sI/Gbso4Uqp/J0Cf7mCEz9JbMiXhhhL7pWtWvEt3lbsevoDWOkpEvOyl/meVOUdexF+1X9fzB7SAU26DMK995VinsQSpV+JGa9OYyyZgSEuluTmySLdAbd9uJbys2Oo9FPvdf7Psj+SgbLG5n9GVTDO1P8JUSY4HkVCxwYC5GGuQiYNcjFm/5N+AaFGqKqmI4X7eEhAq4yyB0PewWElGxB7ZjbGdC68xc1V5Ps7DvbIkO/iacyImZzFT+Gybhfgf2aejFFz1/I7QSvxdUkR7yLZM7ifDvuo/LyDcNGI97Fk6gjccepCDBvUB+0Ougqly+jx8gKS6t8D987ZoK+j8+beUv58VzTxKhQ6hpkqbmP9hX0GIDIImXr+2P7yE9k2Fjkn9pexZVJouzomR84mUSexv7syEvzdod8KKXkhFPur/k3Q+d739GfvYruofcbjysJ6gXzpWPXYYv8TVbLwz9TOSon+mdbxI9me8r3MME3l05HEVHTADP9b/CR+xljy3++eiFFz1uh8/3rsQMYSHkYY2J8V/K8W11jyHpYylvyOsWToFRJLrkTpClk9vYf0RHHZeuVZITHExZNKxpJ2VZxKhNmR5FgWVhkVCXejNlmh/1l95jm1v+HkLZPEH48TQdb4nwV3gL9bijwLI5SAZoeH2JeZxouaWNBbUQQ5GqbWPXs4CUHMPmab1BgVy5rJks94mnAVgoh3IBNRuq4xjut7Cc4sbKD97GKBlF6kyvGFkKdsq/THVbeNxJTh/dFg3tP489jPSd0I7drL0vguXp3ylfaOT3Wpvwyiinz35lei3rbDv1r5UknhNcjXajVvQhAXfZUbsbeu3EXG9q9YjiWLuf0qnUhf/8D2OJL3ADNefYMfWPcMmAZZ5R94iowwJLB2q7VzUmNsWNZM6CuOvgr+Ul+zfGWj7I2z0CbSHM+gxqi2nnwvoa703zHl0wYCtDeJw3/DjNcYS5rg+H6X4sy2jCVqKxKJwbzRAvu7mWeMIoslg28diamMJQXznsGfn/+CbQ3R7hCJJTPxyusLlNazYsEdSU1qf4GEeCgQ1cyVAP/EgCQ24DQ1NJOVwkBOCBK0HfyxcY1NbdY/t3AmLiBMbcGRHP+cAl5E4EHWrg0cpB+NT7U1GWxmP+MmV10uF+ut3Vlt/EL5zEtRtRIq+8vbrSX24Mbs9OfG48MKbttOL8ZFRY9gBdsT6BxD9tWgzHc2y4adjrZ9f4PSMj6cwFLM+VCcek8cdiA/Bh3VR9sfXo2iwpV4+lfXY9j0RTrMirIxGHL+EWh/yxTY+5syBjm2h/4mKRNHL9/jpUPxhJn6s2SHT9lns/D3bH1/SZN89fZviBZtCri/Og+zP/6az5XfxJvL/V1lNfL3PxGntS/AirFPYNS8r4HlUzC0/4/xa26Px7IKL8Cvig7Huqd/jaKhU+wN54p5KPl1PxQefAumJTerO4D+4t/ie4JdgpWU5Nj2+KtgkcS/VL5g7nGI78q0zuKfxJI9JZb8YzxmV3LbdvowjSWrquDnfV/CJ2PJ0DPQ9vzfWizJWYq5sxewx16MJfJp83ooHHAVitquwDM3/QLDpi1RiRXzxuC2vofh4Fte54ZxZvwVcVXjn3bjKbRjkq9+/qX2N9Q2z/9rtf5x8lZ5FZPCxA7aVOUUv4YUZ6qQZFd4yvjlQ1/hCbPLvj4j5Ztw99rbbAP1TTjfaW1UNvq6qHMDupuslA06R0X/0zc6AE2iLsXvK4dKvqNpb+QWRvIWnY5j6dTo0aLOkdyjcjmNuIpGtzw+1b3haYLL546ObuvbXlC3P+F9b0lUpm/cefkZg6y24Cn/b/o71p6Ze392k7bK6rIt5FercFBZPvex6PzCBg7D46Ob+KZz5Rx7q7ZJUam9PRvrJG8k/i0q6txC/Q+QNxwfje79advkzVyhLZ8bldx2Ht9wNrvk8E3nzkXFUUnZukBykvXs60J/Bjr1SxlNXchXuQ6KVL4BUck39MvCN/S9g0Rro7kulkj8C2NJZxdLorjvAcnb/T6W2JW6xpKbGUuWedyZSiy59byDM2NJcWk0V2JJLN912FQS08aZTVFrm6dM7W9QeRxi4DxArmKTMdXR8kc2uOHurmLEqnInHP/GY3xHwgZ3KI3GK3+1Y9HLfEaXWzJI2ny/mlPjKO1evkTNmjik8gWbBDO1FQGLIvc8RWyW4l+zu1VpSbDUHE9b0/9sh4M8q5lLNpRtK7+KulUqUvk+2mwL+1eBu0pFiv+Ohn9t1j/uNcgSJcZzw9cVq6aVy+85s926aF/t4hffIGj7WKGkMb2KCk7SO1O+8QtI4mwqP8ba4Wlb/lKwFtvKNsBS/B0OktSh/6lt6lC+ik7lmzNUOafxx08OjSA8WSSpApROImvjOfanICYLxbcg/isC1YKQ6Oqecdo9TIIGURFgYnA8iJ6O5Ri7TAlJiUIcjdYlDZ5ZkHq+iUDNJUVH6+lS+R5/gygBN8ml+O8I/meOSyslhgn83me9XycOr7mk6Ag9HYvkZ82ZjJNSav8dwf5iI7VJYhhv9CD1dk0Mrrmk6Gg9nTG15kzGSSm1/5bbn8gKuJvA3y2cfl4L7Aa4WiqxghblFFZZ3j/YzpZirSF9zKTqiBxfoTY+6iLVdA6rLP9dl+9RTfH3SFhq3hH6S9KejZX3a6Heyv6nA8gexXaUnygd5FL5ARiaNQttA/tnC9Jyin82LDsS/rLg6uHTYLC+yi2cNKSzZaTPy3yz9Mgyclz0Gf9JvbCPSfIUvpSUSZsUTIYri3w7fJpBGPTz9d91+YKWYOHxMvR8bVjyiCltUiAJC66c4u9x9GkGUDFOSWbT/mfb5cLDX+CJRcg7gy0Lrpzi73H3aQZQMU5JZtP4C9p2pPgnSKb+5+eb9w1fru36pwsn7zHjuZyjD80EYu+4PnWwu2JihNAhnY+6xJ6/+Trv4L7R18sUyJafTItkHKl8RawK/qz1JkogNdLESEqUQRYUUvwJBv8LXOb/W9v/BOzU/wOXy/DZ1P+2tf9JOEj9r/b+p5FAQOPhe2WuPznyKnTcZpQMHp7YVWgiddZZ946ZTWoy81qSVdPJCrlYPuzJGs+wKmFQk/Tx5ElNKj/EIsWfaKT+l86/NP4E8TPMZkaLNP4SD/8mZQCTfxNemmxJFIcS7CS8aGtSIYtdLr+qTmoyjoxY5IH3aQZlXNBWOfmDTH0Pn/omTV1lTW1JLPQUPs3gEhe0VU7+SOWn+NMXxLer9RxXWVNb6n9+LfYI+dRPsMxUW+Xkj3T+xX5XLXKusqa21P+2r//5hdO7b5jy90TksIVSDcaTBBat4/e+JoeFGx90pD7OxxlPHVRo1spylkPk2JHQ+ZxPPUWSWkvYHufjjKcOKjRrZTnL8W2Sn8cvtZfN8kwjf3f0V1sG6pqFgwrNWlnOcmxP+/vdG7FPXci3SVp3+qfyxeFS/GXW7Sz+L7/pHEYJiRl+tTNL2tdma7XalqplBBWnqSVsYSZpF39wBNakfAydgEqzRiDZuEW7xiXzrVi+45uRJDxMUCpf8Pfh2EHlrnoSXA3wBLu4JcU/9MZt53/eWYm3YJ/i7wBJ/S/0hm3nf+pwPKX+txnzT3yUgKmP+iTBUFrdVq01uguj+Bknv1VISISOBIK8y1uNVfNctTYgYFbkG02Sy6TIlJ+0BfSp/Grx1zsagqtfAJUAl5FLUExyGQQsaEuV5qAixb9a/AOEsiHVcnjHGc6EbOIUf8JbBcygIvW/LfI/8bMExSSX+l8mAoqMgyeZszWvf5mf4wxXQM0HFeGiKQLcoRRB2ddbag0Jl+R2PZOOPiEVnpDd7E7KV0hbkA/kaW1QzuT77Zev+n6H9d/h7c8BJu8zpv5fk6uqHfVEjyZROv8FKQ+IZIN8AKLWBmWNB/HJGpKeqf/VBJVilADloA8qsvC3hVO5yclv/LEDi1WE+DrPT64C5fBlKyXn+DOZnle4FZyQmSDh5eULy2qMnMo3qDzeir8vBHj6bIq/R8L5ch34n/NZmyl1IN8hkMoXIFL8q40W6hxySuOvzROixIzl3QQy97E6NtvCqWjKyV8bm4PZc0/F03qTREl9VbwKByKCbEysnIWF7y354NBqOTn5jiyV7zDymBIXB40zoJTY6CuF3NNKPqi3bFAh7f7QajltDfz5027ThqJfYYH+WEBOwQV4YrH9CFvGgLxsSb38sj+iK32q6aBS8Bc43XMfZrxOpFNSX7XT+J8P2H70VCA8vP5bBf+AcSDOskFFQBbj/52SvxjThl6AQvqQfKl3w35P8vdda+P/8jNivXgDWIiB45Y7FL2DshhkDVcjSfEXHHYS/6MRZaSbWn/cFyCYcUOb682K19OnRsazDwS+ggS+czat1vtG7eo6JXU+51Mh0Lzn5VPXM5Wfhb+A5cHLxkrrfWNAF3dIugZUW45/5TQUX3wjnsalKFlajmjNCFzYIn4ikAirVn4yAn2f2+vi053R/j4Y+7HHKsaZGImkxsHk9fap58EemVUs+c6ZDa7eN24H++8k8it5cXfx4H8BRaOxhDs3a0ZdiN1jfFP81WO8LX0a4/Md8D/R2evt00B/RrQEhIzN0Xiu8fY9zvv5mcnJgxyQxfPYdgsD+jjrM9XL960isar8jXrVl8urvkGly00WO2w/+cnoBMvtr38i366RWd5R9F82D+99sg6Ne5+FU5rn6U90JR4YOGPslYH940u8sEd19k/0r2v8v0m++m+s6zfoH3hwouHOrf+2mf8JOt+Ef/XyK7B0zmx8yp+t7n12B+wmTHiE8S+RkI2/tBilp6nL+S/jTuWrSYLZk6wF1dtfUEus53Oh/RNm2fa3vlw4fTerECP4GjUIS7Yj5kqaWF56yBCVnlXWz9FZY8zLFatJvDRpCoZONp5TTfIFlCinss7kmzJ1p7/Ij2SxkT9JdEAeNRtdiK7VZJ9Dis3D3zhl6b9iERas4zMAxzbkni3ZygEFDSqj1xpTSUs12d/6Z8mPvaYKd6uocg7kb6b/1Ua+0ASoVpHurWYNAeW3RP8Q3WqUV3SS+u2lfwVWLF6GtXqhFo6wNvLFQ+VP5p6eY381TtbmufpUO1R7CilqI99kJqx2bP8PtUvGHOZCih1Dfz8ib8nq4o/ecWarIQ4hnT0Da3clTQIFAyovSOir3iVaq/LyWU19IZTCOsqpXv4HGNqlNdoNHk8h8/BA7925sOeg2cBSrOeTsbJhvVnugKL/HYwuBbLoN0XnoW9j3rCezPO5ROky7/fA3KHowr5N2HeDiUdlWSmGDuqMhoz88kHYnIKuGPjYNCzzo6lz/WWgAf4Cn4PQEkNt2+GfJd/jQgTnCvYHXo2JJFlx/+nYhfg1VbtIn7UoKx2KgV1aqr1ycnNR0PkqPDZtkTTGh4xeLgbYVTlXlD2PIf0OZjmXfy3RddAjmLaMV4G+R8U8lA4diK5ia/LMyW2FLgMfwdSlyZd3GG3cI8bLmAT15OnQ04zlvSBX0iTAP9bfs3UcArapfMGwCiCuKqjfLvgzfnRuiXZXT6B8xo8+u9GvXFyg/NrMf0YGUciNX+y9DvNKf4u+7RqaDxZ0QdGj0xkz7BANK+eVYOjALiiQmCJ/DRlXHpW4sr3152C8SE19wcbqvPc77f+1Wf+4wAUHv7dWDgctc65Cc0leaKLKrLJWJqfKoG9S63O+r09dvS/6NOCRyW99NPfeHtSvbVRUuswzZcr64p42/gbdolteX+TafD3pS5ayzgmYe2/UmW7UpKgk2iCUS0ZHRYUNogadbosmLy1nxcJoanH/qC1aRN2K34mkJj7qVH+Owsln3FZ943G5TCZeVVutJgY6sxhXxxkiluSVuCb9HaaNi8Yapk70+pKiqEnbvtFtJXOJI3ktHRMVtd01Qvubo6ke2DnFUWfq0+TyUtd3fjS87x4R2l4ZjV26kX0mR8V9u9PmtKHK/yoqGXh4hAbdo5sni63Lo6VT7436tm0Q7dr93ujDCie8SuJ18akj8EWfBjrXWv+YlTFJ5lI4CC/Ap3Eny8TVcab2+Meskr6h5EwBWTS+6NOtoH9V2VLjBfjUUfmiT2M66RFXGnFN/hezyqJ39ZZ8HZUV9+K8OcDFA9f4dUlU1LR91PfWMVGZ+uSXUUnRYaQ7Lrpp6ipHxFgyVGLMAdFAjSWsXjQ86tugQdS2aHS0VH2wODrvsCuiUg0qbF/KuEKfbNA5jCsXMK7sHnUvnpnEFT9knwY6b139vQCfOtV80affUfnJnI2BqOJ/7tIpuHiyCw896yaAhGUevEayDM9aJbcEkg9ubRyp1of0Sqe1/sS+xsRX/P/2rgdIr6q6n90QcPmzMSHpiE47shvdJdp2rCKsbFCpELQz/SMBIoLOtKXDbmChIzi2QjCrLc6old1ocIptEMShExinNTS7sSJDsCRZAlZQiNmN6dTRAvkHHQmBfPt6/t/73vu+bzdxs/vFvS/Zd88959xz7v3dc899733v281X1dVE/unKABNoZEMaNsFCeN/nvwKrzlkYyexugljqX8dA9XGowJ6hu+GusSVw05c/AefS53OwCM7uvQGu7PgVPLL++7BbrTXK+Lk72BmFSzDUPk4H/uSqPP/iueh/7rK18OLYeli1rB3mUI9f3wV/evEbAXY8Bo/tfk3nHwdD4OIdJxVZ5Rew40f45uLc+bCwFX875PxzoQ/n4asXzUcdtLH3e3DnP49C5023wapzF2KbOTD/7L+ET165BF55+EEY2m3PEcQs9VcOnX9HTuUGpJYTxR/ZKo/fPJgxqdN4wpH864Q7JIyPQTYN+NO82RfdqRPs/6RlsPbAs7D+1g9B2xzivQHe/8fnQyvshIcf+5/QV+0s5x+0M75rBzz1CsAJi05HXYrBPrj/6TVw0Vxqgnll4z2wbtcS+OQ/SF4BzivXw1WdL8PD6x/ivDLd459p/Bvav850vfVPv+iUD4tZbcPZmHk5gSgHVhx87MabM6G2iY7bUJ2CjsO1mv+YFxqKPp49KeeCn/zTDzVohbM63gTNsX+mSSZM90/26NEgvATbH90Or8B26H/3qfyKOj+qndsF/TsOhv6yfzzxge188yUbhSP276KCf9XJtY15VQSBlbcV+OpM7VAtyPJtqs7/Efgvjz/ylPO/Bx6/90v4qHYhY9bUvACWrd3FHRX8icRHrXi2a7GmOb8PH7/1UjhzRz+c3boUem+/E4bHDvpYXn18M3z3lVfg2c92wQk4DzRfzU2nwTn928kKXlSRTTmiXjHD5z8eqynHvNAQpSIIrJmf/zL+NgjvLjPiPhNjdo8fMwUCwhc98Vzj5fOBkX+BL/d0w8n6Uc1JH7wDM0OEF9ISpcSU+W9+10dh1WW/DT/t74LWpSvh9rXDMFYhOf5wXhnRvHKaxD7GaRPmldXP4ssAqENzE+bH2imviiCwUvwdk/inaUOQGecAtk8MsTRTEU8jSNpgPbQIV9XEIz3TxTqTdNJnhkj5wSZMl7iiR5RYxzMRxI78q5DU+Cj7x4zIBrD7bF7s0nkcjXnXWYcVVJ9eJGKmnFkR+00Jlv1T2wthYPQQ8pBGHv2M411t9kgftHMrsqc2qc4knaZz/MG/jAbdz5D/8vir4Y9X3d+6Ft575W3w9DvuhNEK4boPhnvapN85/MOLRQAt0HbFN2Bs71b41m3vhRfW3AAXL34Xfn/uf2nAeFD4tkL3wI9lnnCuKjiZ+IAF69+FvsUnoo5hRfoyT0R5FBBBbGzjRwCVWeX4M11UZJJO1ec/b0r0yKjw8UwEsY+Rf+0gucQj+TfACXbOBXTha/jvuQ+uft8KuPnpLli/Ey+WcU4ODffAaaggeUYmi15IlAnUV0Sa3wJX3PcM7N12H/z9Bc/DmmsvhsVv7YPhF333RG8Xwu2jYtPyCpeP9uEHTjQ1dNKD3ETHrxN/af4jXCcZ/wy/byI0NWZD5p8wlUe1VKcA0kPUTFkDjJ1SE9SLjEoASVs2Y0a8FBlZ47bEl4prsI2C/+C9hn9KtmhIupL3L798XngS4ZbUpDT/lf174QWqEApNp8LiznY0+TQ8svU5VrEOymYrPWqY8Wvn8jjJaK3fUh4j/M0Jmy/iT8IY//+Dxx8dwdeD/gCWX/9H+KVzFGPH+Y1gx1/1kc/7qNknS/PfDR/p+yys33onXNLyDNz1jw/hl9UBTlzcAb9LV/SP/BD2kp7+YBEdYpdwmtL4Mw9sXnxU808+6d9M+bd5SP7j+ceZQkA8/njimuDV7Y/Cppdb4R2X/jl8qP11MsOYYHj+ZOfEZpgsxqU9G6G2qEFJZMHZl8P1q++Dbd+8DFp2PQBf3/gL5J8Gb+lcjCXlleexxEMmQ2g6q39jlMWkQFw6I90I+Zd7