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It presents an approach to recommending items to a user, called Candidate ReRank.\n\nTo achieve this, the following methods are used:\n\n- Covisitation Matrix (Item based Filtering)\n- Handcrafted Rules\n- Popularity Aproach\n\n![image.png](attachment:f9ee8c10-c401-4cf1-928c-835cdcf525ad.png)\n\n\n[Recommendation System - Summary Lecture](https://www.youtube.com/watch?v=TU-fRiBjuSQ)","metadata":{},"attachments":{"403e88c6-42ca-42b5-948d-20593f4b6cb1.png":{"image/png":"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EKWzzzv0qW73FLA/Ld4ou0Z03zjLLw/aV7wdGHEarp33ErrqbzTLGkOcWTrJuz95wyDaHk+vqQJ5Z6tfyuQ/pkkn5ZtlS3b5Iuw91muWEnvZ2mSWbwT63aZPcWjF3jVm2vHJoh+5sv9UsJ+S9uEyll/jMsqXplXoFXm0wywlxrQZ/rVYVP6bznOebZctgr9VnTh2vddcEzbLNYK/VrLPn6o6ClWbZMpRrtehLP9BV53/LLFsy/VqlE1b8AgAAAEhJF0yZaJZG5Ozsz5olAACAjEXwCwAAACAlTRh3qlkakYumZJslABnm37/xbL8rEQFgLKHVAwAAAFIKrR7SWzJbPTQsmaeiGeea5WGreOg5rQ/+1iwPGa0eQKsHAEA6YMUvAAAAhqXrzm9aAxgNyejHG+/Y8Q/NEgAAQMYi+AUAAMCwHN39gjWA0fDGgSNmaUReOxA2SwAAABmL4BcAAABA0sy6YLKuK/iiWR6WzTv3m6Vh27xzf1JWEE8Yd6qWLJxhlgEAQIbZ9la7NdIVwS8AAACApJkw7lT5b52tXXU3jzgAPnb8Qz28+RWzPGTHjn+otZt3m+UhmTDuVC25eoaef6BU3ym6xJzGGHP+ktXWAABkpnuDy6yRrgh+AQAAACRdsgLg5eu2jbhFw/rgm9r2xh/N8qDEB75Lv3mpJow71TwEY9Dn5nqtAQBAqiL4BQAAADBqYgHwutsXmFODVrZ6i1katNcOhLV6w06zPCgTxp1K4AsAANIWwS8AAACAUTfrgsk6O3u8WR6Utw6/qyvvfnLIPXq3vXFQZau36NjxD82pQZl1wWQCXyDNLG27wRoAMNYR/AIAAAA4IYpmnGuWBu21A2F95fsBrQ/+1pzq5djxD7V83TbdeN+mIYfF8a4pmGqWAKS4fZE3rQEAYx3BLwAAAIATYsnCGWZpyCoeek5X3v2kVj31ktX799jxD3Xs+Ifa9sZBrXrqJV1595Mj3hTu7OzxmnXBZLMMAACQNgh+AQAAAJwQE8adOqKN3mJeOxDW6qd36sq7n1TOLf+u6eWPaHr5I7rxvk1a/fTOEa3yjVmycAZtHgAAQFoj+AUAAABwwlx2wefNUkoaSVsKAACAVEDwCwAAgGGZveGQNYDBeuPAEbOUko4d/8AsAZY3Vy+xBgAAqcoRjUajZhFjz44dOxSJRMwy4jidTuXn55tlAACQZMuWLdOqVaskSStXrtTSpUvNQ5DGvvL9QFJaMYy27xRdojtvnGWWAUnScwsnWbf55VdquTqQZ91+2ttlmwOAociEnycEv5B6/lF18OBBs4w4kydP1rJly8wyAABIMoLfzPXagbCuvPtJs5ySJow7VbvqbjbLgETwm9JGI6j5xb6ndejP/Hu5P5M+O1lfO+9qswyktV/se9q6na6fb4JfSAS/g0LwCwDAiUHwm7lWPfWSVj+90yynrOcf8Ors7PFmGSD4TWGjEfwubbtB+yJvmmXEOc95vlYVP2aWAZxk9PgFAAAAcEI8+cIes5TS1nf81iwBAACkDYJfAAAAAKPurcPvpkVv33jpFlQDkCZ9ZrI1AGCsI/gFAAAAMOrOzh6fVpulTRh3qhqWzDPLAFLcv3/jWWsAwFhHj19I9PgdFHr8AgBwYtDjN7M9vPkVLV+3zSynlAnjTpX/1tkqmnGuOQVI9Pgdc+jxOzB6/NqxIeDA2BDwxCD4hTRA8Dtt2jSdfvrpZjkjRSIRhUIhsywR/AIA0MtoBR8Ev5mvr/B3wrhTddGULF12/ud1MPxnrQ8mt8fuhHGn6pZ50/Tn//v/tD74po4d/9A8hNAXgzJaP/+Qmgh+B0bwa8dnZmB8Zk4Mgl9IAwS/N998s6ZNm2aWM9Lu3bv1yCOPmGWJ4BcAgF5GK/gg+B0bYuFvLOz9+oxzVDTjXJ2dPd465rUDYa3dvHvEAfDZ2eN1zeVT9Z3iSzRh3KlWffPO/XrxjbetEJjQF4M1Wj//kJr6C/FmnT1Xn/mbT35uZbL/eu8P2n2o0yxLhHi99PeZwcf4zJwYBL+QCH4tBL8AAAzeaAUfBL9jx7Y3DuqiKdm2MLYvm3fu1/J124a0QdxFU7Lkv3W2LpqSZU71snnnfk0Yd6pmXcCGUBjYaP38Q2rqL8S7o2ClZp091yxnpG1vteveYOJ/ExPi2fX3mcHH0uEzs+bl+63bi770A9tcumBzNwAAAAAnxawLJg8q9JWkohnn6prLp5rlfg029FXP/RP6YrBmPviSNQAAmWnjmz+zRroi+AUAAACQFr5TfImtFUR/imacO+jQFxiq0yd9wRoAAKQqgl+cFLt27dIHH3xglgEAAIA+TRh36qBX/S5ZOMMsARgD3vvwXWsAwFhHj19IJ7jHb0dHhzZu3KjzzjtPixYt0mmnnWYectLQ4xcAgMEbrR6X9PhFf44d/1BX3v1kv71+i2acq4Yl88wygDHg6kCedftpb5dtbrj669c6Gj1+O37Xqvy//YpOP2WcOXVS0eN38Pr7zLAh4MfS4TMzGj9PTjSCX0gnMPhtb2/Xli1b9NFHH0mSLrnkEhUVFelzn/uceehJQfALAMDgEfziZFn11Eta/fROs2x55sfX0OYBGKNGI6jpL8RLdvC78c2fac3L9+uis76kH86uS6nwl+B38E7kZyaVpftnZjR+npxotHrACdPR0aFnn33WCn0l6ZVXXtEzzzxjOw4AAADoz3eKL9GdN85KOIayoRsApJInXntY/+c3qyVJr/3pZf1k+1363Tt7zMMAYNAIfnFCtLe3q6WlxSxr4sSJmj59ulkGAAAA+jRh3Kn6TtElCcd1BV80DweAlLfxzZ/pP37zE334l0/2wvnV73+utbtW2o4DgKEg+EXSPPvss9q3b59ZTrjSV5JOO+00eb1eud1uWx0AAKSH7JlXWAMAAAxP/ErfeP/9s3+rwikeswwAg0bwi6TYuHGj2tvbtWbNGlv4G9vIzXTaaadp0aJFOu+888ypXtrb29XQ0JC0sWPHDvMhAADAMFx8xyPWAICxZPttl1oDGIz/+M1P9NqfXjbLCVf6StLpp4zT0pkrNPe8q2x1IJGO37Xq/Y+Om2WA4Bcjt3HjRnV0dEiSPvjgAyv8TUboK0l/+tOfFAqFkjb++Mc/mg8BAAAAAIP2/qHfWwMYyJqX79cTrz2sHz1Xbgt/Yxu5mU4/ZZx+OLtOF531JXOqlydee1jV7YuSNn6x72nzIZDiNr75Mz3w60r96Llywl/0QvCLEdmzZ48V+sZ88MEHevDBB5MS+gIAAAAAkK7WvHy/Nr75M0nS+x8dt8LfZIS+kvSHd/dr96HOpI39R39rPgRSGBsCjq5//8az1khXBL8YkalTp6qoqEgOh8NWN/v5SlJ2drauueYaQl+gHw6HQw6HQx7P0Hp5eTwe69xMFnudQ70+AAAAwInW9fY2K/SNef+j4/rhLxcnJfTF2JaoTQgbAibXpM9Mtka6IvjFiM2bN09FRUX61Kf6/jhlZ2dr3rx5mjFjhjkFAAoEAvL7/fL7/eYUAAAAkJbyPjdLN15SLofD/m9ls5+vJH3+s1+Qz30noS8GhQ0BMVh9J3XAEHz961/XvHnz9OlPf9qc0llnnaWioqJhh74lJSW6//77kzauuorm+ECqWbt2rSorK1VZWWlOAQAAAIP2tfOutkYqKLl4sUqn+fQpI/yNN3n8FJVe4tNXz11gTmEMY0NAJIMjGo1GzSLGnpUrV+rgwYNmWZJ08803a9q0aWY5oV/84hfasmWL/vKXv0hxoe/06dPNQ1PS7t279cgjiXcmnzx5spYtW2aWgaSKtWooLi5Wa2urOd0nj8ejtrY2SVI6/lgf7POPHTfU6wMgvSxbtkyrVq2Sev6OsnTpUvMQADipnls4ybo9e8Mh2xwyz9K2G7Qv8qZZliTdUbBSs86ea5Z7eezVB9X8aqM++qu9LeLk8eeodFqZvnLOfFs9FW17q133BhP/m/g85/laVfyYWR6zRvqZifWGNtt/JKM39BOvPaydb79glodtxucu17UXfccsS3xmUkLfv3IChuFrX/uaFiz4+LeUp512mq6//vq0CX0BAMDQHN39gjUAAEDfbrj4NpVcXKZTPvU3Vm3y+HNUeokvLUJfnDjptiHgH97dbz4EUgjBbxIcPHhQbW1tampqUkNDgxoaGvToo4/q2Wef1b59+8zDM15hYaEWLlyoRYsWsZEbkGLC4bD8fr9tMziHw6H8/HyVl5eru7vbPKWXYDAor9er3Nxc6/zc3FyVl5crGAyah/cpGAxa58dW+ypug7vBbOIWez35+fm9nks4HDYP76Wrq0vl5eUjfi3xBrvRXvzr7+ux+nq/PB6PGhsbR/U1Jnp+jY2N1rWmHzMkqevOb1oDAAD074aL/1E35338LZbTTxmn/3nZj/SVKVeYh2EMY0NAJBvB7wjs2rVL999/v1auXKmf//zn2rlzp0KhkEKhkHbt2qX29nbV1dVp+fLl2r59u/7617+ad5GxLr/8ckJfIMV0dXVp6tSpqqystAWtktTZ2an6+nq5XC4FAgHbXLzy8nIVFhaqublZoVDIqodCIdXX16uwsLDf85Opq6tLM2fOVGVlpTo7O6167Ll4PJ5+g9FAIKDp06ervr6+z9dSXV1tO+dE6u/9amtrU1lZ2Ql9jeXl5SorK7NdawAAAAzNVed/S7fNuJ2wDgmxISCSjeB3GN59913V1dXp0Ucf1aFDA/dzeuedd7R+/Xr95Cc/0ZEjR8xpABh14XBYc+bMUSQSkdPpVENDgw4fPqxoNKpoNKqmpiY5nU6pJ+BLFCYGAgHV19dLPZsuhkIh6/yOjg653W5JUmlpab8rSWMKCgqs84uLi616rBaNRvvs47t3717NmTNHoVBIPp9PHR0d6ujo0KZNm6zn0dnZqfXr15unSpJaWlpUWloq9byWXbt2WY+5a9culZSUSJJqampO2srWa6+91nq/mpqarOd3+PBh1dbWSj2v8aabbjJPlZL8GpcvX279YqCqqkq1tbX68pe/bB4GAMCYcfqkL1gDGKoFXywlrEOf2BAwdSxtu8Ea6YrN3Ybo0KFDeuihhxSJRMypQRk/frxuvvlmnXPOOebUSZWszd3SHZu74WSLtQdwuVy67bbbzOk+Pfjgg9aKzkQ/1gOBgBUCNjU1yev1moeopaXF6tHd0NCgxYsX2+a9Xq+am5vlcrm0d+9e25x6wuWpU6cqEonI5/Oprq7OPKRPQ93cTZKcTqe2bt2qvLw82zHhcFjZ2dlSP5vkTZw4UZFIRCUlJX2uUI69XqfTqT179igrK8s8JKHBvpZgMKjCwkJJUkdHhwoKCqy5rq4uqz96X++X3+9XZWWl1LOCNycnxzY/0tcY//wkDfk9xdgwWpsbsbkbACCVjHSjrkzBRl2Dl4zPDBsCnnxXBz75t+bT3i7bXLro+9cH6OXtt9/Wxo0bhx36qme18MaNG/W73/3OnAIASygUUmVl5aBH/Nf4E3nllVes24lCREmaP/+Tvzi88847tjlJOnr0qFmyycrK0mWXXSZJg+oVPFKJQl/1PI/YCmKzRYJ6QvDYz/Gamhpz2hKbi0Qi2rJlizk9qt59912z1Ev8ilvzF3fJfo0lJSWEvgAAAMAJxIaASAaC3yHYsmWL3nwz8W9shuLAgQMJw4ixZNeuXfrgg949agCMjhtuuMFqhzAY7e3tZkmXXnqp1BNKe73ehOFua2trvy0akilR6BsTe66JPP/881LPqmpzlWy8+LkDBw7Y5kbbhRdeaN0uLy9PuGI3vlVG/GphjcJrnDFjhlkCAABISdvearcGkO7YEBAjRfA7SL/5zW/06quvmuVh27Nnz5jdIKejo0OPPvqo1qxZQ/gL9KG4uNjW63agEd8jN5G8vDwVFBTYAsJgMKhgMKhAICC/3z9gn9fvfve7Vh/gWMuH/Px8+f3+QfX0PZHOOOMMs2SJBdahUEgOh6PfEZMoCB9NWVlZVh/fSCSi0tJSTZw40QqBE4Xu8dLhNQIAAIyGe4PLrJGuOn7Xqvc/Om6WMUaxISBGguB3kLZt26a//OUvZnlEXnjhBbOU8drb29XS0iJJ2rdvn5qbm/X222+bhwEYBeFwWH6/X/n5+XI4HCosLFRhYaFKS0utlhH9ycrKUmdnp3w+n1Xr7OxUZWWlCgsLNXHiRFVXVyfcGA5DV1FRoaamJrlcLqknAK6vr1dpaalcLpc8Ho/18xQAAACZYeObP9MDv67Uj54rJ/yFhQ0BMVwEv4PwX//1X736JybD22+/rd///vdmOWN1dHTo2Wef1UcffdKY/JVXXtEzzzxjOw5A8nV1dWnq1KmqrKxUZ2enXC6XqqqqVFtba7WAGEwbiJycHNXV1SkUCqmhoUElJSXWKuBIJKKamhpNnTpVXV2p3/h+KKuqT0TrikS8Xq/27t2rTZs2qaqqSm6325pra2vTggULVF5ebjsnXjq8RgAAAHzsidce1v/5zWpJ0mt/elk/2X6XfvfOHvMwABg0gt9B+OMf/6j33nvPLI/YRx991G9PxUwSv9I33sSJE62d6wGMnmuvvVaRSEROp1MdHR3au3evVqxYoYqKCqsFhNkntj85OTlavHixAoGAjhw5ok2bNlntJiKRiK699lrzlJSzd+9es5Sy5s+frxUrVmjHjh0KhUKqra21Avf6+vqEPYCVZq8RAABgLNv45s/0H7/5iT78yyftEH/1+59r7a6VtuMAYCgIfgdhNL+2fPToUbOUtp599lnt27fPLCdc6StJp512mrxer20FG4DkCwaDCoVCkqR77713SAFvTDgctnoCJ/qZOH/+fLW2tqqkpETq6S07UB/akyV+k7qBnmOs93Ffwepo6erqUjAYTLhyOicnRxUVFdq6datVi23mFpMOrxGZwbXoHmsAwFjy/qHfWwMYqfiVvvH++2f/VoVTPGYZAAaN4HcQ3nnnHbOUNH/+85/NUlrauHGj2tvbtWbNGlv429HRoY0bN9qOVU/ou2jRIp133nnmVC/t7e1qaGhI2tixY4f5EMCYcfHFF5slS6KQMeadd96xegKvX7/enLbMmDHDuj0aLXKS4fLLL7du9/dawuGw1fv4lVdeMaf7NHfuXOt2f6FrfxuGNjY2qrCwUHPmzDGnLHl5edZt83FG+zUCMWd/Y7E1AGAs2X7bpdYABuM/fvMTvfanl81ywpW+knT6KeO0dOYKzT3vKlsdSIQNAdEXgt9BOOWUU8xS0nz60582S2ln48aNVm/QDz74wAp/kxH6StKf/vQnhUKhpI0//vGP5kMAY8avfvUrsyT1hL79tWfIycmxWgs89dRT5rQl/hdlF154oW2uP7EVqhrlb1moZ3VybMO0++67r8/AOz4wjQ9SBzJlyhTrdl+hq9/vV1lZmVm2xELdSCSiYDBoTkvGdYq/fjoBrxEAAACDt+bl+/XEaw/rR8+V28LfjW/+TGtevt92rHpC3x/OrhvUZl5PvPawqtsXJW38Yt/T5kMgxbEh4OiZ9JnJ1khXBL+DMGHCBLOUNOPHjzdLaWXPnj29NoT64IMP9OCDDyYl9AUwcgUFBVZoe99999m+0t/V1SW/3685c+boyJEjcWf1dvvtt0s9m4p5vV5bmBgOh9XY2KiamhqpZ1OxrKwsa34gl1xyiXX7rrvu6jOoTJa1a9dKPcHqnDlzFAgErCC1u7vbFswWFxdr/vz5tvP7M2/ePOt6V1ZWqrq6Wi0tLQoGg/L7/crNzVVlZWW/bW6uu+466z6uuuoq2/NTz/vm8Xzytb8rrrjCuh0zmq8RAAAAg7Pm5fu18c2fSZLe/+i4Ff4mI/SVpD+8u1+7D3Umbew/+lvzIZDC2BBwdP37N561Rroi+B2ESZMmmaWkOeuss8xSWpk6daqKiorkcDhsdbOfryRlZ2frmmuuIfQFToKf/ezjv2xGIhGVlpbK4XDI4XBo+vTpqqyslMvl0p49e/oNIysqKuTz+SRJzc3Nmj59unU/2dnZVojodrv16KOPGmf3L77fd319vXXf8eFmMhUUFKipqUlOp9O6JtnZ2XI4HHK5XKqsrJSG+VqysrJUV1dn/XdNTY0WLFigwsJCVVZWKhQKyefzaeXKvjfqyMrK0tatWxM+v9j71tnZKUlqampK2Ld5NF8jAABAMm3YsEHLli0zy2mv6+1tVugb8/5Hx/XDXy5OSuiLsS1RmxA2BISJ4HcQ/vZv/3ZIK9cG67Of/ay+8IUvmOW0M2/ePBUVFelTn+r745Sdna158+bZ+n8COHHmz5+vXbt2qaSkxFpJKkklJSVqamrSjh07lJWVNeDPurq6OnV0dMjn81mtBCTJ6XSquLjYdl9D1draKp/PZ3t+o8nr9aqzs1NVVVW9Au+Rvhav16tNmzapuLjYqjmdTpWUlKijo8MWDPclLy9Pe/bsUUNDg+1+1BPW+nw+hUIheb1e21y80XyNAAAAybRq1So5HI6MCoDzPjdLN15SLofD/m9ls5+vJH3+s1+Qz30noS8GhQ0BMViOaDQaNYvorbm52VpdlSzTpk3TzTffbJZPipUrV/a5EdPNN9+sadOmmeVefv7zn+vnP/+5/vKXv9jqZ511lubNm6cvfSn1/we2e/duPfLII2ZZkjR58uSM+ksIAACpatmyZVq1apXU83eUpUuXmocAwEn13MJPvhU6e8Mh2xyGbsOGDfrmN79pqy1durTfb0j1Jb5H7dfOu9o2N1xL227QvsibZlmSdEfBSs06+5PNfRNpfvVBBXbX66/Rv5pTkqTJ46fIO61Ms89ZYE4NaPX2u5Pal/eq87+lRV/6gVmWJG17q133BhP/m/g85/laVfyYWR6zRvqZUc+GgO7Pf6XXLwOS1SbkROAzc/IR/A5SKBRSU1OTbeOikRg3bpxKS0t1wQUXmFMnRTKCX0n6xS9+oS1btljh71lnnaWioiJNnz7dPDQlEfwCAHDyEfwCSHVDDX6PHj1qlhDnl7/8Za/gN2a4AXAyJSPEe+zVB9X8aqM++qu9LeLk8eeodFqZvnJO6u+3QIg3eCP9zMR6Q5thbjJC3ydee1g7337BLA/bjM9drmsv+o5ZlvjMpIS+v5sPG5fLpcsuu8wsD9uXvvSllAl9k+lrX/uaFiz4+LeUp512mq6//vq0CX0BAMDQ7G/yWwMA0LdVq1bJ6XQy+hh9hb7KoBYQN1x8m0ouLtMpn/obqzZ5/DkqvcSXFqEvTpx02xDwD+/uNx8CKYTgdwgKCws1c+ZMszxkf/d3f6c5c+aY5YxRWFiohQsXatGiRWzkBgBABvtd8wPWAABgNMXC8/370zdkuuHif9TNeR9/i+X0U8bpf172I31lyhXmYRjD2BAQyUbwOwT/7b/9N33jG98YdNuDRKZOnaqFCxfqjDPOMKcyyuWXX07oixHL1N19AQAAMLaceeaZjH7GQM4880ytXLlS+/bt07nnnmtOp5Wrzv+WbptxO2EdEmJDwNTy3ofvWiNdEfwO0Wmnnaabb75ZV1xxhf7bf/tv5nSfTjnlFH3961/XrbfeqvHjx5vTAPqQKV/tAgAAQOY4+xuLrTEYS5cuVSQSYfQxnnrqKfOSSUbgu3Tp0kGFxOlgwRdLCeuS5Oktv9T3Vvxrv+O57S+Zp6W0kosXq3SaT58ywt94k8dPUeklPn313KFvCIjBu/HJAmukq74/RejX3Llz9YMf/ECzZ8+W0+k0py3jx4/X3//93+v2229XcXGxPvUpLjkwHATAAAAASBWuRfdYA8mXqYEvkq/r9Te1eu26fsfGnz9nnpbySi6+TaXTfDrlU6eYUz0bAvo0+5zhhb5LZv5YT3u7kjaWzPyx+RBIIaSQIzB+/HhdeeWVqqqq0ve+9z3ddNNNuuqqq3TllVeqtLRU//zP/6y7775b11xzTca3dsDwHD16lNHPSIQAGAAAAMhMBL7AJ9gQEMlA8Jskn/vc5zR9+nQVFhZq9uzZmjFjhs4++2zzMPTYtWuXPvigd4+asYbdffsfY2F3XwAAAGCsS2bgu3r73dbA2HJq1uc1LmeaxuVM0ylnZJvTaYkNATFSBL844To6OvToo49qzZo1hL8YsUzY3RcAAAAYy7761a+OOPCN+cW+p62Rrjp+16r3PzpuljGAT31mgk6b7NJpk106Netz5nTaYkNAjATB7wh88MEH+t3vfqc9e/Zox44d6ujo0ObNm7V582a1t7drx44deu211xQKhfTee++Zp49J7e3tamlpkSTt27dPzc3Nevvtt83DxgxzN1uGfQzkzAza3RcAAAAANr75Mz3w60r96Llywl9Y2BAQw0XwOwRHjhzRzp07tWHDBq1cuVJ33323fvrTn+rBBx/UY489po0bN2rLli3asmWLnn32WT322GP63//7f6uhoUH/63/9L9XW1qq5uVm//vWvdejQIfPuM15HR4eeffZZffTRR1btlVde0TPPPGM7bixhd9/+x1jb3RcAAADA2PXEaw/r//xmtSTptT+9rJ9sv0u/e2ePediYc/TYu32OwTDPGer5QDoj+B1AJBLRtm3btHbtWt1///1qamrSCy+8oIMHD+qvf/2reXi/Dh8+rM7OTj355JO6//779eCDD+qXv/ylDh48aB6aceJX+sabOHGipk+fbpaBhAh8AQAAAGSijW/+TP/xm5/ow7980g7xV7//udbuWmk7bix6essvddalcxKOe/7//24e3st/PPmfvc6LjdVr15mHAxmF4LcPb775pjZu3Kg1a9boiSee0KuvvmpbqZoMe/bs0aZNm/Tv//7vWrdunV566SUdO3bMPCxtPPvss9q3b59ZTrjSV5JOO+00eb1eud1uWx0wEfgCQGq6dGW7NQBgLHm7PWANYKTiV/rG+++f/VsVTvGYZQAYNIJfw759+/STn/xEDz30kDo6OvRf//Vf5iFJ9+c//1kvv/yyAoGAVq1apR07dpiHpLyNGzeqvb1da9assYW/HR0d2rhxo+1Y9YS+ixYt0nnnnWdO9dLe3q6GhoakjXS8vmMVgS8ApLbPnjfNGgAwlry5eok1gMH4j9/8RK/96WWznHClrySdfso4LZ25QnPPu8pWH+scp/xNn8Pm073nEx6XIdgQEH1xRKPRqFkci9566y11dnaqs7NTH3xg/4F7MkyfPl1ut1vnn3++OTUqVq5c2WfLiZtvvlnTpvX9D7qNGzeqo6PD+u9YqPvWW2+NOPSVpObmZnV2dprlYSssLNRVVyX+n+fu3bv1yCOPmGVJ0uTJk7Vs2TKzDAAAkmzZsmVatWqV1PN3lKVLl5qHAMBJ9dzCSdbt2RvG3v4tqezqQJ51+2lvl21uuJa23aB9kTfNsiTpjoKVmnX2XLNss+bl+7XxzZ/p9FPG6Yez66xNuja++TOtefl+8/Bex/Xnidce1s63XzDLwzb3vKv0tfOuNsuSpG1vteveYOJ/E5/nPF+rih8zy0nxyBP/qVtv/5Ek6dRJU/SZLw58XfpzvHu3PjgYkiT9S/V3teSWG81DRmykn5mhiH2OLjrrS/rh7Dqdfso485CT5mR9ZpJl9fa7rdtLZv7YNpcuxvyK3/fee0/PP/+8mpub9cILL6RE6CtJu3bt0mOPPaa2tjYdOXLEnE4Ze/bssYW+kvTBBx/owQcfTEroC6STQCAgh8Oh3NxcdXd3m9NAygiHw8rPz5fD4ZDf7zenAQAAkCSx0FeS3v/ouH70XLle+9PLSQl9JekP7+7X7kOdSRv7j/7WfAikMDYEHF1LZv7YGulqTAe/7777rhoaGvSf//mfevvtt83pk+7YsWP6+c9/roaGBh06lJq/RZ46daqKiorkcDhsdbOfryRlZ2frmmuuIfRFxlq7dq0kKRQKaf369eY0xii/3y+HwyGHw6FgMGhOnxSvv/669U2KyspKc3pIPB6PHA6HPB76zwEAAMTrenubFfrGvP/Rcf3wl4uTEvpibEvUJoQNAWEas8FvJBLRhg0bUjLwNUUiET399NMnpN/wcMybN09FRUX61Kf6/jhlZ2dr3rx5mjFjhjkFZIxbbrlFkuRyuXTdddeZ00kTCATk9/tZqZlAMBi0rg2rrvt24YUXWhtr1tbWmtMSnzMAAIARy/vcLN14SbkcDvu/lc1+vpL0+c9+QT73nYS+A/jw0