credit: 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ShVJSVZSQR18vMHBj4CnTOj8TqFKLOCBGkydo1CdiOXng4jE7xLiQqZNSfAajRBYbL7USDI1QMH9mM33uXQzJUaTczK7fEQffhG96LxY5T34lMxmHLnSl4+8QOZ/ZnFYv8AW/5Ym6Imq20aREepm/PCvkGZ7CDtDXqqKeqmI1GNDTy5zGFFehVrHUqGB0/1xQdrhaiORcz6aZ/DGjg9QO/glYswtPkQCIJ8sH6mjdGZxsxzNN6lAU9BkbkARsdpO98fcCptRBOhmDEbRuPftgipnoB0gqAYb0FgR12j34xbPqU1KCFNmA5Rbw+sEYCyOq7MOlXYsThtQOKgWYM7AAx5TOKPhmcqPV8NPkbkwtiNoufK2FtTiQNPWBCGzD8B63GGXZzN95U1KIUpJHQyPw+mOcnKrClXAy4tTdqjjUAmp/DpvGq8mfwxP5CnUOWRw9zMyBfxmJ+H1xTcWrqKlQdGefe0jE5w6qFyqp94GDHKWJ/EYeXU/kSPC+AbN1agpskBg2iWkiIqKQdjMsAPfj3tZnKtZaS1UFKKpK+ItLKjSPZ5Cb+mF/E837IA1DWIEwdQkiZieWNVDLVCFK0LRaSLQCtr/skj3nDrI0tNg072NuzGYr0mqGkgqFhTUyYg3K8uZePdg3h/GswBUKUkaaxLElgAzDbr90/D0xP18nWALNSUAAC/QwPpbGkJXDhl0jqRA9o3n5YaOZpbM7RfYbN2jelR/V3pKZUqGV+ZncFY+eBOH8XpwAxZedwY+IkDCfNU6k6WU2Oqx1HV13Ji+3lgRiAIM7RMX9rVt64Ep66tnKND/jNQVSopODc3Ug9N+mNvB8xVpqIBch1BAgSulvaJ84v6YU1AlRUURqDMxJHKduXX5YY5JKV1Bp2BYzT5Lveb74aGRY3qS3Elj1srqQMtMAyJgyPYXY88FpUHdESPbfmP2ziQosjMqhkkmB9lHznGuvWpftpO090T85xdf/QqtvP6uxX6W+/j9Cnp0wUYNf8AOMIuBhUCRAHePN/Nhz92Dsnw8lGNSoxAuAp0gADy/PE5UyiHLapmHYH7wgMdxzOxxkwz0fd4aLTjq282WC1l7yJUg02sSCLsv88Mq2UWkdCVaVNREIwEiRJ3cRczEWmBbEFw1aRYIpAJ60gBYTuRHLGvOceyxcmpW1PzJoqSbdSJ2xH10Y+qmpL7fjntX5b/AJko4VDlnrIO9EbSfPkMbuJ1Wo1VqKYKweXSIiDvONCVdbq5i88vTDOrw0VYepU0IpUk/eJABAWbX6nbFpzjGNy4LPgMymdFdpD6iAB7BBmCbatusjGPFqanSD58h5Y25KolSprRWUQNMsSGMsOdxHikRyxuz9JmMKCYBmBtjNhcYbcfNbHR4J/tI2mivm/pyOFmZzMLUYf8yp8mOD+1Z+yT/qD6YmM9VlihYw1VxAjm7c9+mNcEGTEtapJJxQ8H4UzUwZUA3v6ThPWWlClAxLatz+zip4BlKbUULAGdO7HYqNr74aTFSsVce4eyKCYMNAI8/cI2xS9lOH92t/aIBPkDhdxXIKCukH+021Egx1n1w9FbSBuSbAA29d4A8/PCam0M1uOu8VRJMAC/TGinxZCdmA6x+G4+GAxmg4CkQZFxdffYHl8sL8mh/WmAMqJt6CR8DgJWc3RS1CG2J+WEHaPK+HvVF19qNyBz92D04joUKBta5jadrGdokxt64xr5tSlyReDa9+seu/nhUFmGUy5dKbE3CwsMYi1uW8yfMnDLsrT7lmp61KtsJIIYdLXkTz+6MDUOHIEQWuwE6mNtI87GSflhRx4CmoKGCHIgM0bWm9jP1xOXUisPJ0pCP6P8sINP2hH7o+pxL8O4rm2IX9YImbnYaRJkxyHPFQp+1a8jSsW8zOC+TpsT9r0