gyfqmpxkGMb3khV0yEIfD+M3vGV01O88/rJxIg+3IB9qQEC5OXBQT8cvxrRdvnBbwpaUpbGngeIqbCb2T2lGXNTyPwfmLZqP9yMvwjM7fg6Vym4Y2U6pFE3xBhwPlLgnwJldXdABv4ThdRtgbLwCBx4fhMtXfAF2kBgzdQZzof2q66Gn7QA8cMuNsOZxspfB4bEHof+yt0PnZ7bhpxXU9UYYP3Wajgj0iBSZnI8N/uaBrOcdC/4kN89EnwCn43wBPAnffvCnUGnC39qypgd67vgZCRV/tYNVf3Q7NgDd7ZdC/6YxxD6D/aOj8FzTSfA7b2sDsgbtl8HNPUvg4P39cM3AFn6LMRvfBZv6L4X2zlthBCfMekERMXXxR87pIOva73zBUjlRDE91/Jv5if1Lt5L//PwjHpxg+MRTSHN0woJFcAZeiD3x7U2wk3LEyABc0buOH9XK1TWtf7vbNOwP4XfKPwjty/+OP0bI4ACM7qAN8gxYsngBWp0LbVddJ3nl5ptgcATzCrod3/UgrKa8cusWfEJCXZCZopmdOP+l+RcEbA6wpvAFFIMGCfPzjzKdetbCRjH+okwS5bKuNPD8j7eh0btTUkGr3COSmZTfLwovGYlIzzXYOZ16lVx7qpQYyor5h3+a3Xt5B60A7GtL1rnqP7OKv1Vrb8/GXl/Itn3juqy7hSHGNzXxDc9/G8j+qhWy0/Ct2kOqWtm5IfvMJZ08fkau5bysZ2Ao20lv2cX+I9M12JFGfTLXniolRpXxq0kZPz1NOPqj5K7EqO2fvObUR/HNWIw4f1PZunV4NNtwbXfWQtGIPy3dV2efXt6B184XZrePKvrYdim1xbdqhfNCtvXua8OcAb7xuOrebBu/8ayGK2PZxtXLM3pWgMkQbS/MunsGsqHRl83zhGWu/1QpMY5g/AVvnAWxb/WOkrsS4+j91/NrspK7EuM3zX94y57ejA3DfTkb+86NWffrJP/h96Wynk9fgm+/tmbnDfxEQbC27f5W7fi+bdndPedl+I0oyRuYW1bduy2L3/evjG7IVl+C+QpjQfIK2sa8Qm/vBv84I1QpMZSV49vsFdQDe9JUzmzyj/Mz8f7XRDjJXkq7Kz2UwGb62BRFWNODSFE0TihJj9pgQcZqqYUGgQpmg/8gjaigGDGVnMX+6YUYgobnKuHfcPFXdS1FERzCOsW/5Z8InkAGoALPqFm8/hmCNP4p3X+qrtlC/Pnf47QYpJJ+6TFvgvSCTM2NkCzRUX2bLPgRVTtb05rNtTUWyX89hCle9Gk7LZ7oUAQjTkTGqlWnT1tjkfCvj389KUFbcxHadCT8DYmoTPHHcZXW34zkn8nsf5x1KUxzB2dLXNHyP4hyipwW+G6npIB6nA9y+kGL74RRgdzQUVIzAcpVpYoiSeRuS4R0VkuzyH8Y++wcfz52Zt/8p/HHKyDNP6OBMHDezAdHAIqeRKKCpdmSmglQh+1Yy5wiSX6D8y89Qa0zfr3jJEQCRPFVcl6CaiWGoRpKUamtWJYUOaEeKLVfYgS/RolKbcWypMgJ9UA1pn/+VXQ4KfjI3YavU1TqeUHuVSSKuqEeKNUvMWI7QotKbcWypMgJ9UAdn/6b8YkAPYSNP/YojSnhj5Mb8k8cjyWsSowUf0UEBKLaQJUlRU6oB+r4XH9FbKheGlOBM5n9T57zRUHLRj2G5W2knHP+3NTck7bSESnNa1yNYCfdvLaOF42YQQ0mqugm/4oaASQ/CpXwsZLwJygaI/54bnhCmOI5S/EvoRrOARFBCetMpPUfkFG0Uv5TIChAwpqKScHs6Ne/vuLD9mvhrxsnXRPLQYpy80IU/mgAq1h4XFG50nZ3H++KoetkhPTpsJL8mNe8f/Ip9pL/yeFveOXgRaQDvgH3hD+HIZ6mJ/4omMmj4W7ldPkn39QB82tl8j8985/wP97ibzL7nzyqjdcVLTHccml58XqneS8cRZnXnZAGUsUzXSWxsYKC2uUvGKNCLI3pgvucHslc1wlpIVU8J/8J/xR/8UqRBaLntP7oEjPlnzh9xnQuWKpEkes6IS2kiufjNP/GH385BpRHcEh4x4kUjRAPzi18ElrZIqSz3sOKCknxB//bAxV/imB8NoDa1IBVQ0syRzw67H5TpMZzsTDonPwzFgFFBjXhr4GU4s+WisYFry+MFgoYZoXIYU2Wp/WX8o/EhZwlhjRkLKCknGX5Nz94xUXXFP7JCaIEJubZCbMQ/uWeQtsITiedYN24Rre8hDXzYkHBqvkvsUuMyIiTTsxK//I9Tlz6+tg7RiPhP/Px18x/0RvvaCr2G2dKQY2MeNaqyY0X6TnpBCvFtTT/Mz//Kf8df/mfv+IXrsJt8WFJt4i0QfpfZLVPw2jZ0YElkVZlHp1Mj0kV804baRiJTmzTJFZezZS0NLvBIVOhWtATeyLOGw612eG/iMFsG38xsBpt/BK4OEuhYxrLcZHiX+JYzoQMU6GqYBlOWEU8RZwHNtRmx/ovBlYav4YKRsfR7z8YWRRcdeJPXw4y+Al2ccjuwyxYb3LrX8TVHnSQukirmEBZqUeRtsh4iVRpHLOEnu3+bWqKmAo6MV6mmfAvYhVH6xTHH09AcRam0X+Y9IhK/iMwmAyrZYrnv+iI6wn/IiyNhD9tuHxYGXXWWP5Wre1l9Av47JfwiX5hkr1qhNy8WuqJfJhJZdkGR1V0b81ZihWtB9/WxZyi6wVitvsnAAkjw4sB5VMeuYR/wGP64k+eoJPnhP9M4B+vhuTf0Ji++DePx1P8hz2Ieh+ihseiVd448R7T9zL+nem5RGwJWVtoNZiLE0KAiaj8Y2Lb4FTHzGK17D/urikm/4xcCX8CWjEtFAn/GJCZjD+aoJn0Tzgk/7llElVS/kEw8D9lWMn/sz3/MhK0aPCwQMnvP/RrTVwkKgVFbCpXzcTXxmSu9MVNkfHZ1NgUVsRA3Bwt0EGy6v6tF6zF9pL/GMCAv8BoMoaKT8hP+GuMKSCGCwUVH8jA/xZrUsZn1eJ2xA8GAv7WWmR8NjUTWTvji1mxhzxTkzI+T4V/dJDWnwLpwCtB2CT8U/xJOORXHgaGRQmTJA28Zk+urhUCyVj+zNeXuEmkNOCpxjTe6rALc2gGWBjdodLmqzy3GBo6y5qHnr0GuwYvxKujxdA7vD/Xq+nx711jgn0qayb8x72ZCf+1x/8MDJz/evxD1Cth+DXsJStOxfzHIw5RQdzGGr92yACajeOnGbEF3JDjfxXGBiiXtEPvpv2aG0OC5Jiy+ctlGpLI4WKsMn3M8595Tv4JganGP7bH9p3hBH2Pk0W+l9JeJmETlERHuB5SrodSZub1uUYnloW29FjENf1ZYnhbTm5kXUNc8znYIKP8B5OxPVubdv/YIeyi9MjGmO8z1+jESqHvUzP+4D+gOTP+sSc6xur+m/BbGHTHQ1NNKEz1+Mm9YFzd/7HGf1L+Zfpn7/hlEhp2/LavUwcnl39w1jHcdFobP/4aHH8C07BsBPylL/l8YrNt/Qxv1TKH0podyFAtKSRSghyHa4+ARCQNWTnSYlIUiHRJQU/2UPOfc6zdMBvPwODSRbD4+u9i/3bB2ovn859Ba+0dhlfx39jARXj1+B7ovb0PluJflm1qngdLB3+E/GUwB+9QV+IdKh/kYuwrsBRXzTxs+xq7xO+ujg3DYG83nIx8+g1KzacshZ57RoDva1HH+09jmZHxS/fpTP7t/k0RKy9i7rBhF/WfG4TRTB7/vH+uiXkRmN2xQcR2CVz/g5cAXvoaLDupOeDPsnnQ1fs56MO5ZJy718DY2ACcz/MxhDOJB9vCu9al86Bp3rUwfEj7XxmD4cFeOL9F5qipeRF0994FI/srjTN+QSOccSyEtiNuOKnGlONvntmhTFDyX8R/B+eS9uv/A9H6Gdxx8QKg70XP66X4k1zS3NwFPZxL5mCczoPzB/8LxgYpx7TDyqF9gjLByzGNbXsoDzHoUKFcsnIp5hJ8sIc/c04+H1besw1zCR5p/hEEwYngaKz4px7hBPEcWUGTHHrsGyfv9LLdUys5ZDQyPNokwjhVHq4UXOSEGVHHzNeekKigl/evwqr+z4K+zS/AKD5eAWiDazB46cv/L61dBieSWW66Fe7426fgDx/ag7IX4ZG+s1BAW0z0JfS4P0iz/33/Dtdd9GfwN09dBA/tO4xtn4ett70JNn3sQ/Dhgaegot2i7vOBzmxELnLClKZ6/MGuDpaxdLdOBD3uI/Ottygr6E0e/2CX/JtFN2dEex9szn4CA92tAK3XwNChcfwLLjth7bL5bKAJXoItdwzCkxc8APtw/sYfvQ7aNf78Ljo3/zZ3z8HwdX8CF3/qGbjg+y+gzcOwb+QWeMNQL7z3kq/CTrrDLRwzMv5CH3QRBa7hpJwpxz94kjlifzZbKEz+EYROySX4sQ/AmdCzUXLJi2sv5lzCOSPbAl/DXHLB957jXLKZcokdxfhHTJElx/4Hoe+iD8OnnroQvme55PNnwDDlksGnYdz0VD3NPwKh69+DM7f+MXYLmNXNP4orFUe+/rVxHf++cXKf4o4VGR4R1hMxzmrRelSXWoggmA2JNq+nmJgiNpM7KWOgdtG/iriI/NP+DrAA3vf5r8At5y5gN5SISY9+34PImR0mAts0QQX2DN0Dd+1aAjd+6RNwznyCZhGcvfIGuLLjV/DwA9+H3drMdwusF/2bipTSMe0qa0ddzamyjimi0oTjj1vXMqodNbPU21qqR+uf29UySt5QgXCXPgT/1KTl/bfAP606H2grjf3THJXGz7+BBxX3PARfX7cLOj55G6w6dyG2mwPz3/kX8KmrlsDBhzfAxt18r6roSMfEN7GCf1XwIvZP3S75L8aftuR24sZtBQIFqOAXAjPhHzszo+M/Hvzb/BlQOv/y+2EWYi5ZA6u6Fum0ohLps67OrLVHtpCYSzZ+E9bt6oSbvvwJ6Jo/ByULMZf8NXy042V4eP1D8DO1ZoWakyoambL4Q4s2LKKirpprLpP/HFA+vw5SYf3jr9zDg9DU3VUeliKMmL2YzQp6oglFkdugDEcVRj1WNP0gE1u5T7hCAxbSibpim5xMcs40qrh/pF0jVmJ6HizpeCPMYWVxwx+14R2nXykQ225i2PWLsP0H2+AghnT/OadBP42ebLEMyUVYQdr9U/uZHL/5jztJvPiIxk/DILxCEo8UWSgDNQ3SkzZ5vSMePxohO3IjqNZ1vuZ2dMCZlFPYEZ4wBomkngb/xMF25BjJQ9s3w6ZXDsJLq7tg7mqWsJxaAeCdg9rmagONn0YxI/grHsn/BPhTcGn8EWQUf+OcE0+DszrehJdneKBKRjxSYHV9vGExhzyW4dOUJx6lXLIL+s8+FXOJNjDxbyERH9yOThLP5t/NmS4yjnj9ad/Elq1uM6glC+mU/BNCPIkT7H+yjzC4Nl0GHzYXLDlIiEs2WRVJFoUdlMV8sjZUMWUnIwYr64nZdKJw5YIFE/mXQZLDyKmSFGDBv8EhmwEbpxM7k5I9ZwTHB2Bg9BXcEzGJV/CHSvydveOb8VEi6lsTdjPD45crGOyJdYrGFEER80UlViRlPZhNpyPDP7qCMks1/Av+3lHro+Fn/hF/IXW+BGS0iU8KNGGxHFrhvIGf8B/vzrJxnCP6obnaBH1n0gN7PUSZK0JGDNOhktl0mqbxx76nxb8hP1Pjb3z/tv49FCgaeF9EDicTDg8JFZ0/fkGRaQloVtO9VJpciLnkUBSfmEcoTh/pg3a1wYU7PVbx1/j4Sw8bZPyYRGlK6u0/vHFaHrOSJjO38fDE8hTryRKh8Si4lC7qMt+EqOOkE84KHFUzW1aaO2yRu3OkYXJjLOV/8MN8sRyR3JHKvr3wvHYpg1OgvbMNaz+GzVvx8wzyZX6tJB4fMz/+XJeoszLE0GftqfBNGOl5g9A00prC8dNiiCwrKf3HJBJ1SWrScctZUHkR9uzB1y203YmLO+H38Ir+yc1Pwh4bo88/MnLAmPGy/zDqQEVaUzd+7FCuS+7ECUcncLRP1tBKH2+DxV8j48+gRsg66YRcdHGoRDzCWnHnizbHnogy/uN798IeSpr8/xRY3EG55GnYvMUyjBpwF06k+S9CwwjjyeLeStWrhr+DWNRlmAPWrhcIpyKtCfc/3H9CEFRLcCTHiyQ/hMz3jnnIitScliuvSN9JI6r7N2l1/ydA68IFcDIm0Gd3/AIOV3bDyA/xRSD1Sv2wvoj/k+DNXV3QAb+E4bs2wFilAvtHBuEjK74IO1BXfJ0Iiz/WBz1tB+D+W26CNSOSlitjG2D18rfDWbduwU9BzW7oHQEz/eMP/iUtYx3/25i9T9Q3Vg36HoxOHA3+kb264z8VTj/jFMgO/zfs2H0Q3zJ8Ap44QCjKo1vpe+T/zLPhgo4WeGn4W/DA2EGA/VtgcMXH4bM7kNYja18BN/e8DV6+vx96B7fAAeRnlV0w/LlLoa3zVhgR847FzI6fOk1RGeHlpBFBGq8/k3L7aGKFDFLxgGdkRWpOz/T4G99/M7x+0emAUYe55OdQoVzyxJ5oxhDVCNgMXxt6c9d74K2YSzat2wC78K/e7MNccvkVX8BcIoqk03bVDZJLVt0IgyPy9m1l7EHov+zt0Mm5xOYwzb8h0UjxH+a8xv6Hj7hyBz5KoFinCMAnlPGhNS5iScwn/VgWt58c7a2RcJqbao0LPB3ekd27ooOiDn9ass5bHssOZ69mowMfwP63Zb3D+K5m7tiTbbv7uqy7he9dMmhbnq3+zkB2dStkrb1D2SHVfW10Q7Z6OdpVDJpO7s56B4ay0cMF/2475hNT6y4/MsJbI+E0m9AaF0Ei46enQebHCWMcUemtkXC6jn/XcmUnuNXh0buzFW0tiuc7s1XbfpVlo7dn3YhvjLt08nC2d9u6rLd7oep3ZJf2350NXt2W4Zu52RBNEpk/vDMbWr08a+O5p/lfmC29ZiAbGj2oCmLtaM7eeyScZkNa4yKWxHxSjGV8ycnrabJ98dZIOP1r+J+sX9Nzn7PJfwVzyWWdGnMtWccqzCXjh7KdAxfi01jMJUOUSxQZLp6XXHIyxR7+tGMu+VfKJU1Za89GzEJyHNZcYvkUWrqznoFhzCWGdrmclfhHMDTC+G2+vC/cP61xMY4PITAg7J6Lrl7paMI3GGl7QR1hVDmTxK4UWIwMyhDGo6b2EZboRi2M5NIqsZNqvFguu5r5ms3+6TuQdNA0JvwbL/58fvBzWO+dhXeKf4TEwOAw1lM1XixP67+EEDLS+vcVxk9Jj3b/mcz+h49qo+2HZoMOmgQjuKS6CYXhX/5XOZmJLOmCUF0uIql9YFVcNOaCIoAPYyT/NfE3qLA0UuAO2Ak/kib8JbymKf7UmRR0TvgrJBSjUVxayKb1L/hEObfm+lfNlH9zkRTWmEdYFGcTrr+J9z/cOOXgmI1sE5eeQ9jcxa84iK4o412sWnBVrsf6YsvVkDC7wWHOv7KTf8OJECti5SC5JMxEXj/hn4/NFH8WV8WY0jXqoWV6+XhK659SmICU8l/IOoHKx8txl390GdTbf/A9f9EKS0hbIYN5OYEoBxaatvth2Wa1sXv2etyGmHJRifaq+Y95oSG1YnuBlfzHWAZcGCaDq4RZ3CbhL1jlsEvxF2KmCjCBldZfyn8WDbzNyGKys64jqpqWJaWGzv/aYe5z6Dhyw/4jX5yjenTnyLr+uIREhgBJWJlM44F1FtFJ3okyTROrAleFlp742U1GLUWobbBV8q9YOFheD1Al/CmCoijS1RpziBbE/OyQRnoBVMb514m/vKnp959HJPmf7vlP+EfrilenrzxZi8d4/R0N/tzDCfY//KjSdyVOEnSyqygX8XqTRReRrj8ZwuCTTmkLwbDUPKdL0shpRJba1WPkbOYq5VYlceQ0IssN63ByNnOVcqOSOHIakdyQ5wpx5He8yqack7OZq7iKEyVx5DQiXX8yRM5mrlJuXRJHTiOy3LAOJ2czVyk3KokjpxFZbliFQ7/cm8K8wi8HFfbyFP9VEAupzuGJQI/Iqm1rMakdHWwzVxF+fC6JI6cRGTeZkM7ZzFXKTUviyGlElhvW4eRs5irlRiVx5DQiyw3rcHI2c5Vyo5I4chqR5YZ1ODmbuUq50WT2P9k40RB9ydc+R6O3iuigz1DNBz/Tpz2WRM5ktfwJH93Si0P1VLxBbAtp9yfuQ50a0CPh5D/hH8eMB1JEpPhL6y/ln5R/o5RQk4xzCdLF/Scbx99I5ruiWaGdjfc4ua8kG3zQ3thM7wxV3/qCL9pmcYPUDY3b44n2ttyhDUK7nLS0D4teLe1430j+E/4p/tL6w1yBSYcyBp1S/snnV0uwtTJqkS/1IjfYDJLf/PwrO6NslHwWksFoou9zEhi0UZZ3VxbIKWoUcVWGQt5A0QoaE3slraqMYDb5T/jTYqxxhEApK1C2TPFHSzitv5R/aq+h8sqhkFH9lH+PJP9W/YyTVyDBWXchEuR0VE91YUJEK3e2pjWba2ssam/EZiT5z2GrFUWwmkim1yRV4Uv4c1yn+EvrD9dH1SXCWw4totrS6hJsYqmrZvO0/hp9/fH3OON5pLnk1aKTmpv8nCJJ5E1OUpVDFbDgdjl908GSHiajgr24VFIzAeqwHWuaUyRJ8p+DxFakwJtfoIYhlQn/FH9p/aX8o8k1n0MwP6T8K9kS8VGIpB4BpXecxIlVQj1Q0pZzc6yq7LiQNqWWrlKWFDmhHqjknxEoAeIWf/QDAAACNElEQVSwOiEqtRXLkiIn1AOV8E/4IwKlgPCwc0JUaiuWJUVOqAdKzZcY7tYJUamtWJYUOaEeqOSfESgB4rA7ISq1FcuSIifUA9VY+OtvDgo7IXVULsep1A/dibSD7lb4oDKiI1Ks1bgbrGYz2rTFDFpgIvkPM6OwJ/wVCAqQKOgiMsUfQZTWn4WEBIzVquSUlH8EIjwLSin/TrT/6MZJHwzLwUkHK3K3HgB0ZD3ISJO1ubS7e2cJV5uR9aCrTHwDzrwm/4YEo5TwT/HHgYAnDgyLDlo58ToKdFp/mlUMEkbKcKPSBFYitCn/KGgp/1qkcHRgZaL9z7/H6XGlUNYsPAadqKlqAtP0lx+RQS9B+mEKzqhDuK4TdZRFZJrJv+BuODhwBpAz6hCu60QdZRGZpvm10huagjPqEK7rRB1lEZmm+bXSG5qCM+oQrutEHWURmab5tdIbmoIz6hCu60QdZRGZpvm10huagjPqEK7rRB1lEZmm+bXSG5qCM+oQrutEHWURmab5tdIbmoIz6hCu60QdZRGZpvm10huagjPqEK7rRB1lEZmm+bXSG5qCM+oQrutEHWURmab5tdIbmoIz6hCu60QdZRGZpvm10huagjPqEKqLd5xI6SZGPKpyWaOt7MSkEXY+0ddW1KvCYZq2WVopaqif/DMUjByeyggGQBP+hAUhZFFleClqKf5CsChlSNm6s1LEiFtafwwFRxCeNJJKOBIjrT9GAU8WVYaXojZL1t//A3qb6EOb1jt9AAAAAElFTkSuQmCC" } }, "cell_type": "markdown", "metadata": {}, "source": [ "#### The conditional expression is true only if **both** `gender == 'Female'` and `age >= 65` are true.\n", "![Screenshot 2023-02-07 at 11.14.33 PM.png](attachment:a45881d8-da4e-4a4f-ac44-1dd2ab2c5022.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Boolean Operator `or`" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "semester_average = 83" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "final_exam = 95" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "if (semester_average >= 90) or (final_exam >= 90):\n", " print('Student gets an A')" ] }, { "attachments": { "defdc5b1-dcf3-4a53-ab9e-5009e527c070.png": { "image/png": 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AAfmWgcbLyoBLEhXUAjAg3zLQeFkZcEmigloABuRbBhovKwMuSVRQC8CAfMtA42VlwCWJCmoBGJBvGWi8rAy4JFFBLQAD8i0DjZeVAZckKqgFYEC+ZaDxsjLgkkQFtQAMyLcMNF5WBlwM5e9EGcGHlR62ZdtKodLWJAo165xscHhrDIXEOIOsTOU7s5ktrUzt7yyQfUWdxl86/1xoZM8VSSpBZvGgB7zpYkw6/8QWZksr0/yTk39qKCbe+9YNXGzk5nmAy3ZUwwJy20hqW7fty2/2hlHoDc6A752F5b5Bp/xk0sc38dhS+d4mbFv1S2r/MJQSgZbGH8wRzDNnHH1kE+D9JEtaj2u+KZ1/af75geRf/fAKVig8FrAlkWcLzxs78m7nMlEhetjUks6oWN06Sxnzkk/H6P2Bu0tAW/jIJu7vp2M8MwUV42MIJK4S9w9GwG3u0DVciQWNUypfjaNW8ZYC4KxpDVJaJXYL90jtr+ZK44+jIevgkHFHOv94VukcErPglOYfDQ61io8UAN+P/FMBB4ovZeg8ZnYqFw4GWCMbwbSiME5M13nQS4bhJjmUaYYqXMh4POgrCvTalvnGqzffa2aoIIMe9qCfxwBaqgAAQdyufB034DKgZTI3ItegNT6n8tXBk4adILbpMvCl1P7VMP4mDTte4vjYK19M4z+d/5rH0vxXrfP/pOITZP1LrEm2QglS1yYGC4TSGtm9umpJqSCfDbISGFnkNInbfS7PD9zaGjkqFWjSPizSL6AsR/pryQsiD0b+mJxvfSoKvFRjyEstH3xO5fNFhtlfzCIvIqb2R3RomCCOqk/8SdzaAsKVNP7ZBGIHnNL5z6bw5kjz3w7P/z6NWDLhtBLDcJXkXy7xYhG7Tg8hiauClDTt+hYwuTtkmwKLHeeFqALJivEMO35cz7q3lCEIndCiLy8CsleonStQSJ5h5jrDlF8qnw0E6+e3Pxs2tT8MlMZfOv/S/CO5Is2/33H9ESu69cytP+F6Jii3diEro+qJXE8r4Alxhjvx3Z8R4xZWqdxCaIsf33EmhPHK6A7twWeW6RZgXjDxn+9YdUzam9Fytc5FKl+MUJn92byp/dkIHHtp/KXzz+UmDok0/3B6kCPNv2yGTVt/zGBiszicgOaFSbkIgLreiTq+nITskH6SmTVBy92mNPPdEG5ssVWm66jbERbmugXLzypdV4pEgvFlrnzXipIXTdQURurjYOfno64vPy41JswrlQ+7VWZ/mEqP1P5souoXf+YfDuo0/tP5jzhI81+1zv88U239EdCvjdyi6xTjeQXjFVEPbvNbq0rGZ2PGgW93QrL2VqCF//yCKVNDGAorSfiKY3rpD1pOIdLEfQEICwZ4JCaf8co5lQ87sDPFfrKK8s48jBXan2lwsN3FjAyLkVP7a4Tu6Phz/oPn0vhP579MzTT/Vev8Lz7idckdlkm5Kqui3SWi7j4nKi2ySCox6px95NDHqbq+cYoGC74LFQIW4gSBqXymhtdGEMsLLtwm/5VOeDPIvN2VGCA5mGVFAZYH5gOMvpDEzHaw/AZv0PDB/0cHFRTQ8tcuojNH7Ukbtrn+FdSkzUz69RkvUsem31DFhkPpthvOoJLyquzPpoLl/tvsv0n+r6BmnR+jR0/9EB/NakIv3NuP7vygJqII9pD/HFEc+mwcDi7+cxeIAPnYvPjbQLu0eYfO7DiVzjh4ARUKhx/RZ+90o+FPHUGvfVWYiH8WamI98J3k/7fMvwpq2uVRegx+qxE1oefvvZTunLOTmkiuArfR/G8wn87tM4Yuhu8KMvVo6kOX029fr1M9888mxT8CsNrl33JqBt8+etqHuLBvQuPuuZRuh2+3afzX+4TOOm4mnXTcO7Qn4ofnXPmidnTf6K702Id1N2v+S46Qec18kDk4ZzikrFB2w4dWv4jywipJhmkl53AvMPALoi6SHNtMxyTWg2k4fxdoI7qpAkLCVMJKuWs/bREYJ27mCzP7SAuziWQfuHrIV4PwmHhgqjUKHE6nral//fl0Xu8xdOHBC7EgOP2dteVFrDzyxcAYm9hZbP3fZX+9IKsq/nQb256rM736R5y09eOv4dt0yyXP0oHycRqMS/y/jvY45Dm6tfk6GnBHEX1QrrLlLD7ROA/HJbD4s3rH/8btv+Xz31KGzH+XV7bd/P+Kjjz+Rbri5Fm0O1+P8vEDt/+21p9DX/KS5Uoxup62bvyvoLMvfIj6tVona5HwhpgazWbRJZctoQZ/+hn99bOaibxQlXy+KNG8b6sdYhwYjk2nEAA+MrqICl4QnHzQifubOJGki4WgEHy8luihyUomGScu7oiLZF2QmcINxNHLtT/uNnU0aHZ4va4GLR6MRvIwlPv6TsLHD2l7y1/Rjq64qp1qwkPSm0EeII5toH+DT6jnIWvpg+ldaX6zqdSr5RrIUfuLAyvRn4cmFvtvs78otbH4y9Dil8+jEyZxDOE/ComXbRV/ddZQg7WtaeyEY+m+SbtTpu2LdPcvJtPuhXg+0uQTOqReR/pgJQcKj4IHhEIg1L9v8b9J9mcdt2T+F9CiSX3p+EkuwmX+q60CowGxMf9vqvyv6bAO/6EGHx9D9y1eQBccPZd4v6Ja559tan+19bbRn317PuakKOCcui3jfy3tXK8evTu1Fz0w9lCaSfPo2ssfp17NvkH4LKKDWq2h6LNGmz//ZOQ8j8GGVVFQ6naSL1vQRZNRLlgV1Djm+JSOOAkX7cqoqGAx9TjjBep/TBk1kN470aezO9PD4zrQ+C9qUEGbsfTkZVOpMe1EH794Ef3i+ebU8LB/0T/On0UNyvekUXfz1cEG6nHxcLr+4HX0+fQe9ELd1902S0TlC4+iP93fk57/sibVOvxpGtP3Laq59Cf05GcL6YyfYCtmdQe67paeNKv5+zTojLH0Py1XuoWkBU2beDz9Y1xbKuU7AtzdnXXiy3Ru+1IZJ61pTWOePpGGvdGEytFjl7az6OLuk+jElitQK6DVczvRX0Z3ppIvauGrm96n3//xMepYoyZ99uIldP4LzcUANXb7gC7u8RL1OYS389ga3K89PTK+Ez0+pz5larxPv7v1UfRrTlNfbEUNO0ynA+tyuDak/7zai4Y9fQB9hKpY3NlVPu7zeRFd8Ksi2HwN9bhwGvVi+6OXXIBk25+vZiCa2/kQn+DEPPm6Sb+M4lva9/BJNOj0KU4+b3HAhiVd6D7Wv3A+XXfzP6hnfdAv6EoD7iyiOXXeo99f/zgdU6cWfTLhQrr4hd2o0Oy/uAPdM20dnSxX85Bc0YImjzqLhswErxof0O+h8zHQedrEH9Pux86iPQp4K+cyuq10FfX4KceK80G0E33mYqXkS94QwRZ22zfpou7/hh/gRwTlqrIiGvFUFxoH/xOtoaOOnUwXdJ9OB9VRO777ak8a9gzsWJ6hWkc8Tc/3fRtXhXvQqDsupr9+UUAVhYupZ89J1Pf4t+M7D/heFr+X96Sl9DX1uOgvdAMuWj6fXURv1p1FJ0E2vyqwcl5HyD6WSj7H1SsbFlgf/18W0c9+Cx85+1PpnjQfRHuAShdw8aqzP/e1g+0FmPlxiSPH/+pS8FlP+7Z7hQadNoUOqKcvI5UvOoSenAC/vc5++4Suuekf1Kt+BZUv6E6Xm9+ue4KOqVuT5mO+XfT8rvDbaLXLIvhtuvkNgsvZb2fCb01pQ8336A+3jkKsNqNX4bc94bfdC3ehsSP70e0fraLumOMDZI7z4OC3d3iOt4dt4Dfsgzdu8zbmj/MbbLcK82fk6C409oua0O8rOqrLFLqgW/7453n9/PlvwW970uN3XEj3fIHZVLiEuvd6mfpiW2532EpsumZf+A26v2J++zNyxlr6YnYnmlX3LTrZ/AbZI0YfK/lH41/M7E7N6N4//D+6FzxrtRtNFxyl9md38CHzz9sfAAt2hcz3nhNlvtcAjuf7yrKj6dEJOt+p5hz6X8R+B57vsOFesOFuLvZvn4M8Igc6Ov/XaPGey1mrIBgXIJhHnLP+yTmL4FvMyV71kAO/7EYD7tI5+Qf2bb2amJOcS3elDchNf/gjz7cf09hnf0I7HzOROjRbB0k70edvn0I3P3QwlWY+gG91TvK4xLcY19iRl2F7NYPcgBj76WTkBs4wEW3g3DAedp61C21AfO+yH+Zkj5cxJzFOUKyaB/tiTo6Hb6NoNeYk+/Y1yS0Z5DZexIY9fSDyLrY5D39KYq8WZsZjd1xE98K3VMH5aDr9vPsrdAzGqvHfgN6dfhw99MKh9NrqtZiT8C3m5BfvFNGsOm/SSa14ThYirjAnn+4ic5J9ZvNPc2ML+uutg1wuZK670lsLa2AR5VHrnzhzE+efdGI/O/8zD8Fx6Q8JBHkEKSit+lZ0RjdeXV0h3LgZgxDehV/SJdf8jW7oWEb1XbeI1tHuB4+nGy57iY7EhXj5nI50zzs7g34d7XX8S3RGowXUuxuuBBGAq9/vQE8hQVUggHiAEX1LP24/hn6JbUy+hucP2xY2f52uGfA89WzAmrsRNn6b+vACyjS111LTPafQ364aJZNIKcCvYCF1OGEU3d77EyqM1tNRJz5Ll9kCyv3qltL/nPsynYDcXFFjPv3ivOeopyyg3BhR/Zav0FU95lEt0R8OkcXLycdQCnd7ne7qP4rOPmQR1QCNtlSg31S67JLH6LLdv+ULcz2ihXRM16l+ASNaSQd2fJYGdV4uto3117taRkpX6B/bnzGOodmfuWfwwgyP0R1sJaYTe4I8A5u2OfEBGtn3lUA+xt/sbTrngkfo123XU0XF7nTf/x2KUeHyocVkurzTEtqv81Q6ujZYfX0QPTa5BWGNEr58pibT6LJTbDsM8gsXUqdzH6SbD18t+YG1yNAi6nAcL6Dc7Rtq0OBTuvTqe+l6W0CBzhR8Q7sfMoGu6zeBjsbcirCYX3Tev3DnvUo1hTINWk2mq3qV0U6QX6PNZLr+NNixNqdG1pLt+AJdeNhapRccTqiJ/rjAO6vfA3T9CcECys3wfa/THqI//c8X8B2o5fn2Btr14H/LAspW48uPBntPoWt6v0vNQKMmrtz+ha0+pv2xnjBF+cf708u4C7X11Q+OZfPBg+OC70gB5/f/t9S210M08nwkN15AXfyx384+91H6dZv1FJXvQX//v3a0GoNjvw3otFj9VrecMmsOokcnNccFIsYEMTLyZqHfILrGl1R0Hvx2xCoMg3Xmf4jV49/UC46K9dSw4Wd06TX3Yo5/hDkrXDBgnuMT6Hqe4zXg/xqfOb+5C1hIbdhyMv26Rxnx0lG43xT1m1xAsubstzH083bYYRH7K1+Vzx2WUB/22/Gz5c6eaUT/uh+J3+7q9aU8g9ZeFfTjQyY5v7Ge8FvLSXTtGbOpKQjE1G7YLFkOQaLN258vULgv/+Mjd/7V/PFM+hPPd37+7ecfZLWaTv0ufZwuwXznQ+ffAuoIG/6Yx02I/bobpM2fgK+x+2S675rH6GQsDux/PqKCBdSh6yi6rfd8KoBv73umHa2Cbwt3nUxXFC2mtjwn2YarD6RHX2lOwtXN/4i+gG3GugWU43897DKa7vrZe9TYJyL2rc3bb6hhg6+p7ckP0IjzJ9FB4Gv6FzZ7h87uixjbFxLg24v7PkcntlrBI8Qfzwvkxp5lcgdf2HYq3XD6NDrA+Vbm5DHP0YWHfh3kP+3JOhLy0b7HjqY7z59AHVvwHaLGP8fEAe2fpT/0f5XaYjdHLILvHtgNvmUbafyXw7ev0DWnw7fgJDRef2Hu7B/P/0P3/loIo4o9afJbfJuHg53Nhfe/oxcLSIvyDtc/6eFO6i5XYWaYf44nwEQrGlF3Doj4gQUfTMK5HWWN1m9TTzZEtDNNffhaOv5Xv6Nud3WjT0Ab1X+bTjkMClA9mvjikTSf+xeUUt+rHqI+u+JKqaI1PfzUAbQUaE5QzFbk813No1dQt19dS795Dcmb5dedQ0Wt+erKHXjBZ1XpKXTJ1UPouGtOpiVHvUl787OpNYfTHwffTMf9ajBd+uIe8vJPoyNmUtday6kdrlL5KF/QjfpdfSNd8ijGxCsD/28xnw7C1TzuZeiTF/tRt6uvoDveaoHg5tnCI0N4RbJkCw8qWE+Hd5pKh3DgVOxKY++5FjJvoT73dqLPeBYVfEo/7V5KNYU9+rO91hxII++4kbrdcQrN/pp5fUP7tlyIRRpt+PP6iwSu4fDyeRhOPjcxP0ciPQXmNAg898NZJgRXCj+nUzt8hqt8XMXNPpt6/wo2u7ofjVqwEz5NtJS6dpqLBaqAlrx1NI1dwCnvGzqwxz/o9uPn43lsLfoPrkhLVmNBMP8z+wLcibzVB/a/mXrf05E+Q6bOYBIc/ZPPcf3Lh5P/9QF0zx2/peOuupZuXllKPVqwDzlWroG9htAJd3anTzD2TIPZdAomXab5J3Qw/IB7BPXDNZfDD80xMaANJtQ+rT8lbMbgwA7GnWzLPjR5Ecbs9VftWT73Kdz3DTqbJz/G+/m0n9MZrPvgn9HYxTxKPL/sMk0uovgihFlksEzMfhaxd/XldE9ZQyAqqHCPuXQYL46mPxNm27/gS7r4tFnYbYF8TNYnnjkESxHGLMNBB6bntqyjgn0KdF7/F3xBp7SHD8Bk1eyz6IxBv1e/fYmxFyyhrsfMhZUKaNmbR9ELwGWgz8E9/ql+o9o0G3ds474Cf4wD7nXy4be3nd8Qqxr/K+ioQz+XhKhWQJc1+9M9t99Ix/36arpp5YfityhqrH67cgh1uxtzXHZ33qHTfoKFsNl8+I0T0U5u/gyi297GAs66IdW33O9Tb5tRd5nf8PJQJfrXaP06/Ib5msHOz7QLJGaP/e2FNHaR+m2v46dSV1x0qUVh36gh/DaQul89UP2GloI959KhvHnBnvX6cz0+KiRJgo/3PzuXD1f6+beeDus4nQ6W+b4bjf0b5vuViH2Z76DNzKfe3TGP0FPHBEvChiMRo8f96hr67Zt1gNcWYY8Frl3HN2kPdvzX7ei2m26mY391I/VHzipH5ErOKiygpW8fCd/qnDyg+/10G89J+hH95yXcZa9i3+Lg/MRDwL+KRUfSHcgxxw3+Ob2AecEXhw32f4+OxBWol7+G5ySPC/n1zVWIMeQGBMhK5IY+yGGaG1gmYqxTKdVqpnMyimqrb68aSHfMRm6ETGRTatl6PjVi+RV70eN3DZY5+cqiH+mchXoSU87+0qXwCzq96weyG/jtwiL6DXQ//tfX0g3Td9M522Ianc+5gInF/jonu/56kPMtUtre86gd/K8HCIWx6ujtDxu36TWButdHoGL+z5/YlZ6SxyvWD1O1kvjz/mfGtv7F3VipmMThnTe4pkNgSHTwVUwQ1orrjkEms8ElNU7Xy6lj39tp4tDf0oRfT6C9mGOEO89dV4Mc90KftqdbJ+6JSVVB9ep+hcSAyYZti6dXghkHshiBpQJecjA9hO2lb7H4Tp98EH0pbd+AF295MA2O6Mf0wjOHYguPK8vo0Ja4owOTqN7rdP0tN9O/7/4d3XPCp3KXkamxnPZq2pBemrovrurggBbjEdzFNKjlLvTIsFOo5FsgF7SlMZw0Yfi9uo6kCbe8QAcuOo4GPrg/rXdjk2Dw8pfTYa1YJt91HEn//EDf+lrywZE0Zt6PBF+z2WLaG/SsfxTVoE+nHUtPYEtywxe707uW3JgyW3/pLdJkcqttOEFl29+MxvZnWM8COr48RzPNP6WDcCcjV+iHjKKn7r6R/n3nSDobFz+sTi2Mcy/uXr4r3fdIF1wAAa79FdWHDysWdKY/T94ZiMD/qFHUjKZM2B/2x0SfcwhNXsIRja2bFouEl5gpqomt+ePoCWyHR1E57b0vFkBpWE7H9L0DPrqRXrxqgtiI71T3bLGaaOH+zg/raE/44cUhY+mgBcfTFQ+0pW8x0ee9dRjNXsMzcj6dc/XvafQZn9H88efS4Ddqi31YR9M/g2drLSGTF7aofC96rmQfWsbyV+9N/3x1L0x/6FRjGe3dFH1YZz4WHU3DJ2Frs3wXemNeg6T9c+Lf2b9wEZ3Z7xE6B/aMMg1o6iNnycsL7FexP8sHqVCrYVQWy2dsZf5vMZ8OacDtSIQHj6LRQ+G3u+A3vgAFuhbbmjnhovPvjxTBb/B/ndXUADLKFxTRXyY3yiMffhvv/PbBIfTqkhqSrDhWhRdGhEtjLFzH0SjEKr+Bv08rvnDhscJv58NvQwfLHN+7EIPABdeemJfRwjb0fBnuUzOYpyfo/DkYfhv4IPwGfnNnHUbvsN+w03D2VbHfbobfRH+zv8gvl7zCUZeJ9qYxY/fBljvkf7U33T+N/YajEH5rbnd30BuLx58nNaFvy3emWXPd3cYm2Z9lgB//ySEOAiSeCfy/jNrxfGfbfnwU3f9+PWlb+sFRNOZjfpM4oprNF+HSDoyEF2w4FbHPNmRehhb2TID8gZzF1UydWT5njez6qdxhE+Jyr+bYTajYje57uLP4NlMbvsU0Y9/++ZWdIV8EiQI68wuxrY1FFzt7HOPP4CJG4o/zXxOOdhbGvj2WHsc2LA9ULlqRGyzGnrr7Jpcb8GIOKGq1WEJ7SW7EXICv9+oG3w55Qefkg22QLQtp3puHwrfQpABvxV79Oxr908/o0/Hn0c2vIycCHerPdcKFMucj3m6eM/UomrYKSkX1aNq4o+gDuVDVXMDTQnbY8DhvOHxbXtGIZn1svkV30x8j5X/ssXj+426382i6vdt8uXlY+c7p9GtsfSd201yfSucfi+DxysH8s45APtuyQPaVHbFzjXTSRZi1wQRAgwstpYQEZc3s0c4HNGfl5cgU0srVHGBsxrUIipVYPJk789tAjZuvwD0JV6G8ChL+2l97SfCJJ3Llq4YsrDL5kMX/K+rQyjU16aNJZ9JFI0+jUdN4MV1FB3UYRzdc9QBduge2xTY0ocf/fCld/2xXemEeFlNs953YfRSN+PVkasP7fTyGLP3zymcNeDh8cClDkDASlMwmNHBwyJ/QVaE/x3cl+gtehLAgZ38W6eU7/VkeD0QGwyUIAvkb1tSlFWL/Ctq5+RLa2V3hca+CektpTzwnyef/vPpD+ObKZ/ooQqx8hbup8iY06i+X0nXPdqNxc/EIoHYp9ezxGI28Zgq1hYrlXxxOA2+7mO55sQO9+zXuG1tOp/P6/pX+ftICTBY+Nk1+jv3FPtLbjd/F38bsj+fsl/Z/iC5rhQsA3kF55Gc0eJZ7sMGTTP6H9tcxhvavKv5x812p/zesqUcr2JcQ0rD5cmrEIeDsX1h/Ke2FLd1c+TygpP/V/sDj4DjhusKoVSFf468m/IaLxvLmMn+ue6a7nz+9ejxKI6/C/MHWnPoNzzontKf/IOHyFmjf8/9K9530JS50Ofltvny2YZx/3KA30f+h/fPrn+1/8McQWSKf+cg//0DhhwJa+R/63/UP5l9e+RW1kbN49wcXUC2WUSPclZr8wvpYYHnrlfOCjIVLN//BbHPlM4vc/MucsYewCrmhohk9/pd+dN0zPCexiNUto17d4VvMSfbthi+O9HPyP19lqH6raZiT99LfT/4cH1niYWfpjwHa/GM7VhX/VcUf+zBHf8iKMnj+ftLjdOfp71ED3Kx9+nZvuuaB/eVCzPJv6P8q5bO7wFP+BJYTI3Ewng9txyM9hxAFtcnOEjicZEHC2x9S50ZcNazGBOJrnELZovsl/faN+uxr0ILYLYxsxpptptKlB/OLIvXp84VEP266hurjmcqF+7WmOz6sBXILAjxfqTOPTm23Pw2dtROd0GumXN1FvF1T1ogq6vE4nSKY4DyWCJtaK/CZPGr2LbZM29Efb8PdJde9fKZbSJfe8DgdVNaVikdfQPeMe5P+fNPTdGDmC+p0yDK6t/xDeqj/PHr76ZPo7uJO9CA+2/QIPttUuOsHdFzzY2jOItaJWZr8+vTxlz+iTFPcVe/9Gv287X50+wd18FLMDPqfvXmfH58nnbsnzcPFA4+QrSajhV0kt3JywvjclzM5/aEXthdYJ6HhE7rJBzcC+4MIvHCw/qCxBMQolcIAINN/TR1axVd4BVio3u1DF993AC1hPUSIkgp94cd08SnvUEOMYfWiprjZXEgN6r1F/U48jCY+vhe2xtX/Kn8VHdxhDu33TFtaeuhUOhG255GugM4fQ2cZCA9IDtYf20Vf1QEPvAqOrf9XH7yE/t+sesKKh6odQLfrFHp4wFz44UT60/COdD/88Bj7ofkH1KXF0bThsAfprpZ746WGrnT5mA509sARdGlLXKAdUkr74EpzvuOk8gvpkwWNcSf0KdUqmE8n9/yYJjzRkpbVm0s/a/8JXzlSxao96M0FhbhDlkFgPLA/m11MnN/+Pv6RTK67fBT15Df/KvBSx9/60h0f1FPvhPZnf8qAnM0xRk0ODKjmGv+ohP5fU5tWAVUAXivfwQXgP+A30w+l9OWB4u7u4lPfxPZY0m+Xwm8vsd8C+VFmNR3caQ61Hr0/LTtsKvVsugG6Ilbn7U3ziJ9hOf2ZvwrQOQ5bFWZ2pikP6RwPmkGFMez2is6fZ06ku+G3B47FZwP587otPqDOzY6minYP0h0t96G/PN2NLn/+GDrz8pH4GMLXtMfB6rdPEvYvpPlfqt9qFn5Cp/ScCz1a0dIG8+hnHXg7E/JWw29fFmKXAbD8yYjMynniT2aVLDBsMrM/zz+ux/kv//yLIsx3bFFGuPuV+d5mX53v+79GJ++NeMeoeL5z7PtwVkjGp1kTY3AhEFXsRMtWF1JFkw1UIDnrVDwy4dzANDb/0RXvavySfQv8qsV4O4bnZN036dJeh4pvy0Gr85/tUIHn0LOp526Nkf8+op93+Bw4HKt3l5dr9sR4dOGN9aev6tJKXGvtjtywajZi7L4D8XgtkI/uGefbt+DbO4s70j8xJ/lzn4XNODfCt4c9QHfCtyPwOcwrnu9AZ14xAheVuGs9pAxzcjf6GLFj8S/ykVs+WQ+ZNddSmw4zqMOsrjQNLxJ16DmD2iJvZpAf3v0ID22as2M2kv9Ee9ZdD36BrcNZD9PvOnwhu52fTT+bBiF2dM8wtD9swI5SEfA/rz+ohPOPAwMHeknJY5EBaU3IFcftyGuKR8UFs6BdXyUJ+jAx6PgN1oVTOtH4rrgyqbdStnpe6svm4meLaI92x3OrX9C9ixbSRae/IVtC5VjErnrgR3TltU9Qh7pLqefpr9Fzd+LzdG41kW9D4rvA84vppL6QiYGz/IoFh9G/PsJie5iOVORLG1ozjemp8YfjBZJXaWcE2PVD3qAbRD63wTiLu9Ilt+6Hjitw9zmK/noM0GhS1+5Ms0vhMDYQXlo46fxh+HO6Ms1Xu9OshXhT0I3DSQd9XXpxQgc656DxtFfhAup16R3UiwMaA2bLZL5qS4+/gjfnaK7yZv6MB0+WJZ+lBRA/jGZh6C900HfnWfSXG5+lA3AtwCj+i2q8TTfcgb+K/eie351Ho1YIFo3Q0fG1RV70Az9pW3UQPTBzCt129BJqeBC2c4cCzeKEL7aZX7wUbxs3prY9x1O3BphR4P/wiP+hlT+9j647BLsFR02gX7z6M7oHn69ywwODVXRAx1F0b0cnQxy1O4199cfQ+SPVk+XzIZ3wqjtiZcIJeDGkwQrqdP7t9DLs7DQAgLdpb7+Q7uVRZfmfaTKcNLHYsW35xYLrr5tM18nkZPk1kMD2onkg1Mnq7Iz29W8dQ0/h+cu52ALdvf39NLq9jkf1x2SdeDjNgsonyBjZ/jpm2VUCqDXmq4eVHBA127xFJ/ACyvbHM9Fel91OPcX/HP816dMJ/Bb3rmg3Lo4hmPCFEWN9XMmAAv+DJrPiYHpgxqt0e3v4Ddu5T93tBsEFnhUy/wueb4SXj17Ccx/mvS/8dgqtOONv9BtcsDY6cjxd/CpsirdnNa7YLvxCzyj6O+aAyAerCC+VlUzlWC31Y8X1mRBE0G3hlCL4DTsC9VfgkQ22czEvZf6J/THH78AcZwvVw7ztOxzz1uY/JHwFvy3Gsgf9+GWfG67GH+vGw8XCs3IeX2jyfFCBZv9v3j6GRsNvZ8FvP27/gPiNx6sHLqgnHkFvYJBdWQu2P8vHf77IZ8uqObmHE8YdebyCWkHnXPEXXHzxW6GiJsi+wiOGW2li39r0n2f704BJ2C4FrdqNudShl0ow3w/kR1V4gaffHfA1+Jn8r/anx6fshu3NMi+f5eWXz/5vSE8jZ52DTy3sjLfBr/8d/oyex7SoG136v+2poOcE6sbvamBOPsJz8oz78DbyCmrU/kW6aOoFeGzAqVsyDgo8KsPLXNdfAxszTvj9iD6Z8RPYaiWd4uyCJsk/MjrkhgdnIDd0wGcoD34MuYEtojbJ8COolxBjb4I15uTJfYvxJ81AgD/m5KyFsD3gBiz32lcwJ13+x87SsrI94FvUmaUY2tm/vBU9MmkPat91PrbAp9D/Dpni2/liZFUZfF9Wi1p1dL5x3Vmyjo4ByEdFZpHPf7goLvyMTjqC74BZf7y02P5BGt2B/QRaVhh2veSPRYj0TZh/TI/DFVoJziwfUoDRUXEUuop2EbSdUHKH8ODnTYIq35tuvw3bNNNb0WqMkpnKMsJKIvBWrKmg5p1eot78ynWFvnCxaOW+9OD03eXZhr4JusKNlIcB+Wta0jRsqbLx5ZXmeZ3p9ofbY6GNR+Dl8yiwAJfP6Ua/HHmqbDd4+TIzYVhcba2oaEpPPd2TXsXVJN/BsT78EY/HHj6X/sSvnn9+GA3/1xF4Kcjpj1f4P3+3G902shvNcPSirxsCyy//rCNd9dfTaWwp79NzgLDutfDqf3e6dURvPFPih/M8YSDSjZ0pTD63qTQDnP6oiu4gZV34f6X2F37MheWjYI4g5is+verUMb322EXYIj2G3l2DVdnpo9Q1ZBuV8GLP5cd/hhDGCz0TT6CnVzWkiRPcy2C40+n909mE62B/ZHBl/t7slsTvdMrt9JpW9Pwjp9I/eFKbfHeFAArVH88lb8Mr7vdMbU38KJwPr395bcQKxvbFofBDO/ocDep/fAMQ/HDrvSfAD4X00Ss96G/yUoOLP7zUNXX8WXTdU3jenh1/zADPef828nwaAZn8cr7Zf8Ni9v3P6Nf8/JMHIv75rvZn7vzn7O/iz+vPcsReYiKpef0FyJZfi2Y+fjFd93/wm7yIJl3kxHePq7D9TQ3fpcuPxdvn7LeX+B2DBjSx5Chc/WMMNT6lPqe/Q/xhLL7z4iPCjtF/3m4Z258/5vXIaXTfp/yMLFu+iz+8MHLbnfDbdLUh8/HzD49KVnwFBPvt/w6jzzF/VH9so73bnf54zwn0enkhffiy+g33vRp/UQt69cWz6dqn+E4ZR7b94de/wm/3yqOX2F48Z0fBb1e9vIs+GxV+bDz8Zfs/j/3N//6OjGXzkdf+Tn8Mmeffhs95vp9GY+ciN1n+w0s+n73dlf444qf0BC5W2NdV+T+WD35zutMv7lF+2fIr8Ihl1c6z6Yrj8YwUuejjf2NOrsR7HeOPlHcWMpmP6Uy8odqMJWLsEncY5Oq5B2K7nC9agCmAr6eeTv87dlf61vsf9IBZHz54F2/G48gNzxyDfrwgiyFc/qmBGMMz6y8Po+Ln2ukLk9ILufGdE+g2+HZGeQ366OXumJN4+c/sD9+9+hJ8O3pv+JZvtSAyIb8mvf/C2fQbyUfcioPF4vnv1BfPoqtHHkGloNf5j4Gyim68QotTbH80uBswzb9MXvn8E+0S+juO0pAb/yI8S7b2EE/ySMxkGJNtigPN/NgpMhzWBMex+KFnUYSr3IQ/rkszw0AJJSOkokgl19aYBiSoSNKXTuiMraQeFw2nGw7+Gm+YdaVLb+2EqwUdBffjN5G3rXweg2iMGGMD8d/3S/4r8qPcGerCP6DOxmUbQyd3zcVVqfMp1/6s/cb1r4XPG47B5zBrus98/RVbasw45s3MmZEit7Z8p5DKBPOtF3+iPtjrW73bwv/+R9OvxFyCeZLxv23l8+cwn4PfdmK/8YL4Oe7qvdNUNp+3pf5e3HeIv++z/7eZ/oX4XDY+J9qxEC8NvXQZnT8Gl03p/JMc8V3zz8uSU8GKF2pmFhzen8Ax7C4HlEJpVbxbQ7GAOQ5YybgDZy/GyETkknFo4eSglzoogNTtTWWvNyaMdPSWAaWz4wCGjjNzc1cjgFL5bFjYrir7K8k2tb/zNHuQPZb6X23uorfK+NcQBuUOiX/cEYhonPgqn4edzj8YwTtDHMnbyd/L/CN5N82/22L9kcCQCSOQP4UohoNFFN4Qh6DghC23f6CQbMkNurAJkU/oroOEH8PKXhRCP/3H/NAkzHlRZJgPAHKrz1QIXybiP0xwfslB5YNmO8iX0Xyv5bMGW27/TdVf3ct+sgWdZUpvNG17+boYpfI3z/48n9hHOPGczDP/xIPf6/jn5S+NP8mp7GkxhWZfBr3/YaPU/xztfMTrj9Tyxr8Q4sRWDA5fVcBv53KV55eWvGDy+spbhC9m9bZZyGHLz6eYTl+75jfMhIMxYg5gqI5TpDWZPGXOvNweOhD88g0vrHo3y5R2hL1S+Wb/ScOOF+d1GTgRhoKNzMiopfbf8fH3cvEJ7AmZS+aaMJK5LY3/dP5rJk3zX3XI/y8P7SpzNrKXClCT3CrJVSoyZ/nyDX7DdHZ5l5t4kttZOwlCFjS+ceXJLhTIzrxo8vQXeoF5UdXFT1ZOMNMFlGXIbae7KuIeKklk4CqAXzVnThxIcheKimJYmsOl8iuxPxuI7ZXav3rGn0Qwn9L450mOI53