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1ikp7VQxjEAIIIIAAAggggMCUBdocAn6J+vAlxa8q/PQPXwyyVtEmedygel9sWAZfTRz27l2g9weXdbfY41cUxRbDGtplFAIIdCCwvLxxaXn5gA5aGq+JIf1/L4rxlq2r2kMxwqerNT7/7WibXjP/Szm8JfTtX3xxhy/quEXhc/d8L8DHNCyK67c9xOuE8ibF+TXtkfzVwDAYgekKcAh4tC+HOJuN8Gn2YSwCwxDwHrtXKn5NUbf3MFzdO+4VvT4nsO6qYRLAYWwf9HLuBEgAR69SEpxmI3yafRiLwGwE6pK4uDfeO3eKIuztO0fvr1H43L60OPnzo+P2UVSd95fWTz9vSgfwGQEEEEAAAQQQQKBbgTbn8fm2Ln403A4KP/7towrfC9Cf0+JzBC9RVCV/Yc/gEeVEp0UTO8n0lcUXpQ3yGQEEEEAAAQQQQKBbgTZ7AJ+oWe6v8Ll/Lj4MfKFiveLdirsfGPyLf1+qd+khW+9B/KOk3rZJPddxmxQEEEAAAQQWSMCnWsyirJnRfGexrMyzrYD31m1TVr5er7tWTFh1f8CKap0MShPKThqlEQQQGCXAOYCjhPq/RyL3AWxnPnrN5VOD8yTzWReL05O6Q8B+5Ft49Nsn9f4KhQ/dxvcCXBwllhQBBBBAAAEEEJgjgbpDwN7j51u/+NFvv1Uu71/p9c0KPxf404qwh7AczQsCCCCAAAIIIIDAEATq9gC67+cqTlTsq/AVwL6y9zzF1go/Bu5KxX0KCgIIIIAAAggggMCABOr2AKaL4Kt0b1b43n6b05F8RgABBBBAAAEEEBiOQNMewLAUviDET/W4VfE9hc8PPEzB+YDDWc/0FAEEEEAAAQQQ+IVAmwTwm6rti0B8L8DfU9yg8L0An44jAggggAACCCCAwPAE2h4C9v3+wn0Az9Z7XyByqWKPaPjwlp4eI4AAAggggAACCyjQZg+gWdIrfn2ByL0L6MUiI4AAAggggAACgxdokwCeqqW8WHG4wucDuvi1zbRldV4QQAABBBBAAAEEchFocwj4Perszgo/u/cexU0KH/r1fQHvymVB6AcCCCCAAAIIIIBAO4E2CeCb1JQv/vhTxe4KJ39/ofiUglvCtHOmFgIIIIAAAgggkI1AmwTwePX2HMW3yvBFIBQEEEAAAQQQQACBgQq0OY/vI1o2XwW8w0CXkW4jgAACCCCAAAIIRAJtEsB/r/qvVnxR4RtAP0GRXhUMKgIIIIAAAggggMBABNocAv5jLcuzFLsq3q7wTaDvUPg+gG9U/ERBQWCgAivr1HFH32V5aWmNgoIAAggggED/Ak0JoJ//6z19ywrf9y+U3fQmXAzyL9Fw3iIwRIF16vSGGXV8eUbzZbYIIIAAAgsuUHcIOH7+720y+rQinAPoi0F8IciJCm4Ds+AbEIuPAAIIIIAAAsMTqEsA/fzfHyoOUvwHxX6K9YpHDW8R6TECCCCAAAIIIIBALNB0CPi1qhg///dGffb9/+6GEAEEEEAAAQQQQGC4AnV7AIe7RPQcAQQQQAABBBBAoFGgKQH8M015qCLc9mVNY0uMRAABBBBAAAEEEBiEQF0CeKp6v6L4oMKHfr+neJLiWMXBCu4FKAQKAggggAACCCAwRIG6cwDfEy1MfNuXF2n40YpHKG5X7K34f0NccPqMAAIIIIAAAggsqkBdAhh7xM8A9q1fXEJS6BtCUxBAAAEEEEAAAQQGJNAmAaxanJAUVo1jGAIIIIAAAggggEDGAnXnAGbcZbqGAAIIIIAAAgggsBoBEsDV6DEtAggggAACCCAwQIE2CaCfCUxBAAEEEEAAAQQQmBOBNucAXqZl9W1g/Hi4qxXLijvnZPlZDAQQQAABBBBAYOEE2uwBfKJU/Fxg3//vdMV1iqsUZyp8o+iHKyYpl2si32vQcc8kDTANAggggAACCCCAwPgCbRJAt/puxb6Kxyj8POB/q/CNoT+kcCL3eMU45SBV9p5FP13E8RnFteM0QF0EEEAAAQQQQACByQTaJoBx675J9HMVj1XsrvC9AC9SjJMEXqL666NGj9H7nRW+sTQFAQQQQAABBBBAYIoCbRLAz2v+ZyueGvXD9wF0AvgwxYGKJysmPRTsZp+t+Jnia/5AQQABBBBAAAEESoFwuhivD546N67FFhtTm4tAXqepvqjwod4rFL4Y5PkKHw52B7ooG9SI5xHKFu0WRbHFsC5mTBuLLbC8vHFpefmA3hHWrdu4Yd26wtt91mVWPkP6/14Us1mFQzHCZ/T2gdEDRtqmfUpYXWkaVzcNwx8QWHX+9DK14ws/vq64QPEcRUggb9T7HSeUdmI56vy/VXd+wr4x2dwLrBT6O0bbV++h+Q6hzMpnCDahj71vO+X2OhQjfEavKYxGGJEDjAAaMbrSr80eQLe7ncK3fvn98nVzMrNT9fmuER1IR7tNnz94iiI+HzCtx2cEEEAAAQQQQACBDgXaJIDP0/w+qdhW4fq3Kz6ieK/i7rIvvjBknOLkz7eW2UfBeX/jyFEXAQQQQAABBBBYpUCbi0B877+TFL7K1wnbaYqjFYcoJr3ww7eS8ZXAJH9CoCCAAAIIIIAAAn0KtEkA3Z9zFD7s66t/36nwbWD+VDHOrV/cTlxeqg8+Lh3HyWklPiOAAAIIIIAAAgh0K9DmELDnuL3ilmjWTgR/uoquHKVpHRQEEEAAAQQQQACBngXa7AE8Tn26VOHz/J6i2Ebh28D4lYIAAggggAACCCAwMIE2ewDP1TI9Q+FE8M0KXwSyg+Kt5fuBLTLdRQABBBBAAAEEFlugTQJoIe/9c+ym8OPf/kHh+wH66R0UBBBAAAEEEEAAgQEJtDkEHC+Oz/3zY+H+TvFGxaMGtKx0FQEEEEAAAQQQQEAC4yaAMdrx+uD7+VEQQAABBBBAAIEZCbR9ksqMupfpbOsSwDepvwcrSPAyXXF0CwEEEEAAAQRWLXCCWviXKHzLuz1HtLpW43+gaPsQDM/DT1Prolwxxnwb51d3DuChmso3fb5XcbPiBsV1iqsVy4quFkRNURBAAAEEEEAAgd4FztAcD1M8S+HrGlxerPiqwvclfls5LH25XwOelg5s+Ownpzm6KGvUiGPVpW4P4IFq+TEK7wn0Ezu2VrxCcZbiesVViicoKAgggAACCCCAwNAEXqQOO/nbXxGSPy/D5xQvUTj/metSlwCGhfYtYE5UvFKxl2Jfxe8pnBReoLhPQUEAAQQQQAABBIYk8B/V2YsVcfIX+v9lvfGRzsPLAT7seqrCh4rDEdD0UGx8KPkbque9i36KmouTzfjIqad9n8KHkcPh5zAv108PS7c91OxpW5dRCWDaULgKOCSFP04r8BkBBBBAAAEEEMhcYBf1z0c0q4rPA7xJsUc50odcX614mCJcGxEfinXC9vZyvOusL+uHQ7XpYVt//l2FH4nr+mcqPqgI5YXlcI/7Q8VU9kaOmwBG/eMtAggggAACCCAwSIE259HFdf6yYSkP0bh4vA8jO6lrKu/XyLD38Vi9f7giXHzi0/BC8Z7HeFw0anVvSQBX58fUCCCAAAIIIDA8ge+oy/+upttrNdyPvr2mZnw82HWf2rJuU3PxXkIfMg6Hhm/T+3QPYlM7rceRALamoiICCCCAAAIIzImA99DFe9rixXqePmyvGLUXz9OE5OyZicvOEzo5+fuUwod/HY+bsJ2Rk7VJAH28+88VPu+PJ3+MJKUCAggggAACCGQu4MO05ynS29o5AbtIcXTL/vt8QV80Ep+n5zb2azl9Ws0X3N4YDWzbj7SdkZ/bJIDfVCs+WfI4hY9z+1i0ixeWhLDE4AUBBBBAAAEEZiGwRnvh2sQWfTtSQ3yFbTjc6lff/cT3BWyz9y806HZ8kWxo55Qxpw/t+NXnBnrvY2jLF4TMrDgT3bGce937aXduZdozoP1FFVgplpbaPkao03qa7xDKrHyGYBP62Ol2oe+6tu0Nxajt8nRdbyg+7mfXy962vcEYDTEH8K1e3puJcKVfmz2A7v82mSwE3UAAAQQQQAABBHIW8G1h9lb8r5w72SYB9CXIvlniryhCfZ8gSVKY85qlbwgggAACCCDQh0B64+ZCM91fUXWT6T7602oedc8CjicOd6C+XAP9eDg/AcTJ4OmKu1rNhUoIIIAAAggggMB8CvhQby6He1sLt0kAfbGHrwL21TK7K3xn7GMUf6v4Wes5UREBBBBAAAEEEEAgC4E2h4B9h+plxf2KsxW+HYxPbiT5y2IV0gkEEEAAAQQQQGA8gTYJ4K5q8jOKKxWfVjxpvFlQGwEEEEAAAQQQQCAngTYJoPvr8wCfq7hX4XMBD1eE+wHmtDz0BQEEEEAAAQQQQGCEQNsE0M18V/EGxbsU/13hw8CPH9E+oxFAAAEEEOhVYEVP5xrjhoptb5o3sl6vC8nMEFilQJuLQD6gefiu2E9T+GaCOyhuVdyi8J2qKQgggAACCCCAAAIDEmiTAPpxb3+j+JDCjzrxfW24AGRAK5muIoAAAggggAACsUBdAuhbv/g+f3crXgcZAggggAACCCCAwPwI1J0D+BYt4qPLxfQhYN/65SmK+OkfHu7DwRQEEEAAAQQQQGAmAm3P90w6t70+b1bsOZNOTz7TF2nSOyef/MEp6xLAl6jKD8tqPgT8CsU3Fb4Q5CrFmQrvGdy2rMMLAggggAACCCAwFIE16miIofTZ/eysz3UJoM/1C+f5vVnv91L4MXA+NHyJYmvFaYqmR8Gt13g/PaSueA+jLyKJ40/qKjMcAQQQQAABBBBAoBuBugQwbt17/nYsB5yrVx8OfqXirYqqBND3B/yBwvcOdKZaV56tEd79+rAojq+rzHAEEEAAAQQQQKAngTM0n7CDKj7kulbDneNUjQuHZ8O0zoNOUHxDEbd3TrIMrhPaSw9L+1B1vKPs4GTaiT82JYDnq1Uf6n2swh2Iz//zDD0+vQ+gkz8fJj5L8QlXaihODjc1jGcUAggggAACCCDQt4CTtb0VYQeVj2aGpO15eu/8xuMeqXBy6ETPxXmNh/k2eR7/tnLYbtEwn2LnJM4P1HBx8vd2RZjXSXr/8XKcc6/bFUeW4922p++k1F0F7MZ9o+d9FF4g3/rlNsWlCu8RvFqxvyJ9GshPNexpChcDNpWmEy99v8GHlKIothiW1uEzAuMKLC9vXFpePmDcyVZdf926jRvWrSs2rLqhKTcwK58h/X8viimvhJrmh2I0K58atqkOnnSdzMpo0v5OC1H9aTpqOK3Zpu16D5+TvPiI5LH6fGNZ8WK9Oly8t+7LCj8yNxQ/Mc1JXVyui4Z9Tu//VrGHwjvLDlH8ZVT5fXrvh244R3qxwtN6Z5yL5+dxnyo/T/3les3hBQof9n2Xwh3/scIL4fMC64oTQO8lrCvGjXdrNp0vSPJXp8jwVQqsFLq/eduLyLqsp/kOoczKZwg2oY8z2X4G9J3Yv0+X/1HHaWvyrbZ/owe+9ybvcc9TNm7vbddR0mffxeR+ha9xiIv3usW5SdWhWe8gi+v49DgXJ2zpqXHeC+gdZ3HxvZXfq3CyGR9Ojtv0HkLnUaHtMH3VPB7SeMWHSr+mQ8ChDWehX1CcrThRsa/CiZ874URw0uILPsIuT19N7L2NTUngpPNhOgQQQGCuBHjU2VytThYmLwEnhU7K/AS0kKP41afB+eink7+N0biwd06Dxi6e182KcIg3np/3Dnrv39OTVpuOno7VgTYJ4GVq8ZMKJ38+bv2EsebQrrIRXq84sF11aiGAAAIIIIDApAL8EVEr58Oslyo+VlHDe+yeqrimHOfP6yrqjTPIO75Oq5nAp9/5/MFwvqDn57uxdFLaJIBP1Jx+qHDyd7rCJzd+ReFdmOlFIKvt1PdX2wDTI4AAAggggAACLQR8HYTzmfQwr/fI3RMN9/hzFN5Z5fP1nBx62B2KTYrVlPdoYieB8eFfXzXs4lPtfNHHx8vxnt/7HxjVz78+8THcBsZz9PHsHyn+h2K7hi6k5wCG+/5TWdRbAAAbRklEQVS9upzm1GhaX0zyA8XJNe1VHr+uqctgBMYQmNU5bp7vEMqsfIZgE/rY//lbbc956rreZGsFn9FuGI0wIgcYATRidKVfmz2AabvOVp+r8LmAj0hHNnz21T2eX7jKx+f9hYz3Pr338W7fPJqCAAIIIIAAAgggMEUB7/4cVT6vCr4A5FWKm8rKflKI7w/oExbrylHJCN8rJ77E+3f02UFBAAEEEEAAAQQQ6FGgTQL4OvXni4rLFVcofDnzv1H4kG7lbsUe+8+sEEBgzgR8cvosvls01/gP1DlTZXEQQACBhwq0PQTsq3OPU/iQ7SsUv6TwRSG+OISCAAIIIIAAAgggMCCBNnsAn6fl8VUyvhlhekPCAS0qXUUAAQQQQAABBBCwQJsE8HTV86GRWxU3KD6tuEzhc/p8vxwKAggggAACCCCAwIAE2h4Cfq2W6ULF1oqPKpwMfk/hG0T/8oCWl64igAACCCCAAAILL9BmD6CRrlX4amAX35Xad6323kA/M89XBP+awo8soSCAAAIIIIAAAghkLtA2AXSi5yeAuDjh830AfYPo/RW+lYufCvIMRaijtxQEEEAAAQQQQACBHAXaHAL21b9+Lt4RivDkD7+GaX1jaD+ehIIAAggggAACCCAwAIE2ewB95a/37p2i+BPFzYo9FJsU/6ygIIAAAggggAAC0xTgvsMd67bZA+hZei/fkxVvUlyieINiL0W4D+DP9J6VIwQKAggggAACCHQq4DuREKsz2GKFtNkD6PsAvk3xI8V/UVTdC/AlGs5NobfgZQACCCCAAAIIIJCfQJs9gL4P4LcVuyj+QPGocjE+oNcdyve+MMR7ASkIIIAAAggggAACmQu0SQC9CO9W7Kt4jSJcCPJyvd828+WjewgggAACCCCAAAKJQNsE0LeBoSCAAAIIIIAAAgjMgUCbBDC+Dcw2WmbHMYpHz8HyswgIIIAAAggggMDCCbS5CCRc9PFn0vHhXz8H+JEKXxhy+8KJscAIIIAAAggggMDABeoSQF/568e//VO5fE4CHX4M3O6KCxSby3G8IIAAAggggAACCAxIoC4BPFXLsJPCSeDfK/yc36sVywpf8UtBAAEEEEAAAQQQGKhAXQK4q5bHe/t+W/FMxSsUvgXMvQo/CeQGhZPC9ynuVlAQQAABBBBAAAEEBiJQlwC6+97T985kOV6mzz48/FrF4YoPK0gAEyQ+IoAAAggggAACOQu0uQo49N8XgByoOEpxk+JoBReB5Lx26RsCCCCAAAIIIFAh0CYB9B6//6Pwod+dFQcrfFj4gwouBKlAZRACCCCAAAIIIJCzQN0h4LXq9H9W+Ny/PRVXKn5LcYWCR77lvEbpGwIIIIAAAgggMEKgLgG8TNP9kuJixSGKO0e0w2gEEEAAAQQQQACBgQjUHQJ2wufHv71U8QXFmYpDFU9Q+EkgFAQQQAABBBBAAIGBCtTtAfTFHi6+6vdZCt8W5h2KXRR3KHwRyOcUpyi4ClgIFAQQQAABBBBAYCgCdQlg6H94Akj4HJ4EsocG+P3WQ1lQ+okAAggggAACCCDwgMCoBDB18r0BHWenI/iMAAIIIIAAAgggMAyBunMA++z9es3svD5nyLwQQAABBBBAAIFFFhh3D2CXVg9XY99V7Ki4qMuGaQsBBBBAAAEEEECgXmBWCWBI/s5S156k2KG+i4xBAAEEEEAAAQQQ6FJgVgngT7UQTysX5IwuF4i2EEAAAQQQQAABBJoFZpUANvdqaWklrVAUxRbD0jp8RmBcgeXljUvLyweMO9mq669bt3HDunXFhlU3NOUGZuUz5cWqbH7S75iiqGxuLgdOYoTP6E0BoweMtH2tGa1Fja4EcsD2HkAfAvYzhuuKk78c+lrXP4YPVmClUNdnkYidpE3a88689O+zMqP/6vqCmfA7ZqX3P06HZYTP6P/kGI02okbXAjlcBdz1MtEeAggggAACCCCAQIMACWADDqMQQAABBBBAAIF5FCABnMe1yjIhgAACCCCAAAINAiSADTiMQgABBBBAAAEE5lEgh6uAj5pHWJYJAQQQQAABBBDIVYA9gLmuGfqFAAIIIIAAAghMSYAEcEqwNIsAAggggAACCOQqQAKY65qhXwgggAACCCCAwJQESACnBEuzCCCAAAIIIIBArgIkgLmuGfqFAAIIIIAAAghMSYAEcEqwNItAnUCxVOhh12s26Plhfv5Tn1HU9YnhCCCAAAKLJUACuFjrm6VFAAEEEEAAAQSWSADZCBBAAAEEEEAAgQUTIAFcsBXO4iKAAAIIIIAAAiSAbAMIIIAAAggggMCCCZAALtgKZ3ERQAABBBBAAAESQLYBBBBAAAEEEEBgwQRIABdshbO4CCCAAAIIIIAACSDbAAIIIIAAAgggsGACJIALtsJZXAQQQAABBBBAgASQbQABBBBAAAEEEFgwARLABVvhLC4CCCCAAAIIIEACyDaAAAIIIIAAAggsmAAJ4IKtcBYXAQQQQAABBBAgAWQbQAABBBBAAAEEFkyABHDBVjiLiwACCCCAAAIIkACyDSCAAAIIIIAAAgsmQAK4YCucxUUAAQQQQAABBEgA2QYQQAABBBBAAIEFEyABXLAVzuIigAACCCCAAAIkgGwDCCCAAAIIIIDAggmQAC7YCmdxEUAAAQQQQAABEkC2AQQQQAABBBBAYMEESAAXbIWzuAgggAACCCCAwDQSwIPEulLG/Xrdu4Z5u6heqH9yTV0GI4AAAggggAACCHQksFVH7YRmnNRdrDhS8XHF8YrLFI+smM+zNezemnEV1RmEAAIIIIAAAggg0IVA13sAf1ed+pbCyZ/L+xU/VhxRfk5fNqUD+IwAAggggAACCCAwXYGuE8BD1N2Loi77EPCXFIdVLMZeFcMYhAACCCCAAAIIIDBlga4PAY/b3d00gc//c7lAcXD5PgwrPy4tFUWxxbBfjOQNAhMKLC9vXFpePmDCqYc12cZ16zYUinF6vUg+k37HFMU4osOuO4kRPqPXOUYPGGn7WjNaixq5ClyujqUXcpyhYeeP6PBajb+poR7J3whARk8qsFLobxBtX/1FsbShv5k9dMG0rOOW/n16XRmRz7gyD9bvf3UOywif0dsWRqONqNG1QNeHgOv6d33diHK4DxW/TnHgiHqMRgABBBBAAAEEEFilQNcJ4A3qz65Rn7xn7/mKa1r2c1PLelRDAAEEEEAAAQQQmFCg6wTwGPXjpYpw1e/v6/1jFL4qONz3L4w7LeqzE8UPK+ILSKLRvEUAAQQQQAABBBDoSqDri0DuVMdepPC9AD+maLrP37YaH5/bd4o+r+9qwWgHAQQQQAABBBBAoFqg6wTQc7lEUXUlj5PDePhR+uygIIAAAggggAACCPQo0PUh4B67zqwQQAABBBBAAAEEJhEgAZxEjWkQQAABBBBAAIEBC5AADnjl0XUEEEAAAQQQQGASARLASdSYBgEEEEAAAQQQGLAACeCAVx5dRwABBBBAAAEEJhEgAZxEjWkQQAABBBBAAIEBC5AADnjl0XUEEEAAAQQQQGASARLASdSYBgEEEEAAAQQQGLAACeCAVx5dRwABBBBAAAEEJhEgAZxEjWkQQAABBBBAAIEBC5AADnjl0XUEEEAAAQQQQGASARLASdSYBgEEEEAAAQQQGLAACeCAV167rq8US0srKzMIzZeCAAIIIIAAAjkKkADmuFboEwIIIIAAAgggMEUBEsAp4tI0AggggAACCCCQowAJYI5rhT4hgAACCCCAAAJTFCABnCIuTSOAAAIIIIAAAjkKkADmuFboEwIIIIAAAgggMEUBEsAxcXU5bTGLS2o93zG7SnUEEEAAAQQQQKBSYOAJYP+3ODlpacOGSkkGIoAAAggggAACAxEYeAI4EGW6iQACCCCAAAIIZCRAApjRyqArCCCAAAIIIIBAHwIkgH0oL9g8Cp2uuLK0ZsMMzpUsFoyaxUUAAQQQQGAiARLAidiYCAEEEEAAAQQQGK4ACeBw1x09RwABBBBAAAEEJhIgAZyIjYkQQAABBBBAAIHhCpAADnfd0XMEEEAAAQQQQGAiARLAidiYCAEEEEAAAQQQGK4ACeBw1x09RwABBBBAAAEEJhKYZQJ4kHqsO4X8PO5X7D3REjARAggggAACCCCAwFgCs0oAt1MvL1YcqVijeIfisrF6TmUEEEAAAQQQQACBiQScfM2iHK+ZHqXYvZz5Wr1+V3GC4uMK7xWkIIAAAggggMDiCPxPLep/WpzFne2SbjWj2R+i+V4UzduHgL+kOEzhBPAhiWlRFJUJ4ebN2yw5+iyPuP++pR2WfrK0dq273F/ZvI2WVTFuwahZDJ/8fB575+1L2213Z3PHpjD2JzvsMFGrP/nJZNNNNLNyoiEZ4TN6TWP0gJF+60djUWPwApdrCU5OluIMfT6/ZskqE8Cauos4GJ/Rax2jZiN8mn08FqNmI3zwaRYYPfajo6tQoyuBWZ0D2FX/aQcBBBBAAAEEEEBgTIHcEsDrx+w/1RFAAAEEEEAAAQQGIpAe7vVFIDcpjhhI/+kmAggggAACCCCAwJgCvg2MzxcJCZ+vCr5nzDaojgACCCCAAAIIIDAwgfhG0CR/A1t5dBcBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDIU+A2dcvnI4Yo8uwmvZqywO1q/+UV8/ikhn01Ge663l6KivptBnm6eJu7VZ8f3WbCmjru46dqxjF4MoGwjuP11IWxn350r2LHybrFVAhMLDDqt65Qy2Eb/wrb6MTOg5kwt9vA9An3Ms3MX+5/rvCTR0I8t89OMK/sBV6lHu4T9dLJ1hfK7aWYoPdOJt+o8IVQYZv7oN6/YIK2mGS6AodG68jryutotcn6qB57+yhGVWI8AmMItP2te4baPKtsd1u93jXGPKg6QIFFTQD9V/iZCn/BF8l6e/4A1yNd7k9gF83qWxPOzsmjy5MV8Zdroc/nlON4yVfgseqaE8C35NtFeobAQwTG+a3bWVNeqXDC+A0FCSAb01wKFFqq9LBe1YK6Xt0hIP8n8Y/BhWUd13XxazwNh3pKmMxf6g4Be32GbSU9LBjWrceHdd60XdXNI9BU7f3xsPjQY9yHMK/0EHD4iz/0qerQduarY+bdq1tX8fbgTjZZe72EdRD2HKaHgN2e63gdxevWw8L2lc4j3sZCe7+p+j60HObX9L0T9yvMW5P+vITljvsSbz+ed6Hwa5iXP4cS+lM1LqrG254EvG7i7aVqtj7cG9ZX+urpKQjMlUD6g1m1cN7w4y9h1/E5FB7uEr6Uw2cP8/v4EJE/j/rP5+kosxcIP3xpTwoNiNdh+AEM9fw5TtDS8aFe+sOfzsef03ml07iPrhPKaeWbeHsO22WcPEz7sGXUpbl5W7c9hD/8fM5mk3Vczyi/o/A08Tot9Dn9jkm3nzCPNAkL21xoL/3eaVrnX4rWkredePv2csd9SpfRdT0+9CfMP3xO+39MNC/e9i/Q5rfOvfJ6DtuBp+GPxv7XFXPsSaDNfwr/VVQk/fHn8J8k/YJ31appnDQ2/TWezIKPMxKo+8GP17m7Fv/ApQmax8dfpPGiVNWtWtS4H/G8037E08bbc9W27T7zhV6lXT+sbnuI/983WaeJU5hT2A6cGKXJn+ukCVTVPOI+1G1Xdf1Plzj9HquaLu5T2j+3F/fR47u4WCbtJ58nE6jafuKWwnaa7vnz56Y/IibrDVNlJbCo5wBep7Xg8x2ayk4aeXVS4ev67PO3/Jd8VdlJAzco4v9MPm/o16sqM2zwAj4f8BGKm6N17nP5qraRazV8s2LUtvB51Tm8lDlYr+8q3z9DrzeU75te3KdXKuJtcG993rNpIsa1FthLNf3D6POjmqzP1Xgn3WHbSBNwX3zmc5BvGTHnqnNOv6NptlfUfQ+5yU0N7RYaF7aPNueeen5Nxd+nofiCKX+3un0ng5TZCoz6rfN26gucnLR7e/xVxRXlsPRc5dkuCXPvXGBRE8CzJbmromnP3CaNr/rRDF/+VSvD06RXDvo/V5sv2ar2GJa3gH8Yv6/YThFfSV73xRknd3VLdpZGPEfxGwr/8eArjl1GfZGX1Zbcp5MUcX/8vggVeF2VwHGaOiTlo6zDj6t/VD+hiJPAY/X5s8mwqo55HrtVjPgnDWs6SX+nimk8qFD4D4uwfaSJadVkTkKbiv84iYuTQLfvvpMENslNf1yb3zr34gWKKxVe1zdNv1vMAYHZCnjXuP9KTb8Aw/kxRTk+ThJ9ONfDXdJDJx7mcew2f8BnaP/erg6n20JYp/GPmN97PYfiz20PeYXDdemPotuL5+3xmxQeHkqYNh7W5hzAqAnejiGQbg/BP17X4fBZ1R+SXk/xOg3txYdsw/Tpuo/XcV2d9BzAuF/+bku3sbDo6SFBf46/s9zPeFr3JR7vcfHn1CA+v9DT1vUj9IfX6QuM+q3zNnl52Q2vMwcFgbkXCF9e8eGy+MvY/xHicf4cSlUC6HHhP1uYji/ACC3jt/7hi9d1+OOg0PB4Hfq9h8UlnTYdn1T/eXvxvNJtxNN7fJpYhOQhTBt+9NMf9TB9qMcfJekaGP05XadV68Ot1Fmn3y2u5xIngP7s4W47rMt4uvhCnnh7iZO90J7/GGizvtNtyAlbmgDGbaXL7W31dEV8xXGawLbph5qg9CiQbo9eR1V/8PbYJWaFAAIIIJAKFBqQJoVpHT4jYIE0oVytihPfpsSg6g+g1c6T6RFAYAYCW81gnswSAQTqBfyDvl7x6voqjEEAAQQQQGB1Aot6Ecjq1JgagekIeO/KNxUnK7hwaDrGtIoAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggMAABca5g/yoJ1x48dM6PKUiv43CNwMukm6lj/wKo9vcGLjuqTltltz9SJ9G0WY66synQPokk6rvj6+U20x4IknVTdX9WM+mG17Ppx5LhUAkwH0A2RyaBAqN9P3oDlWEh8eHB9unz7910uAS6oWHwVf9eJ8U1ftrvf+24tHl9LzMXuDz6sJuSTcOLz+/IRm+kz5fPcUuH6e2v6xI5zvFWdJ0pgL+Q8L3ydxZEb5nPqj38XeHE7v4O6jpeyjTxaRbCCCAwGwFwl/aVX8lp4+fGufh81V7jJw8ps+9ne3SL/bcCy1+umfF62iTIk782+7Za1svVfd03l4mnT5tj8/DFijK7aFuKcb5HmIPYJ0iwxdGgD2AC7Oqx17QV2qK6xVVT6S4thwX9sq8UJ/fVTOHszT8OYq6PXxOJrepmZbBsxE4W7PdPlpnXkd3KjYo4nXpvYKXKu4qu+kf4HDYLU0gXcV7kpvGl8384sXtn684V7FW8YKoQvgj5Dc17F5FaDf+Q8JJq/+A8WsYH/9BU0TDq/ZUR7PjbQYCX1cf9lbU/bHo7WPS76EMFo8uIIAAAnkI+Mc8Pcwb9yyMT/cGpr1Px6d7AJv+ak/b4nN/AvF6KqJtId5bG9dJ12O8/XgPnhMs1w8lrR+N+sXbeF7p9hi2qzjRLDRl/DkkfiFhCP3w53S79Li6xKKqbwybjYDXcbotuSfp+kx7l45nD2AqxOeFE2AP4MKt8iwW2HuSwh6ZXfR+nyx6RSdiAe95O7gc4Ndvle836dV7fv2DuqviQ+XwdC/wOzV8P0XY8/uPen9AWdcvHu/p65KuQuM2KW5xZZW6PcnP0riwB7LQ+3RPofc6hja8J/Frivh8wl934yoeF+qVg3jJUKBQn+Lz+vyZggACEwiQAE6AtiCTXKfl9MnWdcWJm5MCHw7erAg/pGl917tDEX6kPT6+CITkLxXL47MPtz1Z4QRuJ0VI9EJi6PXqUwScNDkZ9GH8zypCYu+T9X9ZUXfoP2w3qlJZnHT6cF9oz6ciPEnxlsraDw7cNGL8d8rxnv++ik8oPI9ixHSMzkvgVeqOL0hbr/Bhfa/P+xTjfA/ltUT0BoGeBUgAewYf0OzOVl/r9tCke3981Wi4SjRdxPQ8sXQ8n/MUCOfdnaLubVKEvWMhMXy9ht1Qdj0kc0/R5/QKzLq9aiFprFr6sH2l7fkPh7BXsmo6D9upbkQ53IlrKO73tgr3+ThF8eAo3g1AwOvPf6juWfb1C3o9sabffA/VwDAYAQQQqBIoNNB7R+LDdOFcGo+Li8+3Ss8Z9Hlb6cUAX9WwdNqkKT5mIuD15/Wfrlev602K+IKKpnP6wrl3RbRc3g7SdsNo1/P4tIRtLz6HL24j7YP7GbfjdsP26D75cyhslxFGpm+9vuJtLmwP8TCf25duO1XfQ5wDmOlKplsIIJCPQPjxDofi/Bp/4cY99RdvXC/9InZdfmjzWbejelKU6zNd31U/qGHdxus/JGfehpx4XVi25zpV20bojxO3InxIXj2d2w0//qfpfZhn+seG24nHx3/MhOnDtHXJaE03GDwDgbbfRV+JtomwftPtzQlgvK36fbqdz2ARmSUCCCCAAAIINAnEewPr6jkB5Ee9TmexhoeEL/0jYbEUWFoEIoGt0EAAAQQQQGDOBR4358vH4iEwtgAXgYxNxgQIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIzJHAH2tZ4hvwnhkt2x16/5KKZT2snObx5bjP6jVM53E3K/xINwoCCCCAQEsBbgPTEopqCCCwagEnbi9UxM8LvrNFq35Kh6f5UYu6VEEAAQQQaCFAAtgCiSoIINCJwNPVynlJS0d30jKNIIAAAgiMJUACOBYXlRFAYBUC39W0h7ScPhz2/W+qv4disyIcAm7ZBNUQQAABBOoESADrZBiOAAJdCxyqBtcqfA6gE7u64uTvk4qXKnzOIAUBBBBAoGMBEsCOQWkOAQQaBfbUWJ/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" } }, "cell_type": "markdown", "id": "dcab49ea-9ef3-42ce-9f54-7d589b7f8565", "metadata": {}, "source": [ "# Purpose\n", "* Reproducing the [Figure 2.29 from MBML](https://www.mbmlbook.com/LearningSkills_Learning_the_guess_probabilities.html), shown below\n", "* Iterations and experiments were driven by the [discussion found on the Pyro forum](https://forum.pyro.ai/t/log-probability-of-model/3241?u=bdatko)\n", "\n", "![image.png](attachment:cb44a245-9c7a-44b0-8b11-244dbc02b652.png)\n", "![image.png](attachment:797c8ac1-ad9c-4de5-ae0c-38890a5083b4.png)\n", ">**Figure 2.29**: (left) Overall negative log probability for the original model and the model with learned guess probabilities. The lower red bar indicates that learning the guess probabilities gives a substantially better model, according to this metric. (right) Negative log probability for each skill, showing that the improvement varies from skill to skill. \n", "\n", "* The figure is **not** the `log_density` of the model it is the negative log probability of the ground truth. For a participant with $skill_i$ the negative log probability is . \n", "\n", "$$-log(p(skill_i = truth_i))$$\n", "\n", "where $truth_i$ is an indicator variable of having $skill_i$ and the probability of each skill is $p(skill_i)$ ~ $Bernoulli(\\theta_i)$\n", "\n", "Further details from the text:\n", "\n", "> A common metric to use is the **probability of the ground truth** values under the inferred distributions. Sometimes it is convenient to take the logarithm of the probability, since this gives a more manageable number when the probability is very small. When we use the logarithm of the probability, the metric is referred to as the log probability. So, if the inferred probability of a person having a particular skill is $p$, then the log probability is $log(p)$ if the person has the skill and $log(1−p)$ if they don’t. If the person does have the skill then the best possible prediction is $p=1.0$, which gives log probability of $log(1.0)=0$ (the logarithm of one is zero). A less confident prediction, such as $p=0.8$ will give a log probability with a negative value, in this case $log(0.8)=−0.097$. The worst possible prediction of $p=0.0$ gives a log probability of negative infinity. ..." ] }, { "cell_type": "code", "execution_count": 1, "id": "11c8283b-b9fb-4462-ac38-68154f7f4223", "metadata": {}, "outputs": [], "source": [ "import operator\n", "from functools import reduce\n", "from typing import Callable, Dict, List\n", "\n", "import arviz as az\n", "import jax\n", "import jax.numpy as jnp\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import scipy.stats\n", "from jax.scipy.special import logsumexp\n", "\n", "import numpyro\n", "import numpyro.distributions as dist\n", "from numpyro.infer import MCMC, NUTS, DiscreteHMCGibbs, log_likelihood\n", "from numpyro.infer.util import log_density, potential_energy" ] }, { "cell_type": "code", "execution_count": 2, "id": "430fdaa7-eeec-4304-b327-9f516583c5a9", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "%reload_ext autoreload\n", "%autoreload 2\n", "%load_ext watermark" ] }, { "cell_type": "code", "execution_count": 3, "id": "d6460159-3911-4e15-a88f-8945aff6a987", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Python implementation: CPython\n", "Python version : 3.8.11\n", "IPython version : 7.18.1\n", "\n", "arviz : 0.11.2\n", "jax : 0.2.19\n", "matplotlib: 3.4.3\n", "numpy : 1.20.3\n", "pandas : 1.3.2\n", "scipy : 1.6.2\n", "numpyro : 0.7.2\n", "\n", "Compiler : GCC 7.5.0\n", "OS : Linux\n", "Release : 4.19.193-1-MANJARO\n", "Machine : x86_64\n", "Processor : \n", "CPU cores : 4\n", "Architecture: 64bit\n", "\n" ] } ], "source": [ "%watermark -v -m -p arviz,jax,matplotlib,numpy,pandas,scipy,numpyro" ] }, { "cell_type": "code", "execution_count": 4, "id": "1514c892-0d4b-4493-ae11-c655085092d6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Git hash: 307321cc497d1542d2908d60950823b102b16219\n", "\n", "Git branch: master\n", "\n" ] } ], "source": [ "%watermark -gb" ] }, { "cell_type": "code", "execution_count": 5, "id": "7d7531b8-187d-4ac0-92b8-059d4bcbc69b", "metadata": {}, "outputs": [], "source": [ "def neg_log_proba_score(theta: np.array, y_true: np.array):\n", " \"\"\"\n", " Calculates the the negative log probability of the ground truth, the self assessed skills.\n", " :param theta np.array: array of beta probabilities\n", " :param y_true np.array, dtype == int: array of indicator variables for skill of participants\n", " \"\"\"\n", " assert theta.shape == y_true.shape\n", " assert np.issubdtype(y_true.dtype, np.integer)\n", " score = scipy.stats.bernoulli(theta).pmf(y_true)\n", " score[score == 0.0] = np.finfo(float).eps\n", " return -np.log(score)\n", "\n", "\n", "def plot_bars(\n", " data: np.array,\n", " columns: List[str],\n", " index: List[str],\n", " ax=None,\n", " tick_step=0.5,\n", " **kwargs,\n", "):\n", " if ax is None:\n", " fig, ax = plt.subplots()\n", " else:\n", " fig = None\n", "\n", " pd.DataFrame(data, columns=columns, index=index).plot(\n", " kind=\"bar\", color=[\"b\", \"r\"], ax=ax, zorder=3, **kwargs\n", " )\n", " ax.grid(zorder=0, axis=\"y\")\n", " ax.yaxis.set_ticks(np.arange(0, data.max(), tick_step));" ] }, { "cell_type": "markdown", "id": "c5620501-777b-4f8c-9809-e809461e12ad", "metadata": {}, "source": [ "### Log pointwise predictive density from **log_likelihood** \n", "\n", "signature: `log_likelihood(model, posterior_samples, *args, parallel=False, batch_ndims=1, **kwargs)`\n", "\n", "* A good example of `log_likelihood` is from the [Example: Baseball Batting Average](http://num.pyro.ai/en/stable/examples/baseball.html#example-baseball-batting-average)\n", "* The code below calculates the Log pointwise predictive density" ] }, { "cell_type": "code", "execution_count": 6, "id": "ecd1b8c3-45b7-428a-a335-3537b4569ea5", "metadata": {}, "outputs": [], "source": [ "def log_ppd(\n", " model: Callable,\n", " posterior_samples: Dict,\n", " *args,\n", " parallel=False,\n", " batch_ndims=1,\n", " **kwargs\n", "):\n", " \"\"\"\n", " Log pointwise predictive density\n", " :param model Callable: Python callable containing Pyro primitives\n", " :param posterior_samples Dict: dictionary of samples from the posterior.\n", " :param args: model arguments\n", " :param parallel bool: passed to `log_likelihood` from numpyro.infer\n", " :param batch_ndims Union[0, 1, 2]: passed to `log_likelihood` from numpyro.infer, see `log_likelihood` for details\n", " :param kwargs: model kwargs\n", " \"\"\"\n", " post_loglik = log_likelihood(\n", " model,\n", " posterior_samples,\n", " *args,\n", " parallel=parallel,\n", " batch_ndims=batch_ndims,\n", " **kwargs\n", " )\n", " post_loglik_res = np.concatenate(\n", " [obs[:, None] for obs in post_loglik.values()], axis=1\n", " )\n", " exp_log_density = logsumexp(post_loglik_res, axis=0) - jnp.log(\n", " jnp.shape(post_loglik_res)[0]\n", " )\n", " return exp_log_density" ] }, { "cell_type": "code", "execution_count": 7, "id": "c7e9ea72-9d2a-4f2b-960d-1f8e098e7292", "metadata": {}, "outputs": [], "source": [ "rng_key = jax.random.PRNGKey(2)" ] }, { "cell_type": "markdown", "id": "b6aedd3f-491f-46f5-8c02-30ae6984191c", "metadata": {}, "source": [ "### Get Data" ] }, { "cell_type": "code", "execution_count": 8, "id": "a8870346-0016-4f74-b039-b5352f434234", "metadata": {}, "outputs": [], "source": [ "raw_data = pd.read_csv(\n", " \"http://www.mbmlbook.com/Downloads/LearningSkills_Real_Data_Experiments-Original-Inputs-RawResponsesAsDictionary.csv\"\n", ")\n", "self_assessed = raw_data.iloc[1:, 1:8].copy()\n", "self_assessed = self_assessed.astype(int)\n", "\n", "skills_key = pd.read_csv(\n", " \"http://www.mbmlbook.com/Downloads/LearningSkills_Real_Data_Experiments-Original-Inputs-Quiz-SkillsQuestionsMask.csv\",\n", " header=None,\n", ")\n", "skills_needed = []\n", "for index, row in skills_key.iterrows():\n", " skills_needed.append([i for i, x in enumerate(row) if x])\n", "\n", "responses = pd.read_csv(\n", " \"http://www.mbmlbook.com/Downloads/LearningSkills_Real_Data_Experiments-Original-Inputs-IsCorrect.csv\",\n", " header=None,\n", ")\n", "\n", "responses = responses.astype(\"int32\")" ] }, { "cell_type": "markdown", "id": "293fe193-3047-4921-a33f-23ae3606a1bd", "metadata": {}, "source": [ "## Without `plate`s\n", "### Define models and run inference" ] }, { "cell_type": "code", "execution_count": 9, "id": "7e3a9c63-ca21-4688-aaf4-a64e78d8253d", "metadata": {}, "outputs": [], "source": [ "def model_00(\n", " graded_responses, skills_needed: List[List[int]], prob_mistake=0.1, prob_guess=0.2\n", "):\n", " n_questions, n_participants = graded_responses.shape\n", " n_skills = max(map(max, skills_needed)) + 1\n", "\n", " participants_plate = numpyro.plate(\"participants_plate\", n_participants)\n", "\n", " with participants_plate:\n", " skills = []\n", " for s in range(n_skills):\n", " skills.append(numpyro.sample(\"skill_{}\".format(s), dist.Bernoulli(0.5)))\n", "\n", " for q in range(n_questions):\n", " has_skills = reduce(operator.mul, [skills[i] for i in skills_needed[q]])\n", " prob_correct = has_skills * (1 - prob_mistake) + (1 - has_skills) * prob_guess\n", " isCorrect = numpyro.sample(\n", " \"isCorrect_{}\".format(q),\n", " dist.Bernoulli(prob_correct).to_event(1),\n", " obs=graded_responses[q],\n", " )" ] }, { "cell_type": "code", "execution_count": 10, "id": "86ce98fc-de82-407d-827b-ae47eb70feb6", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/benda/anaconda3/envs/numpyro_play/lib/python3.8/site-packages/numpyro/infer/mcmc.py:269: UserWarning: There are not enough devices to run parallel chains: expected 4 but got 1. Chains will be drawn sequentially. If you are running MCMC in CPU, consider using `numpyro.set_host_device_count(4)` at the beginning of your program. You can double-check how many devices are available in your system using `jax.local_device_count()`.\n", " warnings.warn(\n", "sample: 100%|██████████| 1200/1200 [02:02<00:00, 9.83it/s, 1 steps of size 1.19e+37. acc. prob=1.00] \n", "sample: 100%|██████████| 1200/1200 [02:03<00:00, 9.70it/s, 1 steps of size 1.19e+37. acc. prob=1.00] \n", "sample: 100%|██████████| 1200/1200 [02:03<00:00, 9.73it/s, 1 steps of size 1.19e+37. acc. prob=1.00] \n", "sample: 100%|██████████| 1200/1200 [02:02<00:00, 9.83it/s, 1 steps of size 1.19e+37. acc. prob=1.00] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " mean std median 5.0% 95.0% n_eff r_hat\n", " skill_0[0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_0[1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_0[2] 0.01 0.10 0.00 0.00 0.00 4093.80 1.00\n", " skill_0[3] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_0[4] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_0[5] 0.00 0.00 0.00 0.00 0.00 nan nan\n", " skill_0[6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_0[7] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_0[8] 0.99 0.12 1.00 1.00 1.00 4130.52 1.00\n", " skill_0[9] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_0[10] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill_0[11] 0.97 0.18 1.00 1.00 1.00 4311.42 1.00\n", "skill_0[12] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_0[13] 0.66 0.47 1.00 0.00 1.00 12611.01 1.00\n", "skill_0[14] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill_0[15] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_0[16] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_0[17] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_0[18] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_0[19] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_0[20] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_0[21] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[1] 1.00 0.07 1.00 1.00 1.00 4043.37 1.00\n", " skill_1[2] 0.00 0.07 0.00 0.00 0.00 3397.09 1.00\n", " skill_1[3] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[4] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[5] 0.00 0.06 0.00 0.00 0.00 4039.58 1.00\n", " skill_1[6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[7] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[8] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[9] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_1[10] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_1[11] 0.94 0.24 1.00 1.00 1.00 3595.70 1.00\n", "skill_1[12] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill_1[13] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill_1[14] 0.97 0.17 1.00 1.00 1.00 3986.16 1.00\n", "skill_1[15] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_1[16] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_1[17] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_1[18] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_1[19] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_1[20] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_1[21] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_2[0] 0.98 0.15 1.00 1.00 1.00 4195.02 1.00\n", " skill_2[1] 0.59 0.49 1.00 0.00 1.00 27054.31 1.00\n", " skill_2[2] 0.04 0.20 0.00 0.00 0.00 4370.98 1.00\n", " skill_2[3] 0.58 0.49 1.00 0.00 1.00 27689.66 1.00\n", " skill_2[4] 0.98 0.13 1.00 1.00 1.00 4140.87 1.00\n", " skill_2[5] 0.00 0.00 0.00 0.00 0.00 nan nan\n", " skill_2[6] 0.98 0.14 1.00 1.00 1.00 3888.96 1.00\n", " skill_2[7] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_2[8] 0.98 0.13 1.00 1.00 1.00 4056.76 1.00\n", " skill_2[9] 0.04 0.20 0.00 0.00 0.00 4393.83 1.00\n", "skill_2[10] 0.58 0.49 1.00 0.00 1.00 29403.65 1.00\n", "skill_2[11] 0.98 0.14 1.00 1.00 1.00 3875.56 1.00\n", "skill_2[12] 0.98 0.14 1.00 1.00 1.00 4166.72 1.00\n", "skill_2[13] 0.98 0.15 1.00 1.00 1.00 4175.88 1.00\n", "skill_2[14] 0.58 0.49 1.00 0.00 1.00 37696.08 1.00\n", "skill_2[15] 0.59 0.49 1.00 0.00 1.00 24106.45 1.00\n", "skill_2[16] 0.58 0.49 1.00 0.00 1.00 31530.27 1.00\n", "skill_2[17] 0.98 0.14 1.00 1.00 1.00 4186.04 1.00\n", "skill_2[18] 0.98 0.14 1.00 1.00 1.00 4171.18 1.00\n", "skill_2[19] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_2[20] 0.98 0.13 1.00 1.00 1.00 4110.53 1.00\n", "skill_2[21] 0.58 0.49 1.00 0.00 1.00 24811.19 1.00\n", " skill_3[0] 0.99 0.08 1.00 1.00 1.00 3895.34 1.00\n", " skill_3[1] 0.99 0.08 1.00 1.00 1.00 4060.72 1.00\n", " skill_3[2] 0.99 0.09 1.00 1.00 1.00 3623.58 1.00\n", " skill_3[3] 0.99 0.09 1.00 1.00 1.00 3235.95 1.00\n", " skill_3[4] 0.78 0.41 1.00 0.00 1.00 6003.05 1.00\n", " skill_3[5] 0.00 0.00 0.00 0.00 0.00 nan nan\n", " skill_3[6] 0.99 0.10 1.00 1.00 1.00 4033.33 1.00\n", " skill_3[7] 0.78 0.42 1.00 0.00 1.00 7574.41 1.00\n", " skill_3[8] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_3[9] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill_3[10] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_3[11] 0.00 0.04 0.00 0.00 0.00 4022.87 1.00\n", "skill_3[12] 0.99 0.09 1.00 1.00 1.00 3973.96 1.00\n", "skill_3[13] 0.99 0.09 1.00 1.00 1.00 3833.68 1.00\n", "skill_3[14] 0.99 0.09 1.00 1.00 1.00 4075.71 1.00\n", "skill_3[15] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill_3[16] 0.99 0.08 1.00 1.00 1.00 4055.73 1.00\n", "skill_3[17] 0.99 0.09 1.00 1.00 1.00 4076.82 1.00\n", "skill_3[18] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_3[19] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill_3[20] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_3[21] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_4[0] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_4[1] 0.15 0.35 0.00 0.00 1.00 5860.67 1.00\n", " skill_4[2] 0.59 0.49 1.00 0.00 1.00 21820.18 1.00\n", " skill_4[3] 0.15 0.36 0.00 0.00 1.00 5949.44 1.00\n", " skill_4[4] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_4[5] 0.00 0.03 0.00 0.00 0.00 nan 1.00\n", " skill_4[6] 1.00 0.06 1.00 1.00 1.00 4036.51 1.00\n", " skill_4[7] 0.15 0.36 0.00 0.00 1.00 5670.10 1.00\n", " skill_4[8] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_4[9] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill_4[10] 0.86 0.35 1.00 0.00 1.00 5786.31 1.00\n", "skill_4[11] 1.00 0.07 1.00 1.00 1.00 3728.74 1.00\n", "skill_4[12] 0.87 0.34 1.00 0.00 1.00 4455.87 1.00\n", "skill_4[13] 0.15 0.36 0.00 0.00 1.00 5889.51 1.00\n", "skill_4[14] 0.86 0.34 1.00 0.00 1.00 5095.11 1.00\n", "skill_4[15] 0.86 0.35 1.00 0.00 1.00 5561.46 1.00\n", "skill_4[16] 1.00 0.07 1.00 1.00 1.00 4041.21 1.00\n", "skill_4[17] 1.00 0.06 1.00 1.00 1.00 4035.86 1.00\n", "skill_4[18] 0.86 0.34 1.00 0.00 1.00 5361.01 1.00\n", "skill_4[19] 0.99 0.08 1.00 1.00 1.00 4053.58 1.00\n", "skill_4[20] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill_4[21] 1.00 0.06 1.00 1.00 1.00 4035.14 1.00\n", " skill_5[0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_5[1] 0.00 0.00 0.00 0.00 0.00 nan nan\n", " skill_5[2] 0.78 0.42 1.00 0.00 1.00 7042.74 1.00\n", " skill_5[3] 0.99 0.09 1.00 1.00 1.00 4074.01 1.00\n", " skill_5[4] 0.99 0.08 1.00 1.00 1.00 3818.77 1.00\n", " skill_5[5] 0.00 0.00 0.00 0.00 0.00 nan nan\n", " skill_5[6] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_5[7] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_5[8] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_5[9] 0.99 0.08 1.00 1.00 1.00 3627.43 1.00\n", "skill_5[10] 0.78 0.41 1.00 0.00 1.00 7519.46 1.00\n", "skill_5[11] 0.00 0.02 0.00 0.00 0.00 nan 