kUgJ9tp/u4WdmxUPeAuTSBY6WkQSeX1BHywx7WkAUzYeJv8Bvhd2aBK1dQKAqzQE9sTYzPtXGwHnOFyL8NmeXJ9mqK92xD6ibmSZuR4Re0DlbrA2wu4ZRJyZ6Bjz99vhg3JFRl3IMksZBF5JHmcasoQlCpSkala4m9wY+uKQSScb7giA5AluHo38U/wDmbfDFP2EQhUabd28jzDiPqfjhFkcuUyApmC4MWMiSHIv78P8AsTITSYBCvzvupwZ8P5GXP/BTcUvUfb2n/wARwmzxKpEWkfXDDi969S8Qz2m+/TCLilXwmGJ2m+14292BN/e/kMOlE9mGALEmSp1ct7j8TjYOJEQq6tY5EiBNxMbz0B+FpAzYnWSJkgbWgfXnj5aAhgphymoQJIE3gc4vbBas66HVXiNRlPXnBB921r+uCsse8UxNxHpAP44m+BBu+BMqkNUfwWINiCfunYx5YfcE8RRwTFQA+4rP4ge44WcHF1YYyTAKdTS0vMRzvtsMeLXDOAywpiN+u9974w4kjgNYwhaCVMEDbb3YB4W+pSDcgmDMkxG/nuPhijW1oVPegrj2WCwRb057f64x4bRljBPsmfOeV+VsHVBrom41Lz81/lhXwPON3jam2kLYRI6dcckSl1IYcAqFmIJ8QWQRFoK7W56iMD5WsHZLbuq9OcSP6+uPeAcbrO7CpU1L3cxCiDqWNgOuBOFZ5u+QFjp1oB03Fj9MHhk03S+ToORH2ZBvaDPO18IOBU00qCsjvXkRY3bcc+XwxRlSisWIECT5WxJ8OzZFHWkNFR4EkSSx+8IIsZx2B3Xyi+Xh/DGnanIIlCo6uqusMAgvEeOwuF0zf/UchrAFiRqEnp/PHT8zm6dapQV6BJlhVGpiHUgabgyW3IFhcD0XDjOU55OsOgpsmiOWmUkiIwJ5vxJUY4yaPqSQUEXgzab+7FMKdFqbKHIqNpjUFAsLAFj77EH4Yn9X2vvbqOflisOZShSZlpkOQGloLabWDQLWk9DjL66dY0u5tk6Rk+XRWDvp1QxLJeSoNiNI1He/lhfX4mGeUfwxAEkXG8LtF58sCU89Up1PGCQ5JUkmACPFGoeYPryGB6hRK2pdTajvBtFiPagbzF9+e+MMFTWrf9ievgC7Vkmmv8Y5nEhn601WF/bc9fvnyxX9rPZQfvjEbnGio5G/ij+8ce3DgrI80+Rt6Wnfliq4FkAaSkg/d+8w5eRAGJmmxFNGm5MH3T+WLbgwimPd9BjpJ0cgbO5IK6ldQHeG2okERz1YYZlAUJBM6Y+RP5Yw4h9z+In5Y2Zw/Z28/ocTXAzB+yglXLEkCfjAP5Y2ZSsf1lwIgz67Y09lK0pUj976DH2Sqf7y1x+Ps4s1UpfBJdMfk97RoFqKFMb/AFwdXQB2g+LTz2EMQMLe1VT7Vff9Rhw1w2v9o7T7M/WZwnEU/kddTMsplm0LMyXidTnwwPPffa2FnGMt7FiRrNtR2te83xQZdgO7BBPi36WtOFfE5LLtZnI+Axmycl4cGijw9YkIfPx9d/l/UYpKCQ5H7o+pxG1ajLlWLNJ1kah0N4+OLBlPem59lbdLnbDaHF7iOSa2AOP5WpUagtMFmLmfIaTcxty+WGdOk+lC6IbXAHP01EHYi2/S+N9GnTkM06lmJWQLQbgjlO569MLc6dSkI50mIlRpWWvqPMkavl0x5+fK3NR8EJvegLiWYgushRuxAUbHyG8wI68zGE71tOlu7eTAZiukE/dibbT8MNc0/d0GUKGllDVbQx1CIBOox+0RO5tyUZ2nKapE6RK6gxBk78xNoH88Ph6lQqdsZ165IXwGNYnxD9lsMuDVdVUjTA0NJ1A80tbyxHZdv9ynnqmfc+KbsU8op/cc2/iGNzjRdOyh4wv21QwPaf5McT3EKY0zG5B26HD7i7faOb3ep/jOE/EHGjTBAEfXHT638gh0oSZvLxRkROsbD1wh4tmHXSFJUxLEWkgmJ8h+OKvOXo2/b/A4lOPly62Hs/RjimFXLcXJxsfcUzj/AGWklSUV20n7xH0tttc4seB6nSmwgTBefNVJ0/HEVxSm32EcqKc+d8XPZqm3c0tv7Mf4Fw2VLSqBBuzztE2nLVmAuEcj4HETwzMfbabQBM9eR+o+eLPj8/qtad+7fbrBxC5F/tyP3P8ALgQX2sMuUU/DSCjrBEHn6cr4XZHJeNtP7wuxsPgb4Kp09QBMWXp5f6YV5RJzDBTuXB5WO/0wqZzpclDleHupBVlJ82N/I2vgjhnBPtFskAz7RJBF52HPz+OEfDWBqAKFDKNQ9ZA69GxY9iOCrXpqUK1DqZndlggzbTvBt59bbGGbJJR25ewNUaN9QOyMejRKqWJB5hCbbgb2+WEfC+zlV0KVi6IrOzKoioyhzdDsFJtqNr2k2w8zPEgKlQiiEo0joqkMlzqHeTPtMTCgg3hwDeMTi9oBVaoFSouhGAUGSukEBdd/CQ0AmTJ9ozGM+KeTHFrsRlls15XjGotRylIKxImpJaowMK0XDC0SqmB4t7Yz/wBpjkyLy06QIixEGNj5YT8LylJ1KyQ7KCGvKsJDLBuNxta2A/1Cn94PM3s34WxT6U8vnYgoye454XVoVcwAXJXxGVIBEHnI2j5kYp8xQpOwp0pUhbBqmnVI8JEzPMwBa+NXCuFLT1uyUixY6WGhvCRHKTv58jbedfFc1TfU1MeNTLsWZok3AHSJI5QAB0Gb1Wb6mSovZfka8j7A2erxUULpWKbyDNgSJ5gj33O5EYXBoqCHAsSSkmVJkyZi39XwHxQfaKFIcsGACiCfZ9mQGM2gjfYc8aM2j7iSygKVYxpiRFzYAfORho46SRK2EdoK6spAl1DjSxBnlOxj49dpjEjWEu88yf8AEcUVEhGK3KwDAOkmByYTHMTt5YnszU8b+EpNwszFzz5743+mbScWVi7NoproCzsSdj9cWPB63gXzj6DERSJ0UyDu8Hzv8sUVLh57vWarAAzuABcAXi3L4HGhpjpjXP1rp6sPljLOVR3f9dDhMuSgE6jI1GNYJtMn2ecWwTWyNQLDVFsSLGR4VJP3J2B8rjCpUG7Ceyb/AGdQ9dX0GPsnR/3h3kf6wMLqC92TTRzJv4biCsn7hYyALC+N1FYrBQzFyoMhlidOqJiP6F8O5K2/Iqi6SCO0Lq1ZZ5T9cOqzeE/931OENXIF38bgkGJ1jqeQAn2QesMDtMZI7lZNQRv53aPZ0TvP9WwrkqSoKW7ZXZFvDTEjf/1GFHEKwBB/j/DCzLU3d1XvY8Q+8LHxjfTH/DIt5dce5vKsNIWoSG1SCBaYmIjGea3LRewJnc6WyuoGwqRteY/0xf0qJaoDy0iT7z6YlKXBfBBqCN/Z5x/F0xV5UJqZu8XYAAMDtN/nsefnhfUZUo2vf+CbWlBlWg8sqqppmQZ35ERyny9MTOfz5NUIAJuUgQw0ib/dMgDYW8tsG9oM6KehWZiWMQssx07TG1pO/uM4wr1iiB9KaoOktsLGDpIETqFri8485p3qfchPfcUZyQmrZWMqG0giel5tteJscKkaSfNPhBItbp/XLBOdzJd31lS1iGI07Hn5+uAWrKSTILgATyInaeY/njTidciRkkFUiDkAdO87ej8sP+xhHdoYjwVNv4hy5YniwOWKK2khvCknTDTN7mwY/L3NuymaSmoVmYsqOulQWkMQZgCZ3H+uNsncW/c0R7fBSdoa5WtUAAPjbn587Hzwlz1R2pgsBy9k+fpfDXtJmSK1RdDnxNcISN+sXwiz+cOgju6nL7h68sLk638jw6UYV6v2IH7xPy/niV47V8a7+ydvU+WGTVCArEPdj90xf64VdoakVEMT4PxOK4lUic+k94vVgULH+wHMbX8ji87OZhO5pEkj7ITPKEXe2IHidfSMuY/4Cn5nf4YuezVZUy9FiLd2ORJMqvIYOXpXydDqPuLDXQqwZDI1/IjETw4g1Y/dNuW4w/4v3jd6AKmghrFWAHytic4Y/wBuY/YP4Y6HSwvlFJS9j3fhhLw0j9YJk3dgbbb33vhxRrLpgsogdeuFHBsg75ptMGSWJJtBMW6+J1AAEmcKnW7Fydhz2PylGrXC08wGAQyhQpKhlkhiTe0epw57WZ5MoFppVFFdR1UaSqxKg2DEgHUdJEm218b8vw3LcNU6UetXFN1qVHju6bARIWxKE6hvMLOI7j2Zq1wA1JYcK6Pq1kKkqVDGSBqHX1JEYyycZS9jLJ7UYcIlvGKDZhDUPhqmFELqbSFYAMZJ6WA88H1xopvo0DoUA1gWGiTBaNB35zj3s9lqtBGlZkypL9JW4mBuYPOelwK96JYCCHPhMT7ZJi52JNyeXKcJ1y1LtXwGEdrMeDVg9UMpZiAQVIjdheSx5QPd8TjkqX/Or+6mI93jwv4bVbvNZXyseagC82uFnfBbUqVXxvUIYxMFIsIEbcgMelGX+0tHdFsuWUJrYMoIsGqXtz9pgDzsT7rnCBqwphqekDUP2iSu50nVqBj5wN7YzzrJpClVRrEKTUViY/eEgCSLeXW4eUoVDBCSXGsyDpK7kiNx62km4x4Sxytts6V2LmzVMOCup39lQFBCgbwAQG5Y2V2WQaqu1gAGKq23ICwkiPzjGzNZhqlXdCSjKsrpAWUJN7pEArIvt0Jw/wBhNN2KpHtOLgzcQWJA+eNSk0hbfYVVmpqxIkXEW8IHOwHmPgcJc1WLVNJ2EgHynFLmshTpgnvZj7pUggxMTswj0PriZr2cnrP1ONHpqe4YLfcIy9Jj9/baw/LDfL8NapSnvGJ6W03HphWJiDt63xTdm/7IbbDr0xqZcAXgrm2sfA/5fX44KXs2xHt2mYHr/D0th7XgDU3438gML83xRj6dBb4kb+63rhGw0A/7GYGGqqPKfXlHp8MZrweSSK4naZ8oFo63wO/EeSn1gW+Ufjj2nn2G0jqb/ngWw0MqHZtvu1QN+vM9Y6T8cfVeyFYm1VI6Qfy9MC5XjgVhoqCeYUj5jY/A4reEcYFWAYDcujenn5YKoBPJ2Oqg3qruNpBke7CziVBqNSmDVN5jn08sdGqvbHMu0Ty9ML+9vPl0vhJR3GXA3pUqhWRWMRzA/LFkk7zAIUXF5Jn6A2xI8JGlPFHxb8cVj0LzsIWCI3HX4i3rjPnVqjpK0Lc33etDVcjSSVMA6usjYwOQjaY6bMy9OrpXvNMEsAs6mlYECDAEkncb3wH2jUMKbMGEMZmINrx1jf8AqcJahL6bFFAeDIgHqwFxtt0xncFymzPJJH1UrqKqG1Qd+U2IIsD12FyJ2wBls33cqtObkFgd/fO4n6Y+4jmVIkArE2tJJ6k2k3iQT78B5biBWwQysHxCIP3dgCD6zisYbWLpS3svOE1dVOSRvyb8xM+s+uD8iq6/d+WIzhOaqu3eDwtHiGmFPkd5O9xtGK3gmaDNqv7JkWsQRI+OKI0QdoKzyumpaja37yr4wOWskfAQMLs2RpMidtxGHvGQS7fxvuf3sJ8+ngMxy5+eKT638hj0oVZuivcoYAueX44i+0piom3sH6nFzxA/Yp64he0bw6/wf+xxTByLk4NPFzbL/wDQH1OOkdkKc0KH/TX/AArjnPEnhaHnQX6nHQuyTnuaP/TH+EYfN0IGPqYRxWp4a3K1T6HHNOFMO/8A+zf4Y6TxZQUrcxpf6HHNeEEd9H7n5Y7H0s6XKKjJ5VCASoJgXt09MDZbNJRzJqKFDLdTaAxWzRtImR5wcG5SAFH7owjrsf1sEIHusKYgkDY+v9bYTycyi4hwOvXdVZlVDTRlJn2XALEmTJm5H7wPO5WXod3l6aag5pkmRyDfdvfcn4Acru6NVvsTpAGgeAkW8AiDsY2tO84RO6l4qSSTpdgpBtJBIB8JEzqHqByPmZJNtqSrd7GWMUnbYECGdk0BY1NL3IvHoL9f5420KtGpT0OqUybGoBYw/SbSDE/6YzzpFWWViBOoEw19RsSPIAz5bDfCytUqGnBYQCeZA3iII3nkOvrHNX7DN0HjLUVIXTTKtHjW3LmLReeXTBBoZX9z4/zwkylGns3eEsJHhgCN/F0BgW+WNj05Jk0genfoI92rGvG6j3ZeDVDnhI72oi1V8GiJKELEbhhsx87ScZ8azOgOqJpQiDqNtJO/iM7tOxnBGb4xTnRSqNGnTC7eQFOfXaI07TOAO0GXoimZrB2MzYgkAi0wZi1uh+GGUlOdtV7bkpMn4LuCVCkvpKEgCChiJM3I5bTOKXJ06zgavAqDYHvE7s+0AEmDYWIE8rA4A7M8JplqbapRHBJqABWJldKhptEbcxvyw041n0TUlLTTcEgBfZ8/uxYjaBeOl65civTAXZKyS4kizNMuwB8JZYsOWm17eeFRQ+KEueZ9efl+eKDO51HadJJa7EsQCRHL0529MIa0amKQk30iYubCWJb4n8MXxT2BdbgZVla5kHny+OLDgH9is9B9MR1RxrUT8Bbbrvim4c5FAC0EAfG2N63jbLwdhOZrE3mx29Ovv39Pfidz/Ejq0qJA38/66YP4tmQAT7vz/rzxLUXuxnkb4Wu5SxpX4npsEhvPljflMo1Ve8rMxUXA8pieirNvPC7I0e9qUwTuLnyDNPyGGOS4owrmopiFIA5aZgKRsRpt8cBpvgNpHVOD8OySQaCIQrXMS3kH1C3W3MG8YS8W4P8Aq5D07IT7JBBUkyDvbp5EYecGzCvTlYS1wqCNUCWIE9B05494pmURYqECQEM+FTrOkHTe8kEEfLn4a9ROOfvzwTctxXluIVWEagTsbbjrt0xEZue+pk/v9fLritpeBlGxuhnyuPlOJTiL/a0p6Pt7se1W5W9jLgGe/wB6C1DUIJhNBE6uViL46EzMakEEiLatpBNj93VePO2Oc9m8wiZo1GLAgmIkAzYzpVjt/D646LmwQ5O8i9gSAQRcAGRaxicY/WWpprwQbfJo47kqlVqK0wq6Kks0iQoJBNwPIRPP4IOPcOcVJpKzAKGDSWU33E7QJ392GorkMNahg3i0yRCqDfqNpI5dMbOM0gx+zqDveijVAWRFt48QIjnyvjNGck1ZOUvJL04Ca/CHaW8chdJNzeTY8x+1jXmqDA6tS6QLhp1dREeLT7/LBuXzCOoFUsy0wV0jUQSTNyfZBKjawHLAeb4gmk92rIolSUgKAPZGo3eYmYBxdW2T5PMjmAGEiIueYt1Ei3Pfltil4DnVOYbSbPTL+hBAMnzBXEDwvMd5VCwYYG07eE8wBzxc8H4fqqKA2lNDQEY6xMWPTbr0xdY3F7mjEmip4pVHeNMDx1Of72FWeqAIbjlz88Gcb4elSqx8YipUFmgWe9tvfhTn+EgITqqcvvTzxSda2VhelAmdq/ZJiW4hk1qsCSbAi225+eH+f4evdL4nG/PG3LcHokCTeBPiGGg0tzpb7E9U4aj6AS0KgVdtgTviy7OMFREBsqlR1gAAT8CcDtwSgIuw6eIflgrIcMphhoZx6N/LHTlao6KpnnFR4Ku+z/jjnOToaXDBuUf18MdBz+UH2g1v97dp/DEsOA04BDN8Rh4PYWQXkKll9B9MLTm1TOqzKCqsCZgWi8G0Rvy2E4Y5PhhappV2HvA2Hp0xq4r2eam4ZpqKZLLENpC3MiwA9ROJznBPS+WBlvXqagpkEaVJBvbcMCRpFrECfLAn6xSHeITcj+zk3WN532G4ggk4JydZO6prSkhUWNQMhQoiSBFxpMi3n0lOKhYMljomGAEKpAiIMsPCd7X9cebk9PpnW9f3/wAMynYwVqdYArTWlTFMMELEwAJkmPFPmdhucBcbRS0pBZVBJUwDzsLzb0PrjTSqgALIYaVjwgLaIMH3g+u+Pc