/af7TSEBAVMf8L4NzwQpY7+bZZzFObxplVUSD+DNu1ISsKtpZv7WIrxbV+bbdy3eMeujyai/n8GvXLJjvhOQZDD+YYVIpmNb15FWW8bLIYtkUmFHBeISFMkvls4HYqa4U4wlKLJban+OKY6U6xR/8w+5yfzy+NP7T+S8zOM1/Oi+qXf7XnGpnfZTENc27hhcMblc54wiOly2GuOQPekvN7wdq0MeLHOgcP16ROSnIAZx00Zrnx1Xj7ZqkMJyVYVsq34yp1pGzM5SH2a6p/dP4S+efpg5MjDT/aA5ng7h0IbYJYTVW3J6vTVp/4Pk/33aurZNsQ4HDj7g4DJqw2RIvvXIjme921hyx6aVu4uiCa26zkrmEcMyVh5LKr9w+saU2BqX21wizaRCWlds3jb90/qX5p/L5sbGsE7d///KP3WNaptA1MtaIFyb+lK0/+M5S9nk507hDV2KH4EgKFldPAyDoYuhE6QeRM4qYTGhiQtcQIFL5ee0vFzxwgDg8NmcCiq0YQwkCVKQlpzlApPbPa//AQtkmlbpdkOpcqpxaWnKaA0Rq/y2yPzshtmIMZTtLWnKaA0Rq/x+M/W3OyrYG31RKECEWstc/1Pk9Hn8IYbgaZiNCBhxb7lABVssulTBmm/20M6ZPiEO3+I7VBMVcZFYYmstgPA7tiv9++aLoD1j/ah9/GKCbhnBVGv+VhWo6/yU8NG/BSGn+40gJcv72XH/YC4mA5HowliCI40VUkHyyp5vogGpAy2xjnPHjqzM+rK61+GwPToFRSvdCQUyhkDTyyeQzyzwJByRCavJS+bCZGSPbqGzOuE3sBuvFmIBeGvmU2l/ttBXjDwzVsmzv1P5p/AXzzkAJOo0SAYFP89+OzP+IUjjCfGFu8jgLYqw//nOinsgBfDvLdBX23hFzs46OJokKagHoSLe8MF5WBpySqKAWgAH5loHGy8qASxIV1AIwIN8y0HhZGXAxVM52rjUEtFsMGi8rA0ZJVFALwIB8y0DjZWXAJYkKagEYkG8ZaLysDLgkUUEtAJnctoaCb9gMuGwENF5WBuRJVFALwIB8y0DjZWXAJYkKagEYkG8ZaLysDLgkUUEtAAPyLQONl5UBlyQqqAVgQL5loPGyMuCSRAW1AAzItww0XlYGXJKooBaAAfmWgcbLyoBLEhXUAjAg3yxwc9Y/fyfKcvmwUmBeNG3htJIb5Mi+ogaBdc6mFbw1orMHPeBRMcaRGS8r8aNQrxefTa2wyBfir06fR+VnomSg1tnT+qECWEdlxd2R0FpR/3H6AznBQDZDvuOJHkkxqFUp3xq/q/6VyGf2JiI5MIe3xoDOd4i7BlTaarysNPFoTaJQs86Zcloxs5j6tMIPZvPFWO1z6LEl8nXj2tvofIe4a1RWTEXo07B/CTyGw4RYuUnyPZECIs8LjYXlkx90lR4m10rfXpX+nsgBekHqsX4oHvAjiTFumCbXyoBJEoWadU42OLw1goEHPeBRMeaHIH8xzXC5hOOUc8lib9+q9MdvthR3Q/5BLimxXJLa3wfRf0v8sR6mi5U+PuL57xbRGJG4gfYzClt8HrY5mOQqzUAFZB7WHcWA3oMG5JdvrczV5JfPHE7nXfkcUb8xtBTIr588l5pYXkCHyuWzqq7VMzZg0+WzDZWL9WWMw1UpP6D3oAHfTb6maPDC/8r1N1kYrAcN+G7yc/Qvn0l3n389PUW/pHHLNlDF2sfonCbBO2wm1g8kkM+v1LvDk0Er87+X5fsqsfRCh7h3DG/N+NsS+TySWENw8IoZELeG889apX+gmIJxqx8TUAGZh3e0/tVVfvnMP9PPBnEueY6WuVyCX9PVgArdBFwy/tj26inzgvRK7R9YL47F6ur/eCLmn3+xMtn+5xAxz+sXBCUQeYMDHXChhsNNXyniYGO8NStrR8ddcMTitJ57DimCNAI2xknlb6DlH82hT/FzSj1O7YDfKbVjU+QzM5NjpfUP61XJd6ORQmHlsCnyTVa+8rvJl99idB+OU05unE5UyD2f9KSHtoL+y8vo/flrqWHPk+i4RvxboBs7Agr4iEcvGACmSfWIPzcaKRRWzar2P9MEVtUuiXOgf0gJEU5iNZl/bjRSKKxqVK1/qF1CbV8JKQJLQYSTuA30L5dc8kmGc0nHIJdsinwelY5MU8r3UX9vfAA7wv7VW75ZZFPij7/HD4eSmlrMgIODS2Omba4mRRBsAZUJZfrk1ZtglE0IViJfxgQ5SfkVtHLJMsLPIQPvhi4cY6rK5eNCgH9XTQ6UARhXtFW5gSBHvpMjxY7QvxL5rIvTRwul2/r2r0R+4CWRv2opfbmWn6c7ej88N0g2s4FSWoUb1OfyqxroHnOwFkeAlrhXTKU4re8w/d2oU/nsMz3UL7HHvPMEFeBB7ry3jedfOa1cuozWbqF8/8EG6Z/GX9LP3//5tznrH75Fj6MgDoIwuDW09cxG4k2p8JBfXkkgEpxQielVQiDH2iqVb7TG430aVtSEWg+agFHMpRG9GuFblVrSAPdMoryshIoHFFFd3LLIc7g6RdT/4RmEn/2Wg1OufVWeIpjvN1Q2/vd4dldX+hSgz4AHZ5I85dBLTCovG0fF/YuoTsj3IaXZvvpXYX8zFUoDYx0FcvigdbPtX4V8FQHh62kuP3duNYimALf6nh70I3zdIz/f/FZoYO+SYupf1BQXNOynAqrT+Qp6aOZS46CLKw+zwh7X44fXy56nIX3aql8zTamo//00c0U5vxWn/SrmUklxfyqqi9QmfjKa+Dmsar6t9a/c/jrQHSd/R+tfveS/T8WdkUsG8o9rzKWRPXdBbLXSXIKQKp87nor7dU7OeeSFZUH+k90f1GOPrqW54/9AZ7aqo3Gak3/Atwx8LZdw/NfpLDlqecDFi3D5RyeERs+Ozb+bMv8rj//q5X/Yc6P5zyxv608V+vM3FtmBXyj3B8Rwb3x+H0fY4ChCVAVe4bUjhgwTlzltWYisqnQUnG9YH5UO64Zx7RNdNg5PMdxR8c3YqH+DNlHvW8ZEH21g5IKopN+BoDs8umnmV45qXfQR+maoZdTP+i56JOpTp3bUst+YaFlUHi2dMSzqfeDl0bh1rsuy56PLWtaOane8JZq2jBkviWYMOytqSbtEXYbNjkQUsNtPfzculhmD4icEqWBCfECSvy2LOKsa98nTEKJy9C8dFhVhPA36jYvWB4P4Zly/qGHL3tEt40rVdkvHRP1b1Y6ozeBoBowpPEuHRp1cX3ZDRTQ/euSMXSNqeUVUsqw8ipZNi4b17hL4f0E09rIDokztY6PB0xaDvjxaxn7cB347dlj0IbrYEY5ZcFmIrGpMkqchROXobwJdmZhLYVvIBPisqlAKLk9DiNqYfBMZ9omZW+sPTf66qHQo8kEmzgdin3Xjon4ul5RKTC6Ixl3mcsmMNc5YmkuIc0nJMp3/ix+JeiOX7NPveeSSDdHy1ziXIGZtAiwbI7mkTifLJYujGUPPilplmkTHulyS4x9IE1yehhCV+j+2RgzFcW1QTlsWIqwm5mzY4JiFKFzuIwdzGsYRX1VpnRGCSzQocYzC1Zg+sEKn8MrM8XC8uRb24bpebFUiPxyT78hI/uPNFENC5k496S8rP6AnB59IrQuZc3M67tTO1IA+opdenc8IOfTig/sp8w0fz6F3vo6oZpNdqCE4Nj5yID357nDqUYtJymnJ2AfpgbkH0LV3X0Xt8WyPaBc6csAg6tvma3rlyX/Tx8Awr+2nv8rjs2lvupgtYzxT4XB2ZDBuU6T1MZq4Pe4nuDwNMSqf/kFrIH+nHiNoRdmTNLhHS2JrRo2PoVO6tyCaM42mf7LejU89azeZmfLP6cN3sZ9QszE1aohwbXQ0DXzyZRrZwz0RX/Ii3ffAPNrv2ltpcHvcUcCPjY78BV17/gG09uXnaOzc9ay6HMGopL7t9HcCuQj0T+WbXbZ1/JmcquyPvSk4BDnR+0j8U6sHjeBccuNJ1ApBmkEuOf40l0umf+IZ+vyD/jz/y5FLZiOX1GraGLmkkHY+inNJMXWX9+k4lzwkueSau65GLuFdliZ0xOVX0nn7fUUvPzGRmLPIRymHixvB5WmIUfnmnzFBmcafN0ZoM0ZWOf+ZAB2kT9yRe3FL4Cv5CT9HyW2WuYxIpXAfDTaBmKMQS03YCV8+6XMqqbpWlRZilI6bdWz55QejFE4S7AKp/Ai/0qEH6ljwlr8+iob270K13bZrrV4jaRUIvKGYWATqz4VxtUa78+ims/aiOb87hup16k9D/zKOysq5BUdmFb0x5XVaS2/QLUfXk4kiW4U1OtKQOWvBN5TPHbav/ipPBhqYavvZP5SvcRXqj40nsTXb0WzD5VKa+egdNKComWznFmQaU6+R84RIfsRB4k/78o/+yFH4Ezp/cB/aZ84tdHQ9bNEP/QeVlH2NJpZHtP6NqTRh7VqaM6QD1cjgJSbxf1066ndvoBX24HzlaBlSWJn7MwPMLoj/wKjc6TvFv6kijESQlwwU4G0sX5VT6Qqn8tkObAVsquKEP+9/ziWP01A8GqqDxw0cT5pLQC8hx704RjH/GcRFG/ctbHcuDeZcgjisW4RcMrJEc4nQrEQumSm5ZMjR/OgIfBHgBTU60O/m4A0PyNDQFwHM1PFWkM/Z+U8HzC1u7KJAdZn/PC53iP6BXm6c3CpNYn9UmGQbzb/YViyVBXnJCnM1S74OW+nQWqX9JcUwkfDlYHKHqq1nRkmwiSSWBzqfJaXRTsqGOyQO5SvjFAo0aiWmYpIs+bH0pHwJ3OClFVr6OF3S5Rz6f7Pb0+jSr0Xh9WP74U6Un7uxCGHuRGqgSaVgPzpn1H9o2YzH6I9dF9Pwy3tR6/0GUsnyckfLC243GvbRevle2gpkemywEG7lKZo0iFrZ6L0Mk2QNVgqBly/Y76B/tv2TdtIxmGQtt618danK4LP8yaAUp5gKWvzoAOp83u30zmF/pdL1sGHFMhrbfx/0ADFHovkfVb5EUb1qU6tzH6C5S2fQw7d1psXDr6CerY/GZ30XgYIP8IGnOw19T3zDyUb+8CUhUTSeBrXkbQUdB/PT1CmACUAFhwzaxqtNKt+auU0x2fbPp7/20jPT878dJX9H61895cOfcIg92xQfcvwtQS7pfDbdgFzyROkaiaV1Y/tLLlFa7oZg5fwj4YATh0ZBGzp31Hu0fMYouu34xfTn/j2RSwZRCZ7dc3Br/uxGd5eu0/gs5/iPNJdMvgKfeweZxT9AjRUA7tD+IhBtLJs7+EYAWhc2hveltilP1y9XQCo/y/7OwWLFquwfL6IwKqcjf3hvOKzYXh0g6cD5IuFu1z3gIuy0runLnueKzz0PkIEolM8ytDmU74brrwKZfYS7kck0/usG1K73hXQiPuAfyxemrs4LYnBwRRCF2P47iwbeNIqmP3Im1Zn7FP197BdoqkP77t8aRLPplekLHK1y2HH6VyYfw2SlneKx/sB59Nawf2Xyk4LxoEkFuwFp6wqahavxb+gw6jMIW2W8zSVkjharZsL/CBRtcdjGR9K5V/yBnnzt79S7zrt0/30vyZds1Grdhg7BnsMbk9+kJclhuDGYWbaj/l6yAazDjpOvZknlczzF+Qf2COMPRmIfffvGFBq/tgEd0edCOhm5RLEusORKj8PW7kIZb38MFtDOyCVX3PI4vfbIWVR77pP09xe+AEUdatV2HxC8S1OmL0SJQwajoJydfMPkz38yYHQFsYIgD+Vrb8aEh9ZT/4vJzTgbsX/sH5d/xN5q9Gz7+0WUL2x0tYX5xS9AiEDGmhtcW+xBIJixo1AZiVY0unoljUyAI698aQnlYxz4b78oLs3gXrhLc2qBRDrr2fH0UYV+W865eIOTt3O5g0r22mk34m8d6UWt+vyBxpfx9uxyKpuzCNS70YGtG6PbTtSq7yC6rOVKGj34aiqeuUSsUF7Kb4oeTG1vmk6687s99Rd1cHK2FE0A26Ll0GErk2i9kkbhsan2B7GLCdfNcc/yP98NOgKWqpJ3ol2a8nPMN+mZ5z+E7ZbQzOJ+1H/EXGkP/S/09nbu3OHUuVVvGlJSRhvQa/lHpbQwqk17HtBSP9vX6mz6bf+DaO1TQ6j/8GnyNnamvIxKhvRB4rqJZsJJKl/PruJGFxehfBk8I+QI4w+ITdHf9fSFsWJECHuCrWz/gG8scsfpr5Krn3xxJU48MvN/QeOmyAC4KHv6JfqwHPGGL3fp2/+fkktkSzXhf7vD3EClyCWtz/w9jZ+7FvyW0UdzeLHcjQ7YtzHqtajV+VdS/5Yr6Kkbr5Fcwn7Rt84Pov2RSzZgED5DsYytGH/V1f5sAzvM/lKvLvo7X29s/ZNFlGnV0OGqKxycjs4NMaHp7kv/cQPQhBqSKOEAAEAASURBVD09QRVAzDaQryJdr6T8bP6FR1xHLzx3FbV77Urar7AGNe7yJDU95yRqKVrFjGw5VaYc2EPo5qbj6NTWdfDRiGbU4aFd6OpHR9Kgo+qqQRqdRMPHP0m3tHubrjyqqXx8osZP/kgLOt1Fzw9uLy/HmFrbU3+TaaWXzYjtYH+TG5Z+DAn5Fn5MWZeOGPwEjRnYll4bdDDVKGhKXZ5sQOf0boMhs2fYT4BQiH/tlqHlufSnm3ejF09vTTUz8O0xj1Lza/5OD155pLN/c+pR/CyNu/kgemPQMdQIFxSZGu3p9wuKaMTzN9CR/AbTRg6Wp1GyafGXj11+/R2lKJSvl+K2ufzKRUvLD10+Pzow/xcceT2NGXM1HT5jILWpYbnkZHl0IyGphM6iLl6oJrXuewvd1LSETpOPuDSlDg83oWseuYeuPBK5hA/kkuLxT9Eth7+F/KIf8apxMHJJ0V30HHKJvH8kMwG0LCMhRyu58pmxHlXGnxFVUv7Q/Z9Xf81CZl0pK7N/ht+hTjpM+/GDb+bD+/Z6lZDPAyyej4THFYVzPDiPigHrypi83V1vFKn8SkzkHM0vKvARv3wg1dT+MEPe0BJjqY3knJdo68Wfvb2d8E8a/7EDtrH9Y0EBlNo/NkZq/9gWDtqc9a+AFyg+wphSBBp4m1D/C0rxMagpKrzb4DbHCYWwzmHs+vOyDoIq5TNpKl/t6Mxm5tUqW1isbK0oU/uLMdL408hI518wNwIwzT9p/t3Y+rOJ6x92AXAnalknSMjh1TMTJFJ1DiIITgcqSeWEuS3ZmLgeQwnmuUIDjPbJ6ekpcluyMXE9hqqnfHllHosnbyrYoWPOGbk1y1Kb8GkOJu4bQ9VTf69UAFQn/QuwU8Abf36qYZw5Ns3BxBQxlNpfLJBjkMDxCRNVTpjbko2J6zGUYJ4rNMBon5yeniK3JRsT12MolS8WyDGIN6sHlKRywtyWJGZz1j//YlG4TAo7n2Hz7PbK5jCPlyn5jw+UAajdK7lLBaFnr51xjjHKBnUB8tCm8p3V2ED650yleFRS+7Mpqkf8iW/EIQKJz+JoV5eZx7imVGn8p/NfoyEnVtL85yYNz5R4ToWg2mzL57+9q8n8N2b/gvjq2B6S63TWmxrujj8Zpw2Wx29sXTujOGGFaMEJ1kHcP5egMvksU/mhTyofttuY/c1egZkFtH5cpvaHEQI7wGb+7j0Z/1s3/mB7cUNq/x1jf5aaxn86/zd9/m3O+hdv54YxxmmG33JEGW4RcijK4Wk9YC2VlkbJg+NV3krfwQg8ogrA03qgCmJtMkqTa6XvaAQeUQXgaT1QBbE2GaXJtdJ3NAKPqALwtApU6SvHxrqYXCu9FCPwiCoAT+uBKoi1yShNrpW+oxF4RBWAp/VAFcTaZJQm10rf0Qg8ogrA03qgCmKOd2z44O5BXtJDlzT+0/m/PeOPg9Mi1eRa6QPXCDyiCsDTeqAKYm0ySpNrpe9oBB5RBeBpPVAFsTYZpcm10nc0AoeoMqd6WgXcIuqxamxU5e0kMOSFlFv9YRlAEG5l5+0FuW3UW1+lR5ttOxgDh+Kq5+sBLyEB5DSn8jUDpfZ3UcRFGn/p/NNMEecLQGn+0Vya5l+1gwuJzVl/4p0qZcFn7W9cOMw8VYxkQrt6ZjhcReMglRY55cNxQ2K9s2UzL3GABCg5kemzJwHzxB+PNDzy4bg9lR+st2a5vMYKkABT+3OMOUNwIAUBF1iKW+TIh+OGNP7S+OM7Hj1clOQNlgAJMJ1/1Wf+8e5R8uA6+wuHA/UzvoLRh7B2FgoQCRPXR8jivlINWFpzUGpr1TQxeTa11PN0DlEhHHMySFurpjFas0lMLVBc9YQhKoQ9gQe0tWoaT+x8ElMLFFc9YYhimL8Ynx3L3+ubPJQypE+2J2vZ1FLP0zlEhXCSG9e0tWqauFc2tdTzdA5RIRxzMkhbq6Yx2tzRSr