1.00\n", "skill_5[12] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill_5[13] 0.78 0.42 1.00 0.00 1.00 7063.90 1.00\n", "skill_5[14] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill_5[15] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_5[16] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill_5[17] 0.78 0.41 1.00 0.00 1.00 7747.84 1.00\n", "skill_5[18] 0.78 0.42 1.00 0.00 1.00 6926.57 1.00\n", "skill_5[19] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_5[20] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_5[21] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_6[0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_6[1] 0.99 0.10 1.00 1.00 1.00 4020.57 1.00\n", " skill_6[2] 0.50 0.50 0.00 0.00 1.00 -7660.98 1.00\n", " skill_6[3] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_6[4] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_6[5] 0.50 0.50 0.00 0.00 1.00 -4056.58 1.00\n", " skill_6[6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_6[7] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_6[8] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_6[9] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_6[10] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_6[11] 0.09 0.29 0.00 0.00 0.00 2600.06 1.00\n", "skill_6[12] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_6[13] 0.99 0.09 1.00 1.00 1.00 4078.84 1.00\n", "skill_6[14] 0.99 0.11 1.00 1.00 1.00 4109.17 1.00\n", "skill_6[15] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_6[16] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_6[17] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_6[18] 0.99 0.12 1.00 1.00 1.00 4128.28 1.00\n", "skill_6[19] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_6[20] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill_6[21] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "\n" ] } ], "source": [ "nuts_kernel = NUTS(model_00)\n", "\n", "kernel = DiscreteHMCGibbs(nuts_kernel, modified=True)\n", "\n", "mcmc_00 = MCMC(\n", " kernel, num_warmup=200, num_samples=1000, num_chains=4, jit_model_args=False\n", ")\n", "mcmc_00.run(\n", " rng_key,\n", " jnp.array(responses),\n", " skills_needed,\n", " extra_fields=(\n", " \"z\",\n", " \"hmc_state.potential_energy\",\n", " \"hmc_state.z\",\n", " \"rng_key\",\n", " \"hmc_state.rng_key\",\n", " ),\n", ")\n", "mcmc_00.print_summary()" ] }, { "cell_type": "code", "execution_count": 11, "id": "5af854b0-dbc9-48a4-9a30-4a2ca1f82d80", "metadata": {}, "outputs": [], "source": [ "ds = az.from_numpyro(mcmc_00)" ] }, { "cell_type": "code", "execution_count": 12, "id": "7aa74870-0475-4064-a57a-3798870a01b4", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "az.plot_trace(ds);" ] }, { "cell_type": "code", "execution_count": 13, "id": "278051dc-cdde-4615-83ee-598d8a02a9e6", "metadata": { "tags": [] }, "outputs": [], "source": [ "log_density_model_00, model_00_trace = log_density(\n", " model_00,\n", " (jnp.array(responses), skills_needed),\n", " dict(prob_mistake=0.1, prob_guess=0.2),\n", " {key: value.mean(0) for key, value in mcmc_00.get_samples().items()},\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "id": "978ea234-4b2e-43be-b4ae-ff7e6808e783", "metadata": {}, "outputs": [], "source": [ "pe_model_00 = mcmc_00.get_extra_fields()[\"hmc_state.potential_energy\"]" ] }, { "cell_type": "code", "execution_count": 15, "id": "f1e96a97-8e56-434b-9001-2b59e18be126", "metadata": {}, "outputs": [], "source": [ "exp_log_density_00 = log_ppd(\n", " model_00, mcmc_00.get_samples(), jnp.array(responses), skills_needed\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "id": "d9266c1b-19b5-4562-8600-f5054b96f692", "metadata": {}, "outputs": [], "source": [ "# post_loglik_00 = log_likelihood(\n", "# model_00, mcmc_00.get_samples(), jnp.array(responses), skills_needed,\n", "# )\n", "# post_loglik_00_res = np.concatenate(\n", "# [obs[:, None] for obs in post_loglik_00.values()], axis=1\n", "# )\n", "# exp_log_density_00 = logsumexp(post_loglik_00_res, axis=0) - jnp.log(\n", "# jnp.shape(post_loglik_00_res)[0]\n", "# )" ] }, { "cell_type": "code", "execution_count": 17, "id": "d2427e16-8e00-4f37-b617-1c8b56db67e9", "metadata": {}, "outputs": [], "source": [ "theta_model_00 = np.zeros((22, 7))\n", "for i, param in enumerate([\"skill_\" + str(i) for i in range(7)]):\n", " theta_model_00[:, i] = np.mean(mcmc_00.get_samples()[param], axis=0)\n", "\n", "neg_log_proba_model_00 = neg_log_proba_score(theta_model_00, self_assessed.values)" ] }, { "cell_type": "code", "execution_count": 18, "id": "51d8c6f7-a14f-4e21-b29d-b37d0a368f4d", "metadata": {}, "outputs": [], "source": [ "def model_02(\n", " graded_responses, skills_needed: List[List[int]], prob_mistake=0.1,\n", "):\n", " n_questions, n_participants = graded_responses.shape\n", " n_skills = max(map(max, skills_needed)) + 1\n", "\n", " with numpyro.plate(\"questions_plate\", n_questions):\n", " prob_guess = numpyro.sample(\"prob_guess\", dist.Beta(2.5, 7.5))\n", "\n", " participants_plate = numpyro.plate(\"participants_plate\", n_participants)\n", "\n", " with participants_plate:\n", " skills = []\n", " for s in range(n_skills):\n", " skills.append(numpyro.sample(\"skill_{}\".format(s), dist.Bernoulli(0.5)))\n", "\n", " for q in range(n_questions):\n", " has_skills = reduce(operator.mul, [skills[i] for i in skills_needed[q]])\n", " prob_correct = (\n", " has_skills * (1 - prob_mistake) + (1 - has_skills) * prob_guess[q]\n", " )\n", " isCorrect = numpyro.sample(\n", " \"isCorrect_{}\".format(q),\n", " dist.Bernoulli(prob_correct).to_event(1),\n", " obs=graded_responses[q],\n", " )" ] }, { "cell_type": "code", "execution_count": 19, "id": "d0601410-f713-4a26-87f3-9ab55e598856", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/benda/anaconda3/envs/numpyro_play/lib/python3.8/site-packages/numpyro/infer/mcmc.py:269: UserWarning: There are not enough devices to run parallel chains: expected 4 but got 1. Chains will be drawn sequentially. If you are running MCMC in CPU, consider using `numpyro.set_host_device_count(4)` at the beginning of your program. You can double-check how many devices are available in your system using `jax.local_device_count()`.\n", " warnings.warn(\n", "sample: 100%|██████████| 1200/1200 [02:19<00:00, 8.60it/s, 7 steps of size 4.34e-01. acc. prob=0.88] \n", "sample: 100%|██████████| 1200/1200 [02:19<00:00, 8.59it/s, 7 steps of size 4.57e-01. acc. prob=0.86] \n", "sample: 100%|██████████| 1200/1200 [02:21<00:00, 8.47it/s, 7 steps of size 4.90e-01. acc. prob=0.86] \n", "sample: 100%|██████████| 1200/1200 [02:23<00:00, 8.35it/s, 7 steps of size 4.47e-01. acc. prob=0.86] \n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " mean std median 5.0% 95.0% n_eff r_hat\n", " prob_guess[0] 0.26 0.12 0.25 0.05 0.43 3138.97 1.00\n", " prob_guess[1] 0.28 0.12 0.27 0.08 0.46 3689.75 1.00\n", " prob_guess[2] 0.32 0.13 0.31 0.10 0.51 5050.20 1.00\n", " prob_guess[3] 0.33 0.13 0.32 0.11 0.53 3007.40 1.00\n", " prob_guess[4] 0.29 0.12 0.28 0.09 0.48 2769.02 1.00\n", " prob_guess[5] 0.20 0.11 0.19 0.04 0.38 5336.04 1.00\n", " prob_guess[6] 0.39 0.13 0.39 0.18 0.60 4493.49 1.00\n", " prob_guess[7] 0.38 0.13 0.37 0.16 0.59 5009.81 1.00\n", " prob_guess[8] 0.39 0.13 0.38 0.17 0.59 3560.31 1.00\n", " prob_guess[9] 0.32 0.13 0.31 0.10 0.52 3133.14 1.00\n", "prob_guess[10] 0.30 0.13 0.29 0.09 0.49 3694.41 1.00\n", "prob_guess[11] 0.19 0.11 0.18 0.03 0.35 4524.02 1.00\n", "prob_guess[12] 0.23 0.12 0.22 0.04 0.41 3143.92 1.00\n", "prob_guess[13] 0.20 0.11 0.19 0.03 0.36 5236.74 1.00\n", "prob_guess[14] 0.22 0.11 0.21 0.04 0.39 3761.43 1.00\n", "prob_guess[15] 0.35 0.12 0.34 0.13 0.54 3402.84 1.00\n", "prob_guess[16] 0.31 0.12 0.30 0.10 0.49 4800.58 1.00\n", "prob_guess[17] 0.24 0.12 0.23 0.05 0.43 4647.01 1.00\n", "prob_guess[18] 0.61 0.11 0.61 0.44 0.78 3861.77 1.00\n", "prob_guess[19] 0.56 0.11 0.56 0.38 0.73 4028.99 1.00\n", "prob_guess[20] 0.51 0.11 0.51 0.33 0.70 3595.62 1.00\n", "prob_guess[21] 0.11 0.07 0.10 0.01 0.21 4919.36 1.00\n", "prob_guess[22] 0.44 0.11 0.44 0.27 0.63 3543.74 1.00\n", "prob_guess[23] 0.28 0.13 0.27 0.07 0.47 3130.95 1.00\n", "prob_guess[24] 0.26 0.12 0.25 0.07 0.46 2904.73 1.00\n", "prob_guess[25] 0.34 0.13 0.33 0.11 0.52 4288.83 1.00\n", "prob_guess[26] 0.52 0.15 0.53 0.29 0.76 958.60 1.00\n", "prob_guess[27] 0.52 0.14 0.54 0.29 0.76 1093.10 1.00\n", "prob_guess[28] 0.52 0.15 0.53 0.30 0.77 1114.17 1.00\n", "prob_guess[29] 0.20 0.10 0.18 0.04 0.34 1932.30 1.00\n", "prob_guess[30] 0.23 0.11 0.22 0.05 0.40 3297.66 1.00\n", "prob_guess[31] 0.31 0.13 0.31 0.07 0.51 1391.98 1.00\n", "prob_guess[32] 0.45 0.15 0.46 0.21 0.70 1048.96 1.01\n", "prob_guess[33] 0.47 0.15 0.48 0.21 0.71 1007.86 1.00\n", "prob_guess[34] 0.33 0.11 0.32 0.15 0.52 3329.14 1.00\n", "prob_guess[35] 0.41 0.12 0.41 0.23 0.61 3670.40 1.00\n", "prob_guess[36] 0.38 0.12 0.38 0.19 0.57 4165.09 1.00\n", "prob_guess[37] 0.53 0.12 0.53 0.33 0.73 4196.24 1.00\n", "prob_guess[38] 0.46 0.12 0.46 0.26 0.66 3673.99 1.00\n", "prob_guess[39] 0.23 0.10 0.22 0.07 0.40 3564.23 1.00\n", "prob_guess[40] 0.43 0.13 0.43 0.22 0.65 3616.51 1.00\n", "prob_guess[41] 0.43 0.13 0.43 0.23 0.64 3123.85 1.00\n", "prob_guess[42] 0.37 0.13 0.37 0.16 0.58 2582.66 1.00\n", "prob_guess[43] 0.30 0.12 0.29 0.10 0.48 4110.90 1.00\n", "prob_guess[44] 0.30 0.11 0.29 0.12 0.48 4875.23 1.00\n", "prob_guess[45] 0.31 0.11 0.30 0.12 0.49 3179.36 1.00\n", "prob_guess[46] 0.19 0.10 0.17 0.03 0.33 4516.82 1.00\n", "prob_guess[47] 0.31 0.12 0.30 0.13 0.51 5223.94 1.00\n", " skill_0[0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_0[1] 1.00 0.03 1.00 1.00 1.00 nan 1.00\n", " skill_0[2] 0.01 0.10 0.00 0.00 0.00 3876.81 1.00\n", " skill_0[3] 1.00 0.04 1.00 1.00 1.00 nan 1.00\n", " skill_0[4] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_0[5] 0.00 0.00 0.00 0.00 0.00 nan nan\n", " skill_0[6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_0[7] 1.00 0.07 1.00 1.00 1.00 4041.91 1.00\n", " skill_0[8] 0.92 0.27 1.00 1.00 1.00 3931.25 1.00\n", " skill_0[9] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_0[10] 0.99 0.11 1.00 1.00 1.00 4110.15 1.00\n", " skill_0[11] 0.89 0.31 1.00 0.00 1.00 4984.72 1.00\n", " skill_0[12] 1.00 0.03 1.00 1.00 1.00 nan 1.00\n", " skill_0[13] 0.28 0.45 0.00 0.00 1.00 3007.28 1.00\n", " skill_0[14] 0.96 0.19 1.00 1.00 1.00 3995.70 1.00\n", " skill_0[15] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_0[16] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_0[17] 1.00 0.03 1.00 1.00 1.00 nan 1.00\n", " skill_0[18] 0.99 0.09 1.00 1.00 1.00 3971.27 1.00\n", " skill_0[19] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_0[20] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_0[21] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_1[0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[1] 0.98 0.15 1.00 1.00 1.00 3746.90 1.00\n", " skill_1[2] 0.00 0.07 0.00 0.00 0.00 4040.30 1.00\n", " skill_1[3] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_1[4] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[5] 0.00 0.06 0.00 0.00 0.00 4033.86 1.00\n", " skill_1[6] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_1[7] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[8] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[9] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[10] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[11] 0.81 0.39 1.00 0.00 1.00 1393.43 1.00\n", " skill_1[12] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_1[13] 1.00 0.05 1.00 1.00 1.00 4029.22 1.00\n", " skill_1[14] 0.71 0.45 1.00 0.00 1.00 3865.86 1.00\n", " skill_1[15] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[16] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[17] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[18] 1.00 0.04 1.00 1.00 1.00 nan 1.00\n", " skill_1[19] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[20] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_1[21] 1.00 0.07 1.00 1.00 1.00 4045.54 1.00\n", " skill_2[0] 0.51 0.50 1.00 0.00 1.00 13562.32 1.00\n", " skill_2[1] 0.08 0.28 0.00 0.00 0.00 4902.13 1.00\n", " skill_2[2] 0.01 0.11 0.00 0.00 0.00 3871.70 1.00\n", " skill_2[3] 0.12 0.32 0.00 0.00 1.00 5291.34 1.00\n", " skill_2[4] 0.51 0.50 1.00 0.00 1.00 12431.32 1.00\n", " skill_2[5] 0.00 0.03 0.00 0.00 0.00 nan 1.00\n", " skill_2[6] 0.51 0.50 1.00 0.00 1.00 20899.36 1.00\n", " skill_2[7] 0.99 0.12 1.00 1.00 1.00 4125.13 1.00\n", " skill_2[8] 0.52 0.50 1.00 0.00 1.00 14466.44 1.00\n", " skill_2[9] 0.02 0.14 0.00 0.00 0.00 4122.87 1.00\n", " skill_2[10] 0.09 0.29 0.00 0.00 0.00 4396.90 1.00\n", " skill_2[11] 0.51 0.50 1.00 0.00 1.00 18257.86 1.00\n", " skill_2[12] 0.51 0.50 1.00 0.00 1.00 13388.88 1.00\n", " skill_2[13] 0.89 0.32 1.00 0.00 1.00 5149.99 1.00\n", " skill_2[14] 0.14 0.34 0.00 0.00 1.00 5471.75 1.00\n", " skill_2[15] 0.09 0.28 0.00 0.00 0.00 4937.10 1.00\n", " skill_2[16] 0.18 0.38 0.00 0.00 1.00 5614.03 1.00\n", " skill_2[17] 0.51 0.50 1.00 0.00 1.00 23114.37 1.00\n", " skill_2[18] 0.51 0.50 1.00 0.00 1.00 20113.88 1.00\n", " skill_2[19] 0.99 0.12 1.00 1.00 1.00 4116.94 1.00\n", " skill_2[20] 0.51 0.50 1.00 0.00 1.00 15794.23 1.00\n", " skill_2[21] 0.10 0.30 0.00 0.00 0.00 4538.81 1.00\n", " skill_3[0] 0.52 0.50 1.00 0.00 1.00 1627.99 1.00\n", " skill_3[1] 0.62 0.49 1.00 0.00 1.00 2340.25 1.00\n", " skill_3[2] 0.61 0.49 1.00 0.00 1.00 2249.26 1.00\n", " skill_3[3] 0.73 0.44 1.00 0.00 1.00 2846.19 1.00\n", " skill_3[4] 0.11 0.31 0.00 0.00 1.00 1697.16 1.00\n", " skill_3[5] 0.00 0.02 0.00 0.00 0.00 nan 1.00\n", " skill_3[6] 0.52 0.50 1.00 0.00 1.00 1757.86 1.00\n", " skill_3[7] 0.11 0.31 0.00 0.00 1.00 1598.81 1.00\n", " skill_3[8] 0.94 0.24 1.00 1.00 1.00 3779.98 1.00\n", " skill_3[9] 0.94 0.23 1.00 1.00 1.00 3426.03 1.00\n", " skill_3[10] 0.94 0.24 1.00 1.00 1.00 3526.44 1.00\n", " skill_3[11] 0.00 0.03 0.00 0.00 0.00 nan 1.00\n", " skill_3[12] 0.52 0.50 1.00 0.00 1.00 1658.32 1.00\n", " skill_3[13] 0.61 0.49 1.00 0.00 1.00 2149.84 1.00\n", " skill_3[14] 0.52 0.50 1.00 0.00 1.00 1790.86 1.00\n", " skill_3[15] 1.00 0.03 1.00 1.00 1.00 nan 1.00\n", " skill_3[16] 0.52 0.50 1.00 0.00 1.00 1769.12 1.00\n", " skill_3[17] 0.52 0.50 1.00 0.00 1.00 1683.65 1.00\n", " skill_3[18] 0.94 0.23 1.00 1.00 1.00 3907.40 1.00\n", " skill_3[19] 0.94 0.23 1.00 1.00 1.00 4002.44 1.00\n", " skill_3[20] 0.95 0.23 1.00 1.00 1.00 3661.50 1.00\n", " skill_3[21] 0.94 0.23 1.00 1.00 1.00 3765.80 1.00\n", " skill_4[0] 0.99 0.08 1.00 1.00 1.00 4060.42 1.00\n", " skill_4[1] 0.09 0.29 0.00 0.00 0.00 4379.23 1.00\n", " skill_4[2] 0.49 0.50 0.00 0.00 1.00 10748.09 1.00\n", " skill_4[3] 0.04 0.20 0.00 0.00 0.00 4252.62 1.00\n", " skill_4[4] 0.99 0.07 1.00 1.00 1.00 4049.81 1.00\n", " skill_4[5] 0.00 0.03 0.00 0.00 0.00 nan 1.00\n", " skill_4[6] 0.91 0.29 1.00 1.00 1.00 4622.34 1.00\n", " skill_4[7] 0.07 0.26 0.00 0.00 0.00 4727.83 1.00\n", " skill_4[8] 0.99 0.07 1.00 1.00 1.00 3776.96 1.00\n", " skill_4[9] 0.99 0.09 1.00 1.00 1.00 4067.26 1.00\n", " skill_4[10] 0.39 0.49 0.00 0.00 1.00 8301.22 1.00\n", " skill_4[11] 0.89 0.31 1.00 0.00 1.00 4541.33 1.00\n", " skill_4[12] 0.38 0.49 0.00 0.00 1.00 7387.72 1.00\n", " skill_4[13] 0.06 0.23 0.00 0.00 0.00 4535.34 1.00\n", " skill_4[14] 0.27 0.44 0.00 0.00 1.00 5097.39 1.00\n", " skill_4[15] 0.31 0.46 0.00 0.00 1.00 7812.16 1.00\n", " skill_4[16] 0.87 0.34 1.00 0.00 1.00 5593.14 1.00\n", " skill_4[17] 0.93 0.26 1.00 1.00 1.00 4655.86 1.00\n", " skill_4[18] 0.31 0.46 0.00 0.00 1.00 7551.88 1.00\n", " skill_4[19] 0.91 0.29 1.00 1.00 1.00 4885.18 1.00\n", " skill_4[20] 0.99 0.08 1.00 1.00 1.00 4057.65 1.00\n", " skill_4[21] 0.91 0.28 1.00 1.00 1.00 4967.61 1.00\n", " skill_5[0] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_5[1] 0.00 0.00 0.00 0.00 0.00 nan nan\n", " skill_5[2] 0.29 0.45 0.00 0.00 1.00 4111.53 1.00\n", " skill_5[3] 0.83 0.38 1.00 0.00 1.00 5250.81 1.00\n", " skill_5[4] 0.90 0.30 1.00 1.00 1.00 4413.22 1.00\n", " skill_5[5] 0.00 0.00 0.00 0.00 0.00 nan nan\n", " skill_5[6] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_5[7] 0.99 0.07 1.00 1.00 1.00 4051.40 1.00\n", " skill_5[8] 1.00 0.05 1.00 1.00 1.00 4026.94 1.00\n", " skill_5[9] 0.83 0.37 1.00 0.00 1.00 5908.88 1.00\n", " skill_5[10] 0.43 0.50 0.00 0.00 1.00 6477.28 1.00\n", " skill_5[11] 0.00 0.02 0.00 0.00 0.00 nan 1.00\n", " skill_5[12] 0.99 0.11 1.00 1.00 1.00 4104.54 1.00\n", " skill_5[13] 0.30 0.46 0.00 0.00 1.00 4174.26 1.00\n", " skill_5[14] 0.99 0.10 1.00 1.00 1.00 4099.45 1.00\n", " skill_5[15] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_5[16] 0.99 0.10 1.00 1.00 1.00 4096.47 1.00\n", " skill_5[17] 0.28 0.45 0.00 0.00 1.00 4807.04 1.00\n", " skill_5[18] 0.29 0.45 0.00 0.00 1.00 4008.14 1.00\n", " skill_5[19] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_5[20] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_5[21] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_6[0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_6[1] 0.85 0.36 1.00 0.00 1.00 4567.60 1.00\n", " skill_6[2] 0.50 0.50 0.00 0.00 1.00 -9642.91 1.00\n", " skill_6[3] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_6[4] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_6[5] 0.50 0.50 0.00 0.00 1.00 -4032.19 1.00\n", " skill_6[6] 1.00 0.04 1.00 1.00 1.00 4023.54 1.00\n", " skill_6[7] 0.99 0.08 1.00 1.00 1.00 3523.17 1.00\n", " skill_6[8] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_6[9] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_6[10] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_6[11] 0.11 0.31 0.00 0.00 1.00 1995.29 1.00\n", " skill_6[12] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_6[13] 0.84 0.36 1.00 0.00 1.00 4683.67 1.00\n", " skill_6[14] 0.82 0.39 1.00 0.00 1.00 3364.55 1.00\n", " skill_6[15] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_6[16] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_6[17] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_6[18] 0.87 0.33 1.00 0.00 1.00 4571.07 1.00\n", " skill_6[19] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill_6[20] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill_6[21] 0.99 0.12 1.00 1.00 1.00 3642.66 1.00\n", "\n" ] } ], "source": [ "nuts_kernel = NUTS(model_02)\n", "\n", "kernel = DiscreteHMCGibbs(nuts_kernel, modified=True)\n", "\n", "mcmc_02 = MCMC(kernel, num_warmup=200, num_samples=1000, num_chains=4)\n", "mcmc_02.run(\n", " rng_key,\n", " jnp.array(responses),\n", " skills_needed,\n", " extra_fields=(\n", " \"z\",\n", " \"hmc_state.potential_energy\",\n", " \"hmc_state.z\",\n", " \"rng_key\",\n", " \"hmc_state.rng_key\",\n", " ),\n", ")\n", "mcmc_02.print_summary()" ] }, { "cell_type": "code", "execution_count": 20, "id": "10632c01-a8b4-40d0-8df8-1ae9fbea53cf", "metadata": {}, "outputs": [], "source": [ "ds = az.from_numpyro(mcmc_02)" ] }, { "cell_type": "code", "execution_count": 21, "id": "b9d1507a-3420-4478-93ac-4989fbffc03d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "az.plot_trace(ds);" ] }, { "cell_type": "code", "execution_count": 22, "id": "5f83356e-2267-4879-83a1-ecb7d76b4234", "metadata": { "tags": [] }, "outputs": [], "source": [ "log_density_model_02, model_02_trace = log_density(\n", " model_02,\n", " (jnp.array(responses), skills_needed),\n", " dict(prob_mistake=0.1),\n", " {key: value.mean(0) for key, value in mcmc_02.get_samples().items()},\n", ")" ] }, { "cell_type": "code", "execution_count": 23, "id": "1315573b-516e-4f9b-a570-eac3ad841cd7", "metadata": {}, "outputs": [], "source": [ "pe_model_02 = mcmc_02.get_extra_fields()[\"hmc_state.potential_energy\"]" ] }, { "cell_type": "code", "execution_count": 24, "id": "c1d1161a-f72d-4866-a6a3-62df3f6a2893", "metadata": {}, "outputs": [], "source": [ "exp_log_density_02 = log_ppd(\n", " model_02, mcmc_02.get_samples(), jnp.array(responses), skills_needed\n", ")" ] }, { "cell_type": "code", "execution_count": 25, "id": "8eac4a7a-b092-43dd-9fd1-b16f27b06681", "metadata": {}, "outputs": [], "source": [ "# post_loglik_02 = log_likelihood(\n", "# model_02, mcmc_02.get_samples(), jnp.array(responses), skills_needed,\n", "# )\n", "# post_loglik_02_res = np.concatenate(\n", "# [obs[:, None] for obs in post_loglik_02.values()], axis=1\n", "# )\n", "# exp_log_density_02 = logsumexp(post_loglik_02_res, axis=0) - jnp.log(\n", "# jnp.shape(post_loglik_02_res)[0]\n", "# )" ] }, { "cell_type": "code", "execution_count": 26, "id": "1eae4c7e-bea1-4498-9e1d-1d957ac7d31b", "metadata": {}, "outputs": [], "source": [ "theta_model_02 = np.zeros((22, 7))\n", "for i, param in enumerate([\"skill_\" + str(i) for i in range(7)]):\n", " theta_model_02[:, i] = np.mean(mcmc_02.get_samples()[param], axis=0)\n", "\n", "neg_log_proba_model_02 = neg_log_proba_score(theta_model_02, self_assessed.values)" ] }, { "cell_type": "markdown", "id": "67c21e03-e50b-4f97-9d77-73f436899875", "metadata": {}, "source": [ "### Model Comparison without plates\n", "#### Expected log joint density" ] }, { "cell_type": "code", "execution_count": 27, "id": "60bf8792-dce6-49f8-a77f-b38151247d48", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Expected log joint density of model_00: -618.62 +/- 4.10\n", "Expected log joint density of model_02: -652.77 +/- 7.04\n" ] } ], "source": [ "print(\n", " \"Expected log joint density of model_00: {:.2f} +/- {:.2f}\".format(\n", " np.mean(-pe_model_00), np.std(-pe_model_00)\n", " )\n", ")\n", "print(\n", " \"Expected log joint density of model_02: {:.2f} +/- {:.2f}\".format(\n", " np.mean(-pe_model_02), np.std(-pe_model_02)\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": 28, "id": "93f5af0f-e57a-4fca-8045-605b6642d1bd", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_bars(\n", " np.array([np.mean(pe_model_00), np.mean(pe_model_02)])[None, :],\n", " [\"Original\", \"Learned\"],\n", " [\"Overall\"],\n", " tick_step=50.0,\n", " ylabel=\"negative Expected log density\",\n", " yerr=[[np.std(pe_model_00)], [np.std(pe_model_02)]],\n", ")" ] }, { "cell_type": "markdown", "id": "4435530a-f4a9-4350-9535-1095e747b319", "metadata": {}, "source": [ "#### Log Joing Density" ] }, { "cell_type": "code", "execution_count": 29, "id": "8c490c86-1db4-412a-b99b-7e9accf70dda", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Expected log joint density of model_00 from `log_density`: -569.03\n", "Expected log joint density of model_02 from `log_density`: -501.29\n" ] } ], "source": [ "print(\n", " \"Expected log joint density of model_00 from `log_density`: {:.2f}\".format(\n", " log_density_model_00\n", " )\n", ")\n", "print(\n", " \"Expected log joint density of model_02 from `log_density`: {:.2f}\".format(\n", " log_density_model_02\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": 30, "id": "f358ff8f-bfca-47f9-b8dd-59b0f9b2f145", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_bars(\n", " -np.array([log_density_model_00, log_density_model_02])[None, :],\n", " [\"Original\", \"Learned\"],\n", " [\"Overall\"],\n", " tick_step=50.0,\n", " ylabel=\"negative log density\",\n", " yerr=[[np.std(pe_model_00)], [np.std(pe_model_02)]],\n", ")" ] }, { "cell_type": "markdown", "id": "34abf63b-8851-45ed-b081-e9973ca5dbdf", "metadata": {}, "source": [ "#### Log pointwise predictive density" ] }, { "cell_type": "code", "execution_count": 31, "id": "e5b3cc30-6743-40f6-a86a-c606e1c24a50", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pd.DataFrame(\n", " np.array([np.sum(exp_log_density_00), np.sum(exp_log_density_02)])[None, :],\n", " columns=[\"Original\", \"Learned\"],\n", " index=[\"Overall\"],\n", ").plot(\n", " kind=\"bar\", color=[\"b\", \"r\"], ylabel=\"Log pointwise predictive density\",\n", ")" ] }, { "cell_type": "markdown", "id": "d9edfe9e-09e8-460e-a2c9-165e90fdd0d8", "metadata": {}, "source": [ "### Negative log probability of the ground truth\n", "#### Figure 2.29(a) without plates" ] }, { "cell_type": "code", "execution_count": 32, "id": "ca53f375-392d-4e14-89a5-aa5a0cff31b3", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_bars(\n", " np.array([neg_log_proba_model_00.mean(), neg_log_proba_model_02.mean()])[None, :],\n", " [\"Original\", \"Learned\"],\n", " [\"Overall\"],\n", ")" ] }, { "cell_type": "markdown", "id": "e6637e43-545e-4f03-9ac3-5f7e855ab755", "metadata": {}, "source": [ "#### Figure 2.29(b) without plates" ] }, { "cell_type": "code", "execution_count": 33, "id": "8ee9917c-b94b-4b4e-852b-b017a9f4fe48", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_bars(\n", " np.concatenate(\n", " [\n", " neg_log_proba_model_00.mean(0)[:, None],\n", " neg_log_proba_model_02.mean(0)[:, None],\n", " ],\n", " axis=1,\n", " ),\n", " [\"Original\", \"Learned\"],\n", " [\"Core\", \"OOP\", \"Life Cycle\", \"Web Apps Skills\", \"Desktop apps\", \"SQL\", \"C#\"],\n", ")" ] }, { "cell_type": "markdown", "id": "d0f323aa-26fe-4c87-b486-5cb9cd90a118", "metadata": {}, "source": [ "## Using `plate`s\n", "### Define models and run inference" ] }, { "cell_type": "code", "execution_count": 34, "id": "73cc866a-629e-4259-b10f-41df5a54ef43", "metadata": {}, "outputs": [], "source": [ "def model_03(\n", " graded_responses, skills_needed: np.array, prob_mistake=0.1, prob_guess=0.2\n", "):\n", " assert graded_responses.shape[0] == skills_needed.shape[0]\n", " n_questions, n_participants = graded_responses.shape\n", " n_skills = skills_needed.shape[1]\n", "\n", " questions_plate = numpyro.plate(\"questions_plate\", n_questions)\n", "\n", " # skills.shape == (n_participants, n_skills)\n", " with numpyro.plate(\"participants_plate\", n_participants, dim=-2):\n", " with numpyro.plate(\"skills_plate\", n_skills):\n", " skills = numpyro.sample(\"skill\", dist.Bernoulli(0.5))\n", "\n", " with questions_plate:\n", " # shape: people x questions x skills\n", " # astype(bool) is needed for the log density\n", " relevant_skills = skills[:, None, :].astype(bool) | (~skills_needed)\n", " # shape: people x questions\n", " has_skill = jnp.all(relevant_skills, -1)\n", " prob_correct = has_skill * (1 - prob_mistake) + (1 - has_skill) * prob_guess\n", " is_correct = numpyro.sample(\n", " \"isCorrect\", dist.Bernoulli(prob_correct), obs=graded_responses.T\n", " )" ] }, { "cell_type": "code", "execution_count": 35, "id": "2e4b1937-53ac-4a89-bc82-7adb36f263a4", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "cluster_questions_plate\n", "\n", "questions_plate\n", "\n", "\n", "cluster_participants_plate\n", "\n", "participants_plate\n", "\n", "\n", "cluster_skills_plate\n", "\n", "skills_plate\n", "\n", "\n", "\n", "isCorrect\n", "\n", "isCorrect\n", "\n", "\n", "\n", "skill\n", "\n", "skill\n", "\n", "\n", "\n", "skill->isCorrect\n", "\n", "\n", "\n", "\n", "\n", "distribution_description_node\n", "skill ~ BernoulliProbs\n", "isCorrect ~ BernoulliProbs\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "numpyro.render_model(\n", " model_03,\n", " (jnp.array(responses), jnp.array(skills_key.astype(bool))),\n", " dict(prob_mistake=0.1),\n", " render_distributions=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 36, "id": "47a233aa-cfa6-4fbe-b90e-5a6a07138544", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/benda/anaconda3/envs/numpyro_play/lib/python3.8/site-packages/numpyro/infer/mcmc.py:269: UserWarning: There are not enough devices to run parallel chains: expected 4 but got 1. Chains will be drawn sequentially. If you are running MCMC in CPU, consider using `numpyro.set_host_device_count(4)` at the beginning of your program. You can double-check how many devices are available in your system using `jax.local_device_count()`.\n", " warnings.warn(\n", "sample: 100%|██████████| 1200/1200 [00:06<00:00, 175.62it/s, 1 steps of size 1.18e+37. acc. prob=1.00]\n", "sample: 100%|██████████| 1200/1200 [00:02<00:00, 543.05it/s, 1 steps of size 1.18e+37. acc. prob=1.00]\n", "sample: 100%|██████████| 1200/1200 [00:02<00:00, 591.14it/s, 1 steps of size 1.18e+37. acc. prob=1.00]\n", "sample: 100%|██████████| 1200/1200 [00:02<00:00, 574.17it/s, 1 steps of size 1.18e+37. acc. prob=1.00]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " mean std median 5.0% 95.0% n_eff r_hat\n", " skill[0,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[0,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[0,2] 0.98 0.13 1.00 1.00 1.00 4007.27 1.00\n", " skill[0,3] 0.99 0.09 1.00 1.00 1.00 3523.86 1.00\n", " skill[0,4] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[0,5] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[0,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[1,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[1,1] 1.00 0.05 1.00 1.00 1.00 4027.48 1.00\n", " skill[1,2] 0.59 0.49 1.00 0.00 1.00 21255.70 1.00\n", " skill[1,3] 0.99 0.09 1.00 1.00 1.00 3855.32 1.00\n", " skill[1,4] 0.16 0.36 0.00 0.00 1.00 6398.46 1.00\n", " skill[1,5] 0.00 0.00 0.00 0.00 0.00 nan nan\n", " skill[1,6] 0.99 0.10 1.00 1.00 1.00 4091.70 1.00\n", " skill[2,0] 0.01 0.12 0.00 0.00 0.00 4119.50 1.00\n", " skill[2,1] 0.00 0.06 0.00 0.00 0.00 4034.74 1.00\n", " skill[2,2] 0.04 0.20 0.00 0.00 0.00 4399.36 1.00\n", " skill[2,3] 0.99 0.09 1.00 1.00 1.00 3802.22 1.00\n", " skill[2,4] 0.59 0.49 1.00 0.00 1.00 29538.31 1.00\n", " skill[2,5] 0.78 0.42 1.00 0.00 1.00 7515.12 1.00\n", " skill[2,6] 0.49 0.50 0.00 0.00 1.00 -7988.59 1.00\n", " skill[3,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[3,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[3,2] 0.59 0.49 1.00 0.00 1.00 22782.84 1.00\n", " skill[3,3] 0.99 0.10 1.00 1.00 1.00 3829.47 1.00\n", " skill[3,4] 0.14 0.35 0.00 0.00 1.00 5478.77 1.00\n", " skill[3,5] 0.99 0.09 1.00 1.00 1.00 4080.44 1.00\n", " skill[3,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[4,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[4,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[4,2] 0.98 0.13 1.00 1.00 1.00 4160.78 1.00\n", " skill[4,3] 0.78 0.41 1.00 0.00 1.00 6547.16 1.00\n", " skill[4,4] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[4,5] 0.99 0.10 1.00 1.00 1.00 3859.70 1.00\n", " skill[4,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[5,0] 0.00 0.00 0.00 0.00 0.00 nan nan\n", " skill[5,1] 0.00 0.06 0.00 0.00 0.00 4038.41 1.00\n", " skill[5,2] 0.00 0.00 0.00 0.00 0.00 nan nan\n", " skill[5,3] 0.00 0.00 0.00 0.00 0.00 nan nan\n", " skill[5,4] 0.00 0.03 0.00 0.00 0.00 nan 1.00\n", " skill[5,5] 0.00 0.00 0.00 0.00 0.00 nan nan\n", " skill[5,6] 0.50 0.50 0.00 0.00 1.00 -4834.32 1.00\n", " skill[6,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[6,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[6,2] 0.98 0.15 1.00 1.00 1.00 4195.02 1.00\n", " skill[6,3] 0.99 0.08 1.00 1.00 1.00 4055.22 1.00\n", " skill[6,4] 1.00 0.06 1.00 1.00 1.00 3579.01 1.00\n", " skill[6,5] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[6,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[7,0] 1.00 0.03 1.00 1.00 1.00 nan 1.00\n", " skill[7,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[7,2] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill[7,3] 0.79 0.41 1.00 0.00 1.00 6567.00 1.00\n", " skill[7,4] 0.15 0.36 0.00 0.00 1.00 4806.60 1.00\n", " skill[7,5] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[7,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[8,0] 0.99 0.11 1.00 1.00 1.00 4117.96 1.00\n", " skill[8,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[8,2] 0.98 0.13 1.00 1.00 1.00 3948.65 1.00\n", " skill[8,3] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[8,4] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[8,5] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill[8,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[9,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[9,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[9,2] 0.04 0.20 0.00 0.00 0.00 4393.49 1.00\n", " skill[9,3] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill[9,4] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill[9,5] 0.99 0.09 1.00 1.00 1.00 3623.58 1.00\n", " skill[9,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[10,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[10,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[10,2] 0.58 0.49 1.00 0.00 1.00 29410.68 1.00\n", "skill[10,3] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[10,4] 0.87 0.34 1.00 0.00 1.00 5665.24 1.00\n", "skill[10,5] 0.78 0.41 1.00 0.00 1.00 6876.10 1.00\n", "skill[10,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[11,0] 0.97 0.16 1.00 