1mFqUfAop6PcdXXaReYvtaMFR+6wvcA4VVqKxSQAx8Qb2v6nr9cb3pFSR3yLcmC1xJn8cAZHJuzyokQC0sAbkjmdrdeeBatYgwKjr5SBHp4sbIuh4s6PUqIVRnCIwtAsokXANhIPOdzGAeK5Oiq953gVzeSo0wTsACRMSRv6yMKslxEFihFnJYQ20wCeQ5C/rNsfZvOuQyvJUmA21r2LbE8rgX89sEsMoT5FnybBxWvS0jvTDOFAuqr4gLA2WZE2AtthZmnLK1VjdouTJNtxHpMRFwOYxq4kQUAB0rrUm825MTO9on+WBKq+Ig7Elgxm4ufqOVo8saIY1V9xGFZrNiolxAC823PIxyAmwv1wiEhidr8/Xpg4Uz4pB6gcp3k8gPhywHUJBMGfQ2icaIJJUhuwJoiqLEDz+cYouE5IFFbU2wMTbbE67+NSYsOXn78UPDM0opjxCQu3uxsXSi0DVxI0w6d6D3feeOJmIvEX+GJt2Gp9Ps3iOnLe/xvhlxrMalH8X4euFNP73ocHsN3GnBD4xEj7KpH91vx/HGdLL6bhlJgj4429maHeVqdMEAvTdATMajqjl6YJTgbrVNNaoqwN1ViCd7CJm0RGJ6lqce4X2H/CeOVEqoojTqUEiQ17EaugWOW1se9ss9TZF71iUZW0jU0hwBpkAkWkxIiwwk4dmZCViioC0JJIDEzMHYhdN5M7dcbO3PDylGg5ZjqLSHgEeGbQTI3AJidxa+I/SxRyxk1uLJJlLlqPeU1MldiIN7oOoviRzq6KtPxE2b2vd0xVcOzQWms2OleX7o/LEnmagqV6QnkwkiwmMXrcfsauD0yc0rSYFTkJMyYsd7jbHUhWFzVeBHsrIY8zN+Q3iefS/PuG8NKVAxan7U3NvkZxchNbFbtYMoUbC4kSCSZI5845zjF66F1Ik0zTWzqM96A0+JUZfusoNyvQgHbqZtiVfMS7QSFUm4kHbwg2nYc/54a8UqlT3bk6gBztJ5gbjkcTGZLQxZrNp1aTMKoMix32tPr1xHDBNEuTfSKHxOWYAyANiY2bncxt64Iy1cjUjaWDbyn3b6t4kmFEgjkOeE+XICAXIUEggWC7/d6k+6cbslmXWQwLEAFdUyARYgEj1HvxeULsFM9yGRdKwNkJ1+AzIimTtHl9MXvZxIqknSW0tt5MRE+4Yhhmg+YpkPqIVwen9m3xsTz/nc8B/tt/ut/jbFW20m+TXButxucr3RqISTFaoQSZJBIN/fI9wwFxSoBTPu+ow242SKrEAHxvM/xYQ8drnuWsLQfmMdPrY0ekEzjfZU/U4X5gHvaRFUIqsxdJYawQoAgAg35EjfGnM8U1U6QawG525Y3OtB3DGrEEbFeU7yPLFYLyJNhHalj3CQ+kyLkx054b9nbU6IJkhFk9TpucLOKUMvXpqjVSFBBMMs/d6+uC8hWpKqKjltIAHiF4U7/DCuDo5P7rM+Kv8A2osPbuZ8+mI+qZWlBsHa077xbnyxS8TeRVubh+fWcTdOkpp09TEEEkQRznf44eC2BJjLKVTrkciCCLHD/J5gGdFRQs+x4QZF4AtFt9wYJMYllqgNAPTc+WGVGgl2q0EnQNLd4yl940tMBjPSRfa2MnqoJrf+AS4K8tTW7CGWLgxyE36C0kRiP7UuuohJLspgbLIG3PULfjjB61VILKYVzGkg2NwFMSIJNiDsBOPM/naYpPqBUFLwSB4trHeD6bct8Y0p6k5OzPwDUKSkoOQEOOcxt6TaLWBtONmZzDmi6hBTBbxQbsZI35WBMCMB1qGldQMBhzkyL9OccuUeWBKDAUj4hGq17b3gfE+/GmCUmmxk9zLgXEChd0To0FjaGCxYiY1SN4IB9AqubBJOhb33PP8A7hgjhbP3TKSDCjmJ9oe+PLGr9RqckQ+etB8pxdJt7I74MOzbMapAUEKrEy5WU5jcdOVzOGr5mQxFKENo1