AFFgk8nHP/3wBvWcR8cDPWaj41Ym4d0xoaAGKy+k7oMt3XrVv3mN78xyynrt7/9rdrbU3fH7K9//euaN2+ePv3pT5tTOuuss1RUVDTs0LekpET3339/0kZf/X2BkfJ6vYpGo9q7d69ycnLM6aRZu3atKisrR7xSMxP96le/sq5NX33LIWVlZWnHjh2KRqOqqKgwpyU+ZwAAIE39+zeetUYqKLl4sUqn+fQpI/yNN3n8FJVe4tNXz11gTmEMY0NAJEPfP3ky2EcffZSWK8G6u7v13nvvmeWUkSj8jYW+X/oSv7UEAAAAAIyuSZ+ZbI1UUXLxbSqd5tMpnzrFnNLk8eeodJpPs88ZXui7ZOaP9bS3K2lj0Zd+YD4EToI1L9+vJ1572OoJHZOM3tBPvPawqtsXJW088drD5kMghYzJ4Pett95K2bYJ/Tl69Kj+8Ic/mOWU8rWvfU0LFnz8P6zTTjtN119/vaZPn24eBgAAMkDXnd+0BgAA6NsNF9+mkovLdMqn/saqTR5/jkov8ekr58y3HQu7m6/9hv7fns6E467/+Y/m4b0sueXGXufFxpJbbjQPP+nSbUPAP7y733wIpJAxGfweOXLELKWNd955xyylnMLCQi1cuFCLFi1iIzeMKQNt4mVughUOh+X3+5Wfn2+dl5ubq+rqaoXDYdu5wWDQOqatrc2qx2r9ba4VDodVXV1te5yJEyfK6/UqEAiYh9vEjo/1eW1paZHX6+3z8QKBgDwejyZOnGh7TV6vN+E1SaS7uzvh8/V4PH0+39hx8W0JCgsLbdcnkZFcm5ju7m6Vl5crNzfXuo/+nutAGhsbrftpaWkxpy2xz5PD4VBjY6M5bamurrZeV7z45xozks9ZTF+f6/Ly8l6fa6S/o7tfsAYAAOjfDRf/o27OWyr1hHX/87If6StTrjAPwxjGhoBItjEZ/J566qlmCUl2+eWXE/oC/ejq6tLMmTNVWVmpzs5Oqx4KhVRTUzNguDZYXV1dmjp1qmpqamyPE4lE1NzcrNLSUnk8nkEFcoFAQAsWLFBzc7M5pXA4rPz8fJWWlqqtrU2RSMSaC4VCam5uVmFhocrLy23nmQKBgNxud8Ln29bWptLSUuXn5w/q+Q4kGdcmEAjI5XKpvr5eodAnm0TEnutArzeRefPmWbdfeCFxmBYOh23B7NatW23z8WLvV1FRkTmVdP19ruvr6we8ngAAAJnuqvO/pdtm3E5Yh4TYEDC1bHur3RrpakwGvwBwMu3du1dz5sxRKBSSz+dTR0eHOjo6tGnTJrndbklSZ2enbcVoQUGBotGootGoiouLrXqsFo1G1draatXVsxJ1zpw5ikQicrvd2rRpk3VsKBRSbW2t1BNS3nTTTbZzTe3t7SotLZXT6ZTP51Ntba1uueUWa/6mm26ygr6qqiqFQiHrsTo6OqzXVV9f3+fK35aWFpWWlioSicjpdKqpqUm7du3S4cOH1dHRIZ/PJ/VcGzMYjz1W7DVJUkdHh+36xEvGtQkGgyotLZUkOZ1O1dbW2t7LkpIS1dfX67777jNP7VdOTo51vTZv3mxOS5K2b99u++9EYbx6XmcskF64cKE53ctwPmcxg/1cr1+/3jwVAIC0c/Edj1gDGKoFXywlrBsFH70T1v898Ib+74E39NE76bvYgA0BU8e9wWXWSFd9f4oAAKMiFsTt2rVLdXV1KigoUEFBgebPn28L1dauXRt31tBVVVUpEonI5XKptbVV8+d/0jssJydHFRUVamhokHoCzr4CWfXMu91u7dmzR3V1daqoqJDX65V6wsXY6lOfz6cVK1YoJyfHOregoMD2un76059at+MtWbJE6glRt27dKq/Xq7y8PGVlZamgoEB1dXVWINvZ2dlvG4SBJOPaLF++3Lq9ceNGVVRU2N7LQCAgn89nW/08WLHVuZ2dnQk3I33mmWckSSUlJVYt0fV48cUXrdvxK4lHw2A/10899VTcWQAApKfsmVdYA0Bq+Oidw3r/wJt6/8Cb+jD8R3M6raTThoBLZv7YfAikEIJfADgJtm7dqry8PLOsrKwsa6Vl/Ff5h6q7u9taBbp8+XJlZWWZh0iSFi9eLJfLJUlat26dOW2JBaSJ7ueNN96wbt94Y+LNEeJf19GjR81pBQIBKzi8/fbbE14bSbruuuus27t377bNDVYyrk182F1SUqKCggLbfExdXZ1t5exg3XDDDdbt+PA2JrYSeOHChdZq2kRtITZs2CBJKi4u7vN1JtNof64BAACAsYINAZEMBL844f7617/qySef1KFDh8wpYMxIFI7FXHrppWZpyOLDwssuu8w2Z8rNzZV6wsy+5Obm9hkcXnDBBdbX+i+88EJzupdEwd/zzz9v3Y4Pd005OTlWy4GKigpzelCScW3i72OgFgpz5841SwPKy8uzQudYeBvT1dVlheTz5s3T9ddfL/XR7iEWEH/zm980p0bFaH+uAQAABvKP/3mFNZD5Zs90667/+Y/9jq9cNsM8LW2wISBGiuAXJ9Rf//pXPfroo/r1r3+thoYGwl8ggTPOOMMsDdmBAwes2y6XSw6Ho88RC2ITBbKDkZOTY32tPxYOd3V1KRgMqqWlRX6/X36/X3v37jVPtcQHq/FtIkZDMq5N/H2cffbZtrlkibV7MPv8btu2TZLkdrttK2lDoZDtOgaDQavNxGi3eRiMZHyuAQAABnLovYPWSEd/if5F9Z3L9daxfeYUEpg981LdvWRxv+PqeV81T0srbAiIkSD4xQnz7rvvasOGDfrNb35j/XdTU5NeffVV81AAaSgQCMjj8cjhcGj69OkqLCzUggULVFlZqcrKSmuVan+G0xbhZOurzcNIXXnllZKkSCRi6zG8detWSbJW+ubl5cnpdEqStmzZYh33q1/9SuoJt0c7TAcAAMDI/SX6Fz3wq0q17n1cd7bfSvgLCxsCYrgIfnFC/PWvf9WGDRv061//2lZ/66231NHRYasBSK5Ya4TBjOEIh8PKz89XaWmp2tra5HQ65fP5VFtbq02bNlltIGK9aFOJ+fr7Gyda/IZzsRBXcS0d4kPy2EZ7sVBYkh5//HHJ2AAOAAAAqSny/mE9+NK9+tXvP/5FfuT9w/rXbVV68Q+/NA8FgEEj+EXS/PWvfzVLUlx7h9hK33iTJk3STTfdZJYBJJHZnzbZ7rrrLnV2dkqSGhoadOTIEdXV1amiokLz58/v1QaiP2ZLhdGWjGsTvxo32WKhbSzEbWlpkSQ5nU5bP92vfOUrUlwoHA6HrffkiivoAYbRc8pnzrAGAAAYnr9E/6IHX7pPrXs//jtfTOjIa3r6zf9jqwHAUBD8Iik++OADNTQ09Fq9O1DoW1ZWpvHjx5tTAEZo2rRp1u34jcgSCQQCVh/e4aivr5d6QsrFixeb04MS34pgoDA21n+3urranBqUZFybKVOmWLePHTtmm0um2MZxnZ2dCofDeuGFF6S4Fb4x8T18W1parJYPTqdz1FpRAJJ0+aN7rAEAY8mbq5dYAxiMv0T/YpakuPYOsZW+8c6ecJ6+/+VaswwAgzYmg9+/+Zu/kcvlSssxYcIE8+WcdB988IHWrFmjffv2aePGjVb4m6zQt729XQ0NDUkbO3bsMB8CyDgzZ860bq9du9Y2Z/qXf/kXVVZWWqtKh2vGjL53yw2Hw/1u7hZbsSpJ69evt83F6+rqsm4Pd7OwZFybyy67zLr9zDPP2OZMO3fuNEuDFh/obtmyxVrRG3+9JCkrK8tqpfHCCy/o+eeflxIExAAAIDnebg9YAxjI+x8d153ti7TxzZ/Z6gOFvsvnPiTn6dnmFGDDhoDojyN6MhoXIuWsXLlSBw8m3vX05ptvtq2Qixcf+sa78sordeDAgRGHvur56nLsK8vJUFhYqKuuusosS5J2796tRx55xCxLkiZPnqxly5aZZcDi9/tVWVkpSero6Oi10tLj8VitDPr70Rt/P4mOq66uVk1NjSTp8OHDfbZQKC8vt1bjNjU1JQwBu7q6NH36dElSVVWVVqxYYZt3OBxSTz/Z1tZW21zMQMeEw2HddNNNtjYOiV5Xbm6uQqGQnE6ntm7damtlEOP1eq3wMxQK9dq0rKWlRQsWLJAkbdq0ydYnN14yrk1+fr71s2nXrl0Jn2/846iPz8VAYo9TXFxsXcNE73vsc+NyuaSe69PfNRjofRvs5yxZn2sg3rJly7Rq1Sqp5+8oS5cuNQ8BgJPquYWTrNuzNxyyzeHkujrwyd/JnvZ+smhgJJa23aB9kTfNsiTpjoKVmnX2XLNsef+j4/rRc+V67U8vS5IWfekHuur8byUt9H3itYe18+2PvxWWDHPPu0pfO+9qsyxJ2vZWu+4NJv438XnO87Wq+DGzPGaN5DMzFPGfI+fp2Vo+9yGdPeE887CTJt0/M7/Y97R1u68/F6luTK74RfLs379fv/vd78yynnnmmaSEvgB6u+SSS6zbd911l20VbLx77rlHTqdTklRaWiq/32+1UQiHwwoEApozZ47U0xLgu9/9ru38wYr1oW1ra5Pf71c4HJZ6WjYEAgHNnDnT2vStP6tXr5YkRSIRzZkzR4FAQF1dXQqHw2ppaZHH47FC36qqql6hryRdcMEF1u0f/vCHffbfTca1WblypXV7zpw5amxsVDAYVDAYtJ5vfX39gK97ILfeeqsU1//Y7XYnDGFjm72FQiGFQiHJWN08VIP9nAEAACAxM/SVpDUv36+n3ngkKaGvJP3h3f3afagzaWP/0d+aD4EUxYaAo+9r511tjXRF8IsROf/883XdddcNKthwuVy65pprCH2BEfJ6vdbX+uvr6zV9+nQ5HA55PB7bcVlZWdq6dau1AjS2GtThcCg7O1ulpaWKRCLWCttEYeJg1NTUWD8DKisrlZ2dLYfDIZfLpdLSUh05ckS7du2Sz+czT7WZP3++mpqa5HQ6FYlEVFpaqunTpys7O1sLFiywgs+SkpKEQax6egVXVVVJPX1xCwsLrZ7A8ZJxbQoKCtTU1CT1hNVlZWUqLCxUYWGh9Xx9Pp9+9jP7V/qGatasWbb/vv76623/HZOXl2f7WVxSUpLweQ/WYD9nAAAASOy1P72sNw/3XhC1dte/JiX0xdjFhoAYLIJfjFh+fr7mzZvXb/jrcrk0b948K2QBMDKtra3y+Xz9/rlTTxi4fft2NTQ0WCtCY9xut2pra7Vnz56EbQoGKycnR3v27JHP57P9GXe73WpoaLDufzA9eb1erzo7O1VVVWWFjupZdVtSUqKOjg4FAoF+A80VK1aotrZ2wJ83ybg2Xq9XHR0dKikpsd6L+OdaV1c34t7seXl5ttdiPtd48S0rYiuWR2KwnzMAAIBUMekzk61xss34/OX6p8t+OKjnMm2SW2XuakJfWNgQEMlAj19II+jxG2/Hjh3asmWLIpGIrZ5OoS89fgEAOPno8Qsg1dHjd2wZab/WX+x7WoHdDTr0XuJ/c0+b5JZ3WpkumZRvTg1o9fa7bX1IR+qq87+lRV/6gVmWMqBf64k00s9MrE3I35/9dV11/res+kChb6qtGOczc/IR/EJKUvCrBOFvOoW+IvgFACAlEPwCSHUEv2PLSEM89RP+jiT0PdEI8QZvJJ8Zszd0qm8IOONzl+vai75jliU+MymBVg9Iqvz8fF155ZX61Kc+pUmTJummm25Km9AXAAAMzXMLJ1kDAAD07WvnXS3vtDJb24d0Cn1xYpihr9JgQ8A/vLvffAikEIJfJN3f/d3f6eabb1ZZWRkbuQEAAAAA0BP+/sP07+rTjk9bvVgJfRGPDQGRbAS/GBUXXXQRoS8AAAAAAHG+/IV5uqNwFWEdEmJDwNSyevvd1khXBL8AAAAAAAzB5Y/usQYwVPmTv0JYhz4lagtiok3IifGLfU9bI10R/AIAAAAAMASnfOYMawBAsvUX/o409F0y88d62tuVtLFk5o/Nh0AKIfgFAAAAAAAZ4dB7B60BpLNE4e9IQ1+MPY5oNBo1ixh7Vq5cqYMHE/+PcfLkyZo4caJZzkhHjhzp9zosW7bMLAMA0tDRo0fNEoah65YvWrfz1v7WNjcSVVVVqq+vl3r+jrJ06VLzEAAAEro6kGfdftrbZZsbrqVtN2hf5E2zLEm6o2ClZp091yxnpG1vteveYOJ/E5/nPF+rih8zy2NWMj8zv/r9Fj3wq0p9fvyUtOsNne6fmdH4eXKiEfxCGiD4xccIfgEgc9x+++2qra01yxiiX159lnX7q0//yTaXLAsXLtRTTz1llgEASGg0gpr+QrzznOfrv3/mb81yRvqv9/7Q73VI9RDvROrvMzPU4FeSdhx8XrkTL0qr0FcEvymB4BcSwe+gEPwCQOb46le/queee84sY4gIfgEAqWY0gpr+Qjx8LB1CvBOpv8/McILfdEXwe/LR4xcAAIw5p59+ulkCAAAAgIxC8AsAAMYcj8ejM888kzHCsf3wX61hzo1knHbaaeZbBgAAAGCIaPUAiVYPg0KrBwAAToxly5Zp1apVEpu7AUhR22+71Lo988GXbHM4uUbjq9n9fW0fH0uHr+2fSP19Zmj18LF0+MyMxs+TE43gFxLB76AQ/AIAcGIQ/AJIdc8tnGTdnr3hkG0OJ9doBDX9hXj4WDqEeCdSf58ZNgT8WDp8Zkbj58mJRvALSdKOHTv0/vvvm2XEOf3005Wfn2+WAQBAkhH8Akh1BL+pazSCmv5CPHwsHUK8E4nPzMDS4TNz6L1PFkhO+sxk21y6IPgFAABASiH4BZDqCH5T12gEv7/Y97Te+/Bds4w4nzl1vL523tVmecwi+B1YOgS/mYDgFwAAACmF4BdAqiP4TV2jEfwCQ0XwOzCC3xPjU2YBAIBM4vF45HA45PF4zKmMFQwG5fV6lZubK4fDIYfDoYkTJ8rr9SoYDJqHJxQOh9XY2Kj8/Pxh3wcAAMCJ9rXzrrYGAIx1BL8AgLQUCATk9/vl9/vNqTErHA7L6/WqsLBQzc3NCoVC1lwkElFzc7MKCwtVXl5uO88UDofl8XhUVlamzs5Oqx5/H9XV1bZzAAAAUsGSmT+2BgCMdQS/AIC0tHbtWlVWVqqystKcGrP+9V//Vc3NzZIkl8ulqqoqbdq0SR0dHaqqqpLT6ZQk1dfX9xuYezweK/AtLi5WU1OTOjo61NDQYN1HTU2NGhsbjTMx1hzd/YI1AAAAAKQWevwCANKSx+NRW1ubJKm//5XFjisuLlZra6s5nTG6u7vlcrkkSW63W62trcrKyrIdEw6HNXXqVEUiEUnS4cOHex0TCARUWloqSfL5fKqrq7PNd3V1ac6cOYpEInI6ndqzZ0+v+8DYMVo9LunxCyDVjdbPPwCZgQ0BB8aGgCcGwS8AIC0R/No1NjaqrKxMkrRp0ybNnz/fPESSVF1drZqaGqmP43JzcxUKhfoNdf1+v7XSuqGhQYsXLzYPwRgxWsEHwS+AVDdaP/8AAEgmWj0AwEkU2zQr9rX77u5ulZeX2zblys/PV0tLi+282OZdEydOtI4b7KZbsU27YpuexYbH41FjY6PC4bB5io35nFtaWuT1evvcQC0cDqu6ujrhJmGBQMA8vF/BYNC6j1joq7jn1NdziBcOh+X3+23PJzc3V+Xl5QO+dvWsiPV4PLZrn5ubO6jrb167vt7v4bRQeOedd6zbZpgb74orrrBu79692zbX1dVl9QX2er0JQ19JWrRokXX7qaeess0BADAWfPa8adYAAGSmf/zPK6yRrgh+ASBFBAIBuVwu1dfX2zbl6uzs1IIFC6yQtLq62tq8K/aVfUnWpltmSByvq6tLM2fOVFlZmS04laS2tjaVlZVp6tSp6urqss31JRAIaMGCBVZfWVNXV5emTp2qmpqahJuElZaWyuPxDCpwTYbY66+srLQ9n1AopPr6+n6fSzgcVn5+vkpLS9XW1ma79qFQaNAbp8UEAgG53e6E73dZWdmQN0+rqKhQNBrtd/XzQLZt22bd/spXvmKbi5eVlSW32y31fG4AABhrLl3Zbg0AQGY69N5Ba6Qrgl8ASAGPP/64SktL5XK51NDQoI6ODnV0dKi2ttY6pry8XOXl5aqpqZHb7bY23DKPW7JkiXU7Xjgc1pw5c6yv8dfW1mrXrl2KRqPatWuXamtr5XQ6FYlENGfOnAHD3/b2dpWWlsrpdMrn86m2tla33HKLNd/d3W31gnW73dq0aZMVTIZCIes5t7W16aabboq7574VFBRY91FcXGzVY7VoNNpnO4e9e/dar9/n81nXbtOmTVaI2dnZqfXr15unSpJuuukmKyyuqqpSKBSyHrOjo8O6j/r6+gFX/sbeb0mqra21nktTU5Nt87Tu7m7jzJF79dVXrdvTptlXKcWvGj777LNtc6ZYP2H1vNcAAAAAgBQTBQCcNJKsUVxcHD18+LB5SLS2ttZ2nM/nMw+JRqPRqM/ns47ZtWuXOW2b7+joMKej0Wg0umvXLtvzSST+ubjd7oTPORqNRktKSqKSoi6Xq89jGhoaBnxOfSkuLrbO7U/8cU6nM+G1OXz4cL+vOxQKWfN9Xf/4+ygpKTGno9FBXrtNmzZZx9TW1prTI+Z2u637Nx8//lqZc6b4z+VQ3ztkjl9efZY1kmnp0qXW52vlypXmNAAAffp59wZrAMBIXNX0d9ZIV6z4BYAU4HK59OijjybsqfrlL3/Zul1SUqK6ujrbfMyVV15p3X799ddtc+FwWPX19VLPfRQUFNjmY/Ly8lRVVSX1rMTtb9Wvy+VSa2trwufc3d1ttX9Yvnx5wmMkafHixdbK0XXr1pnTSbd161bl5eWZZWVlZVkriBO1LnjjjTes2zfeeKNtLib+Po4ePWpO2/R37eL787a3J/fro42NjbZVy4keP6a/OQAAgFS1evvd1gCAsY7gFwBSQG5ubp9BW3xIO2PGDNtcvAkTJli3Dxw4YJvbvn27dXvhwoW2OVP85l+JQtCY/p7ziy++aN2+7LLLbHOm3Nxc6QS1C0gU+sZceumlZslywQUXWO0YLrzwQnO6l/6umwa4dpKsthHJ1NXVpTvuuEPqCZ6/+93vmocAAAAAADIIwS8AjAG7d++2bg/UuzU+aN65c6dtbrDig2eXyyWHw9HniIWkA4Wlo+2MM84wS5acnBwVFBSooKDACmy7uroUDAbV0tIiv98vv9+vvXv3mqcOS3+h8HB0dXVZ/ZadTqeeeOKJpD8GAAAAACC1EPwCwBgzmBWrMQO1LBhrAoGAPB6PHA6Hpk+frsLCQi1YsECVlZWqrKxUKBQyTznpzNC3r3YXpnA4bJYAAAAAAGmE4BcAxpgTvdIzGo0OeqSqcDis/Px8lZaWqq2tTU6nUz6fT7W1tdq0aZPVBmI0WjSMxFBD37lz51q3zT7RpvjV4JMnT7bNYexwLbrHGgAwlrx/6PfWAAAgVRH8AsAYEwwGzVKfzjzzTLM0ZCeid+9ou+uuu6xN0RoaGnTkyBHV1dWpoqJC8+fP79UGIhUEAgFNnz590KGvjHYXb731lm3OFL+6OScnxzaHsePsbyy2BgCMJdtvu9QaAACkKoJfABgDpkyZYt0eKNCLD4b720yuP9OmTbNux2/0lkggELB65Kaq+vp6SVJJSYkWL079gCsQCKi0tFTq2ShuMKGvJM2aNcu6/fzzz9vm4oXDYSsILy4uNqcBAABg6O7uHtICjJEKBoMZsQADOJkmfWayNdIVwS8AjAHz5s2zbvcX6EnSs88+a90ebqg3c+ZM6/batWttc6Z/+Zd/UWVlpR5//HFzKuX0F4SHw+Gkbe42Embo29raOqjQV5Ly8vLkcrmknvvpq8/vmjVrrNvf/OY3bXMAAACZrqurS+Xl5crNzbU2LJ44caK8Xq8CgYB5uNTz97LCwkI1NjaaU0nX2NiowsLCXm3I/H6/HA5HSi+4AFLJv3/jWWukK4JfABgDsrKy5PP5pJ7Vq32tNujq6rJWtxYXFw86MDTFP15bW1uffwHu6uqyVo4WFRWZ0/269NJPvlrZV0CZbO3t7WZJ6nn8m2666aRv7ub3+3uFvkNtP7F8+XJJUiQS0V133WVOq6urS/fdd58kyel06rrrrjMPAQAAyFixdlr19fUKhUIqLi62Fks0NzertLRU5eXl5mlyuVxyOp36whe+YE4lXewxLrvsMnMKwBhD8AsAY8T3v/99OZ1OSdJVV10lv9+vrq4uqSfM8/v9to3AamtrjXsYmnvuucd6vNLSUvn9fuvrZuFwWIFAQHPmzJF6AsTvfve7tvMHcskll1i377rrLuu1jIaSkhKpJ8T2+/1W0Nzd3a1AIKCZM2dam76dLOXl5aqsrJR6Qt8f/ehHev311xUMBvsdJq/Xa60Oqa+vl8fjUSAQUDAYVGNjo/UZkaR77713yMEyAABAugqHw1aoW1VVpcOHD6u1tVWtra06cuSImpqa5HQ6VV9f32tV7Y4dO3TkyBHNnz/fVh8N8+fPVzQaVWtrqzkFYIwh+AWAMSInJ0dbt26Vy+VSJBJRZWWlpk+fLofDoenTp6uysnJIG4ENJCsry3o8SaqsrJTL5ZLD4VB2drZKS0ttjzfUANEMKGOvxePxmIeOWE1NjRXqVlZWKjs7Ww6HQy6XS6WlpTpy5Ih27dplrXI+GWIrtSWps7NTCxYsUGFh4YAjkdbWVuvatrW1qbS0VIWFhSorK7NC36qqqrTodwwAAMaWJTN/bI1ke/311xWJRORyubRixYpef3/1er2qq6uTJD344IO2OQA4GQh+AWAMycvL0/bt29XQ0NCrf29xcbEaGhq0Z8+eEYe+Mf09ntvtVm1t7Yger7W1VT6fb9RX2ubk5GjPnj3y+XxWkK2e1xB/zc444wzbeekqKytLra2tamhosPWGczqdKikpUUdHh1asWGE7BwAAIBV87byrrXEyzJs3Tx0dHb32ufB4PHI4HL2+cRVf7+rqktfrtfoG5+bm2noCBwIB5efnW/P5+fkJv/UWDAaHtSCiu7u7V+/i3NxclZeXJ2ytFt8zOP65m6udx7LYNUo0Jk6cqPLy8oTvYTqgZ3R6cESj0ahZBAAAAAayv+mTv+ifW1phmxuJZcuWadWqVZKklStXaunSpeYhAHBSPbdwknV79oZDtjlkru7ubmsRgM/n0z333NNr1W9fPB6P2tra1NHRoYKCgl51n8+n+vp6uVwu5ebmKhwOW3thbNq0Sc8884zq6+vldruVlZWlvXv3KhQKyel0qrOzUzk5OdZ9BoNBFRYWqri42Nbuwe/3q7KyUrW1taqosP9/u6ury2rp5Xa7df3110s9K5djj7Nnzx7b643dn8/nUyAQsL7NV1dXJ6/XG3fvY1fsGsXe13htbW3W7aamprS7Zv19npA6CH4BAAAwLKMVfBD8jl0Pb35FBw+/Z5YRZ3L2Z/Sdok/63OPkGK2ff0h9jY2NKisrk3q+DVVUVKSFCxfqsssus4WvpoGCX0lqaGiwtdKKBWvqeayNGzcmPNcM3oYT/Hq9XjU3N6uqqqrXN7tic/09v5KSEtXU1PR7Dcai/q55OBzWXXfdZbVsC4VCaXX9+nttSB0EvwAAABiW0Qo+CH7HrivvflKvHej9dWJ84qIpWXrmx9eYZZxgo/XzD+khGAxq+fLlthWb6mkDduutt+q6667rtRJ4oODXDFVlrDBOFArGQmgz4B1O8Jubm6tQKJTwcQKBgEpLS1VSUqJAIGDVY/dn1vGJ/q55TH5+vjo7O/s9JhUN5rWlu0PvHbRuT/rMZNtcuqDHLwAAAAAAQ3D2NxZbA2NPQUGBWltbFQqF1NDQoJKSEqvlQllZmaZOnaqWlhbztH5dfPHFZskWwJphrPo4Z7j27t2raDTa63G6u7v1zjvvSJKOHj1qm4uZMWOGWcIQxNpqtLe32+qJei7n5+f32VPX7O3s9/tt53q93oT9hP09vXr76glt3u9gJXr+/fWMjn+ccDis8vJyTZw4cciPm0z/+J9XWCNdEfwCAAAAADAErkX3WANjV05OjhYvXqxAIKAjR45o06ZNcrvdikQi+ta3vqXu7m7zlJQWDAZVXl5u20DO5XJZrS1w4nR1dcntdqu+vl5Op1PFxcUqLi5WKBRSZWWl8vPzE4anMeXl5aqsrFRubq6Ki4vlcrnU3NysOXPmJAx/k818/rW1taqtrZUk1dfXa+rUqf0+f4/Ho/r6ekUiEV166aXmNIaA4BcAAAAAAGCE5s+fr9bWVrlcLkUiEb344ovmISmrvLxchYWFCgQCKioqUlNTkzo6OtTR0aGGhgbzcCRRbKVvfMB57bXXKhKJqLa2Vjt27FBra6taW1u1Z88elZSUqLOzU3fddVfcvXyira1NO3bsUCgUss7bu3evfD6fIpGIrr32WvOUpLv33nsViURUVVWlHTt2qKKiQhUVFdq7d69KSkoUiUS0fv168zQpbtO7jo4ORaPRXj2nMTQEv8gY4XDY+s1kX199AAAAAABkrtXb77ZGsnk8ngH/vZmVlaXc3FxJ0oEDB8zplNTS0qL6+nq5XC7t2bNHK1askNfrVUFBgQoKCpLaUgKfCIfD8vv9VtC5aNEiqef9CIVCcrvdvXrnZmVl6d/+7d+knpWziVaVO51Otba29mrbcc89H39DIRQKjfqq387OTinuNcVbuHChJGnr1q3mlCTJ5XKptbXV1gsbw0fw2yPWS2SgH+Km4Z6XqsLhsPU/s1hflZPB6/Va17W8vNycTuj111+3frjEdhYdrthjn8xeMgAAAACAofnFvqetkWyxIG3nzp3mlM3evXslSVOmTDGnUsL+/ftt/717925JUklJSa9N6STp1VdfNUsYogcffFAej8c2srOzreyiqanJ+ny98MILUlzvX1NWVpaKi4slKeGq8ssuuyzh+xh/3uuvv25OJ9VIekbn5uYmfP4YHoJf2GzZssX6bVNbW1ufS+9HUzgcVnNzs/Xf9fX1gwqgL7zwQrndbkmyescAAAAgM1xX8EV9p+iSMTGKZpxrvnwAKeDGG2+UJDU3N6u6urrXv1O7u7vl9XoVCoXkdDo1b9482/zJNm3aNEnSjh07bPVYQB3/7/CYxsZGevwmQSgUUltbm204nU75fD51dHTI6/Vax7700ku2cxOJtYUY7qry4Z43FPSMTg0Ev+hX7DcxJ1KisHnLli1mqZesrCzt2LFD0Wi019chAAAAkN6+PuMc3XnjrDExrimYar58ACmgoKBATU1NkqSamhplZ2crNzdXHo9Hubm51gZaTqdTW7duTblVizNnzpTT6VRnZ6fy8/NVXV0tSZo3b55cLpdCoZByc3Pl9/tVXl6u3Nxc3XHHHfT4TYLa2lpFo1HbOHLkiOrq6jKypQE9o1MHwS9svF6vqqqq5HQ6zakT5qGHHpJ6vmYSW8G7du1a4ygAAAAAAE6s2Ireqqoqud1uayVnKBRScXGxamtrtWfPHuXl5ZmnnnRZWVnauHGj3G63Ojs7rZWlWVlZ2r59u3w+n44cOaLKykpt3rxZRUVF2rNnDz1+T7D4Td76EnvvhttOZLjnDQY9o1MLwS96WbFihVwulyRZ/V9OlK6uLqtP78KFC/W9731P6mk7kahpOQAAOHkuXdluDQAYS95uD1gDY09OTo5WrFhhfeM0NlpbW1VRUZFwpW9ra6ui0Wiv1Z191WNi951IQUGB9biDqcfmYs87fj4rK0t1dXU6cuSIotGo9u7dq7q6OmVlZfV5fxUVFYryjduku+SSSyRJjz/+uDkl9bTHjLXovOyyy8xpq8e0qa/zBgqBB+rxTM/o1Ebwe4IEAgF5PB5NnDjR6m0S+2rFYALNcDis6upqW2+UiRMnyuv1KhDo/y8b5uZzLS0t1uZpiTYvCwQC6uzsVHFxca/fUnZ3d/fq0TLY5zEYjz32mNSzC6XX67X1RErUAsI02E3ZYu9H7Pjc3FyVl5cP6r2ICQaD8nq9ys3N7XU/wWDQPBwAgIzz2fOmWQMAxpI3Vy+xBgAkk9frlcvlUmdnpxobG21z4XBYd911lyTJ5/P12jxNPf2EvV6vrQd1OBzWP/3TP0k9C/ziz7vwwgulngV3XV1dtnP8fn+fPXnpGZ0eCH5HWTgcVn5+vkpLS9XW1qZIJGLNdXZ2qqamRm632/aHy9TV1aWpU6eqpqbGWg0rSZFIRM3NzSotLZXH4+nVWD6RQCCgBQsWJPwDqJ4fMKWlpXK73Xr00Udtc4FAQC6XS/X19X0+j/Lycts5Q1VfXy/1PA/1/NaxpKRE6tkFc6TM9yMmFAqpvr5+wPciJtavprm5WaFQyKrH7ifWywYAAACpa33wt/rTO8fNMgAAJ9UTTzwhp9OpsrIy5efnq7y8XF6vVzNnzrSyi3vuucc8TZKsFiRTp06Vx+ORx+PR1KlTrf7TtbW1tuPz8vKsb3tPnz5d+fn5ys/PV3Z2tu67774+e/KOhZ7RXzvvamukK4LfUXbXXXdZIWltba0OHz5sfVWjqalJTqdTkUhEc+bMSRjcdnd3a86cOYpEInK73dq0aZN1figUsv7AtrW16aabbjJPt2lvb1dpaam1c2Rtba1uueUW2zETJ05UVVWVWltbbUvyu7u7VVpaKvX8EOno6LA9j1g4W19fb60sHqqWlhYrGI/tlipJ3/72t6WeUHWkK2lvuukm6/0oLi7Wpk2bejUYnzNnjnGWXSAQsALqkpIShUIh61p0dHRYfYlLS0tH/HwBAAAwOh7e/IoqHnpON963ifAXAJBS8vLy1NnZKZ/Pp0gkovr6eltwa2Y28bKystTa2iqv16sXX3zRWvTm8/nU2dnZ65vdkvToo4/K5/NZQW4oFLKO76sn71joGb1k5o+tka4c0b6axYwxwWBQhYWFUk9AO9geNQOdN3HiREUiEfl8PtXV1dnmZJzf1NRkrXSN8Xq9am5ulsvl0vbt2xP+wY5fKt/R0dGrN5DD4bBuu93ufn9A9CX+MUKhUMKvE3g8HrW1tcnlcvXZU6Y/8a/VPH+g6xgTe63FxcW9+g/FX+tE8+pZXR0L2vs6rr/nqZ5VxVOnTh3U8wUAAL0tW7ZMq1atkiStXLlSS5cuNQ9Bhrry7if12oHeiyEkqWHJPBXNONcsD0v9pl1avWGnPvh/f5EkfW36Ofrnb87QtHOyzUNPis0796ts9RazLEm6aEqWnvnxNWYZJ9hzCydZt2dvOGSbw8l1deCTUOtp78Df5gQyRSzzSJRjYOxixe8oi2/tkEh8SHvgwAHbXHd3t9WSYfny5X2GtYsXL7Y2Y1u3bp05bXG5XMMKfSXpnXfeMUu9zJ07V+oJhocqHA5brzW2ejheLBAfSfuE+GtjfrUhJi8vTxs3bjTLNkePHjVLNllZWVaj9KH0DAYAAMDoe3jzK7r/8R1W6CtJv9j1O1Wv5ZtaAAAgsxD8jrLY1/5jLRAStXOItQkwVwu/+OKL1u1EOzXGy83NlQYIGnNzc4cV+iquabd6gtlELQxiO3oOZxF5/MZtixYtss0prvVDJBIZdvi7efNmqScAT/TVhhhzxbTp0ksvleIapie65rGdWfktGzJNIBCwNjJM9NkHACCV1W/apfsft29CI0lfOGu8vv21i8wygDS07pqgNQBgrCP4HWUrV660bldWVio7O1ter1eNjY0DbiIWvwLY5XLJ4XD0OWI9W+I3LEum+fPnW82+Ozs7VVhYqNzcXFVXV6ulpSVhoD0UDz30kNQTlCdqI1FQUGCtat6wYYM5PSixlcixkHy4vvvd78rpdEo9u1S6XC7l5+fL7/cnDMSBTLJ27Vqp589T/C9sMLDu7m5VV1crPz/f9vPb4/GourqaIB0AkuT+x3eo87dvm+WEK30ladzpf6N/+cev6tqCL9rqANLTZ04dbw0AGOsIfkdZQUGBOjo6rNBUPWFhWVmZpk+frtzcXDU2NtrOSVWPPvqoamtrrdAzFAqppqZGCxYsUHZ2tsrLywcMsxPp6uqyNlzLz89XMBhMOGKrp5ubm0cUkMRaUgxXVlaW1WQ9prOzU5WVlSosLNTEiRNVXV094jAcSEWxDSFdLpeuu+46c1rBYFB+v19+v39Ef04zTSAQkMvlUk1NjfXzLqatrU01NTVyu93D/kYDcLK8tGyuNTKJ3++Xw+HQxIkTB/z/eTAYtH6Jg5Nv+bptqt+0S7f8a6st/H148ytavm6b7Vj1hL5rv+uR+4ufM6d6qd+0Szfe90zSRv2mXeZDAAAwbAUFBXzzGL0Q/CYwmH62Q1FQUKDW1lbt2rVLtbW1thA4FAqprKxM+fn5/f7DItZCYTBjtGRlZamiokJ79uxRU1OTfD6ftQpXPe0spk+fPuTg4rHHHrNu19fXq7CwMOGI9QCWpC1bEm92caLk5OSorq5OoVBIDQ0NKikpsQLxSCSimpoaTZ06dVhBOJDKvF6votGo9u7dm3B1/q9+9StVVlaqsrJSBw8eNKfHpEAgoNLSUkmS0+lUQ0ODOjo6rFFVVSWn06lIJKLS0lK+OYC08ud9u62RiSKRiP7pn/7JLCNFLV+3TQ9vfkWSdPz9/2eFv8kIfSUp/M772vbGH5M29v0xuf/mAAAAMBH89hg//pOvgbz00ku2uf786le/Mkt9ysvLU0VFhVpbW3X48GE1NTVZwWlnZ6fuuusu8xRLKq2cy8rKktfrVV1dnfbu3atdu3bZVr+WlpYO6fnW19ebpQHdf//9ZmnQ2tvbzdKw5eTkaPHixQoEAjpy5Ig2bdpkBfuRSETXXnuteQqAMSQcDqu8vFzqCX337NmjxYsXq6CgwBorVqywbSr505/+NO4eAJxszc3NafPtrLFs2xsHrdA35vj7/0//v/tbkhL6AgCAsecX+562Rroi+O0Rv9lX/KZqA9m5c6d1+8tf/rJtrru722pTYIqFp9u3b7fC39jmYzHxG6oN9JwCgYD19erREHsdiQLdvLw81dXVqaGhwaoN9HxjWlpaFIlEJEkNDQ29Vi+bo6qqSupZKT3U1bSx69zfyuqBhMNh61okup/58+ertbVVJSUlUs/zTHTNAIwN27dvt37G3XvvvX1usFlQUGBrZwMgNcT+XN5xxx1D/nsHTqxZF0zWD67P12l/82lb3eznK0nn/PcJWv7tywl9MSIX3/GINQAAmWn19rutka4IfuPEwrpIJDKolR3d3d3WP9CdTqcKCgps8y+++KLVpqCvfyxkZWVZm43FNh+LmTlzpnU7tqFSX/7lX/5FlZWVevzxx82ppLjllltUWFhoBa+JXHzxxdbt+I3p+vMf//Ef1u158+bZ5hK54YYbrNvxLSIGo6ioSOpZXd1fGNvXe6WeNiCx97S/ja1mzJhh3ebr7sgksb6XDofD9kutWK2ystKqFRYW2jYx60tjY6M8Hk+vDc8aGxsT/oIlJnZOrK9mOByW3++3bZ6Wm5vb6xdi3d3dKi8vV25urnVcfn7+oNrUBINBeb1e27m5ubkqLy9P+Eu+3bs/+fp7/M/IRPoKhQGcPNdff71KSkoUiUR06623mtODEvu5MXHiRNvPuJaWFvNQjJBvwXQtWTijV/gb79z/foaWLrxUC7881ZwChiR75hXWAAAgVRH8xvkf/+N/WLfvuOOOfkOArq4uKyiWpNtvv902L0kXXnihdbutrc02Fy8WbMRWlcRkZWVZLRTa2tr6fD7xm6PFws1kiz23zZs39xnEHDt2zLodv1q5L+Fw2ArOS0pKEvYLNeXl5Vkrd4faIuLKK6+0bvcVYHd1dWnOnDlm2ZKTk2P18n3qqafMaUt8n+j4zwGAT4TDYeXn56usrKzXz8i2tjaVlZVp5syZ/f4yJqarq0tTp05VZWWlbfO0UCikyspKq91CIBCQ2+1WfX297ZdtnZ2dKi0tVXV1tVUzlZeXW/3G488NhUJWf3Lz53RFRYX1jQXzl4Om2Dcl4nunAzj5/u3f/k0ul0udnZ29fpE0kEAgYP3cuOyyy1RcXKzi4mK1tbVpwYIF1s8mJE9/4e95nztDS785Q1f//ceLLobqzhtnqXvtPyZt+G+dbT4EAABAUhH8xikoKLACwdgmO/n5+fL7/QoEAmppaZHf75fX69X06dOtcMHtdquiosK4t49Dyli/18rKyl673MdWncXu5/rrr7fmYu655x4raCwtLbXdRzgcViAQsIJKp9Op7373u7bzkyUWikcikYSrVFpaWvStb31L6nke8auV+xK/YnbhwoW2uf7Er8w2n0d/5s+fb70fzc3N8nq9amlpsVo3+P3+fkPfmFjI39bWJq/XawulwuGwGhsbVVNTI0kqLi5mFR/GhFi4WVtba9U6Ojr63XjS4/Gos7NTTqdTTU1NOnz4sKLRqNUD3el0KhQKac6cOX3+wkmS9u7da/3ZraqqsjZNi92Hen5RVF1dbW2yFr/BWvxxNTU1Cb8REAgErF82lZSUKBQKWa+ro6PD+uXYcDdnKy8vt1pC3HbbbeY0gJMoKyvL+uZVZWXloP+Md3d3Wz9zOjo61Nraao1QKCSXy6X6+vpevzDCyCUKf8/73Mcrfa+aNbzQF/j/2rv/4LarO9//L8/Sux1omshKKcsFlkhOtxT42jeRk37BLjf0JhJ2oekWrmTYS0NpiWV2WH7Vbm0obcGmMrTsMFS2WdLNfr8Lki+0zRZspDAlZSU6ECt87YVd2sYyNMNAh7UishSme1lW3z+wTvX5SJYdx3Zk5fmYOTPinPP5+KOPE0W8dPQ+WDm++vglpi23ZDJp+UYaABx3ORQZHBzMORyOnKQ5m9/vz01PT9tPYUxPT+c8Hk/RcfYWDAbthxrj4+M5t9tddExhczgcufHxcfuhudwHaUtOUs7r9dqHjkokEin6ufZW7jrsCu9LuXtoNz4+bo7z+/2Wsbme61y/j/z15+fMdp5gMFh0rL15PJ6jel7AShAKhcyf8UQiYR+eczxvcHDQzJvtNaPw73ooFLIP57xerxl3u90lz5NIJOb197Lw9W1wcNA+nPP7/ebnlDI9PW3+3Sj3el5K4evJbNcHVKqff/5jpi2mG2+80fy9uO++++zDSy7/Wlb42pPvc7vdlr+n+dcZ+3uG7u7unKRcd3e3pT9vZGSk7OvKiar19h/l1n3pwZItfuAV