1.00 1.00 4212.01 1.00\n", "skill[11,1] 0.94 0.24 1.00 1.00 1.00 3236.26 1.00\n", "skill[11,2] 0.98 0.13 1.00 1.00 1.00 3675.31 1.00\n", "skill[11,3] 0.00 0.04 0.00 0.00 0.00 4023.54 1.00\n", "skill[11,4] 0.99 0.07 1.00 1.00 1.00 4050.40 1.00\n", "skill[11,5] 0.00 0.04 0.00 0.00 0.00 nan 1.00\n", "skill[11,6] 0.10 0.29 0.00 0.00 0.00 2113.95 1.00\n", "skill[12,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[12,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[12,2] 0.98 0.14 1.00 1.00 1.00 4179.95 1.00\n", "skill[12,3] 0.99 0.09 1.00 1.00 1.00 3746.76 1.00\n", "skill[12,4] 0.87 0.34 1.00 0.00 1.00 5249.61 1.00\n", "skill[12,5] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill[12,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[13,0] 0.66 0.47 1.00 0.00 1.00 12244.52 1.00\n", "skill[13,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[13,2] 0.98 0.14 1.00 1.00 1.00 4165.87 1.00\n", "skill[13,3] 0.99 0.09 1.00 1.00 1.00 4064.02 1.00\n", "skill[13,4] 0.15 0.36 0.00 0.00 1.00 5670.10 1.00\n", "skill[13,5] 0.78 0.41 1.00 0.00 1.00 7449.36 1.00\n", "skill[13,6] 0.99 0.09 1.00 1.00 1.00 3841.18 1.00\n", "skill[14,0] 1.00 0.04 1.00 1.00 1.00 4021.12 1.00\n", "skill[14,1] 0.96 0.19 1.00 1.00 1.00 3972.18 1.00\n", "skill[14,2] 0.59 0.49 1.00 0.00 1.00 22337.70 1.00\n", "skill[14,3] 0.99 0.09 1.00 1.00 1.00 4069.47 1.00\n", "skill[14,4] 0.86 0.34 1.00 0.00 1.00 5230.53 1.00\n", "skill[14,5] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill[14,6] 0.99 0.12 1.00 1.00 1.00 3793.82 1.00\n", "skill[15,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[15,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[15,2] 0.59 0.49 1.00 0.00 1.00 27452.34 1.00\n", "skill[15,3] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill[15,4] 0.86 0.35 1.00 0.00 1.00 5793.36 1.00\n", "skill[15,5] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[15,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[16,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[16,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[16,2] 0.59 0.49 1.00 0.00 1.00 28115.25 1.00\n", "skill[16,3] 0.99 0.09 1.00 1.00 1.00 3960.73 1.00\n", "skill[16,4] 1.00 0.06 1.00 1.00 1.00 4035.50 1.00\n", "skill[16,5] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill[16,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[17,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[17,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[17,2] 0.98 0.12 1.00 1.00 1.00 3978.82 1.00\n", "skill[17,3] 0.99 0.09 1.00 1.00 1.00 3907.57 1.00\n", "skill[17,4] 0.99 0.08 1.00 1.00 1.00 3851.72 1.00\n", "skill[17,5] 0.78 0.41 1.00 0.00 1.00 6662.39 1.00\n", "skill[17,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[18,0] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill[18,1] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill[18,2] 0.98 0.14 1.00 1.00 1.00 4027.09 1.00\n", "skill[18,3] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill[18,4] 0.87 0.34 1.00 0.00 1.00 5572.52 1.00\n", "skill[18,5] 0.79 0.41 1.00 0.00 1.00 6977.37 1.00\n", "skill[18,6] 0.99 0.12 1.00 1.00 1.00 3849.26 1.00\n", "skill[19,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[19,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[19,2] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill[19,3] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill[19,4] 1.00 0.05 1.00 1.00 1.00 4027.48 1.00\n", "skill[19,5] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[19,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[20,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[20,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[20,2] 0.98 0.14 1.00 1.00 1.00 3947.82 1.00\n", "skill[20,3] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[20,4] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[20,5] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[20,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[21,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[21,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[21,2] 0.59 0.49 1.00 0.00 1.00 25455.78 1.00\n", "skill[21,3] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "skill[21,4] 0.99 0.08 1.00 1.00 1.00 4057.64 1.00\n", "skill[21,5] 1.00 0.00 1.00 1.00 1.00 nan nan\n", "skill[21,6] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", "\n" ] } ], "source": [ "nuts_kernel = NUTS(model_03)\n", "\n", "kernel = DiscreteHMCGibbs(nuts_kernel, modified=True)\n", "\n", "mcmc_03 = MCMC(kernel, num_warmup=200, num_samples=1000, num_chains=4)\n", "mcmc_03.run(\n", " rng_key,\n", " jnp.array(responses),\n", " jnp.array(skills_key.astype(bool)),\n", " extra_fields=(\n", " \"z\",\n", " \"hmc_state.potential_energy\",\n", " \"hmc_state.z\",\n", " \"rng_key\",\n", " \"hmc_state.rng_key\",\n", " ),\n", ")\n", "mcmc_03.print_summary()" ] }, { "cell_type": "code", "execution_count": 37, "id": "02df3c52-b9d7-4a17-a06f-a1942c8fd0f5", "metadata": {}, "outputs": [], "source": [ "ds = az.from_numpyro(mcmc_03)" ] }, { "cell_type": "code", "execution_count": 38, "id": "8e50b1a5-3e53-44b9-b338-12f63e831475", "metadata": {}, "outputs": [ { "data": { "image/png": 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/nD/2v/m3KUWiw+KVokyKB+PbnKZrBrHkvbzkE2+9DSnxq6+/zljVWJ/Q3hPrkuwD2nkO62Nsf0AKsGWNb3te9W/wot/zS8XHGMwKJR3ZCdKiZhgdp/0l7vQO+85RuRErPcVwwV7fpTKWgwCHRptAGkFmw6pyHFxGInlleJdX+8f8+smrnPsFMsG4Krm7fYdRrNluTsn7Fp0ioiwQzmPSSGzWpH4gFRIfJSYG4nKDunrEIkUO9TFi9CQlWcpEGke8VKTFitwOeAlyWXF0/i6f92/yJfsKT+0tpLG4ACoHKqtwnUNoSVHXjLuWqDUmOlKCmpakNzh3iTElfbmCwfO6vODF9jt8Wz/gnfJFcnAsU0euGj5/+UUKHL9w6w8yDJClYlEX9PsOrwUqj8QkyPUS3Xue273Fk5PXkd0VSgjS5pjQtZAESmRCFmQh+Gh4RjOe8eXmE1RaMfYD5cqy6z3WeVzdEGPAhIisG+TY0Yx7fL3A9R1e16jVAn31kKPUcm6PCbJGK0F2EYlkqDfkbkeRE/5owdHFGZ8fv0WShr9dfJysAJNJQWN8xC4K0r4lmhrvHSY7sq3JyZGEgrLG7vesxifEpuFCrAlKYeoNf+zRz6OT528d/yFCiIgUyPUahpEjHbnyguf9+7wuz/iSuE9KBZ8Ob/JEVHylfh1jBGkcSKJC6ArR74nWoBYL2F6TtSenEpkTVkUupWHhOkyxwHsPElS9JO12RKkRSiKGjs7W2ELSbJ/hTUNrNJVriatjWhcpvGPpLziYI7I0VMoSwkgQEl1o4tDidIGtSsz5GUaXODQiBXRT4FyCnKECN0gKkWgKw7jvCNLyE+G73Bsv+bX6Y+yb2ywuH5FsQ5SSMSteKHe8sP8uXxCvs61vU8UDMkS0VfQuopVEWYn3iYyhqi1j25NFQEoQIVIUFjeOZCy+3pCGjpw8xXrN6dV7vDw+5B/Y1yA7nDTc9Xsel8eI6JFNAYOD1Qq/vcR4wBrKsOWlcME3V68hxg6RMiwXhH5Ah5F0dIq43pFJKGsQY48oFziXyCpCaRCHAalgXK0w19foGHHNguQHlFAoW1Ftn7Icrzm78zFy14NO4AEUWUQQCkgY6YljRqGJywW5a3FaUtYrmrOH7Mo1aI3wI15BLRKqd/SL2+TQk686wnrJyr/HadtxsbnHIAoQoI0hjB6vFbKw6N2OqC3FsiFc7fhIfsI2S57IExa2YOc1SgycyMQFFicUuqyg32HdwCfS21S+4zcWn+S2dnz+yW/x25sP8Q37AtpfEo/vIQ4Dzw1P+YR7n+/YW7xr7lFqzegDSSkanemc4NP+69yWgb+dX+EoO/Zocha0y9swDsgUiMsFot0jo+Qrf+5f/b7r3pziOJvNZrP/NvkrwL8lhPgvmFIYtznnx0KIM+AjQoiXgfeB/wHwr/zjHkwoiCe3uD084yd3v80Xq4/z2B7z0taz07f4bnWPpbukqDRBVqTbt7Bpz8JXJLWijh370uDUEknBKge60pCz5DQFVnrBtqqQVcNpklwWKzKC20PLR/kusSp5IztoFHl1RE4ZEzJaHyFj5jR63rG3GGWgLgZe6S94rzrFlgO3hx3WHKP1jiPtuV6uIFskB54rA1fWMIqOflOQpOa27ygMQMEr/ZvcCZf8tfVn8bqmGK/pZUG4/Rwn7Rm5qLharpGMlONIt1yD0Nx1F7x3siGjOHIdarXh0t/jfPEygpZlyjhb0iuIqsQUBVmMZKFIJ/co/CVrl9g1pyiWHA0H3l/fIwhYh4Q3BjUqNlYR13fAnHDLXxLwXBcbmqGgiYlYr3G14gV/xU4byuM1VdrRq2OQEhs6jFoS65fJZsGqiBx0RUZyUo3onCjwtFQgMj6ueSE9YdBb3q6fR1ZrjsNTwnpJEBobBxKClI84TT1yoeiruwy2YqmfcChqmhy5X3te7J/xlXrNIBOdWiAbzW2/5UmO9EcnqHwNokdsVnwrfoSP7x6xWTTsSwVhj1MrdJIscsfd0vON5oQoE8d9S7KSrVlSDZ6oC3SxQLoG5DUUR9icWfkWtWjQSXBfjzxaHUE2HPsD3aLGY2gWgS4+4C8Xr9OkxO1xz5PhJU7SllfVgSflLUJdUwXPmDS+OsYoz8rtuTxe04s0XVAQgiuzACJ/6Nk32OcT3mxeQOVApyT6eI0NHshcrE5pkkBzzXj3eUSUHMUDuTlhlIqVcgyVZmdeoQoXFLFgVEtKAi52ZGMxNlGQCFKib91FBUmZNckkpEjcp+WqrNlqKIXjWAZ2qiEeHXEvPEP5DQux50EV+V6hUaf3UNLjlMLQ0PTP2GhQxXOcWtCy5NzUeDFiHSBqkAO1dUg0o0kcJ0HUnmtzyiL1qCgYlg2kgsUYiOuGUUps2nO00JwqyXGjcGwYhUSOgrs20VGyK0qeVyPPFLjTEyrnaVzL5eYuL18+5EwHtvUJikDjRy7Wt7EM2DAim5psM00YsELxpKmoGkHhei5LiykaNm7PlYqEk2OWvseLkYvlEcsRlqmnOGoY84alzORVSastR2NAicBDfZelH6jFlmtdMmxK7g49Qkb80QLjRyQ9HN+lsCDSQMgbivgYVMNSL/Blw5EPnFe30UtJ5EVE3dEuj6hSz3oI7KsKXdUsfMe2MKhbJ6z8iEyR4eSIe9v3eFTfY7AlJh/x0etH9I3lQp7SpMRR8jwrCmR5zPG4pQ+3OR0f86FypMiB8egOttpwYmqeHdcUOXKrgmxvo9tLjo3GyIHHzW1u+QGvNV5JmgTb/kW+U55gpObW9RPiasNBVFR5xFWWkooUHXfKp2zthz5w7ZmbhMxms9ns9w0hxF8Efg34mBDioRDizwkh/g0hxL9xc5e/AbwFfBf4C8CfB8g5B+DfAn4e+Cbwl3LOX//HPV8SmjLuaWJLkIZF2tGkPaMseME95e74iBQVg6wwKWGiY1ALstbUvudaVxRCswodPhs622DTiAmRXdEQpOBCVQS1prMFizhwFEaubUUdBkz09KbEqZIqdjTxwFZtWPs9QSqu7ZIq96z8JQLF0/qE02FLkSWX1S1sGrHZMaganSS1H0iq4LvVS/zk/g2SKtGiYeEHRlWwNwsUkTfLF/ja4kOo7Ciio7UbnHaYONIZi5dw4lsUiktbUYUBmRJ7U1OmTBUdO1uiheFk3HHPn5HUEXWMCDFixZIijqz8AKqiip6jbkfQCx43pyxCCyTOzRGbceTW+IxWK4KyHI1b3i6fY6cXnPhrdqbhorhFGXcMsuCgG1Z+D1lzpY+p4sjStbRqRRCBKnQIGqo8sPI9NgYOtmSROnSKdKbEo5EuE4Wi0xVXbPh6/RGu7ZI6DGzCnjO7QqWeVewRokCEjEmJnW7YqwUn8RqbR1q7hgyj8Bz0kmXOrGJLq5ZkITkZLullQZIKFUZU1iRRIUmMYsGgDUEKGhdIegEyY8aEk4Z3F3cpQmDht1yXltIFbBzJuiAgUbFDy8jOHlPEHhD0qkakiEmOx9UJAcnGbdnpBb2uqWOLJAOSn9y/wdLv2Koli3wgZs+j4g5JSMpwYK8KemN4/nCByJlrW9OEAZNGRlsggaPdliwNUkte6h9RMDKYEpkzpR8ZVElHSZ16yhQIskGngU3oyNLSykgC9maF1wsWvqfVJxxMwTruCUh607AZHyFyYtALFAIT9zgtiQaW4YDJnuuyIQlBFXu6oqbLFYX3aBG4VBtq34PMXOgNKmdO3DWd0pRhzzJ09Krm7eo5LtWaa1Wx1QuOYo9IisEalmlHitDaAiE81dixKxbszTF17PECBlNg44DG0dsKny216+hlQy8sTei4P57R6gKRMzJnrsyG3hiOQs+VWZNQ1KGl1RXn9Qn/7OUXySguzIY6DNR+oDUVJQNFGIlC0xYlm3ZHq2uuqiV6hBQlra2nHWvf09mSIDQ6epCCziyp/I6gI1vTkCKUeWSvG/bacOp2tMZyaWps7LD07M2CW+37bEJLq820O596tnZJkJosIFIQ5ZKj8RonSzp9TGenz9DW1gSZcfuWYAxDqSlCTy8tl9WKpWuROdMXFR7NwneM2tLpgsonyjzyufa7CGFpYs8bxSts9ZKPte+BEGyLhmN/hcieM7vEZM8ijuxMQa8LTEpEBF5KFuMFIsNBN1zoI960z3FtN5yXGwof2JqGXlqq0OOE4WF1l5/af4vnu8e8u7iLDQEi9KoiC0HleqKxXOg7lIfwgWvPHKDNZrPZ7PeNnPOfyTnfyzmbnPODnPP/Jef87+ec//2b23PO+d/MOX8o5/zJnPMX/yvf+zdyzh+9ue3f+Sd5PpUcdRo46IYkEklAwDAqDWSCsoSyQGcIItIrhQCcSDhtWPlrBqkRuUASiSLgZEFUiigy367u86K7ZBV3AGz8SK9KiJ4oBEJOZQiSxCgL6tBzZ3iMzpGIQpLIwjDqgpA8JgW8LkBoEgonC8gCnSUxOwZTUOTMc+4RX1j+BCpLYnJEWYNQZCHoZUVnCx4VdzjoJVFqEAmPQhNQKRIE7EyJyILn+muImSoP2BQQSJCCJCIqOxSS225AJ8/eVATV4EUGDL2wrFyPShkrHF4IyigYVMUy9NRh5MgPBFEjREJHxxv1K0gSJ/6avanJCGwaGVVJmUbK1ONFTe0HYk5cq+nEMMiMzIFeVSQEEcWoDE3sOHFbXFYkIckIMvC4PiWgcGhQiaflKTu9ZFSGVhcUaWDUFR5FRiKQtBQECgSJg6lJQk3PJTSjXCAz9FIhEXRKk5MgSIvOEQCnDCpGFJCl5Gd3X+Vte58rU5KUmXbpUFSMN+9pUMITUsXCnTNogRSGTiYQYJMk5J5l6BmlJQEiTo/ttEIIQEBrKkCicqK3BTZ4TvyW58dnFDlz7K65NZ5xoZc4rUnZszMNmsTKjTxaHCHIhGxpVU2SmoQgB4kVAp08QkS8NLSmxqRAFIpBl3gMKEFKlr02RBLH3pFItFqwCAVBGBIghWBUJSaNBDStrNAioIhc6w1OFcgMQWScXmCIVHEkKInKkYgmCRhVQRUiTpWM2lD5kYRFADkLNBEnDIMoKeNIkAV7XfOwuE0vS065JCmBjJG9qFhGj/Eje1tQiIBOkUEbkpg+v1WCIBVRGHR0OGmnqtgscNmy1WsQIAQMsmTpepauo5MVRXRIEipbOmH5h6WznWywKZBQ079PlJgc6ERFUAZBZqTEC00GqtDTFwWlGyi9Y7Rqej2kRCIIUjO9HTKIjEkOEwcGsyCK6eujLLlWazSBIgmuTUUZR8gZSWKw0/Fd1bdIwIP+moOtyMLiRWAUBicNhkQRIsEWjGYDYnptOlkyfQJHQjQ04YBJkSwBEmVy7NQCITIJgSTRyxLy9OdWG5wwJAFaaDpd4QuB9QknLEoFFIlWLEhCsvIH6hgYlaZOkYRCighRYvMerwsiGpEkJT3Xas2bxfMMuiQoiY2RmCWtrCHDz119EZMDvax40D7FoWlSh0wRr+z0ez9K9sURbfHBNWhzgDabzWaz2Qe4NkeMwlLGgI0CgeSRvoNOiVGUmNBRRTddeWbaLauHHUEY6jil8myNQWdBEfwUAAhYOIeNhiwyA5k69FxpySAyG3+NTZK9bli6DpUjJnqeVXe4Ko7odDFdkR1HUijxWAyOyo/sdIFjoE47EtOJ4dIfQCQiEuVhEILb8QITerwKeBlY+j13+zOK6PiZ7df5Y+d/nyN3TSbTBI8g08s1Rcrc7/dkBF4kkkhcF2taVSNjoifSCcNyzLxX3OLLy5cYAZG2U2phGCjSFTkPOCVpVQIcz6oTjHcIHEFItrrBK8VWDzwtl5jkKFImodn4HUX01K5n4QdAEKQhI/HSIFOgswXrvMMQqOLIyh+QlGgBNl+Rg2IvGw5qOrkab65yN6HHZs+dcEGZR478nkXs+YOXX+Ij3dtoAsJLcoQyRry0QI9xO+rUsg5bFqGjF5bSDWg8RU5TGmTOlDFyNG5ZxCuShM5U6BzQBKTUjEZA3LFTDTmPnKsN65joVcbGLTJBZw116ClDYFQFvd6QVEHQBpcLijigc6KXFVFYkrBIJDoH6uwwKeKypfYtOjpklixiy9pv6UWJJnKtav766ec5s2ua3JNSTadP+Mj+HSSWIgnK6CmiR6SEILMOO1QORDT3ukeUqeXpckVImp2YAqDSjdg03oQZmUVsKaNDiYzOIzZ6zoojBl3y4HCO1xJJpgpXkAROCjbujIW/AgFDLiniSJIFZRyn1y84Mhqiok8VvazJSbFyPZpERiLDwGm4AAF707COV9NrkQJlcDSpZWtrdPI4VUzHGvY8GB7R+IHn26ecjtdECXtjqFKEkOnzksJHMgpvSu61j8hEgjCoGFj5AxFFyprKdyzkAS1GqtgCU6CzNyVNGAlK09qKF9v38TLjlOKV3UNU9iAlJgVO+zO8UjyrjqjDgJIBJw0bvyeTccpiCRSDny626On3kBaBQoys/RYtJIOsWLoDMie8LPDCsHLXmCSRKdP4kYoeRKIIHnIkCY1Kgir1yKxZjIGT7oogLHvdcGUrbvVXJKH50O6cZexwSuOJeA4UfctqfMTxcAYkSkYql1gsDEkW6FxwkAsiBSYHbvUXoKZ+T5UfkGQCCpsdZfAIkfhO9RIq7AkITBq5Hc95pX+X9+tjcqtYuz1CMF3ocAN7UxJQiBymCzjSkhEcjzu8WlCnnjp0rGLHp7uv8VNX32DjdiQhKPLAxh8QMqMJfKN6mV9bf4rLYoXLlqQVvSlRMaJzQObMkTvn9vgQpf0HrjtzgDabzWaz2feRpEUnj8yJX9n8DO+UJ6jU44SmMwWv7d/hpWvHTltM9ujYcWVqduURte95WG0osKx8TxSB8WbnxYZAbwoeuIc0/oDO0wmNFAaVIs+qO/x2/SG+XbzEzjZ4aVAEjt0VnVyxcXsa39MWFUbtKeKewSzYmiULf4CcOagGHSMmBc6KBVHqKXCwirfK57g9njMqBbJEh8CVWfO4uo0Uid9afpy/d/RTjEpPzSekwRDZ+D2dNjyqViz9gMqW83LNkd9SppHOlCwTNH5gay3rtOf58TFCeAZzjI6RzmiiOEZlzW2/R1GShcF6h1CaURmO/A6bAw7NnTFhssfJmkHVPO8eYogIEkZEDqaiRHNn3BGlQqfIMm2ReA6qoYn9lEanF0QcIfYc1Jq+1Nz200i9nV2wCC0meVpdEaQmJUFCsLcVgyx4UtzFSYMKmVr0jKZEpEATWgZdMlRLktR0umSvF5yOW0QKiJyxKYKIvNXc5Y3mOd6vTunlEk2gCR3n+ohRFEg/4qhAbTjxW6Js+Knhm+TsMGFkUEuQ0wlyp0tGo6j8SJl3tKqmdB7DDq9KAFQ6oHD0ImNiRxKaThRkEqu4o9MNSMuR33OlFlzYDff7M0ZVglD8kauvcmc456k5xaqOZbzg3cU9IKHSgZ0ueVasadoBlw0HU1FHT+1Hntb3iNqyHEekhl9d/xTv2LtkJdnrBTYHlv7AqCwuK6BHZOjVgiLuaOLAVXlKTufo5Bn1miQzd7o3uSgf0OoVi9ADGSFLVu4JoxIcTElSlsad45Qg28xm3CJkpLMGElShoy0XdJSswoEyDf/osxOVYq8rgjAc+QNOLrnT9az8QJM8BlAZnjbHPKtPOAktOsC2aFilFolnNJpFGDluI+83L9BJQxlalFDsiw3HrqdOns5WhKhY9pFeNjy1J7xvbhOz5qxasfYHdAy8XT5AJ8fa93x79QpZSMowtYy/LI+R0fGeuUdrG5o4cLu/4NosKXFY72hVxfViyWI80KuCtiwpxoSMicHUhBy43Z+xtwsCGuM9WQjOqvvI6MhC0JkCGQPPdc8YdMEgNc/1zzgYw16uIQuEjFxVJ7yy+x4r37LVS/ZqiYot7yzv0KuCjWsRGJLZoGVkVA1e1VQMVGmgt5IhZ1RsETlQpwO3xg5EwePmFkfdFp0CzpQg4NZ4ThSaXhes/EirS6JeolPg2O3pVMn3que47a9wheXcHHMUWpah53Fzm4SgCSMHVRGFYhl6MIn3mnvo2JJyorUlZZ7q3MayYNAFBGh1TWcLVv5AEorOVvzxi1/hxfYhF8spHdfEQNA1VUxEFNfVCZfmhHW3/8C1Zw7QZrPZbDb7PkSOBGnodYnJA1uzpldrPuze46k54bvNh3FlQOdABgZVolJCkuhMwSr29EIwyBIpBCpHgixISgORryw+QqdXGMabtMWCIDUmCx4VazZhRxlHZI4c9JJOVRyFK1pVI3KmSI4oBc6u0MGTgV5XBGUhKYJSBDTLEFE50eoKnSI/fXiTrzcfJkuNDiNB12gyKk9X3y2OJCSDWuBVgcgtIilGBcfukoDgwjQI4bjlWkZdoIjIDF4qnC7R2XPkr9mElnfLB4gcuS7XBGFwIpKk4cKu0DnQqRJUJgvPrXbLldmgY2CVWs7LJVFoVIZRCZzU2OiIUnFllqiUuNM/4aCXmOSRJC7sHXSCIjk6VTFoAzmgUmJQCwRTSmEQApMDC9fRqpIgFSonopBcFBtGVSAyCCK34xkCGIxlb2qO/RSY7fS0AxdkSdAWRUbnQKtLRlNRuz2t0ihR83L3BGLH3hyjSIiU2JollgBS4I1FM6Cyx6RMEIpvlx8mZBh1Mc2TSvKmvitzNO7xWpFFoAo9g9Z4VQCJIEFLTe1bTsYLDqYhCkhSEqVlVNPOUxCZs2KFJiFz4rpcksgUMeClZjQ1y3hgUJZFHBAZEpFWL7Ap0gTP09UxQmZEFrS6JGgDZJwu8MaSELw4POOt5nkGZafPgZAczIKUBVlLWrVklAUmdxRBsadkryM2l4yyoIrtVANpTzGxJ+eSK72kEgMiBw72FC9rZAoEAQezociByo9cl0u81JjsiUx1hTYlvFF0usTESJEco7SMGEocXiqC1JQxcbAFO1PxuDjlqTlmNPJmrwt6qSmEBx9o7QKjps+yk4ZtUyGypPQto24QaOowMppyCvZjJinJttggiSzDgdvhEpUjVXA4pShv0p11kLTKUueOhGJQK9ZxpPEdv3L0GT7VfosqjvSyYFcsEDmTUCQtb3bgA8+aExKCKo50hSEphUggReaqWiFzAiAqgYoJUqI30269zgGnC7IAg6fMmXerW5TBU+SewQhaXWAIvL98AScVp25Pawq8WpCIBCQ6JsrsETnzpLmP1yt0GjAh0uoanT0cPGphkanl+e4Zu6KgyBGdExfVhiA1RUzIDBfVCQmFzp6tKfj44U1+c/E6VUw8rm5jY8AZzaVZU8oOmRJPijWtsZz4Kx7Ze7xfTbPayAIEyJjwaJIwjKoCYBSGoDQiZ0z0CJ1ZhJ7ANGdO5MwnDm+AyGzNiiaMDMJgk6dMA14UBKORKaJyZlcvP3DtmQO02Ww2m80+gE6eJnT8ge03eO3wHkImcpasQsu1kZwpNaWOhYRGYrOj8JIpGVIjs2MwmYyicVClqV5p5Rx3/AGTBwYUVXS0RqAIbNyBf/HqC7zcvU8GXJ6aLneqptcF/U3QoVJChAwhYxU0uSeI6SRgEXcIAVFKyJFRTilm5MBeVTw/PkGmEYRA5o6V37EOLTYFXtm/zx+5+iLLcMAmj0wFOjp6XbNXCzRTOlEks5cWJzQH0VCmkUFmsggsQ2DQC3ZmwVZX6Nix9gcW/oBOB1olceqmXoopVVAG6K0CpsL8KBWXpkDkRM7ppi4m0KqKR+YWKiXKNPKw3HCQCofFC00QMEqNygmdA0Vy1GkEWVKSMcmjY+RCbzjoilEZhJjq0mzygECRyVmw8h2LOHLkt9jggIwMkRE7/duQsWlEpYDIadohzZ6IvKnnW5FzpgwtZRr4yHDGbXdNFVuCstjsqWP/j5p4JCEYROBKNyQ8AcEyTUOO7457TFK4PNWviSQYREmSGo3BEiHD0mVUkvSq4MLeZWdXU21RhmVqIUsiamrukkEmQRkdJgVC0ESh2JmCL6xf51I19Lriqb6DzYKlb0kUVBl0zkSV0SIggDoN2OTohaK8qQEcpCClyMcPb/GHtl8mZUERPRlJQFEmB2mqrSvSdAFgW1QkKWj8SKvrKfhHQU4Mek2dIovcI4CIogckEoXEJI9JiTIHIuKmRmlKHrTRTQE0GZ0H6jQQkWztkjJ1eCWRJGRKlNHhJeyMpNVySk/zVzw/PEL7xMZ1LGOPV5q9UZQyUrrpPaNSQudIJwU690SlmZ65o1OaVgo8Apvc9LOpadSFykw1ckbjpEGmqZnQC8NjRgVJKsowYnPCEhmURorEPXeOxRGixEvNIA11mFJJbfKYFGmGgYXvaeKAyFNACnBraPHSTu99P11oSlLTqZIij9gIMiWarscS6GxFM7aQAzoLJFPtWz1m7JjRcWQQGqcKeiU59deYHFiGyDq0HExBJwWZnhwiMrX0uiFgUDlRxIwQBYUWdHrBmT2hlYaQHTEYDAEQyDT9XzCN7SBJAlMAdcs9ZqskOUEzDtwdnhGQOBTreKBKAZElo7ToNHCQJTJ6TsZLdqrCC0UMliAL6tjThJ5ruULmTB17Fr5HkolCYFKc/oxApsQoCgZlaUUNKnNtl8jU44VHJU+VehSRUdkPXHfmAG02m81ms+9DZvjI4T3WYUrFStLT+C06B+67pzw3PKL0085RkJJ6vKBXJdHAwnd0BJQouDMcyGSGQhHpEdFxaZfc9Y+wwdHEyKAthZ8Kyi9tgZeaOvbTiZvMLP0eEx2OgtpPOxmdLhBKYHNLL0s6XXLPXbGKEFTDYuyowsjWFMQkqMKA05b3yjvY5EmiAFFSRM+lXXNh1jih+fbyZX7h+PM4MZ2cRWnwSlOPLaMqyEKxcT0LFxBE7g4XVHmk0yVHPrAKPUF0LJzn9rDj9e5dhFwjkUg8Sa3YuIHKe6SoKWPk5f1DkrJ0ekHtWtZ+x5AtMjiqsGdQBb2Ydii3eoUQiVVs2euaXpaswjVZQBCKk/GcIg74rLDRsxxbOt2g0xXW94i8JCnJXX9JkQJaRNZhzzpMO0W9LFA+cFANV3aBDh6VBU5ZyhBYxo7eKBKRletJuSGoAhUDB1kTs+Io7tA4Wr0gZdgrTa80QWoiIztzhI2Ou90ZMSk63aD8ADGTbk4MVbb8dPd19iIjQ82lPsLLnlXbkaTgqlqwdB3LccveaGRMFLHHmSl0qf0OS0tOktJ3ZCQX6giRHTaPHOwSlRXHYUunKjKak3SNylN93Z86//s83z/BCcNz7n0G4bgsVmg8MlyzVwWD0ixHR06Cg6o4Hlo2YyDoBi8sty52GAlZSUzwlDfvE5Jk4TsGVTBIwzJuETlxZU45HZ+wSi2tXUHqUMnTiwqBYjO2XJkFrVJs/B5yxlBRxoyIPYOuUCLRhKub4Cey9C1Fchx0g8qeIvSMqmIvF5Tes4wHLvStqc40TxcAQlYcD+3UACNHmtCziJ6oLEJCZzSDNrxweMrCeZzSCNlTho7WVEQSjd+TpABpOe3PGWWJE5Y67DFMKcFdqqhHhaLmWq95u3jAQDk1usiZzbjjvfoeRYwcuY6tWSLJnLYX7FXD1qx57fAWPk31atY7lqGjvdmlO26vEWS2zWLaEZMFO7PChoQOkfNqhY4jTegYjUGIjPU9JQNOlcjUo3FsFwtUCNgQuC6mXawTv2PQkp1c0bgdQkdGVfH8uOfuuEczPV/EcVCGK73mXn+BzYoqWRb0CFkQZUmQGj1kDtriyAzXPVkIkkocD88YVUkyiUXoqOLIcFPXu/HtNKdOGaohUOeBF90VQsIr/Xtc6xVXdsOL3WMKpuY2t/ormtjjpGUdDnRoHtYPOJiG47FDZKhUh4l7RmnodIUJgd+qX+Xt+jkeV6es+pZelQQhqV2Px5CkpIgOkxJZgg6J2g3szQpyIidBpxsGVbPs+w9ee344S9xsNpvNZr//qOy4KG4xigKRp5P01qzJZHTM7PSasdQs40gQMJiaOgQSkSuz4t6wJWXH3iwxRIgOmRVZWco4oGIiqJpRS3QKeFXipWU1XmJSYGuXVGlE5cjOrBFklmHH3jY4ZaniiE2JUa9QcUSSODMbRiU5Hc5oTcWopzo6TaTTJXUY+PzVr/OwukudAqSOvV1hkr+5qi5YxgP3xnNGWTPKgix6cjQIMaVh2TiyNxWjStwfrrm2KySRIngGJRlVicqGnAYGXWKSIDPQK02rV+jU4bSl1QV1aDE58Ki+DXlEp0RnG5w0VHkkGcvBrClTB0Lw7cWHsNlxf7zg0iwREWwaCUhETtjkubQbVHRoETnomm2xQMeBTElUJSq3yJi5KpZEKSiiI5MZlUWnqf31YAoWqUXHhBEBL+S0O6QNl8WGyk/DjXttESKxHi4YdYlMGSUSZ/YIbmqFnC6n1KgMialToIkDGWhVRSEcMSuiKSnTARmmzqFBTrOAB1OjZYcKA4KSZJm6c6bIYDWDXlPGnoOpQNZEPFFmRrVCJsgKBtNMu0fRkaUko7kzXJJJPLHHFNlhkuO8OGYU007Nt6oX6UzN88MjVEy8U71CET0yezp9xCoO1H5kV5QImdAh8Lg+YrSSlGEz7BlWBeW4J+ZIkoJeTJ3/koRBl6QITR7p5TFeQBIBr5qbneCOLBu8LFi5M4JccF6sKJLHJM/O1NOuXW7Zq4aoSsowElNibzfcGa8wLrM30/vJxIhThlZX2BgpsmcwBus8dRhodYkTU2fPUVl2uqbOAxnJ1iwoY4tMmSCn0+dbwxUPm1sIIVE+sDc1rVmzcFtGVeBuUmR1guvqCMjo4On1giA0JgSMjBy0ReC4485YxpZrvaIMnguzZjm23BqvGHTDmalZxhYvMk+bm/q3HHDaIgTc6S8YZUGvS+rYI1PmvdV9yAkSHGwDAkyKdNaCSEjXYRH0ukbEfFPfVUGcutg6UyApOO2vGHXJ1i64NV5RpsATu4SguON27Islo1TY6Li0FVe64sX2DKc0iBqZAzpHvre8RxNawk1NVpAGmQd6aTlUU7ppKUeiLFnFA3f6K67LE5IQlMlzrZf0ynBr2BNF5kovIMM67BhKzXDzuzqheFjf4WS8ZOl6Lu162gFLPU/LNYMqOHIDT8q7rPLARw5vEtDsiwIRBOU44lWNl4YXdk9QKnKSdlyxRJO4qFesfYeAKcVRZG51W5BM75s4MEpDwcimuwQhKXDIFKfOqWX5gWvPHKDNZrPZbPZ9eGnYac1e1+gEOU/pd98rX+RZcXyTNmbY6+kEJMmSLECmiMmeq+IYQWIQELICoVEoMlMzMiE1X28ecKUXpCzJYmp53ZslZUpcqA3XZkXIigRENbWO1jdNMiKSHBU5T4N4yYIowBG5stNJbkYgMhRCkZBkDN9afJQPdw/pxNT9sA4HqthPAV/2nIzXvNZ9jyYOFHkgoyjEgVFvCMIQhAIynVrw1C4ZpKGTU/v6QSpydgRqnlXHfLN5jlEkEp5b/QU2BHJOdFIgROZaF0QCo7KoJElq6u836JJeFVSxQ+YIKBbRceyupoJ/NHV01AwgS4IoAImTU9rgaJcIobEEzE36WJQFUU61bFFKfJ5q9C7UhoNa4JnGJJR5pMwjQWiqNJKEhJTIcmrBX3o3dceLkSgUgpFBW0wKWOGJQhKyoYgjURpW3mOy40KvkJQoIpvY49XUcGBQFnNTa4hukAi8UHx58RK9shz5kVEKKhnQJFpTIsjINNUZeVkimXYXAgKyRCeNkwqVl3gsgkQmY6Sfam2y5NIupyAwBhSBLDPxpmX5ZbngjeZ5LvWCa7tGSIVOUzAbZIkl4YRm0PamGgsWuWPt99POK56gBXtT4FTNG+WLiJu281nK6f0roJSeEQNi+tk24569sgQURcwkAZJIZ2vAY5Nj7f9heltmKxaMUqBpp8cWGoRFZMmj4nTqeHrzmdN4FAkNRJkQIgGC62KFYbj5OTJeFDSpv/leiEJTJE+SmmtV80TcxvhIr0syik4plBRUbsDGiISbOrSp+6MTkJDo5MlKTu3ss0SJSIED1TNIECJz15+xyntGbSjwvL+8zYPDU4JMaAQ5S1SWSKb38TS+Q/KNxcvsWSBUIuWpYX5zk54XpEbFyNL1FMlh8ngzfsCwzAe8sMQsKbLDCwNMu8USkCngsyUKjSRQ5ZGIoJWGJiWMSBgGiB7rPUEKOiEZpeF79Qn3+3Nk9hRI1mFqjHGtS0aTkTEgY0dGT10l04giY1YWTcbLJd9dvIBJkjL0RPTNKylphUHkdDOzL9NSk5D8xvITyKxAKIo00hUlnSnojWUvamTKSJFwCLa65NifM4iSS7OmSR0RiTeSXq8BiRSZZ80RNgde7h/ykeEdlr7FRs+oNJIpxddkz3m5xknDInUMwiJEnua/qXKqMUWjs8dER/rHhGBzgDabzWaz2feRhaLOCUPk/33yB/lmc5+m35FlRhH5ie0jyrQgiKmhQ+Gv6JS+CXp69toiRMnp0OOFJMnMKBzaj/RS40Tixe4xmzhOM7ncluVNat3/6/gP33QWk0gJa79l4Vtq11O7gaPxgFcGbzMLd4ETJT4pjsZrojR0qqaIDhsDXllUiCxDS681O3PEtVoRhEViEUlxbdbsTIMXijebF/lbJz9LkFMnw3DTWGIRdkQUUWoaP1AlQZRT18V12NPqkkWI2JDodcAQ+dTum0iRyaLmzJ4waktQSzbOsfIdJZogKzZuS9IaHaAee5bhgIyZIo7ccj1RGiKSRWpxQqOYdsuilBz5kbuhRZIweKo0TCmcWVCGYZpDpkvIHSl1BGGQIvLq/m1qP6JFpAo9RfJ4aRikpQgeLzStKVE5clVseKN8kTp4CuGJ0hAElGHES0NvVug0zXryKJ5zz1j5PYqIxhNkRSsl32he4NysubAbijiQ8rSr5FWJCo6UK5KuuOO3fHi4QJDY6ilA3xrDKCIr3yNFYtSGhZtSsQZREjGo3BKlIpFYuWtuuYc0fofxLQnJKEp0dlRpT5AWMqzSjl4UDKLgwfCUMno2vuNfevpLfLR9j15YgszcDg85t0fIHCC1088qNJVz5CS5MFM3vzocEELTm4ZbfUvUhu/WL/Dl+jWq3OOlwuSpK2gQhiwkVdgS0FwWdzn2W2z29KbBxhaZIkEu0Dhu9+9yYS2jLFj6HikySWqqlJCpY1QSRKYZL1A5oqVnEQ4UyTEoCxFsGAhiagiy9B3reKA1DSZMc7JGaYhCcuIOmGRY+0QdHaMoyFKRZeLcbtjrhuNhy8J5emFAgsBzsA06wZELBFERhGThthRolBDcHdupi6Mq8ckgPeisCUhMjIy+ROY0vbYh8ZtHn6BxPWs/cNAVEUU9XuGjnAJttYQoCZWaxnz4nk6V7E3Nst/jpUFocELRy4pRlYgE2UuuyxPIA4vYMphymivoBwyRQRSoOJLlyGWxQoXA3cMzrooVCmhCR5KRp8UxBT3JTGMu1n7PydgTVMNje5uQEwc1DdL+0O4RNgsUJUJLhDDU3rGKB6o4MipJ22VSGin9jrv9M078DiEqooQq9qgY2RcVCFj7FpMTWQtWY8ftcMW1PqKOkVvDjq2ddstebJ9SZs+V2lCGkWXYI0Xi/njJkbvk2p7Q6Zrn+gskmWwcS/cYmRKDtqzijpQlUSmu7ZLCe3pZgICVa8lC4rWiDj0yJwwOGxONGxnMksZnFNDpBaOsKMa5zf5sNpvNZv+NiBzZqiVeKD61/yar4LmujvlQ/y5bteTXj17DqwMmOaK09GZDGQZUyrSm4cS1+OS4KisMAes8ThYM1rBwLSoJ6hzJqacOjr1Z0xrFiRt4EJ5ylA/UaUDlQGuW9Kqgzgd2dsEoNQvfMWI5lKfIlDget1wUx6gcuNWfM2rLqDRV6hjVTRfHOPC57dd5Yo8oc49MB/a2pozD1DSCzHPjEz65/zZOWAZV0rgDKhccdMHRuKMKma1ZEuTIInr2pmGQBetwoNeKvVlRxUw5dpzb02n3JA9ErbExI1JHZyydssjQ4aThyq4h9WyGK9qiIqA5iluuilNaWbHwPUnGqRYuDSQpb7o4Bmp/zjO7QREpo2Nr1gxSY/LUZGJUmiJ0qGxJsqaMLSLCs+qY0RiWvqczNaOylMFRJoeQmVU8UMeR1pTY7G/GDBTsVMOJOyCkZm8rVIrT4GplqOJIlUbO9BHnxSnr/pxWa6QwvDycca9/B69K6nAgCUFvKhapm9pxmwqZW3ToCUKRcqQKkSYEgrLIOKWgtqZA58Dz7RP2tmZUBY0PRAmDatDRA4nOLjgzGwweb5ZIEk1scbKgVUtOxi02R67Nhio6VI5c2CMGpUk58ytHn+K9+j51HGhFQxUFp+4KcxMwbWLLwo8c7JTiuAiOrW3ozAKRIkV0XJUNpMhnr36bqBQOQ+lHohDszAIdHU3uaPUSQUax5aDWtKLChpYmTY0gitiSk+dx9YAi7lj4keubDpgmDPSynGrnQkcArsrblCGiXKbVNYMsaPy0G3rQFXZ01LFnZxp6SlZ+z6ArcoajuGOUlq2tyRk6ndmaCptGTvw1p+GKdeipwsCT8oTOGHRI9HLFqC21mzoCdkZQhpGFv6azKyChg+fSNnSioPYjRo4krVD5QJE9F8WGriixKRKUpEoD67hH58yZLTgKOzKRbbWhZGQzXPNG/SKfHN9g5Q+0qqKzFXUY8NlytjyliA4REqMpKOJI7XpaU5BNpvQehKQ3JYV3aCLeGHQINPGANwt0NjRhIGrL4+I2i9BTp5EndomKcOQ7rqrbxFTQhJ69aTgrps8sMoEqWd40ybkojkgiI9PITi1RaSTRE5OiNRV1DJgxUxzVbHVDOQaeFStkjtRjT6sqnNIUfiAguLIN+aYz5VAoXhge8WZxjM8D79T3uHd4Rh17vl29hCSzCgcu7DG9XrIOPXu1YInj+fEcmwLPijUmRcoQ2dm7ZAF1GNiqJUlKbPSc9lfsygUr3yJSZmcXyJzoKfnVzafYmiV3umuSymQJVTwwSsmgCnTw3BreIxTqA9eeOUCbzWaz2ez7yEIRMtRx4HbYct+dYXCICMdhixADYww4WU4dzbIgSkuZEzr6qZ23mFLLEhpvqqmTIjCaCiEk36yfY2+OyELcDOtNjEbzevc9VqG9SVNUSBJRaM7tbSRToNLpChkSOka0FHgz7SyJnLmqjgFu0rYkZZZMXQINX21e5ScO38UJDbJi4Q/YPHUkVDmSo+I4XFOmkSI4dnqNlyMeza5YEIWmIpCE4oldTR0LRUkU005PEhCFxcsFRXJoRgSaVWhRqcdGSRCZyg8cTIUkkLNAJstZs0ER6HXJRblGZoGkZWtqBLAZdzwyt3hsb7HyHVEovtc8IOcRLzVbtYCcAcWoGgSJMgyAmlqtA1nVZCnZqiVkwZVZgshE5JRaFhynw9VNwhtsxZqcoWREEqnDdGIv4ojOU8N1GQbK6HDK0KsSOfXn57K+i04OFfc4UXI39Nwbn1LEjJcFdegJQiJlQMcpEAtSclAFb5b3aHVBQUJkCHoBAkYKnLA8K4+BqYvoaBpsnA5YiBqwJDJaWPZmjUnT+8BrTWZ6L5wVK5xU1GEgKkGSipCmFLzLYsO1rumEYmfWXOoN4qbD4ajKqSehMjituDXsEBm8EtRxhAxJJIKYOjhGqTnOPZ/ZfY0qupvUQHnTBELQY6Zh1DljsqFThioHVl6w09OuVRIFURgEGidrvBFoAh5LKxuW/hKTMqNe3HRPzVzZxdT4gunfpdfTuAuNYLR6aniDoDdT90+dPSYn9rJhEXpscrRWo1NPFR1OFTw1G56p28g81VAZIqOUCJOpnCMF6IwlyYyMI1ElRjPVSXmmZkAOyCIRtJq6SwrHoCoGUbAJe+6FZwyqgCw56Om92haaOidGYUliGh49KsuhaPh49xYyR1pZIUmolKaUYRGQJBJi2vV2HcjMQddoP6UHKin/UefXIPX0miCJWuFVgQk9iUSnSjLQFRVXeslBWY6iIynJQRtg+p3Xq2muogIu7FTzatKIFw1F9nTaTh0VleTocIkJWzpzTJQakTIOxShLGD29qni4uk1KmYCnNTWSaSh6UFPnyYzASTWN6kBjcuDjw/sMZgqur9WGUdmpsQ+WqATLtJuCO9PgBdgk6JShlxYnDUEpRJxmKmYkrap4pk84yKlubKrxG2hNiRcKkafU3Ter59EpcuS2PLUnCDJ71TAqjZcCEzxaRDKC2g0fuPbMAdpsNpvNZt9PztxxjzDZk8hEpnlTBzudCG38FUFPqYI6DYjcE6RkVJIyOUaZiaLkdGhJMRBzwqQR6yNeCs5Mxcv9U5ZpwCvJ7bFn5T290MQsaEKLk5okptSe59r3Wbotd7tnpJuW7FonKr8l++nE9357iaEkM9VP2egZZUWOgaVvkQgUnu8WL2AyyCSxQdLpxdSYQmjea+7wi0efwaPIQpCFwAlFE/cEIQgysHDXlBGaMPJg/5SjMHW3rGOc0qV0worE2jte37+PyQYnCqSyJFWy8gGyZBM9ixC4v31GUIqMZRF61n6PdPDS1TW33UgVDjcnPIupwN9vQWS8nE6sizyiUmTl9yxdTz0O7EWFDJkyOHpdIXNPETp0lCx9x4PhjKVvqXM3pY6GgYSgFwXv2vuIDAdVEpD8naOf5Ym9TRmmEQNOTAHNKnToOKVt9tO4XRKS43CNyQ5SJKMZVE1Qhl4aPJZzu0bFyGpsMSGgQyClQOkDmoJ12PPJ/l16aTg3liOXiMKQENxtrwGmtFjfUg4HtLtC+5Em9gQZCcDStcBUw6fjCCSkz5g0YhhuRjBMtVkRTRaKRnTolHixf8K/9OwXebl/SkyJF4d3GJPjvDxBZYdKU82XyhkTI5KEwzDKqZ4uSI1K8OBii0keJQJFcGSVMTmic6TyIyNTY4iF2zNKQa8qbo+7qdlL2dCMPSlBqwxRWargplrCLKjDiBQeJTNRREY1VSRBpEjTq1HgOBmvpjb0QhFzpowHqpSJvqB0nhN3zV6tWQ8tQSqiUBxUzcoN6DBS+RaZE1dqwU6vKOjZ6opWVhgfWY9p6vYoexaxJwmJIFANLRmBypIitXhpyBmKm86ISShav0QMkLMEASok1u6ATh6RI2VyU8v7JKlCZFCWjECHAScKBlVzt7/AxwKnDDlKGj+N2xAZSjdgckDKyHI8UDpPET0igQ8FW1mQU2btDkgREWQK36NyuKmvTCQZQABBshh7NAmVBSt3DUSc0JSxIxqIQnHinnLsttztD3S6xMYOLz0HVWGTQyJZuojVidY+RxDTaICcFF4pyANjN81XM3iqPKVzIwX1OCBTJkpBFnBnOL+53JApnEenQJEddQwsY8+lWROS4fMXX6OQ06y7lPR0HDFxyx+o0kCRAl4almFqVIQaWY5Pbuo8NWUa+QfV63ynfoW9rnFJM40tF9jgiELx0e4dPrv9GqUPlKJH+2lIuhcGkQJV7PHZ8qx4nrGrP3DpmQO02Ww2m82+D5k9V/aUrVxODSCyIAjLQIGJga0+BulY+GFqry8rjtyBatzRmYpX9k8hdVyUS6yQmORwssAbReU9B7FGi0TMjjoMOKYW+7e695BIDqZmMx6wyZFQPKnvIURiVywJ0tCMHTGVHOwxNvac9HseNSdEeorY0smCUVnuDZdIBnamYeEjL47v0VtDFT2elkNZ0oSO28MFpMxHu7f42asvo3Ka2oLHAzkLOrOiDoHn+j1bs8bJxO3xireWD6Z5VWlqiNKpms0QOJclD8sTgjDEfEmQmZQEmR0pB3ptyKkn5cDjzW1ydFRhYKeXDKrAysCucLxTniJEovIjj4vnOAq7Kc0xCyo/nZTt9QpJxilLL2t6W3Iazuh1QRKShd8hc0FQFSZdMaSKh8UpQWpW7sDOLBn0NMJgGXtW7Ciip3EDFsc/c/UF7o1PyRLGXFC5HoFgpxuSHFgdHqPzyCq0rNKBp+YEeTMsOwmFQND4Hkni1njBIlwTheS6XLLIHUhBNiVRRYy/4Nwe0/hr3jQvYbNmayVl2CGTYCwkK3egcoHOFFyXz5GNZlsvGMUSGUascDi5IOZMkzJOl9g4YnJCImhFQ+17TBppZUMTeo77Ky70hjIO9ELzX97+OR5Wd3nOnxFyzVbf58P7d9AJglzSRMd67DirltOgZd8ThMCrgpP+jMp1PD5dk6KEHBi1RYXEyu3xQtHpgjL2FCLg9ApywMYDe7OmV5aFuyKaFUlqFv4SEwVbW7IZH1O6A60uyFlRuQNbc5siJRZji4yOXi3IWZKd5Lw4QgWoR4+SiVYtyM6x5prRanZyyTrsuCrW6BjYhB02O55UG7RI7IoTWj21vj9yW47jlvvDOXe6M1pjGS3U48heN+zNitKPjKJgLEvutk+n2kY1fT5Ox0tGWROxVG6gMi1jaSjTgTKNRKUQGW71W3ZmRRSSB8MTvFBcGsNH2rfReHqzYB0OnPTndKZEqcDa7ckysS0WrP0OJwx72yDJNG3H+eKEICWLccAVGqUdReiogIviGBMjKkecqRApc6d7SJYVZDGlQurMuV1ThJEieR5WtzEBFqElZYmMgtPugqf1A54Wa4IWNDeD2e91l5TJsTMNCodjZKCgCFccD49IQhKVYOE8jUlEVVMmGKgYVIOKgTuHM7bFkiyhdj06B57aU2x0U4qjlTyzJ8gw1d3tVcWtfMb94Sm/dOunWHU9R2GHF9OcudPhgmuzYKcLihQok+OgLTFp7h+esqseIAQs+pZF7vjM8DXu7p7QxAFvNBu/Z+k7elNOQXCM/N3jz3FWbSj6zKEoGa2lCCNZabwyrMYrTsIzwjp+8Nrzw1niZrPZbDb7/SdJS5AayDws7rPTDVHCM33C3tTcGZ9xb9/Sa4Nkmoe2Mwu2xQYTIm8v7mPETQt9Cf6m453MiVFbjuMekwY89U1Rf0UELurnGGTJG+ULHEyNkwVTv7nMZXGbKBUmew5FjUkOnVq6asO1XSBzQORIpytEnlIcn9olnVmgc+BgFP+g/hCf2/42W1OSdIWOUxOTvW2wIrATS1pdIYTAppEsV1gRKEMkKM2TcoPNiYjh4eKERZ5mFrWmQggFObM1NUkrzs2CQYNTazbjjiAjmopeFzRx4GBWNylFYIRibw1lHnHS0skCIzVZJTq1ZNQ199wjmtSTENOcJTM1Yln6Fi81XhqqvCeLRKsb6jzglMWpGi8lKQf2ZsVQKgo8vSp4Vp5isycDvSlxSrP0LU4pklYgxD8apBuZvq+zzTRDLUectnTlCiHBaclONhTJkUPCS0MTAyb1vLF4wF6v2No1USiQYLPjcXGKkxYTA6OocGZFGQeEUNzK5yxjj8iBXlcgEr0q2NoFUYNOCSMco7A03hGFJ+iChGaUmVGXXKvyZoxDwagtUUh0dnS6IsmCVRjY6YaLasPSd7Sm5ll5ypE/QPKc22NKMaXrnZcbnLLo7DmogmtTUY8DTlg6a1mGATJclcdELckIkjH82upTHGSFl4bz4giAMnuSkoxZg+hRBJKoGEVE50CZNKNoUQScXhJUYukv6cwt+mKJzYERizcLNu4pMUf6oiGpAh0HRqFxdhpYPmhLXyhAYlOkq0oGaTA5kNTUCEfjSUpxqaexETYGIoYqeJZ+mAaWxwM6QmtL9vWSJg04NF3Z0IQRmSBJQ5kCOikeLe6z0+ZmsDJcl0eonFA509kCnac5bYNseN/e4qk9Zm9rHi5vUeaRKCQ70RCFZ5E8364+DAiKNNIrw65YkYTgt5av0poKQ6IMjr1ZYHGoNA2p35cLGjcFE+eLaf6bJBONwTM14+l1gRdTqmFQhmfVA3RMJBStKUhkNnFPr0t2ynLkO3pjOOgFiJIqes6rExq3o0yJc9NgQ8KmnsvyFJPDlAYsLEOxoAotZEdnT7A3s/laa0i1RaXIoGqEjFQehFQ8a04o04hA0NkGkAgxpXN2qsRGeLu6j9crMnDsrxmsYacbrBh5Ym9xbZas8oDO8G5znyQSNsKlrohCoFIm2ci7q/uQPTqOdFWBINP4lto6NIEyTKNGOlveXISRfGP1YV4YHnHkt2ybkiqOJKFIyqJTIqE51Gtyyqxc+4FrzxygzWaz2Wz2fYgMOnuQgq+sPsy75S3sGLgTzullySJoSqEJQqKSJzESb4rMFIEp/aei9GHqDCYEKkVKH0kCzsyCIiWaPBKEYu2GqQZMaP72+qcQKZNvCmgkmaU7sHAt63FP7aaGHlknhFCIGPBC0fiOXtWkrJEkdExkaab6mhRJSI7igS8uPo5AYEIEDKOs6GTJIC1PqlO+snyNKCVRKhAOgUSnaWduFJByokyJpZ/q1NZ+ujJdpEQdB5IK3HFnfPLwHTpVI4SaujiqgpGSOk6VUEUSRAqW6UBUiqN+QIbpZ7UhsB4GBPKm9bxEiIxnqrVzUqPj1IltkcCkQJlGEAabpoBLZqYATcpp/hqZDAgS97pzGtfRhAEdPDZNndWcNDwub5OFnFJMERxsTRICmRNJTjOZOmnR0RHRDMUKbtqgAyxDexPU9niZQVQs/YG3iiPeL2/hVTkNHpcW8pRG6klT2iqGY9+SsCgSW6WmsroMSUiq5P9RS3gTPTYcUDkyCI1hBDKJxDL03Oofs/ZXU90TTCfgOdLEHkGe6iPl9OAZQZM7yui4M2z5Q9uv8vx4DglabViGy2nmU3bE7EgIQE/dDbMgoBlUyTJOnTNbu2Llprq9TpZ8efEaWYmbVvcRnQIBS9AGEvSymQaNu5ac4VlVU8VAygKRAipH6rgnkIlYRIJSTCfbQRZ4XRBJIDImOgo8VR7Q2aMJU+1SksjsUFnRq2le2JHf4W46dwYkkoyXhlWY6iWbmPFSca2XHHSN14JOlbSypEyBIzfibubNaTGlK0ehsVETmTpHyhwwGGwKrKLHMtU3DVi6dAoIdE40vkONmSoMmOjQMXJWHFMFIAmknGqYCGB8RqbEd8rnuTdMs7bIYLMn3YwhKOOIk4akBaMyeDR1HEkIZEok5M0og0QWArJAJY9KiYCiVwJEQhFRMXGvezo140mZIAU2TQ1REANtYTAkqpyoQ8syZJ6VR8SsOCjFTjXcHnYs44hOhr5aEMwpZexpUo/IYhpLsnUI7dj0j7nTn7PMHSYrECDSVCdrckaQqZKjSOHmwlfgueEZ7xQPWHvPoGqKENmZBY0fKE2PSwUdliK1rOOevVgzyumX9iAKTv0WFTODstg04G/qFG32RKFu0jELAGxO0/iGPAXfr/Zv8XL/HjpPKb8yQeV6posCgqglHsXBbBApf+DaMwdos9lsNpt9X/Fm9lnmT579Mg/6K9pyySL1jFi+tnyOJ0Wiih02ZYQoaPyeyic6XbEODlLPtpiuwK76EU2BNwXH/YEkSlpdEfPIxrVcFguiUBwNB/7o1a/yavc2ZRgQMdGpmiu7RkvHlV3htGbpWlICj6XKjuOwZWvX2ORYuj1BKHpVcDR2uJt0RxsHXhzO0SJiU0sSjqAkq3Dg2G2xKfD6/k3++Pkvk7MiS0kzbrHO0dkamRI6B1pd4GWArNiZhkuz4dZ4zUFJel1wOg4Eabm2G56aY2TcUTClMJKv2BvDZbGAvCPKadirCS1VPNCZkoOuWeSWN5cbEtD4HpOn+UFVHNnJhlbVFHFgJyPP9IKIQuXEXtU4aVmGA14qsoC125JFjZQFNnaoAO9Vd6ZZVwlaM31P7XsU084XWbDwHYvY83L3Lk3op+YssqAODiWg1RV1OGBDh1eWJnYsQ8uVXrEzK3TyjEJTJc+98ZKPH95i7T2LsCNIwyALjv31lCYmDSb1+NSx1TWdEjwTp6x8RIjM7fGKOihaVSAT3OmuaU2FM5ZFSBjpp3oZF9AZWttwYe+hyCSlETlxHLYkYTnoBSf9BZC51kvWoaUKPZdqzag0B234L2//M7xb3cPmka3c0GTJc/0zyBoha5ZxoEoDY2lQInHs90QBW13R+BYbBy7LihwdP3f5RV4ZHzJiKLwjotirhipOtX+tWmJTZOWfcWGPOaiKMrQkUZCFYOP2yDBwVTzPiT+w9COtqhAkCC29XpFERR06RE5EXSETxKCmuiMkG7fHEHGqoHF71nHPTjdcqTXrcMXeVkQkR2GLyomtrQgycVZaelVg0kgmIhKs/MjKt+xMwVWpps6faaqTalxPkQYuKk3tWxZhy6BqEiMqea6MpRWWxnUUYkTYgSJ1HIcdNQPBwj88RQ9a8fH9G8QErdYc+akhSzIFWkTWbsteN9wLz6hdT69KtmYxpdOmTNCGhe84PuxJUrKOe06Ha4IRJCm51W4RAgZdYJ1H5kjQhjFbqnhAYpApc3LYoRRsyxUnwzU2ew6qRkXJKm6nkR1OUIWWs+KIq2KJzCOL2CKk5sS1NLHn2jSMAlS6YsuCjCeS8NEShWLtekoUtqm4Lo/QQfDELhF5oBgSXmuiUCzHDkGmVwXkiI2eThcsYse1FLTCs5c1m3HHXXfGmd2gY+TUX+K0odUNIicu7IJrs2DtLrjfPeOZ3RCQxFEzqBUmBxa+oxM1SKhDx+3uHKctRRjQMTGoEpH/v+z9WY+l6Zqeh13PO33TGmLIsar20Hvoze5mN5stmpI4iKItCKQBwxNgSH9AEGCfGrB/gI98bEDwkc9syDBsC5YhUZIBWbQ4N9lSz717V1ftqsqszMiIWMM3vaMP3tWbDZp7U5CPSMQNJDIzYkWs4Zve53vu57oze39i1i3v3A2xWBZTXQl9eGBWtZjr00iXR47d5mdeeZ4KtCc96UlPetI/NxKRvyYivyciPxSR/9U/5fv/SxH5R5c/vykiSURuLt/7IxH5ry/f+/v/jZ4Pxc36wD6c8aqlLye6dKZJkW/4t9z6t9h5ISmNRmjDxGy2JGMYwsxJWxrR7FINWfVNgykrKkXu2z3fXr6gSTNJNpxdh86VePbYtFgSXVwIypKUpc0LWRSP5gYQomgOboMh0qWRRQ+c3MA2T/Qps7iuhtLmyHvXkQq0aWU1jj8YPuZXTr+P1wNKOlycmbTjaLdA4cvmJb87fBuTF5q0crYviEYwMXBylSS4izO6wKoTmzSjcuah2dFkaHJkVtBkxSauXKUDqD19Srg0gR5o04rLmaC3mBJ5tbwjqIG3m+e4FEDgwe6IRdGlSnFcxbL1J965Gw52w3U4cnIDXzevcHlkVY6jGejTSAFOZkObV7b+zGj3JIl0cUFkQzbQlZWsFMEatnnElMhkWybd0obA0WyZTIvOmbYEJtNiU2Qfzhxsh8orba62vCQOl1bOpuNoNuzTGSg8dC/IBUaVOLgNjUCbD8yqBxFerneMqudkB3QMBEy1KBZoU+bn4o/JFGxSeLUjqYAJkaA0Xw7PcDHRxYlD0+HSJbjX2trVTQtZF+7tLfZitzqYHaVcgtTbGxSKZ/7Eo9mymI5dnCjFsOqOP33+I7o4cTIbDIlSAo+X7W/zxFH3nFxDEyOpKE624+PpDpcKQfc1t24cKbpBa+GT+WtcCUy2pRShSQGvHY9mQ5cnXEkUNK4c2eWRJC2zSmgyD80zkurYRs99c81kFds8ktAEs6dPHpMXJrO5dHvPeKVJVtPkaud7dFuSCE32nJuOkx4wMaMlclB7mrRiSNyZK3JR7P2ZWVuSGDZhZpdmNmlFFwiqEIzh2Xqs79c6dA5ITpzdUDtUpTA7x+x2NGElAWfTo1NAExhdiy+OJkWKDLyzz3hjn5FEM15mJyVnPutfsxrFPi58sFdYYBseONuGu+6Gv3D4rylFeLRb2rjQx4XJtogUbqd7sijuhz0u1qLqi+ElXfBIKRy6K8iFLsyszv6E6Kh1xJu+BqiTeD/sIVeC4vv2hlFrbsKJ0VqOZs+z04wjMpoN2+C5CTOL0dgc0WXmZLfVxpsDURqS3tCWhYxitnsW2yAZHt3AiiadJ4KyPPY9gz8yqZZz2+BKQpXCoe2gGPoUWHXDpDskCLt05lfnzwnG1cLMPGNRjqs4ApljM/BifaDNidFs+MbylrN0/Lj/JlGrakUUhVEZlRekREbb8ah3fG5fcXRbPrTXDH7hZAe8MrjkWWlYTFvhN7naRduU0DlzdlsEsCngdYtXLS48zaA96UlPetKT/gWQiGjgfwf8deAXgX9bRH7xTz6mlPK/LaX8ainlV4H/NfCfl1Lu/8RD/url+3/uv8lz2uS5ymudo5F8sbgVvBZsDogoSldnVBYleFVtK1kiq3Js/X2dc0kVCb6qzFkbslIUSUAADG2pyGUBvHLoVGdPslKVNiaJiKGNC1t/oBR1IawVijIE44hS7Ws1P6ljCAtSBFNSpfVl8MogAi+WN/yD3S9hM5ASWQxRGYIoZtVyMj2ftp/gTUsQB+LxDAy+4vgRRULhUuTGL2zCxFDmagUioymgAo0fMRle+GqnO1vHYjYUFDbX19SmjCqCS4GswaQK0t74CRerdWnFIVRgyY/bjwlobsKBydTOiM0eg6fJC01ca3j19B6bIrPUhW4UaNKZIJZSFBkFFAyZTRwZ/EiTIwUhFcVoGhSZQJ0vHHVfZ9BEM9sGUwJBNdVqKR2mZKLSRCy2JFZtESlIjmQ0qWikJILSJFF43WFTIBdFkwOxWJJW6BLIKIxkBM11OHHf9BQcpz/ORkueAmQRmrJgU8KkhZNpMAVWyQiJNhVcmunSSBZbZ3eo4bpZFG1OUBSTMWgKOme8tSSEfRj53vRj+hy5Dkduwh1vmuvascAziUXINDGQROp2Kg3v2ht6MkEqrXITEyZ7CnU/9GIvx4gmK6kdNQK6CKN2jHbPc3+uv09rBEcqChNXFIpZOSIXuybVxmtLYlY9UVXARpKCiOJ5eKBLC1mEAkQMUmqovC6GjAZdasYXTQ3NRlCq4MWScLRpxqWFxVRiXxFF0oqgDTYFShKGGNHRs1pBl4zJkVk3NHFClUyTBS0Br1p0iqAEkWq0XWiY86aSHsvCyWy4MzdswkwolpfjB6K2DKlcAtoTSQq5tJgsF7KnIiWFkcgkLVFfum9imHRPAYoUVtugS6EUjdcWkxOTaESgqIqLN5JQJf3EIrxqjRKNkUQSw0HvURSaXLeXSwGVFZPLTM4gFKwobE58ND9ycFuSWBKBRVoQYR8nBp9wElFiKAIZIRR32bKekCybeObFco+oRFaCJVxmcdMlfgOiVHKnIlF0IYm5WJgVWTQmB4I4btdHigYphaVYhMI+zDzaG7wStuHIu+Y5XfbonOlynX2c1MDNembII/f2ij9sPmE2tfhtUzUOrzQUoIszNkfOqmebRyKaPi2Q+QkRM2AvMRVPBdqTnvSkJz3pXwz9eeCHpZQflVI88H8C/oc/4/H/NvB//P/nCaOCL9tbZtXSxIhLwmo6TmVLFMtR7Vi0A9HoklCqZRdG9GWBZkuHSWceXIPO0K2JWx/JYth7T5OFg93waJoaLKtbQNj5A9tYuzGCICnjlcPbhqxrdlQRxc6PuLUWCNtwoEsr92ZDKDNDPDCZpoYnxxmnhSiGIay0ceY2HmnSRFSRJJmdP3Ljj7TZ88vn3+ev3/1NdK6zFDYvNGFidHt0yrg4sRjDaCwme941t9Wuti6MkgkE2tDwoRn47e0nlJIgH7id79G5YNMDJ6tZjCEw08UTX3WvaPyMKStZG05uoGjBSiRqSx/ODGUhKss+n3E5Ei+dDU3G05ExZK3JRXFsrxnyggCzadj6E1ldIUqhypFmjZzMgBdNLJqz3dXCMNR5GCV1HujaH7E5QUr0aSEohc8OkwJdXMkFmvRIFx4ootjGsQYgq81lsR5wQJcmyIU2FlTJ3PoPBG1ZtEOpjEsrKEOfZmw4cTADvz28JmDZpoKSIy/DI7Y4xkuQcR88o+0521ts9mgqir/xC7oIR7tH5T1RabJSKBLP4t0FjQ+79QisHGXLNp3ZhQOj9CiJZBL/txf/GkfdcOMP2KRY9A3X/ojC4MSyTSsKSFohAh8vX5MFjlph4sTeP/J2v6NZThzo68wkml04V6hOLuxinXlb1UAfZ/bre75u6jE3hJEiGiWFPt2REValebme2IQzUSlsCFDOFCLg2MSRNnqCGojFsKR6kyGL4jocUFLIonFp4jY+EkWzFsc+3xNVXexv/EyfF0ZlcQS8cgRx3Pg72jhzlJ5tWLj2Jz70W07W0BRQCYL03M7vAZjtBpc8kcJsBmxeLtvIkItht45s1Uh2M4mRF+s9Pz/9EUouxayxfLV5wV9+9+scbMOoG679CV0ys2to80qXZrw2HNuB68MRrRJeWfbhxNafmVwlDBofMTnR5pWr8EBWELThG6dP0Wgm1dKEgI6eqBtG6WjihIggyfDN4xtECkYC3zp9gZRUYzOy4XvTjylYhmWhCTP3xvDObqAEPp7fISiuvOcqPfKh2TJLYTQBiYVSPE0YgYLRnt5HNlsF2jGkwjtzy6yvcHGl85EgliyabxzekiWSULRpZbdMZKX5vfZbl7lQ4Wwanoc7nq8PfD68IkXDtT8yOccqhoQiSGGXPbfhnufLex5tT8SQfYdXG7QkujDRlMCvjb/DJ9NbrvypdtNLpCkRdKFhZVhXFl1v7MRi8EZzcj27+b7mZwLbcKTJC4t1P/Pa81SgPelJT3rSk/550cfAj//E/7+4fO3/R1KTev8a8H/5E18uwN8QkX8gIv/OT3sSEfl3ROTvi8jfT+JocgQR/surX+Ordk8XzrzrnjOZhl86fsZuaRm1ISiNucxYBGXYhjNvuw1GOrbBMyuDd5bRFExcOVvHqoVH1VaMutnQxoltytx1r/mHm1/gM/uasxlISjPEM01eWako+E2YOLgN0RY26ztGu2fB0cca3vymf42OGZcjq+5oUmGIM2fb8qPh53m53nGw1eLYpsLR7ji4DULmR+0n/J2rX0GXiC6RyXQkJ/TZM5uexfRsgq/B0m7LkCaa7Dk2PW1W2KQ5WkXUhtfLO7wWgt4TcKxGE9UVQ1jZxYWiBiY9MKSRYDu80rRhpikej6EPE9fhzGo3qKx44d/RJE8ptcuzWEtTLNscKKqG7O7TESWaVXX0ZcamxGS3ZGZSmZj1QGgUr5cP2JR4cHukFJIIo21ZtGMbZ86259j01dJH4vP2JX0M7PPI7PpKfSuwmo5D84wmBmbTcDI9L8M9u3AkaUubE960fNU/503zklVZZr1FlQp8eNRbkjbYsLCaW4rZsg8jCsOqNaXUhelj05OUp4mBrITJOrqwInhmu6EJiVIWVteRBJp4ZFcOkMHGiYjmZLZAwpaVr/sagfA83nHQAwe749XyDopi1h3/+sM/ZJtGPu9fEw1cha95sPvasUgTB90x6oYu1HDqd901L+cHXF4Qa5mbgf26Mve3/J2rP8OP3SuasnB2Paok2rKwGsdRD7T5gag0k7qmD0ea5FnMBikjKkce24/RBL4x/YgPbsvJbtnEmbMZWE1HVxZUHhltT9ANrb/j3u3IDbRxxpbAyfbolGniwmxaHsyWPq6IyZzMhi7WAupgNxSBtkQyDW027MPIvXvGj7uPOMvAe7vnTf+cZ8uRJhVG22BKROF56K7oU2CIiVn3eKXo1yMWRdaWaz/Tlsix6clZY2KkSMfZ1Jywwc94MezCGZMT/+X1r9Lkhdtw5s5dkbH0/pFFFFEZEsJn7mPu99fs0kTrV452y+RarsYTJzuQrYZUGHXHwW3pw4ok+Hr3CbkEduHE4hyL7jEhYCWymh4TJ7zO/Gj3TXTyvJ7e8Ufbj1l0nYdbLPxw8xqbZpIRJtfRx5HrsPLZ8DGPZkspnpPrmFTPJ+MdXg+g+nqjCY0qhq6s9GFhcpY1CyrNl5sXkWd+AtUwOUuXag7ap1evEBSbtJCV4dBuab1n1Y6ierpc+GR+z2ebj/lx/4pvTW8RCnfuhmt/oE0TJ9fwjeUNpRQ+Hb5D1JZn64miC3GAjX+HlMKX2xf0aUZyoVcLq7H0fuZkepIoNmEiieX95gqXA5s04Y2mCQkXI8f+FS4ppMDkhkqCXf3PvNg9FWhPetKTnvSkf14k/5Sv/TQU1v8A+P/8E/bGv1hK+TWqRfJ/LiL/2j/tB0sp//tSyp8rpfw5ITOZoYaoSuJodkxq4Fv+c0564G3/EcVmbPZkDJPpLhdWwVtHnz2LaKKqVqxMZlEObzRZICF8sj7WO+slEdGsSqNQfNlc0aiIJmHIrJdZqJfrO866hwymJIIyeLslIahcKrFNaVxYiaZaEaHgiUymhVz4xvKG3+q/gykFlVZG01NEkFJtUcFaRt2x6q7mkaUVmx1BJZ5P91CEsxlAZTa5dlCaHLAlkUUxm2o32/gz2zTxzt6iSHzorgBHRCGiiFJ/btVt7fKQuZnPjLbD5cCQZ87uBilNLYQUBGMQKSiVOdgBXTIvl6/xl8Vtm1ce3DWFSJDCJC2LcRTJUGDRA0IhIyQFSWtu/YEoqgYJUz+Hs2kxREAISvOuuWHUGxbtONuWbZhZTcuiDUUKIoLXf2yvgqMemNTAfrln1SDS8dzfM4nng73GK4XOicn09fUUQ9ANqiRUyQw58ovTp2zzSiQRlWERzaosi3UIhU2cyEooJWHiymrM5T1AFrAIKR3Z5iPe9D9Z9EXlWLSjTQENdVsiJFGMrkeoJE5VCkkahjgyqZYuX+iAJTKaHkOmjZFZu/p5Yviyf0ZUllAMWTTR1JiKF+GeH/Wf1P3zYhU8m54ENHhW1bKKJRjBoPE4ComrmACFuRw/9+4GKTOqaM56oJUVXTKBap+DQhQ4umd0KdAFjzfuYq0UVuVqaHmup5PJtJhUg7Nn0xMwWCKrshSl0LlaaE+2drefhweueQBAlcy93aNKgZBYTEdRUNAsulprFZomzaxuQMTSxpVVdwQxgJAFVt1SLpbHe7vn3tzQJU9SiiHOeGNpUmFWBkMkAke3pc2BNnh+Y/MDvjd/TpdnVnFUR7Ow0vLY7xBq13Z2TUX858Jou8sxV+mIq6lkQk2u8Q8pkovC2w32st943XDQ2wt9tfDgNrQp4HLh2F/hdYMAq2nxSrELvuYESkuUTJJqzTZUa63XDkNBlQWTIqPrgUweI9JbJI58dH7PaAym1FP9rB1BqQqCkcLZdEQ0hoh3iu8sX/Drm++h8sqPho9oLsHyP25eoVWmoHjXvCTqllt/RqN5He7Zx5WzHYhGsCVXS6jZkkRdnrchiiEXhSRYrKVNlWR6vgBHCsKd3XM2A98cv6YINHnFFU8Uy2JaQrGYHEna/JRLV9VTgfakJz3pSU/650VfAN/4E///BPjqpzz23+KfsDeWUr66/P0O+L9SLZP/DAmTVKT7X3r8Db4zfU3WQhcq/voLNzCVCS4LMYOmSRNdrMVAkwUpC2dbMfH9WjsmRWC3zPQJvmhvOCvDENdqz5PIrT/ybxz+Aa/9B2wOdWi/JM5m4LG5QlTBG0ubAiFagrT0aeHVfEdQDp1jpadRyAr6NOEu78fmlVn1vPQfMHkGBQrPlT+wCSOmJL53+jH/vQ9/C5s8kgupWILAyew4uw3blOuilMBRNyzScNCbCidQ4AU2ITEzcNIbRt2i0sw2jrR+oosHRqNRJTATUQQm3WNjwOuKzz7p2sXwynCwGhMDhkQbPQXFe3ODyZkmeb5qNpxVXfxF6p8gjk1afxJtUEOiO7pSGPKIS5n37oaMYlItXtdZnj4ubOPIq/UD2zCy9ydOesMQZ74zfU4WkOpqokk1/6iNC00caYJnSDNdWkhoVt3gTYsQadLINix8b37P6+U9t/7IqhtUyWzSRJMnlFJElQDPg+35B923mGm4ThlQtHFElYo/1znTxcCsO5KyuNKiKaSiGdaMyYrJNsz2Y2bVY3JFmO/jsc5UYmnTTKEuWrdppM0ra67UxEU3/L9ufo17uyFqxzv1gi4VXi13II6+FIa0IpLpk0eksI/nmgmFZr/co3Jg1JqcM790/JR/9fgbDGFh66c/PrwY0oxJgSKKPheasvLBVVvmi3li1FuKUri4QMmc7Q6bV7bpVGeXiiGlgiorTUw0cUEn6ixesaxSpyIzmiFUG6gg2DCxSRMF4WC3bOJIEcWQF9rk6bJn1prZwKRrgePKXN9THnjmz3RxJSrFyRo6FcA7YraYlJCSyazs/D1CvfFBHlmVYdIQUfRhwRJx4jF5oi2eXZ7YyJkiClUKH7orbuMDSWeCttXiSATqHNzWH3gWHtnnEzrW2cdZN2x9tQ0WLTTJQxL6uNLklSZ4pGS0JK6XkSCOIIbOL7UA1PYSM/CA5IJkxTbMGDL37Q4dE6p4pCh0qWHUUWmML2zCSCyGUTtWKVyHI4bMy2nkOh442B4vBTihl0Tr7wjaEXBIyQwhEdlijePR3fLZ8Aln3ZDKwmaekLrb1C5yEZJIjVFICQ00OfBifcusNaVoPjq/r0WuWMbScx0Ol6BsgxfDSdfMwC6N2BR41BtAGNZCVB0ihY0fOasNmsQQZ67WA4hCyJiSESloEr/bfoe/vfszmBI55D2owuFCoAwqo1Liyj9y699i5GkG7UlPetKTnvQvhv4e8H0R+TkRcdQi7D/4Jx8kInvgrwD/9z/xtUFEtn/8b+DfBH7zn/WERRTP57fswwmvDDAxhBOj7tiWkZfha7zasqgOmwMmTrV7ZIQuzjwYi5WGZ8tEzJnZWGxecSFxblpGLQxxwmKZrOMqBLYh86bZExGatNQ7t9oyxImPpq/ISXg53VGoXZ5GL+z8O1JWfL19xuv5A322HJobmhxwOTKaLSXXu/FRdzzaPS7XHCZFx2aNHNyeo9tSgN/efpf/9OZfoVBw2eO1JanAJpwYjeNkhH08YbAsynC9HmmLp0jhKgSuwsjZahqluPYTPxg/x7BBIYgB9I6ND/RrpMXRpsLLwweSbjg1V1yFI11eWGh4cfJ8f/wapGaU2RR50zxDSWGTRibTsuieIR5rhlhJPFvvaUPgvXmGjZHb5ZGz2RJlwcaZzI4+znw0f6hzZEYxxIk+zEymJaA5yJaC4sHtWErD39z/d/i8/YgueK7SkQfX145fOOGiJmNZleOg95z0wItY505WcZCFRSlG25O0JSnNO3uLyaV2JC/dUAkzXSyIdAxx5GWaQRKPRrH3mdVegcDVeSYow/t2T+8Xtusjkw70y8qQK40voOnDCcNMUI4mjRSElQaTA7Ys1QKIYhuPnHXPojtu4z2mZJoc+J+9/U95uX7gg2z5jv8ULytvuhdApuSRs24IWvPxeI/JmbNpUQVsWjl0e2yMvHh/REvB6swQZpIWFlux5L1fGHVHzpo+noHEorfsw4Fdnnlo95j0iM6Rs9mQTMf1OjGZK0Zt2cURRSJrxyY+EARm0yMKTB4ppoDJvJjf0eaFk+2AQhdHom2Zc4cNkW06c+eecTvf12BoPZAwPFsOlALb8MgQF856wx+1n7Aoy50ZOJgt27jQemFVluvyniauzLbBlpXt+MjoerJu2YYTq27xytLFM5aFxbYssaNdFhbVM0mLSpnn6wNeaWwMbP3Eo90jRXHjZz64PUEsTVoYVc+bzSv+zOH3SdlwdANtCFzPB05uwBJpw4rKBTGF2/M9OoM3BoIhRsehGSBnXkx3BFtn9VxY0JIY7Z42HvA6crIdOcIuzCymwSvHt6cvmI3i3g40cQETOdotH0+fch1Ol653QxMeuW97DmZLkz26GLrUcJsemM0Ni95WwEuE0RpgYT2cEckUU2jjSFANx27g+fkekxKrrYCgT8a3RGXw2tD5RJcXvhEeUVIpn783fJeD2vKXP/w6g8wc7ECfFpq8MpqWbZzZxQmvDKt2bKKvgBpb2K9foDIc7J4ghn/U/YAv21e8GV6Qo2LUPV6qDTuKZhdP/E/e/2e8mB6Ye4sLhTasjGYDJdOkwOR63jTfwj7qn3nteSrQnvSkJz3pSf9cqJQSgf8F8B8DvwP8+6WU3xKRf1dE/t0/8dD/MfA3Sinjn/jaS+BvishvAH8X+A9LKf/RP+s5VfaspufRbIEMmDrLpARVEqPegYl0KTJrw2o6mpyhJEY78Gr+QCyBsxnQSqMIBOXwViMl84V7yXWe0XhsTrUDZSxb/0BBEXS10aiSGc3AyW7ZpgOj6/EXglrBMtkrcsk0ceWuvSarjMqJRbk6v5Y8Kk+MpqVPnu+sn/G2ucWIJZWJselxOdKklYhmHw/cxiOravCqwRRPwBK0u0AdEifbE0l8Z3rLwWzQJVJQTNqxmAqxWERYdAviKDIzmgYvLZmVIpqj67F5RUpi6mvIsC2ZB7tHlVwx+CbwtbslaoPLgU/7b7NJE7fhgVH1UARbVs52h86JJIqDvSEqTZ9PnHXPbFtU8dhciKbD5JnJ9Nw1VygKu3DmbAYWWy1gphSC0VAq2VCpwLP4gYaAN5p7d0UfZoJqeLQbvDU0/gylZsR1ZeXOXZFEo6XgtWNVPW1KBKCLK4YFCpybvtqzTEOyHZCwceJsBj5av+b32u/Vhb0BlSvhMTWVRmdyJlphVNd0aebYtiQZyERQAa8GAplNrvujLpEsmiI1G8zmgFA42G0typLnbXdLE1ea5PmD4ZuMdsMr/4GA4VHdMMQJyYlVb2lLpI+RP7j6iKQEydWCFrWjSQtNjqz7BnJBSmS9kBCHMFWLo+2gQLHg9Y4ooPOMKo4gmsSMUtcsqsXkBVUUj25Dnx5JGM6mAwGXVx7sLSKCS5FEYbI7LAkbMu/6Z9gcIVXy5Wh6dCwUI6y2FtBt9Ix6QynQ5QUviqPdYkvgbK842Y5Hs2UbJ16WDzQl0oWJg+6xKqFj4q69Ym1amks49NT2mBTQuTDbHoDBj0ymkg1NyogpnJoNpngskaBMhZTElbv2poZN55WoGh6N4zqeavC3HdilCZcCY1Ox/kOaWZXl0O5oy4rHcTZdDZkOka/2L/FK08REcAp0JpZCUwp3/Q1Sauff2waTIoN/ZHW7SrYsiagtd/a6xneUzB8OH2FT3W+q5dDQ5MDb4ZuMuuUqzWQFi7nCphUBDq6eS0PJHJodSSw2TyzasbgGKYJVkaRa+rLW86BpyVIzCd8OLwha/wRg9EX/+nIOiJycJYoGPBrN0WxwambnJ35j/wPatNBkzyR97UauB4KyHG1LdwlCn40hRst+PTDaZxQUrQ/0eeI6n5lzzbTEFPpYj+GD3QLwrfkNvzN8l/tmx/V0ZjKOBk8Tan6jkoxbPaYEDldPFscnPelJT3rSvyAqpfw/Syk/X0r5binlf3P52r9XSvn3/sRj/g+llH/rn/i5H5VS/szlzy/98c/+M59PNKMdCKKxOaMRVMl8Zj+mFI0qicHPCAkB1AX5nlNBlcJkdhQyXpXL4ucfj9G5XNikSCKxotE58nXbswoopXAZ3tsbQCGl4FIl9h3dNbOpiwShUELFoisDNiWiCCsRw3rByQsqR7yt81W5aD5zL/nYf00gErUgZaWPI11esSSe+Qf+9OkPaItHlUSTFY5IoiOjcUmohjnF1+2eqDWT7qr9ThUWUahkONiBH3av8JJJZJ7N95g445Jn0gVDYNSKIpGD2WFSoZSK1h91z6Ibkg4cbA3LVUWzDSduw4FE7Qi2yVNw6JwpF2iCyStJC1oyTgIqZdrsyaqruHUViaJYxTCbhrPq4PJ+XA4oybzyd4gUhjQjCN8Zf8yL9Q5EMDHhlaFLgWq4WgnG4YqnY0ZKwWNp/QoUttEzxBMH1aCLossTbRqJuoJUvLaY5DG5MBtHkDpLWAiYErgJK7NSqLKgMky2kuJMykSxRNNQlKEtCS8KlRMuC15bvGo4K4PLhSyGlgBS36smU0RoUsGUiCmBkjXBOB7dwD/afp+TakjG4IowuiuerQ8E1dKUUmEhOdL5CRC6sjKk5WInPLNozcE1RGn5zL2EAirmOt+FoKTQlRWTEhARyZgsPLqOJJpvnU/MGgw1t42SLnbRhC2VijeXFgCb/cUKnKEoTIalNKzKUYrirAb6vNY4AYQsgbYsKDInN9CWidm5GupdhD4vnHVbB19LxpXELp154T9gYuEqnGip+8pJa6xkrI8QFSZUS2pWhj7OJMn1804R0ZfB2axQJdDIQsOCUFiUQ0nhfX9VrbPFc7Ydz+cHssSKwvd1T9U5kxQMYWRSDZ9uPoIMRdf5M5siQgKBoCwuphq9oQpZCm1aMVKt0ElbIgab/jjAQLFqByLYCJIVNhWsBKx4SgGPos2lUmalkFVPGzJdXFAp4pXjvR14Nj9eguIDV+F4QeoXvEnspjNdeIPLoRIR80KTImpoEVHk0jGqnlIsbVqxOaGknmvJ/xizr0uErDAUfmPzA0JRBIQ+jgwycpUOjK7hrtzicsRJrPES0rAqjRRF7ZtdZnZNwStHVA1tnrHao0vmW+sX/PzyKVfhjC41PL7P62X/TPzm5nu8bW4RgUk3GAmc7QCAUrBIi1aBq3D3k2iVn6anAu1JT3rSk570pJ+iIoYmL/TF8x/f/kX+oHvFdjnQ55GgNb9y+Irb2THqBptXTDxzNi3BOIY4cbQWLS0360IWiMbgsqdfPYs2aCb66OkKjKbjdplwOTCaDf/J/l/iTu1qbpbS2BK4WR/IxfBq+sD1csRrh7IzbR4JWA5mw9X6SBTLrHpsjrgUObkBATZxYtGaox44S08SiyoNKhce3BUPdkcW+OHwc/wnz/4SkDFEslKYktmEI0USj9bQhhmXFSjFPozc+EdOdmAfIjfridHBc/+eXzn/Nqoksho46C2T6/D6mm3I7OKMkZYoHbtwphiNTsLOjwxpoiR4Nc/YkgiqYRXDwImzrrljRUFQhpu08NqfAGiyr6HT2TMrRx9XFtMxmx7KSEozs+opqvALpx9hY8AS2YSRLlVM9iqmkhVFc7Y9JmcO7opFtTQh0spKFssqwiaMldRne7IyLNIwq4ZX6x02B2yqRVpWloNp+c3NN/ms/4jRXuHyik2Rk9oQpCGnlYhDq4EX/gFDy/fXTznqmsm36oGsqlUwi7BYw8aPNPnILB0+G9pyJGpLBrbrkZv1LSYvkCYKMEqHyZ59PLCqmou1S2fOqq1wg/kNJieaVPifvvvP+f74Yx7VltXAbfyKz4aPMKyQz0zieHQb3JopWTjrjoRhF0bu21uKsdxOC1pFfmfzXX6j+wHZCLOpxMO9P7OqhlQMNk3kopn0lmv/iMuez7bPcemIyoGgWoqCV9OPOJkdXlqGMOPwaHH0+UzQitWYWvitd1gCoiPbcKJjYbGGVIQuTkTbsRbH1aXgP9ktV8uBqCrgIyrDC3+glIaPpoUueiKW1bQUJXxodzy4HbfhxOALo2roZEHjWVyDzZnbCT40z1nF0IUzRhyr7ni5TPSs1SqYLXZuCNJw1j3v5Qq3JrxoujDTBs8fdp9gY2LnF+76K0CwcSZFzdlsGNH41LLahm2YeLXccTY9lkgXFhbdcOx7dI4s0pC1QrKgUmaxHSWvXPkjs23JaGxYUAWO9opYAiKpwlui5weHH5G1RkS48QeiKowyoMtEtIWz3fB6+cA+nMjS8HXzDBNHvhr23Ns9H48faEpBMVCckMwtNsM2nWhiYDEav3gkT2z8A8/8Ha+XB0Rajs3AfjrV2U+jgcyr9T22ZKJWDH5lSDMne0uXE0MKZDF81b3g1fqBXk/c62tsSmzDA8FaCpouLrXzK4aX6wNFCsd2oI0HZlXjDfoyU4pwarY8ug0lKWbd4E2lbWbR3OQDf/nhH3AVjoRGYZIwrDNZtwyhgMDZ7njXfsxuOv/Ma89TgfakJz3pSU960k+RlIiXeoH+1fNv06fEQ/ecj/x7Pug9v379AxY30+QZUHjT02SPKYWTHbgOEyl7HtyAIdOEQJGG4Fq6uPLevcDrFikLfVx5190SlWUXPC/jB17Ee9q8Qsk82j1Hu6MvZ+7djlVbhriACIuueUtNWXlortEkmrjidV1s7nx9fZPpcXnlz59/l7PtsWVF54loOrq81lDVAq+Wd/zy+fcI0uJ1g4sPlKKZbMO1P6BK5tFuCCowhMDBDkymo4srozGc3ZYhRmyOnNyeP+q+AWXFm0owi2VkdC3vu2tMHPFKMboOyTM7f+TgtgQM+zzyRVfnP9q8knQN8u7SShTNo91BKbT+wJ29ggJC4YO9JYtjG6t1yhuDiwu6aJLuafKELoUv2+cUQKfC0W7w2lTb6GVeLFOtb0UVPl6/oskebzUnPbAPE0ppDnaDzdXi5U2Dy5EhzzzaLWc30KSZk+nQWL6zfODb42eY0tDFERBOdmAoE1oS0ba4MpLzjBfHo2n4zfYX6SJErdiHI22q8A8p8Gp64OR6kja0ySM64XWLSZEiiakZmPSePntWO9Tw6rIQleNktuz8kULmvdvTF49Jga/bGxZtkZL5u7tf4Mv+Fbt8oqDZxsIujpAhqA2bvLKNnvvNDlGFLgdWrTnZOpNZChy7lpwLv3z8fZLVeOVow0oSzaPdIimjVeZkKr6/y3dMsuWsOlQecVkTVcPWP6Ljyn33DYY0YrPwYLc1WDnPHNwLkupxcaGQGZvbSkANpdL5RNPHBYUwmoY2LDQSONmBiYYhnjm5AY9hl85Eqe/DlMybYcPB9qzKcFYtSQkuFVys+360GZ0qBTKbmsulJPFuWwmRfTox2Q2QaePKY9Mx0dLEgBPP0lpcWXjmH3lWHkFlDJmoNSKFF/4esuLROfbpAEUIZqAnsA8nPu2/xffDp2xDncl8197SpRUQFtvQpJV+XXlsdygy23DGW03WiiZERODsOmysltdgLSkpXF7JptIot8tEMg2Pbkd3sa9+2V6js7DNdb4uZ02XZr4cXnKyHds4olVktTs2ccaWyGhaChmK56vuJatpKKzE4phtR5siTcy4XcfZtryeHnjb7bAlYGLmsd/htWUTPKC4a64JonHZc3SOl+sHvrR7JEXe22t260hTVr5yzyvkI40cbcfJ7RjSxJfNS+6aDdtwYB/OPNoNkgoxalazRyO0MbBIcwGurNwuj0Sr2IWJnIWj3ZALfGN5S1SaO3dFyUJUkLXQpjPLJb+yTTNDPHK3u/mZ156nAu1JT3rSk570pJ+iIhUeMcSVZ+HIK/8BTUBneBXuSOI5lUARTZMy+oLu1lmwObHoFiMZkUTEgLLYUqfZsjK88o8kycxS8fxZZSDhteJXxt/j5XpPQpMvl+ugbLX+mRZvXF1Ix4QqBTHm8siMzhFRf3yRL6xS8eJQiMrwh90nfHN5Q8SQlMOksVrsSqwWsAQv/R26RLo0k9UVTZpJorlztxQlWCJFFJMoFIVZOgyRJCBEDIpoBlQpqOJRwD7NNHHGSMYLFISzdXVGphRUthy6ocIsjONke46ux+WFSTmkFHbryMFseOtuGeKMJvH58BJPJirNrFogk4XL/FuhjxOaTFQNjkKWliSKs92wGMdsGhyBUoQsqoIScqi2TTIuJbq8ElRlAHZh5mxaJHsUBVNqgWZTrDM34kii8Mrx2D5HZQ95YlWKHYkhHepcn7L1PeS63VTOF2uV4mQ6hjRyne+xgMrQFIOg8FTi5MENFHS1eGlLkwNkwaKRYsjAbDpG06PIJAwoqo2r1M+noOlCIgMiQso1wPdsG75qnjGKweuGO3tDEnWBxjRoYBXLYupsTSlSITH+TEShLvt5KgkofBwf+JeOv00uQtQ1CiCiUSozS4MCXIFtGFmtwhEwRTja9gJt2Nb5ORqKtGiJGGo0xSQdTQpohKhaBE2TPYFqHwUhoYlagxQMQjAKr+p7nW1DRkAqZn5VLV30IJmzVQSlsTGxyTO38RETC11eaC7hw0EJWmdan7CxZnFlFKsoREWC6i9hGZ5ZO1YRspQakYBCqYUgDfdmX2cm3cWaiapQkbIwNwZThIDDAIbMYjSzbfn+8kXNIZThJ9bnhMbmwOZC/gTY+vFSJHW0seZwbdNCEn2JVNAkFAVF1gCCiRlVuMQUFMZmIBVh1ppNCmSpr3FYIirBoiy51KiQkzUMccYWT5SOJntG0xBEkyVhQ0TyymJ2FRJyeZ1BGlQIrNrxVf+cyjXNrKqpiH6ERVWvqAKSKCbpSMXRlpXvrV9ycg1C5qg29GlBpFQ7pEQ2aUGKMOmO6/CBR7Nj1AMur6zKELSGpEkINi9krbg3V4RSC+ZZt7QpMBlHEbmcZatFMohFU5hVh5LEWfdISUQFOtVMzaQM5Z9Rgj0VaE960pOe9KQn/RTZlPje/Ia2LCQRgsr04VztNGnmxt9haXA5ABEXH1iVI+lCFxdyXkjS8XI5oYhEDZEFGyKjatiED7QxchMnvDG04YzOiUAmiKVLK01aK7EwnmnCik6ZNngomSSaYhQ2L8zimEzDM3/E0qOKYudnhjBXAtua6EO1Wq5K6nybGHTWNDFwthsOZssqlvvmiv/s5l9FE4jFUkphMhs2ywmUoCncTgf260yfV753+px9OjGZjl1K9Hkhc2TwgU2IfGu9x5SOVSxCJKuOm9VjQ6QpjiZmvnf8lGQMkY4uLDxbHshJcOuIyStFFCuWUbWkotjFsQ716w6VEkM+onJCcmYTT+zmByRl2hjowspserrwhtbPqNRQgI+Wd7Q5cB0fuVkfuQonolLM0pCSIYrlrHtc9HjVoCi0IWAuczxZNNs447klmB4pmRWHy5Hn4QFXVrzUxf8iDq+EKIokhYO9ZfBnni0VZT5LiySPiZ4iiqtwQorj2+uXHCXjQse93hCZeXE6kKVaBffrid3ygJeCx9HnmaAhS2a3jrgy4cJKGyYU8ChX2LzSlIWiDKYoOiYyBpMzV+WELsIurPyP3v0X/NxyRyrC6/VLVlYe3A5XFly4J4qiFOi9hwIzLTYVrn0iqpZFtby+O2NJQLrMAq4kVRfA+zCySksRYe/v8Urx6F7wzflLuuyZbI/kCDmxJoPNhT6uHE3LooRtmJBSaFAoKsY+KoUhsIsf2KcTTjx9nHDFs9DQhBUXJ4o4Vho2YeKZf+Skr1CpFspeDKtYbqczKiVsXmnLWiE0GIoSZmPw2vGt41uu1kBCSDbSZE9UtTjerQ/UVDTF8+lLZtUT0bRxxLESlOGQdti5o8mOIvCFfVk/xxyQnLhdHviye8n1MjMEz6wboPDR4Q2L9Iy652Z9ZE0N2ShirIWZ14Ykhv10rvOwTUNQuhJFdc29G9aVd80VJmdcClgJaMnYsNAUT1QW8NiysraWNtZjdjUtughtWhCJeDqafCC5QhHDN5cjr9cDr9ZTzQjLgSCRg97xrfNbNiWyD9DKipKGpGoUgltg0YaUI+sUql05nXixfMFqamh1Gz0uh2q7RrMNYy2SpLCZF7q04kqmySs/GD+jlGrp/tXH30dLZtYd++lc521zpinCXGBRjvfNDS/nEzYVtupEHx9ZVe1WX61H/t7mT/PD9hucbc/VfCaLoSC4EOsMXw70aSaKwckKSXO9HDm5LZISNtfZvEX39MvTDNqTnvSkJz3pSf+tVCTxWfuqdodSpE0w2y1kiBju7TMWp2hyJihNMJtqfcuJe7fn1XpGpzPv2y22FEwMNFkRrGMbZxyKYBwPtqWJK4vZEJRjvz7SpYoFV6WCGE5mS9Iax8piHUE5NmHCxsJidvThSJc9d/aKyMTNcsfRdYy2p48TxsFoO4bo+aXj7zOblk2cSTJzbgb6S06ZKZln4Y6/+PDreGmJ2qBkxoSIt442Ldi48L7fc3ANV2HiDzffYNYNg5+ZBQIGl3sCEwfXonMhcsKWFa836Hzi5ByLtah0oskTfzh8Ex1nmrKw2IaD3eAkUKzlbK7o0xkrmXftS6xUnPbRDjTRoyWxSkMNNE6MemByPS0rZ9PyobumC2eCfkawHYZHrC+8bZ/VRWsRZt3itaOLnrZ4glVs05lNnCtYIZfaVbOOg+5p4orKiVVZXDlwM7/BG0eTPIbEV+4l6TJ7lKShzQttijU/7oJuX0zHo93QsKJTItmWrszoOPHB7rlzPWSN6A5lDtyujxhazr3D5EwXV05Nz7F9hc0ebxRBdeiwosgc3RWklmAdsx1QJbFPD2TRUCzPp3tKCXxtb2nzShdnPthrghRsXvgPn/3LvDdbvjG/RWfFm/Y77MMZkzOzvWVTKtRhcg5Rhb0/86HbcHaCSoHr5cD7Zxva5UAuQtaKSXV0YQZdQ9tdWtikiZN9XqMq8iNv2tfMytGEkaIcRWlu4lcE3fLgBvZxpo8zJ9vTpQWTToyqIasNQ5woOfPYvKBJibIaJjPglWMTZ1brmEyPjSv7dGK0LT5ZdvHAahwJzS6eKQru3YZGIlEsj2bHPlTkv1eaJiVeznd8un/F2VlcSgQMZ7PjarkjimZ2W0xOdcazf4ktvhIeTU/A0fmFrT6zNoHMxAt/z3fXLxh1h6ZwshuiGH7l8fd4cBvuXMdVPJIpfLH/iOtwossLUVusDrw+3dWMRO3YxAmbAl/tXqJI6Fhz1JDCNhxZjWF2luvxLRZhNAMxaWxciLbFF4tLC1k7KC0fn76uQB3b8o3zV9gc+eC25NTwrfkto9mhQqaJC1+2A180e9o4s4sngu7pUqJPMz/cfwIpcFKFkhSZjEsHgtLMraYPkcEmiu7pciBkw7v2E3SKdD4wmo6gDD93eEuUyEkPuOy59gem3vC1vUXyihfH728+4YV/xzN/4Ld2P4fKcBWPvOuvWFSDS5kvmxtepRMfrW/YhZH33YZUFGUxTOaKIsJHh68pRviXp99Cx0rb/WpzwzaccSWwWIfBc72MrKphVg6dYNWKqem4Pb5DBERV2JPNnqV1P/Pa81SgPelJT3rSk570UxTFsSqNV5oHd8XJtJSS+dq+ZDQdz/wDXdAcTUcWoYjhrHuiUnRp4U33HHXBtq1iCMYRdO0iLcYRlObT5gVRtayqhhabIjx0z1n0wI/da0bbVctPKRSlWHSHJl/w3xXdrdNIsF21UUomA19uXhLRQKEUjS3136ty/M72T/EL5x9xNC1FtxcSolCUYKgggaQUqmSavDCaAdELIpZFGlbdYoCM5U27B6mdocW4C8ZdmHTDye350t0yGyGqrs7MAQkHJWFLZjQbZtOCFsAyaQMForZ4ZSvZrazMesCVwm34wCZOJDTbMFG0oGgRDFGpy894sm5Z9FBx6HEhqhavDUEKs+kIrhI5C8Lb5hln0zPqltk0FIE+zYy6I2ohaoMpkQezRZfCEFcWWz8DryxBGY7uCpcCWStG3WJKZAgj0TZsUqAozZftS6IMaDKuCElpvG54cFcUXcl7Qe8pqsWWyJfuOQfb00fPohxz01GkELQjK0URUKVat4ooNjEQgNU2gKYQMRg8dd/KUsOziyiCMnw1PCPqmt+0aMtju8WlFVC8a67pk2fVlq+6l6A0fRqJGLxuK+pdHJNxdd8Ezk3Ls/mBAmStiEYTRTN2t/z97S8yXiyji6nkxawVRStOeqAoDwJNUJTi0TkjYoCAkHnsXlFI7MMDGcdysW0+mgqeafIIRGbTk1QDOfJ1c4Nvat6UUJisAwQDtUDRDQJMbUdWgiseofBgd7gSiMqgChSxbOLC0V7xwV3xIFcs4vjQ1u5TQsjaYlONWfC2pymBLJbZdExaUUoluSbj6k0XqFh5MqhIUI5ZN9jseRnumLWrNyGagaNsKCqyy55RDwgGITEbTVCGWTt+c/geb/tnOBVRqdRjSgrDOrOqus1dqBj/0dYZ2CyKqd8RpBYO2WgW3VMQUEJSDp1mVjG87Z4D0KeFN8NzRuXYxZlsCh+aDSoHNJnJ1u60LsKnw0vaGNAl4HWHJWBT5Gg3ROvICnJJRBmwBAwVElI6iyZyNjvOzcCQMobC6Cq9tCD8/v6jmqsodS713t1AVnzevSaomrm4TRNvNrd83d7UDmqxnMyAw5MpnGzDx+sbHvWOr7qPaXPNjAtW8I2jSTMCfHr9MYr6GX2c3mOIdMlzsj1BNKYkiije9VcUYBfPeG0qvEQ0U7unKE3OmqRMtZz+7JzqpwLtSU960pOe9KSfroJWGkvm7+z+NF81N2yWEaMWomg+mWdENlASGUUpC0kByGWBB1517P1SZ3xKIhVPu65kKQSB749f0pcVrzSb9UCXIxnN/+P6XyGJIohBS6LLE5twZrsecCGwXScAvFF0cSZg8cWy9We87tAp44rHpchqGyQHhrjglUbnwG/33wEUJhYilkl3zKrBi+Vd+4y/tf+zaCJeLKYERHpsOtOHlSKCC56mCLpo9uHIi/WeRTnanGiCJ+iIJfKnxh/ipUUVxdf2lqgdSTo2MdGlla4IEcs2nknGsJ9X2ujZ+yMqFmzM7EJCAxFACkEZXIlkUZiceLkeuE0rTfa0uXbUTF4Jl1myVTm8Nph8puSFAtiS+MXjj3Apsk0TGz/R5jqXE+rUF7pU3H2TVh7cFff2miZFRBVMqVj0IUxkEYLuoNTZn4Jw6x9pSqALZ0QSWRw2T/ywfcY7d82D29KkmYyQiqozSiWRsKAbXqxH/uz4KZs8cdKClMwksCgus3c1KqCPCy6dSShWDLYsKAoJ2IWR5+unDPGESr7OPlK3/yYdMaXGQRgCiTp/dJOO9HHlmT/xr9//Q741vyOXwlkbhvR4yahbUXkmYdAZGl8jHSKGo9vSpAlBcbZbni0ziPBoB/7h8KdwJdQ5sJIY4kjCVIBOnJlVw6F5xlVYkVJYTLUg1qajQSQz+AdmlchF0wVPQ0DVWCpUXqkQ90IbzvRppi0rbZ7Rpc4upaKwcUGKJqLZxJmbcKzzeLkui4VCEMtNHFHZcuMr9KMg7PJMw8JZdazK0YTA3geWoslaUJJYVEPCcuUjUnS1YeaVBofNkeuw0JRAQpGLIXuDzlLx+0V4y0ua6HE50frAH+x+jq0PqHQpxgEdZyQUXEx8aW7ZrhNaZ0zOtHEmoVlVW/d/7VAqEbSmHkl1Jk9CnZPMgCVRpKLrm7DgSiRQbZJaAkEbTAx8NL0niaYpGVUyLq8sl3mrYA0K6NLEzi90SfiyfUHJsKrMUW95Pd/T5YjJFqMyrijauNClGZ0LWWA+RbJErpaveTHdsYtnNA5FwqWA5AxSbcZDnKutEU+XZl6td7xxz9jGamEsxQCKKz+jdGEuPaE4NvHIkFae+YmfW35MEcNX3Uue+wM2J7LNtOmAlFzzy8pKot7YmFR7yfaj2p5jzXjz2jGkmYJwFQ+YXNj4mWha+gjeWFZpaj5iyD/zyvNUoD3pSU960pOe9FMkZI7SEVH89bu/yavlxGN3xcfLe8564O9ffZtFH7FEsrKgOoZwwqXEyXRchRXyxH3TYii4kAjKcW5b9stIk2AxFp88ez9xcjtGrbnxI3/t8Hf4KH5gG0dcWll1y1lvEJ2ZbMtsHNswErLj1NzSp5nvnj7n4HbYvF7yqixeG7bhiJAZTYtLMy/DCZFCkycynqAVQxjZhAlVEt8//xF//f3/myANQVn6dSQXw8ntEGCIMJqeoDwaeLRb3rlbXq73nLXmsdmxWzMxKo7mmg9mD+VEK542BHQ+cnSOCKR8BlX4YK+xYaLLJ2brGE3HwMyx3XMwLb1fsXkF4ZJR1XG+UCnPKvLWbWsWXcmc9MCqLFfhyKhbotJs/BHYIKqjSyMlK35v+y2iNpDg5HoW5ejCwpU/VstnOrGNMycz0OSVl+sds3GMqmUbZgyZs+1o40KfThQRhjSxSRPv7C339hoXV6IqNDnzyh/5wflHbMOJG/+I1y2LabiOR9q4oHSDZkTFMwfb85m7oiTNPmairgWeypmzqZTEV/MDRzswmw19FJRKrNLhwqU76QbeNd9EkSiXaIJ9OhKV5az3XPkjBTiaHft4YogTH9Q13mgWbfg/v/qrfNa/os8rZ9kzJPjW8hWqaIoa2OWRNnuCMSjJ7ONEUJpV97R+pE8T77oOcuQv3P8m312/QKdE61eSVFJmn0aGNLLonjZlHI98aK6YdMt2HUGq3a8LRyR53g7foA+PbOPIyQ412DhMeG3rTFGcyAVGd0tMjhQVi+pYpWHwNedvNj1undnmkaPZcK93XIUDXrfYHLkNj0Dhzm3Iknm0F/JjmnBpxZTEs3hiG0Ye3cCD0/R5JaQeL44urFBgNInr5YFtfGTVLQmP5MS9a5no2PgZIx7lEoZThbwoMDagRIDC4hwf+zcgmZO1XIcjmcRqB7TKPF/uONktr8t7ej8y6oax6enDzCqWQ7dlCBPGZ5TUSIX9NLIaS7GZ7bpeSLCOxtd5s2AtpcA2Hsi6QWXNJixkY/jD/hNcqPl8B7tBJ+E6njg11+AtQ5iYdc9d26GKZ0gTWTtezQd26cSD2xFJ6PLAEhtMOACemB1RGbbBo3HYfuCDfcakBt42e0pZuZ7OLNqSlWKzTlAKR9uTgSYGgjVs88hJCWeVuTc7Pjm/YRvP/FH7mpKE23DPahxnc4UpmQ9uy6o7btcje3/k67aG12985OheUkTR+YVROlCKNq48nx9+Yveudt8WWwJ3+pr/6PYvMJsWOwvBwLHpcXlkUhWK1IaJ19On0Pzsa89TgfakJz3pSU960k9REUMbR4Y0E5SjLSNNmfFiuIkHhnQgZI1XHbqAyoXZbClKM4SVk3E0oumSr9Yw26BLwqTEqdkQlfCVuyWZLZNtaEtiSJEH12NLoMlrxcTrFpc9NgcO+qZi5rXlZAdc8WzCIxHDu+GGNtXO1vvuFpMTlsiqO3RRNCmQlOOdveUXxj/Cqxalurq40YbZtGgy7+wtn/YfoXPApcBDc0vQHpMik2sJqrDNC6oI97atd7VL4dFtsRlsTpydqwutHBnSGWSLzRlYMfS45HEpkXQlPe7XM1G3vBue0eaVLJqT6el95ln4wNk2RG3Zrmfu7HUFkoQzJztw725w6cyiHdPFsgmGg93X5/cjo9mTJNbvyQaHr6+nwORamhJQJTHbhqAMJiUSwqjrYvor+5JJt9gU2cSJB7dBSqQtNTqhhIQqMOmOsx7Y5xNaIme3v0BCMie7wYnGlcIiNZvudn1kVbZ2X6JHF0VRLULi3j3j7FqiEpqYCbri7E3ILKrlbXeDTYk+nhmtxgbBkMi6kvJUWrGSONs9JgeyCGfdQy5oIu+bPQCbOHI2A7PpaPNCRjHrll8+/wibPA96j5ZIKYkP9oosGpMXZmWZjOVmrZEBk3G0yaNKZmoq7n8zz2Rl6VXgk/ktSjKrbSmAi5FFN8w4XAk0BAotKq9s84yIZdSVpjrbPUm3dDFyap4zW0dXagdysjuG8AFVEqvZYETQZSI4RbIGmz26JE6uJ4vC5sDc1hw0nWrv8Ki3bMJIUYo7e4MqcB3OzEZh08omriy657275iwDZ9Vy0gObvCDFVshPmSkpM7oOTcTEwGO3YbZ7XPYkYDENukS0eGbXEIujiQuL6llUg0mJ5+GeSTcUav7gh+aaxVj2aeXBbimiaPPKqi1vh+f8+eNv17xDO9DGgI2JybY1Iy7X4HdvLf2ycNY9990GFQq5KBbbkjMVpOOaCgbJgIbZDNg4EnXhZHtyFrTU2IJFa67DidE6HmyHyQtGVk5mYLM+sk0zy8Ui6tLEfXNNVLrmQaqGIBt24UxQhpO7YbGOXKhAo1JI04y3lrFrMWllVZa7fl87+AhTUy3dtUPYMJmGJsA2jfzy/CVFNbTF82n3TY5m4NvzWxSFs+vZxhNC4tH2SE40KXK09WaJZKmB9yj68ADAaAfOescbfctoeg7NliZGJlNdBzpHgmju7Z6fn37M8/WRh36DSQV9IbMCDH4hWcPJ3tBOP9vj+FSgPelJT3rSk570U6RyZJvPRDRCIkvGpsRoO4RS0e1NDXeVHIgEAJIUigKdV1blaCNICaQSKVIXAFkKX9kt352/pikrWYRbP5HFQEok9E/mYLigs1+s77leP7ANJ35ikNEKAXJMRK3ZpJUiLQmDSEHlTBJHzvFiYRL6MvLr/S/gUoKUaBJksUTReLEcmg2/03+34qBFQCrOvOa9FaIClQMKzfP5xGad2aUzfVqxpdCWlaQSWkXalPl4PWJLrrEA0tTg7QyxaK7Cismw9Sei0uikkVKLBh0Lz+YZlw0uL7joube3rGLYxxNRVYqaudgd27SyDydUhn6dWYutVMWSSErQFxonRWEuRME+LmzTGRK4VOdbSIV37gYpEMQgJfNb2+9zNgMAUWtMDkRVc910ElCOpTjWUuerRC5bqBQoQlQOVRSL0hQUo7ZIBJUyLkVMSgQl2FhQGGxJ/LnT7zGphqM1NAhFqkVtH2aEQpSKk1eh0PkDlIjNGa8KCUWXMrnMdNmTC4CgYkZRahYVkBGyEtTl+9lAkyJXceSXzj9imxZ0CuzCI7MkZt1QCKyiAMUQAqs2qBIJxTHrtgaToyhFcz17bF6RC8Dd6+ZSQNdIA49DCTTBc9aWKIbbUO1uZ+u4XhMpSz2yRCEFdIkkBJVAS6oYfnEVb1+qyREMinTJ7Fp/UngmBCHTx0igRShs0kyUBhc9CYUiE8SgEpgUsdkTRfFgt0yqZ5AzQSlyEZbs2IWAyomsM20JqJJJIjg/oUvGZkGXRNBNna0rl1dShDU1rKUDBKFGD+zXM32cWYvGxlCL2Szk/MfBGYq1aDKGIA6TAikZEJhpMDlSbYwGSYWCwhaPJnK1nGlTIilNypZJDCC4XOmIcomNqIV2IitzMcwWcjHEYrHE+p6yp01rDbcukdXV34Wqn9vLpUJYbIrAwiL181YFNiHiTCCaOrdVUBc7YiHjiQmGWK279eZARlNnt/54dhQpbP14we1nvNSQgSxgEZIoVu0gCZ+c36NMLYpitkgpdHFll1aEwi6teGVpS0ASWGZsnilFoRK4vPDWveAL95pJt4SikFzPzJT6+n9h/CEfr2+JxXAVDzUXLi7E+srRRHJSPNgXzOUJEvKkJz3pSU960n8rCZk794yzGXA50kRFUI4TAy55zmqHTWeGOBG1RamGfTjRryOrbtjHhKSJh6bBFKGJdb4sKWHwHpsaVq1ZSmEbJh61YlZwG+6xuXZjtmHCJY/KmS/6j1hsy9HtSKLo/EoODaPe4FTgehr54LakMrKNJ7xUgMVz/wC6sCpL5wMqR27LA654ovacrWEbznw8f43NkV8+/T7//bv/Aps9GcUQVlSB0VzhUuLlPDKajkjE4fm6v6mh0blwVsJB9+zmzJ0e+IPhFasYcjlWAEVO2HRPkEQ0wqw8qqx8tXmNDQuuTMy64Wx6RGfu28CPuyt0iTVbTlqu4wmdEyYFhlBnytYL3GAyHVk0U9PwPN6hpAIsdv4AbEFZmvSehYZ39opVW1QqLKZlMZZNmHGSeJYfMSVzsx6xkvirH/4235zfoCWRUu2w2ZyYdEfRMy6c6POZ63RgF8886D1NjBf4AZdCrlqinq3v2aVHolE8tDsMASUZpS2zFVS658HsmEncyw3bJByN0IYPqJw5No4rf2LwK5NtOTfPKLphbhoW1dH6hZbIojoKFpOgKINLK0NZKqBCWrZhxBDxNHR54mZ94Kg2NGVFcuTff/Xf5YPb8SI94ILiaD/m+6fPUMVicPRppUu+FmjAPh7QJRGV46PTF+js+fHNnpAtC5qoDK1fcKlus6gV+3iqmWUX22aTJt65GybjeD3eMbkBpYRtuEelwtk23M5f0Yczi7GE4mjCxGI2NDlX9H7KJGkpWeOT42y2pGzYrjOWhFcNJXi2HIja8GC2XMd77vsrmrQyhIm2LLxr97gSmGwNhu/SzOv1LV3yfHN8z7P1kWiEo7sUqrlhVFs6vxDEMndbXp/foQgsusPGlVt/j5c6o9aFmd6OFJtp84grEaXg7Hr6uJKM49R0fGt8g1fCaC3fO36BK752JfPC6/ENh2bD3Fi2fkLpyOg69uFEQrHYBiWFdgpMbmC1hsHPKJ2wemUfDlhRfGiuaKPH5EjQLR7L1XqHSIPKMPgVowPeaJrgkZK4dzfootjFI1Ec3Zp5Ob3jZK852C2PruXVdMfotnz7eM8unhhNB3gWNZO9ZvBveT6/BQpKeQaf6DsLtkUXxyQ9ixowOfL6fMfUdtXm7Bd0ydw117RppY2BouHHzStsOFS0TBFex6/53vQ5f+vFLyKjcO2PNc5DDNv1xMF2rMoiuc63jdpR0NxOR47NR7jiGcKIK4FfG3+LHzz+AftwphihywtX65GoDa4E3pjn/I2bv8jJdXjfE5wwuQ4XPUrBqhq2/oFX6+fQh5957Xkq0J70pCc96UlP+ilKymFKos0Lf3f7K7xrK9hhVQ1eO/7U6XM+OlJDi0tEZc/Bbjk2W7qw8s5tcOLYhJWohOAspnhcTEzWcZPvMTlgiuPRbiliUSVz3z7jd7tv8TvNtxlNh9cNRYRNnBj1jiZ5hrAwuwajR9p0ZLYDHy5o6wKcdYdKGZMTb5o9UWn6tDI5yxt3zYv1oVIgpcXkzMkOfNm9QqTww+5b/PruFy4wjUDWHVYS2zjhteHrdkOXIgrL+27PPo10aeXoBoacGcLKoXFsy8RL/4GgC8Fc0YTEYjRB3WKKYhdnomzwqqGJM8m2LNqxjROmJEIxXIWMK4HRbFlsz3X+8JMwXhFhtB2bDM987aghsMknhMLR1mJj0S2T3ZJZiHnh4K6JTvHReleLOtvRpxlTIqNtWbQlFk1SikMzQBGOZsesHaUoGvHMtqOUQpdqxtritgRTrVZHs+HGP0JOSAGbM0Lmq+45d+6Kr9vnTHqDKZE+L3xtn9Vg2+AJNCR9xVU80WD4TviMUgImBSZ7VbsTJXNwG8amoQ0rholJN9iYMUwsriEiwAKycjQOk1e8bjibDZDZphNnOyBo9mniQW/50Fzzav3AZHoOdsdfefwNrsKBr9wLkoOGE59vXlMkI2XmrB3vmy12jXgMo+1wOWJT5KvtJ0Rj2fiAMoq/vf8z/FHzGm8sD80eRWGIE7NpWbHACsCiNnT5RJMCj+0VuTwiJTLZK4ouvJr/iA/dNxntli6tQKGYnqtwTyQxug60wqZ7ihSSE5q0kjVMjSUXoY0Lc9ez4BjSRJdXjmZg8BNeO452IIlmF2YyLXvv2YQFVxJFGSQLX2/23HXX7OOESZpD29PJgiLgjaVLnqsl8fnmE0ZViYBaFB/aWzbJ40p9rSUphjWyqIF7u+Ne12LyvtnQpYkmBj5vX6FKZBsWfnf3cyRRtHkhFuF9/4xUhM/tR4yup08LO3+u+z4eGwNn3XHc9Li4MumOY9dhQ660R9eTSmDvj5xcnaHTKZFFuOteIymSlWJyDToFPpnesliHV4arcGI0loPeozOIirzvX/B8fseQlmoHtFtU9ny6f82qG67XEwVHMnvEJILpme2OtizYnBidJkpG4oqUzD6deL6OoFvebJ7RrxOqZGbX/uScWJRiNg1DCBzNhrN7js6Z23Bgti1fdC+5jQd847hzN2zSzCZNvB2eo8i0OfBoB5IoNmkh28zn+5fYNAKFU9vTlGrdnbu+zlxeSJljU88dEc2x3fBXHv8eV+HAvFG0MdLEQNYNLhWyCKfumqO9Zj+NP/Pa81SgPelJT3rSk570UyQlk5UiKEvQwqPZ4EvLy/iee7vn6G4otlqWBIiqXlYVhWCqRXEVQ8KhKYCQxCIiFIE/bF+j0BjxQMEmyKJQRfiivWWTJnSu9iIvjiSqzk+UWngJhawUSbeoy6KqiMLrhoitGHM0rlQi4aotIHwU7vm0/aTamVKkKFstRkCUiqt/sHuysnhtkTJBUSSJ3PjHOvejLKokdt4TxdDk9WI7ElAKJDPEM5t45t7cAIX7dkdSBi+gUEymoykJrxxWRYpkdsvCpGvuXJc9q9ZEMWgEL6pmOVE/p8k06JK58Y8k1WBzxOTEZDbYFFElV7qltiQBVSKragGp2yknVEm00bOII19KPylwtANeWSiCSOZZuqcgRKVZtWGIM143eDGUS55dEahWtVJfp1KY7FmUwmC58UcmyZwuc0QqJyZVYxNECkFXW54uBZcTs2r5wr3GS/nHeO6iKtgE6KK/EBFr5yNLIcnFBieFpsDVemAfDyyXOZggutrblEGVRAQmU/fPQoXWlFJwKbEPZzRCmxdWbartTiylZBbVUND0KTE2PQIkDLNpEKnWr9W0iCigsEkLX7QvidogpVrNVt1W+5fRdUZTHEKki4UVw6SFISWiaGxeUTleaJkeSiXiGalUyMnsCKaHy/uI0qMl06aVpGoMgVBIGLwx6FK3UdQGlyPqcgRUS13FoxtJqFJjFmbj+GCvOeoN0VTyaBYBgS6vlFDISmNVAIGoNN7UfcMmTxJDEUcXV5SoeqxczhlnvQPAZs8+naFAk0L9+0JhtEkIorEEMppAXfS7GPm9/tu8DB8wJRKxcPn8QaqdVQRdMuemAjVsjnijyUqRL6j61TaXVyQIEZUzuShWXeM5/nh7qVIuNkg4mTrvqcgkVViNRcgculsKmSGGOruGJUhhlVq4ulLplod2R9B1ltPmWM+NZPKcUI3QpgOv5nesxtBczneLbUAEXep7C9qSUQiZs7W8Xt/zafsJfU68a26QUphNwyoWp1YyipPuiEqxi2fuzS2jdqiSSFI7YZLBi0GAIPV8UwPmVbV8l4KSTJMCGYWXemx9f/6MPi2susGSashFrt1x0ARjLjZbjbfmZ157ngq0Jz3pSU960pN+qgr2khH2Fx//K35u+kByBpsLfVj4vN3z3nEJ+Y1oDH06Y5IQxNAnIC+MDkAYlkSfFVlprpaZZykQlBBKYh9GHtoOIXHlT/yb93+bby9f4XKkJAjKMuqeqISz7VmMow8LxEwoDR2B63hg0Q0mB56He0AIStOFuWLEEdo4YXLkKh6waSZLJhO4Cgdu/QFTEt8dv+Df+PC3yahLR0RwoWaRncyALZ6ohCwJcmZRlge7Z+/PzKoQJHPtPbPZsJqOSTt0HBnSwuAn2vyBg7XMpiGyYPCc9QbnV0QqzGIyHVnDB9eTKLgw1fywGGmS50FXomSbVt66jqNoAoYomlUMq27YxhFUwRbPNpxRsqFB6OIJlTJfdS9ZtCNSM8UKik2cKUqRRSMZrsMRUyJtmtnEiSyQo6Az2BxqZzKe634iij5NDHFmEXfZXoaE4NLCLk58Z7njOizs4gGvG+RC1mvSSlEKJOHxPNgtiyrVahahyTOfTPf0SeEv81FDWBlNT1KGNoNWGSm1I2Oy4mw73jTfrotMJUhJPAsPgKq/1x/r/FZpGNLEkCbGMlwKj8R/8PwvcWf3tASOcoVD88w/ksTRoRjSghBJps4D7eKIS4FFWTZhxCTPyRpKWPizx9/lz59+k1QUOz9VWyo1sN2khFctrhSer19x32yJyrAJIye7R6j5WyVnDvY5+7SySRNB1cy8lAJJDODowoQpEQfoWPDFEUWTUezCGUsEFG2c2KURj+FoBrbxxMl1QKEPK232nEyL13A2moi9xEm8Q8fCjR/ZhxOzbjg5TSceFWvmmosRpPDQOLo4oqjofckjSeCkDV4MvV9weJRZcHmlTx6Rgne1gEbg0W34tYffZlWaxViu/JkmR0QpkhG6PHGVRp6nD4iH1dRu/M6fcXFBS6aPM+3iaVJkyAubOGNIFIGPzvckMXix/1/2/qzXtjU/78N+/7cb3WxWt5tzTnVkkSU2tkQjNG3TYqCLCLCQAEESXShfIPBFPkCuchEgXyANYOQTBEEQOLmQLduxLCYhYoRRRIqyRIpVZFWdZjerm83o3jYX76wTxmCVJCO+oLIeYAN7r73masYcY873P97n+T1YX62LUTeMqqfLZ0zRqAyvj08YEs/tllfTI6asJHFQNNfhGZ0UZoVNOF+G6w7B83a9RwncrCtX4ciT27JKQcqBNTkoniwaX5q6+x0CSjmssZzsnoO+5qgbIh7tFSghI2z8dMl21nywjpmEwebENnzgpIVSFNfTkc+W95xVR0BzG57qQCoNSRSJzNF03Ph7Phu/4tFsSSKU1bDqDU1eufYnZtUjFLbhzG49k5VCUYFPSdUhtgmeWbesyjGVjqISR7dhOz+w6ozJsVpKi2d0/c9853kZ0F70ohe96EUv+ilSRfjO9I59PLFqR9SeLpxRJXGTnrmOH+nWABfQQrs+cjYbioZtmJjVipWGV+tUCW6NxrOiYuSpGbgO77Ax0CUYbUsTJ6TAfTPgtWGIE0JGtLALR3SuGPUmVgjA2XYoBW0+Mqqeg9tyFw7somIyA31c6OLKQ9MTQ+3rmWzHu+aOrni87hFa+jDz6PbcuysCmh92n/F3b34dkxdUTgTVshrLsI4suiEpw9U60cWE14U36yNdWjm7nn3IbHIkMLMJkT4G3vpHlNqhRBAJRH3N1brgYiSrLSoL3z39iGA7js0VXVjZ+TO+WHIubOKRyfb4YrA58Gh2tUw6zpxMz6wG2jKSlRBFsw/PuDgzSYtLkevlxGg2mPgeGxYK12QtvPUPuJwwKnEVT2zSzGhaJtVUaIUZeLB7bExohNF02JTZlpmTbShkdmHGsyNeaG5n3X9N+RQSR3tNBk7aMmpD1JbMypO5pY0Ln04fyFkz6w4dVkiZoh1dnNnHyL+y/BFnApK23Ls7vKzsx4moFffdlo2f2azPnK1FsmCLJzhDEuj9CaPOJCxNnCiieWde17wNnqPbQXFcpwOj3hBoeR0fkKLwtPwPPvw9bv0zB73hbXhHLDNPbovFo+ITJ90xGcfgPWThZDpezUc2IbOaAS+O28czylw6r2LAlcDBbcnFsI01yzjpll18QkrmaF/xen3PPp8Z7Y5cVkyOnGWHQbjyMw92x2gqKEYAJT19yqg8MdoNCjDpSNGZYmBIE64Enu0WlSNtWlhsx0FvaYJnyBMP9pY2Vgz/0QzkrLlbDgTqTvo2ThgSXrcIwmgNk+34ZLyv14EyaDXT+JXRDeic2PgD0WiKarkbPzLrnkl3NHHElpXJtUxpoFsVip5ns+VP3aekoskX+MTN/Mw/vP4eXVy49jMPbkcR4Wb+yKg7HpobfnH8U2KylZwZAts4cXID3jiuxiNSYOxbJCcymkd3jYu1Y+39cIfJkU2YwKhaVh9XOha87lF5Rknkw+4KGyMuRd73d3jluApHViPc2zuG9QgmcbJb3vqZV+GMpnCyG1SZOVnLo73mzfyIRdPmhoEJJZrVDCSl0atwsg0hZfxpJipFMZGr5SOLbomu1GEzBc5Niy6KbZgIyrEaR794rvKRT+MZEeFby1c8uBvu3TXfnb6gwXOwG+7m51qLoBzX8cRRGr5sPuWxveLKz7W3ziy4dGJVjie3w8TIf9H9PF+1r/nQ3XI1nZl0S9SaLiysNBQFzYViiiroBH1YuB9eIbkCm852y6J7Nsvys997/ut+c3vRi170ohe96P9XEpF/R0T+UET+WET+J3/O//81ETmIyD+4/Pmf/vM+9s+Tzp5nd03CUCt+hcX0IAkKLHogukKXPEEUq+2wuZApHMyGbVjJVByzIZPJJGVJxqAvNqKoGxbr0KWQVCUpNmlG5cxiOlwOQOFod7UUNc+MtmPVNR+HKLzZAIWshJMZWLWiCQuLqVkRU2oH0mwaXA58d/oBD3aPy0BZmeyAKhlTEgIYAkNeibph1Q1ZRXIxCIk+zXXB13QEBa/XGvw3RFQpLMawmJaiHSoteOVocyFJZFaG2WxRJZKNZtENTa5h/ye3hVJx/ZNtWLWlKYFsDbPeYohkEb5sPgGBm3jkaAcyCk1deKpc71If7a4WE4uwKMeh2SBkoh4IpkXjyQhPbkNWCp0z6WKZvLi5GG1bfycKSQtBFJpMUIqjG3BpJSnLaFqKEro4kpQho8lK8+j2iAhNmonKIaWAWBLUn7kEsqg6NEiuRdHGYYiQIqtuKFKgKGa3QctKJoEYglOUUm1rUSui7rDZMxoHOKJkskSi7lApkbRivRAohVRtseLoowfJPNmhHkMF9+01QepO4lfullV33IQDGeG9+wRbEpIzo73BUjM2o6uL01IUXww3JF2IaIa4EHuNjmtFpyuNVxZFpghMpiMiODyL3pMEkmSiaoliqpWRin7v8kzQHQfbY+r4wsn0iBQsK2fdkZXD5MyqDGd3xS7OuBgvnX0GisJrx6Q71IX8t9oGSQWXIl45AgZLZNaOs+lpLufk0fRwsQ1Gw9f5p4dmhyConJl0w+gGmjQTlMGr5mK/g2N/Xa+tlFhM3VmVUhBdmK2lkOnKTF8qCt+UxNFs6OPKkBa86jgbiyuBJPDY3bJNy+W8thQq+dQrS9AWTS3mvu+v0TmS0Ey2I0jd7ZmsBVVIOaOB1TRf2/qicRc7bSGaBo2mS/X15GA29LmCZp7dgCRhSJfKAKnX4mgck3bswkyRQpbuJ5cVnw93NMlfMpJCFosqlQQ6tZXKaiWSxNFmz9U6Ml6GUgHOZmDRljZFstQOxlzqa9bYOgKayvFUvGtvGOKEy5Fnu0VKrZd4clu8sgwx8GCv2eaV2/BARjMbC0ljQ6r0W1HcTQeyFq7yyEHXvsXnvqdP66VHcEBJposBkcxZ97jsq02WWHskReGoRM4iitm9UBxf9KIXvehF/xJIRDTwvwb+BvArwP9QRH7lz/nU/0sp5dcuf/5n/4KP/f9S1IajNhz1gEsRnRRZFB/0G7xYEooszWVYimTV0l6GK0VmMXsKkfliy3Ehs0l18dDFhBLLl80NXhQuBZKyKCpUosuR4+WOe8l1UR91zQ/VwSHjUsCGurhv88wQV1YxeIloCQQq6KIJHqdr7sXmzIO55iaeyMWTFegS2IUT2zhiSNzNT/z64Q8qEKOsqBJp88js9hVDful0WpVjFsuoO066x8XAKlDShE4Nh6bnh90tkYjKE98a3+FCQOWRozYImUUyisCju8bGjC4eQfC6IWhDlyayCDZ5ulJ3P27jkYjFpcg+ntFAxNT6AqXRObKalq4EFBkodHGmyIBIIcqKShCwJISz6ph1Bxm6tNCVFVciNgW2YUSXTC6lZk5E0CFfdmkqqt7lE7nGkdjmkaasrDhsrvmcPkY2cSQWoU+1nuE2HGs27tIN1aQFhaBQSIksquEP+m9y1BuuYiRI4DocsLmS+WxJtDHgtWXWG1z2dagWhQ0BlzWrcqh8QykFoZ6T+3So11O+DGtkyIY+zfRxJGWDJrFaze9c/SuMl2JglwsiDX2YibqhLRmb02XhXHNJ+3hiG2YWpXBpJEvm0LaoXPjCvkKTKUUxxBlFtcdu04SkmvFRpbDzzzybAY+hi4Gk9GWg81AikLlbp8uNC0hJEYhImSnULKTO4HLhpAZWsVDqub9NJwwZQ0FlT1/qLsakOrp8JimAgkmJIU9MymBLJCiLLpk+ndE5cipbeu9RueCNYzEKJwUbEi5n9kvtz/KmrQj8UisRbJrRUm+CSFG00dPKQlYrUQJt8rz2jzR4kigaPF9uX/NrD/+Y1QhBHF30mHLJs1Jo08pRD3zZvyatBqULQTRdWBnCiJZEMA7nA31YcAT24YjLkcU43szviMqxiqUNHhWrI2CUWgKvSiIUx/V8rkANCeyXI6UUTAYDvAoPJDQ2Zpq4claKWTWctebT6SM1g5h4He5JSjNqTVCenIA8o1MltDZlZQgeO1iMUahi+HH3CVla2jhj4gUOBLTrSqm3Q3AlYEL9+B/03yMWXes3csbIii6JgxsYpWcTKjAmoFjF0OZabSIlV3umMkQtBDqyWDQFUQlD5hvrO741f84unKmMX+oOvCRMqV1oq2qr/VYcqMLZ9jRhQUlhlYYuTpebNi8ZtBe96EUvetG/HPoN4I9LKT8opXjgfwv8d//rfGwWjUMYysx/fPOb/LC74Xp8xBsDCn798cc04YpFNF4MTXjmZHuSqovQkzEo6bhdPQGNd5pZIt06MRnLrOH18kifEyfTcb080KXMye7429e/yUdzxaIbRAn7cKgDVEhs14mb5chsWrwVtv4ji+450bFfjgRxPNlrXAq4FFlci4uJTZw565YH94oFR9ANqjikCE/uiqPdkBB+uP0G/+Htb+HKAqXUQUJbhngGFFE1bMKKLY5jUwtn7/wzJ9uxD4GNT5xtpmjNL53/+DI4bfjK3TG7hqCuuV5XtnFGSc8sHdfhiWgdkhWN9/RpIifFZq3WLq87JBc6JibVICXR5ZWoDPsYeZ0WNBmdq13RlsSoOtrsoWgmO0A5kfLEqlq0Svzy6Qc0KSIKbAwYErPpWLF0sZaTn9yAzZGiDD9qP6GNkVY8q2lIAl1cWVXLbCuYZFIto+r5zH9gG0YEaEpgsRuOtuGf9N9iVC0P7hqXV3JRnPSGqBtUXIhqQMzAK//EN8IBReCkCkk0D+2WySSGsIDKjLZh6ydMnpl0teXpMhGsJYiw9Uc+Dd+vXVxhJqI4my0mezbpzMlsQIR9euake452y2frO2zKSBH+5vv/jG+fv+JJ7xiN5Sq+44O7RZVAySOjqtTNYVmQIhzspg6O6UzWDbMbuJ1mfDPwjza/wO/136MrC6Ptajl5OrPojqAdfXwmi/DkPuNufcTlwGQH2nRE5chi9ygyn00/4N42zKplGyaKErKybNOKzidm04KA888kJYjJ9HGkyZ7R9OQMLi4E3TBKWzNFjJztrqLkS2bULUnVPrZCxz5ktmlm1Fsm0xOUcG93HNyG6/XI4BOjOLRKCImn7haTCreLZ9U9QemL3bQlK8PbdaQrK7NtyNGgPAgNXlma7MlBI6Uw+JnOr/z2q3+dISxc+7ESJjG4eCbmmo2bxHEuA3HQ7MLI1XzkZHtG27OdRibdgi1EUSzSVLJiKhAVHzdvkLyyjSOrq68JNlSL46w6dJrJyvPl5hU2en7u8EPe968ootjFkawSP25f06eRZITJ9PTpzH5dObkbfth9Rsmeg7V8tLd88/wBWxQiG4xOGBRNLmzz6UK3NcxrIseZzh+5XR957Q8o6YgG+jBjY+S+36DJ7P0ZWxLB1kzfkGdGc0WfM/s4ct/dcrAbvnv+kqYE7s0NLkWuwhNFFz5Zn2nTzIfuU47thk+XB0QKpY3s18+hFD62V/R5IhchGFfPcx+ZdUtSsAsjiGJyLV2acTngxFeLo185d3d0sd4kGc2GVbV08/oz33teBrQXvehFL3rRXxR9Bvz4z/z788vH/sv6t0Tk90TkPxCRX/0XfCwi8j8Skd8Vkd+VUu0qizh+dfxDmlT4OLziG+tXfLQ3/P71z1HMEYcnKstsr7A5QlGc7MA+LqQceHIthoSOiaAcY1PLZG0GJYpYKur5qblm1YptXPkkPdCoSJ9nVMmc7YZVNTSy8uwq8r1JnoBhdDeonLmdnzi0e3QJXK0HVuMqpS6tBBUZTYvNC784/4hZ1x0eysqqq/XRZY8Ad/6BXxm/zyoNs+7o/YQqjsk4dn7EZDiZgaA8XY6cbc+sW/q8MhrLU3uNyRoTVo72mvfNHaUEgjG4BKqsLNYRlELHusg+uD2SV7o4sjhLQtOx8NTfsuqWNgWiBq8tXV5RUni2GwrQxBMPdndB78O9u2ZVjqbMLKphMRaTAiobsupp8kpG+Kq7I2pNHxZm2xCUweREU0L9eJ5osmeyHflCM/TGctY92zAjqoI4FBmbPFHpChTJK/fmhqPe0ftTtZOJ4bU/8sn6OUE7XJ4BYbENDSsUyLbFlAVJc7X1pZE+RZpMhUbkFSmF0Vaa3qv1wNnVGgabElkVVt0jOSMSmVzPR7vHsuLtgKbQlIWoHCezqT1oJXOwO0xJmJK4b64JWmFL4B/sfpF3wxt26UzC0GRhn87YnIhqw1AW2ovFEankycdmw6IHSik0yXPsOiDz3elzgjYENC5V0uHBVoJfUxYms6VSB0dOdsesGmya6S5kU5MjlMS77lNcnmhS5mgHtBRMDjXDVwSbVhKFU3OLTRkTCpPpWFSDSdUSfDYdJkSaEjjaDXNp6NPE2QwUYFtGghgOtkfnzKILB9uhS6RLC1f5RJcDTfZ8dNfMRqNTYlE9i3bYFElKMTqNy5E2Tcxui5SMjpEHNzDTYlJC60C2CsWMLZHRdCyuuZBgLZZQYTciHJxjSDOFxOwGGlaGOPK+ueNb8UuGUOsWxqanTZ5YHB+3t7TJU5LCm7rT71Jksg1FF2yqVmBvbKWgkgi2WkUtkWA22KwxKeJNw4+6z2jSii2JD26LyrBLK8/dDWRDk1YW3XFwFWKkiRTd0aeAK56D21bAEIFJdeRSKCx4HPPl+5oEZtNzchva4Ll3tRqiuVAhV2OxKRJQHNyGVTlsCazOcBefeGcHAoEP7oqb+UCbV/7J8G2kQJsXRt1ztle0MTDplqF4tnFBZXhw9VqwKfHcfpMsQpMCs2oporApsg9nvHP0cUEQjrZazA9qyz/Y/BInM7CfRooqF0jRildCVBadEjf+A0vb/Mw3u5cB7UUvetGLXvQXRfLnfKz8l/7994Fvl1L+CvC/BP79f4HH1g+W8r8ppfx6KeXXQUgFkMLb9YnX4RlNQiW4DQcmDSOJjMUUVW1vOdKUhMuBqAxKEkWqrVEueZSCfG1T+ry5+Xow0OSKt5bCL08/4FV4QgqokrElskodDrREvLE1iRMrrcwS6YpHXexmq3UXe1/FQTdFfgKX5yv7mrv4XIHkSmOzp00LNgeEgguRz/y7aolMgVn3BEmsquHgtmjUxRwIz3ogoTirHpMjUSAJuFRYpScjqBIQEl32mDxjcsRLxqTIqqtlMxaNSjWbIRQWXa2jZCGXhSCCKoXtOjLpjke7p0seXSJftVdEAkUqirxcfldBk0UYwozNgaA7HCBS6weeze6C3a75rIRGlXq8Xq+PtQw7J8669mJt00ih0AZPUAaVY7VYpVq+7GJAky84bkhaMbodOnskL4CwyZlXy3s2MVz63zxdWjHFo3O5IOErwvxP3B0n3dFeMjVKFIiqNtNSmJQjo9EloZRBFyALLilUNrXYQW0IOEwul/MuXc4QxWxctUSmRFM8JidCtgiFWTu+333GJIYimme1RxD2/syquguW/yf0xqV+bSJdrBbVLtZjlUomo/ju+hW/fvpHdVFbfvJYauYuV8S9LQVDYdINjsTtGjm5LUh9XgoKr3uS1GoKRSYVw4LFpglTKkZfMLVYXXcEMdS0Wb36lGQMQlJckmww2/ZrdLorkViq5bOowugqnL9NNQs6acdR9jQ5olJBSSEoweiEDoKkwqpqlqvkQB/PFFWfi4wnKyFILQOo1k3BiCeLEKmWyqt0+PolazQ9VgKr1YhUnHwWQTIEbbEl8e31Pbt0xuMoShFFX7JOtX/P5JoP7cKKJkOug5mSTJsTUQypKEr+ycuiELXGpQWdAxGFUK2sR9czq5YgQpdrzi2p2vGlUn1eJWUQYdKaISzoEnAx0+WF0ThKKYBnc15x4ZFVDwRlUaVgcibQIjEz65YvNm9rlUVeKBksiQLoUl++8+UVNaJR1PLoX5i/wGtHRrEWh0itLZjF0bLgykpEWJRhVQpdBIgEpViVJYmmCaVeV5f3hZPaoknYFImXay4qRS71++uS+GiuOZqBTZw4qm3No5meTCJejk+bF1SJ9SbFz9DLgPaiF73oRS/6i6LPgW/+mX9/A/jyz35CKeVYSjlf/v63ASsid/88j/3zVBA+8V8ypJmkhEhkCGdOTUsW4co/spo9q2pp4ohKM7NpiapmmUalQVpez2dKDPhLn1MTEl5rRhG+uXykLbV/6tW6cB0CZ9WRirALZ0bTEpVmiCPfOf+YJnrejveonOsCzUT2/iMxFD5sbngzPdGWllkPDGmlSZ6z3SEhMfiZrCxRa97LHTpndLZsFs/ZbDiZDRnhi+ENf+fm38ZmX/uilCYqYRsOeK1ZdeJuuccVhc2Bb5++4iY8YXJkGxP7eGRsoBXYB8/Pj+9pc0MQg0ZR1MDOJyQJmwxtLHz76SuSsQQG9uHMLp7JSfGN55FfmJ6wuQ4QGc1J9wyp7m4tuqGIpsszkgs7X7N0/TJzr64wMbMJI6PdYMqBJo6Y3HLlj3xz/sAQFhpZ2YSRwc8s2rFgea9ffw2HUDHzn1z/VT64O7oQsOKZde3B2sYJmxpWPTBJx5Edqzje+o84Ql3AFUUUhdctQVXoyb3eYlPidjogCWz05LTS+4im47V/4NvhiJB41Iobnwl6IANvDge8soy2Y7tObOYnJBwZ5oVNHlmtYRHL4EdgAhFMqnmrlAw2e1xZLj1v0JaamfG64SofUAU2YeZvffUf8dnyyL3a8TZ8hUqPfNm9RuPR6UwUDSg2fqmWRKlwD5tWzm6DjYlv3J+w2SOS6f1MMhqFQpVE71dm6ZFU2C8P1YKnt7xen+my52O3Y7c8Q06c9EDSlptlYtUbAsLWz2jxtZg6j6wKorIoEm0+YWXF6MDN+sAmjUzakQt08YRDyMHR+MBteOKor3l7frjAPSyTdLyZnpGU2flHmhw464Fns0cXz7PuOJgBFxLbRSoUhRObOJO0xWTPdqxFyYJhE08sqg6MTZywshK1ZZq32DERqT2HOmb2/kShoEOkjysHs6UNhd3qGXVPLrpSSlXHx/aGb4zv8aljsQ6CcL2cWHSLKZneL3W4NYX9cmA3TxVNHxUhtDybjpILr6dHHAFEsGGhLZ7ZDNg0UlQgaIXywq0fQQqC4tvj56ASo7T04UxsMrPueL18zu164HZdOLmB6+We0QonvWEbZwTNxisGfWZ2n7DoriYkU60SyHnBzwu2eIwEhviEV47VOfanEzZl1kun2HfOX5BFU0To1kSXVqwUmpTYpomPzSvO9Pz3vvhtWrUy6h6doMmeguH1emJIM65EgnJsg8fmSDaB2+kHSCms0tLklf/r8Ov8afcZJ9cTomFWHVFMzWWK4ZvrO/764/+dNgS08XRrZLuOzKZDcuJ6PbDolvfNt0jn7me+97wMaC960Yte9KK/KPp/AL8oIj8nIg74W8D/6c9+goi8FRG5/P03qO9zD/88j/3zpErg0d7xpHd1N6UoZjNQisKkyLO7QzMxxIXJ9kTdsY0TLi6MtufT+QnyxMdui9EGW+quibcamxKz2iAKFsl0cWVRwmPTcOVrd9DJbtiHEZMji275YvgEJZGndofXjias5OI4ujusilzPJ95313hZaNPMWXcsuuF2PSDKc3YdQ/B8ur5Dm4hBEWTi2G/o8sKdf6Kg+MbyFb/1/PfJKBbV0KaFjGLUW7q4cu09D+0NXhK3/sifbj5jMj1RWc7aMJoN/Zo5F+FkHYtuWdVIkVqEDSe8hmAUUSrp8qurV5A8loVnu2VVDieBQ1/4/vCGIiAUHtxrtpecxyqOJkV08ZxMtThOpmfUG8a25y7dM5uGo93QxRHoCHpAlwMHs+dH3RuSqoCWo92xuIY+rvRloVUTQmEIC1nDX3v+Ha7DM1nDJB1tXBGEk+lZTWKYH2nLzCaf2eSJr5pXJDRGIlEZsli6uAKZm/WBoUwkUTz0+2qRtY5iW7wBkw68d3eUPPO5/QxLw7NTuHhC5cJ5aBjCyOA9Y9Py3HxCti2Pm4FJbTFxxcnCogdyVvQl422Hu0Aqslgm1dLGFUXirLeYHNmtR+7dFS6t2Bz4D+/+TT42V7wJD5AtB/MZn07vkazweocrgSZ5PnZbotJ0aSUpIWjH1fqEzol3dwMp13Lq0dVht40TSTSTbWnTgujCublDiLh04tnumZWlC0dWe0VWliEdUVlx3w5swwekFE6uIxdNG2ee7StchiFO5JIZzRWgkaB4bK7r5/mACJzNlpQyziwsznFUG7bxyH13UwvS04KSzBf9LZbMc/OKg+3JAlfhyLbM3PoTt/Mzk7VMTcGmyMEOHNyOJq6syjH2W67WE6YkZjNgSuDKH1lNT8ThgqdtR+a+wZUZVwJR192/ISwcmh1BaV75R1ZteGosn83vMQRmO7CPZ26XR47NBq09mzAiOvPU7timMwHD2fWokmmXwMftHeemo/cLvhG09TRxpQHeD3df7yAH21IyXK8f8fYKULiYyE54765oUsSUyB9tv41kxZDPBHGYKFyFA++G7/Cx2bNYxT4c+dh9wu18osmeZ7dBiEw6M6oel85cre+Josi60MRMrwHTYwBfGiazR0rmaj7wsL0iakUXVhSZPx0+w+RAkyJjU3fDdZqIynAwG27yA2/8A//+Z79F5z3beMYrQ9CO/Xrg3u04mrYCkVJgtJZQHFfTmfvhu4DQrgtC4TfHv892PtLFleJgF0fasDJeKLilwN+9/o1KjV0Vp6bFW0cTPFlrRtfRryM34QNx/7KD9qIXvehFL/qXQKWUCPyPgb8D/GPgf1dK+Uci8u+KyL97+bS/CfyBiPwe8L8A/lap+nMf+8/6nlkMq3IYMl63LLqpaGfZ1y6wcOR2XvBaVbsgqi7MzIBOmYfmCnV5q00iZPX/edsN2tKRiECkIYrm6DoCwux2JBw/at7ilSUqQxRDFsVot6zaoUsiGItKCUhEUxHhWUBKIgukohAKZ1M7mwrCqjU/dG/5bP3IpA1ZW1ReETKzbmrupNRhMiqHLR4lDU1JmAJRmYqWR5NF87HfoyXWMmAlFUuPEJQFrfjS3TJrIUvD1XogkVDFsl7sWbNqSUqxKIcptVhbKKyqVgQkbViUZtUtWSxDPtKmaqkTSrWIFUN3yYAlpXFlBUrN1hVPFkURTRRDEDibjqQLWjLrpQBckUkXa1fUlk2sqHSU1GcwC4bEqiyWhNcWkxMUISlhdS1FIGthUU21tMaClEyfA01Z+eB2FepgOwqZrECkcLBbkmhsynUnSzWYkmhL4Do/M6SZDATtQKo1cTQ9qEqRLLpavZoYyRSi1qii8EaxGsNBOVQpeN0RdT1HFAWvHQVNm8IFTd9hc2IxDffNNVk0EZhsB1oIxrCaSp5UkoloFmVRKZMRoq55nUzt4YumYvWzsfzB8F2OeiCK4ug2cLFHZi2UIiSVEQoZS1DV3telwqoqsTQrR5FIH09EtSNfbIQBS1KObTySKay6pYipVQ5ZWE21OM66Jdn6dTXg7cUCSiErRVGlXjNKs+gWVwKlgC7VdtwlT5NjzT8WIVpFcBZDrmUMytRMWU7VknyxLx7clklXqqCUzOg21YJbwBuDItNkT5CGk+6ZTMNzs+HQDHSspIuNLqtKiHznXoPUioWgNUFbDmbgn/bfxiuLSO3bWpVDSz0/Vt2wGksTPF4bJtfiYj2uaIhS0CUSlCFdSr1X5Ti5a3RMl3oCQyHT54VVW2ax9MkTlGaVhiIOnTOj6XEXIunJtBcya2C0O5qyoi+Wymjq8SJPrHaLI16qNAq5MwiFSIMh0uSCFmG6DJsFKjwJvr7ps2iLQvhh+wnP9rrWDuSJomHRjmQUD/qKRbU0EqDAfXtFloIqqu6uysX3bhMP/RUJhSme2FayqSqZjVmwVIviqi3J6gvPET7v3jCkmTYvZAeW+rqoqNdbEMfc9pWKG/3PfO95GdBe9KIXvehFf2FUSvnbpZTvlVK+W0r5n18+9u+VUv69y9//V6WUXy2l/JVSyr9ZSvmdn/XYf5YEoS0rXVn5u9e/wbtmz/V4oGNi1ZZfPD3S5E21LpaASfXuLBTa7FmVEFXH9bIgJV9w5Z7raSYBZ63ZxJVNicy64dV4oM2eJIb/4Po3iEWzXnDMTV649gdcTNzNz+yWM1kUmEiTFmLWPDZ7rtYDs+7x0tDmlSZFFj1gcmIbxssiLvNj+wZEYaNUNIMaGHVPEMP77hX/2fW/QV9GREAIIOUCrZhZBNow0yZwKbH3I2/We86qYxMTN/Mjiy3s84G/NP4xRQxSLB/NLd44vOrZh4gpCYcj4rjzj0Rr6XykD55tGCEKd9MRVxKgSQJIYlENuuRLngZeh5HbuGJLxOZAQ8DmcOmUC2SlWXWDLQdKmsgoFIW/8vhHtNHTlZUuLHSX7qIVw7PZUVAs2uFyYLYdEUsXAkpqNsUryxBGgmqY3RVFFJckIW+Wj2zTGZPCBfRfbW8/aF/x0d2wmtqXVS1UtS8r5kAUg5aWV+EZWyxNWTkrwWZPwpClsA0z6jJcbv1IG49kFKUoXBkBiAj7deSz8Ue0eSanSo1bpcFmz1V4vgwoGcdaF81iuA0HuhToU+SvP/wuPze9Yy2WxSj69MRHd4MQMPGMF0tWmiZESlEEcQSxbOOI147FdLyaJzSJHzdv+EfdLyBaSCLYEtiGiUiD1w1NnPFiCWrg1fqMzpmP/Y4hjpScySUjUrhb3xFEEbH0YcHi0aJQQoVPqJrtGpZHjAQaVro00ZS15gKzoo1ntCgWcdyGZ27DkUV3bP2ZJKr2tYnl7XqglJbrkDG53kyoN0vgrDvOpucqnLj2kRmD0RGDJ2hHLoqrVbOojlKgjSOaFl0Sr8JMXzxJNDEbot8ipQ6PvZ+xHmxO2BiwMfGle0MbMk1MRF3zdCbMKC+s0vCkemxIZF2zrNfhSBCLLZHdemY2TR0olSZgsRIBhSTqTQgKNtd+vFIUjZ9RZDyOKLH2PkrGxsAvH/7467xgk1YsniCONh1ZnaKIYptm9usJlxXvult0jByd5Vnv+HR6ZEgeVVqyg2xuaWKgTxMmFYIW/BiQsnC7vOPKH3nlnzFYgja0Ya0VC6JACvswMqQFRabznn04cTA37GPA5lQhHmbDq/WJVi2cZEPKml14oisrki02LyTRLKrh0+UJcrWc7/z95brQtHmtOUGxTLqt90ak5s82YQIU3wzv+bXTP8blQDagkrDxE0U5+gBZFaIYDu6Ozr9QHF/0ohe96EUv+q8kIZGKcFId/879b3O3jjwOt+zizCwN/8/r73Boppp7SImse/pwxqXEyXZcBw9p5KFtUQKNjyhpOPUd+3WilJbFOEJZ2PuRD/01Xll2YeZvPP7f+Nb6VUXRp8hZb3i2O5QEnpsts2vrwuBSmN2xcBufeHZXuLwyhIlVOybdcO3HihW3PW2a+db6gChwaSZJ3WHaxJF9OKNL4jvjF/yN+99mkgrH6MIBGwOjGyhFUGQOrmfVCZdqyfT75o7X6xMHqzm1O27WQMBytnue1RbKyCBLvXNcnnlyDYdmgHwEyTy6K2yY6OKZyTbMpqVVC18MO1Zl6MJMESho+rzU7jXT40rgJJl3dkssGkE4q4GkDLtwZjWOJMImHMnsQF8GowS/f/WLrFqTsuJsBxbl6C6D3mi6elzCRBG4Wx/o48xqDbM0DBeL1dEN9HGkDWeidgxpYZMmPrhbnt0eVTLrZbfhOo786vkHdBl28YDXHaPuuIoHurSQTYMrEymPPJktH23HR3XHkACp1MY+ak62dra9Xp45ug3BtLQpo1Qt+LUx4Urk7Abetd+hSZFsGlSOXMUDSTU822t24VQLu/WefTwzxJl7c8WsLZTI/+H1b/HD4VOuykjJlrZYXvtHctEkva1W0OR5HmpR7zbOFAVn09PGBZdWPnYdhJnffPp9ft5/wSwNbayD8LPZ0qfx8nxuMblwHX7ER3dbLZhhJKiOojRX4YDEyLvu57iKC22qBEYRkDRxtFcktaGNM1AI7gqKIkd9waEbtuGMkUsBfFgYWHi0Ox7Mjl185tjW4vNrf0CTed/uQQL3janESGJF4wjsw8omTBztwKER+rxAMhSl6OKMkcj7wdKHiT6cmMyWwoLJgXvXcpKWzs9Y5aH1aHz9GloItgIwkhK8Mfw3Dn9AQHF0DVfhhCoQ7RatEtfhwGg3vCoPNH5l0U3FwscZSmF1DZswMUwriLBJI7frM8nU3d6b6VgL3bXDhogqkeAsS2lp80RRHVKE29OZZCxfbN9yMz9hSDy5HSpp9unAonu0V3Rx4sFd89QOmLxwHQ9423EVFrZp5KHZ4QVMOfCor0gqU4j40hK1Zhs8jVLovuexvUHnwhftNSpPOF9YXB2Sr5eRUoSzrTUGNiVOztVdeTJnVTjoDfvlyHU88lVzi5TCXXzEa8PRXaFK5l2752w67pb3fGN8z5ftdR3EvOHs7gBhu46MqgMldGnmdj7graWLCyrBaHsgcbMeGU3PwW7xxeGNcGp6Nv6B0dZy8y7N9OnM87D9me89LwPai170ohe96EU/RQXNPkwMcSZqR1MWdPG0yXMdjxWJHpa6SBSNSZ7VbMjK0cfArBRGDM2FhJashVKgZI7Nhrv4CAWi3rJahxAREkfbYEpgF0YSiqgqHjuKZtQDUSxeGc62R5eMK56g2trZRaDJGW/d17tMj9YRkWqL1IZ7t+Pn5s8JqkGkqYsybZh1xXs/6w2ft68xJWBz5Oxe17LosDKbFkWhzx6ToeBpi0cVeHZbTOGyuyTYXA2eDQvIgIigSwDV0qTaTxbUgBS4Xp9JquGhv4ZSSKLw4liUo00jZ9uR0Qx+YVJtxfrHhZPteXDXqLzilWVWjlrArDjaDbok+rQw6y1ZIm1OoPqKGCeRRZO1YpMnFJnJNMymoU2eSXcsukUydDkwmQYphSYHjrZDSsKUQlQtWVlUjky6WtXa4omiOLQ3ROCkNaMdSMZi88gktQvsVXhiFVePfa40y6QcGbiOI2/SB0opqGxZ1Y4iGRMyQVke2i06ZZo0sxoNpZIKi3FEMUgJRJ052l2lgyrD2WxIpaBKZDI9CmGXJo5mU4fiHChoRtvxi9MX6BIZdVczQjmyaosSgRJZsIzWoQvkopiM4245IEUIuqsAEr9STMOOhTf+/lLg3pJRmJJYLsfLVkwGGYstM5sykZRjuZRHn+0NWSxNznUBbFS1ryKsak+bEjoHFtOjgCwRKESrURfi5MFuv7Z3rtYxS4MU0CTOUs8VofBg95Qi7OLEpE2tPAieNgdcCegMQdcBp0vV8piMQUpB5cToBriYnhdn8XaLzpEkwskMUEAksbiGiMOWTKbjrAee9BYEFmVJYtA58cPNZwSjGdLKwW4wFGyZ8EZz317xr55/wBBnRtNhUqjEQtMgUuj9jM6Rqe3QuXZ3fdm9wsWIzolzu0NyLWH3xlYrNQotkaQcJgWKKJ77+nOvyvHYXeGVsIkTs7Gc9YbN4tEkJtNjM/QpElUFLbkL2j5ItaVG5Yiqo031+RvdnsXaSlS1LTELZVkqsMVWqMqoO8YL4RWEp7a7wGaqnXPSDSTNbXzmu/49QRm6svCkr6rdMdZdwdG29HlBl0qKfePvOegt982rSt3NQi4KS4aS0DlybAYm3fOg9kymq6+zKTDrBq/r816ttvXnEer1aXK1x86mhQI2Z7yuFmYd/1yI8Nd6GdBe9KIXvehFL/opcsnzKp5oiidfMkNdXFmtpksLLnuUbtA5AxHKUu1sEilAG58JqmEfKhI8SiFIQiUhATaN2JS5CqdLBmmtSbYciMpiSg3jK8mYHGjjShM9NkVUZWKTlQYyAU1Qmn2cQA24lBmCpw0rQVuyL+icKqI9r/zT7tsICpWgCXOlpCnHguNsN/ze5pfQJHJR6BxYpafzEyIFROjDUv9Ez5vpgSGPFBGGnOjygnCmCYEuJG7CgkHwoi/LVkObCjomXFHoAm+Wh5qdygYXIzfLMzkpTPZIqVmhUDQnMxBRbNJ4ySwJOgWaMtNkX2sOsmc/3mNDzZp0YSEp2IR3lByRZCkIN/6AobBNZ4ZwZhOnuoAshliqtXQVi02ByXSYklG5VDx8iSSladNKKANZ1CU3Y2jTSpdntGRyqUstSQkutsskikX3tHGm9StNCqQLuF7nQFaGLntUMVylE2cNkh2j0iRWtmv93b04NnFk8COlZLwytd5BMoX6/Ns804URnSMgnBm+Htx1EaQYkIwuYFPGSiAXRRMSvzr+Cbs4IzmzSUcmDZPuoHhUmimicCliY0SXhC+ORTVsY6KgmFTPzWlFlYSUQMkVeJ8RSjHYHAlYFIXNemJWlslc8Y31I5qM1xZVFJIzJRZciXUxLHWZ3sRQM1wlkzEUieSsoGS6NLHNJ9q84nKtY8hobAqY5NFFXZ4rzyZNhMtOkaIgUsgomhDQOdHGqdZlIIAiq2rTLMBmPrPzvtowTa72OyBi2C3PmJywBXbrI6tq67/zUusFEKbUkXyPLbUC4VFfcZINXVrJSfhk/MDJ9NwsEzrLBdcP+3ki0BDFVhR+sojKrKX5ulQkicHFQBJFVlzOVw/F1N0cH5jF1DgghbasaMm4uDLkpT5OMrZ4khZ0TpSkAEHnivx3aSXhEFlYXK0RuY21hP7NcuJka7dcYWVSA6+XJzZpYesTTnkMBqi1AXqtP3gsmRigzTObeKJPJ4qqNQ5t9Ljia2VCkfr7UK26bQzoS42EoXC9ngBYVMt3xy8oug6M/bxgS6CLES89C4JLC+/aO67CiI2ZlpEmjXjluF1P7NcDP27e8pV7zWQadst4yZZldKxVEiYnurwSxFVLbVZ0cWUyA6WAzfU6X3SPe8mgvehFL3rRi170X01JwY+bG05qQ5MibSjMtidkRxDDs75iMXwNAim6IuJ1ypxMh2HApBMfmx5doFkju1SI2rIPC4oGbzRPtqEPM6sZyGh2fmQTZmbdUNColGoXmXEoiXhjSMqy8SMmFBa1YYgndmHmwezwjFz5J46uY7ItGz9hG8WiG7Zx4Xo9sMkzfZxIyrO4nm04ceOPOCI/P/2Y//bH32ZVLaiCyQttmDi3e0wKmLTy3PQcbUuTE58PbzmYLYOfOWjNWqBJA5MrfN5fkXMmlwPX66FmsdIzB+cIRlHyiTaNfH/zHRo/0eQRby3PzR6tE0ZgMhv6cKaRUKmSl86wSTfswoRSP+lcqwvEFcup27NhIYvw3OwY/JnZfJNsHPCEDvCuvSWIMNNytltWcQxhpi8LwSiGOHEVjigpkCNdmmvNQLG45NEp4ZWlyw8M4UBShk0acSVwr2+gQJNmNIo2L7icsKku8+/8A5PteW52FA0uerJ2NARMOPNktvyo3TOVDR0OUc+8Xe9xpeUwDNgc2YaJQ7Ph0L6iKTUnGFRD61dsKRzdnpKvyFoRjcPkwNvwvsJcsuJqfaaI50ldMeQzm3jkoLZoCWzykf/96/8mJ9Xy1j/QJJj0a679EcRSzJY+r+icWa2hKOHWPzHahqNV6DizD0e+ut3i1pGFBlEQcOzCiJJIFMMununjzMHd0qaV7fqOH3afMqmKbs/KglL05QGvLGfb8Mqf6OLCaFtsDOR8xivI0rNNJyiC1ztSdsRoWC449OtwJGmD1y0mLuzSmdm0zKXjKt7jtSYhbP2IJvFsetqy4nXDWQ9chwdcWpmpO+TX/sSH7S0np2lTpiRh1gN356/IIhzbK2wK5Jx57l7RpqmWy+uWiGNYZzb6RGpnIjObOPLd9cckU6E2wRh+tPuM3/rw93lotzzZlutwQig89jcMaWYbRkbbkxzsDyNiCl5ZtmGkDxNP3Q4RoVkCqtRR6W69J2rh1LZ84/RjBM2kO1JU2LAQTcNBbWjTRNaWkh3fOrwjak2ywrfOX6JK4qw3kB3fnX9cbzistYbkK9fwwe3IRL4xvSOphl1MXMcn/nT7Bk/hbDwpWnJZ6eK5DnFNoveRoRPEtTSp8KhueGze4OJC6xOTaQli+c7hPUkSo+5o0sp+GZkbyw+bTzBpIaL40F7xev3I6/WBf7j/eXLSXPsjT/2GRRoohdFY7vLIjb/n7fKBh2bAK01Ye2azr11x64Q3Df/a9E+4WR7Z+qnSV5OnSYFgNW1ZaP3KpDtUSeRiCFYxuo6783u0ZIIyDGGkSxNL637me8/LgPaiF73oRS960U9RFFfpbBL5B9tf4r7t6cLEs92xascvjZ+zXXpGbVmVoZTM0W6IWrGJM0+uQ6uWIUa8aIIzjFoweeVsG0ZjeNQ7LJpnu6FJniYXntobfm/7l/i++4yzaUna4LLHlIiXhi6u9GHh7AaKyQzhidn0nKTDXCxqn/dvkZzrAtr0tCnRJs9oWt53n3ATDpxsf7E4Vjz9wW1QZL5oXvEPt79YdwhL5ux6khO6C8QiqIYmJRSGD+0WlzxtXjm6gSaDLoqDNQTdsAsnVquIeocXV8lzas8Qlvr19JazHeiYCbZn1RaTEopELJo+TGzTxGw3qAJ9OV+qaaFPK5Nt2CYYSq7EO1XtiijDweywJaNKYbYbEgsp+zoI28L1ckBnmExHRJOUYrQtQTRDnJl1tY0CGDLvmztcSnR4JttfSJIwm57RbtH5YtkzA9f5yC6cKErT5Mxqt3xsb5j0QEGYzO5ie1MczJZkNCZ6vNpTdM8mzqxq4Oyq8c+rlod2h1cJmxNJKc62o42eIvmy01fIBCbXEERh08h1emZRHTrVcu2D3aBzxhB419eMzXV64qR7HpurmlFD8+iu+WtPv0+bV37UfsJiDX0+8qS3lZ5ZFmblmGyLSZGMcGg2XK1nTAlk61htQxcyS3fFf77/V/mT9jMsnqPrLjtfnsU0lfzHSFSKWd/QhxM2RVbdo/KMlMzJ3SFk3s4/5slsmExPkzyT6UmmpcsLOs+MdqAoRckjR9sRncaUgC6Zk+0rjTMFVuuYdEubVpRKjGZgE2YU8Gx3FBEsBVUMLms2ceLR3vLkrlil4dFs+NDcsg0zOitm61BSUCVx6K9pUqRPmdEMrFpj44rGsNqGPkVsSYxNB0WhUqYox6IrvXPwC0Gp2s+VPP/5zV9Glch1mHiyOyganWZyKazGsojhR+4TDrstmzTRhZWTHVhNQ78utZvRaXIRZt3w0O6xse4Gv9+9hRLYxJHgDIsZkJxxBBbdY+KI1/Cj3SfoHPlk+sCPNp/ila7Iegt/0r3FRg8aznaDyyub5Pmqf8vBblHZc7QdqzhultMlV7il2EJWhoyhlRVVMpMzRAqS/aWQPHIbZkQaFqcxOSIFvn/1FgV0eQVRHNotTQxMpuVsb2kyXIcTX+ze8EX3hrfrI1IKD+6GJq+0eWayjtf+kUUsX/TfwmvLNsxgIA7C4O+hCJ/v3uDwSC44nci67pbNpmHVhiZ5kjLcD1fYEmjzStEZGzNNDJzbO8xld3a2PUkUdo0/873nZUB70Yte9KIXveinSCikSybjrDtOeqAkYVOOrMqBakELilqgXI1lFXmeRZCSWDFfW/SKFIIopGSKFDSRV+GAKnVXxcSVIrXY+IvmDtFCuVjnfoLj3voT+dLDBrCqit9PaHTKuFJ7t5oYKKriuKMSAnVRnxBcXvm8eVsNWzmRqHhtoKLTbcMHdwsiBKk2MCmWRKSPNTfyk90qja4EtUsRsi2pfh0tmOTZxJFFeoTCwW3IUtHuugg6JWzJRLGVcinQ+0CmWpfqINIhxaCQikHXunaiSSGKxqbINo4oEdrsK71RGVQJFMolw6fJApqAVxWvDnCdjiCFIU6XbEt91iVzwfV7uBi0znpgUW0lNaqKk4/aIrkyGrPoy2dWm1ZCEZSljSNFJUQ0fTzzYByHy6Jdl0RSBgrkYsgXvLxCGPLKL00/4o1/JEqkiGIVwStFURXUYku1dEmqx1zKT8oeCkWgLQmTPrKJ54sFs1r0ilQwuM3VJhtVJU9mFCL1OXQ5cB2O9GnFJc+qLK5UuywlVrQ8gouR5mIlzRge2x1SCglNUAZzseK6EviquSOjLleWIilFRKFJUCBgWE1PU+rzlkTYxgUpBaTizGOF5F+oh9X2JoAURTUOc7kGDU2OtKnai3/y3ETR9drMUq2WSrClHl8vrh4/qZULdTR2NSul6vfr80LHVG2EUndrbSqkJBdcP5eqAEMTE4pqEa7W4LqYt+UCAIQKpMBezr2K+j+oHTZXO+cQZibdfn3d1dckSKKqLTAWPm/esAmXjruicdlTELy4CySnEg+Tqnk8qNd1Kerr5yMp/ZOzA5s8tkRyUUTV4kiXc8YQLtZfUyoBskkeQbE29eYLVNt1yeBS4cnuyBii1MxXE2P9jkXhcsSlmvNqor8w7jNxzaALnT+wW0/kelXWn++yC1iAdMHiS84YIkUVrsOZL90NiljzerFenyc9IKqQi2ZVPQBDWnA58yocELG1w46AyRlUvgyPoMkkkWr5RAjU31OV8vXxFGBWDf7yWnq7HurrYY4UpZCiWbSt52/5Zw9gLwPai170ohe96EU/VYVJLIt2/Nbz/4tvTs9MbcfWz5iU+MPhFWczXXDOGlGObTzTxdqTtc0ZKRMHV/uO2qVmc1Zj2S8zTVIcTEcgsPcTq3Vkydz4A/+t59/l03jPEGeaVItST3rAW4e3htk2DGEmBctidmzSxLdPXzHqHpsDN+GZghC0Zu+PGCCJpk8zugibdMaliSyJLIUrf2DrTygK3zv/iL/+8DtEan9TSdSiartl0Q27mC94bk+6dEw92iuu/Ymj1hzswG5JjLLhbLbMYlHxTJcWWr/QxifO1gCJVCZcXjmaHc7PKDxJK0bdgy5M1nEyljZM6ByxoS66R90hQJM998byZJo6qIpmUh1RHDfxRFR1mN2EM7ClRbGNB0yE7/ffIosiYAnKEsQyhJmurFyHE31a6u9kt0hJfGN5V4fdZOmSx16gGV2c6eKIjYEhTWzjyKgGZtXVlbgUbPbswsp3lo+8nT9wuz7XbjeEXTph84IoS1EeysyT3fJHzS1P+pp9lAtRsmaa6m5ZZOdnznaotsasyFoINPRrwuXCaHsO7jtkBCUGXSLX4YkkilV1bOIZyCzSsE9ndvHMkS2KhCHyf3z9V3nX3jKwcshX2GL59vQViKMRxzZN2BLIWiFS2MdTzZUpx+30gSauHJ2FnPnLxz/m10//iD7UYwoFrwzbOOLSSlQOBzTlxIPbs2rHZ+MTs72iKE0bp0t31Vs24YldOrNqRymGEgNRCjZnunCuOUHV47MjZIOXhiiGjV8wkir84kIVXKThYLfs/ZHVtPRpZRtGmhJ4th1JAmdT+/naNNHGmVgcb+cDOz8ym4azFQYWQuhJRWPDWs9DU7hb7mnLyqpbJI+QM0dj8MXQ+wVNROmAzSNt9hTRdGpCl0IRxX13zWf+PcEoRtvwdn6oNEllKUb4bPqSXZp5nR9o/cJsHM/Njr0/k4uw2npOm7XgcqTJgW7xoArowtU6EpWpBFO/YMuKty1BDFfhARFNyZbBr6AKX/avsSFgy8qqWnRR3IRnvGmwq3DljwQcZ+ugeF4vj4hSfOf4yF145rHdkglIORC8wcYnkMxMT1bCJiSKDGjbcd++4UPzmifbU8rMzXgg6DpgD36+EGwbikAT6yDUlpX9+qFWnGD49PyBXTxz0FuW1HIbHskCk+oxKXE0LVEcu3DCpcC93SEC17NnMVcoKez8yEKLULhajlz5E1lpbA6YVPDaokvkS/Oa/+Tm36p9lX5H1nB0AyZPrCpjEuyXA2+Wz0lGfuY7z8uA9qIXvehFL3rRT1ERze36kX0cL6XJM12cCdpiJFVUumyYL0ORpJWT2ZCMMISZZ2Mw0nLrF1KCxTp0idiUOTYdi6o2IyuWs2vYxkwf4UOzJ4jQx4nJNKy6w+XA2+U9KQt3yzNQGG2H1Z6tv8cXzefXNSPUFcO77hWmRFwOnOweEzJtqgvFWXeYnMli0KVj8CvPds/B7YDMP+2/xd+7/vVauJsjk21JKtKHE6u2nKywizMKy6wM1+uRLi5EEXYxcRVHRqdogT5GPl3v0bIhK42oTNJXDCFgYkFLpbF9cvqIdz2nZl8X7cUTs+ZmTHxv/IqoFFkUXfY8uH21oJXI2XbMpqeNI0kULnm2ccTGyDtzh8qFa3/ibHYURkxcSHJNnyfu/AEXA9kITV5pkq+0yCw8qy2lwIPbI6nwu7u/zLvmFpsSGyaeXU+hsE8jJhsStUz7WV9xMFvu4hNaIot01VomitEORG2Z7JYHe4NJmdfTY90JyRkJKxufEekZ0siAIBI5GthEmO0tWQlX54lVN9y31Sq68c+sePrF05eZxTUsuAoHkYXVtJffW3NW1eJo8Ty5HRnNNo2c9MDZbLjJT7X7CcvffP+fsg8jH/Q1n+SvUOnIj/s3/GSwnnTLbB03y4gqhaOpOxM2ex76W9qwcvd0RgQ68QxhJljLrDsA2uA5m4GcNX04IiXh1YZ9OLFLEx+6W0w4IDlV+qQ2XPuZ5+Yto7YMccbgiaZhiAeSFEazBSWQp2qhs8I+POOK5+A2lFJo8kyyDUvuMKHuwD64W15P93htONhaKP5qORBU3fnso2cyA1+0bwhi+Kq94tHuaaOnSYpFWXY84YJnagaavLCZjjw3W4Ia2MQTi+4ZbY9LM1o8s2tZUke7eBbVM6oOSYXb9cCq6u7szo98aG5QBa79zLvuBo/F5ZVJNfxg/21++fgDVISzG3Ahsl/OHNwWI7GCVHImO9gvR2wMrI2lRENMloPbQM68mh+JRpOUxaSAJXJy17h4JKrI2bWUpOmjZ7YNXjk+m79iNop7u8PFlWwTj27P6/lLdnHE5szBbtisD3y52fNod7R5RbA02XHNgUVfc7JXtd8ta07WUtJCHEeQhLKRNlZYx8NwxdV4QqXC7Gp34NvpI143LMbS+sx1PPA6LyjqsPaHw8/zpK/4q/e/R6cXDm6gTWs9H+yGTVro81JvvGhNmyJSMrNV7JcvoAhPdk8RxR813+HL7i2P7RU5Sj3/taNNC1EMV/HEf+f+73GzHCldovGJLlRICAW6NDM1A++bb9GcfvYI9jKgvehFL3rRi170U6RyICnHrBqyQBGL15Z88ScF5UAlTK4EvagdplSL42osmzCTySyqQWkByWTRBF2NMffmik1Zq4WnVNR10NUSBXXHy5QEFCbTsaqGpqzMyrHqiy1KFFG3FBSmxAvCvO54JVXtmbbkikXXDlsKV/H5sph2FDxRm4vBrdLIHDUPklS16SmpdMIi6pJLE1ZdS5Pv1hOzajAkstIsqu5GAeRSiEqDMmRJRGVIypFUIYtitg0u1ZxbNAJkpMDZdOiSMWSKyhz0jqg0OieezHUt3Y4jk24oCLrEiq4umaxqFUFWCls8XixH21cjUslE01IEvHKMpkMEmryyiiVeSsEVhah1tawBIpk+z5djqhhNrQnISjHrhqANLq2oEr+2ox7sQBG50DtrVYJApXfmiFBJn4up1L2kDVmbSnIskaAsV+HER3tDUI4i5WKfFKKr9sL6HEGgw5XE5CwJR5YCl060VDJtziymQZVU7YxKES6WVoBZN1/bx57dBpMibVw52i1eW/o0X0rTW3TJkAtBOoRCExP33ZYiQikar0y1uAGmZHJTLb1QiLraS1XJl9/dkRCyEaIaLgj8gCp1GM8SMLSEy7GToph0g811Qex1PScVhZPeAhoFJIRwqYOwKXKyG1SpZMYkCq8cUoSoK4ijFMGkhFfuUlVQnzOvXKVT6oZFW866p82BnhGRgkmBRVytJi+Fk+2IxlZan6jLjni1v9XnUHAp4FVLvhx/UcLoeqCgqHZTm2uJ+9n2l/MxE8WxXGyIQsErR5srCXA17oKzXwnKMNkOIZOKYVUWRUZy4dBuqpW5lLqDo7hYTAsnt6lWyFLtvbokbF5ZzVDt2cglLzn8xN3Jh+YKm2o1O1S7pqJwaq4q5j57REHWbbVuIyy6qa9tUOmyqp7zQRuS0hQUmky+FG0XhKQ1WRQ6R05uIOi6s6+Ah+b6a3Py6OrrXZGaDp10i1YJlzzvmjsUqV7bFxtik0N1NChTB6JSrekl63osdQcIKlUC7jbPnHXNnmoVsan+fJOqNxx2ceSDu+Voe1wIrMpiiKicKn1TCaX6NTkP5me/9/zM/33Ri170ohe96P+vJRztlkUcbYq0UchoHtQVTfJENH2ccGUFqTTHPp3RoXaWIQ0Zz6TrIs2F+PViYgiBqxiJAgswxIVHZ5kFdmnCFsXBbjEpV3R8XDm4Pd60TLZFXfDxxTtm1WKU53qc6vAmkVfrA6kISSm6MLJeFi86Js6qZ59GpCxElfBasQ8nrtdqcfzG9IHffP49VM6okhlCwpbCorZIKex9zXLlklmNZbItJ9OjcsarzKgsvYfRWL5oblhFoMxcLwckBbpwYNZgSmBVCYh86F5hfMTmmUIdfLISZpt41w4VkkJBSmYfz7UTLSxswlwHgZ9k6JRGl0hSin06YQm4FKudT3aXAeGIxzEqh9eWWGzNloliFyZQ8Do8okvmxh8J2vK985/w6fIBkYxEhcoZmzMRg7AQxeKyZ59ODHFmoUGHjCHRlUSfZtQlc7OLT2zjkaQVZ9fXxWdJKNGM1hLLyqQ6clmQLFzFyKiENt6jcmFyDV2c6b1n1Q2L21QrmlKsYmnCQpszq7YE1RIAU+r32MdzHQSKZRvOCAXJii4tbMKJmC1KFYLW/Ec3/zqzcvQs6GI42ld8Y3pHUY4WasYreiQnpGS26XypDDC8Ht8zm4bHvicVy73ekkTT+moNvbDd2aUzLgXiJb9kUuDJbViU5VuneybXYsh0aYSS8Eq4Xh/p00IUjS8OkzxKQJdCF6fabVYMOWpiqRAKj+PKn/lJqkjSSl9mROBkB7b5yHO7xeVAHxfasvDoNrXDUCxFhG08cO0f0Qk+nR7Y56nacLXC5USJugIvfD0fom24m5+AiFeOLkxs4lRHsaxo/UKjZoysNHlFl4gmc3AbTE40JXJyPZ/OHymSWIzjk/EBQ7VKKwrfPH3Fx+aKj90VNmaKBq8N2zDWyg+lahZwTXV4NYo2BFzxGAnsw5GibAWmhIAutfdskZY2jpiikKwZ/IpRoVIN4wolk1SLQuoAr1qch1fLE17qa9Kzbbmbnpj0wLdOD7zyD3ilyUSCCpRV0/n3XK1PmBixrGzDivQtylhKaZjoiNLRpIXr5US0Gk2mCRGoHWgu+9rrRub73TdZcyJdcqxvwwfexnt+sH3LGAa2YaKomtlt4sKsLQkDl/ymVxoUtDEx2RtcWdmWMyKZT8N7vnf6AbtwpiiFoZJURQqmRD5v3vD7m++RlcKnDtG5uhxSRClYpKWPIzfrV1i1/sx3npcB7UUvetGLXvSin6Ishq6sXOUz/+ebf4MfdXtup0eU1I6mX3v+gt0yMKkGVQI2HDjaDautu2dno1HSc7t6EoJ3BlMC22VlshbUTBc9XVE1t7XW0PrJbvlPd/8aX5k7JtsQla2L63CgZM3NeuRmOTDbFmUX+nhilZ7P+1fs/ZEkhie7x5aMS5GnZgcI2zAyWcez6VnF4VWLwqEzPNk9j80egD/afIf/+O7fxhKwxZNV7f3axgMiwoNz9GHF4li0YxdH7vwzJztwEwKv5yeOrXCdj/zi+H1EIKstJ90zu4ZFX7MPmSF6stqySMfOn0iuZoqGsNClhZQ01+vKkD2LHgjK4tTKWfcIGS47YVcp8tafAaqlMZ0wuVqYbEospmGyA8IzKS+MekM2hV85/QkmRUQV+lh71E62x2M4qp6A4eA2DGEmmoaj3WAiNLIym46AqrRH09fcjraMuuVset76e9q8olNApUIRw8E0/NP+U75q33J0VzRpwSXPQW9ZdUuJCwmHUhtuwzPbInzX/ylnVXvwRntDVMIQFryxjK5h60dcPjPpBslCW86s1hJEsfEjd8uP6v5GngjK8WSvUDmwTwfOl92QTR456oFnt+MTf08uCq9a/vvvf5tvje941Hu8gSHf8yfDN5DiyXnirBqem4FhXkhozqYjS60n+Di8JVjL9bwiuvB727/E7/XfY7WOg+tQJbMNE5Me8NJg0wilMOkrbtZnmrzyw+1bbDyikserBiWFb07f57F5xagrddHgUdqxi2eCKsy2Q0nB+QeMCojJ9HHEsTI6R85CGyeia1nFsosnbsOBo91xtTzXAnhTS9Ffr0eC9NwugT6uBGlZTA8C7/trnuyW63CmD3DWDa2a0cWzuA6bErdj5l33mkVsrQzQA2e34c5PNFSLY0oau1hW1THrhklaVJDaaZc8g5/50/YbuBjZ+5nPhzd1lzstxKT5qn+DL4pD2bG4hk2ceTvfc7IbrEQ6vzDagXloyQVmafDOQBIkweg6yJ5dGJlcSxCHCR5F4tndUbIHlVicQcfIrz7/EcFYsmh24URShaPe06SR4OC+vebGH9iGCa8Gvupeo+PID3av+Ohu+WR8xqJAdlgbyGYPYtjnEzZmRmvJYUXiyM36gRv/xCfLM0o6Hvo9m2WkiQFv687gVTziciIYQ+8DpQhH95omZ7q0cnY9XzRveBMeaezKR3ODS4F9fGJ0PSYV2rxwNANJDK/XA0UyH/sdfazD5snWuoVS4KndcbI9KmYW3bBawy6M1SrMmb/++Dvs4oh0KzpB7xeSbmgjoArnZsfH9jNux+PPfO95GdBe9KIXvehFL/opEhKrcozS8pemH2Bz4b5/xXU88qR3/MnwlmxGDIGCsNodJle+4Wg7+hQge55dhyWjU6aIY24cqmSezC2raSnU8P6huSIpRZsir8MDmzTTJU8BjnbHZHq0JM52YDYNtkREKkZfl4AlcHD7WmJd6t3gVTmGEFDAaHts9vz8+o4i1LLcSzGyLRF7sVbe+Ge+O/+QoJrLz7dQRPC6FiMrMifbEVSgyZGzGZgviPCzaTg0e1wCcmZ0Ox7Nnkwia43JiYxnMeayYzFR1CWfl1dM9pxtT8TSqpUn17FI/fm80ngxNNmTURztQBRBJc+z2ZJEUQQe7DVZ2brLojWrcaickGzIqsOUgBT4cf+movITnMxAUAZVMiIw2Z6oDDZngjbswwFbIlErRt2xSQuIcDIdkku1jWmDLglXIs92S9AWRWI0DYJwHVa+vXyFiKVJK0XUBTEf0CSSaTCs5LISxPJlc8N/0X0PXWo5cp9W2gyTbclFsw8jo23Juto/hUgUBwWKJCbXEdQeWxLB9AgJV1aisoy6o00rUHg2GywVRf+x2ROUxuTA94fP+Njessm1wNslYUgLpUDQA45IkxIfd1eXXYRCVIrJtNUyWwqntlpuP13vEVXJmy4litRjTsmIKsx6QxZFHz8y656FFp0XFILXDW2eoGSemte4HNFZONqhDv8l8uRuiKq/1EwUZrev5Mp0qVG4nOOIYjYNOkdEwdn0zNLQphmva79hU+oO8cm2l+uy4WzbutuKqlbMArpEJtOQTbU5J2VIRuPSiqjCx02HKuDyymw3SEmYEjm4Di8OnTJKJZbGYgjYEmjKiuiEUHeDi8DeH4liGY2hLTNCIeiOTlaaPPPYXPO63NPFatU92g2uBKRkvKn2WxMSq61WUZs90ShQoHNBBLwx1b4KBOvIuVqm48VG3IRAMI6H7hpTYn39sgMFRVfq8C9ZMCXy3OyYTbXGNmUhmIEmJ3RJNcsmhUzkfXvDbDYkVVhUw2otqmRMKUjXcnQ7dnHi0Q2V0FmEY7thNRaXExlV6wRULTs/uoZdOtcbZjlyMJuLBTPxaLaoXGiKZ9aOs9nhcuCju2LWji6e2YYzz3agFCElhVf9hXSbL44IQZfEJkwUo2qZeKmvQ1mET9Z7otL12hdHqk3WNHkhXiYukwNtnnm3vf2Z7z0vA9qLXvSiF73oRT9VwuBHiig+Xe554w+IZGwpvPJPPDWOs/KYUuhjRF8ABLrGxuCSiCmSSChshiZDEaGPgdtwppDxaJoU8FooZHQO/OXzH/Gt+Suk5AvKHVZxRFEs2uGNw6QEsSLFHZGuLMgFgn8Vj1/j1smB+ZL9UBcy5ZAWVM4XZLunTXXXSoAhrnxn+oKEok0LNjtcqPmW0wUE8RM0uot1kT+qnm2YiGQ0niEmomrJKEzxqOyxJFz0mDIzakNEsQrYHMhFo2Ihq4rvD9oQlGG0rtquckKVTB9q+fTRbGhSoEuej82AJ1JKpR3+pOpAAUWgiwtNWoh6wFEqqjsLo+5rObFStNmjc8alULNjpSLdf9IF50rA5EgSqaXSRdC5Dr5tnurQB1jS5bGGSXeMZkspGZUWVImYUnB5weWp5ojSyhAnVEoIQhQhkzmagU08chMOtBlMilwHj8qaVAB+gqI3mJxxZERV4HcXEzYrsgiP9oYkFc9OUfRp+TrLZnOoQ0yu51+bVnK2tShAFX5v811mbWlyYKGnKMeQJqJydRFdGeeoS76oSZ4+rmQEFwPkTCZh/cSvTH/Kr53+sF4HJVJQRDRN8TWXg8IAQzyyaIuWWsEwmtrNp3ImFxjtFRZomOvPWQopCypnBIPKNX/U5lQfc8HIZxQ2BZQkapIro0u+2GkdqkQWaxEKNieGVLvIRqNZlUKSMMSJIU+oDJs4s0kzWTSrEhoJmCi1mPpyDnoFTZ6pt0IUhVpFEer+b+30EtCqVkvkUjH4q7H1ZgM1o/iN5T1e1zyoTRW2r6mF1IrCp/6R2/CMD7bekNAOnVLF2JdAmwMmRrroaYrHplgx+gJ38zNZTMXup3o8a2au7vbrXM+bdllrvsxtGfx0yRgKkmtmTkeBqGrNBYYslfJaLbWVYDikmck0pFJQzKgIKk8V349FlUIbE+XyPCalebR7ZmXJJSBRMGQE6MP0Z16nCymrOiymlU/XLxmNrc95iLzyTyRVr/NNHrEXi2gUTZtnTnpgiGf6MNcssShYNV41mOJpU+AsA4qMK4mEhksuT12GWikFGwNB6pC5FgdSOJueJpwJtemgUk8v5+TP0suA9qIXvehFL3rRT5HJiZ9f7tmmE0FbvC4M4USWTFNWduEZkypIQBePDc+MZqDowi7OlDySVc8nc8WKr1YTWbChQiT6+EQXA3dhZLENfTihSmI2mkU72rzQ5ABK2IUTTfSUoul8wKTIYhwYoU1nRrXh5AZehWfa0jDpgetlZOdnDs1AnhN9mAmXO7wn1RFVg86WzXLiZDY82R0Bw0Nzzd+5+6t0eaTkOvRMZmAzn4nKogRupyP7dUEk8QunH7FPZw5u4CpG+uRJ6kgfMpsQuY0TloGARrOQ9JbbdcGFhKZHZcUvH/+Y4FpWNdD5mdv5gZg02nuGeCbohpBrZ1gsmjavdGnhZHtKhj6fUSWRs7CJZzbzEzEpXApcLwdmAZ7WfAAAdJhJREFU27Nfvk/jJ1TeUnThm/N7XMrs8pmrcGQTJxbjmKXmx7x2nPRQi5iVufTLRRqJX8MwtnFm4RavB3SKjNIhOfPWf8QQWHUHpbCKYVUQlCaVwrO5Y7ce+Wz6CFlYtUPFBRM8RRlu/YEhwdv4ninP6LTlvb0iyMzr45EsirPtuV6O7Jd7FjGVhpgmVmuJUtiuI0ZO2Bhow0QRxTv9GpvrbutsOkw27PMBrxpKMVynA6UYfGn5m+//Hq/WEwczsM0PkJ95cjts8bT+nlWqlbLztcT3pAeGsLJfM0G3nHXPm48TGFsBKrnQlmoPzalaw2bV47XldnlHRHNoPuO704/oy8pke1T2qJSYSx3Ir9eRg+mYlWUXRoSCE0ebFSqfWFSLKYEuPtGVGa0jfZxo8spZD3R+wcWRIo5JWjZh5CYcOOobXIwYEmfdErPhs/GRXASXFzZpoogmYRAFi9FMpuPTw3uu19p3WHSgDxOzqb1/+/mRpBRKFJ+cfsykNyziaP7f7P1Zr23bep6HPV+rejXGmMUqd3EKkiJFUwIpUUUiSpYgJFCBAHGQi8BBkKsEhoHkPr7KTZA/ECCBYeQHJAFiww4sJxJgGJRiWZYsU5TIQ7E+5+yz917FLEbRq1bmovW1DiHwHAnKTRjMF1h7rzXnKHrRevH19n7Pm0aasrBaxykcsHODyy1JGX6z/RYl1ZkalQufXd7wG1c/wevpkZt14WxqyPfr09dMqudkD9yuDyypw3eGEiosZDYtURmeXR6gwNw1W+GcONkbdIbreeKr/gU61+KtY0EUmDCzKxNeNUhZsawc9wNN9LR+4bG5AhSHeEaU56iv2YUHUpOZdMc3lwuv1yPXwXPnbjBpZlGFe3PDzx6/R58zB69o1YwRx2p6pAhmESZr8TET55VC4lBOvJ5+n9U0ZFvowkyTPCe3wxXNPowEZYlKcTXOXKczRhS2BH56/B6j2fHOXvNnHr6DlsjJDDy/nGhzLfCHFHjAcTZXvO2e83K64GJkZ88M8YGw9R++WB/5+7uf56vmBRfb8fL8wKodWSla72uBKbUIjWKwElBJOCwX7voXNfw7rayqYdU9wzz/2GvPU4H2pCc96UlPetKPUJHC99vnFfhQIjbDaPeoAl4sR3tDNDXYdNUN0ezo4woF7u2OIQs6j7zt9mgKOkU0jmh0DXYWy2ocd26Hi57Z7oli6eJCnxYm3RHEQimc7H6jLQZmWwNom+jRuTDbA02ZaVLgzl6ziOcQTzy0PSfX06YZ08BoO5qc+Pb0BVYSbV5JsvLY3dLmhV2cMST24cQvPf4Ki+rxpqEQcdHjral9VTly1x84OkcfPb+7+7zmKEXPxZiaTVQOFJbaU5IVQWY0hVXv0HnmYh2rNVBGTFn5nd03MRs2fXYND+01TgLJNZztDU1a0DpztleIqrM/j26HixGUMKueLBotmYvZMTU7jErMuuGr4QUurlzsZwTbo+SMJOEH/XOiFmZxjKZnMS0uRSyR1dV1bbInKQU5oXMFNVxUi80RRWY0LUbODP6BoCuwACV82b4iiaFJcy2ESRj0liwHQzox2Z433S1apRrubFtEFSQF3rsrzkYTaCnuCtFnrsOIpeG46yu2Oy48tjvO7fPNjgarHjApVBuq20NuCa5hsT2qJG7yA0EZcjFc+wtJAu/NDYaA/oDel8x1OPJ3b36ek2155o+obLh332AXR6TA6F7SlIDNmdm5zcq18r7bMzaC5MS1P/H+WYMNM0l0hb5Ii4se0bFuuxToysJD8wm6RJp4x3f7z1jF4uJMlkq33HFiNTvu3UCfV2yOnGxXKadl5WIcSe3o8kwQw6l5jhShRM1kerxq6NLK1HRMZkBynXG+2IGFjiGd66wtml1a8MbwprvCEQmq4cEeaDarZxSFzjU78IurV5ycwpQa+H501wz+WAvo9rqGhxd4u/8cl1dsiqymx4urhYC54JtIFI/LCz+zfJfJtIAwmpaz3fGt8Su+7m94cK7O2gFfHl6zTyNNXvHaYbXnaj4jJhOVpUsLOife7F+gSkTHTFSGyTq6dMFrzdg0HNYjGsViLDMtkjPedsw4TPYk3ZFpeDadmE3LuRm4XR7RJO7cgZgbnsVHzu6AjtCmlR+0HW+aA0kS1/FcLY5An2b+2c23SVI4G0jZEBBsnvFasbQKmzKtLhTboYsQs+VN/w10zphUGO3Aqh3PlxNeEke7R+dEl1eOQ8dR75DiCWL4rd3nXPsjz8KZXzv8FCrXAurdcGBVLSbD++aKb6RHrsMj1+uJd/2OKIawtkzmBigM68ij2/EXxn+KxEyXPV/tn9GlSrudXYuWRBcXFl0z90pRRK1YXMP1eEcRBSKYnDB5Ze6aH3vteSrQnvSkJz3pSX9kJCJ/Q0T+uYj8toj8e3/I7/9nIvKr25//UkR+4Q/87vdF5J+KyK+IyD/6V/m+JJpZGbyygOClYsIf1AGvHPsw0SRX+1CALNU8Uyg1o8vsNjOVkDZbSxFFlhpCO+uOd/aKamwUKKARouoIquWNvSVLte6UjXpXlNSb6ZxJSkMGVSo+WuVC7V4pnOxAKpWM5zKYrTTIaL5uXjOkiUU0iK5WppI/ovYVhV2utDmXV6JSKLUSdUdEVzsUQhbDg610vigVrZ6B6iDUzNbx3h5YTDVe7sNYCxEUSUCTCaKJ2rCYtt5QU21nWTRRabo0U6RUK18pmOJr0YSiSQFHot3sbVnq9rU5UJShiMaUTJM9QiFqRxBYtaYoyEVRijCpvmYaKVfR7NQ+soSqvWFab31XBiFjUyRrkFKtc7UnqNlIjLXPCqCLM6ZEuhRwyIaIrzFdfarI+1VV0IrZbHyoBkShyHzpnvOod3TJsypDVmnrBaxYcLXhzVflqv0qJyKFJBVJn6VgsiWWzdRXPZAV9y+Gk6tRAE3xCBV8UxJbcddz0R1eKrYdJXU7ZojKoCSTEaJSVLsXKMkMYYuNkETWiqAdQbf8VvsNzmZXke2qfFwerVK1xKkEQo2pKBX/rj4sLGWLlYi0acJkRUEDwqw6oirYPANCUhZQSCmczK4W1x+kChTqHlNs6HdYbLVUftieUar1clENbfLbcRAIyuHFMNNRimbSPWo7vpVIzTQs1bZYyaL1uPWKj3Y42Ran7p+6zVCJKPWYQWCfx2q7LZ7RdXSh2ogNEDHU2/e6n3VOvHPX/H73KWezq4h6hCQaoeLhvW5qgZNTpXZS/x6UJmtF3HrqRJWNhqqqRVEEXTwBzarq2B/SXHPQRNPkhFKZoGSzBZd6DG7fcueuaGIdWxlNV2ZULixiKYrtnBFRueBKxBCrRbsVtCpkcYx2wGbBlFTH1WYtfLQVcKMpFRYkteD5onnNSV+jULQ5cGkb7t2OIrCWSmwUyRuxUXGIJx7Nvs4ms+HwDcQN6CQI53ZXv6cUnuUHTKkxCEHVMajICIWL7Umi6PNEkS0eQRmKsohU2yjbeS/9S0qwpwLtSU960pOe9EdCIqKB/yPwN4GfA/6nIvJz/8LLfg/4K6WUnwf+d8B/8C/8/q+WUv5UKeXP/it+K1YK+zLzt29/ia+ba16c74imwij+5PENuTwjUTOCTDqzmpYsMMSJWSuiGng+L6RCDWMtCzfjRFCKIpFvTG/pSmYyLc/mO/pUm9j/k9u/xGTaCpiQwj5d2MURFyK991yvZ4IyJCN0/sgsHRfpuVpPBNUQpKFLni6uTK5Fp5Vrf2ZVhklZ3usbstLoXJHfFz1UmAKKr7qX/J3bv8iQzmRUzdvSHV264Lbsn52fabMmasutP/Jqfc/FdOxjYL+emE1GRPiJ8ffRBRSOd/qa1TQU6bjyFWdupSUWy61/INgGF6Ff14oJj4bDunId1hpyXTKiMotyOBIuByiZm+R5FS4bPCIy5KVSD7dZk1w0q2lx6QjpUuMGiPzi43doUqRlZQgTbV5rf18xuOjRpbDohj4srLblwVzTh4BRmYQliOEQLnjlWMyAyokgliiGT5Z37MJUw76JBOXIJfKd7nNG1XDfHGoBlyOT9ETRSApEGpRq+XS952fmNxzKiUkKqiSOtmVWmX2YURKZdcNhHbFxJIhBksKWhSyKKIrDOvL5/BvYElBxAYRFtdjsuQoPJKlQlCGPzNKwqIaX8YE2BVQR/ua7f8BPjl8z0TJpQ1NOvHO3aAI2nPBiKShuLmdKUcyqxStLF0eyslzsjhfTRDKO3+4/5592P02fF7yy6JK5Die8tCQxdHEkoDjaT3gWzticWHXLEM5bfEOHqMLL5QdMqhDFsg8TukREDH302Hys/UMU+uWOJq9Y8fRpwuSAV5aShTZcKBhWHM/XB56HI5MeaEJAk1lU3YefLw9EGXjmA31eSBiUgJLI2TSMpmPnZ67WzEhTqxwyi+lJRfN8jnhVZ8P6MGJoEQrP/ULPgteOlAwsBpPrLXkbV8ZUMfs2RVrv+SdXf5y9XxhC+Jh/6MJEiULCMIsjR4PYQpMit8sRv+URDuvCZDqSlZrthmU2HaUIKgiT7YGMy6E+8EFo15GGFU9DKREjnnNbZ/n/2MPvs+gWTT3HaTyjGhjCmWiFqBx9PHG9zCgcX7QvUTEwa+HBXPPZdEdXEoWBjpkmg8mFIY2YlPFas8yZEhdu5jfs1guv/BGNo2hoYp2FXIwBKez8hSEuKEns/cw+jYxmx1VY6dOMVw1BHJ/M9xiVOao9ZMVVeECTeL5e+HR5w6N7xlfdcz6b7zAlIzaw82/r2NOm5iAWIYhj0i2SClEMSGYX6szqxfbs40iTI0OeMAl268Ts9vShPoRbVUMSQzuHH3vleSrQnvSkJz3pSX9U9OeB3y6l/G4pxQP/F+Df+oMvKKX8l6WUh+2f/xXw+f93X5k5qYGT6vlr7/8eL9YLb/YveOaPTKrlH99+k2TucCWQlSWaPV0c0RmOdsdV9Egeed81GCm4kPCq4W7oGfxCEwujbZhJXPmR++6KUVsOYeavH/8BN2nkEEZc9sy6ZdQ9qMypGbi4vuLfk2VsbunzyE+dv8+xucLmlefLXbUtGccunCiqcHQ7XF54Hs5oSbi8klQgKsUujRVWAXxr+gF/4/0vM+o9q9j6BL8YzuZAEEOXpdLTdEAVeHB73jbPeOkfOFnLu/4FOw9LNty5FxxVD0wMTHQhYPOFh6ahlELKF5RK3LkbrJ8xZWZuLLNpcHrlvrvipDu6uNan20Xo88KqHBfbo0lcKHy1RQQUhKMZCMpxFS+MuiMoTR9GkjqA3tHkhZwNv3r9MwRtIFXC5aocbfQMecYS6crEEGfObiBl4TqcmKxloaGPC4rMox1o00wfTiDQ5oUhT3zpXnDX3GByICnQJXOInp+dfpe9P7H3jyymYzYNh3SuwBfbYJkhj9zZKx61ISdDnyHoBhcvqFwDkVXOPPMnTs2O2exxRVF0ZpYeEzOuRMZm4IvhJ9AlUkyLKol9uhCU42hv6MNEFsWjvmKXFoY4cmeuWbXB5JX/+OVf4vd2n3CVz6ik0MXxyfoOKZporhjKgsuBS9uiJLOLM1EpZjPQhJkhjLzraw/enzt+hz+2fg9JpYJERDi7gTaNdGli0T2mCLYceddcM6uGw3Ihq232Ls2QMz/ov02Xzgx54rxRBFVamIxDZ0WTZhLCpX1JzLUAmnTPohq64FFSmOweHTx9mXnb3PLeXLGPZy52j8uRm1AR6F+21wgrD05xth0ur7i8onPmOs5c+Qv3bs9DqxjKTEgtQVkav5JFcXKZm/VEly5MtqewIDnz3rWMdPRhQekIbUTJgi41UBxbZ/KKUizO8bn/imCEo6sU1UxhcQNGZ14s7/HKccMDXViYdMN9e1XtduK4H67YhRG7ZpQU9mmiWUMNe7aFPiw190w7XAwYPKFpKEUY0oWsBsiGJkSCcfyzmz+OSRFdEg/ugGTNIY48ds9QXtPFmcnsuW97VF658WeCbXmxnNmnM+/aK4KAKkd8bpF0AfHMdEStGULAKIvqdtx1L1lUww/aa3LxXM8XFtMQtKb3C6UIZ7tj1g6XIour4dYLiaMWTmbPs/mBQzzzO/1n+Gx5lh7w2nC0t5hceHQ9s66Ao12c+LK7RQGDjzw2n1KU0EXPqDsQoU8Lh/VCMIYmrZhcZ86kJN6ra/6L6z/PRXeoRRMMXJoOnVdGW3t5XfS8nL9PbPUfesX5oKcC7UlPetKTnvRHRZ8B3/8D//5i+9mP0v8C+M/+wL8L8LdF5L8RkX/nR71JRP4dEflHIvKPChqXFiyJrDRW/Eei3JAWshQm0SSxUKqdKaoOEUWbAl4pNBpVIKNI5ocX5cl1LNpyb68QcXhjaXKhyYXJOGzxm9Wp0sTYLFJBLC55vDKMtkORsNmTxHHfHVAUdIG77gaRgiKTpMGlSnDMYgiq4ZW/J2OQjZ72waaoyJz1wNvmtlqhyDw013iVUTmQlZApOBKqQNisTVIqNl0VhQK8VuhiMWQaAkiFFggBxNXZLxRFHFIKTfRkZTg3ez4QCksRTFK1MDKuUthCRYl7ZXEpMJuWox1QmxUzKFODgIFZ92SBJntW3VWiYAakwxLIaKQU/DYrIdS/l1IJe6UIq3KkXPvqgjbAFrBtNiQ4mSgNkjM6F1ZxjKrDERAprKYjiLAILKYji0NEiNIhBa78uZrOtKBSwiYQLJB5b294cHuSSO3HMTtEFVTMBOW4mK5uu7SQpFCKxgBF22ofKwlbYNE9bITLRTVbF1zhYrtKzsueRbsaqSD1t6tu+KZ/W7PJVMeqLFIiq1gKQpJSZ2S0odlIdouxmFLD2FdTi10XI4jwPJ956e9AFdKHTrxSvyeh0YAlghhUTvRlBaUIUk233gwUDCbDZK7wSqM3Q++sB0xeEAqr7jAUMplohKwrPk9ROJu+Uk0p+K03slCBHLN09HEmi+JoD1BgyAuLrjO3TQoEZZlVzQqblWNSDlsSFEMWjZIIuTC7tkZYFBhdQ9RD7VET8NptJ5qMN5ZSFConvDiiWCjCbTjVPihlUDlzdPta+KW4vV9QJZGU8L674afnL7gNZ7yytTcyF7yxtT+Pgk0Bb+uDiElXnL1kIRdF0A3kOt6DNuStW1JJJiuFLgtJFVbj6n5Qllm3JBHatLBqw6LrPlMSWU2Djb7uSwpZCS4tTGYgb2HwNfi7oQ/zhsq/xhtHRDEaR4mFvK4EpVidQ+VYi6pmt8V0KGbbbDREiGKYtAMUz+IDP7W+BWVIovjavsArx60/YalgJVc8SGFWdV9oCrNpCLrOCJciSC7YjXg66hYvjpMeGHVX1zHH2tOn2mpwlGo6vgmnmgFnLTpvtnMlUASbayzKrAdsyD/m0vVUoD3pSU960pP+6OgP4xKXP/SFIn+VWqD9b/7Aj/9iKeUXqRbJ/5WI/OU/7L2llP+glPJnSyl/Vsg8i/dbMVEge4YwM7umzpbEkWR2BHG0cULyvFkXU83tAqJquPUTpEDIFW7hYqZQWCh8utzRloRXhtt1po+RUBQJYRdqADEU+jTy+fQVTVx5thwxOQKgdKH3J2LIzK7h2XJCS81ZGpKnSZ5Z95RUaKOnSL3p/R37OSYHdFJczZXYNuuWiOK+ueYf7f8EJle0fIWlC12eiMrgVeHgT5iicCny+nLHLl0Y4kSfQg0NNhlHYgiR18uRJslWABqKWNqQK3ExF3TWvL68J2oH2bCPE0OaCdnwfJx57WfatNDElYhm0h3dRrhMIoiALR6TE9friTaudOvCSQZULlyvJ4Iy6Dyi84zJhiEuvFrutz42Txdn2hCIoshZeFTX6JxYlcHkwN+7/nNMqqPZSH8JqQVjmulCIW4hwzMDGcWzUEEKOQs6FZDa/xeUxuuOWSwqFnbeY1PChZVUIk3MiNTg5Z9Y72jKwqRhH/LW46h5OV0QCpNu2YWZfj1j/ZldmOjSRFQKXyx7v1BkxZSIThXxTiqYHDH4esOMwpV1e4igGfKEZKFLgT/7+Gsc4sRMw5BPmPjIye1BIiZOW2ByovO+3uAXSxSLSytJVF3WhwmVA5Dpwloz2yiokmmjJ2KQnDnMd8zKElXHC3/BlszZDlytI5ISK5qihD7Grbirsz+GiJKCSStB1aKjAG2a0ZJxeK7WM+2WW1cK9GmkT5GYHV1Y2eeRRfUc1vPWNwYJzc0yUgpc+QdMTkyq46IHTPGsUvsHicLVmolAU1Z224yUKonddK59YAXaOBFUA4UKvCEAwuJ7ZCnUxyegUqYPNbZBh0iXPEEsXUy0qfZsJjQ6RWbpWHTH1XomJkfQmlAsuzBtvWrQhpWkDEoSh3Di9fkRKWxZX45ZDAnF9XyiTzMIuDjjSiSIQ+cFIYFkdIS9X2uvWFG83GykqzjaPONdtVBehXt2YeJ2XStpdH4gqMCkuhrvUYTBZzpZCPqmFloFJNXct0gih4DLC6hCUyZyqcXeMM/YFD9eDb5x+YoigiZjQ8TmuPWhFrq81gBwOv7qm/8WTCahUZEaDVDgxldr8yHW2IshekyKFJ24Xr8CBJPAppXfbr7Fe3PLqFtCtgRqJEW3FXIvwx1/6vwdJNcYCBciXVgIykHJH/fLnfuEdW1/7MXuqUB70pOe9KQn/VHRF8A3/sC/Pwe+/BdfJCI/D/yfgX+rlHL34eellC+3/78F/iOqZfLHSpXEG/eaR7PH5oRLhsnUnimXPGd7jUtHhjix2A5Ux5U/0/qFi+m4ShHJI++aHqUNba5P4b1R9MGjaTmbllEKez/xaDUPznIbHjEFRjOwC0u94UXz3eFzojHcddcEZen9SgoNR3dLqwOvTw+8bw94Zm78kVE1rNrxyfyWYgqjaWlCpCmeG85oIKqVh35gHy+8Wu7QpfDTl9/jf/DulzfAgaWPKwrhbK+wKXC7Bh6bKwI1a+n7+9cc7RUJzdFY7s2ew5I5a8ubZsfJdAS50GZPKqDzI7OpsIhFVkRWvnf9GTYsNHnkbAYm3WJ04m4ofGd4iZSCKlLtSGmklEIuil1YUDkymh0gXOxQZzqalk/iGxBh1u1m87wmmo7CA0d94Aftc4K25KSYTM9sG3ZhwqnEDUeyEg5hxBvLf+/u/83L9R5UJmVLG9cKotADUS80/kIfL9zkBw5x5Ev3AopgVEIUtSBJIyYnni9vuEongtW8GW4oqhZwyjScGwW59npdSJy4ZpcVj04Y/HtMztwPHYdw4dpPnF3PY/uKYnse24FR7+n8zMDCrDt0rMHnRbc0cWEoM0lpFjr24YKQmVRPlyeerQ886gOuLLRp5v/6+r/P0e54le4pqeVsP+MnL9+HYkEPNDnQRs/ZObIoDvFSZ3l1w8vxDVkJX77Yk7DkAotraLzHpWoBXKxjHy8oyZy655iSaNKZr5sbRu34dHzLub2maMM+npCcuWs7btavK4THdngcNsw1Hy0X9uFMKYLXB3I2pGg4ugMRw36dUZKZ9Y6UM41eWKzj3lxxG+94M7zApcAhXGhY+aJ/RlM8j80to21p8syL9Q5L5tPlgefrkWCFUwND9Iz0HO2exs+squEy7Hk5vUdlz2T3tHHmJhxZdUsqjiasdM2F1CmaMlWrtBZG19NHTzCOk+v5dHnHYjRH1/Dty1dYAkG3DGnmG+cveNM9AxsZ/Eo28NjuOYQLCcVsO5BCOwUuzZ5z37LzM6IT1ixchQtG4M3wnJQVOkeiaVixXPl7oj4gWdH5QDGZx7bDxIgqie8Pn6Ky5pDOLKqjWQuv1ve86z7lwe55aB0v53veDq/57HLkKp452gEpK6MNzKmjD1/zfHkLFJT27HzEWQvNgBTLXHpGfcDmyMvLPcdhR9KKwVeL8e/vPqdJK230BKtqj2QcCUpYxPHp+iWf+jf8h9/4y6il2pSDMaxiufInHlz/cRbMJc9oLEkst9OFu/4nUGSaNJOV4c9Mv863Lt9nH2bEFPo0M4SZRTeYErnTB/7Wi7/MaBuWdWBqG8amo4kLKOFk9wx+5PX6XdSw/Phrz7/0cvikJz3pSU960v9v6B8CPy0iPyEiDvi3gf/kD75ARL4J/IfA/7yU8pt/4OeDiOw//B34a8A/+5d9YZJK9dvHkd8YfpL37Y42LpVsZzq+Nb3j2aSYjSVToCTOdl97a2LgrB1aHG2qBLJgDYqCKZnJtvT5QptWNJaTrX1TUuDcXPOb7bf5zfYbeG3wusUrR1M8XhqEQhMDk2vQesWVmVn3vGuv0aUGSE+mRXJBl8IP2hu80rgSWKxhVLWXZTJttZSVwqhb3rW3iBS+bl7wa7s/ViluZJJpaUpkCCtC4dE5TKqojUvT0JeVJq91vXOmi56ja+jyxJBHvDFEvUOlTNCCV9c0WXAkkgysqqk3QcYQlcZsVMpchKbU181mYDUNWq2UDe4XtdoK4cR1XElKURQ0WyDw2QxoEqPrmc2OzEIqkUnvySbzPD6SRCha4UpAl8hkO1axzNKQVN3PbfIIMJqm2tB0ZrI9UgqmJGY7sDYDwTbMuloP92nCxIROAYWgUBzdFasyvGtfcLE7XK6zW/f2qlIsUyAXR1YdQ5q4LomX+d1G2Uuc7Q1ZABFOdmC0DpsCIoFFDCqDYmV0DV4USCLLxNm0UCKraTnZA6pkujJztjsU1QL6qPfcNVfs08SiW+7dFX/x+M8Ywsi9OYDNKFn5snuJkMilkiUf2h0l19nRyVYIhiqZt8NrktHYVBAF//XhT/Cb7bdYTMNDs6cGQkdm0xLEIgSEhJeeLo/onLjrDuQyU8EbAyKFl/OXHJtPWFS/WfigmJZ9mshSGN2AkozkM6YEolXokkhKMzaOUjQqR1bXENC02Vf8vmlxqUJiznaovZbRo7OmjdAlD2i8cVDgrhs4NTu67NFZMdoWqwJKJYrWuBRpEnwxfMqkHSavIJaH5pomFbSUOhOfBRMLq3Ss2rIqx0otzGypBfBX9hlQe/d+e1efUZmy1gdIwwvOuuX79jXeWvq0MviJs+2x1GiI2TRMfUspMOqWU9shqQYnT66OjT4tzK7aN8n1gcFD8xyVE0UJk6s23tfjW4IxRCV0aWYyhrPeYXMBlXnX3DCEE20OeGm5mAGdA9/fv8Yrx8FPZOVIag+usNodsxlwVNLq6AxKB1QJmBK5iQ888xOiHO+GG3SqLMfRdiB11rKIYjYNJmWOZsfb9lN0qf12U9txb6/oykI0mnt7g8uRtqzcNQd0yZhScymLCG32oBNf7m9Q2SMlMTUdDR4phakdyJqNjmlZrdlcBprR9fzJy29jS8R0CzamzbVgsbnGpZ+7PRdzxcE/5aA96UlPetKT/v9ApZQI/K+B/xfwHeD/Vkr5NRH5d0Xk391e9r8FngH/p38Bp/8K+Hsi8k+A/xr4T0sp/89/2XdWU1pEAe/cNaNyND5hJRDF0KcMypFL7QlRuWYUKTIimSR5s3zJ1vUDUGhihfG/bfY0JWGJZFHsw1ILE+CL9hkuhw3ZXnA5YHKiyaESFD9Y1lRBlQIZZuNo00rQDo9DSUblghKDzWByJqMwZN6Z24qpzqCp2PWyxQGMpuer5uWGHS/oPJMFNJ62+FokkNAFTAaVawZQRmhzpIszWSUcgUM4bb0iwqRbojZkBJ0r0EOLImJwpVLkXMxIApsiksGF+rm1dSgTRROwH3/mcqTLAVcyOtc/LufaIyIaqRRu8oYMjx/3beFqOWNTRJdqt/yAWc8IUQyx1JBanRNGau+LyhUibkus6P+cKAhBNZvrqv7XlYCWul8lFwTBpYn3dl9nUDaCYi51GTWFBFvxaehS4KIGHu2eWKodTlFAVKXMbaOpyQGX1w3/Hz5GJQC0KfB6va9QlK1PLFL7IHVJGxadj9EKGYUrHlXqKH65PnAIM1IyUQRTKiwhS6UVJgwuJUzOUCChiKoWPQBBOdpYt3gUw4PZk5X66FXWJZMxJG1RORKLhgJ9DJQCs2lo0wo5o3NFzbviKSXVCISU0QQUWw/l1lNUEEzKFFVwJWBL2PrV8tZzVu1tQZlaBJVAEk0b121w1LE15EASiy51W8+6q72kCgKGoDRdXtklTywarSoNMYsiK4XJVIhJyeiSKGJx2TNkj9qKy4wilrZGCuRCF2ckg9ly90xOrMrh4na8EevxlIWcNSrDUQ/ovMUoFOjTSkEQKXR+IYhFkUiq2k5tSdSEAdn6ET8cE/W/Li2wzVAnSbBtO4Abf6oRD0Uhpeae1QiBlWDqvs26weQ60i6mQ3IhSmZWDbuwoktGF8VqDEiDyYkuLZhc914IBYjs10f6OIMUTKkLqEvCpbAta6HZzosfzptNCjWQPBVWZUkbAOU6jGgVSUUTMZjiccWz0tZggpIoKPaxQma8crTpQhKznQXrOQTYsinZzumCLZEiwrfWL/lkfVPx+nrrb8ypxmYUISpNQeFVx4/vQHsq0J70pCc96Ul/hFRK+VullJ8ppfxUKeV/v/3s3y+l/Pvb3/+XpZSbDaX/Eae/kR9/YfvzJz68918mIaNy5Gx6/vLDP+bz+chp2NHGQBNXfn3/isdmos8rfQoUvWMfL5gEk27ZR5A8cXQKTaZbE33SLLbhepm4CplFW3wpXPsLd+2eJHCznvkbd3+fby5vqr0wZSbdcdmgF4/NjtH1FeMeC6vqGfLIbTpxMQM2e16v74iiWbVl7y/MtmHRjiGO7OPIUGZsmsgSSVK4Dkdu/BFF4Wcu3+Wv3f09vDg0BZMLzgdmM+DFoktg1pYokcHPjNuMy8165mg0kzXcLhGvGh6aZ/ii0fHMIU/0fsXlOx6ahtG2kM80ZeVkDjg/o/EEU0EESmfu255VWdowUkSwKdOnhVW1eGVwOXCvDffaEdFkUZx1T1CaZ/6RpKTmN4ULyBVWDF08o6PwO7vP6+xnhqwUCcMQZrQqLNohZG78uRaOaeUmnIlaEbKhC/Xp+qIdfRhxcSEpxZAm9nHkUe8Zdc1qWsXQxoldDHx7eUebEzfhgVW3iBQO6YJOgawtpkyksnBnrzlrS8gN+1RhNZ9P7xmCMGmHZNj7uZIMxdDmTDYA1Y7W5MzF9vxe83O1fVJbTA68CHcbLKTl2fqIKpmz2rNPE9fxzKO6IovQ5on/6OW/yZf9c67yhM8dQscrf0fGYqRa7GwOnLsOkcJVnDA5MeqWLszYuHJsHHq58IvH7/Cnx3+Ox3DlLxW+oPpqJ4wLs9qhRfHMf8Fdc43Xjp0/M9lrUIYhVlvrV903eR5nhjgzm6YWeckzmYYkLcNms1S6wcRCippFtSTRXIULShJJO1zakOy656gHDuHIqe1JCHt/wZbIo2lAAqNVTKrlEB7p44jKcOtHbvyJs+k5OVVzA6OmiDD4C1ngvnX0ccLmwKwHVLqgc+betnixdH5BqQQuoPNKmwNZa7ItFKk9jsdm4C/e/wqzdpxsw7W/YEsiawcGhjTSl8DzfIcdI7NpeNPdcuUvDH4iWsMuTDRzLaSHvHDwZ1CZLIXXl/dkZZl1g/UBlSOL7Rilp8sXkAbJmk8e7yhK+OLwCa/Gd5jimXRPKY5X63uCOOwKB39ikoaL6diFRz5d35KN49m68Cw88K7d1w7OcmTJLYVIVDDKQFLCLgSsNijbcWxuGdWee7sjlQXrhWAsQRuez2cowmQqsMStEa9rfEMXHxi1ELC8Or/nlb/j6+aGWDTPwz1JCxe1RxUYjWU0HZ9P3+fT6S1v3VXtY5wsF/sMWwIvlkdWqnNhiCMHfyHrmrdoUmLRLZTMsM7MumPRLWtpiRrObuCwvGPVBV0Sh3DEFM+pGX7steepQHvSk570pCc96UdIiuL1emIfL6zaEU2iSQtdXunKypAutP5Dnk3BhhOj2VG0sIsLkRElLTdhJSKsjWHWCZUSj+3AkB+wKdLlzMV19ck18NAMLMZ+zG9KWtOmGVUyXqq9sJSKdy4amjwzmh1Ht+M6nWmz5ugOtNljU+BdcyCFjEueyXSczG4Lqu2R0tCFkaM9cOeuyQi/133KL9/82Uo7K+B1x2oc/XrGa0tWhiF52hhIqvByvWdIK6dmYJ8yDUJUCzsf2PmVQ5kRta/5QXiCvuHKL+hUyGpPKYpvjV/gXc/FHWjiyhBHUlHEohniickOhKJp0lrzt6TOHp3MwKxaTPZkVWcRujxjU+Csh5q3tZyZzIBNb7AxgFwRDTwLR0wpWBXZxwuuBEbbMovDxchkOu7sAUkFjfBod6icaVTg6HqUFPq0sqoDUTtUrgTMRTVcpzNF4GwPRBHOpuNiHF4bconc2Wc00fNquadkYdUNOnlKFrJuGNLIa3/hW+H7TAQKO942r1hV5GqciEpz3+zpw8IQTszakHMN5vauYVWKLk6IeSSoFhtXonJ8ZV4hOaNIFfiB5ZDPnPWeWXVc5xMJy1nv+R+9/bsMceFRD1zlB0qZObkBUwI5XRh1y2wdXYjkojjpgX2Y6QOspieI5fo0kZuWHQs2BSyRR7snFUOfFk52YDYth7gVi+45r5c37PPEaPeQa4/hog6YXDiEhTfuwGwtfVpIolCqp0sKVRbO5oAIJPFoFSgWulwR9vf2CpULJnu8aTjpPS4F+jxzb5/RxpqDdnY7YtHchJFZWaRk+rTiVcNiOgRhtJaL7blezrSxFvRK1Qc3x/YGkyN9qPbeohqu5zsms2PUHTatiARm17KkDhcMio5Zt3xtntfZsWoW5fX4nn/47E+w9xNXYeHeHSiiOPhHFtVw31zzrelLmhCYhgYVU92ubmB0Hbt1ROXM3DmgzrbfNbfoVBjCypvhBTrXTEKlS4W4pMjAxKr7avOTzNdXt+hcMDHz9fCyZqzFC0EXvm5e0fuZZAtHd+BZDNykCYXizl2j88LRNry3t7xYHnFF0SZHp2YQw2oGklbkZDhZh/eZNC14LTRq5rC+YzUtqxOa5LE5ct8PKOqs56obpqbBhMwn4Q3PU511u44n3rXPOesd3xq/ohHPyQ1crxdaAkGZet6Shjv3jIfmir336JJp7ILLE0Esj+5AEz2/13zGu/YZJ7fnsFaoiNcGFzweRzaKJnsSCqUyOkEfZu67Z5WUWRIXu8erhmF96kF70pOe9KQnPelfSyZ7vK59aB9wkZmK7QbIokHVfoQoiiI/tDIG0TQ5VCKc6I+fURCK2i6/pVCkzvrIx88HKalajLb3CRDFbkS4TBJNUpXShghZ6e2zqXh1qUj+wodlqssbla7Wra3gVNs3Ztk+i7Ih6qv1qeLUayh3QX+0alE2OxXVYpg2al3dJrKR8Cq+HFUR8Zn6nqjsthXqZ+uSUB+XLSGl/j2LQpWyrVPF4BcRFt2TRejSUrc51WqkyBX3n2sUgZRcA7ZRFY8vkIvewni3bb1tN6FQ5IOFSartTKttu8nH39XX1X4rU9KGDa/b25RKlivbHls2nLrarFPVEyUfxwDb/vLbfv2A6v7wiiIfbtHqrAFSXwOQlGxbsGzYeFVtiEpt318/u4hCNnteUvbj59XPlo/bNyi1jQOpMQNUe2QRoYjgSiRLDdn9ME6icgjVNhvVh5EkzLr5uKyq1P4zKT9cng9o9LLt80y1lmZxZNlswKKqhbWkumc/jAXReLF8MAtnUZsdseCxFNE1MmIbw+bDGBD9cd9GVVHvFPXR+kqpGdNJ1Md9FZTZvreWSlH0R+tjVnUs6pIIouu3lbLFPFj0NjbKZiMUqAh3qbCYvCHZt91Rl3frq7RUkFCN1DDYjdZaqZjb9ws17DtveWnb8WZK3Ayu8vF84pX94bjdtjcIedtniTrmsqhtueo4/TBuynZuUlR79KLrTJIUiNpUeA+ZrNUPz5FSC0yzWf8+HBMFYTHNx3NFXUa9LYeu+4X63fX88SFA23wc71G215U6iurv6lEbtabww+NmMfU8UNfPfDgq8FK3g90eeFkipsRq5FQCRW3HbV3mJnmSgCOwiCWLImiFoa5H2M7FOmeEut9U2SzRFHROFNjOyXV7RP3hnPuH66lAe9KTnvSkJz3pRygozaNpOekdbfK4oAja8agOZDSrNKzGkJRBk4lmxxAvSM6s2hL1DaUsnEy9GDdrZBfrDczeLyTZcTYtsxZ6PxN0iyAcwrL1IHWsyiEpEpTdCrlEUfUyP4QJ7TNeGoZ4YR8mLqpnlcghnFhVhW5cryPWKJIYurBAAZcDOi9kCaym4SqcuPVnNIlvzl/xlx/+EUEchohNC22cuDTXW1+MZ1GG2TikCI/uirPp6cLKRSlS9pjccnKON+7AgkKVM8+XR3QWXHrk0TWgoJQJReDL9jXWrzRpIinDrFtQ4CSy6pYujjTUm6g2Vzx7EcUhjrjiCdLUm+7thjdoyy4vCDCZhj6MRPO8FsflhIlw1DuywFoaRj2QimbvR/pSUeldWLkJJ0SEVOAqjPXmMym6uKByvZFv0xHZbsoP6UyXF0Zq9lUXJ1zO7MOES5km1V6iF/4Obxwn21eUeFrJyqAlI8lz0R2/093yTr9gnxWSL7xa39AUw9h12Bw5+JnFNFzcFV32GBJRNE1YaHNm0R3EZ+gSaqZVDryKb7Y7Y8UuXBAiMwP7dOEQTkx0GAJNmfmPX/wlZu1qT1N2ZOnZ+5EoDieWLq2YHIlaUJI5xDNZhNkITRyxOfCw69F+5l72oCBhuA5njEQimqt4waXIqHtUyez8e965W2bV1lwy5UAEw5kksBjN6/VClzyrcpgUyXkiqZWCZUiXrahq8DhKUnhxFISbcPyYBVgtjheiMiyq5SreE7QmA0OY6fPCUbf0eSWKxSvDIRxp4rxFGHi6uDI2PYsutDlBVBTRXC3vyVIDu10MpJIZ3YE+XmjzShIDRdGvC52aSdaTykKTV56FIyJbryGVkPpL736V0XVcbMuNP2+B1gOWwD6cedvccmoG7CWDERbdsA8ju3XEW0fSmmYO2JwpCm7DA0hhtA2fXr4mbREbxIJONfPxIgNNmmqxXAyfHO/ICrRKvB7foEvES4POmk+Xt6y6wQS4CicejeGoO1IpvF7ekcVyFVc+Wd/y6AYWJSza45OjlJUmzpicsGplHzyu16imweXCnb5hsje0ccb5Qtoe3txOFzKZoAxN9gyrpyj43eYbjFvOXsTxLDzQp5kv+hcspeUQRmbX4jHbQ7BCUwpX4ZFDuDAaR1Kwxp6oOjSJIU5E7fhsfcunyzuGcGE2LSonmhTJWuHEo1JmUW0FkhRL0ZmL7TjMR5QCrxy7cMHlufbf/Rg9FWhPetKTnvSkJ/0IZTGgFId04b+4+XN80V9xe7mvfWPa8PPHL9mtN8zKsiiLiSdOdld7KeLERQuiem7XQEKzNppRZ3q/cHENFyMMcaHLwtHtuFkecbnw4A787Zu/wFfu2WZjNOzjhT4v6Fy4Wkaulwuj7UlW6MOJUe95VHt2YSSK5ev25RYNELk0e5pY8eGj7XlwNzXsWbfoUp/WP9grjm5HAX57903+zrO/SJNnSoaoNdFa+ngBKhCjDx5TLA/tgT4u3IYjZ9txEwJDSByb+sT7m9P3UZJJas+92TO5Bq9vuV2X7QZ8z6Q6ruIR73pKMdgQ6PJKzprrdWIXFxYz1N4iFRl1hyLTJk9QlpuUeZYWtFTwxW08YUrizl5V0l9RTHYATsS8MJsdRSf+2Pl7NKHO8pmUUCTObiBg6ONCVJqj29HklaIUXzfPsSnjlGe0NXi3i2ulOOoOsxUaZ7PjVXzPECeK0jQlstiB0Vi+274iKuHO3dCkpQYj6wNZW3RcCeqAVh3P/SPP44qRhYuKBN3wVX/DaDJDWEDB2bXs/YjOK7Nq0QlUWZmtYxXNEC785PprdXYlLkRluLfXmBzp0sRdc00W4SofOeuBO3fD8/CAFGHUO/7Hb3+Zz8Y33Js90UCTH/javUATSHlm1F21c44jpQgXW4usLk4E2zE1A9fLSmj3/MrVz/JPup+hYeXR1f6bXRoZzcCqG7p0IgOP7hs88w80yXOxO7p4ROfIZA4oKXw+/h7vbVszteJMVAZ0wyGu6DwzmqHmkMUzUWvEZPo4YkrkZAdyUTRxwZuOs+7Zx5F9njjZaw7rhC2JsxmIorlJK4mOfcjsY33NYnqyKN67HY/uwCGM9EE4qwatIpA5NreoVHg2e0ZT+yG7MFLUjqAtz8OMK4GpaUlJg9cUaViVxeSIWqGUTBMCh3Xil5//In1YuPETj25HxGLSQonCrDpmMbxXN4S9YYgzr8Y7TnbHpRno1oWL6YmtIiLM0vBo95AEScKb/XMke4Y0EZytgdhhoWdmVjtUmskq8sX1S0yK/PTj7/L18Iooln0cQQV+0L6gjRPRwcke6NLMIaw8NM/5ov0EyYEH1/B185xX0xGNpsgVVnt0UZhcuMpnTMqM1uJDgjCx94/s04UX/oxIR3DQxBUXI++GA4rMLoy4nJiammknZBZ7S5+gyStf717y3t3wrekrLJH35hkmJQ7pSFLCTbhgc+D7/be5b655vT7UArkP7P3XFIR33S1NWSgFFtMw2R6VcrW9a8U+TIDi3PR0aaGJHqdWdISdXzj1L2hSnRu/2B1BOa7m6cdee54KtCc96UlPetKTfoSEzCoNXhzfWL+iKYljd2CX6kzVm/YAesQQSWJZzQFVqs3Na0eTE+TAaKvNSJVqixxdtWntYs2DClSr4NHtiEpwOfEiPILWdGkBynajZ0AKD+2BxdSekozGb7CJnZ+42B5dEn2cCEqTlEKKJ6jM2faoErmOFywRKZksqdIIS/po57oOJ76xfk1UFq8bpCgoulLvckQVWHVDlIwpidVUPLimMBnLqTmgiqbkwsUcGHVfyX8CNmWkFILerGvZo8hMpsNkD5JYrSWhMBI4N9fkzfIVRRO1oc1rfY9uqq2v1KKtSLUoPbgDQTm6vBBF47Wt3tGsyaoFMhnN++6aYAw2B6Kp2woqXTAqwRFQJbMaS8SgyCSlWFSDSzW8fDI1SNyUuBEK6+zmgzmwSoNNlW6XReFy4rV/RxKFKdVCGLVGS7VioixSIrnUwvMqHhnyiim62thKhlKYbENGKhrdNHjlNiutEMTWJZDMbBveuT1FhGC6akkk1xw03WI3kuOsWtishic3kAVcXvl++4qH5pq2+I3Up9mlCZ0LSbVYAkJmdA0i1bi5GsuiWzLUXClXbZG38YiSTMlU6yOF0XQUCpqI1121XkqoY100LnuEakstUmc8TvaKGtVcmExLodpnV2U3m2smA7MZUKlQimIyHVFMRWQizKYj5xoNPeqOZQvXHk1fCaOS8cpw0i26JLyGRddjVpUafm2JuOxrz6GuZNQgDq9stSUqYbKmQnZKJBiHEKHA0faEbX2USmQDWVW7XFIabw2IwluLKokme6LWzLpGYkAiakMjK7YEVt1wVU40aSWKYXYNmkQqmseu9tnloussKpkklbaJ8EPKqao0UUUmbPAVRSbpDlOqRTEpw3e7z+t2IHHRjiT1AcTU7DYibCYoy6Irft5lT1EGXSrZdLINCUWSTCmVvei1MKmW1VQbrpGCuIaTPaBTYlSOItVCOJmOxdiPNuvRdKybjdNbTVtWZhGCRBbtakZaXvl+9wmlqDpzqzSz3qFLoShwJSFSbaaPdsCQaVJktM+3dc0fLa6qQBuXzdpeLaZn0wOFt/aW3+s+ZzIt3Ro+eK9RVBCTbF7fXThxavsfe+15KtCe9KQnPelJT/oxigVm5fiJ6QterieCNticuA0n3rR7TiZgckFTL6pDvDCElSgKA2QCvl77MSF/7EHa+ZUgLfd2R1SFLi7YEhEKbVr4ueV3+eb6NSZnmrTgsidgKQo0kdVYuuBJ0ZKUo0sTL9bjhw4T2hw+9ig99yfchrV3ObNKLXhcrkUGFIY0c+XP1Qrmz/zM+HuUIjUHKWeCCJPpmJWjyyCqotZzBo9h0h0Hf2EVYVWaISQW1ROUxaSIThNKCi4GXD6zKFApkwk0xbNKBRwg9YboQw9QLolIwm5wgN6vaDKzamlShRu8ty2jqv1CFIil3t40OZBEsVsn+jSR1YADurQiSfFoDgiFVWztgaFaQNvsuQ3nbaZp4aIHEopbf0KViPUJm8OGo6faGOOEC4E2edq8EtF4Ywm6gZKQEnEpYgrcru/Yh5FVtahcOIQzNq2wZZepEjnrni/MgUd1oCkVgd/HS21/LNDFBZNynUHKirZkiqpdTL2PNBlAk9UNtiRsqYjyfTyTUQRq2HrtmtHsU7XIrtnViAAi//Dwx7mYljZ71twjGF4td0TlMMhm4fS4radoiEu9aRXhZrlDp3pjWnLh58+/w5+6/CZ9XNiFufbhCfRpxm1B6Lp8QPn3oISX4xm/BZA3cSYjPDbPaeKZNs+wlXekVEvuXLDJI0VQ4ljFUduEap9ZFyJKateVTr5GO4hmNi0u+634D/RhZogLQStWA0Fy7cXLK6Z4Ao7rZaGNgaAUUUGbPSVaJFeLbUZRJPBqfocphSQGyStNWglSKEVoo0cEjCzY7DFbj9LAiEtxy0QcuIk1ND1oy/P14WNPqNeOm/XIC3/kE/8eEqy6wkva6GtAiAhtXmm8x+ZEm1eGZUVJBlVBIVkZFrHY6DHErc9ScQiPCIVUFF0I9eFQs0dS2c4tFpszTV5JoiEq+jDXsa80SGQfRgBeTUd2aeJsOyBg8hk7Z1x4pEkBj0WVQh8isTRIERbd8qZ7ydk0lLyyX8atw66eL2uRZqgRE7XzcJdmPp+/xCtDwNEsnjYvpCKkrLgOJ4RCQONCIIhGEHZxhFJYlKUUze20bD15sr2uZvwN/gJFPvYnqlQ+4v9j0fxe+xkuB6a4o6gaM0AOBIGSNbv1Qpunjxl+P0pPBdqTnvSkJz3pST9SwqfrV1zFS32yLYEhjASj8cqwD4+s+pZJ97R+QlIN//XWsg8zZ60R1fNyHikxMmuDzR4XMpNzBAm8XI8MGS6u49YHbtbAo94RC+zjmYttWXVHmxd+cvwuJiZeTQ81gNY2GOM5rO9YkuMHV895Ph9pSsv75pYhLTTJ8755jsTELkwEbVlVy4NcoXJC55arceRkdtw11wD87u5z/tbzfxNdIk1aWbQlSWEfjgTtGHXhZnnEokkovn3+iutwQpG4DpHbcOTSCENJHILnE/9IU3qiaJQIWQ7sQp1N6YtFsuPb918SbcsqOw7hzJBmYtK8uET+jfO7DUyQMClx0gMNHpsDo+1IytClC7nA4Ee6uNKtM1+Zl+icuYpnLnaP5oEmTih2XKcTn83vaUPASGSII4NfGG2HL5o7dY3KmZMZ6PzCf/7sl3jb3KIzWOUZbZ2xO8QRGx1ed0y6407dMqqOT8NbDIFYNJJrvtxsBoIyHO0zHvQBFxOvxwdUBh0TJa4cloSSntf+Hc9zoC0jJ1W4CYXJPicp4dXxxGw6jm7Hfp24Wd5BHLmeJvbpxOwaLtIx+JEiK0FpVJxJomuPWQ40LFxsDwi7fGZRLWe74yYfiThA829/9Xe49hPv1DU77mnDW747fIKUgIojQQxBGQ7rgs2Rk97VnL3keWhvsTHy6bszhoCoQhsWvLWkbUa09ytnPVCy4mp5TxRhNXterQ8MyfPV7jn7+QGVImezpyjDi3ni7J4TRLH3M46VZCxDOBIUzLpHpNCkE1oHlE7crg80xXNxLblAG89YUYTg6LznWXjkaG759PyWoAwX0zOrlk/HB1IRrtc7hrgy6Z47ews58dbteTB7nC/sVmFRhoEzez/iTUOTV4bxxEN7ADHswonZ9FxMT5MmtFSS5LjsMZeMl7bCJVLhsI4EpdAxcuUn3je3dDFxta68bW/JxWDTwkUN/GD4hM8vX+FTx+xadCw8m45cTI8jbz2ngm80V8uR23FksY4SNCF0PNqBlAuvx/c0eLJoTFhpS+DsrnHxCKoG3EvQPF8vJK0paL49fh8kctIDXbwQ2sKjPfB6/h63/szVErhvrnk1/oB3XceDueIQRgTL4A2DuTDb1zy6msmYk2G0hhQ9cZlRBJysDPFIUJaH/sDN5YiJmdk6MoqfPH3/I02x9YmrcEZpjcuJIc182X7Cvb7hf/K9/xxjI0e7w8VaqI52x22YGPJS6afasQsRnQKXVvFy+p267VTdn/+w/3m+13+jnnOiYtItXlt2YSKK4Xk88jfv/i6997TuwrB6dutUyZ+lcOOPTK7n6+Zb5FP7Y688TwXak570pCc96Uk/QlISd/YZo6l2FIVltAM61WfkF3vA5hNdWpndQNIdbQ6onBlty3VY0Hnhrt0hxuCIBOXwtgYeR+m42I5ZKbroOVnH0TX0eUJL4WJ2FX9dMqPZ8b3+M5IS7tpDpcWlRMmai7vB6sR+HbnrrvCy0KWZybQs2rGPF5TKjLbH5siz+MCz8kBSjqRXjsOBpqwcYn3a/XJ5z3/n9E+JyjCbfqOVCbPuafJKlwoP7TVBEm0OfH/3ikl3TKbnYixnu6eJMKO5WMejG1hVjSOIIkBFaCetmVUCCXx19QyVPKICR7tn0Q1OBR56y+/3t0RVrW6T6enygpTCbNraO1YyixpAKS7Nntn0zE3HbX7EK8P75hqXVkruCKYnS7Wmfdk9r+S3IoxmYHEOlyNaCg0zRYQmR1Zr+SsP/1Xt09GaRVqaVMOYz6ZnttCsI21e2FNx/V+750SqffGDndPmgMqJfTjSlbXuy25H1hAbi2jHYgXyzDt3y6N23OnnOCwnK9g0oUvmbjegSg0HPzcdx+YZwQ7cDwMXvcemSCML49bTZ4Bga2EmAlFZVhwu+2rzUwNIoUkLR7NHl4DNgb9/8/NcXMdVuRBKx9m+5nY9IkXhzQ5NRqTw0PVEZWjKCqoQtaNNC5rM22cdiWpJm2yLyhldaoD35JqK7DfCsX2BKRETR+7snlVpduHM1NT+vLasSIaHpqVJIwXF6FoCNeT65K4xRdV+QWAyh2rry5r75pqExsSMiDCZHV4UyiZG13BSA10aeWiuKzmwREQyb/ortBQe2hdcTAsUrsIZK4m+eHZxxDvNpQFDYdQtJ7fH5opwv/QHbIoUgdHua2GcA6vuSVh0TnTNyLJrUIRKaNWVdKpLYXIti7abldVwtppDvFRLqGnY5ZFdHDl2B4z2dHFBVOKhO9CVlYww2Q5dEiZm7vpb3gxXNVjZFLT1tDlggff9DbNukVLwtq0W2nhmNddkNCoVkoW3zWELXk/8/vApEUdXFrzqsB7asnDXfsqj2zM7YR8vvB8+oU+JLi88uB1ZCqODqXSYcqHJcyVM6lwzF0XAthQx5GxYdO1Z7MPCY3/AG43JlQf6O/tvoEu1Wk/OsOgGlQNRac6mY5/OXMUz/9mnv4SNiSavBL1Z0NPCo+0ZVe3/a7JnsoakLP3queu+hQioLSz8F+dfZ+cvNMmjTc1jpBTOdkAoLNLwD65+gck2hNgwNg5v60x1EbVFqazchLeEq6cZtCc96UlPetKT/rVUROF1uyG/C1Fqr88iLVEMXfQcgq/9VRWQj+SA3yhiQTkKmbwxr+UjYL2i+bvscdlXfHYpzNoQpKBFKFje2RtUqaj2iuRXZGVqv1dJtXAqQhaNSKENfjMAwS6O5FItOrkkZlPx6ZnCSQ9kFEk+LHXC5LShrGs/3LU/Uai46T5lXAawFeMtpoa5Iiy24sPjFiuA5Lo+CYpkTrpnEU0hs4tT3QIls5iKt674/ZoDpnLBpICw2cREkVXhYlpUkdolJdVaV8pm2SyRPgUqDLx2JNlSiyddEmbDmtvsycoRqZa1KBqRTFQVza2oeHaTU92WJZCUwm74fJVrjlzeUOuUD5h6QZVItqbi9om1d6doVBJMDrQ505ZIFrAlVpgJgazAa0cQQ8kKJeB13S9FFFfxxHU80eRIEqB4CopgzMd1B4jGoUvtnUtAoa53EoVXQiw/7H80RD7EB+hcPuLnVar9beSKY1+U4St38xGDbygUVdHiWdXtJaUguZA3jL4pEZXrNpFcWK2r/X8ifN+94tEcIFP7rzY5AipXml6llNaA5oCmSdt6A6oE6jxkwJSM3myfCY0uiSZHKHmjeFZEu4ofIg0ELxZHfUigUJQND6+oZEBLYLW1z8zmgC0RL5Y2xrqeFHSp+xYEWyJ2M4gmQJeClBqKbqPfLJyyYf/TR2x8zRyQ+tpSEMnYEms4wtan9OgGotI0ufZL9XGixiAofHGULRqgUHO2ftC84Iv2Jbn8MEKB/CE2Ary29dgqEUOmZNnWPW3Fco1FkLxtawpBTI32KIIqCl3quvZpqdAfalSAKmz7zCDbea0ehcKiHDZFgmh0rtAOUzJSMoVMFIPO1b7tcsCQcDkijUZpjRRB54hgqk03BYpS9ZvTh7NZqSj9Upf7B81LvnTPKBSaHBjKBSWZs205yYDKwDbmg1b1vMqHIJKN3q8zk2uJYtElYFTd77pEDuX88bgrQEP4GCJwNj2rtmQR1HYkRmXqNpJCwBKVxeSVtqw/9trzVKA96UlPetKTnvQjJQxl4ipd+NvP/hJfNwc+Pb6rN8gCP//4FRKf48WgcsDFI7PpKQp2YWJSmqQGns8rpUDQGptXno0Tq3GsGvZhYZczZ9vxfHqkS4FZt/yn1/9dRtVxthVw0OaZQzwhqXC7nLhazzXLTHv6cGKWjh/0r7haTwTV8GivaKOnj4GzvUKXwrPlEa8ck7Kc1UBSBpP1x4Dli+kpwBf9a/7O87/EkC41H0gKShJDOtMmz6IKQxjpY22av/EXXq3veTA7DiHwfHrH5ISBmW9N36UpEaHlQR1YrCGqPderR5eClp6A5Zm/x7sWkxTt6iuhL1mezSf65OuNPpmiEpPqMCXTppVcFNc58ok/o3JB5cwhT9jiOZueIS4IwmwHbH6kpJEoBqUiv3D/G5iUMES6MNPllcU4JmmYpCMVw6wb9n5GaWE0PX0IWAkEbYhiuPYji+kY7RVFhFUcXhyfrm+5DkeklK2Y0EQiv9l/g/fuOaM91N61FBjVQFaKHD2BFiUdr9Z7hiI4WZglY+PKairA4+BHRApn03FYR9p4IoigI7RlJGqNx3BYL3z78ls1fynOFaqgB2z23ISHGq5cMlfxxKIbZtPzPD5shVHD//Dd3+cnLl9zkYGgC4aRr5oXCAEXTyzSELRlP00VxqE7MopdGFlsx2w7XkwzCPzq7qf4te6nyFqYjUWXzN6PLNKz6pYmjuQCXg68WB9xOfK2u6aJZ1SKJDEUJXw6fZdFtSyqZednLCuiLF0KZJXxymLIDMt7rA4YHenjRMPKahQlC104IVqziuX1esfzcGQ0A/v1TERz0R1RNJ8tj0TpuAmFIa5EaYiqPug4m46jG7jxZ2595iItRtUeLm8qWOd6URztgYShDxcULUUUz8NMRx1rORnS2m8xBkITPXqtmVk6R5oQ+MJ9Qhsi+xCYbYMqhTZMELfPz4U1twRraVLgxXxfARklcDM9MpqetangnVF1ZCuoBJLkI2yozYFgDAlDs84IMKsByoJIIBqFi54/c//rWzaa4ipcUBKYpOVqfSBYWHVLn0Zu1hHE8a65pfUTd021OH463tPmRJE92kaKOqCzsE8jJmVmY/E+QBh5sXzNLo58vtxhsJzaHU2slERvLSKF63ChzytJKTpf+1Sz6rkOkV2amV3PoznwzfkNvcw86CskFa78PQg0OePyyqRbZtXw2XxPKTA6x5V/U8mN2jHkmVJg1h2TbtExEbdirPbZKZ6nB37p8VcY0gxNxiRht04U5RhCLcCDtjw2L+nmpwLtSU960pOe9KR/LQmZUBRHveOvv/97vFgvfHX1ii56YjH8k5vPCO4eV+pT/WjqTbfJmZMdGHJE55H3XbMBMjIiLY9DTx9WCg3vmwOLZA5h4l3/rFqa4sLfuP/73Pgj+zAjJXHWe05mj2g4Nz1nN9DFavua7J6+jBzShcfmCptX2jSzGMtoGq79haQc9+01bfY8j2f6smKyJ6oAStilmV2cUBQ+n7/mr7//u0x6R1YGlVd0Wpn0gFe1Kf/kekZTm/Pv3IG3zTNuwpmTsZzaa3Y+k4vwdfcJo2ooLFyVkSYGKGceG8fZ9eRSKZj37gbnJ0Q8S9Mwmg6rPXddtU02yRPFUFD0eWFVjsl09cm1KL60B+IW+n1Ue4JYrsLIaBuSgi6MRHUFekCXQMmG//b254gixGK42IFFOVwKtGXrbRNFHxdG29KGiV0cma1lpS6PIvHgdrRxpg3TR8Jkm1e+bp5zcnuQwrxRAptc+Nnxu7giXPsji+mZTcMuXbApkGxDU2ZSmXnjbvluc8u9PKPLiqKE23WiS6qSFovm1l84NQPBdNiSQCeCtNiUaErg3Oz4XvdzAGTbVix5uhCU48He0G2Y/ztzw5Bm+jjxzt6w6PqU///x4i/w+7vXHPKFJmcoLS/8PRmLN1e44jE5cnd1jZK8FcOFi+1xydOGmXd9h4oLf/r8z/nZ9feZVEcXPUkUjxuS3WXPpA8ogavwBe/cDatytHHG64GsDV04Q8582X+bIVfAzcn1dfY4rzw0B4I6VCsrwtzc4jGkpDeKo2WIC0oVZjugSqQl8Ka55b25YohnxqYlKM0+TqhS+EF7hSkzd05zNAM6h2oTBXbRswsTJzdwagpDWZCsKQraNKEk8nYwtHHG5JXR7sksmJx471omWtqwoHSE1lNUROXMahzKxo/B0t4YfuH0G0zacbaWIVXAirc7xGS6NJO1Zc8Z7ROrtrzrbmnTipTE3HQMcaRdVxTQlYVdGMmmkDXs1xGQus9jREpibVpWHE2ZyaqlFM31eMYbx3duf5JdGIHEg92Ti2WXL1zMDhOgSQtnu+eh6dF55oW/Z3EDQ0oc0oWvu2tWVXMRT7KvVmdJnNVA1Jo+BlqrkabnffuKpCxftM9IJWBiwZsGbyyD95QinN3ArBySCmfXktCQPWetOemh9qTmmR90z0hFcZOOJK04uhtUKbxxB05mx/PlDZ9Nb/hBd0tGSKvlYl+Qlal5d6rbCrqVXZyIRuOShyyc7UACbtcTF137DBdpCbr2Fvf+yMVWKE4FPq2chuHHXnueCrQnPelJT3rSk36kFEOq9pusFA01Z2cfLwxpYtWGnBdcrmQ4lQNZObLUGQKVI4La0NiQ1QcrTcFrwz5dat4X9UlspbOVSoVj5jYeySIkMSgKEU0QgxdLVBXQ8AFvnsThTcV2CFSE+vZto9aEzSpW7V+eIc9I5dltNkOIG2Z+FceDPfCB8JhULQhMXmtPBhWnXWexJtyGa/faIQgiUFTGlUKXA22pNqVVu2oTE4XJmVwUGf2RylaUYrL9RyOoAKPpMTkQRFGESnlDEUWhyKzKcjIdimo/zKKIqr4/qGql02SisgiVoqgxoKrFK6lqdezygtnCplftMCXVG2RlUalUq6TSZCpKP4j+aJGLW/yBAF40XiwiFf0+6wEvillronZ44ygkZuVQpbAP40attKicq2lLFFB4GR65zUeiUugioBxCQaUaSD3rBhCatFJESKLQgIgiKQ0UgkokZbdRpz5i+BW5EhdLRe+vytXAdSlADVx+GR4rvEEUizhWZchKtngGtiLih7eSXmtcCUhR1R6XCyZFFPBpuOOZP9YxqMzHfey3MHVNtWgWoQZl4+u+/OAJVg1gEKr9sqjyEasfpUVltY1Vi5CJStFlX+2A29ovWxwBbMu+HSGq1LB3NovvamqwdZs9k9m212aJ/GCZLCqjN09gKerj8Su54FW7HTuQtfq435IoVrH1/VLHUykKhUJKffiwbsd2kh/GWty11yCCLjUYfTtiAZhcxzfXN7z095tFuY7rD5EPUHApsm4zZVFqwapKweRIFoMuNT4gKVWjKtBoYs2TK3WNg677bNQdfhtPplT7YhCHTXV9o6oh3IZMUzxJqW0WXlXbpNIU0YDG5Ro1sZoerw0JxaIsKRRKiBSp60LxeKUJSm97ErKu5+dCtVcnVY/GV+E9n4R3BCUkJcRiGeKMLRktiaQEs9FXMxpbElmEKGY7ZoRcBBszSTSqpI9UzqgqrfZDpEMRqeecelRiSqwP9aSui5QaKZGkWm11ThTRdQb/x7egPRVoT3rSk570pCf9KLkU+NQ/0OdlK5QKuzAStKEtniGc0KWjCNi8otPIqgwiiSGukCeC6ni5XiiUmrNVVkworMph00wbA8/9GW8dXTijSyRSrXJdWmhyQAkMccIlj2ToQ8DkWG9KRHBpZpGGVRtuwwlXqgXsap3Yh4nZdKSl0IeFqBQPdsd7fV17LJLhan5kVS2j6vBYzmbHP7j6BZo8Y1Pciq+e1i8fi56b+czBryDwE5cv6PJSyZYx0KcZzQUThSEE+uwxxZFE0HklS8MuRExIGFpK1vzE5fsE0yLZ0Pml2jGTxfqFNk0kZYhZITmRS+2/6mL9Tsm5oqtzhFzYx4nd9Aip4HLkxfRYrXjrF7iwoFJLFvh0vsPmxC5PHOKZXaiwghWLRGq2nThMiiRdb9Tb6GlLneFIKHZxJuU9QbfoFPHicMnz0r9DkfDKoXOEVMjFb5CUxKR3DP7C8/WISjXDjBS2qAHDVbjQJNjlMzHNqNjzaHoCK8/PFxSZ0TRcrRcO630tNoqiS1MFqhTYrxNazTRhoQm1/+9RrjE5YAkspkUXzZAvgEInOMQLuRiCOP788Tvs48wijrZcaNM9o+kRSeyWd0TqWOh9gCysNLTBs/cZxHByO17czRSl0VR4TltWvBhSMuziRBBHFMPN8havLLN5zk+NP8CVD1bBjEqBObe4NDOElVUZoih2YUHIuKJpM+g8EjCYkrle72hYMRLo44zNAa8cTVho4whoVhyHMHJIZ2a1Q6eILbFm3qXMi/lMKoo2L+zSRBbzsU8zS7W+fXJ6x7UPRAQksgsTXjtAOMz3QMYUeHn5glU1ZBRNmrDUbLNL2qGXBltqrMT37CfkLJgcsTHy2fkt75obPrk80Me4FXjw+vKWUfV4cTRxxacG7yw+WUzOdRsrw7PxkSSaZOot/95PeOlQGQbvOdm+5t6lxC5NiID1U42KEAPZ1+iDts587teFVTcIil2aacvELD1DeCTY2l/42TrxYj1zCKFCZ9JKJHFRB372+D2G5Nn7glEBlxVZLC5lmoXal5kLJfg6y1kWnq9f1QgJVejjTBfXamUtin0YKaJIojjMC11eKWKwJfLt6StW1XAyO/7k8XcoWliV4/n5SJtqXEeXEu+lxSvLu+YZL+YacdC4mT4+ktA4Es+WB36l/xkeTQUYvbhUsiQCna9W66RUBYegai9qhjYsnNorJGdsrg9Wgm7pvP+x156nAu1JT3rSk570pB+hoITvNrcc9Q6bAk2E0Q7kovBiONlrVhMoKJIYktlzCBdUKjzaAdF7VB75ut0hCC5EXLEEa7gKI0HtWIzlrevp14XZ7qsVK3n6tDKrD+jtwNkMRF1ngWZniMrQh6X2kegd+3jk4Efu7DWrLNyERx6bnrPtuPZndKcZbUebArf+RF8W2jSTlOfYXbOLF27CCUvkk+Udf/PdL7OonqQUOge6MHJp9xuJMHLf7XlsOnSG39p/k5PZsfMTj9YwiUHnHbOFk3VMWCJnuuRJqkPnE/dNQ3SaUi60ZeGfH36KZp1wZWJxLXftNUZHijGM5oomzVhVLWBOIgnFZFoOcUQkM6mh0uakMKqOsbuilYBXhrf9DX24cGp+itW1ZDmhouLL9gVBKy70HM2BSTd0cWXIC8FqmrRwiCNZG8iRNq2sxrAUg0sbrdN0dNzRxQtRG4Y0o1ThS/eKjKZNtUBxJeByDeoGzW14z6k58HX7DFShSZFsG9AgaeXeXXFnWx7lmlZ1FHPkk/U9rnS8u9rX+AA/cmx2PLYvaEoAVVh0TxNWmpI5u4EUr0las9oeXSKv0xuiMuSsufYnkkTu1S1dnmnzxKM+oGVln47831/+Fc7KcRNPxDLg1XNu/ImEZW5e0BaPy5HJ1RmtQ7xwdj2nRjBx5uAvvHm5Q4eZWAxZwSwduzihdWA0Hft0oU0Ld+1rbI4c1q/4reGbjKqlD2OdkdaWQR7xuuG+6bkNI23ynG2PzoVQZmaVSWrPkMY6u2hvWEpLSobJDHjluApngm1YzIDOnl2ZONuBoz5wHe9qbp0Y9nFEqcKbbk9DYFUNR7OjjzUyICK0MbEPI18dXnB0mjYnyIaL3XFYH0kiHLtbbErkknmz+wZ9utDlhVV1BBo6v7LXJ0I342XBlsBPr98jbcHmUWt+++Yb/On77/CD/TMeXMdVGMkIX+9e1wcL4cKjO+DMwnBeUKaw6jpr1MSV98MNSKGbA4o6O3gd7kkajm3HZ5evAc1oWiZ6JGeCa7moAZcWim6INLw83bMay9Q0vJrfISVxNAdi6Xjl33Jy11gPuzjxRdvzprliUYXXy3uC6RlS4Vm84zeuvsmsFGcXCbEh4enimaQUsc30IdI6hbT13HKUK95038JFj/NlC6pueD3eEyVxtgMue3rvOXct7+ztljtm+G73CTf+kRf+gf/m5o+Tk+I6nHl7uGLRbSUwGsuLMnMdHnk1veNd1xO0YV4GJnONImFC4K694c+Nv87z9Z4hLLzd3dCkFZsSi3NYPDZGRt2jiaRiiEa4NAPPx7eIwGIa2rTQxImpcz/22vNUoD3pSU960pP+yEhE/oaI/HMR+W0R+ff+kN+LiPwftt//qoj84r/qe/8wJTEspsUS+b3uc943O2wMzKrjaA98uhzZxZ5VGSbtiKIZzY6ohSZ7FqXRYrBbSHSwmkXL1qfT8mhbZtXiEC6m9g6ZArPp+fX+p/hu+0m1gGmLAIZEEUOTQoVL2A7RGZtnZt0zqhoHUBC+al/WoOlCfWKbIqZEvLasusdlz6IdIgopwqxbxq2n68Ht+K3dtzCkmp1lLdEqXE6YXMORVQaK4uR6dMm0eeXkdtgiFBwn60Aq+cxrQ9Z9LWyVJqg9Q/TVqiWO0XQY8SRrK4muVFuiFNilBVsSXndQIGghisaUhJTCaDuuY6QptU8LAUsEUcyqqdYt0UxmB2UikvG6AZ3p04TOmaI0qziiVkymqTMKJWxY/waRREFxtDt0XTiCsRSpFqtZ96yq22YaLbNq6cvCPozYHHBAND2L6ZFtDmZVO2yu8JOj3ZO1oFIiSwOqzi6d7YGHZk9Q4FXL+2ZPUhFNoSjBa4PJkajUBqqBRGa0zdbnE3ke7upMSCkk0ZzNUEmECu6bKxSFnolRtzw2e4x4MhUm8udOv0FbIkezR+mIKTNHvatWxM3etir3kf432RZVEqokvG1IxqCz4JsD//jwb/D/ae/eYy277oOOf3977ed539fMnYc9thPHtVvydJKWFEgJpQ1BpEJFalFRVZAqpAQKQqpShMS//QMhQCqtorZQaNWoCkVUUBFQQaoAkeZRqtZ1nDpjxx7PeO6de+859zz2Y+21fvyxT66mzngyE0/m4ayPZPmeffe+/vl31t5nr7PX+q3neo+Q0rCKcyK0W3DcFDQmPRmiuopHZK5eDxVMSX2FB1ZmgKBs1XssTE4VFQie2qSoSTDiESxVXABgsVRx0uUVtz7nCpyuh36auHs6qm33tC7qOuddAZCuGp/xQu6U1Hfn8zIe0UQZjohZ3GMWD0l8S6zdOmiIniwoHTtP4mEZ97FR90RMyGhMSkJXlr9Msy5xPgIxtNLFVth6XRXTk7c1zw7fQqRK31UskmI9ONQS+4YmipnGQy6lu7S9mNw1FLaijPOuiJDzVCajSQyNGMooY570wXfXhr3BNmhL4WraJKKVGNGu2mg3VLPFR8pBfwKqTKoZe8U2XoREa5zprhdGW4i0O5e9JfUts2SDeTxAvGcVp1RRyqCt8CS00RBNFRdlOIlJtEGBVZKAOES7odo9XzJqa4gy6vRr9RKFy/2trg2pR4ko0xRRz9IUHGS7FK47hw/7Y67mWwzbikiVo2TcXUvV4iIh8w5RuJbtrNevs4go2lNyt8SL4bAYkdJ0YyujrrJs5D0uMtTGdEV4JGKR9boqreox0hI57eawphvE2g0NruOsW/S8bW/62RM6aEEQBMEDQUQM8HPAh4GngB8Vkades9uHgcfX//wk8PO3cezX/zfpbpIyb3k5P8syShmXc6wRMq3Zqpbg12X4UdJ2vp5v0JWqb4FWMvq2XRfkBlVHvh7e0ncLJs0Co908poGddz+L4av5LjZKqE1CBPTdkqKtSFtL3lp6tgKgxZD4BicJ6rsKek66uSuJOhJvKU1Mi6NoaxwRxyZnZobdXCftbgWsxDiJ8QjTZMSL+TmMWiJ13U0MhlibkxukzFkSjfCRIXc1Pbfqyn63Df1mQRt5IoWhnXZVHFWoJMaZhEgNmfMMmiUqCS2GrLXd+k8e8rYhdQ3OR2StI/Hd/BajHtYlwIVu+GLmLBmeoVakviu0MHJLIm0oo7SrFOlcVyofi/ctX5trdK7cJ1Iw0lK4CuM9AqgKxjkS361hlTpLbbo1t4xXUm1xdHNpiraGdal2Ub+elSb022rdipTUN+u/W/HVfIdKIqq4W6w59u11c/EcnphIUnq+4a2ryzxavUyrtru5E6GKukp/EQ4bxeSuJnLtSWl7sy7zrxrRa2t6/goGh1mv2+bpqnamvlsny4uQ+RpHN79uYlck6lCJOF/ts1nPurmPRAiWlSnWN9BNV5AB2J5PUe1mP9koOVkjrom6Yg4AC5NzLF0ny0uX48JVJ0tYpK7EK1TxBn1fY7SbO5e4mthbfJR0T4LaBX5dtr5nu/0MMGhWmPUaaIqQtjWZt8S05L4iUreeP6ZkbQ0a4RFy13TDLk1K5PRkTpJRz8DX1JLTb+1JaXXo5uypdPOtUudI2u48BO2eQJkcJ4aNql63ACFxFSoxRh0jWxNp282lUoPY9dWmC49a85O2kduGRdxnYEsS15W3d3Tts/FZVx10fYwz3Vy5gV2tl9GIuy8NogQ13Vy7k3l0KqiXk1L8X1sCJEIpmiVGXDff0ncd6dYYjHdMyuP1/hG5s6Ta0JKDKG3czc9LfUPiHE5ijuM+4lusKHWUMWoqDIrRiKFdkLclqWvpuxWJ60rT2xa8s4yaI1Q9hau65UboOqyZa07m6xZtuX6fHT3XrevXrOeHJtoiCp5uDUIiwWkMHjJXIgoTu2DUrrCm4CgdMLZdoSQxjkjrrgorft0R7LLUmLT7skhiYjy9tkKAg3hC7FtS3zBwq245AN/NizS+myPa0l1nTRvWQQuCIAjeHN4HPK+qF1W1AT4FfPQ1+3wU+Hfa+b/ARETO3OKxX0fwlJIxjYd88Oj3eLicsTfcJG8tsXP84fgMy2y2LkYQ08YjRnZBbluWcc5AFfySwyzG4Mjr7qZlmSYM6hWxSynjmDLqStUvkpwmEsb1Md8/+zyn20OGtiRvV3i6px/OwDwrOM4H9G2JazNW8YhhO+PC8jLzZEislp36EBsZGhOz1cyIgHnSp9dW9J0j15rUlYDFCWzYGZN1EYcnFy/wA9f+N91MpRj1giVmHg9pxDBuPWWS04rFOMcyLjhINpg0c46ShGvFBuPKM5UBrxTnsRiMm9PXirypydpDZmmMlYjIz+lpySwZk9RdSe8qSShNTmQ8x1nOIs7o2VW3rpkT+q6klW6tucRbjiLDXtJHpStocWRGOEnZtrOTQgs9uwQZk0YpfTdH2ojnBhdwkcE7oYozmiilb0sKbRi5Jak2jJsFR9mEVmGnOcRGQu1Tem1JpI5VnFGsqzjGrWXgVgzbBQfxpFv4F8VFEHlLz3keKfc4U77KpJ52nb4oYezm3fpvJiWSBvyS/WTMlbjgVbNLX7v5RMPmgNh7lklB4loGtmKR9GmiHrkqzkTU9CiahkIti6TP1fxtRN4jUU7iGrbsES6KWUZDxnZOpMoyGjB2CzbtjGtmQoQn8yX/8dSf41LvFBO/wPoCJwMeW70MJJiooO9W9NqKedFDpCt4YtRRxgUbq30KWzHNU9Qp75x9mXeWz9FrasbNEgRWcc6w7YY4NqZHJELmZ1xLJ9RRysPHV6mTCT5KyNquzPnl3iOM7TWGbsEyyWlJ8M6yiFMS7+m1y25Ji3hM41K8M6yiPk4ThnVNJJ4q7hE3FQNXchz3OUpGjO2MRTYg95aRXRCrYz8dYiiZpRGlScndirwtUeB0OWOjPmaWFCwSYehral90Zeqbbh7gLBN2y/3uaXrSJ/IL0rbhIMmwJPTrChM5SC2pX5I52xUDiR3JuijNYW/MheoVVmnKcZpzfrnXdc5NhsTK+eVlchzb/oC8rlnFOVd72wztAqcRy6zHoF1RrFpiVQpXk9cW7RbOY7guA78yOUVTkWhDlfVxGDbsAUgCPqbXWJwxPDd5jMRaYm26p2Nq2GyPqJIeaQ2b9ZSV6TNPchJfcro6wMcZj833OdUccrUY42gRndHaDOOOUVqOzYjWCAPbQJwTJX32szMcJpvsZWNUS3aWR1RxSm0Siqar1nmcDLESkVtLE8fE6ug1B5QmopKMndUhp+oD9pMNapuy3R7SGsPcjBjWK1Zxsh7+uiDxLVezCZEKO8slq3izq3xqV1TSncsb9YxBvcKbiMx1HdFl0iPCMY1GfGbre6lMRl0OcOsqjsaVVLESeWFYHbNdX6bOkpt+9oQOWhAEQfCgOAe8fN3rS+ttt7LPrRz7dTyGcTNl4FY0UYyNLZlrSLE4iSi0oooGVFHeVcTzlmU8wCWG3DWU4jGSMmotXoU6TdaV52CR9ZjHgiMhUzhOC4bO03fKYTKkFRi7ObWJqeIeKrBVHxF5z7he4IFlUhDHNf12TknO1eEm/XZFpjGv9E6vn6C1HCdjEutI1FLHWfcUgwglIdKEwjbMkhHTtBv+80LvLP9r8i5AuqFYcYKLPLlb4iLDPI4oXLWuACmM6wV9V+KjiJ6Doa9YpsJAPZvNilFbQdRnFeeIgI0n9NoW9TGRFKjGnF7tYZOMMhmQ+5pUu8ITg1K4sLpGHae0EpE4S2UyZL2w8SIpKE1G4mqcRMS+JVKHeM9evNkVFPGWZTzE6xLjWzxjeqwYtiWxa8F0FekSbVkmOc5334aDcpSOKGzJs4PH2cs2iVRJIksZZ6hAoTVKDuqxJuXITJjHA4Z+CZFiJcXS3eCvkgGtiTnKdpgmm8TOs1XNwHffzauzjGtLJDlDt8JEGS7yzI3Qd8oqPY2PhNGqpDI5x2mPvK0ZNDNab8msJdeGKu2xkG6+S0KFNSmo7eKLh6BKTMM0HXVFK7RiYYqu7D1doY1WEn5o/3fJveXQDBnojNxOuVScBm1p1K7XTsvWT1hhHg9wYoi95bC3Tb9ZsTlfEkWOMd2cqDpJaEzXBmPvmccDWjHkriLC00Y5k2bBwNdcHmyTNktQzyoeoBLTbyxH2S4rk5K7hlhaWpOR+IpWhJUZdlVEadC0G46a+5IockyzIR7B+AafZFSaYZwyaJdM4w02VzMqk7CIB9SSst0cU0UJWVuRessq7rNIBniEK/mEw2RE3Cq5E6rIkEQ1ibOUWZ/MNeT1ioNiAtJ17krTY5H0idVC5CmznNrnGKtUUY8qysB3nZwmimkxjJslV4odjFcGtuJyf5uWhFgtjSS8MHqIR5eXGDYlVZoSt45+UzJPuqGsibNd8Zo8InYNubXUaYzzCa1POE6HqLdM7Bxvoq4KpndkNCySEZFWtFHLIs3w3hB7pUoyWokZ2yk2gqN4SNrWtIlykG0wslP6bsXQNkzzEZPqgJcH2+ynE1JvERJSn9KLlpRmk3m6gY0inKYcJxnUNb6uIGqJjSV1K2qTs9/boKgrRKFMEzwRG/WM2mSUSUrk4Gz9Khu0GAUV5YXiIfaTTd5x9BWKpOI46ZO2lgTHNBtTeLsezhyhEpF5B15ZJgmDZh9HzLEZEanjUrLLi71zLNJ+txB7lLA0RVewCcPEHfP+2R/QsxVxXpJapWdLmjgF3w3XLNMeh8ku2fLmnz3xzX8dBEEQBPcNucE2vcV9buXY7g+I/CTd8Eg2zp/l3V+5wjxOaUiZHF9jxzU4+uz3tnj78/t4m7PsJUxWFU8//zzlMGJQtuRWOTYxNtsmmyfkyYw8iRnKEb7dBJZsNVfQZMKTs5fYbpdUJqW0PabFkMvNaXaqBed39tiwynZt6bcWrY+xusv56JAv75ymtTkb7YvU9gLvr7/IC/kTSA57ccPDqwOO2rO8d/ElpqsBcSI0fSWexeRtzXvMH3OxeJRd35D2Zoge0yuFUjY56CnfYadMFi1XxmOW3nOh3WPnAJKzU/IyZZVO2FheQSnwouzGV7lcbTEQy/4kZ3PqqGSDC+0heb9i7BwH0RZNtkRLZePoRaLdHF9vs1Htk2TK03vP8dK5cwx1ymX3EKfnM06n1+gNDNuLa7QMeX7wNs5U19hZNGS153CkbDUHVO2QKGp56+EeG23J4lTKw7M5YzcnH7X07Z8gWU56MGAUJ6itGDYZ/Z0XuSSbaHuGDb3KqonYsBU+H3A4cKx0zOTY04wbzqymnDq4xsGgz9GO0q/6XJgJ02LBzAzYnL1Ke6bh3OxVHrJXWCYJzue8rX6R/7PzFMWhcOF4n55k7PhrRDZlEC2J8TSZ44lqybhneLj8Kg1jirjl7P4eD0ULZmlKY6acPViRpZ44Va5UuzhXESdLHj4SDid7XJq8lf7VhEfkMqQVW3szLhZnGNXKMo05asaM0pbHmsu4umRHGo51i1mc8/hixr4ZkEVLzCLnzOoI38Y0iz67zQHXTh/z2HKfo35D2uaMZhlIRj+/yOf67+ZCuY/zCzRvGU49k2bJ9rbly/ETPHXwVR4tL1OZPis3Y0NXXMoeoqgsm6svsz95G7vuIr0mJWocG8WEc4t9rqRjZj1PapXCFzi5QlafIY1amp7hElu89XjF4egFFsl5TkVLtg7mXMqeZMKUcfwKwwPLl049RU1Nqkfki13KOGVpVjy8WnB5eAaZN7RmzIXDy5zyCr5kLBEmm1O0Axa9lGej7+TsdIFBGXBEm0ScmdccmDm7XpmRsVcMeEKvsFqBxpYimXOkW8TpJaI6wYojNT1mrk+lGRvzGaudglwdB6sdzldHnHYlz/nTnIoVNz6k7yp23VVe6D/MwiRQrhhhGLSeV8xZhlXO+XLGqL1G0gptPGTlU+K2pohLnE7ZrA8Y13BlssWOrbFxxkEO3jtONyuGccVRluOt5x2LyzzXH6PLCDOMoemx6a9QzGKe2W3ZrVds19dYasxLW4/SVkecwqNO2Shf5vKkoSgL4sTxZHmFwbAhaocM22tMkz5549mu5qRFgU9yYl1yLCM2IyVtr3Et6uGOh7x3/gxJ7wmG9gAzKDhYTdiVY6p+zGUx7ExbniwucnH8GJNrFeL7vDLZ5LGXXmXiIw79GR4uZzx1ZUp7wfByvsugnJNkM6Q+x9lqDxkIf+HgD5inp1jWW2xdq9kwx5zVL3AoT7Lym0zHyuJozOaw4SH3ErPyFKNkweX+Do/zIotywqYu6TvlUbdAtGEVJWzVwnySsyxK3nJ1TtGLsEnFeDa86Ydd6KAFQRAED4pLwEPXvT4PXL7FfdJbOBYAVf0k8EmAP/P279K//cN/mTRNaZqGNE4YDUa8erBHP38fvV7B/uEBuxunsdZysDikVxS0tsWrZ3uyxXQ+RVFGgxHHi2MSYzi9dZavXLpIGifEScyqLBnmA/r9Hq8e7LGzucVqVbKsVrzl/GNMp1Nm5ewkjtgYJsMJ0/kUE8X0ek+zf3jA1uB7mEwmfOXSxZM4mtayu3WK5XJFaUs2xpM/FcfVg8s01t0wjslwjLX2G8TxfUznU0SEQX+wjmPzluJYLBeYSF4Tx7tvGAfAdD47ieNruX5tPq7P9SAdnsTR5foDrMryJI55tTjJtYg/iaNq7Mn/Y5EUJ3H0897Je/7aOFrbEkVyC3G8h7++zvWN4qhtzYUzF74ujj/d9nr3oO29/3XaXrF+zz/IT3/D9/x7b9L23rKO4wO30fYm17W9996BtvfW22x7527S9j7wmrb3+u/53Wt7N4/j/mx77+SHX/e6V9zie36BjfH38303bHtvv8l1772v0/Yef03be8831fb+/T95/Q87Ub3hF4g39PTTT+vnP//5W97/9Tzyif/yhv9GENwrL/7sR+7o3wvnQ/CgupPngoh8QVWf/gb7xMCXgQ8BrwCfA/6mqj5z3T4fAT4O/BXg/cC/UtX33cqxN3KnPveCIAiC4Ho3+9wLT9CCIAiCB4KqtiLyceAzgAF+WVWfEZG/u/79LwC/Tdc5ex5YAT9xs2Pvwf9GEARBENxU6KAFQRAEDwxV/W26Ttj1237hup8V+NitHhsEQRAE95vbGuIoIvvAV7914QR3yDZw7V4HEQT3gXAuPDguqOrOvQ7itURkDjx3r+N4Ewjn4hsXcnhnhDzeGSGPb9zrfu7dVgcteDCIyOe/0VyOIPh2EM6F4I0KbejOCHl840IO74yQxzsj5PFbK6yDFgRBEARBEARBcJ8IHbQgCIIgCIIgCIL7ROigvTl98l4HEAT3iXAuBG9UaEN3RsjjGxdyeGeEPN4ZIY/fQmEOWhAEQRAEQRAEwX0iPEELgiAIgiAIgiC4T4QO2puMiPygiDwnIs+LyCfudTxBcC+IyC+LyJ6I/NG9jiV4MIVr6a0TkYdE5H+KyLMi8oyI/NR6+6aI/HcR+ZP1vzeuO+Zn1rl9TkR+4N5Ff38RESMivy8i/3n9OuTwNonIREQ+LSJfWrfJ7wl5vH0i8g/X5/Mficivi0ge8nj3hA7am4iIGODngA8DTwE/KiJP3duoguCe+LfAD97rIIIHU7iW3rYW+Eeq+iTw3cDH1vn6BPA7qvo48Dvr16x/9yPAd9Kdp/96nfMAfgp49rrXIYe3718C/1VVvwN4B10+Qx5vg4icA/4+8LSqfhdg6PIU8niXhA7am8v7gOdV9aKqNsCngI/e45iC4K5T1d8FDu91HMEDK1xLb4OqXlHVL65/ntPdEJ+jy9mvrHf7FeCH1j9/FPiUqtaq+gLwPF3Ov62JyHngI8AvXrc55PA2iMgI+PPALwGoaqOqU0IevxkxUIhIDPSAy4Q83jWhg/bmcg54+brXl9bbgiAIglsXrqXfJBF5BHgX8FngtKpega4TB5xa7xbye2P/AvhpwF+3LeTw9jwG7AP/Zj1U9BdFpE/I421R1VeAfwa8BFwBZqr63wh5vGtCB+3NRW6wLZTpDIIguD3hWvpNEJEB8B+Af6Cqxzfb9Qbbvq3zKyJ/FdhT1S/c6iE32PZtncO1GHg38POq+i5gyXoY3usIebyB9dyyjwKPAmeBvoj82M0OucG2b/s8vhGhg/bmcgl46LrX5+keSQdBEAS3LlxLb5OIJHSds19T1d9cb74qImfWvz8D7K23h/x+vQ8Af01EXqQbUvsXReRXCTm8XZeAS6r62fXrT9N12EIeb89fAl5Q1X1VtcBvAn+WkMe7JnTQ3lw+BzwuIo+KSEo3YfO37nFMQRAED5pwLb0NIiJ0c36eVdV/ft2vfgv48fXPPw78p+u2/4iIZCLyKPA48Ht3K977kar+jKqeV9VH6Nrb/1DVHyPk8Lao6qvAyyLyxHrTh4A/JuTxdr0EfLeI9Nbn94fo5paGPN4l8b0OILhzVLUVkY8Dn6GruPPLqvrMPQ4rCO46Efl14IPAtohcAv6pqv7SvY0qeFCEa+lt+wDwt4A/FJH/t972j4GfBX5DRP4O3Q3f3wBQ1WdE5Dfobpxb4GOq6u561A+GkMPb9/eAX1t/uXIR+Am6BxIhj7dIVT8rIp8GvkiXl98HPgkMCHm8K0Q1DBENgiAIgiAIgiC4H4QhjkEQBEEQBEEQBPeJ0EELgiAIgiAIgiC4T4QOWhAEQRAEQRAEwX0idNCCIAiCIAiCIAjuE6GDFgRBEARBEARBcJ8IHbQgCIIgCIIgCIL7ROigBUEQBEEQBEEQ3CdCBy0IgiAIgiAIguA+8f8BaohRMZMuVnQAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "az.plot_trace(ds);" ] }, { "cell_type": "code", "execution_count": 39, "id": "27b80f05-cbd3-484f-8d4e-a7ae9734ce14", "metadata": {}, "outputs": [], "source": [ "log_density_model_03, model_03_trace = log_density(\n", " model_03,\n", " (jnp.array(responses), jnp.array(skills_key.astype(bool))),\n", " {\"prob_mistake\": 0.1, \"prob_guess\": 0.2},\n", " {key: value.mean(0) for key, value in mcmc_03.get_samples().items()},\n", ")" ] }, { "cell_type": "code", "execution_count": 40, "id": "f62c7d4b-993a-4a28-9fcc-7d914f58667b", "metadata": {}, "outputs": [], "source": [ "pe_model_03 = mcmc_03.get_extra_fields()[\"hmc_state.potential_energy\"]" ] }, { "cell_type": "code", "execution_count": 41, "id": "3fcff907-2309-41d0-8fc0-ab4a8f276bf4", "metadata": {}, "outputs": [], "source": [ "exp_log_density_03 = log_ppd(\n", " model_03,\n", " mcmc_03.get_samples(),\n", " jnp.array(responses),\n", " jnp.array(skills_key.astype(bool)),\n", ")" ] }, { "cell_type": "code", "execution_count": 42, "id": "5eb4d6e4-4b36-45c0-94d1-d7a9fa050559", "metadata": {}, "outputs": [], "source": [ "# post_loglik_03 = log_likelihood(\n", "# model_03,\n", "# mcmc_03.get_samples(),\n", "# jnp.array(responses),\n", "# jnp.array(skills_key.astype(bool)),\n", "# )\n", "# post_loglik_03_res = np.concatenate(\n", "# [obs[:, None] for obs in post_loglik_03.values()], axis=1\n", "# )\n", "# exp_log_density_03 = logsumexp(post_loglik_03_res, axis=0) - jnp.log(\n", "# jnp.shape(post_loglik_03_res)[0]\n", "# )" ] }, { "cell_type": "code", "execution_count": 43, "id": "4f8740b9-b31d-47aa-9412-e258e3c4cb73", "metadata": {}, "outputs": [], "source": [ "neg_log_proba_model_03 = neg_log_proba_score(\n", " mcmc_03.get_samples()[\"skill\"].mean(0), self_assessed.values\n", ")" ] }, { "cell_type": "code", "execution_count": 44, "id": "6432f0aa-6272-4574-a224-fb3f49cb1d9f", "metadata": {}, "outputs": [], "source": [ "def model_04(\n", " graded_responses, skills_needed: np.array, prob_mistake=0.1,\n", "):\n", " assert graded_responses.shape[0] == skills_needed.shape[0]\n", " n_questions, n_participants = graded_responses.shape\n", " n_skills = skills_needed.shape[1]\n", "\n", " questions_plate = numpyro.plate(\"questions_plate\", n_questions)\n", "\n", " with questions_plate:\n", " prob_guess = numpyro.sample(\"prob_guess\", dist.Beta(2.5, 7.5))\n", "\n", " # skills.shape == (n_participants, n_skills)\n", " with numpyro.plate(\"participants_plate\", n_participants, dim=-2):\n", " with numpyro.plate(\"skills_plate\", n_skills):\n", " skills = numpyro.sample(\"skill\", dist.Bernoulli(0.5))\n", "\n", " with questions_plate:\n", " # shape: people x questions x skills\n", " # astype(bool) is needed for the log density\n", " relevant_skills = skills[:, None, :].astype(bool) | (~skills_needed)\n", " # shape: people x questions\n", " has_skill = jnp.all(relevant_skills, -1)\n", " prob_correct = has_skill * (1 - prob_mistake) + (1 - has_skill) * prob_guess\n", " is_correct = numpyro.sample(\n", " \"isCorrect\", dist.Bernoulli(prob_correct), obs=graded_responses.T\n", " )" ] }, { "cell_type": "code", "execution_count": 45, "id": "cfd95620-fb94-4b5a-86ca-474cb660fe0d", "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "cluster_questions_plate\n", "\n", "questions_plate\n", "\n", "\n", "cluster_participants_plate\n", "\n", "participants_plate\n", "\n", "\n", "cluster_skills_plate\n", "\n", "skills_plate\n", "\n", "\n", "\n", "prob_guess\n", "\n", "prob_guess\n", "\n", "\n", "\n", "isCorrect\n", "\n", "isCorrect\n", "\n", "\n", "\n", "prob_guess->isCorrect\n", "\n", "\n", "\n", "\n", "\n", "skill\n", "\n", "skill\n", "\n", "\n", "\n", "skill->isCorrect\n", "\n", "\n", "\n", "\n", "\n", "distribution_description_node\n", "prob_guess ~ Beta\n", "skill ~ BernoulliProbs\n", "isCorrect ~ BernoulliProbs\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "numpyro.render_model(\n", " model_04,\n", " (jnp.array(responses), jnp.array(skills_key.astype(bool))),\n", " dict(prob_mistake=0.1),\n", " render_distributions=True,\n", ")" ] }, { "cell_type": "code", "execution_count": 46, "id": "e56f56dc-12cd-42a6-97b3-2cee82922748", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/benda/anaconda3/envs/numpyro_play/lib/python3.8/site-packages/numpyro/infer/mcmc.py:269: UserWarning: There are not enough devices to run parallel chains: expected 4 but got 1. Chains will be drawn sequentially. If you are running MCMC in CPU, consider using `numpyro.set_host_device_count(4)` at the beginning of your program. You can double-check how many devices are available in your system using `jax.local_device_count()`.