88nUNUCMecDNJWfdMv+XauUYSlUsccBYqrnjREhbAn8IC2Vk3jiXO8Jf3ydA5RIRxzMkhbq6Yx2m1n/1S+T/uxsfNA2d6Seh7jhagQzmWprVXTxL2yqaWep3OICuGYk0HaWjWN0SbjT+Ysd8zpHK+QvJZyc/B2rhmaEzKuw23htDKWZeuwYLTZXspgluGhrXlYgCibNimfuchw83QOUQr/0OWbzbNtqtYJ7WWUqf2zbbUN408ckO2F7Sg/dnoApfIDYwgYzxa1TZp/YIfssIWlQpTC/335d3PWv2ARhcHcvIrwfJP/4sM1GMJXDbBvfQz7KLFRWC2ugzauoBkVV49lG78EoaeLgR+6fLYu28jsxXU9kpazYOe21P4Wb95S2yj+dEuPmaf2j+Mxjb/tFX8a33xO429T4y9eg9RusQ3FjK6q3Pwiqs+AXCqWZ5FMYEnZSjcEV40HFDonIc4/1lSsLXaOxtiimitfx2L9tEzlix1y7A9sYEu1lZ7tsbKrJcmCPqn9YQz8l6h3Rovj2wz1XeKPeaTxb5aUeAwqafzBGPi/7eKPLZ7GXxByYm+JQ5xy40884ZqtV/75j0UUDfhvZFpazXViIQIyPsbFv6aSpBcKI5MmVOwJu+Hd8IQfcMZBy/CshKl8tgPbJTZgbH9Da5ucjUxMiUpqfzZgaD6tVxH/GoVK9t3iLxBsfnHS0/jn2Eznv8WaluF5a8RfOv+3JP+FyaKq+Y/vI4PDxGfB7A6C2ua63yP2y521aKluD2BczQtHObEMR+FkeWmVyA8VYK7WnWgpfkLrbPyIrf46fJ0+j8nvSm5c/rdUNrw7PrrTigaULIuXos2WH0pSfWV8MagW2mb655cfiN8h8sNRCbyd9a/W8nlwNkApg52b/5L4M/X8XEj9v43yX2jpeNaHWIFT+38n+4f2lJj2CA9442MlsuVM3zriFp7Xis3uoFjrwYnBwwIk6aXGJ2lTSj7zrbOnrER+nHV4RHZEVP76n6nvoH9Rpt9ztAyXB2uePIeacPMmyDdR/PPcWyrfi2IATFSrTZNvfb+L/saDS5Mfa+O1smY1owxSR8rnrS1fhAn7VL7Ywp3EGnxSo3szpfaPI7ay/FPZ/GcjaiQDgG09nMafGoQN5I5E/DlLaSim9hfbsJ1sUUAwWSxt7vqH7VzPzvHjKW4H2DrOWqAFQNzOY3AE2qQdBRVQCagEDPqWLDrVx+Q7vokiouVzPqBPaVfqfip+O5J5bYZ8flis/5x+my0/1sFx2Cz5Zrst1z+/fLuvcaZyPvNSnMHjvr5lu+j/PhV3bkiZhgOoZJ0OZfvKt4DbUfpbpKCEvVn3H5z+ovAOtP9G5a+nsuLu+KhYa+qPXSr1j5tNiSLWwby6Ofkn9f/3Kf7Zw3D+Jvjfv1gkXTh6eBkOD7dSC5YXrKxm3md1cuKmbBpmyzyVScw9i05Ee/muMSH/W1q5dBl9E3MAz82Rz8sNPktpcq10/DYuf0frn1++DB+6eHU8EBtq69g/v3zhDVFerAdi+RIBgjfqsIPSfV/tbxp5tT0Q6m/6GrXVY5r/Zv1F6+rsfxtblfkHWmT7drPyD/s69b+P+CxbVq/4d6NMrD/5/Z9YREWnULFsRPxgMjcWgtjwRhJAG2K28aKXpHPxaYTopndYhsAdTZdm1HrQBODn0ciejeX5Zv+SFRLX5aUlNLx/EdXBj4nL9x7WKaL+D71Oy13Q2h1oBh+NtZtXorVUNv4P1Ed+jR4t3OfhmeiDw8mvKJtAxcwXumcKsfttfAN9ZYRBPamXNpgWrGVlpEJjhCBK6g+uldhf5FXG1Otvo9r68ivVv2w4FWUOoEGvrqLMqnup506wcWZf6lcCC5cVo60hdRgwhAYWNRWfFRQVU9lcxmeoYb8SWidjZ+7wfRHuZhvhbna902NDGZUM709FdZgn+7wpde5/P81cUW6KunLb279S/WUEkA8Cjj89tqP9TT5Kk85QZaEiNEYIok2NP+lSGdMdGX+bpD/HVlNqPXACqOfSyF7IKz7+1tHc4p6od6D+QwdSUT3Mf8RsUfE7VDZM36+w/CNqckwj/zTsX0IWpuVl46h4QBHV43c4wLegThfq95DLMTK++PTDtH811Z+HlXAI121yAA7iPV5EBcknnTrCAdWAFm3SrDjjZyuS1ZUqPvsrO+Nl27UxiUA58nkE4YTfnwa+soRKh3YD+T7UbxxeDqoooxHdGxKtH09XHD6IXmlxPc3+FuOPFtC4ny+ney64jIbO+NoL4u/z4TtRr/SSZ+j6U/9Ab/Z4kpZVbKBlk3rT4tsfpNfcDMgsf4EG9DiNrp/dlSYu2wB5S2jGrT+mcRf0op8Of5ckXW83/Z0a5hOzt8i3ilc1Braa/auSj7Z8Q2h1BU2ueI+GdWxAUYN+NHYd/+bpRzSyBzbihX4VTR8xnN46fjTsD79NvgIvjMXxF/ufgwNxw7qI/gupZOCp1PO69+mElxbB3+W0bMaN1LykP3U5/S/0YfjFTTtSfzaZH7MMXfVgfPax0fh3HfL6H2357M9dqoP+8dB5QPmHusP0R16ZvDjOKyVL5Uc3Vo7oQTthpBVyJzKdRv5mNmJtCXLASnplYFu1N8acsW8JM/uzHgYvf56u6PZTuv6dbvQS8kdFtJim37orTbjgxDh/ONtwXGuEWPwzmzD/OULQCanJqBb5B2Oz8bhh+uJ7G39QyGztlQFgONMX9vfriRqBW+yaWYPd3c06z0mzt5c603OLRUmDq1qzdvXnmDikC+S7fkn5YBzw8/JrdacRK9+nJwefRK0KwS9qTsed2pnqZz6iidPnOwFOHzCw4VXMm0Ozv8lQjaa7UINMITU6chA9OXs49ayFLplyWjr2IXqg7AC65k9XU/udmfEudOTlV9L5bdbQy09OpHnM2V+dGFfgAjAcrw49UID72yFoPjn7O7Kk/tLsWYoYkQ8oZLvd5bMSgdAAjMdlydMN1NHUPvZGum9wZ2okaJwiXLEzOyjOpeqv+IgrADNLXqK/3z+X9rvmVrqxQ1NQFcB3F9G1fQ+gtZPG0Li5dh/ADPDnDgUDhDVwKWg+bYn9mUGgdADG8rP05y7hsc3lmyl2lP7VX7543sefOicjF2RN6Nhb/0w3tt9FlAgtGGXNf1kzpE85LUH+uH8e54+rqH0jjusmdNTlv6LzOH88MZE+Sf0fW6C6xT/mMw9pU/KvX0Rt3lvJ2klAWMRY6dW2pGAIEFjnbFrBWyMztj4e8KgY48iMl5XoqmAov5yWz3yChvbjbVcEK7ZUftRzJK2yqzRhqpwDkAranUs3nrUHzRnSgeoV9aehI0qo1O8GrqKZr87Ehu8bNOSoesJTtg1rdKDfzVkrSnjjiToYlQ0+GKs0hUIZYXQx4CHfZGTGy0phqEwSKO5onRMNhrdGqysPPvNhrVZ6nPGyUqi1NYlCzTonG4Dn9GSNsTAmq7l/G9oL1yfWGl+H42f4WIzjxQuoBfS3b0yh8WvX0kfwWw0kMdm+z9Sno4e8IbKsD3eXQ5ibBGA86AGPijGOzHSx0rHk1iQKNeucbEAPtzBbX6PzHeKuvsmGabysNB6bI1+YBpw96AE/khizFfUXpgFnD3pgx8tHruDRhPEnoxO7N6C2bXcjvoyOj/z+l90S9MnQKnpjygyXP+q7Rw6IA+SPIZI/mFM10t8pFo/oB+b/fPqz723eWeno2DqGcutAjMiX7CS0AusqaCyUq+CACsg8rHf0Ab0HDcgv31pz5MvVX9xKS56gX3Y5h37zn/b0ROkabO9F9M24flTfqanyWVU3Outa2IbOG/UetgIfo9uOX0zDB/SkfdtcQSXLdSXVN++60bDSb6gC243826rMu5zLyYOopTeo4wy+20V/kWtKWIpGfQfJ5+FU7X9OTcElhxs6L5K6vAT+t5VS2pgzH+AeGLZC/N+AOg57T/zBPmHf6F8JDWzFWwlxl60ef8I9tr+XVYn9eSSxhqD2XQ2IW8P5Z63SP9Bfwbh1Y/J3tP7fC/nujjKzCfGn3lJPmRfEJwhx9rT5Q+m60dDSdT53cKzK3+SByB9xb4NS/8eBbjbZUfHvXAl3ss/Erd63wSS2zBYPlxuZ3jDal6/2ub+rSaGwcAXemrWf9dJW46W1fOeQIggjsDFOoXzVKJa/ftYrNOGb+nTEGRfRya1qQ4COBzekcvgx6WwGLpTHW4Fn08BbRtFrD59NtctG09/GfgGautS6TWuU79KUGYuqlf46z2P9dZtTjeV1DbQMtQU6zxFSbNz+2fLN3uysyuQHXJ189ZGMPfQHfMSaCR9VCbekq2j5km+B5xainVq2oUP4Sn/ym/JFG5siXzpWetq2+rPYXP3DwWxb+SH3UGoMhxTBSM3+GH04/7bE/7GsfFA1kC9DwMnFn4zS6S8vBEm7xp9eXCusKUVjuWLJUsQjE3K9Lu23fyvAyB/TF+RTOsAJc1f/gdrfW6N66G8ecR6vMv7xqiqPXklNDwkDnLg0ZtrmalIEygZUJpTpc1fvQI6BUlollAIc5OSTzzi85+ZHXdioGe0aIak+M4HmVFTQ8teH07l4U3OlXzQ1rDMFJgdlhM+GDT+RWvX+A5WU8ctHy6n0Qw723ejAfRujrEmtLhhE/VquoCd/ew0Vz1wiUsvLnqchZx5EbW+aQRuA0SMepUrQ+rbSX40S2J+FOtV2iPzAS7ny61GTFnUp+vZj+vCTr6m8bBbN4jt99g1nZtmzdYNnY+59FJ3QpjatHP8IjZ67ljLLp1PxWRfSLbIF5uzc+iy6sd9BtPapIdSveDo8B3x5GY0f0oda7n8zzaxQuu1m/yr11whRDQM9DZTSKkrrRl9p/Ku4wP+pfDUczmrJzfV/ATXcpTEh6uj9OZ9TRfnHNPPNxd7+/PnykC9latE+HTrSfvQllfxjDJWVI+fMLKazz76D5rBoxHVEoDnvSskfTw2+hobNXCqjk/zRB/lj8HT3YiIPPfU/W8GO6hD/kp4wIB1LcmQ58w+/QYndheBwVXRjz6Ihbq8IYOmBPc6qjhz6BLH1tdI1WtXKQGZF9E1UOqwbxtUy6leC7yvy8tdGpWOujjrV1jFT7U5Rv//XO9qH6kdFxe85xuvivuPQl/kumxk92K9jhHtX0TXTsnd008MzIm41sRtKn4tu6d1G2sUmzHvYuKgUe7qxfO6Qe2x9/b1RVJjTH051vkqOYXvJT0qNaya/vPTB6KyWtZ0ND48Gz/gqikqHRkV4ytmg39hoXdwFNt0At/wz6texiaPfL+p9y4PRsF+2jKjBZdE4Iy4vjcbdfEaEa32+7Adtk6hTv2HRuNKvPTeT7xEJwGxppWu0qpUWCGjO4efjL8HYV4w+nku+SbhpzQtKVj3aA1ssP5Qaw8bXStdiVSu3gv6xzBAyAVbuYPkb5kSPntWGcyfiqXbU5sZpUTkis3RYV8QW8g1yhvlTR7o4eu2By6Mizjkcf8gdt/xrWPRLeRF9nMQ005eXjcmfPzaY3lbuYP3NNTYcK38o/s/SP56z3hBZ/kcHN/+xMxFfr3PWspWXtzD4AAt9ocMaBKurjqGYhdGHPBypL3LashBZVeknuDwNIeqHLl9erIG12FehXbzhHZDTloXIqqb2hwXEJnkME6I2Fn82N2QuhU4JmZissN1wWXRMEqI2Jt9Yhn0El4XIqsYkeRpCVCo/zX8W42FcWNxZmdOWhciq7tD4M302Zf2TR+EyIzFkWxRNaUYILtHAqoa0cQDJRZzv7AAll0rMRpF82SfpwNHE7YrmVsHlaYhRqXy2k9kytgtjcaT2VzvgHNsmjT8JDTEIbJHOP4mROD5QDW2SpyFGpfnHFhw2WmwXMam3I9fitu/B/HMDljHHAwdWxx6j5JVJVBnDbfFNqSqsmZnZ8b6ulAFxXJcmPrl9RdcihUizvoxROoZ0IPnlu0YmkyOVbzb0znKW0fdbtZLan61klhKbVIP40zh37krjH4ZQi/gzA+K4wHNJo6X5J82/bgL5YInrEjZ82nr5T8JvE9e/xHauG5UUdnXhFy8ZYzxQeUMvK9DD/vlg0RUNOkBHUQmPBC2TpvJhuPz2F1/Bjti0d0bNX1hran8XT2ym7RB/Gf7sMkSVu2+3Se2/fe3PbuYjjX+1Qxp/2cGgdgnPm7P+xR/eQ4TZRwiEGVvaWVuCT2A5AQ2MgiDiVqHILoQNn7RVb/X19Xggub/noUShfJahzQ4rFcWk8rPt74ycdAOQeqT2ZzvsuPhj2fyPozeNf43JdP5zMDhbcIFJmuY/l8DENDs2/8fxufH1x9+J8vC9T1HJFPD6CgayjaCtck4QgsQdlaCteaNloj9X+AgHhIrQJAiVjM+VoGOCjUCJ/lzh43siX3wFP/ldAx39Zp2/z/qzoonxb5bmSpzov5X9z9+gxQOsyj/bUv6mmCOVnzXd2Wjfk/nPQ034jxGbeST6c4WPH7D+m7P+ySIaG5BXXX3GZrezak21p9nWcFayrfO3ZbcE9QBUPg6Rg0+0mshEWUkX0GS3BPUATEjIwSdaE3KtUkkXNGe3BPUATEjIwSdaTWSirKQLaLJbgnoAJiTk4BOtCblWqaQLmrNbgnoAJiTk4BOtJjJRVtIFNNktQT0AExJy8InWhFyrVNIFzdktQT0AExJy8IlWE5koK+kCmuyWoB6ACQk5+ERrQq5VKumC5uyWoB6ACQk5+ESriUyUlXQBTXZLUA/AhIQcfKI1IdcqlXRBc3ZLUA/AhIQcfKLVRCbKSrqAJrslqAdgQkIOPtGakGuVSrqgObslqAdgQkIOPtFqIhNlJV1Ak90S1AMwISELn7jwjRfKhHz5xgLup0fwkkqMlCa7uZZxARM22wIa4hS2Fsc+XGp9U9xLIMPH6FQ+LJDa3wVEsnCxofEVhozCFkzanrjU801xL4EMH6OdDIdIFql8WCCfydRM1pLaXy0Q2MODcaAJZPgY7WLMIZKFa1PuYReFjZm2x55C3TfFvQQyfIx2MhwiWbg25R92UdiYaXsgNADjXgJZlxi9Y+VjPDakxKLnNY+oBr+AxONlwsS4XQM+UCrk/pRDmN3XERidlZ6BAdpgzVZaa+6AXEsOYSrfdg34M03eGmYnK71hDdAGa7bSWlP7wxKJCeEsk2Mob/EkgdGhlO1ctCauap2BA7KkOGtwXH2RB59EuZohrfQMDNAGa7bSWlP/wxJbyf95+aT+FwNb3FlZXeKPXwYUvyEGEmGQGKi2+Gei2anAEjNP/EQ/1jIH4VX3gJJUTpjbko2J6zHk2OcgvFgPKEnlhLkt2Zi4HkPVU76+/alfwG4G0DHnjNya87gwmzaux1D11N8rFQA65pyRe4rclmxMXI+hLdO/ABOSZ1G4iObwzPFITBFDWybfKx0AOTxT+bBOmC5jC8VQan+xQI5BgsBKmKhywtyWbExcj6EE81yhAUb75PT0FLktSczmrH/x27lBAAk7H09+I9EPIH7FkCn5jw+UAejWaI/yNI7Ws9cGnGOMskFdgFR+bBlnLP+KJxtI/5yplAAV7aMvY7lejpZreWya2t+bSWzJ9nBG3bj91aZKL+ZN2F/YCBPlnNo/jb+cmErn3zabf55xMEE3Zn/3hX0ymXNos/JvQXx1rHecLJA7yc6gQKi5ZMJtehhbLmPYfzbVUNIaJ46Q1jEKrs6T8lmm8gOzVD7MZXZky5mBuTTY7JVAodX6cWm0VqKPOhptqf3NUmIdVLZe/DEzmDi1PxsBRxp/aod0/lXX/LM56x9+Z9oFNDJGHNrqYp+ApSFotWzjE7TRW2iEpfaza0/L2VZWKh/dvEQBfM0lJJbhByICA4pgAIr9b5fPWlYf/flH0oupd6s6+DFifNFAnXPokaX6bN38bmWO/8uKqQgx2XBASfwrOaJYoJ13uwequf8xdjd809vKHP0tcuMuru/3WX+eqTp+09vKVH8LjKz8m/rfpsyOiX/Jpy6/iIucn3h++rSjgNvORcV8GRB5WsYFh16hc2vMWGldD5shQR+jtDXbSiVBvyz5jlPAIQZT+WwLtpAzGgpNUtXE/htm0NDzb6DRmV/QuOUbKPr6MTpvl0JxoPndSkGyLqH/nXaVxcD3z//QxCljeluZV/+YXJuzzt8//b173e8you78nerPFoDDw/hP/W/TJSvyXbSIrXhCxUHENT/JtsL6E3ATzuEpe/65RZQHo8OQYdkpHmPAw64p0ahdpK+S6jkKZojpI6SePmAnIPdLyldO2XRcN/nfUtmw7piMrWhAyTJnzu0pH7K8PjamHSNft+h5MDtGfuwTJ3/lPHpv/tfUsMdJ1KWhLp5iKm+vbL9yP23k0OFa1nV50CGwtecX4JjTdok/jHIz5ItWnj5QR8