+/SydsX/KbfuSw/mzt35t7mxX71hH65o8QOvFD3/fGu9/Uf26QAKXBb5v0xbbrP9m5Cb+XfB6/XmIpGIfQhAhTqeryeLhRW/JezcuVOpVEqDg4Pyer1mJVie1+tVd3e3xsfHFY1Gy67odDqdGhsbUyQSkd/vt5zL7XbL7/crkUgoHA5bjitUX1+v559/3lxPIY/Ho1AopIMHD1o2qFsKgUBA6XRa3d3dRWUpvF7vUV1HYXkKv99f9h7aFZZ7GB4eLrsS0M7pdCoWiykUClmeg/0+znU94XBYiURCwWDQ8rVsh8Mhr9erSCSisbGxOc8DnKjuueceSVIwGJz1NaO+vt6Uu3nwwQftwxY/+tGPSp6nsLyC2+1WLBYr+feysMZ4qdISb731lr3Lwul0atOmTdLMKr/5yJe6yK8k9ng8s14fgOOvs7NTHo9H6XRa119/vX24SH7T3ksuKb3irKWlRWIj2CX15W3n61t/cYF23+xjIzcAx92BAwcUj8fnvR8OACwGgt9ZuFwu7dy5U7FYTIcPH7Z8XTkWi6m3t7dkyDCbQCCgaDRqOdfk5KSi0eicdR81Eyrkr6fwWsbGxtTZ2Vk2KCi87mPlcrnU29ursbGxonsy13UUqq+vN8cu5CuOk5OT5vjCnzmf5+p0OtXZ2Wl5Dvb7mL/P5c7T1NSkcDhsuZbDhw8rFospEAjYpwOYMTU1ZWrkfuYzn7EPW5x99tlSic0v7cq9Huc/MKurq5v1Naqwv1QAs3HjRmnmOgKBQMk583ndyMtkMqbUhWZKVPBhEVD5hoeH5XA4NDw8POf7l8J647PJfwjNRrBL5+r/cS6hLwAAOGER/AIAllVhwNHW1mZ2uS/Vurq6zNz51tVcCjfffLP5xsbw8LDcbrepAb+Q69q1a5cJhQYHB9Xb22ufAqwIJ52y2rQTgcvl0t133y3N1OYu9SEQAACF+vv7VVNTYzYz7urqMu917e8jR0dHFQgEzHhtba0CgUDRvLz8PM0c29jYaPoaGxvNcZlMRv39/aqrqzPjgUBg1m/P2q8jP3+268DiKfydAouB4BcAgDk4nU6lUilTekIzq/m6urrU3Nys2tpa9fT0zPrm2S5fusLj8Wjnzp32YWDFuPDhg6adKHbu3Cm/369sNquOjg77sGEvi1VK/gOg008/3T4EoML96v4bTAPKOeussywlJN1ut7xer7xer1atWmXmDQ0NqbW1VXv37lUwGFQoFNK2bds0PDys5ubmst806ejoUGtrqzTzbTe3261UKqXLLrtMExMT8vl86urqUl1dnbmW4eHhkpvQRaPRousIBoPzug4snWg0Kp/Pp56eHvsQUBbBLwDguEkkEpayMeXafMriLCWXy6VwOKx0Oq3BwUFL3fZsNqu+vj6tX7++ZI1gu3zpiiuuuMI+BGAF+MEPfiCHw6F4PK677rrLPixJamxslCQ9+eST9iFpZjWVZgIAl8tlHwZQ4X77dNQ0oJxAIKBYLGb2g7juuusUi8UUi8VMubJkMqn29nZ5PB4dPHhQ4XBYnZ2dikajGh8fl8PhUEdHx6yLDKLRqBKJhMbGxhSLxTQ5OSmv16tsNquGhgZp5v1n/ucePHhQDodDqVSqaBXvbbfdJkn66U9/aq4jHA5rfHxcmgmZsfwOHTqkeDyuAwcO2IeAsgh+AQDHzWuvvWbvqnj5GvD5uu0jIyOmjnA2m9UXv/hF+yFFEomEEomELr/8cvsQgBXA6XTqpz/9qSSZr+7a3XrrrZKkvr6+og+EpqamdMcdd0jSrMExlsdjyV/rX4+8a+8GgGX1yCOPSJK+/e1vF+35kN/wOJvN6rHHHrOM5e3bt69okcSOHTukmQ8Yx8bGLB8yOp1Obdu2TZL0i1/8wvRL0uHDhyXJshpZM9fh9/tNgA2cCG7Y/B3TViqCXwDAsjrnnHPM43/8x3+0jNklk0n19/erv7//uNXSzGQySiaTSiaTJVdZtLS0KBaLye/3SzOrKea61qamJjU1NbHKD1jBmpqa1N3dbe82XC6XIpGIJKmhocF8PdPn88nj8ZjyMWwIe/z8cO+L6nzoGV353RHCXwDH1djYmCTp2WefNe99C1t+leeRI0dsR36g1EbHZ5xxhjSzwXEpGzZssHdJkilttmXLFvX09FhWBEej0XltZIzFk0wmVVOw90k8Hjd1gPv7+y1zJyYm1NHRodraWjPH5/PNWp7D5/OpZqbW9MTEhKWuc11dnYaGhszcaDRaVEPa/sF2XqnraGxsnPU6Ktln133etJWK4BcAsKycTqepfRmNRkuGqXlPPvmkurq61NXVpdWrj8/mUUeOHFFzc7Oam5tnXWUh25vnwg3sAFSv3t7esrV8A4GAEomE/H6/9u/fr76+PsXjcW3atEmRSEThcNh+CJbJwMi47nn0g6Al/cZb6v7bpF76zbR9GgAsi3zN976+PvPet7DN9u2SpdDb26vu7m5Tyqy5udls7rYSg7uVbtWqVaZusyQ5HA5TI/qss84y85LJpLZs2aKBgQFt27bN1Gbev3+/2traypboeOSRR9TQ0KBUKiWv1yuPx6N0Oq329naNjo6qo6NDbW1tkq2G9JYtW4oWvExMTBRdR3d3t9Lp9JzXgaVB8AsAWDTnnXeeefxv//ZvlrFCt9xyizRTGuH222+3D0szK22Hh4elmU2S7F97Wy4ul8vU8v3JT35iHzYKV2AUrmq2m5qaks/nU21tbdGn9AAqQ2dnp3K5nDo7O+1DRcbGxpTL5WZdAdXU1GRKw+RrlsdiMVb6Hkc/3Pui7nl0TP/+3vum72fjv1HPbnarB6rBOsefmbbSTE9PF+1zUdjm8+/SYujt7dX09LQikYiCwaDcbreGh4cJ7o6D+vp6xWIxXXfddZKkTZs2mVrN+fcSmUxGl112mSRpfHxc0WjU1GY+ePCgPB6PBgYGiuo55w0MDGhwcFCTk5OKxWIaGxtTKBSSJLW2tpatIW1fGDM0NKRsNqtQKGSuo7e3VwcPHpTb7dbAwMCsK4WxNAh+AQCL5pOf/KR5fMcdd8z65iIQCJi6uAMDAwoEApY3AKOjo/L5fGYTtPvuu8+MHQ9f//rXpZmvVtmvNZPJaGhoSH19fdLMp+DlQup7771X8Xhc2WxWXV1dvPEBgGVUuNK30JkfW6WrP/spezeAFeivvf/btJUi/+2Rl19+2T4kzSwcSCaTRasrl5LT6VQgEFA4HNbk5KQSiYQcDkfZABHHx1NPPaVsNqtgMFhU9sPpdOrb3/62JOmBBx6wjOUNDg5q586dlr7CvUhSqVRRDekvfOELkqSnn37a0p+vEW3/tqbT6dR1111n/h8Qy4fgFwCwaFwul6l5mUqlzFfDampq7FP18MMPm3/4h4eH1dDQYOa2traar7xFIpGiNxrLrbOz09Q7s1/r2rVr1d7eLs28aX/44YdtR1vl3wwB1eA/3jliGlAp7nl0TKlf/9beXXKlrySd/OEP6Xtf/e/6YtMnLP0AsJguvvhie5eR32gtv8mb3WOPPTZn2bHFkK8n6/P57ENqamoyK0ztG8Lh+HrxxRelmb1G7PWh+/v79cQTT0iS3nrrLduRHzj33HPtXZa9SErtS1LqGEm6+uqrJUnt7e3q6OjQ6OioKe3X2dmpWCxWFE5jaRH8AgAWVW9vr0KhkKlDNRun06lYLKZIJCK/32/KKWhm9+FgMKh0Ol0xX4cOh8NKJBLm6255+TpbkUhEY2NjZVf7StI3vvENc3x3dzdvfLCiPXvVetO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"},"2655502e-a9a5-4076-8707-1e661eefbfdd.png":{"image/png":"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"},"80bfce2e-9b26-42d5-83ef-add921c019bc.png":{"image/png":"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"},"f9ee8c10-c401-4cf1-928c-835cdcf525ad.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"## Credits\n\nthanks to many Kagglers who have shared ideas:\n\n- [Candidate ReRank Model](https://www.kaggle.com/code/cdeotte/candidate-rerank-model-lb-0-575#Step-2---ReRank-(choose-20)-using-handcrafted-rules)\n\n- [Co-visitation Matrix](https://www.kaggle.com/code/vslaykovsky/co-visitation-matrix)","metadata":{}},{"cell_type":"markdown","source":"# Imports","metadata":{}},{"cell_type":"code","source":"### import numpy as np\nfrom collections import defaultdict\nimport pandas as pd\nfrom tqdm.notebook import tqdm\nimport glob\nimport numpy as np\nimport multiprocessing\nimport os\nimport pickle\n\nimport glob\nimport gc\nfrom collections import Counter\nimport itertools","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:20:42.871806Z","iopub.execute_input":"2025-11-11T10:20:42.872165Z","iopub.status.idle":"2025-11-11T10:20:43.400198Z","shell.execute_reply.started":"2025-11-11T10:20:42.872138Z","shell.execute_reply":"2025-11-11T10:20:43.399141Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# ⚙️ CFG","metadata":{}},{"cell_type":"code","source":"class CFG:\n    train_chunks_path = '/kaggle/input/otto-validation/train_parquet'\n    test_chunks_path = '/kaggle/input/otto-validation/test_parquet'\n\n    debug = True\n    top_aids = 20\n\n    type_labels = {'clicks':0,'carts':1,'orders':2}\n    type_weight_multipliers = {0: 1, 1: 6, 2: 3}","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:20:43.401819Z","iopub.execute_input":"2025-11-11T10:20:43.402291Z","iopub.status.idle":"2025-11-11T10:20:43.407802Z","shell.execute_reply.started":"2025-11-11T10:20:43.402266Z","shell.execute_reply":"2025-11-11T10:20:43.406783Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# 🎲 Data\n\n[OTTO – Multi-Objective Recommender System](https://www.kaggle.com/competitions/otto-recommender-system/data)\n\nCheck my EAD notebook about this data [Here](https://www.kaggle.com/code/gabrielvinicius/otto-a-dip-in-the-data)","metadata":{}},{"cell_type":"code","source":"%%time\nall_data_df = pd.read_parquet('/kaggle/input/otto-full-optimized-memory-footprint/train.parquet')\nprint(all_data_df.shape)\nall_data_df.head()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:20:43.409112Z","iopub.execute_input":"2025-11-11T10:20:43.409395Z","iopub.status.idle":"2025-11-11T10:21:04.665098Z","shell.execute_reply.started":"2025-11-11T10:20:43.409374Z","shell.execute_reply":"2025-11-11T10:21:04.663930Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"- `session` - the unique session id\n- `events` - the time ordered sequence of events in the session\n    - `aid` - the article id (product code) of the associated event\n    - `ts` - the Unix timestamp of the event\n    - `type` - the event type, i.e., whether a product was clicked, added to the user's cart, or ordered during the session","metadata":{}},{"cell_type":"code","source":"print('Nº of sessions (Users) = ', all_data_df['session'].nunique())\nprint('Nº of aids (Products) = ', all_data_df['aid'].nunique())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:21:04.666981Z","iopub.execute_input":"2025-11-11T10:21:04.667258Z","iopub.status.idle":"2025-11-11T10:21:10.469181Z","shell.execute_reply.started":"2025-11-11T10:21:04.667236Z","shell.execute_reply":"2025-11-11T10:21:10.468268Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"all_data_df.info()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:21:10.470179Z","iopub.execute_input":"2025-11-11T10:21:10.470497Z","iopub.status.idle":"2025-11-11T10:21:10.498304Z","shell.execute_reply.started":"2025-11-11T10:21:10.470473Z","shell.execute_reply":"2025-11-11T10:21:10.497388Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"del all_data_df","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:21:10.499269Z","iopub.execute_input":"2025-11-11T10:21:10.499967Z","iopub.status.idle":"2025-11-11T10:21:10.504334Z","shell.execute_reply.started":"2025-11-11T10:21:10.499911Z","shell.execute_reply":"2025-11-11T10:21:10.503288Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# Co-visitation Matrix\n\nTo understand how the Co-visitation Matrix works, let’s look at an example.\nIf a user has interacted with items *m1 and m2*, which item should be recommended next?\n\n![image.png](attachment:8e3c2395-944f-46eb-801a-c732d0c8e8ba.png)","metadata":{},"attachments":{"8e3c2395-944f-46eb-801a-c732d0c8e8ba.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"## Train Validation Split\n\n\nFor training and validation, I used the [otto-validation](https://www.kaggle.com/datasets/cdeotte/otto-validation) datasets, which basically reserves the last week as the validation set. You can check this [Discussion](https://www.kaggle.com/competitions/otto-recommender-system/discussion/364991) for more details.","metadata":{}},{"cell_type":"code","source":"chunks = glob.glob(CFG.train_chunks_path + '/*')\nchunks = chunks[:10] if CFG.debug else chunks\nprint('Debug Mode = ', CFG.debug,'\\nNº of Chunks = ', len(chunks))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:21:10.505414Z","iopub.execute_input":"2025-11-11T10:21:10.505672Z","iopub.status.idle":"2025-11-11T10:21:10.544022Z","shell.execute_reply.started":"2025-11-11T10:21:10.505650Z","shell.execute_reply":"2025-11-11T10:21:10.543231Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"def get_covisitation_matrix(df_chunk, max_session_interactions = 30):\n    \n    #FILTER MAX INTERACTIONS OF SESSIONS\n    df = df_chunk.reset_index(drop = True)\n    df['n'] = df.groupby('session').cumcount()\n    df = df.loc[df.n<max_session_interactions].drop('n',axis=1)\n    \n    #GET PAIRS: ITENS VISETED AT THE SAME DAY\n    df = df.merge(df,on='session')\n    df = df.loc[ ((df.ts_x - df.ts_y).abs()< 24 * 60 * 60) & (df.aid_x != df.aid_y)]\n    df = df[['session', 'aid_x', 'aid_y','type_y']].drop_duplicates(['session', 'aid_x', 'aid_y'])\n\n    # ASSIGN WEIGHTS\n    df['wgt'] = 1\n    #df['wgt'] = 1 + 3*(df.ts_x - 1659304800)/(1662328791-1659304800)\n    df = df[['aid_x','aid_y','wgt']]\n    df.wgt = df.wgt.astype('float32')\n    df = df.groupby(['aid_x','aid_y']).wgt.sum().reset_index()\n\n    return df\n\n\n\n\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:21:10.544854Z","iopub.execute_input":"2025-11-11T10:21:10.545136Z","iopub.status.idle":"2025-11-11T10:21:10.622494Z","shell.execute_reply.started":"2025-11-11T10:21:10.545109Z","shell.execute_reply":"2025-11-11T10:21:10.621600Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"pairs_df = pd.DataFrame()\nfor chunk in tqdm(chunks, desc='Get pairs'):\n    \n    chunk_df = pd.read_parquet(chunk)\n    chunk_df.ts = (chunk_df.ts/1000).astype('int32')\n    chunk_df['type'] = chunk_df['type'].map(CFG.type_labels).astype('int8')\n    \n    pairs_chunk_df = get_covisitation_matrix(chunk_df)\n    pairs_df = pd.concat([pairs_df, pairs_chunk_df])\n\n    del chunk_df,pairs_chunk_df \n    gc.collect()\n\n# CONVERT MATRIX TO DICTIONARY\npairs_df = pairs_df.reset_index()\npairs_df = pairs_df.sort_values(['aid_x','wgt'],ascending=[True,False])\n# SAVE TOP \npairs_df = pairs_df.reset_index(drop=True)\npairs_df['n'] = pairs_df.groupby('aid_x').aid_y.cumcount()\npairs_df = pairs_df.loc[pairs_df.n<CFG.top_aids].drop('n',axis=1)\n\npairs_df.to_parquet(f'top_{CFG.top_aids}_clicks.parquet', index = False)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:21:10.623382Z","iopub.execute_input":"2025-11-11T10:21:10.623624Z","iopub.status.idle":"2025-11-11T10:22:48.214224Z","shell.execute_reply.started":"2025-11-11T10:21:10.623604Z","shell.execute_reply":"2025-11-11T10:22:48.213137Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"del pairs_df","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:22:48.219215Z","iopub.execute_input":"2025-11-11T10:22:48.219606Z","iopub.status.idle":"2025-11-11T10:22:48.226429Z","shell.execute_reply.started":"2025-11-11T10:22:48.219575Z","shell.execute_reply":"2025-11-11T10:22:48.225482Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# Popular Itens","metadata":{}},{"cell_type":"markdown","source":"## Load Test","metadata":{}},{"cell_type":"code","source":"def load_df(folder_path):\n    df = pd.DataFrame()\n    for chunk_path in tqdm(glob.glob(folder_path + '/*')):\n        chunk = pd.read_parquet(chunk_path)\n        chunk.ts = (chunk.ts/1000).astype('int32')\n        chunk['type'] = chunk['type'].map(CFG.type_labels).astype('int8')\n        df = pd.concat([df,chunk])\n    return df.reset_index(drop = True)\n\ndef pqt_to_dict(df):\n    return