\n", " warnings.warn(\n", "sample: 100%|██████████| 1200/1200 [00:11<00:00, 104.02it/s, 7 steps of size 4.58e-01. acc. prob=0.86]\n", "sample: 100%|██████████| 1200/1200 [00:02<00:00, 476.34it/s, 7 steps of size 4.85e-01. acc. prob=0.87] \n", "sample: 100%|██████████| 1200/1200 [00:02<00:00, 468.03it/s, 15 steps of size 4.40e-01. acc. prob=0.87]\n", "sample: 100%|██████████| 1200/1200 [00:02<00:00, 485.38it/s, 7 steps of size 4.67e-01. acc. prob=0.87]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", " mean std median 5.0% 95.0% n_eff r_hat\n", " prob_guess[0] 0.26 0.12 0.25 0.06 0.45 3559.33 1.00\n", " prob_guess[1] 0.28 0.12 0.26 0.08 0.47 4148.10 1.00\n", " prob_guess[2] 0.32 0.12 0.31 0.11 0.51 5338.21 1.00\n", " prob_guess[3] 0.33 0.13 0.32 0.12 0.54 3213.07 1.00\n", " prob_guess[4] 0.29 0.12 0.28 0.09 0.48 3870.42 1.00\n", " prob_guess[5] 0.20 0.11 0.19 0.03 0.36 4129.39 1.00\n", " prob_guess[6] 0.39 0.13 0.39 0.17 0.61 2540.90 1.00\n", " prob_guess[7] 0.38 0.13 0.37 0.17 0.60 4369.53 1.00\n", " prob_guess[8] 0.39 0.13 0.38 0.18 0.61 4272.25 1.00\n", " prob_guess[9] 0.32 0.13 0.31 0.10 0.53 3692.41 1.00\n", "prob_guess[10] 0.30 0.13 0.28 0.09 0.49 3363.10 1.00\n", "prob_guess[11] 0.19 0.10 0.18 0.04 0.35 3999.78 1.00\n", "prob_guess[12] 0.23 0.12 0.22 0.04 0.40 3950.84 1.00\n", "prob_guess[13] 0.20 0.11 0.19 0.03 0.37 4379.95 1.00\n", "prob_guess[14] 0.23 0.12 0.21 0.04 0.40 5252.86 1.00\n", "prob_guess[15] 0.35 0.12 0.34 0.15 0.55 3593.05 1.00\n", "prob_guess[16] 0.31 0.12 0.30 0.11 0.51 4635.89 1.00\n", "prob_guess[17] 0.24 0.12 0.23 0.06 0.44 5154.93 1.00\n", "prob_guess[18] 0.60 0.11 0.61 0.43 0.78 4539.17 1.00\n", "prob_guess[19] 0.56 0.11 0.57 0.38 0.74 4090.17 1.00\n", "prob_guess[20] 0.51 0.11 0.51 0.32 0.69 3279.92 1.00\n", "prob_guess[21] 0.11 0.07 0.10 0.01 0.21 5084.10 1.00\n", "prob_guess[22] 0.44 0.11 0.44 0.25 0.62 3797.12 1.00\n", "prob_guess[23] 0.28 0.12 0.27 0.10 0.48 4153.58 1.00\n", "prob_guess[24] 0.27 0.13 0.25 0.07 0.47 3105.01 1.00\n", "prob_guess[25] 0.33 0.13 0.33 0.14 0.54 4329.69 1.00\n", "prob_guess[26] 0.52 0.15 0.52 0.28 0.75 966.11 1.00\n", "prob_guess[27] 0.51 0.15 0.53 0.27 0.75 949.81 1.00\n", "prob_guess[28] 0.51 0.15 0.52 0.26 0.75 877.79 1.00\n", "prob_guess[29] 0.20 0.10 0.19 0.04 0.35 1588.94 1.00\n", "prob_guess[30] 0.22 0.11 0.21 0.04 0.39 3467.77 1.00\n", "prob_guess[31] 0.31 0.14 0.31 0.07 0.51 1180.77 1.00\n", "prob_guess[32] 0.45 0.15 0.45 0.19 0.68 947.27 1.01\n", "prob_guess[33] 0.46 0.15 0.47 0.18 0.69 937.23 1.00\n", "prob_guess[34] 0.33 0.11 0.32 0.14 0.51 4058.15 1.00\n", "prob_guess[35] 0.41 0.12 0.41 0.21 0.59 3525.86 1.00\n", "prob_guess[36] 0.38 0.12 0.38 0.18 0.57 2941.52 1.00\n", "prob_guess[37] 0.53 0.12 0.53 0.35 0.72 3940.80 1.00\n", "prob_guess[38] 0.46 0.12 0.46 0.26 0.65 3547.73 1.00\n", "prob_guess[39] 0.23 0.10 0.21 0.06 0.39 4288.94 1.00\n", "prob_guess[40] 0.43 0.13 0.44 0.23 0.65 3238.92 1.00\n", "prob_guess[41] 0.43 0.13 0.43 0.22 0.64 2791.93 1.00\n", "prob_guess[42] 0.37 0.13 0.37 0.17 0.58 2782.34 1.00\n", "prob_guess[43] 0.30 0.12 0.29 0.10 0.49 3361.57 1.00\n", "prob_guess[44] 0.30 0.11 0.29 0.11 0.47 4594.32 1.00\n", "prob_guess[45] 0.31 0.12 0.30 0.12 0.50 3500.36 1.00\n", "prob_guess[46] 0.19 0.10 0.17 0.04 0.34 4600.93 1.00\n", "prob_guess[47] 0.31 0.12 0.30 0.11 0.49 3728.88 1.00\n", " skill[0,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[0,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[0,2] 0.51 0.50 1.00 0.00 1.00 19355.74 1.00\n", " skill[0,3] 0.55 0.50 1.00 0.00 1.00 1375.74 1.00\n", " skill[0,4] 0.99 0.07 1.00 1.00 1.00 4047.97 1.00\n", " skill[0,5] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill[0,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[1,0] 1.00 0.03 1.00 1.00 1.00 nan 1.00\n", " skill[1,1] 0.97 0.16 1.00 1.00 1.00 4164.21 1.00\n", " skill[1,2] 0.09 0.29 0.00 0.00 0.00 4570.44 1.00\n", " skill[1,3] 0.64 0.48 1.00 0.00 1.00 1961.81 1.00\n", " skill[1,4] 0.10 0.30 0.00 0.00 0.00 5108.02 1.00\n", " skill[1,5] 0.00 0.00 0.00 0.00 0.00 nan nan\n", " skill[1,6] 0.84 0.36 1.00 0.00 1.00 4275.58 1.00\n", " skill[2,0] 0.01 0.10 0.00 0.00 0.00 4059.28 1.00\n", " skill[2,1] 0.00 0.06 0.00 0.00 0.00 4031.35 1.00\n", " skill[2,2] 0.01 0.10 0.00 0.00 0.00 3922.60 1.00\n", " skill[2,3] 0.63 0.48 1.00 0.00 1.00 2274.31 1.00\n", " skill[2,4] 0.49 0.50 0.00 0.00 1.00 9826.82 1.00\n", " skill[2,5] 0.30 0.46 0.00 0.00 1.00 3482.30 1.00\n", " skill[2,6] 0.49 0.50 0.00 0.00 1.00 -17494.37 1.00\n", " skill[3,0] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill[3,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[3,2] 0.12 0.33 0.00 0.00 1.00 5176.59 1.00\n", " skill[3,3] 0.75 0.43 1.00 0.00 1.00 2179.67 1.00\n", " skill[3,4] 0.04 0.19 0.00 0.00 0.00 4350.17 1.00\n", " skill[3,5] 0.83 0.38 1.00 0.00 1.00 4492.92 1.00\n", " skill[3,6] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill[4,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[4,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[4,2] 0.51 0.50 1.00 0.00 1.00 18394.96 1.00\n", " skill[4,3] 0.12 0.32 0.00 0.00 1.00 1499.65 1.00\n", " skill[4,4] 0.99 0.08 1.00 1.00 1.00 3601.24 1.00\n", " skill[4,5] 0.90 0.30 1.00 0.00 1.00 4683.15 1.00\n", " skill[4,6] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill[5,0] 0.00 0.00 0.00 0.00 0.00 nan nan\n", " skill[5,1] 0.01 0.08 0.00 0.00 0.00 4052.38 1.00\n", " skill[5,2] 0.00 0.02 0.00 0.00 0.00 nan 1.00\n", " skill[5,3] 0.00 0.02 0.00 0.00 0.00 nan 1.00\n", " skill[5,4] 0.00 0.04 0.00 0.00 0.00 nan 1.00\n", " skill[5,5] 0.00 0.00 0.00 0.00 0.00 nan nan\n", " skill[5,6] 0.50 0.50 0.00 0.00 1.00 -5206.23 1.00\n", " skill[6,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[6,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[6,2] 0.52 0.50 1.00 0.00 1.00 12780.83 1.00\n", " skill[6,3] 0.55 0.50 1.00 0.00 1.00 1388.51 1.00\n", " skill[6,4] 0.91 0.28 1.00 1.00 1.00 4624.31 1.00\n", " skill[6,5] 1.00 0.03 1.00 1.00 1.00 nan 1.00\n", " skill[6,6] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill[7,0] 0.99 0.08 1.00 1.00 1.00 4055.12 1.00\n", " skill[7,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[7,2] 0.99 0.11 1.00 1.00 1.00 4114.24 1.00\n", " skill[7,3] 0.11 0.31 0.00 0.00 1.00 1350.89 1.00\n", " skill[7,4] 0.08 0.27 0.00 0.00 0.00 4814.45 1.00\n", " skill[7,5] 0.99 0.08 1.00 1.00 1.00 4061.79 1.00\n", " skill[7,6] 0.99 0.08 1.00 1.00 1.00 4057.65 1.00\n", " skill[8,0] 0.92 0.28 1.00 1.00 1.00 3902.11 1.00\n", " skill[8,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[8,2] 0.51 0.50 1.00 0.00 1.00 15878.29 1.00\n", " skill[8,3] 0.95 0.22 1.00 1.00 1.00 3332.05 1.00\n", " skill[8,4] 0.99 0.07 1.00 1.00 1.00 4047.05 1.00\n", " skill[8,5] 0.99 0.07 1.00 1.00 1.00 4048.60 1.00\n", " skill[8,6] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill[9,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[9,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[9,2] 0.02 0.15 0.00 0.00 0.00 4198.74 1.00\n", " skill[9,3] 0.95 0.22 1.00 1.00 1.00 3641.48 1.00\n", " skill[9,4] 1.00 0.07 1.00 1.00 1.00 4038.19 1.00\n", " skill[9,5] 0.84 0.37 1.00 0.00 1.00 6019.87 1.00\n", " skill[9,6] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill[10,0] 0.99 0.10 1.00 1.00 1.00 3910.16 1.00\n", " skill[10,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[10,2] 0.10 0.30 0.00 0.00 0.00 4774.40 1.00\n", " skill[10,3] 0.95 0.23 1.00 1.00 1.00 3300.64 1.00\n", " skill[10,4] 0.39 0.49 0.00 0.00 1.00 9775.40 1.00\n", " skill[10,5] 0.42 0.49 0.00 0.00 1.00 5421.53 1.00\n", " skill[10,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[11,0] 0.90 0.30 1.00 0.00 1.00 4916.07 1.00\n", " skill[11,1] 0.80 0.40 1.00 0.00 1.00 1502.96 1.00\n", " skill[11,2] 0.51 0.50 1.00 0.00 1.00 13021.89 1.00\n", " skill[11,3] 0.00 0.02 0.00 0.00 0.00 nan 1.00\n", " skill[11,4] 0.89 0.31 1.00 0.00 1.00 4794.16 1.00\n", " skill[11,5] 0.00 0.04 0.00 0.00 0.00 nan 1.00\n", " skill[11,6] 0.12 0.33 0.00 0.00 1.00 1809.58 1.00\n", " skill[12,0] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill[12,1] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill[12,2] 0.52 0.50 1.00 0.00 1.00 15921.68 1.00\n", " skill[12,3] 0.54 0.50 1.00 0.00 1.00 1328.37 1.00\n", " skill[12,4] 0.38 0.49 0.00 0.00 1.00 9044.46 1.00\n", " skill[12,5] 0.99 0.12 1.00 1.00 1.00 3963.33 1.00\n", " skill[12,6] 1.00 0.03 1.00 1.00 1.00 nan 1.00\n", " skill[13,0] 0.28 0.45 0.00 0.00 1.00 3375.10 1.00\n", " skill[13,1] 1.00 0.05 1.00 1.00 1.00 4027.48 1.00\n", " skill[13,2] 0.89 0.31 1.00 0.00 1.00 5216.81 1.00\n", " skill[13,3] 0.64 0.48 1.00 0.00 1.00 2127.09 1.00\n", " skill[13,4] 0.05 0.22 0.00 0.00 0.00 4485.42 1.00\n", " skill[13,5] 0.29 0.45 0.00 0.00 1.00 4010.83 1.00\n", " skill[13,6] 0.84 0.36 1.00 0.00 1.00 4854.66 1.00\n", " skill[14,0] 0.97 0.18 1.00 1.00 1.00 3480.36 1.00\n", " skill[14,1] 0.70 0.46 1.00 0.00 1.00 3942.63 1.00\n", " skill[14,2] 0.14 0.35 0.00 0.00 1.00 4951.22 1.00\n", " skill[14,3] 0.54 0.50 1.00 0.00 1.00 1440.23 1.00\n", " skill[14,4] 0.26 0.44 0.00 0.00 1.00 5934.68 1.00\n", " skill[14,5] 0.99 0.11 1.00 1.00 1.00 4111.41 1.00\n", " skill[14,6] 0.83 0.38 1.00 0.00 1.00 3874.87 1.00\n", " skill[15,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[15,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[15,2] 0.09 0.29 0.00 0.00 0.00 5063.69 1.00\n", " skill[15,3] 1.00 0.04 1.00 1.00 1.00 nan 1.00\n", " skill[15,4] 0.31 0.46 0.00 0.00 1.00 7789.10 1.00\n", " skill[15,5] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[15,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[16,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[16,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[16,2] 0.17 0.37 0.00 0.00 1.00 5913.06 1.00\n", " skill[16,3] 0.54 0.50 1.00 0.00 1.00 1330.97 1.00\n", " skill[16,4] 0.86 0.35 1.00 0.00 1.00 4722.25 1.00\n", " skill[16,5] 0.99 0.11 1.00 1.00 1.00 4107.76 1.00\n", " skill[16,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[17,0] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill[17,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[17,2] 0.52 0.50 1.00 0.00 1.00 15182.21 1.00\n", " skill[17,3] 0.54 0.50 1.00 0.00 1.00 1440.92 1.00\n", " skill[17,4] 0.93 0.25 1.00 1.00 1.00 4656.16 1.00\n", " skill[17,5] 0.29 0.45 0.00 0.00 1.00 4920.49 1.00\n", " skill[17,6] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[18,0] 0.99 0.10 1.00 1.00 1.00 4035.30 1.00\n", " skill[18,1] 1.00 0.04 1.00 1.00 1.00 4023.54 1.00\n", " skill[18,2] 0.51 0.50 1.00 0.00 1.00 18334.93 1.00\n", " skill[18,3] 0.95 0.23 1.00 1.00 1.00 3651.53 1.00\n", " skill[18,4] 0.30 0.46 0.00 0.00 1.00 7176.80 1.00\n", " skill[18,5] 0.29 0.45 0.00 0.00 1.00 3983.76 1.00\n", " skill[18,6] 0.86 0.35 1.00 0.00 1.00 4525.54 1.00\n", " skill[19,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[19,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[19,2] 0.99 0.11 1.00 1.00 1.00 4110.54 1.00\n", " skill[19,3] 0.95 0.22 1.00 1.00 1.00 3768.78 1.00\n", " skill[19,4] 0.91 0.28 1.00 1.00 1.00 4955.48 1.00\n", " skill[19,5] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill[19,6] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill[20,0] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[20,1] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[20,2] 0.51 0.50 1.00 0.00 1.00 15673.64 1.00\n", " skill[20,3] 0.95 0.22 1.00 1.00 1.00 3068.93 1.00\n", " skill[20,4] 1.00 0.05 1.00 1.00 1.00 nan 1.00\n", " skill[20,5] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[20,6] 1.00 0.02 1.00 1.00 1.00 nan 1.00\n", " skill[21,0] 1.00 0.04 1.00 1.00 1.00 4017.72 1.00\n", " skill[21,1] 1.00 0.05 1.00 1.00 1.00 4026.94 1.00\n", " skill[21,2] 0.09 0.29 0.00 0.00 0.00 4675.55 1.00\n", " skill[21,3] 0.95 0.21 1.00 1.00 1.00 3005.92 1.00\n", " skill[21,4] 0.91 0.28 1.00 1.00 1.00 4942.05 1.00\n", " skill[21,5] 1.00 0.00 1.00 1.00 1.00 nan nan\n", " skill[21,6] 0.99 0.11 1.00 1.00 1.00 3700.23 1.00\n", "\n" ] } ], "source": [ "nuts_kernel = NUTS(model_04)\n", "\n", "kernel = DiscreteHMCGibbs(nuts_kernel, modified=True)\n", "\n", "mcmc_04 = MCMC(kernel, num_warmup=200, num_samples=1000, num_chains=4)\n", "mcmc_04.run(\n", " rng_key,\n", " jnp.array(responses),\n", " jnp.array(skills_key.astype(bool)),\n", " extra_fields=(\n", " \"z\",\n", " \"hmc_state.potential_energy\",\n", " \"hmc_state.z\",\n", " \"rng_key\",\n", " \"hmc_state.rng_key\",\n", " ),\n", ")\n", "mcmc_04.print_summary()" ] }, { "cell_type": "code", "execution_count": 47, "id": "24135c9b-1d63-4c68-9ea0-b86af2ad0d91", "metadata": {}, "outputs": [], "source": [ "ds = az.from_numpyro(mcmc_04)" ] }, { "cell_type": "code", "execution_count": 48, "id": "0346e032-5581-4d7b-999e-f2f4c0ef40b0", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "az.plot_trace(ds);" ] }, { "cell_type": "code", "execution_count": 49, "id": "b323ac18-ca4c-425e-ab9d-779afb9d7987", "metadata": {}, "outputs": [], "source": [ "log_density_model_04, model_04_trace = log_density(\n", " model_04,\n", " (jnp.array(responses), jnp.array(skills_key.astype(bool))),\n", " {\"prob_mistake\": 0.1},\n", " {key: value.mean(0) for key, value in mcmc_04.get_samples().items()},\n", ")" ] }, { "cell_type": "code", "execution_count": 50, "id": "7d32bbff-bf3c-4539-b1e5-6c742f8c8229", "metadata": {}, "outputs": [], "source": [ "pe_model_04 = mcmc_04.get_extra_fields()[\"hmc_state.potential_energy\"]" ] }, { "cell_type": "code", "execution_count": 51, "id": "87c7f73e-5249-4a0f-8543-eb148374e281", "metadata": {}, "outputs": [], "source": [ "exp_log_density_04 = log_ppd(\n", " model_04,\n", " mcmc_04.get_samples(),\n", " jnp.array(responses),\n", " jnp.array(skills_key.astype(bool)),\n", ")" ] }, { "cell_type": "code", "execution_count": 52, "id": "a9f6adba-a7e1-4c68-9d97-0df1fcadc29d", "metadata": {}, "outputs": [], "source": [ "# post_loglik_04 = log_likelihood(\n", "# model_04,\n", "# mcmc_04.get_samples(),\n", "# jnp.array(responses),\n", "# jnp.array(skills_key.astype(bool)),\n", "# )\n", "# post_loglik_04_res = np.concatenate(\n", "# [obs[:, None] for obs in post_loglik_04.values()], axis=1\n", "# )\n", "# exp_log_density_04 = logsumexp(post_loglik_04_res, axis=0) - jnp.log(\n", "# jnp.shape(post_loglik_04_res)[0]\n", "# )" ] }, { "cell_type": "code", "execution_count": 53, "id": "7b6644c5-4638-4e2b-b3e3-8f5179c17404", "metadata": {}, "outputs": [], "source": [ "neg_log_proba_model_04 = neg_log_proba_score(\n", " mcmc_04.get_samples()[\"skill\"].mean(0), self_assessed.values\n", ")" ] }, { "cell_type": "markdown", "id": "797b149f-15c1-408c-95fa-683ff576c06b", "metadata": {}, "source": [ "### Model Comparison with plates\n", "#### Expected log joint density" ] }, { "cell_type": "code", "execution_count": 54, "id": "188cb83d-3d07-4b55-a46a-ec0f39f45398", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Expected log joint density of model_00: -618.59 +/- 4.09\n", "Expected log joint density of model_02: -652.80 +/- 6.83\n" ] } ], "source": [ "print(\n", " \"Expected log joint density of model_00: {:.2f} +/- {:.2f}\".format(\n", " np.mean(-pe_model_03), np.std(-pe_model_03)\n", " )\n", ")\n", "print(\n", " \"Expected log joint density of model_02: {:.2f} +/- {:.2f}\".format(\n", " np.mean(-pe_model_04), np.std(-pe_model_04)\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": 55, "id": "156dced9-3d7a-46f3-bc90-2c9c8e074088", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_bars(\n", " np.array([np.mean(pe_model_03), np.mean(pe_model_04)])[None, :],\n", " [\"Original\", \"Learned\"],\n", " [\"Overall\"],\n", " tick_step=50.0,\n", " ylabel=\"negative Expected log density\",\n", " yerr=[[np.std(pe_model_03)], [np.std(pe_model_04)]],\n", ")" ] }, { "cell_type": "markdown", "id": "5dd98401-9e00-4fd0-a5fc-89b4d5b4d896", "metadata": {}, "source": [ "#### Log Joing Density" ] }, { "cell_type": "code", "execution_count": 56, "id": "530e538b-330b-441b-b8b8-ee85ff8b0c8f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Expected log joint density of model_03 from `log_density`: -679.96\n", "Expected log joint density of model_04 from `log_density`: -682.77\n" ] } ], "source": [ "print(\n", " \"Expected log joint density of model_03 from `log_density`: {:.2f}\".format(\n", " log_density_model_03\n", " )\n", ")\n", "print(\n", " \"Expected log joint density of model_04 from `log_density`: {:.2f}\".format(\n", " log_density_model_04\n", " )\n", ")" ] }, { "cell_type": "code", "execution_count": 57, "id": "2358387a-7c75-4a1f-96d7-f49d681045c5", "metadata": {}, "outputs": [ { "data": { "image/png": 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h2Qw1mplZBWRpCo+mt7b4F+CfgR5Nll8o6RySw0qXR8TbJHMn/L5onZLzKTg6u5rq8i7ArCR/zmsny9lHsyXtDxwRES9nfWFJpwDrI2KBpLqip24FZpAMVs8AfgCcR8b5FBydbfbh48957WTJPjoVWAg8kT4eJSnLnsOngdMk1QP3AidIujsi1kXEroj4AJjFX6bczDSfgpmZVU+WK5qnk3xxbwSIiIXA4JY2iogrI2JgRAwiGUB+KiK+kk6s0+gMkjkWwPMpmJnlLsuYws6I2KTdc5Xbk2P7fUmj0teoJ5n20/MpmJl1AFmawmJJXwa6SBoCXAw805o3iYh5wLz0/lebWe9akjOVzMwsB1kOH11Ecu3ANuCnwDvApVWsyczMcpLl7KMtwFXpzczM9mJlm4Kkn9PM2EFEnFaViszMLDfN7Sk0xlCcCfwVcHf6+EskA8RmZraXKdsUIuK3AJJmRMTfFT31c0lOSDUz2wtlGWg+VNJHGx+k1xAcWr2SzMwsL1mawj8B8yTNkzQP+A1J8mkmkrpI+qOkx9LHfSQ9KWlF+rN30bpXSvqTpJclfbaVv4uZmbVTlrOPnkivTxiWLnqplXMrNI3OvgKYGxHXS7oiffwtR2ebmeUvy54CEbEtIl5Ib5kbQlF09o+LFk8CZqf3Z5NM4tO4/N70vV4FGqOzzcysRqo95/K/sGd0dv+IWAsQEWsl9UuXOzo7d3V5F2BWkj/ntVO1ptBMdHbZTUosc3S2mTk6u4ZabAqSji2xeBPwWkTsbGbTxujsk4HuwMGS7gbWSRqQ7iUMANan6zs628wsZ1nGFGaSHNa5jWT+g2dJ5kdYLmliuY3KRWeTRGRPTVebCjyS3nd0tplZzrI0hXrgmIgYExGjgWNI5kA4Efh+G97zemCCpBXAhPQxEbEEaIzOfgJHZ5uZ1VyWMYVh6Rc2ABGxVNIxEbGyyRwLZTWJzn4TGF9mPUdnm5nlKEtTeFnSrSSHjACmkBw66gbsqFplZmZWc1kOH51Lcs3ApSRXN69Ml+0AxlWpLjMzy0GWK5rfl/SvwK9IThF9OSIa9xA2V7M4MzOrrSynpNaRXHlcT3ItweGSpkaEk1LNzPYyWcYUfgBMjIiXASQNJZmWc3Q1CzMzs9rLMqbQtbEhAETEcqBr9UoyM7O8ZGkK8yXdLqkuvc0CFrS0kaTukv5b0guSlkj63+ny6ZJWS1qY3k4u2sbR2WZmOcpy+OgbwDTgYpIxhadJrnJuyTbghIjYLKkr8DtJv0ifuzkibixe2dHZZmb5y3L20TbgpvSWWUQEfzk7qWt62yPgrkghOht4VVJjdPazrXlfMzNru7JNQdIimvkSj4gRLb24pC4kh5r+B/CjiHhO0ueACyWdA8wHLo+It3F0dgdQl3cBZiX5c147Sv6gL/GE9NfNbRgRr2V+E6kX8BBwEbABeIOk4cwABkTEeZJ+BDwbEXen29wOPB4RD5Z73TFjxsT8+fOzlmEtyJhaYhlFyTR4a5My31PWNpIWRMSYUs+V3VNozZd+SyJiYzq/80nFYwnpoPVj6UNHZ5uZ5SzTdJxtIenQdA8BSfuTpKq+lM6h0OgMksRVcHS2mVnuqjkd5wBgdjqusA9wX0Q8Juk/JI0iOXxUD1wASXS2pMbo7J04OtvMrObKjinstlLyl/4RxRexdQQeU6gsjylUlscUKshjChXV3JhCi4ePJJ0KLCSZ+AZJoyQ9WtEKzcysQ8gypjCd5HqBjQARsRAYVK2CzMwsP1maws6I2FT1SszMLHdZBpoXS/oy0EXSEJK4i2eqW5aZmeUhy57CRSR5RNuAe4BNJLOwmZnZXibLnsLHI+Iq4KpqF2NmZvnKsqdwk6SXJM2QNDzrCzcTnd1H0pOSVqQ/exdt4+hsM7MctdgUImIcSVLaBuA2SYskXZ3htRujs0cCo4CTJH0SuAKYGxFDgLnp46bR2ScBM9ML38zMrEYyxVxExJ8j4hbgH0muWfhfGbaJiCgVnT2JZM5n0p+np/cL0dkR8SrQGJ1tZmY10uKYgqQjgSnAWcCbwL3A5VlevEx0dv+IWAsQEWsl9UtXd3R27uryLsCsJH/OayfLQPOdwE+BiRHRqtTSNLtoVGN0tqSjm1m9VCbAHte2R8RtwG2QxFzU1dW1piQz64T8Oa+dLDOvfbK9b1IcnQ2skzQg3UsYAKxPV3N0tplZzsqOKaSJpaQDyy8W3RZJerGlFy4XnU0SkT01XW0q8Eh639HZZmY5a25P4ZL05yltfO1y0dnPAvdJOh9YBUwGR2ebmXUELUZnS7ohIr7V0rI8ODq7shydXVmOzq4gR2dXVLuis4EJJZZ9rn0lmZlZR1T28JGkbwDfBD7aZAyhB/Bf1S7MzMxqr7kxhXuAXwDXkV51nHo3It6qalVmZpaLsk0hnUNhE/AlgPQis+7AQZIOiohVtSnRzMxqJdN0nJJWAK8CvwXqSfYgzMxsL5NloPka4JPA8ogYDIzHYwpmZnulLE1hR0S8CewjaZ+I+A1J6mmzJB0u6TeSlqXR2Zeky6dLWi1pYXo7uWgbR2ebmeUoS/bRRkkHAU8DcyStJ7m4rCU7gcsj4g+SegALJD2ZPndzRNxYvHKT6OzDgF9LGuoL2MzMaifLnsIk4H3gn4AngFeAU1vaKCLWRsQf0vvvAssokXra5H0cnW1mlqMsgXjvFT2cXXbFZkgaBBwDPAd8GrhQ0jnAfJK9ibdxdHYHUJd3AWYl+XNeO1liLt5lzwjrTfzlC31lC9sfRHLW0rUR8TNJ/YE30tecAQyIiPMk/Qh4NiLuTre7HXg8Ih4s99qOuagsx1xUlmMuKsgxFxXVXMxFljGFm0girO8hmfPgbOCvgJeBO2jmz0tJXYEHgTkR8TOAiFhX9Pws4LH0oaOzzcxylmVM4aSI+PeIeDci3kknuTk5Iv4T6F1uI0kCbgeWRcRNRcsHFK12BrA4ve/obDOznGXZU/hA0heBB9LHZxU919w+3aeBrwKLJC1Ml30b+JKkUem29cAF4OhsM7OOIMuYwkeBHwLHk3yR/57kTKTVwOiI+F21iyzHYwqV5TGFyvKYQgV5TKGi2jWmkA4klzsFNbeGYGZmlZcl+2iopLmSFqePR0i6uvqlmZlZrWUZaJ4FXAnsAIiIF0nOQDIzs71MlqZwQEQ0PQsoS8yFmZl1MlmawhuSPkZ6ppGks4C1Va3KzMxykeWU1GnAbcAwSatJ5lX4SlWrMjOzXLS4pxARKyPiROBQYFhEfCYi6lvarpno7D6SnpS0Iv3Zu2gbR2ebmeWoxT0FSd2ALwCDgH2VnsweEf+nhU3LRWefC8yNiOslXUEy//O3HJ1tZpa/LGMKj5DEWu8E3iu6NauZ6OxJ/CVtdTZwenrf0dlmZjnLMqYwMCJOas+bNInO7h8RayFpHJL6pas5Ojt3dXkXYFaSP+e1k6UpPCPpbyJiUVveII3OfhC4NCLeUfkshVJP7HFtexrIdxskMRd1dXVtKcvMOhF/zmsnS1P4DHCupFeBbSRf3hERI1rasFR0NrBO0oB0L2EAsD5d7uhsM7OcZWkKn2vLC5eLziaJyJ4KXJ/+fKRo+T2SbiIZaHZ0tplZjWUJxHutja9dLjr7euA+SecDq4DJ6fs4OtvMLGdZ9hTaJI3ULjeAML7MNtcC11arJjMza16WU1LNzOxDwk3BzMwK3BTMzKzATcHMzArcFMzMrMBNwczMCqrWFCTdIWl949zO6bLpklZLWpjeTi56zrHZZmY5q+aewl1AqSC9myNiVHp7HKBJbPZJwExJXapYm5mZlVC1phARTwNvZVzdsdlmZh1A1a5obsaFks4B5pNMwvM2GWOzwdHZ1VWXdwFmJflzXju1bgq3AjNIIrFnAD8AziNjbDY4Otvsw8if89qp6dlHEbEuInZFxAfALP5yiMix2WZmHUBNm0I6f0KjM4DGM5MeBc6W1E3SYBybbWaWi6odPpL0U5KD1H0lNQDfBeokjSI5NFQPXACOzTYz6ygUUfLQfacwZsyYmD9/ft5l7DXKz5RqbRFlk+Ot1Trx91RHJGlBRIwp9ZyvaDYzswI3BTMzK3BTMDOzAjcFMzMrcFMwM7MCNwUzMyuodXR2H0lPSlqR/uxd9Jyjs83Mclbr6OwrgLkRMQSYmz52dLaZWQdR6+jsScDs9P5s4PSi5Y7ONjPLWa1TUvtHxFqAiFgrqV+63NHZHUJd3gWYleTPee3kMZ9CKY7ONrOy/DmvnVqffbSuMSk1/bk+Xe7obDOzDqDWTeFRYGp6fyrwSNFyR2ebmeWs1tHZ1wP3STofWAVMBkdnm5l1FFVrChHxpTJPjS+z/rXAtdWqx8zMWuYrms3MrMBNwczMCtwUzMyswE3BzMwK3BTMzKzATcHMzApyibmQVA+8C+wCdkbEGEl9gP8EBgH1wBcj4u086jMz+7DKc09hXESMiogx6eOSsdpmZlY7HenwUblYbTMzq5G8UlID+JWkAP49TT4tF6u9G0dnV1Nd3gWYleTPee0oomRCdXXfVDosItakX/xPAhcBj0ZEr6J13o6I3uVeA5Lo7Pnz51e32A8RlQowtzaLkonw1iY5fE/tzSQtKDp0v5tcDh9FxJr053rgIZJZ1srFapuZWY3UvClIOlBSj8b7wERgMeVjtc3MrEbyGFPoDzyk5FjFvsA9EfGEpOcpEattZma1U/OmEBErgZEllr9JmVhtMzOrjY50SqqZmeXMTcHMzArcFMzMrMBNwczMCtwUzMyswE3BzMwKOlxTkHSSpJcl/UmSk1LNzGqoQzUFSV2AHwGfA44CviTpqHyrMjP78OhQTYEkA+lPEbEyIrYD95JEapuZWQ3kFZ1dzkeA14seNwBji1cojs4GNkt6uUa1mbWKoC/wRt517BUc4Vtpf13uiY7WFEr9l98tMzede+G22pRj1naS5peLJzbrqDra4aMG4PCixwOBNTnVYmb2odPRmsLzwBBJgyXtB5xNEqltZmY10KEOH0XETkkXAr8EugB3RMSSnMsyaysf5rROJ5fpOM3MrGPqaIePzMwsR24KZmZW4KZgZmYFbgpmZlbQoc4+MuuMJC2iyUWWjU8BEREjalySWZv57COzdpJUNjIAICJeq1UtZu3lpmBmZgU+fGTWTpLepfnDRwfXuCSzNvOegpmZFXhPwazCJPUDujc+johVOZZj1io+JdWsQiSdJmkF8CrwW6Ae+EWuRZm1kpuCWeXMAD4JLI+IwcB44L/yLcmsddwUzCpnR0S8CewjaZ+I+A0wKueazFrFYwpmlbNR0kHA08AcSeuBnTnXZNYqPvvIrEIkHQi8T7IH/vdAT2BOuvdg1im4KZhVgKQuwC8j4sS8azFrD48pmFVAROwCtkjqmXctZu3hMQWzytkKLJL0JPBe48KIuDi/ksxax03BrHL+X3oz67Q8pmBWQZL2B46IiJfzrsWsLTymYFYhkk4FFgJPpI9HSXo016LMWslNwaxypgOfADYCRMRCYHB+5Zi1npuCWeXsjIhNTZb5+Kx1Kh5oNqucxZK+DHSRNAS4GHgm55rMWsV7CmaVcxEwHNgG3ANsAi7NsyCz1vLZR2YVIumYiPhj3nWYtYebglmFSPoNMAC4H7g3IpbkXJJZq/nwkVmFRMQ4oA7YANwmaZGkq/Otyqx1vKdgVgWS/gb4Z2BKROyXdz1mWXlPwaxCJB0pabqkxcC/Ac8CA3Muy6xVvKdgViGSngMeA+YBz0fE1nwrMms97ymYtZOkfSV9H/gYcAZwC/C6pO9L6ppvdWat46Zg1n7/F+gDDI6IYyPiGJIG0Qu4Mc/CzFrLh4/M2knSCmBoNPkwpbOxvRQRQ/KpzKz1vKdg1n7RtCGkC3fh7CPrZNwUzNpvqaRzmi6U9BXgpRzqMWszHz4yaydJHwF+BrwPLCDZOzgO2B84IyJW51ieWau4KZhViKQTSALxBCyJiLk5l2TWam4KZmZW4DEFMzMrcFMwM7MCNwUzMytwUzAzswI3BTMzK/j/0d2Yd9Kiw9YAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_bars(\n", " -np.array([log_density_model_03, log_density_model_04])[None, :],\n", " [\"Original\", \"Learned\"],\n", " [\"Overall\"],\n", " tick_step=50.0,\n", " ylabel=\"negative log density\",\n", " yerr=[[np.std(pe_model_03)], [np.std(pe_model_04)]],\n", ")" ] }, { "cell_type": "markdown", "id": "088c8b9e-3376-4718-a594-260c992f27d5", "metadata": {}, "source": [ "#### Log pointwise predictive density" ] }, { "cell_type": "code", "execution_count": 58, "id": "2f789003-7d52-47b2-ac10-3687a1ef8953", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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uruQwM7OOSRnT+BWlU0Jb9aa0FlWl/APv/PEfBLxYtq85axuUvW7Z3ipJZ0laIGnBypUrKxjVzKxnSyka9RHx9uq22eudtvUhSfdIeqKVx+Sy91xIaXxk7tamVr4q2mlvVUTMiogxETFmwIAB24pqZmaJUq4If1PSqIj4A7w9IL1uWx+KiKPa2y/pc8BxwPiyAe1mYHDZ2xooja00Z69btpuZWRWlFI3zgJskbf0jPRCY0pWDSjoG+BpweESsLdt1O/ATSVcAe1Ia8H4kIrZIWiPpIOD3wOnAv3Ylg5mZddw2i0ZEPCppb0r31RDwp4jY1MXjXkVpMP3XkgAejoizI2KJpHnAUkqnraZtHYAHzuGdKbd340FwM7Oqa+86jSMj4j5JJ7XYNUwSEfGzzh40Iv5HO/suBS5tpX0BMLKzxzQzs65rr6dxOHAfpYvwWgqg00XDzMy6p/au07goez6zenHMzKzI2js9dX57H4yIKyofx8zMiqy901O7ZM8fBsZSmtkEpdNVv80zlJmZFVN7p6e+BSDpV8CoiFiTbc8Abmrrc2Zmtv1KuSJ8CKXVaLfaCAzNJY2ZmRVaysV9/wk8ki1cGMCJwA25pjIzs0JKubjvUkl3A4dlTWdGxB/zjWVmZkWUcnoKSgsUro6IHwHNkhpzzGRmZgW1zaIh6SJK60RtvcXrDsCP8wxlZmbFlNLTOBGYBLwJEBEreGc6rpmZ9SApRWNjtnR5AEjqk28kMzMrqpSiMU/SvwP9JH2B0l37Zucby8zMiqjd2VMqrVv+X8DewGpKV4d/MyJ+XYVsZmZWMO0WjYgIST+PiNGAC4WZWQ+XcnrqYUljc09iZmaFl3JF+BHA2ZKWU5pBJUqdkKY8g5mZWfGkFI1P5J7CzMy6hZRlRJ6XNAo4lNK0299FxB9yT2ZmZoWTckX4N4E5QH9gd+A6SV/PO5iZmRVPyumpTwEfiYj1AJK+C/wBuCTPYGZmVjwps6eWA/Vl272AZ3NJY2ZmhZbS09gALJH0a0pjGhOAByRdCRAR03PMZ2ZmBZJSNG7NHlvNzyeKmZkVXcrsqTnVCGJmZsWXehMmMzMzFw0zM0uXXDR8Hw0zM0u5uO8QSUuBJ7Pt/SXNzD2ZmZkVTkpP44fA0cAqgIhYBHwsz1BmZlZMSaenIuLFFk1bcshiZmYFl3KdxouSDgFC0o7AdLJTVWZm1rOk9DTOBqYBg4Bm4IBs28zMepiUi/teAT5ThSxmZlZwKbOnvi+pr6QdJN0r6RVJn61GODMzK5aU01MTI2I1cByl01PDgX/MNZWZmRVSStHYIXs+FvhpRLza1YNKuljS45Iek/QrSXuW7btA0jOSnpJ0dFn7aEmLs31XSlJXc5iZWcekFI07JP0JGAPcK2kAsL6Lx/1BRDRFxAHAncA3ASTtC0wFRgDHADMl1WWfuRo4CxiWPY7pYgYzM+ugbRaNiPgn4GBgTERsAt4EJnfloNnprq36ULpPB9n33hgRGyLiOeAZ4EBJA4G+EfFQRARwA3BCVzKYmVnHtTl7StKREXGfpJPK2srf8rOuHFjSpcDpwOvAEVnzIODhsrc1Z22bstct29v67rMo9UoYMmRIV2KamVmZ9noah2fPx7fyOG5bXyzpHklPtPKYDBARF0bEYGAu8KWtH2vlq6Kd9lZFxKyIGBMRYwYMGLCtqGZmlqjNnkZEXJQ9n9mZL46IoxLf+hPgF8BFlHoQg8v2NQArsvaGVtrNzKyKUq7TeFbSXElnZwPVXSZpWNnmJOBP2evbgamSeklqpDTg/UhEvASskXRQNmvqdOC2SmQxM7N0KWtP7QuMAw4DLpe0N7AoIk7swnG/K+nDwFvA85SWKiEilkiaBywFNgPTImLr4ojnANcDvYG7s4eZmVVRStHYQmkgegulP/J/BV7uykEj4uR29l0KXNpK+wJgZFeOa2ZmXZNSNFYDi4ErgNkRsSrfSGZmVlQpF/d9Cvgt8EXgRknfkjQ+31hmZlZEKavc3gbclo1lfAI4D/gqpbEFMzPrQVJmT90i6VngR5Su3j4d+EDewczMrHhSxjR+BPyubBYTknrlF8nMzIoqZUzjX8oLRuahPMKYmVmxtbf21N9RWt+pt6SP8M5SHn2BnaqQzczMCqa901NHA2dQWrLjirL2NcA/55jJzMwKqr21p+YAcySdHBG3VDGTmZkVVMpA+J2SPg0MLX9/RHw7r1BmZlZMKUXjNkr3vFgIbMg3jpmZFVlK0WiICN9a1czMkqbcPihpv9yTmJlZ4aX0NA4FzpD0HKXTUwIiIppyTWZmZoWTUjQ+kXsKMzPrFtq7uK9vRKymdF2GmZlZuz2NnwDHUZo1FbxzRTjZ9odyzGVmZgXU3sV9x2XPjdWLY2ZmRZYypoGkScDHss35EXFnfpHMzKyoUu6n8V3gXGBp9jhX0mV5BzMzs+JJ6WkcCxwQEW8BSJoD/BG4IM9gZmZWPCkX9wH0K3u9aw45zMysG0jpaVwG/FHSbyjNoPoY7mWYmfVI2ywaEfFTSfOBsVnT1yLiv3NNZWZmhZQ0ewo4mNJyIgHUAbfmlsjMzAorZfbUTOBsYDHwBPC/JP1b3sHMzKx4UnoahwMjIyLg7dlTi3NNZWZmhZQye+opYEjZ9mDg8XzimJlZkaX0NPoDT0p6JNseCzwk6XaAiJiUVzgzMyuWlKLxzdxTmJlZt5Ay5fb+agQxM7PiS70i3MzMzEXDzMzSuWiYmVmybY5pSFpM6Urwcq8DC4BLImJVHsHMzKx4UnoadwO/AD6TPe4Afgv8N3B9Vw4u6X9LCkm7l7VdIOkZSU9JOrqsfbSkxdm+KyWp9W81M7O8pEy5/WhEfLRse7Gk30XERyV9trMHljQYmAC8UNa2LzAVGAHsCdwjaXhEbAGuBs4CHgbuAo6hVNDMzKxKUnoaO0sat3VD0oHAztnm5i4c+4fAV3n3qa/JwI0RsSEingOeAQ6UNBDoGxEPZcuZ3ACc0IVjm5lZJ6T0NP4ncK2knSndT2M18HlJfSjda6PDsnuO/yUiFrU4yzSIUk9iq+asbVP2umW7mZlVUcrFfY8C+0naFVBEvFa2e15bn5N0D/B3rey6EPhnYGJrH2stQjvtbR37LEqnshgyZEhbbzMzsw5KmT21K3ARpTv2Iel+4NsR8Xp7n4uIo9r4vv2ARmBrL6MB+EN22quZ0oKIWzUAK7L2hlba2zr2LGAWwJgxY9osLmZm1jEpYxrXAmuA07LHauC6zh4wIhZHxB4RMTQihlIqCKOyuwHeDkyV1EtSIzAMeCQiXgLWSDoomzV1OnBbZzOYmVnnpIxp7BURJ5dtf0vSY3mEiYglkuYBSykNsk/LZk4BnENpim9vSrOmPHPKzKzKUorGOkmHRsQDAJI+CqyrVICst1G+fSlwaSvvWwCMrNRxzWoufObUup+UonE2cEM2tgHwN+Bz+UUyM7OiSpk9tQjYX1LfbHu1pPPw3fvMzHqc5AULI2J1RKzONs/PKY+ZmRVYZ1e59bpPZmY9UGeLhkfwzMx6oDbHNCStofXiIErTXs3MrIdps2hExC7VDGJmZsXnO/eZmVkyFw0zM0vmomFmZslcNMzMLJmLhpmZJXPRMDOzZC4aZmaWzEXDzMySuWiYmVkyFw0zM0vmomFmZslcNMzMLJmLhpmZJXPRMDOzZC4aZmaWzEXDzMyStXkTJrOWwjf5Nevx3NMwM7NkLhpmZpbMRcPMzJK5aJiZWTIXDTMzS+aiYWZmyVw0zMwsmYuGmZklc9EwM7Nkiu38Ml9JK4Hna53DrBW7A6/UOoRZG/4+Iga0bNzui4ZZUUlaEBFjap3DrCN8esrMzJK5aJiZWTIXDbPamVXrAGYd5TENMzNL5p6GmZklc9EwM7NkLhpmZpbMRcPMzJL5HuFmVSBpMdDarBMBERFNVY5k1imePWVWBZL+vr39EeGlbqxbcNEwM7NkPj1lVgWS1tD+6am+VY5k1inuaZiZWTL3NMxqQNIeQP3W7Yh4oYZxzJJ5yq1ZFUmaJOlp4DngfmA5cHdNQ5l1gIuGWXVdDBwELIuIRmA88LvaRjJL56JhVl2bImIV8D5J74uI3wAH1DiTWTKPaZhV12uSdgZ+C8yV9DKwucaZzJJ59pRZFUnqA6yj1Mv/DLArMDfrfZgVnouGWZVIqgN+GRFH1TqLWWd5TMOsSiJiC7BW0q61zmLWWR7TMKuu9cBiSb8G3tzaGBHTaxfJLJ2Lhll1/SJ7mHVLHtMwqzJJvYEhEfFUrbOYdZTHNMyqSNLxwGPA/822D5B0e01DmXWAi4ZZdc0ADgReA4iIx4DG2sUx6xgXDbPq2hwRr7do8zli6zY8EG5WXU9I+jRQJ2kYMB14sMaZzJK5p2FWXV8GRgAbgJ8ArwPn1TKQWUd49pRZFUn6SET8sdY5zDrLRcOsiiT9BhgI3ATcGBFLahzJrEN8esqsiiLiCODjwEpglqTFkr5e21Rm6dzTMKsRSfsBXwWmRMSOtc5jlsI9DbMqkrSPpBmSngCuAh4CGmocyyyZexpmVSTp98CdwHzg0YhYX9tEZh3jnoZZFUh6v6TvA3sBJwJXAi9K+r6kHWqbziydi4ZZdfwA2A1ojIhREfERSgWkH3B5LYOZdYRPT5lVgaSngeHR4n+47G5+f4qIYbVJZtYx7mmYVUe0LBhZ4xa89pR1Iy4aZtWxVNLpLRslfRb4Uw3ymHWKT0+ZVYGkQcDPgHXAQkq9i7FAb+DEiPhLDeOZJXPRMKsiSUdSWrBQwJKIuLfGkcw6xEXDzMySeUzDzMySuWiYmVkyFw0zM0vmomFmZslcNMzMLNn/BzcRV3xKdI47AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pd.DataFrame(\n", " np.array([np.sum(exp_log_density_03), np.sum(exp_log_density_04)])[None, :],\n", " columns=[\"Original\", \"Learned\"],\n", " index=[\"Overall\"],\n", ").plot(\n", " kind=\"bar\", color=[\"b\", \"r\"], ylabel=\"Log pointwise predictive density\",\n", ")" ] }, { "cell_type": "markdown", "id": "b6ecb17f-6cc4-4445-a827-4f393c6a6d78", "metadata": {}, "source": [ "### Negative log probability of the ground truth\n", "#### Figure 2.29(a) with plates" ] }, { "cell_type": "code", "execution_count": 59, "id": "273a536f-ab0f-41da-9e1c-0efb24497e3f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_bars(\n", " np.array([neg_log_proba_model_03.mean(), neg_log_proba_model_04.mean()])[None, :],\n", " [\"Original\", \"Learned\"],\n", " [\"Overall\"],\n", " ylabel=\"Negative Log Probability\",\n", ")" ] }, { "cell_type": "markdown", "id": "95b795ec-8163-44d1-b351-1510b031d919", "metadata": {}, "source": [ "#### Figure 2.29(b) with plates" ] }, { "cell_type": "code", "execution_count": 60, "id": "34ac02cb-eccb-4f05-8d05-ac4f556f094a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_bars(\n", " np.concatenate(\n", " [\n", " neg_log_proba_model_03.mean(0)[:, None],\n", " neg_log_proba_model_04.mean(0)[:, None],\n", " ],\n", " axis=1,\n", " ),\n", " [\"Original\", \"Learned\"],\n", " [\"Core\", \"OOP\", \"Life Cycle\", \"Web Apps Skills\", \"Desktop apps\", \"SQL\", \"C#\"],\n", " ylabel=\"Negative Log Probability\",\n", ")" ] }, { "cell_type": "markdown", "id": "1aea199a-be9d-4cfe-b8f6-d34d4b8b86d8", "metadata": {}, "source": [ "### Odds and Ends\n", "* failed attempts to reproduce the Figure 2.29\n", "* read at your own peril" ] }, { "cell_type": "code", "execution_count": 61, "id": "c23a25f4-d5a5-40ea-ab80-d9e28c446755", "metadata": {}, "outputs": [], "source": [ "def get_proba(\n", " posterior_samples: Dict, params_sites: List[str], negative_log_proba=False\n", "):\n", " \"\"\"\n", " :param posterior_samples Dict: dictionary of samples from the posterior.