SNvPnHP1tjyn+jrPzOmP+xz9VwdlOxOcSZ1NI27th8eo5Yplw29SGa7iPPZ9hTYSbCGtcqSI33vyPryxjSK7NtqJM8oOwjfp0264w7S8Lq0lmrTalJsNDBYm8E2iQMMOCdkc1ULoFZSmmVZG1eIHTYG0392FjjTjshaFmZckwCoG4ETHlv/AC3wrzWZbUIN+cbe/FtmP0cZpjqOsR0ptbGK/oyrfs1P7hxaGKt2NpIFiSd9zg7K1SrBGPtAgi0+1ImR1WfQjFXmf0dVhp006xJYCRTJ085Ijyj1I5YCzPYLOd+Ps6zrIJcUmkSbiIiQIPv92Lew6EfFD4COhEYByw2NjPL388dFP6OqrLdaxB/dI+ox5T/Rk4/4db4H8sCjrJLslSY1kgQyEuDf7rKTsJPh1WAx0Pg3ABVpd9/tQ1EZmIpupQzJQ6gahIg325YGo9jquXVyKbBmACMxI0tIZSJ8JMj2SL7WnAvZns9nA1WmwZnIFT9owxZfFBI1eATvuLnCaVqsOraiiHYNUo0kp5yiKlLUFZjqUKW1eFdQ0sTuedxiP7c8DqUf1YVs2mZV60QvLafvGxB2tiu/+PZv/l1P7rYXZ7sTXqshdKpKGR4Tvby8sHQrsF+xM8aQjxKx6AECJ5csSgdhDTB1R9Zx1Ct2DzDmStb0Fh8IwG/6LKh+5V94nBSC2S9FajadRlZE87c7ASfQYo8pxUUqjnVDEIBbpTESD/EbHrgn/wCvq9OahR4XxGSYhbm0xsMEJ2JzNXLKiBNRqJUBJjwLQWmbxPtg2wsoKSaYGIuKViSHIjUd5kTz3gXHlO/O+JypUBYtaBYSLm0e/cf0LWvEezjUaD5aq9HvgRUhW1GD7GqYtZrG3xxz7vASo0kuX2Gx2sFuZJxlxwSbiuxPTuENnFYhdTAHccieQ8ukm1/XGHF6x193qJ0gBpg+OBqEgkEAiAZ2AxZf/VOban3jVKSSuohtRZbSQQBuPLGdX9G+aq0zXBporLrWmZDKIkKQRMxyN5tjVCMUh6rYjeAqWrDpBm3VdPL1xfcKJWpI/wCXO53Zj/PGvg/6Mc4kOtSmCdLRPiEXgwSJvBw+yHYrOrVDnuo8MgNyDSfWZOBON8Dpn3anMuK7hZ9ptj54Tau9DI5Kgjff5Ww34l2YzearNWpumhiw8bwSQb2+GNKfo/zomHpz/F/XXCuLuzk9iV4hk07kKBZKh11GlfDA031BAZkaSCTaPJbS06nQVG8B35EGYZTqupFweYOGHbjgeYyqfbamVrygJTUfCNbRCmCxA3NsK+yXAc1maxRFadHi120iRonVyiIHObYoopRA22w3QCPbY+8f5sZrTjZ2B5eL/wDrzxQD9Guc3lPiv+bG1f0dZ3bwGPNf82AAn1qkyGa8b/e25mfPAtDJSQDUYL1jl6Tir/8ArvOi/h/8f82PB+j7Ojp8B/mx1HMScL4aGqtTVu8d/BSLAwHJABgMJkSPLBef4fWyjtRaoreFSDANjdSLjzExNjfFV2d7IVsvUp1XR6jKwO6qq33iSWIFxcCd8IuJ8CzOczYahTZaCI32lzqctJUyRMTawgYDjF7MatgCnmJZZ1jTJJDXY8p5GN7jkBa+NGfz7CQGViVABA8Rk7EDeAeV+U8sPafYjMCdYLSIsADPI3OEXazsvXpUnq92y00EkkAEXAsVJ3nGOfplr2RKUfAMSnhJc3JkwItzXboLEWv6FYMsxkw2iZPlO+23QYp+HdhMxoDHWCQDBQmOn3o/HGXCOz5r9/Uqd6FFSqnhWdLI0bmwWx8MWnyxeOBpcnKJNcJIIYK+ohAWF7DWohpjy6i/vDM5Gl/zv/1/zxOdn69MZl11GmHUU1J8UnvE3sIHhJ5RGL//AOIV+r//AIz+eKrFXAyVH//Z
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