BAf647G2RTaT3Q1fMLcCCqjvrLUP14szXb0fpvoLLibppLxi9P7Z/GHwK0MiMEc83Fc+LFIsVZpKNk0Ko+7v0mb5AXeBLER1yDQFSYheDihpjYQ8Y3FihQXHWURmdMmX+ScVzb9vJ1eLFEHmRc2z7ys8ewveWHGov+K5bQwrXwC66gNtv/dtUFr26K/7N13xH2z9GfByGH6m9wEBiuPSwsrlUjbvlv0Z/1kJiMAzNU3ME7Un/4yZzj4y+1/w87/qA9G0CMEIarxSlwiGduDhZRSwUc6cHkzxP4IUpheyklW6K2hvTxcLJpk/KZToabp3OG3qfhRU2p9aAJoJpLI3s2RrLGr9P3H0fr8a+smO9Qj6EBQ6+kojoZKixoSEXF7/g71/4lK9DPyS8b7p/BfctCIbW8bBwNH1BEdbEC8Nc/ZeoUUf+HXidco8oRDknh7a2/GwiKcCxeJ9+srUkaa/wu9jceJt/0X6c23ncQTcbIVo88kXaCDRvh+eZ66bKWykqKqX9RM/iHbZuhOkWD6KGZS6TVRssj48XX/F9e9jwN6bO/9sk0o87976fXl5fHfcpLaVzxAPG18m1KRf3up5nLVcftp3+2TZ1GUmSPIpvWbMl0Nm6U2d3YNqK5nhQ2+2fz1NaQPu6aTWt8mfqHJP8DKkYuaXUl55J5yCW7SJztjJj9lhDPw3ug3oH6Dx1EnZBLMpmdqXPx2zRXcgzvgnFWcPYvG+ZzicY755IS+jNySR1+N4Bj3ueS1P5xLCoUR+uOjz/OP3JY6apchCiGg0UUA3d+jbDpy3/xkeVwXzUAwSHEYR/tbRRWi+ugjStoRsXVY9nGL0EIuv3pismLqbS4K/q1JPzqPMZbQStH9KRaKgjnaTTiN+/QcRMXU0XFSpo8sC20D/mYfMXhA7Mqf8ULdHm3M+i6d7rTxGV4nhctohl/3I1KLuhFPy2eTZK6PRsDtrf+pqTJ5zrDZi9r9yZ1iP/f3tMA6VVVd74gYTZAQjA4tthRNpFdMs44TgskuAGLhlCmM1YJP3UQnalM2YUkasVaLYGEmRZrreyGgh1pgVjaqeBMawnsphUYg0N+JNUi6JLdkE6rLSRsSFBDkt19Pb/3nvvet7vJl2S/Dbkvm3fPPb/3nHvuue+97327Vmypa/4bL8qruonj72QYNP9Pgbkr1kOxrRs6UNnpnY/DGxjX1/56Cc/Lgb7Pwvu6NsDb/3QjDCO+2PUofPLn34DrP74GfjCi9jF76b5AxkD+/Df80xc+BbdtXSyfrw79C1z1yoPwd5v3Io0G/DL0Lfs9+J0vvACX4lwXxTAMbboV3r6+Cy756N3QL3stj5L41UXsHwv/68dfbm7IcnPsq/PZft34t8NyrCWDd1EtOQc6cVMcxb+GJDlL80nzthHuxVryQc6v12DDsvmSR6GeWP7L/Mt8o9judXDzZR/BWrIYa8lBriWb7jwba8kVWEuex7/qgzzhwI72G19/9fMvmKjrv1GzfR//OAcUn2SiXFfwYROlwmV1pcbJQQw2KdaqMu1G1b442KRIG/KMu5ZsymNqsVu178YaxuHtU6ElPaSkZJ/1zoEP3LkGbr9wDjHhQUiz7/UIbZRotRHY+dhaWPtSO9zyV5+FC2fT53lz4PybPgPXtf0Snnr4Cdgh7HR2oS3ZZ6qcjp3/3j7acrF05tPrhuC/cjiZw4+/t1/y3+mdFpMEpi+5F/YOPgwrl7QCf1J65kXw4SW/BtD/DHx/Bz4HQDl6BCy/i1J1jvwM+p/bA3DybDjzdEzX2Qth+SNPwj1LZkv8dz0B9z0wCOd+/s9h5QKa65Ng9vl/AJ+/bj7se+pRWP+S3BOIxzb/x9h/VU9NnH8KSjPt82jSNHHzdFTnn0zpEf0nxFT1vwa8/qmOYP5J/aP8tgBJLVm54K3ilTlVqT/CL3cxI7Dr8W/C2u3zsZb8ESzgWnIWXHDTp7GW/AJryXdhh6lHrSd2/Kei/zS5NkHWpvuGlTasSgjij7FJaz1jQxYGCR9xtXC3mvIzh7ExCTuiwItLQo5j37QSY9U+ph2qpfuWOHqBhXcWnNd+Nn7FgqVRgX7FgrrJQTK0cEjTXviPp7fAr2ArrL7gNJSljRX/v2UhrO7HD/m4vBO/HM31H70O8cfx8LBkbA7U0CDmqMff27eZUvvcIA5/ZIhmfxdseegv8XHuWRhXerx1Jlx+73YOJsWZDjqzOJ4Yc9J74fqVV8E5/avhgtMvgc67vgF9gzQXYv/gsxtg/b434MVVC+Fkm6/aaXDB6q117JtyFtcTjU1tkU7G+rOwVfNP7AtV+HXkYfxOFYLsVWhEjs6TYZ9sZPsccw1DGn/awmj91/TRnM2/Mc+E9nPfgZdnhBeczXhaf2grplDjuXgdnv0+1ZJnuZZwHSnVEhkD6sOfqI+w0jMcYY4s/8iGjFuHTyr1yPbHij9PjEWJw0czonFEyOovXvQjgWcrEr1S1YEFL0AGJG0gI5Zh3OFYoxk3BWorWBvDvh8sGTJx1c5WSBUlPh1yJsgwo5I33r4yUeIn9lmMNlmkMM9i6Bl4A+XlyjS0G5bBPGeJxOyI9nUsx9x/s1xteSyTbL/iP8UYg0wXOhyR2ijs+seb4ZLrvgw/ft/fwLZhmp8h6L2xVRzQixwLrxQnIrXA3I89CNuHNsNDd14Mu9asgMvnnQ9dfa+wnMz2THh/9wswijrCXBUj+FhuPSxvpQf8ODpLIB5oaf4VxwrpxGMOGcJoE2ddgTECFf99/IloDGoraG84/6Ntgkx9gL39Zvt/PNi3i2wKZN35txmTSFuVsdbir1UEJ0TqTw0Ww12D+11e0roYhVGsJXNpsvL8a/JafMeKPwWLDou09OzssQwfYf57fWw1IAJgpvHCS6ocImLZonkVl8oCgg3uBj4UZ2TKzz06MS3KUuIFzjHs1w9W1EFK+VV+lGdtwX7UzYXP2TdT8uhGYjC6exfsZO/J/xkwr41S+8fwvU1SpIXLzt4+C4lrRA72jVc9cPaN7ej4j9pQN5l1HkfjQpZB8Nji2I+2fTZaz3/yPfi/B7Zu2AL74H1w5YrfhXn8PBfJOinyJAD5UQ+pojEmx+zz4WPL74CHN98HV7Y8Dw/e9++wC1lOfncbvBdeh63f2wqvlmRYQ7DfBP/JAbMv5oNvPDamKwEZDaL1J4LU+iP6wFjkMxkBglYjR/vKSfyTNv80ChoSDzKOfSraDxdJOMwYfxw8h9TiGn3gdyhQqLCigqTRoSHOSeE+Fd7dLrXk6WdetiBwKKai/+SoeOf9pwn0R/SfseioyQhgcRIZ7tGJmaLs8eC/jDb1x7wNPiOZYHycGxklH8hFO5BFJaQRqUhHaXtMICQRZGbHxaAwEBgoJb7UfmJYhxF10Gdfs+acCS3FHnih/39gZHQHbN5Kb3nKHRBbURVi8BR454KLoB3+D9bf/68wODIKuzf3wDXXfhX6WYp8mQ5zP74cOltfg0du/Rz00FujqGN0+zpYddV7oP22TfwyQBg/+dI0/9G42rf7KnNXguVGyWCMXaCwQOjp9ZTNv2pLmqhDrI/nP3KgbDRxCszG+arBD+Gf1/XjC1qvwpbuTui8dwerinetJfsDPXDxvKtgVd8gyhSw+8UBfJWoBX5jfivMRsnaOVfDlzrx889v3wF/2LNR3qAeHoS+1VfD3PbbYAu9WMQuxrEHj+PgeAyHl38scmjzL6wcDLI96fbZIJ7Q32y/XvxPgplz3opZ9Tr8BGvJ6MgO2LKVLq0xYHhrSRd6nCoUPY7hdHjnRQuhrfhfWP+3VEvwN3T9oAeuvvYr0I90KQn4kt3HV8CNVEtW3oK15FWWLQYfgzu4lmzUF4t4cjhDjln+sQkbez3/JUGzfYqD1R+BdeJL8y/xorO8kIrPv+zAP6WFTxqkh3TKm4hgmhKFJZzrYwOZgcgToZRDTVfIDoGvzSXH8IvFQ9e08Tih1lKce+szxXCxvxjsXoy4uQW+tRvYRXJnsXntzUXHDPINn2i3Li1Wfae7uGEmFDO7egt8k5QHMTzwaLFqqeqlOLR0FJ3dvcXAwZJ91V4fG0wzEHkilHI04L8q4LnCC8nxjmg1QmV+plTIDlGOvypwHIIZ6C46ML4zO3uLA55neKB4dNn7ixbOrVoxo+OG4ksc58VF9+B+Sb1tJAvFLJTdz7Kv4JwtKzpaJB8BS9dVKx8qNg/h+72mG/X2rl5anEN66eYA5hQdnd1F78CvjMXSGvuV0aY8FbJDHKr/QaMAcS1R3+kr8TGlQnaIBu2nVp2+bD9GYKS/+HurJXhp3rZSaslA94ewVrRKLUniv7PY5PNy7tLidqols3zuFsXIwLpSLXm/1JKYvmEMef4xFJX0dIgk/iFsVZFIClDUEqFAVIApSo5r1vGPYR83UruVQjF38IsedPGCr3vXPQjNVzhKLfeDUJVQxQTmCCATPSqJjyojiaGyknI/sFcJVUxgjgAyHS/27aWc+lNZ9baKiW4H6Djyn8c8plNVQhUTvI7AUfSfv2uMWzt9ZkvHZNtPF2q2n+NfzoiY9gE6ivlftnY8xP9w9j98nKsHeaYX+wzqowuBjUlYGGcbqO3B1nesDMoHDALquS5rxT6FPj6nD2qRL9vHaFgQOf7WCVGKQI5/iAXnDd+sBlQEjmX+ac42zb56me1TIPzjujj9UlQoQvboNtefE7v+Yk3VdeuyJOKs5GL9HfdOlPjwDlYKNuWXCarWFOV6DkwG0EjHdFnrdKQo13OgY28MNF3WOi0pyvUc6NgbA02XtU6LoSpXTUZwvA2DpstapyhFuZ4DHXtjoOmy1mlJUa7nQMfeGGi6rHVaUpTrOZDYx39S4BTWA02XtY4nRbmeAx17Y6DpstZpSVGu50DH3hhouqx1WlKU6znQsTcGmi5rnZYU5XoOdOyNgabLWqclRbmeAx17Y6DpstZpSVGu50DH3hhouqx1WlKU6znQsR8WSGv2UPe/cCdKdumwlmHSYhuntUTgo3xFhwwmXOZlvBFROIABCKiIUTbTZa1aJ2qKwp4JpwTFG/FNap/cMxdPRP8pG6aq/zi2ZEpsnGHAceiBZNNpgtbm/NcI5PWfpgT2LHlSguKNaIlFYYw4g6wNVNNlLRH4OAHiTz6b39aq9xQ7Q+kmGhHJA9QQUXvj1cJHralwOEQFEUQbLE8UHX8ADahv36ikyZ4akzXRG6kBhyizGXDEz6yOP4AGHN/2pUSjL/hzIvof5nqK+k+zEjMMR2tpF4BI9esvsJG8m9ic/zTjMTpTff7f7PXnzRr/WEzHX391H+fSIj2JvgNF0cGDv0OFHesLVs8ul+kVaSkHWhSQZouf2KK86xnIrXVkiRh/ti/Bs3jk+LsIUMrokfMvr79cf6SG8rLAU66/UhwkKqFSIKDV1AjcWifuP/hurrtcIxnk4UZhwtD7wXgWIp7toL+wIUWJMFG59QhH19f+kHEoL5NKcti1SWU52h0ThNOGpGzfproURwlejn/OP7dgdJUmV5ylvCkvt7z+cv3J9TdZQ6Gj+w9tj2Mdtmu+pbKBGgVbAvGLO3imxUh92pUFFgRy8KLlXuVU4U84nKFEJzKRCSNHINsfI/50wUNhKk94jn8pX5uUf/ZiEb+kF8ZgCW6tEqxrbc5/DEyuP5QdlfVMBT7XX1041aYSr4TFFpi1StQurVkC3UZUiT//ogXkS35jEQu5PVJUSIEm2G+gwqvJ7XZrMUzcKT/1PY0XRslg0tVx8M20Cmb7cXIkViFI4TJEQ0XhTuaL+p6W44+xkyBSaPhIuiG0xpfGU3iFyX8/18fY5ysZ8LQcf4urBtriY11t8/q3OOX88+vpmK8/rgi0ZieOP26iOBxd3Za/Ks/rnHEJQZgjCs2EqyE2GcQZUN0EexnqywfuY9j3Y4qCJEWiia4T3T7Fw2KZhIoJdJIj0iSGJlN3/nP8OWgcsxg4xOX8o8DEkOT1f6LXnzel/5rkh7L+5U6UOKk2uDtKFpYqS+qQpFWVlw8zM56XE5PoJLfAxskMokh5qRE+gphEZwIIHWwEIgJyZPsW1RAsjYy/Psvx5zSypKGWk8xiRwiCGRnPIaSOT1hIgI8jyb9U1eTbF5+DJwhMrv/ZvsurJuRfjv/hx59XyCHuf3XfzqXlZlcXoXjw2pcC4EBbmYfUmisyQBVJK0zQk/AS1hl1YOA/FCDRmXSq0hWyM+rAquA4mERn0qkKVcjOqANZkOcK4zjmr2hU9YnOpHNk9qvS9TGJyaRT5a+QCaEvwDmwKjgOJtGZdKpCFbIz6sCqYB0M/+1UxI/or/3L+Y/BqAQ4DVyF7ILuwFRogl6iM+lUBStkZ9SBVcFxMInOpFMVqpCdUQdWBcfBJDqTTlWoQnZGHVgVHAeT6Ew6VaEK2Rl1YFVwHEyiM+lUhQ5n/9PviaISVEofxIaDVrqudsYyzCdEI0ZAETQ5FXdaWJ305VEv10HCknzQgTAyeftkQ8iK5Y5gsn0MVoidRpsaB2IvHILO8aeQNSP/JLNz/JsV/5z/VApy/h1O/sX9aeL9J2yidOcaHgxyQUYEZx9hLQ15LqgU0azowUMzVsZ5KiGkr9gyUbXUta/a6ts/AIM9l8G02jzoWr+nCfZ14OydjnAMF4+N/86+fSbdLPuWIXXtvwBrLp4FtVk3wfoDOGblsdFbe/jzb5KksMnxn8B+4vMJ6L+4rI5PSf8PwMAarSV9u6XuhUd5U7X+HT/5P/XnH6ccB9no/sebKG2R4qjfdWXjlKnSMERGm8HQ8uu+1EMeLxkYxgGiWmdfTKrU2PZZFj9LbZZ9c6uZ9oNtGswkx39i/3HuNCG0MZHQ8hxy7/Dn35SEGEw5/3GEYzmug3/T+2+TNEY7NfynGoP5R439D+MlBKLjQAPFgCmdfzbIMdro1pt0/Y3ht6Hr+p8s2vHnfxrxCgupDHtxRCKdjPARGRVBFKW6uyFjC3LKnTQmiq3xJ/ZNL9KDnsD4E+hZdBbMW/FvqHI73HM5/rHnadPgjK4+OFA7ANv5DnUhdN61HBbNQJ9qs2BRz4/4zrVWmwtd4WoTxQfWwMU49lld6+Gg+j862Ac9N3XADMTTs/HajEXQ9c0tsDvYN0/MCexPqv+p/RAfQuMYbZgJ3kSstaFja/wERVilsVHIM6oWoii1nv+D3bCoNh9WPL0XYO+9cPkpFE+NP/6x7UU4Lxd13gErcC7pc8Npi9bA9kH8I9yoa9ZNvUA3rqS+AJrvM6B2Rhf0HVTTI/iHt/GPesv8ot5pb4OLux6ALa+NBB/CuFUkaWzo2Eafj7L/icFSJ9uX1Gl6/H8Ka7SW1OAl+PoSrCUh//BpV/di7C+ErrtWwKJTKc+kllCNqdVasZYMycRS/mPuLsLvbJ/BtUTcG6Fa0rUo1pIWrCVrsZbk+Z8i8z/G+reigPNEU8WH4azPlAKm2VOLwGgMfH+LUvJjWKeRUKTVHrYai2rChm1WFCsfXdYhw7j2ibWu/fNg+YadMNAtiXxj7xC/PfzaPUtgOjpGpbCAjfD1Lz4Hl353J9L2wIbl59kApQ32R8kE8utV2O7H4ObLPgJf+NESeGL3CMruhM1f/nXou/4K+GjPj/Wv0ZsqkmyG/6l960k7GfE3ixP4P3cFbBh9Hro7ZgLM7ITe/RjjYhDuWTIbMPNQyV545us98MNLvw2v4ks3oxuWw1yL56h+0sDzT7zqF/9Jzpehb9mH4fI/6YcPPrkTf8nEMAxtvhXe1tcFl3z0btg2Iuw0OhMjMDnC/AtWtUcWS0y2H9Gpvgn8J7GKYtWV7R/B+rf5OBrxb+dasq37QzhVrdDZu5tryZ67L8daQpNP/zfCvV/8T7j0CawlI1JLZFqn8YZbnmIaFX3RoLZ7HSxbjLXkucXwxNCw1pKzoe8TV8CVdz8HI8hoaVbWEQhk3tylNmEkSvPrTzIkGyD5XxkvIfQ4HvKf537i+NPvuuGjPBU8W/qVkyRIJJAgSkZ0yiU5LJJqxDXyMXeUrdinIOsRIUR4+zQ+JpoXJECaCDkHPnBnD6xcOIeQlSPYx0ARt5xHYNfja+GB7fPhlq99BhacQYV8DvxW12fhurZfwlPfegJ2ePuq1Vs3jybF/+CVv4OS0Uym/fH9p7GlHDTsggaIPy2/fSvct/JiOFMmEinyh6uhpi3x0u8EoYMmisCd34X7HtgObbf8Gay8cA6qOQlmn/8p+OPr5sO+p9bBYzsOaA1Cgapp0oSqhGDkhvKPNZVNiEYf/7r+T6J9HWbSTKb/iWHtTF37lGR4cP0hGP8XZ2EtWQMrF2AtoelVFqGV55+w+K+mtWTHfPj8Vz8HC2afhIJz4PybP8215MlvPQk7EDMZ+YdmKsfUjb8O9VDqv7Em3lXXX0LWzoT+87zLRIfpJtlk/kXZW1SnUqVHQrQJyx5K5myqlZsd9NoU1sJI9kmeLLIuFZPsE96KTmdDZJCPgbHsk3pOV7WCzM4+1GbC/LZ3WPnVEZBCOiyEDDKGxkp3Rs8+vQX24SPiOy48HVYbO3EQ+SwC8JgS/kscZUBy2RCCjeM+9vH39hV28ff2OYzE4gZo3ZPb2+BdVF/C/GvOcAISmuaKHFIWBA9u3QDr9+2DvasXwkmrSdYf+PgNx8H6RVJh4qGREKVOTlW4kI/Z6/Ae5vyTGlHfHPsSCxpEtj/x/FvN0vmnsMHpcF772XippgfPP8FSfwSLseWJJjTl317Y+vQPYF+xHVZdeBqsIhmjkwDWkjgvhIg9YuMMZuDI86+smQZiK4Qsy1Hmwv6JbJ/c5/mqE6vS+p8WvgeKEWMZjCiFUxQQpMEMVAo54elQusJUQxVUgDhMK89IhWEs+yQm+sayb7b1LoUsefskj7jEPjFgcbbvANFgzD7x2UgBLoOvvbiffxct0en7l8XoKBT8uJGkvKEIJ/aJDY/EfiIndLNPozX7rHFC/0V7HIvFi42KcgZNK7VxrMZw9OyX4q8GxH9ypo59HE59+yiFN6J+/kWPjL/gHXoWdHS/wPI8R6iffndwUayH5fNONvcmMf4T+U9Dalb8yXad+BOW50XoxEEHj5KmjAE8McGogUM5o0/Nzf/x4k9jpvHHsRKGDvOf84vJVDWIgD+UZ/hZPR2SfwxyT3QRZ736I7ESTR+C7oE3pH5wflKO4n+sJa0obfbJoEU42id72GOCURVHDY+UuRk+nuM/1fyXZUGxnTj+08KGgjNg00HTQ0dIHCY4apjPACg/N6WTyGlqYtII2dox7aNYsMhA6LmkImVxDMLh+JgmfbZPILLjnhjGMbp7CHbSkAr8fANOhXe3zcXOc/D05pcnsM9CdAqHtxyQquXo+08WUt+baZ9GM7Z9pPDGF+PO84/DpxeK+EjyjwixPMHoHtj5yjCyib/TW9vhvbAHnt2wFXaJNJ/Htk+SQrW8s7bx/COTMf7UG9s+UpRodq2dHPvN9v94sI95KGlHU8nzxfVPJ2o07FBIYz6ae/tPAlhXhl6FnSEJToV5ba047c/Dhk2vIKcQbN6tzfNvC6O0/yA6hJKB0JOwc8Qp/vFwHBFpcbdWRSaMP2o41P3PKlgYMdswQ24oHpR8IqY4bBExQW2dkHFqLbWaqhzIrwwsiaeqhqhM7E+DWXPeCi3wOvzkxZ/B8MgO2LyVtkMSVmkzitgavibwrosWQjv8HNbf/yi8NDoCu7f0wLW//xXoJym+RZ8O51y/AjrPeQ0eufVz0LNFSvTI4DpYfdV7oP22jcDvrLBeshENiEW1a/aRww7jPHr+O/uoXBZpk+yjk2P7fxrMefsMgAMvQf9/7YNi+7OwFV/YsjjIo3GU1gAV77oALj23Bfb2/QM8PLgPYPdG6L7mk3BHP8J0kK/zroEvdeLnn4/cATf2bAL8Zh++8LEd+lYvhXntt8GWYY0DC8jpmMaf7LMZtVuZf8Qryfy2VkaHRPOfEJFdyKXz1Fh/5JBF1dxTJyv+R07z21pxrdn+T4OZZ83GWrIXnu//GYwMUy2RtW8eWkvjLWrT4Z0LF0AbvAy996+DQawlQ1hLrrn2L+BFCgH7Px3mfgJryVypJWu0lhTbpZbMv11qydTwv9nxn3r2eZ5lcirnyvrDxwl64MMwd2DaU112GAMdXwADwEy+h3/+KeI8wdSFdlxi4MI/zRbhg/3FQ9e0kU84Cy1F263PFMPFgWJb92Lstxb4+jk+hRV2bkZ3Fpu/uazoaOGShi/jLS1Wfae7uGFmrZjZ+XixXzWPDDxarLqynf2nGEBLR9HZ3VsMDBODsx/AALAG30vtq4G6jZeqy6BIx6eg+B/nynGU/D9EveOxNeD/8MDa4urWGTgnGMvabxYrN/+iKAa6iw7sz+zs1bjbqIeL3ZvvLzo7ztL4txVLV60tum9oLfAN36Jvv/INDxS9ty8t8JGYzv+couPG7qJ3cJ8f4ZTwn/3G9ZQMrBJj879CKCEcXwADwLy+Nxn5V3bsuLQ//FOuJbTea1RLVm7EWrK/GOiRWtLZO6TzYN5hLXlQagmvv1BLoDg95HRRHNyGtWRpG+0Skv8zfC3xU2t6Pa4e7PgCGAAW8L08/xJDjokPTCW0KfFw9j9c2fGykWZZbmHj54a48AmZHMInKA8nTNzxGqvUMqbMzf06BjzKw2V9vLcGj6rUMkZ0RY0MxW5g9ygPB4YACHV8nsDMO7vFn7AsV0fYowjGZ/J4Rkn93awkK4dwen6j1GvL3NyvI+xRHq7qFOr4PFGqzM39OsIe5eGoySChjs9jvNVsYbk6wh7l4ajJIKHaIzu31IwhaYU7amQodgOvR3k4MARAqOPzBOaG869UHqLCikZHqgOWR8v9OoP3KA9XVQp1fJ4oVebmfh1hj/Jw1GSQUMfnMd5jl3/ZfmULi0F3kJ+tsGYPYf/Tx7miSRYDnfEmwFaGtc6YRwlsH4rTMPwhVM8fqWVec5S4hcYbSh1hjxL4RLdvUS3HVKLj42WcFuPYz/GP0TrK+ceKy7NQnqsc/2MWf5/kAc7xD6FQIMefAkFROLz9z22imFSaV/QdPv4enwY3EKwf8s8A+1C4XCjKkrbZkSLkNXHWix3tR9umL2EMfBE40e1TAClGFi8OKJ/SyOX4x3hMXv7Jsx6ynOPfjPj71ZDtWzQmL//N4vGU/3EPotHHrGFfQleAsInSB1C2r9X08X0sylacVVq7QVdSHGLICGJVAWWbnSJMLXar9v3QjTHb58hV4o9YC5GG1pocf4sEtc3MP5qgZtpvtv/Zfp7/4yn/aa+xompt/f0HN1Ek4I+xSWs9FUJ1cjVN+IijL7XLYa3Q+GxsTMKOffRqeJVkfYgzDdL6szBm+xQHiksMYIy/oYXGZ2PjUGInx58C6MMn/XHyX7JQ2I4s/5xhmxe1nvOfcjOvf8s1af35aORfXv+N1D9fLMZb/zV6Y1B2MFrdOpUITsNfCEiY5EAy3dkInngJsjbhDB2m0skOFDEJa43ErSLHomX7Of45/2il2AqxNllFocNUOtmR19/4kdNw1o0qInP9ObHqz7gvA+r2h79hQEoSLUqD9DsnSdqOAAADQklEQVQDuOwoa2j18UkSSEDhJhjlk5t0xCkLCcpBivG/mQp2EG281toghMeUCZUTWBnDS0fZfo5/yCJJqJBLkn2y6nP+5fWnhSfXH1kYFAdbK9bm+htjE6PjC4ldREjwOIb+Ky4cQN7pKKQa4rQJaFPLt8n6Km+YlAAELgHK+Lp9Q2qbNtm+hcdCS88Zcvw5GiE0AbAgaVvG1+0bUtu0yfln4bHQ5vzL6+8Erz/V74mWF4ltprRo3IKxNcRoPIUrGU9wcFQbIUdmkCkVskNk+2HB+ti5CHl0AkeeCCUM2GFKhewQOf45/uG7bzF7XIZEZAmKPBEqseT8w4CEe5gQHBevvP6m5PpLNtEwbwTg3NGvwkse1XoGN7eMLvcDb5VQxQTmCCBTtp/jn/NvjMvT8iIq98NKqhKqmMAcAWTK6y+vv7z+Jl5/4SsufBnIp/hdNgogLbjkoMVFCNNNV0e+L714Dm/wqhxKm2hkQojV0Cnb14jyBYzBIVaIYJwFMcdfQmPxCIFSIOdfiIjkUl5/dVOFg0OnXH8kT6jE5/pvsfCLiHGWRFh/x74TNSmSIAFrDV9BOQYHOvbGQNNlrdOSolzPgY69MdB0Weu0pCjXc6Bjbww0XdY6LSnK9Rzo2BsDTZe1TkuKcj0HOvbGQNNlrdOSolzPgY69MdB0Weu0pCjXc6Bjbww0XdY6LSnK9Rzo2BsDTZe1TkuKcj0HOvbGQNNlrdOSolzPgY69MdB0Weu0pCjXc6Bjbww0XdY6LSnK9Rzo2BsDTZe1TkuKcj0HOvbGQNNlrdOSolzPgY69MdB0Weu0GCrciRKCDmsDbDuutcwl1BSFPRNOCYo3ojcScQZZm+1r2CyW1ub4awTKd1Q5//L609QorxUuKq6yBDAAIXQRk9cfx8JiaW2uP5X6o5toLEj+Bj7GDR9xuOwSMFJJqwXcscXEZFbHH0ADsn2LRI5/zCCLCWVXzr9QvXRdxejk9ZfrT66/uApwScTqEWH5RMetlwAacGT7T93HuTQQVo8ADcBMybCwxwyBC7kVDqgA0Po+7CNII5Dt5/jn/LMlpCuDm7BKkOjxxOtpJnvobZBGIK+/vP7y+rO149dZWCXw/yMWQ1uUn6goAAAAAElFTkSuQmCC" } }, "cell_type": "markdown", "metadata": {}, "source": [ "#### The conditional expression is if **either or both** `semester_average >= 90` and `final_exam >= 90` are true.\n", "![Screenshot 2023-02-07 at 11.17.57 PM.png](attachment:defdc5b1-dcf3-4a53-ab9e-5009e527c070.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Boolean Operator `not` " ] }, { "attachments": { "68a09ed0-17b2-4ad8-9af6-f7716372c749.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "#### The Boolean operator `not` **reverses** a condition -- true becomes false, and false becomes true.\n", "![Screenshot 2023-02-07 at 11.20.23 PM.png](attachment:68a09ed0-17b2-4ad8-9af6-f7716372c749.png)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "grade = 87" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "if not grade == -1:\n", " print('The next grade is', grade)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "if grade != -1:\n", " print('The next grade is', grade)" ] }, { "attachments": { "48eb4d31-0313-485b-9079-19a6603751fa.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "#### In decreasing order of precedence:\n", "![Screenshot 2023-02-07 at 11.21.46 PM.png](attachment:48eb4d31-0313-485b-9079-19a6603751fa.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Short-Circuit Evaluation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### At run time, when Python evaluates the expression \n", "####
`(gender == 'Female) and (age >= 65)`
\n", "#### and it happens that `(gender == 'Female)` is false, then the entire expression must be false. (Why?) In that case, Python doesn't bother to evaluate `(age >= 65)`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Similarly, when when Python evaluates the expression \n", "####
`(semester_average >= 90) or (final_exam >= 90)`
\n", "#### and it happens that `(semester_average >= 90)` is true, then the entire expression must be true. (Why?) In that case, Python doesn't bother to evaluate `(final_exam >= 90)`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### **TIP:** In `and` expressions, make put the part most likely to be false at the left. In `or` expressions, make the part most likely to be true at the left. These tricks can speed your program execution." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### **EXERCISE:** Given:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "i = 1\n", "j = 2\n", "k = 3\n", "m = 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### What does each of the following conditions display? " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "(i >= 1) and (j < 4)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "(m <= 99) and (k < m)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "(j >= i) or (k == m)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "(k + m < j) or (3 - j >= k)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "not (k > m)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "##########################################################################\n", "# (C) Copyright 2019 by Deitel & Associates, Inc. and #\n", "# Pearson Education, Inc. All Rights Reserved. #\n", "# #\n", "# DISCLAIMER: The authors and publisher of this book have used their #\n", "# best efforts in preparing the book. These efforts include the #\n", "# development, research, and testing of the theories and programs #\n", "# to determine their effectiveness. The authors and publisher make #\n", "# no warranty of any kind, expressed or implied, with regard to these #\n", "# programs or to the documentation contained in these books. The authors #\n", "# and publisher shall not be liable in any event for incidental or #\n", "# consequential damages in connection with, or arising out of, the #\n", "# furnishing, performance, or use of these programs. #\n", "##########################################################################\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Additional material (C) Copyright 2023 by Ronald Mak" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 4 }