\n", " :param params_sites List[str]: a list of params to compute proba\n", " :param negative_log_proba bool: flag to return either probability or negative log probability\n", " \"\"\"\n", " proba = np.zeros((len(params_sites), posterior_samples[params_sites[0]].shape[-1]))\n", " for i, param in enumerate(params_sites):\n", " proba[i, :] = np.mean(posterior_samples[param], axis=0)\n", "\n", " if negative_log_proba:\n", " proba[proba == 0.0] = np.finfo(float).eps\n", " proba = -np.log(proba)\n", "\n", " return proba" ] }, { "cell_type": "code", "execution_count": 62, "id": "0d8c42a6-6915-4c02-bd6a-6658ccac37e0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dtype('int64')" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" } ], "source": [ "self_assessed.astype(int).values.dtype" ] }, { "cell_type": "code", "execution_count": 63, "id": "615e1b75-1c54-4d97-ae0d-ac188d9fc104", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "(7, 22)" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "self_assessed.astype(int).values.T.shape" ] }, { "cell_type": "code", "execution_count": 64, "id": "8887872c-15fa-43c9-a578-da378a4741db", "metadata": {}, "outputs": [], "source": [ "proba = get_proba(\n", " mcmc_00.get_samples(),\n", " [\"skill_\" + str(i) for i in range(7)],\n", " negative_log_proba=False,\n", ").T" ] }, { "cell_type": "code", "execution_count": 65, "id": "4c0f4b65-e240-4209-9fea-a84bec5ddc9a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(22, 7)" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "proba.shape" ] }, { "cell_type": "code", "execution_count": 66, "id": "79ae02e9-84e7-4cb1-90fb-d4cc646bdaad", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3.15628763824813" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "proba_00 = get_proba(\n", " mcmc_00.get_samples(),\n", " [\"skill_\" + str(i) for i in range(7)],\n", " negative_log_proba=False,\n", ").T\n", "\n", "rv_00 = scipy.stats.bernoulli(proba_00)\n", "\n", "proba_model_00 = rv_00.pmf(self_assessed.astype(int).values)\n", "\n", "proba_model_00[proba_model_00 == 0.0] = np.finfo(float).eps\n", "\n", "neg_log_proba_model_00 = -np.log(proba_model_00)\n", "\n", "(-np.log(proba_model_00)).mean()" ] }, { "cell_type": "code", "execution_count": 67, "id": "08543dfe-99eb-4bae-b6aa-5278b2f7bcff", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9652352227384892" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "proba_02 = get_proba(\n", " mcmc_02.get_samples(),\n", " [\"skill_\" + str(i) for i in range(7)],\n", " negative_log_proba=False,\n", ").T\n", "\n", "rv_02 = scipy.stats.bernoulli(proba_02)\n", "\n", "proba_model_02 = rv_02.pmf(self_assessed.astype(int).values)\n", "\n", "proba_model_02[proba_model_02 == 0.0] = np.finfo(float).eps\n", "\n", "neg_log_proba_model_02 = -np.log(proba_model_02)\n", "\n", "(-np.log(proba_model_02)).mean()" ] }, { "cell_type": "code", "execution_count": 68, "id": "2113c776-974c-4e52-bad9-0a463a93c05b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 68, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pd.DataFrame(\n", " np.array([neg_log_proba_model_00.mean(), neg_log_proba_model_02.mean()])[None, :],\n", " columns=[\"Original\", \"Learned\"],\n", " index=[\"Overall\"],\n", ").plot(kind=\"bar\", color=[\"b\", \"r\"])" ] }, { "cell_type": "code", "execution_count": 69, "id": "2372977f-ac53-45c2-ae05-26a79192765a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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cg9rMLHGlDM+7CXgE2ELSAklfrnxZZmbWotMJLxFxTDUKsRrhCSNmVeeuDzOzxDmozcwS56A2M0ucg9rMLHEOajOzxDmozcwS56A2M0ucg9rMLHEOajOzxDmozcwS56A2M0ucg9rMLHEOajOzxDmozcwS56A2M0tcp+tRW8e8PLOZVZpb1GZmiXNQm5klLomuj3K6D9x1YGa9TRJBXRZ3CptZL1NS14ekz0h6VtJfJJ1V6aJ6NKm8m5n1ep0GtaQ64FJgf2Ar4BhJW1W6MDMzy5TSot4Z+EtEvBARy4BfAIdWtiwzM2tRSh/1xsDLre4vAHZp+yBJE4AJ+d0lkp5d8/I+TjAEeKP0J6TVfeD6i+X6i1XL9Veh9k+t7kQpQd3ed/vYFbqImARMKqOoLpE0LSIaK/19KsX1F8v1F6uW6y+y9lK6PhYAn2x1fzjwamXKMTOztkoJ6ieAzSWNkrQOcDTwm8qWZWZmLTrt+oiIFZJOBu4C6oCrImJWxStbvYp3r1SY6y+W6y9WLddfWO0KTwgxM0ua1/owM0ucg9rMLHEOajOzxDmoq0DSkKJr6CpJoyXdK+mZ/P5YSf9VdF2lknSapIHKTJb0pKT9iq6rVJI2ldQ3/3ovSadKGlRwWWtE0ulF11BraiaoJX1K0r751/0kDSi6ps5IOlhSM/C0pAWSdiu6pi64AvgGsBwgIp4iG6JZK06IiHeA/YAG4Hjg+8WWVJbbgA8lbQZMBkYBNxZb0ho7o+gCSiXphKJrgBoJakn/AdwK/Dw/NBz4dWEFle57wJ4RMQz4N+D8guvpiv4R8XibYysKqaRrWmbWHgBcHREzaX+2bao+iogVwL8CP46IrwLDCq5pTSX/+5f0WUnDgJNbHbu3qHpqZT3qk8gWh3oMICKekzS02JJKsiIi5gJExGO18CmgHW9I2pR82QBJRwALiy2pLE2S7iZriX4j/zv4qOCayrFc0jHAl4CD82N9CqynO9TCmOBhZKuGjpb0S2AmMELSuhHxbrWLqZWg/iAililf5ETS2tTGX/ZQSWes7n5EXFhATeU6iWyg/xhJrwB/BY4ttqSyfBnYDnghIpZKGkzW/VErjgf+E/heRPxV0ijghoJr6pSkxWT/R1u3nlvu9yukqPLcHhE/kTQd+BowFlgPmCpp7YjYq5rF1MSEF0k/BN4CvgicApwIzI6IbxVZV2cknd3R+Yg4p1q1rClJ6wJrRcTiomsphaQdOjofEU9Wq5Y1lS/dMIYs6J7Nlxu2CpJ0I9mnsNHAuWQt6osiYltJfSJieVXrqZGgFvDvZBeERDad/cqoheJrVJtPAh+T+qcBSfd3cDoiYp+qFbMGJB0I/Ax4nuzf/ijgKxHx+0ILK1E+AKBlo5EnIuKRIuspl6RZwNnADmQNxKeBmRFxcodP7O46Us86SWsBT0XENkXX0hWS9icbNbEVWYtoNvCDiLiz0MI60ZM+DdQySXOBgyLiL/n9TYHfRcSYYivrmKRPAlOBxUAT2ZvMDsB7ZBuPfCEiriyuwtJIuiEijs2/ng7sCGwfEU3VrCP5PuqI+EjSTEkjIuKlouspRz5a5SvA14Fp+eFG4PuShudreCep1oNY0uEdnY+IX1WrljX0ektI514AXi+qmDJcClwcEde0Pijpi0BLqzrZoM6HQ27UEtK5bwK7U8Ayz8m3qAEk3QfsBDwOrLziGhGHFFZUCSTNBvaIiDfbHB8MPBgRWxZTWekkXQucFhFv5fc3AH4UEUmML10dSVd3cDpSr7+FpMvJdv64mewT2ZHAs8BDkO4bjqR5ETF6NecWADtERLJvOJJ+C3wznzfQ+ngjcHZEHNz+Mysj+RZ1rlZbd2ob0gARsUgJbTHUibEtIQ0QEX+XtH2B9ZQkImppZEdH6oHXgH/J7zcDG5IN1QsgyaBmNXM08q7M91IO6dzItiENEBHTJI2sdjE1EdQR8SdJG5G1qgEer4G/aIB3JG2bT7JYSdK2ZH13tWAtSRtExN8BJG1IDfy7kXRsRNywuouiqV8MbVHDbzi/lXQFcHrLuON85NBFQNLXZ3L1HZyr+vDCWpmZ+Fmybo8jgc8Cj+UTL1J3JvAbSRPz6eQHSTqH7CJLrUyj/RHwsKTvSvoO8DDww4JrKsW6+Z8DVnOrCZI2kXSHpGZJr0uamo+lTt3XyIbUviipSdI0YD7wTn4udU/k15hWIenLZBdHq6pW+qhnAuNbWtGSGoA/RsS2xVbWufyTwJnAJmRXvv8KXBARfyu0sDJI2grYh6z+eyNidsEllUzShu1cIxgVEX8tqqZySHqU7MLcTfmho4FTImKX4qrqnKSdyPZbfQvYDNgbOAiYC0xsr0swJfn/29uBZfwjmBuBdYB/rfb/35poUZNNtGjd1bGIGqg9n0F5JnACWVBvAhwHnCGpJqYBS7oAICJ+GhGX1FJI5+6QNLDljqQtgTsKrKdciojrI2JFfruB2piV+3OyGcXvARsAZ+XH3qYGtuOKiNciYjey62Pz89s5EbFrEY2s5Psac3+QdBf/aFUcRW30c/0/so/Zo1pm9OWhcUF+O63A2ko1F7gif9O5GrgpIt4uuKZynEcW1gcCWwDXAZ8vtqSy3C/pLOAXZAF9FPC7/FoBCbdM61rVdhQwKSJuA26TNKO4ssoTEfcDHU2eqoqkuz5ajWV8KB8XuwfZx++/A1Mi4vlCC+yEpOeA0W1nUEqqA+ZGxObFVFY+SVuQrTtxDNnQsCvyf8TJk3QY2Vj2AcDhEfFcsRWVTlJHXTQREZtUrZgyKFu/fLt8c+y5wISI+HPLuVqdwFaU1FvUPyYbZN4yXvRXsHIs44/5x2piqYr2prlHxIeS0n2HbCN/YxmT394gW/fgDElfiYgk16aWdAmrdhEMJJsscookIuLUYiorT0TUwoXD9twE/EnSG2SzEf8HVja+aukTWRJSD+qkxjJ2wWxJX4yI61oflHQsWZdC8iRdSPaGeB9wXvxjbeofSHq2uMo6Na3N/apfqe8ukrYhW4Jg5ZCxtv+mUhMR31O2fvMw4O5WDZa1yBZWszKk3vXxl4jYrNxzqZC0MdmngPfIgiLIxoL3I7ty/EqB5ZVE2Q4Xv4iIpe2cW79W+qvzi7fbAK/UyBh8YOWaK3uRBfWdwP5ks1prYXiqdZPUR04kNZaxXBHxSj6M6jtkV41fAr4TETunHtKS/rekIyLiqtYhLenzksYDpBzSkn4maev86/XJumuuA6YrW4i/VhwBjAP+lk9+2RboW2xJVm2pt6iTGsvYm+Tjdw+OiOY2x/+JbFH1XYuprDSSZkVES1CfDuwVEYfl9f8+IpKfBg8g6fGI2FlSE9lY5MXAMy0/m/UOSfdRR8RrwG6S9ib72ArZEo/3FVhWb9G/bUgDRMTf8qnAqWu9uP544BZYWX8xFXXNNGW7jl9B1lhZQjZL13qRpFvUVhxJ84CtIttYtfXxPmS76yQ9tFDZxgE/Al4hGwc7Jg/ptclapEmv59ye/AL6wPYusFvPlnSL2gr1K7KJLie3WVTnYtJdsa21r5DV+k9kCwO1dJONA35XWFVrICLmF12DFcMtamtX3vI8l2wLtBfzwyOAycC3o8p7xpn1Zg5q65CkfmSL6gD8JV+7wcyqyEFtljhlO6rvQTYO/6GooR3UrXukPo7arFeT9N/AtcBgYAhwtaT/KrYqqza3qK1Hk3Qa2ap/i8k2U90eOCsi7i60sBJJmkO26/X7+f1+wJNRA/ttWvdxi9o6pMyxecsOSSMk7Vx0XWU4ISLeAfYDGshWAPx+sSWVZT6rbgvVF0h61Ujrfg5q68xlwK5ky5tC1jK9tLhyytYyu+UA4Op8/8pamvHyATBL0jXKdlZ/Blgi6WJJFxdcm1WJx1FbZ3aJiB0kTYeVu5CvU3RRZWiSdDcwCviGpAHARwXXVI7b81uLBwqqwwrkoLbOLM/Xow5YuV9lLQXdl4HtgBciYqmkwWTdHzUhIq7N3xhH54ee9Rj23sdBbZ25mKxFN1TS98hWc6uZUQcR8VE+9frYfLOGByPi9k6elgxJe5GN+phP1mXzSUlfatktxXoHj/qwdrXeqVvSGLKp1y27kM8ptLgySLqMbMJO6/02n4+Ik4qrqnT5qnmfi4hn8/ujyfat3LHYyqyaHNTWLklNEbGjpHsjYlzR9XSVpFnANi07jEhaC3i6VpYJlfRURIzt7Jj1bO76sNVZK99dZLSkM9qejIgLC6ipK54lW6OkZb2STwK1tPrcNEmTgevz+5+nBjbNsO7loLbVORo4jOzfyIBiS1kjg4E5klrWcN4JeETSbwAi4pDCKivN/wFOAk4l63r6M7U1PNK6gbs+rEOS9o+I3xddR1dJ+peOzkfEn6pVS1dIOi0iftLZMevZHNTWLknHRsQNks4kH5rXWg11fbRsH7Yz2c/xRC1t4SbpyYjYoc2x6bWylZh1D3d92Oq0bLe1XjvnaubdXdK/A/8N3EfWdXCJpO9ExFXFVtaxfAPezwGjWrppcgOARcVUZUVxi9rKJun0iPhx0XWUQtKzwG4RsSi/Pxh4OCK2KLayjkn6FNlsyvOBs1qdWgw81XaLNOvZHNRWNkkvRcSIousohaR7gf0jYll+fx3gzojYt9jKStPeNQJJ/xkRPyuqJqs+d31YV9TSokavAI9JmkrWZXMo8HjLkMMa6Gv/tqQPIuI+AEn/F9gLcFD3Ig5q64pa+hj2PKsuCzo1/7NWhhweAvxW0teAzwBj8mPWi7jrw9olaTHtB7KAfhFRk2/ykuqBgyPilqJrKZWkocAfySa6nBD+T9vrOKitx8tX/9uPbE3t/cgWZjqi2Ko61uqNUvmf6wAr8q8jIgYWWJ5VmYPaeixJ/0w2xO1A4HFgd2CTiFhaaGFmZfIOL9YjSVpAtuXWQ8BWEfFvwHu1FtKSdpe0bv71sZIulFQTI26s+ziorae6DdiYbFnTg/Owq8WPj5cDSyVtC3ydbHGp6zt+ivU0DmrrkSLiNGAkcCGwNzAPaJD0WUntzbZM1Yr84uGhwE/yNT5qZcSKdRP3UVuvIKkP2fC2Y4D9ImJIwSWVRNKfgD8AJwB7As3AjIj4dKGFWVU5qK3XkdQvIt4ruo5S5AtKfY5sMan/yfun94qI6wouzarIQW2WuHzdj80j4o+S+gN1EbG46LqsetxHbZYwSf8B3Ar8PD+0MfDrwgqyQjiorVeQNFBSLV6EO4ls/Pc7ABHxHDC00Iqs6hzU1qNJapT0NNk+ic9Imimplnbw/qBl5T8ASWtTm8MMbQ04qK2nuwo4MSJGRsSnyFqoVxdcUzn+JOmbQD9J44FbgDsKrsmqzBcTrUeT9FBE7N7ZsVRJWgv4MtkaJQLuAq70wky9i4PaeiRJLfsMfgHoD9xE1mVwFPD3iPhWUbWVS1IDQEQ0F12LFcNBbT2SpPs7OB0RsU/ViukCSQLOBk4ma0kL+BC4JCK+U2RtVn0OarMESfoqcAAwISL+mh/bhGztjz9ExEVF1mfV5aC2Hk3SRsB5wCciYn9JWwG7RsTkgkvrkKTpwPiIeKPN8Qbg7ojYvpjKrAge9WE93TVkF+A+kd+fB5xeVDFl6NM2pGFlP3WfAuqxAjmoracbEhE3Ax8BRMQKsr7e1C3r4jnrgWpy3zuzMrwraTD5JBFJ/wt4u9iSSrKtpHfaOS6gvtrFWLEc1NbTnQn8BthU0kNAA5D0fokAEVFXdA2WDl9MtB5J0ulk23BNzw9tQdYafTYilhdVl1lXuI/aeqrhwE+A14E/Ap8HPoV3R7Ea5Ba19WiS1gEagd2AXfPbWxGxVaGFmZXBfdTW0/UDBgLr57dXgacLrcisTG5RW48kaRKwNbAYeAx4FHg0Iv5eaGFmXeA+auupRgB9gb8BrwALgLeKLMisq9yith4rX9hoa7L+6d2AbYA3gUci4uwiazMrh4PaejxJw8m2s9oNOAgYHBGDCi3KrAwOauuRJJ1KFsy7A8vJxlQ/kv/5dER8VGB5ZmXxqA/rqUaS7d791YhYWHAtZmvELWozs8R51IeZWeIc1GZmiXNQm5klzkFtZpY4B7WZWeL+Pxl0Oq4b/o86AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pd.DataFrame(\n", " np.concatenate(\n", " [\n", " neg_log_proba_model_00.mean(0)[:, None],\n", " neg_log_proba_model_02.mean(0)[:, None],\n", " ],\n", " axis=1,\n", " ),\n", " columns=[\"Original\", \"Learned\"],\n", " index=[\"Core\", \"OOP\", \"Life Cycle\", \"Web Apps Skills\", \"Desktop apps\", \"SQL\", \"C#\"],\n", ").plot(kind=\"bar\", color=[\"b\", \"r\"])" ] }, { "cell_type": "code", "execution_count": 70, "id": "d8d0904f-ec85-4296-b715-51e28cd9c7a0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DeviceArray([[1.19209290e-07, 1.19209290e-07, 6.72364593e-01,\n", " 6.60196126e-01, 5.03595257e+00, 5.00148453e-04,\n", " 1.19209290e-07],\n", " [7.50286621e-04, 2.22456250e-02, 2.47991896e+00,\n", " 4.84508336e-01, 9.73372310e-02, 1.17549435e-38,\n", " 1.61343142e-01],\n", " [1.03028929e-02, 4.25905688e-03, 1.23256491e-02,\n", " 4.89798278e-01, 6.70896530e-01, 1.24132860e+00,\n", " 6.84187353e-01],\n", " [1.25081057e-03, 2.50013138e-04, 1.24146998e-01,\n", " 3.12999904e-01, 4.31684963e-02, 1.75157762e+00,\n", " 8.29412174e+00],\n", " [1.19209290e-07, 1.19209290e-07, 7.23091066e-01,\n", " 1.13448694e-01, 5.24953175e+00, 2.33821225e+00,\n", " 1.19209290e-07],\n", " [1.17549435e-38, 3.25529277e-03, 7.50281382e-04,\n", " 2.50031269e-04, 1.00050040e-03, 1.17549435e-38,\n", " 6.90650225e-01],\n", " [1.19209290e-07, 2.50013138e-04, 7.12839842e-01,\n", " 7.32407868e-01, 2.41631341e+00, 7.60085535e+00,\n", " 6.21462059e+00],\n", " [4.25904663e-03, 1.19209290e-07, 4.26869774e+00,\n", " 1.15972176e-01, 7.36465454e-02, 5.20300388e+00,\n", " 5.76659571e-03],\n", " [8.31099078e-02, 1.19209290e-07, 7.24637866e-01,\n", " 2.80098796e+00, 5.26380679e-03, 2.50312779e-03,\n", " 1.19209290e-07],\n", " [1.19209290e-07, 1.19209290e-07, 2.09683049e-02,\n", " 2.88240361e+00, 4.89285326e+00, 1.80623010e-01,\n", " 2.50013138e-04],\n", " [1.25787705e-02, 1.19209290e-07, 9.59603861e-02,\n", " 2.77659655e+00, 4.88982648e-01, 5.63874841e-01,\n", " 1.19209290e-07],\n", " [2.20727491e+00, 1.67932403e+00, 7.17952311e-01,\n", " 7.50281382e-04, 1.13168687e-01, 5.00125054e-04,\n", " 1.15691476e-01],\n", " [7.50286621e-04, 5.00148453e-04, 7.16927707e-01,\n", " 7.26187050e-01, 4.78842556e-01, 4.44390345e+00,\n", " 8.29412174e+00],\n", " [1.26940060e+00, 3.00453021e-03, 2.17375231e+00,\n", " 9.49330509e-01, 5.68349361e-02, 1.21234095e+00,\n", " 1.85789919e+00],\n", " [3.90007682e-02, 1.23873687e+00, 1.48210019e-01,\n", " 7.36054778e-01, 3.14368337e-01, 4.50986242e+00,\n", " 1.70787811e+00],\n", " [1.19209290e-07, 1.19209290e-07, 8.99247080e-02,\n", " 6.90776777e+00, 1.16796243e+00, 2.50013138e-04,\n", " 5.00148453e-04],\n", " [1.19209290e-07, 1.19209290e-07, 1.94191724e-01,\n", " 7.39714861e-01, 2.03065133e+00, 4.50986242e+00,\n", " 1.19209290e-07],\n", " [7.50286621e-04, 1.19209290e-07, 7.18978047e-01,\n", " 7.39191055e-01, 2.63805795e+00, 3.35472733e-01,\n", " 1.19209290e-07],\n", " [8.28421768e-03, 1.50113669e-03, 7.17952311e-01,\n", " 2.85163212e+00, 1.18580544e+00, 3.39677334e-01,\n", " 1.37539402e-01],\n", " [1.19209290e-07, 1.19209290e-07, 1.35919284e-02,\n", " 5.84239215e-02, 2.40517139e+00, 1.19209290e-07,\n", " 1.19209290e-07],\n", " [1.19209290e-07, 1.19209290e-07, 7.19491184e-01,\n", " 5.55127300e-02, 6.26963703e-03, 1.19209290e-07,\n", " 2.50013138e-04],\n", " [5.00148453e-04, 4.76133032e-03, 2.32278776e+00,\n", " 6.02809191e-02, 2.42758179e+00, 5.00148453e-04,\n", " 4.28671503e+00]], dtype=float32)" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "-dist.Bernoulli(proba_02).log_prob(self_assessed.astype(int).values)" ] }, { "cell_type": "code", "execution_count": 71, "id": "4d36c739-5812-4edf-9df1-4dbcb290ea43", "metadata": {}, "outputs": [], "source": [ "neg_log_proba_model_00 = get_proba(\n", " mcmc_00.get_samples(),\n", " [\"skill_\" + str(i) for i in range(7)],\n", " negative_log_proba=True,\n", ").mean(1)" ] }, { "cell_type": "code", "execution_count": 72, "id": "41dcebe2-52bf-4698-9294-3e4120f6c49f", "metadata": {}, "outputs": [], "source": [ "neg_log_proba_model_02 = get_proba(\n", " mcmc_02.get_samples(),\n", " [\"skill_\" + str(i) for i in range(7)],\n", " negative_log_proba=True,\n", ").mean(1)" ] }, { "cell_type": "code", "execution_count": 73, "id": "b0cbb76d-6596-4418-ab90-8815bef1a155", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pd.DataFrame(\n", " np.array([neg_log_proba_model_00.mean(), neg_log_proba_model_02.mean()])[None, :],\n", " columns=[\"Original\", \"Learned\"],\n", " index=[\"Overall\"],\n", ").plot(\n", " kind=\"bar\",\n", " color=[\"b\", \"r\"],\n", " yerr=[[neg_log_proba_model_00.std()], [neg_log_proba_model_02.std()]],\n", ")" ] }, { "cell_type": "code", "execution_count": 74, "id": "fef57a7a-bf89-4b7c-b044-a9de4db37f33", "metadata": {}, "outputs": [], "source": [ "neg_log_proba_model_00_std = get_proba(\n", " mcmc_00.get_samples(),\n", " [\"skill_\" + str(i) for i in range(7)],\n", " negative_log_proba=True,\n", ").std(1)\n", "\n", "neg_log_proba_model_02_std = get_proba(\n", " mcmc_02.get_samples(),\n", " [\"skill_\" + str(i) for i in range(7)],\n", " negative_log_proba=True,\n", ").std(1)" ] }, { "cell_type": "code", "execution_count": 75, "id": "384171a4-aa02-48f3-898c-204165d8af86", "metadata": {}, "outputs": [], "source": [ "std = np.concatenate(\n", " [neg_log_proba_model_00_std[:, None], neg_log_proba_model_02_std[:, None]], axis=1\n", ").T" ] }, { "cell_type": "code", "execution_count": 76, "id": "dfc3b4bc-7549-4cfa-b353-316267995b99", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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MLCcc6GZmOeFANzPLCQe6mVlOVM3EIqsyXkvHrMe5hW5mlhMOdDOznHCgm5nlhAPdzCwnHOhmZjlRzJ6i10h6VdKTbZyfKGmdpEXp7ZvlL9PMzDpSzLDF64DLgXntXPOHiDimLBWZmVmndNhCj4jfA6/3QC1mZtYF5epDP1jSYkl3SRpbptc0M7MSlGOm6OPAHhGxUdIU4DZgVGsXSpoOTAcYPnx4Gb60mZk163ILPSLWR8TG9P4CoI+kwW1ce1VE1EdEfV1dXVe/tJmZtdDlQJf0ASlZuEPSQelrru3q65qZWWk67HKR9DNgIjBYUiMwE+gDEBFzgBOBL0tqAjYD0yK80pKZWU/rMNAj4tMdnL+cZFijmZllyDNFzcxywoFuZpYTDnQzs5xwoJuZ5YQD3cwsJxzoZmY54UA3M8sJB7qZWU440M3McsKBbmaWEw50M7OccKCbmeVEOTa4MMufZEXo4nmBUasAbqGbmeWEW+hmeeN3F72WW+hmZjnhQDczywkHuplZTnQY6JKukfSqpCfbOC9JsyWtlLRE0vjyl2lmZh0ppoV+HfCJds4fBYxKb9OBK7telpmZlarDQI+I3wOvt3PJ8cC8SDwMDJQ0pFwFmplZccrRhz4UeLnF48b02HYkTZe0UNLCNWvWlOFLm5lZs3IEemuDXlsd2BoRV0VEfUTU19XVleFLm5lZs3IEeiOwe4vHw4BXyvC6ZmZWgnIE+h3Aqelol48C6yJidRle18zMStDh1H9JPwMmAoMlNQIzgT4AETEHWABMAVYCm4DTu6tYMzNrW4eBHhGf7uB8ADPKVpGZmXWKZ4qameWEA93MLCcc6GZmOeFANzPLCQe6mVlOONDNzHLCgW5mlhMOdDOznHCgm5nlRIczRc0sW2ptPdN2tLrUqfUKbqGbmeWEA93MLCcc6GZmOeFANzPLCQe6mVlOONDNzHLCgW5mlhNFBbqkT0h6WtJKSV9p5fxESeskLUpv3yx/qWZm1p5i9hStAX4MTAIagcck3RERywsu/UNEHNMNNZqZWRGKaaEfBKyMiOcjYgvwc+D47i3LkEq7mVmvV0ygDwVebvG4MT1W6GBJiyXdJWlsWaozM7OiFbOWS2vNv8LlIh4H9oiIjZKmALcBo7Z7IWk6MB1g+PDhpVVa5bweh5l1t2Ja6I3A7i0eDwNeaXlBRKyPiI3p/QVAH0mDC18oIq6KiPqIqK+rq+tC2WZmVqiYQH8MGCVppKSdgGnAHS0vkPQBKWmDSjoofd215S7WzMza1mGXS0Q0SToLuBuoAa6JiGWSzkjPzwFOBL4sqQnYDEyLCPcamJn1IGWVu/X19bFw4cKiry+9D7rUJ3Tvz8H1d/QE19+Waq4dqr/+SiOpISLqWzvnmaJmZjnhQDczywkHuplZTjjQzcxywoFuZpYTDnQzs5xwoJuZ5YQD3cwsJxzoZmY54UA3M8sJB7qZWU4Usx66mZkVq+TFa8q3Fo0D3cysHdW0OY27XMzMcsKBbmaWEw50M7OccKCbmeWEA93MLCeKCnRJn5D0tKSVkr7SynlJmp2eXyJpfPlLNTOz9nQY6JJqgB8DRwF7A5+WtHfBZUcBo9LbdODKMtdpZmYdKKaFfhCwMiKej4gtwM+B4wuuOR6YF4mHgYGShpS5VjMza0cxE4uGAi+3eNwITCjimqHA6pYXSZpO0oIH2Cjp6ZKqLYFgMPBa8U8ocfZAN3P92arm+qu5dnD9RdijrRPFBHprX61wMlQx1xARVwFXFfE1u0zSwoio74mv1R1cf7aquf5qrh1cf1cU0+XSCOze4vEw4JVOXGNmZt2omEB/DBglaaSknYBpwB0F19wBnJqOdvkosC4iVhe+kJmZdZ8Ou1wioknSWcDdQA1wTUQsk3RGen4OsACYAqwENgGnd1/JReuRrp1u5PqzVc31V3Pt4Po7TVHGpRvNzCw7nilqZpYTDnQzs5xwoJuZ5YQDvUJIGpx1DV0habSkeyU9mT4eJ+n/Zl1XsSSdK2lAOlJrrqTHJU3Ouq5iSNpTUt/0/kRJ50gamHFZXSbpvKxrqDa5C3RJe0g6Mr3fT1L/rGtqj6RjJa0BlkpqlHRI1jV10tXAV4GtABGxhGSIa7X4fESsByYDdSQjtf4t25KKdgvwtqS/A+YCI4GfZltSWZyfdQHFkvT5rGuAnAW6pC8CNwP/kR4aBtyWWUHF+Q5weEQMAT4FXJxxPZ21c0Q8WnCsKZNKOqd5tvMU4NqIWEzrM6Ar0TsR0QT8A/DDiPhnIA9rKVX8z1/Syem6VWe1OHZvVvXkbZPoGSSLiT0CEBHPStot25I61BQRTwFExCOV/o6iHa9J2pN0yQdJJ1Kwlk+Fa5D0a5LW7VfT/w7vZFxTsbZK+jTwOeDY9FifDOspl2oYUz2EZDXa0ZJ+ASwGhkvaJSL+p6eLyVugvxURW5QudiNpRyr/l2I3See39TgiLs2gps6YQTKhYoykPwEvAKdkW1JJvgDsBzwfEZskDaIyJsgV43TgDOA7EfGCpJHADRnXVBRJG0j+H23ZGm9+3C+Tokpza0T8SNITwL8A44Bdgdsl7RgRE3uymFxNLJL0feAN4FTgbOBMYHlEfD3LutojaWZ75yPiwp6qpRwk7QLsEBEbsq6lGB1txhIRj/dULV2RLssxhiQMn06XurZuJumnJO/qRgMXkbTQfxAR+0rqExFbe7SenAW6gH8i+WBLJMsV/CTy9E1WmIJ3F9up9HcYkn7bzumIiI/3WDGdJOloYA7wHMnv/UjgSxFxV6aFlSAdyNC8cc5jEfFQlvWUStIyYCYwnqQhuRRYHBFntfvEcteRl6yTtAOwJCL2ybqWUkk6imSEyN4kLazlwPciYkGmhRUhb+8wqpGkp4BjImJl+nhP4L8iYky2lXVM0u7A7cAGoIHkD9J4YDPJxjmfjYifZFdhcSTdEBGnpPefAA4A9o+Ihp6sIzd96BHxjqTFkoZHxEtZ11OsdGTOl4B/BRamh+uBf5M0LF1DvmJVe2BLOqG98xHxy56qpQtebQ7z1PPAq1kVU6IfA7Mj4rqWByWdCjS30is20NOhou9vDvPU14BDyWAJ8dy00AEk3QccCDwKbPuEOSKOy6yoDkhaDhwWEa8XHB8EPBARe2VTWWkkXQ+cGxFvpI/fC/x7RFTE+Ny2SLq2ndNR6fUDSLqSZBebG0ne4Z0EPA08CJX9R0nSMxExuo1zjcD4iKjYP06SfgV8LZ130fJ4PTAzIo5t/ZndIzct9FQ1thZVGOYAEbFWFba1VgfGNYc5QET8VdL+GdZTlIiolpEs7akF/gL8ffp4DfA+kiGMAVRsoNPGXJi0C3VzJYd5akRhmANExEJJI3q6mFwFekT8TtL7SVrpAI9WwS/Eekn7phNZtpG0L0m/YrXYQdJ7I+KvAJLeRxX8fkk6JSJuaOvD3Ur/UBeq/o/SryRdDZzXPG47HSn1A5J9FipdbTvnenzYZd5mip5M0t1yEnAy8Eg6waWSXQDcIWlWugzAMZIuJPmgqGqmPgP/DvxR0rclfQv4I/D9jGsqxi7pv/3buFU8SR+SdKekNZJelXR7Oha9GvwLyVDjFyU1SFoIrALWp+cq3WPp52DvIukLJB/y9qi89aEvBiY1t8ol1QG/iYh9s62sfem7iguAD5F8yv8CcElE/DnTwkokaW/g4yTfw70RsTzjkoom6X2tfI4xMiJeyKqmYkl6mOTDxZ+lh6YBZ0fEhOyqKo6kA0n2JH4D+DvgY8AxwFPArNa6IytJ+v/urcAW/hbg9cBOwD/09P/DuWqhk0xoadnFspYK/x7T2awXAJ8nCfQPAacB50uqmunbki4BiIjLI+Kyagrz1J2SBjQ/kLQXcGeG9ZRCEfGfEdGU3m6g8mdIN/sPkhnem4H3Al9Jj62jCraii4i/RMQhJJ/frUpvF0bEwVk0yCq+j7NE/y3pbv7WUplK5ffD/T+St/Yjm2dXpsFySXo7N8PaSvEUcHX6B+pa4GcRsS7jmkrxXZJQPxr4MDAP+Ey2JRXtt5K+AvycJMinAv+Vfo5Bhbdya1rUNxW4KiJuAW6RtCi7skoTEb8F2puk1iNy0eXSYizog+m44sNI3vb/FZgfEc9lWmA7JD0LjC6czSqpBngqIkZlU1nnSPowydoinyYZNnd1+ste8SR9kmQ+QH/ghIh4NtuKiiOpvW6hiIgP9VgxJVKyfv5+kWxG/xQwPSJ+33yuGicKZikvLfQfkgzmbx5z+0vYNhb0h/xtBbpKFK0tTRARb0uqqr+26R+hMentNZJ1Lc6X9KWIqMi10SVdxru7JwaQTMw5WxIRcU42lRUvIqrlA9DW/Az4naTXSGaH/gG2NdKq6R1eRchLoFfUWNASLZd0akTMa3lQ0ikk3RhVQdKlJH847wO+G39bG/17kp7OrrIOLSx43OMjE8pB0j4kS0dsG0ZX+DtViSLiO0rWDx8C/LpF42YHkgX2rAR56XJZGRF/V+q5SiBpKMk7is0kYRIk4+j7kXxK/qcMyyuakh1bfh4Rm1o5955q6U9PP4jeB/hTFcxhALatpzORJNAXAEeRzDKu9CG7VmYVPQKkBBU1FrQUEfGndHjZt0g+IX8J+FZEHFQNYS7pf0s6MSKuaRnmkj4jaRJAJYe5pDmSxqb330PSTTQPeELJphHV4ETgCODP6SSjfYG+2ZZkWchLC72ixoL2JukY6GMjYk3B8Q+QLP5/cDaVFUfSsohoDvTzgIkR8cm0/rsiouKXL5D0aEQcJKmBZBz3BuDJ5u/Leo9c9KFHxF+AQyR9jOTtMiTLh96XYVm9xc6FYQ4QEX9Op3BXupYbQUwCboJt9WdTUekWShpIslF3A7CRZMa09TK5aKFbdiQ9A+wdySbFLY/3IdktqqKHXSrZ4OLfgT+RjCMek4b5jiSt3IpfU7yldBDAgNYGCVj+5aKFbpn6JcmEorMKFleaTWWv8tfsSyS1foBkgajm7rkjgP/KrKpOiohVWddg2XEL3bokbcleRLL134vp4eHAXOAb0cN7Kpr1Zg50KwtJ/UgWVwJYma7NYWY9yIFulgOSxpMseRHAgxHxeMYlWQbyMg7drNeS9E3gemAQMBi4VtL/zbYqy4Jb6GaApHNJVoncQLIp8f7AVyLi15kWVgRJK0h2mH8zfdwPeDyqZD9aKx+30K0slDglbS0iabikg7KuqwSfj4j1wGSgjmTFyH/LtqSireLdW6H1BSp2hVHrPg50K5crgINJls2FpKX74+zKKVnzLKIpwLXpHq/VMrPoLWCZpOskXQs8CWyUNFvS7Ixrsx7kcehWLhMiYrykJwAi4q+Sdsq6qBI0SPo1MBL4qqT+wDsZ11SsW9Nbs/szqsMy5kC3ctmarocesG0/12oJRIAvAPsBz0fEJkmDSLpdKl5EXJ/+8RydHnra4/97Jwe6lctsklbibpK+Q7ICYNWMtIiId9Jp86ekG4s8EBG3dvC0iiBpIskol1Uk3US7S/pc884/1nt4lIt1iaSREfFCen8MyZR5AfdGxIpMiyuBpCtIJka13I/2uYiYkV1VxUlXWfzHiHg6fTyaZE/XA7KtzHqaA926RFJDRBwg6d6IOCLrejpL0jJgn+YdcyTtACythiVoJS2JiHEdHbP8c5eLddUO6Y45oyWdX3gyIi7NoKbOeJpkDZrm9Wh2B6plxcKFkuYC/5k+/gwVvrGLdQ8HunXVNOCTJL9L/bMtpUsGASskNa8jfiDwkKQ7ACLiuMwq69iXgRnAOSTdXb+nuoaMWpm4y8XKQtJREXFX1nV0lqS/b+98RPyup2oplaRzI+JHHR2z/HOgW5dIOiUibpB0AemQxZaqqMuledu8g0i+j8eqZetCSY9HxPiCY09Uw/Z5Vl7ucrGuat5mbtdWzlVNa0HSPwHfBO4j6ba4TNK3IuKabCtrW7qJ9T8CI5u7hlL9gbXZVGVZcgvduo2k8yLih1nXUQxJTwOHRMTa9PEg4I8R8eFsK2ubpD1IZrZeDHylxakNwJLCbQEt/xzo1m0kvRQRw7OuoxiS7gWOiogt6eOdgAURcWS2lXWstc8vJJ0REXOyqsmy4S4X607VsrgVJJtEPyLpdpKuouOBR5uHYlb4ZwHfkPRWRNwHIOn/ABMBB3ov40C37lRNb/+e491Lzt6e/lsNQzGPA34l6V+ATwBj0mPWy7jLxbpE0gZaD24B/SKiKhsNkmqBYyPipqxrKYak3YDfkEwo+nz4f+xeyYFulkpXi5xMsqb7ZJIFuk7Mtqq2tfhjqvTfnYCm9H5ExIAMy7MMONCt15P0v0iG/x0NPAocCnwoIjZlWphZibxjkfVqkhpJtpp7ENg7Ij4FbK6mMJd0qKRd0vunSLpUUlWMLrLycqBbb3cLMJRkudxj02CstretVwKbJO0L/CvJAmP/2f5TLI8c6NarRcS5wAjgUuBjwDNAnaSTJbU2+7USNaUfgh4P/Chdw6UaRudYmbkP3awFSX1Ihv59GpgcEYMzLqlDkn4H/DfweeBwYA2wKCI+kmlh1uMc6GZtkNQvIjZnXUdH0kXF/pFkQbE/pP3nEyNiXsalWQ9zoJvlQLquy6iI+I2knYGaiNiQdV3Ws9yHblblJH0RuBn4j/TQUOC2zAqyzDjQzVqQNEBStX2gOINk7Px6gIh4Ftgt04osEw50M0BSvaSlJPuIPilpsaQDsq6rSG81rxIJIGlHqm/opZWBA90scQ1wZkSMiIg9SFq912ZcU7F+J+lrQD9Jk4CbgDszrsky4A9FzQBJD0bEoR0dq0SSdgC+QLL+jIC7gZ94ga7ex4FuvZqk5r04PwvsDPyMpLtiKvDXiPh6VrWVQlIdQESsyboWy44D3Xo1Sb9t53RExMd7rJgSSRIwEziLpGUu4G3gsoj4Vpa1WTYc6GZVStI/A1OA6RHxQnrsQyRru/x3RPwgy/qs5znQzQBJ7we+C3wwIo6StDdwcETMzbi0Nkl6ApgUEa8VHK8Dfh0R+2dTmWXFo1zMEteRfJj4wfTxM8B5WRVTpD6FYQ7b+tH7ZFCPZcyBbpYYHBE3Au8AREQTSX90JdvSyXOWU1W536NZN/gfSYNIJ+RI+iiwLtuSOrSvpPWtHBdQ29PFWPYc6GaJC4A7gD0lPQjUARW7nyhARNRkXYNVFn8oar2apPNItp97Ij30YZIW7tMRsTWrusw6w33o1tsNA34EvAr8BvgMsAfe8ceqkFvoZoCknYB64BDg4PT2RkTsnWlhZiVwH7pZoh8wAHhPensFWJppRWYlcgvdejVJVwFjgQ3AI8DDwMMR8ddMCzPrBPehW283HOgL/Bn4E9AIvJFlQWad5Ra69XrpIldjSfrPDwH2AV4HHoqImVnWZlYKB7pZStIwkq3cDgGOAQZFxMBMizIrgQPdejVJ55AE+KHAVpIx6Q+l/y6NiHcyLM+sJB7lYr3dCOBm4J8jYnXGtZh1iVvoZmY54VEuZmY54UA3M8sJB7qZWU440M3McsKBbmaWE/8fQZzj99/bMdYAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pd.DataFrame(\n", " np.concatenate(\n", " [neg_log_proba_model_00[:, None], neg_log_proba_model_02[:, None]], axis=1\n", " ),\n", " columns=[\"Original\", \"Learned\"],\n", " index=[\"Core\", \"OOP\", \"Life Cycle\", \"Web Apps Skills\", \"Desktop apps\", \"SQL\", \"C#\"],\n", ").plot(kind=\"bar\", color=[\"b\", \"r\"])" ] }, { "cell_type": "code", "execution_count": 77, "id": "7baafadf-949d-48e2-b2e1-90be05785601", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pd.DataFrame(\n", " np.concatenate(\n", " [neg_log_proba_model_00[:, None], neg_log_proba_model_02[:, None]], axis=1\n", " ),\n", " columns=[\"Original\", \"Learned\"],\n", " index=[\"Core\", \"OOP\", \"Life Cycle\", \"Web Apps Skills\", \"Desktop apps\", \"SQL\", \"C#\"],\n", ").plot(kind=\"bar\", color=[\"b\", \"r\"], yerr=std)" ] }, { "cell_type": "code", "execution_count": 78, "id": "adda07f0-48ca-42ac-b729-b74c4e1c4802", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":2: RuntimeWarning: divide by zero encountered in log\n", " -np.log(mcmc_00.get_samples()[s].mean(0)).mean()\n" ] }, { "data": { "text/plain": [ "[inf, 0.4987566, inf, inf, 0.7172846, inf, 0.17295544]" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[\n", " -np.log(mcmc_00.get_samples()[s].mean(0)).mean()\n", " for s in [\"skill_\" + str(i) for i in range(7)]\n", "]" ] }, { "cell_type": "code", "execution_count": 79, "id": "7d17684a-74dd-43b5-9e91-f4ecc0f52905", "metadata": {}, "outputs": [], "source": [ "res_00 = np.zeros((7, 22))\n", "for i in range(7):\n", " s = \"skill_\" + str(i)\n", " res_00[i, :] = np.mean(mcmc_00.get_samples()[s], axis=0)\n", "\n", "res_00[res_00 == 0.0] = np.finfo(float).eps\n", "\n", "neg_log_proba_model_00 = (-np.log(res_00)).mean(1)" ] }, { "cell_type": "code", "execution_count": 80, "id": "df6d1208-dffc-4ecc-b8bf-a8228f7b028b", "metadata": {}, "outputs": [], "source": [ "res_02 = np.zeros((7, 22))\n", "for i in range(7):\n", " s = \"skill_\" + str(i)\n", " res_02[i, :] = np.mean(mcmc_02.get_samples()[s], axis=0)\n", "\n", "res_02[res_02 == 0.0] = np.finfo(float).eps\n", "\n", "neg_log_proba_model_02 = (-np.log(res_02)).mean(1)" ] }, { "cell_type": "code", "execution_count": 81, "id": "f980027c-6a45-45cd-a018-7159477997c0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[1.56985962, 1.5088825 ]])" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.array([(-np.log(res_00)).mean(), (-np.log(res_02)).mean()])[None, :]" ] }, { "cell_type": "code", "execution_count": 82, "id": "d2c9bcd4-ea5d-4b23-a6d6-792e6333b8b3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2.220446049250313e-16" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.finfo(float).eps" ] }, { "cell_type": "code", "execution_count": 83, "id": "9ca741ce-e367-4a63-9b97-1e2a8f4da64e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AY8AJgw+UmYszszMzO9va2obbsySpgloCfQUwOSI6IuIg4CLggUE19wOnR8SoiDgUmAk809hWJUlDqTrlkpm9EXEZ8BDQAizJzLURcWn//lsy85mI+B3wNPAu8JPMXDOSjUuS3i8yB0+H7xudnZ25cuXKppy7RFHpnQ4NW1Z860jD0qSMKVVErMrMzkr7vFNUkgphoEtSIQx0SSqEgS5JhTDQJakQBrokFcJAl6RCGOiSVAgDXZIKYaBLUiEMdEkqhIEuSYUw0CWpEAa6JBXCQJekQhjoklQIA12SCmGgS1Ihagr0iJgTEc9FxIaIuGqIupMjYmdEfLFxLUqSalE10COiBbgJOBuYBlwcEdP2UHc9fQ+TliTtY7WM0E8BNmTmi5nZA9wJzK1QdzlwD7Clgf1JkmpUS6BPAF4esN7Vv22XiJgAfAG4ZagDRcT8iFgZESu7u7vr7VWSNIRaAj0qbMtB6/8GfCczdw51oMxcnJmdmdnZ1tZWY4uSpFqMqqGmCzh2wPpEYPOgmk7gzogAGAecExG9mXlfI5qUJFVXS6CvACZHRAfwH8BFwJcGFmRmx3tfR8RS4DeGuSTtW1UDPTN7I+Iy+q5eaQGWZObaiLi0f/+Q8+aSpH2jlhE6mfkg8OCgbRWDPDPn7X1bkqR6eaeoJBXCQJekQhjoklQIA12SCmGgS1IhDHRJKoSBLkmFMNAlqRAGuiQVwkCXpEIY6JJUCANdkgphoEtSIQx0SSqEgS5JhTDQJakQBrokFaKmQI+IORHxXERsiIirKuz/ckQ83b8sj4gTGt+qJGkoVQM9IlqAm4CzgWnAxRExbVDZn4F/yMzpwDXA4kY3KkkaWi0j9FOADZn5Ymb2AHcCcwcWZObyzPx//atPABMb26YkqZpaAn0C8PKA9a7+bXvyNeC3e9OUJKl+o2qoiQrbsmJhxJn0Bfppe9g/H5gP0N7eXmOLkqRa1DJC7wKOHbA+Edg8uCgipgM/AeZm5tZKB8rMxZnZmZmdbW1tw+lXkrQHtQT6CmByRHRExEHARcADAwsioh24F/inzFzf+DYlSdVUnXLJzN6IuAx4CGgBlmTm2oi4tH//LcC/AGOBRREB0JuZnSPXtiRpsMisOB0+4jo7O3PlypVNOXeJotI7HRq2rPjWkYalSRlTqohYtacBs3eKSlIhDHRJKoSBLkmFMNAlqRAGuiQVwkCXpEIY6JJUCANdkgphoEtSIQx0SSqEgS5JhTDQJakQBrokFcJAl6RCGOiSVAgDXZIKYaBLUiEMdEkqRE2BHhFzIuK5iNgQEVdV2B8RcUP//qcj4qTGtypJGkrVQI+IFuAm4GxgGnBxREwbVHY2MLl/mQ/c3OA+JUlV1DJCPwXYkJkvZmYPcCcwd1DNXOCO7PMEMCYixje4V0nSEEbVUDMBeHnAehcws4aaCcArA4siYj59I3iANyPiubq6lfaRgHHAq83uowgRze6gNP9pTztqCfRKfxo5jBoyczGwuIZzSk0VESszs7PZfUj1qGXKpQs4dsD6RGDzMGokSSOolkBfAUyOiI6IOAi4CHhgUM0DwFf6r3b5FPBGZr4y+ECSpJFTdcolM3sj4jLgIaAFWJKZayPi0v79twAPAucAG4BtwCUj17K0Tzg1qP1OZO421S1J2g95p6gkFcJAl6RCGOiSVAgDXZIKUcuNRVKxImI1FW6Co+9muczM6fu4JWnYvMpFB7SI2ONt1ACZ+dK+6kXaWwa6JBXCKRcd0CLibww95XLkPm5JGjZH6JJUCEfo0gARcQzQ+t56Zm5qYjtSXbxsUQIi4ryIeB74M/AHYCPw26Y2JdXJQJf6XAN8ClifmR3ALOB/N7clqT4GutRnR2ZuBT4UER/KzEeAE5vck1QX59ClPq9HxOHAY8CyiNgC9Da5J6kuXuUiARFxGPA2fb+1fhk4CljWP2qX9gsGug54EdECPJSZn2l2L9LecA5dB7zM3Alsi4ijmt2LtDecQ5f6bAdWR8T/At56b2NmXtG8lqT6GOhSn//Zv0j7LefQpX4RcQjQnpnPNbsXaTicQ5eAiPjPwJPA7/rXT4yIB5ralFQnA13qsxA4BXgdIDOfBDqa145UPwNd6tObmW8M2uZ8pPYrvikq9VkTEV8CWiJiMnAFsLzJPUl1cYQu9bkcOB54B/h34A3gW81sSKqXV7lIQET8fWb+32b3Ie0NA10CIuIRYDxwF3BnZq5tcktS3ZxykYDMPBM4A+gGFkfE6oj4b83tSqqPI3RpkIj4JPBfgQsz86Bm9yPVyhG6BETE1IhYGBFrgBuBx4GJTW5LqosjdAmIiD8BvwEeBVZk5vbmdiTVzxG6DmgRMSoi/hX4GPAF4Abg5Yj414gY3dzupPoY6DrQ/QA4GujIzJMy8+/pC/cxwA+b2ZhUL6dcdECLiOeBKTnoH0L/U4yezczJzelMqp8jdB3ocnCY92/ciZ/lov2Mga4D3bqI+MrgjRHxX4Bnm9CPNGxOueiAFhETgHuBt4FV9I3KTwYOAb6Qmf/RxPakuhjoEhARZ9H34VwBrM3M3ze5JaluBrokFcI5dEkqhIEuSYUw0CWpEAa6JBXCQJekQvx/crPa8kURnH4AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pd.DataFrame(\n", " np.array([(-np.log(res_00)).mean(), (-np.log(res_02)).mean()])[None, :],\n", " columns=[\"Original\", \"Learned\"],\n", " index=[\"Overall\"],\n", ").plot(kind=\"bar\", color=[\"b\", \"r\"])" ] }, { "cell_type": "code", "execution_count": 84, "id": "3ee7a0a0-7f9a-4716-afcb-306e3e9223fc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 84, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "pd.DataFrame(\n", " np.concatenate(\n", " [neg_log_proba_model_00[:, None], neg_log_proba_model_02[:, None]], axis=1\n", " ),\n", " columns=[\"Original\", \"Learned\"],\n", " index=[\"Core\", \"OOP\", \"Life Cycle\", \"Web Apps Skills\", \"Desktop apps\", \"SQL\", \"C#\"],\n", ").plot(kind=\"bar\", color=[\"b\", \"r\"])" ] }, { "cell_type": "code", "execution_count": 85, "id": "1566c754-2400-4e3a-bcdd-feb4c586c0db", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":2: RuntimeWarning: divide by zero encountered in log\n", " -np.log(mcmc_02.get_samples()[s].mean(0)).mean()\n" ] }, { "data": { "text/plain": [ "[inf, 0.5350453, 1.688612, 1.184382, 1.1330117, inf, 0.19561504]" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[\n", " -np.log(mcmc_02.get_samples()[s].mean(0)).mean()\n", " for s in [\"skill_\" + str(i) for i in range(7)]\n", "]" ] }, { "cell_type": "code", "execution_count": 86, "id": "7890eacf-9b79-4e51-a4f0-4b3d1a1dd300", "metadata": {}, "outputs": [], "source": [ "neg_log_proba_model_00 = np.array(\n", " [\n", " -np.log(mcmc_00.get_samples()[s].mean(0).mean())\n", " for s in [\"skill_\" + str(i) for i in range(7)]\n", " ]\n", ")" ] }, { "cell_type": "code", "execution_count": 87, "id": "09cb9797-207b-4840-bb57-5b46fcb14d2e", "metadata": {}, "outputs": [], "source": [ "neg_log_proba_model_02 = np.array(\n", " [\n", " -np.log(mcmc_02.get_samples()[s].mean(0).mean())\n", " for s in [\"skill_\" + str(i) for i in range(7)]\n", " ]\n", ")" ] }, { "cell_type": "code", "execution_count": 88, "id": "180e85b2-d734-426b-b08b-1840d5550eb7", "metadata": { "lines_to_next_cell": 0 }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "neg_log_proba_model_00 = np.array(\n", " [\n", " -np.log(mcmc_00.get_samples()[s].mean(0).mean())\n", " for s in [\"skill_\" + str(i) for i in range(7)]\n", " ]\n", ")\n", "\n", "neg_log_proba_model_02 = np.array(\n", " [\n", " -np.log(mcmc_02.get_samples()[s].mean(0).mean())\n", " for s in [\"skill_\" + str(i) for i in range(7)]\n", " ]\n", ")\n", "\n", "\n", "pd.DataFrame(\n", " np.concatenate(\n", " [neg_log_proba_model_00[:, None], neg_log_proba_model_02[:, None]], axis=1\n", " ),\n", " columns=[\"Original\", \"Learned\"],\n", " index=[\"Core\", \"OOP\", \"Life Cycle\", \"Web Apps\", \"Desktop apps\", \"SQL\", \"C#\"],\n", ").plot(kind=\"bar\", color=[\"b\", \"r\"])" ] }, { "cell_type": "code", "execution_count": null, "id": "e404fd17-062f-43dd-8573-e6484692a9d9", "metadata": { "lines_to_next_cell": 2 }, "outputs": [], "source": [] } ], "metadata": { "jupytext": { "encoding": "# -*- coding: utf-8 -*-", "formats": "ipynb,py" }, "kernelspec": { "display_name": "Python [conda env:numpyro_play]", "language": "python", "name": "conda-env-numpyro_play-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.11" } }, "nbformat": 4, "nbformat_minor": 5 }