Best Universities for Mathematics & statistics


Manchester Metropolitan University#31
University of Dundee#32
UWE Bristol#33
University of Reading#34
The University of Manchester#35
University of Essex#36
Cardiff University#37
University of Chester#38
University of Central Lancashire (UCLan)#39
University of Surrey#40

Covid-19 Response

QUARANTINE PROVISION:
Not yet specified
TEACHING MODE:
Blended learning.
OPEN DAYS:
Selection of webinars on demand available online.
TEACHING NOTES:
Your studies will be predominantly in-person activities on campus supplemented with new recorded video content and other materials from your lecturers. The exact mix of activities will depend on what works for each subject area
This is the latest available data taken from the manchester.ac.uk website on 14th October 2021. Read all universities responses in our Covid-19 university response article.

11 Mathematics & statistics reviews at The University of Manchester


Student Review: 5 /5

Computer Science and Mathematics, BSc Hons

By member548289 On 11th August 21

Back on campus in September. Course delivery has been fantastic, lecturers have a very advanced knowledge in the subject and help us to learn

Value for Money
Teaching Quality
Personal Tutor
Course Content
Job Prospects
All reviews are the views of StudentCrowd members, not of StudentCrowd Limited

Student Review: 5 /5

Computer Science and Mathematics, BSc Hons

By member754978 On 5th March 21

Course is good, interesting modules. Passionate lecturers

Value for Money
Teaching Quality
Personal Tutor
Course Content
Job Prospects
All reviews are the views of StudentCrowd members, not of StudentCrowd Limited

Student Review: 5 /5

Mathematics and Physics, MMath&Phys Hons

By member1044678 On 8th January 20

course can be watched online too saved me

Value for Money
Teaching Quality
Personal Tutor
Course Content
Job Prospects
All reviews are the views of StudentCrowd members, not of StudentCrowd Limited

Student Review: 4 /5

Mathematics with Finance, BSc Hons

By Yesbro6969 On 4th December 19

I started on this course and switched to the actuarial science course so I didn’t have to do coding. They are pretty similar besides that. This course is good but the finance stuff is so so so boring it’s just reading tax sheets and stuff

Value for Money
Teaching Quality
Personal Tutor
Course Content
Job Prospects
All reviews are the views of StudentCrowd members, not of StudentCrowd Limited

Student Review: 1 /5
By pfpmnhig On 4th January 18
Value for Money
Teaching Quality
Personal Tutor
Course Content
Job Prospects
All reviews are the views of StudentCrowd members, not of StudentCrowd Limited

Student Review: 4 /5

Mathematics, BSc Hons

By member12345 On 29th November 15

Hard work but I really enjoy it :)

Value for Money
Teaching Quality
Personal Tutor
Course Content
Job Prospects
All reviews are the views of StudentCrowd members, not of StudentCrowd Limited

Student Review: 5 /5

Mathematics, BSc Hons

By sumo1101 On 28th November 15
Value for Money
Teaching Quality
Personal Tutor
Course Content
Job Prospects
All reviews are the views of StudentCrowd members, not of StudentCrowd Limited

Student Review: 5 /5

Mathematics, MMath Hons

By member1119012 On 17th November 15

goooood

Value for Money
Teaching Quality
Personal Tutor
Course Content
Job Prospects
All reviews are the views of StudentCrowd members, not of StudentCrowd Limited

Student Review: 4 /5

Mathematics, BSc Hons

By member918623 On 14th November 15

Some lectures are amazing however probability is a core module and the lecture is awful

Value for Money
Teaching Quality
Personal Tutor
Course Content
Job Prospects
All reviews are the views of StudentCrowd members, not of StudentCrowd Limited

Student Review: 3 /5

Actuarial Science and Mathematics, BSc Hons

By Manchester On 6th October 15
Value for Money
Teaching Quality
Personal Tutor
Course Content
Job Prospects
All reviews are the views of StudentCrowd members, not of StudentCrowd Limited

Student Review: 4 /5

Mathematics, MMath Hons

By member97170 On 24th April 15
Value for Money
Teaching Quality
Personal Tutor
Course Content
Job Prospects
All reviews are the views of StudentCrowd members, not of StudentCrowd Limited


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