df.groupby('aid_x').aid_y.apply(list).to_dict()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:22:48.227684Z","iopub.execute_input":"2025-11-11T10:22:48.228053Z","iopub.status.idle":"2025-11-11T10:22:48.249183Z","shell.execute_reply.started":"2025-11-11T10:22:48.228011Z","shell.execute_reply":"2025-11-11T10:22:48.248005Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"test_df = load_df(CFG.test_chunks_path)\nprint(test_df.shape)\ntest_df.head()","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:22:48.250316Z","iopub.execute_input":"2025-11-11T10:22:48.250659Z","iopub.status.idle":"2025-11-11T10:22:50.954333Z","shell.execute_reply.started":"2025-11-11T10:22:48.250628Z","shell.execute_reply":"2025-11-11T10:22:50.953365Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"print('Nº of sessions (Users) = ', test_df['session'].nunique())\nprint('Nº of aids (Products) = ', test_df['aid'].nunique())","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:22:50.955285Z","iopub.execute_input":"2025-11-11T10:22:50.955595Z","iopub.status.idle":"2025-11-11T10:22:51.217461Z","shell.execute_reply.started":"2025-11-11T10:22:50.955574Z","shell.execute_reply":"2025-11-11T10:22:51.216416Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"Top clicks (Popularity Recommedation)","metadata":{}},{"cell_type":"code","source":"# TOP CLICKS AIDs\ntop_clicks = test_df.loc[test_df['type']==0,'aid'].value_counts().index.values[:20]\ntop_clicks","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:22:51.218359Z","iopub.execute_input":"2025-11-11T10:22:51.218604Z","iopub.status.idle":"2025-11-11T10:22:51.600693Z","shell.execute_reply.started":"2025-11-11T10:22:51.218584Z","shell.execute_reply":"2025-11-11T10:22:51.599988Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"# Rerank - Choose Similar Itens\n\nThe objective is to recommend (or predict) 20 items that a user is likely to click, add to cart, or purchase.\nHowever, for the scope of this notebook, I will focus only on predicting clicks.\n\n**Ranking Worflow**\n\n![image.png](attachment:99cd326a-d1a4-4a7a-83a4-9da382e3e86d.png)","metadata":{},"attachments":{"99cd326a-d1a4-4a7a-83a4-9da382e3e86d.png":{"image/png":"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Covisitation Matrix","metadata":{}},{"cell_type":"code","source":"covis_clicks = pqt_to_dict(pd.read_parquet(f'top_{CFG.top_aids}_clicks.parquet'))","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:22:51.601530Z","iopub.execute_input":"2025-11-11T10:22:51.601771Z","iopub.status.idle":"2025-11-11T10:23:13.737034Z","shell.execute_reply.started":"2025-11-11T10:22:51.601752Z","shell.execute_reply":"2025-11-11T10:23:13.736046Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"def suggest_clicks(df):\n    # USER HISTORY AIDS AND TYPES\n    aids=df.aid.tolist()\n    types = df.type.tolist()\n    unique_aids = list(dict.fromkeys(aids[::-1] ))\n    # RERANK CANDIDATES USING WEIGHTS\n    if len(unique_aids)>=20:\n        weights=np.logspace(0.1,1,len(aids),base=2, endpoint=True)-1\n        aids_temp = Counter() \n        # RERANK BASED ON REPEAT ITEMS AND TYPE OF ITEMS\n        for aid,w,t in zip(aids,weights,types): \n            aids_temp[aid] += w * CFG.type_weight_multipliers[t]\n        sorted_aids = [k for k,v in aids_temp.most_common(20)]\n        return sorted_aids\n    # USE \"CLICKS\" CO-VISITATION MATRIX\n    aids2 = list(itertools.chain(*[covis_clicks[aid] for aid in unique_aids if aid in covis_clicks]))\n    # RERANK CANDIDATES\n    top_aids2 = [aid2 for aid2, cnt in Counter(aids2).most_common(20) if aid2 not in unique_aids]\n    result = unique_aids + top_aids2[:20 - len(unique_aids)]\n    # USE TOP20 TEST CLICKS\n    return result + list(top_clicks)[:20-len(result)]","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:23:13.738270Z","iopub.execute_input":"2025-11-11T10:23:13.738544Z","iopub.status.idle":"2025-11-11T10:23:13.780398Z","shell.execute_reply.started":"2025-11-11T10:23:13.738519Z","shell.execute_reply":"2025-11-11T10:23:13.779227Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"%%time\npred_df_clicks = test_df.sort_values([\"session\", \"ts\"]).groupby([\"session\"]).apply(\n    lambda x: suggest_clicks(x)\n)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:23:13.781449Z","iopub.execute_input":"2025-11-11T10:23:13.781774Z","iopub.status.idle":"2025-11-11T10:26:54.425372Z","shell.execute_reply.started":"2025-11-11T10:23:13.781732Z","shell.execute_reply":"2025-11-11T10:26:54.424219Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"pred_df_clicks = pred_df_clicks.reset_index()\npred_df_clicks = pred_df_clicks.rename(columns = {0:'pred_labels'})\npred_df_clicks","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:26:54.426624Z","iopub.execute_input":"2025-11-11T10:26:54.426980Z","iopub.status.idle":"2025-11-11T10:26:54.519229Z","shell.execute_reply.started":"2025-11-11T10:26:54.426927Z","shell.execute_reply":"2025-11-11T10:26:54.518224Z"}},"outputs":[],"execution_count":null},{"cell_type":"markdown","source":"## Compute Metrics","metadata":{}},{"cell_type":"code","source":"%%time\ntest_labels = pd.read_parquet('../input/otto-validation/test_labels.parquet')\ntest_labels = test_labels[test_labels['type'] == 'clicks']\n\n\ntest_labels = test_labels.merge(pred_df_clicks, \n                                   on='session', \n                                   how = 'left'\n                                  )\n\ntest_labels['hits'] = test_labels.apply(lambda df: len(set(df.ground_truth).intersection(set(df.pred_labels))), axis=1)\ntest_labels['length_labels'] = test_labels.ground_truth.str.len().clip(0,20)\ntest_labels.head(10)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:26:54.520375Z","iopub.execute_input":"2025-11-11T10:26:54.520713Z","iopub.status.idle":"2025-11-11T10:27:27.486608Z","shell.execute_reply.started":"2025-11-11T10:26:54.520683Z","shell.execute_reply":"2025-11-11T10:27:27.485736Z"}},"outputs":[],"execution_count":null},{"cell_type":"code","source":"recall = test_labels['hits'].sum()/test_labels['length_labels'].sum()\nprint('Clicks Recall@20 = ', recall)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-11-11T10:27:27.487643Z","iopub.execute_input":"2025-11-11T10:27:27.488015Z","iopub.status.idle":"2025-11-11T10:27:27.495537Z","shell.execute_reply.started":"2025-11-11T10:27:27.487982Z","shell.execute_reply":"2025-11-11T10:27:27.494785Z"}},"outputs":[],"execution_count":null}]}