{"cells":[{"metadata":{},"cell_type":"markdown","source":"The aim of this notebook is to demostrate the working of confluence, a new way for merging bboxes in object detection. Notes have been added from the paper to make it more clear.  "},{"metadata":{},"cell_type":"markdown","source":"The paper link is: https://arxiv.org/pdf/2012.00257.pdf"},{"metadata":{},"cell_type":"markdown","source":"# How does this algorithm work?\n- Uses manhattan distance to find the closest boxes and removes the highly confluent bounding boxes.\n- mAP improvement of 0.3-0.5% and recall improvement of 1.4-2.5%\n- Confluence outperforms Greedy NMS in both mAP and recall, using the challenging 0.50:0.95 mAP evaluation metric. Superior non-IoU alternative to Greedy NMS which does not rely on IoU or the maxima confidence score in bounding box retention and suppression."},{"metadata":{},"cell_type":"markdown","source":"confluence_1.png![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"A proximity score is calculated, P. Each box is compared to every other boxes and the proximity scores is used to filter the confluent boxes."},{"metadata":{},"cell_type":"markdown","source":"proximity 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"}}},{"metadata":{},"cell_type":"markdown","source":"mh 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"}}},{"metadata":{},"cell_type":"markdown","source":"A graphical view of how proximity score is calculated."},{"metadata":{},"cell_type":"markdown","source":"P expanded 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xV9B9G7tYjDBrWVAUixKGMzMY7tuGwAgmtJ8kju5Vqlj1W42jP8VfdPHklf2KUB6D2AdX5LL9Vt8bI4ubJYywd36h4yHjkkGYD7+RaYPbTOKMbhsd8Yn2OTcwrX6x8WA1Cbo+kjYQCyH/Y09cGb86BPqdGLzfpgT3EA7sdb4N59Zjj2zn4zTMkHlzg5JA+HAai+6Zk99Mq4915eCTenD+dsZQCy6ZrMNhjxwmQDMMORL8ZaNrwoa7yIjXaNm8XgZ7GWDy5SgweO6/hcwonSMdKVhy+PiSdbKw7AbdwCx77d9j4z3bGuZ9geHzl6sMJoSTIA9+oWmL7pp7d/x3kO1x1T0h3vegmP37GuE48SzJ4NQDXgTdFQlBEzdQBSB0m+aLs/9lDCtjjkASfZygUmw0VftJ2rWGmBk2x9kQOOBl9cxORH7x2AcLyPmD/DUKfF81wRG23HojumpGf9ZfwMR05iezUAqU/fSPpDgsPOJNwoHVvKEznYzs10cJms4ZcBGIZAdoDyZYeIr8TBD06ylQtMhou+aDtXMS39zkT9IXj9LK7+For+Oh79KO76/Yzd/3pOdP2RKf0stqT/iBv5JJcBeP85cr6cnduuc3b7aQB6f+j0iZ3J+3d+6L+OLeU5lHW/x7mZXuK16iwD8AgcgHqCaOkPQ5100knD+9///nHQ6W8y86vWeWIg9YehdNulLw0v/QlS/alR4lz56bfwvPe97x3/wL3+uLwvnpjyLQPw/pPhTHhM3HZdaNn7aQDSU9an+6J+/84P/ddxWW7FS8u5mV7iteosA3ALA5AHhwc4ewDd5/jor9mKsdB19ffGN75x/BOjn/rUp8bwLbfcMv5dZhnkU0x/hP4DH/jAcNpppw3veMc7dv2NZfIdc8wx41/Ru/XWW8dBqBz6M6b6w/VaDMplAI7HsXO+nB/nHaXQ8u2nARh7lE2fWQzf/Ts/9F/itTyHsu73ODfTSzz5a/itDMBSczRWirtfWK3sNUDH1XTqkSvDgslic33KyWAgx9w68CR7lm5RTz755OEtb3nLOKT06+mf8IQnjFd44vfkAaMrSv3Rev1Re/2x+SuuuGK80tPfWL7xxhvHdthnHID4qck+evbgmLk8z7EOnT44myk54cIhhyQDUOenRQzsOiV9zKkxh8N+5nKzvc/J5ZytDEAVjF9+GN5Q3KTzFMsGoGOyXPgcRx18suM3KRhJcJl0XNSFZ2XczFfCy+/4aMda5DnxxBOHSy65ZDSF0ZWe/9Edz+k6fHyy9Tc+PvzhDw+6EtSVpJb+qLwGqxbv9sYBiJ9cSHHQkWOi8A8xl5EbKIeYc7jOKemxD+FYzslwxIkxALf9LjD16RtJf0hw2JmEG6VjS3kiB9u5mQ4ukzX8ng3A2FRP48JMHYDUEVc6L9pr2OlLPi2Gn94o0C0dPseRK0ph5XMsPkn9bjx+gWvkZrY4Wlms5YMnqSF06aWXDtz6skf9nY7bbrttV43RqPyjuizt5xWveMX4GqN8eo2R/THoegdgth/quMxw0ef4qEdstCMeO+J67al84ZV7rwYg+6Jv+sE/RXoO13tyON71Ftexrpd4YLYyACkWJc1Ff2YLq5UNwAwfffCjXzaDQX+ZSy/w6xZvyspyu0/6BRdcMH5RTz7H9NaDV+MS+8pXvjKcccYZu+rcfvvtw+mnnz589atf7S25gyOv3jDRVaT+9od0XRFq0OocwcQByBkrmTB87STvVObyOtN3w+hDcuqCC48ckgxAnZ8WMbDrlPQxp8YcDvuZy832PieXc/bFAPSGSpsEM2cAwtU7oOeff/54ZaQrlquuumqnnK5c9Eep9U2tpVtGfYTky1/+8nD55ZePPv8Gh0jue++9dxwCX/ziF0ee4lxtgtWtqAaQFrngg2lJ4fmqYWPeaIub+Wo5Iyf24XYcgFwZksOxrZrE4SDxz5Wr5IErOWU5D65LBmB2CzylTg/WexGePlpceC1cjMPrrRP5mU3OLFbyef2tDECarMms2YgXJhuAESebRUy2Ptrxghe8YBxo+qtyJ5xwArDxRXx9ZERL72jqb1k88pGPHG644Ybh2c9+9s5rZoqTk6sa2a973evG4aYryI997GM7eaXwza/hqytBfOSJEnL099hwJYVn0GK7L+ZzrusRF3PEGuKWBmCWK/q8NnrElGzwUZbw+CMem/hUKf4UDvjaAGzlo+coW7wYhx/9vTb8KHv4kSN7Lq/Gpc5WBiDFomRj0Z/ZwmplAzDDRx/D6t3vfvf4WTe9zqdbRJb+kpliLF35nX322aOpmnfeeef4x7557QycpD4b9/a3v310/cd//Mf4kRNdEepq0K8CL7zwwp2cDEXP06NzZpxHD2dTGHrx/PSlKxj9Snz9AXstzl86PLDOb+lwW7hNx+ljHXsghyQDcLkF7nsEObs+9P0o5xwWA1AN0/ScAQhXQ0d83frqakyLmG539VERlv6U43XXXTf+9MSb3/zm8apQt8iXXXbZCLnpppt23vm8+OKLh1NPPXXQZ+Me9ahHjbfR+sPgL3zhC8cPE1Pj05/+9PiOqRL4YKRmj1QuvnrwEbMK13ORR9IXg05X0RqAnDN+YUtcz1PSV+HGnOSK/h4bruSUlfHIIXk4DED2MGXfwsJjv1P5GZ6cWazk8/pbGYA0WZNZsxEvTDYAI042y2PynXXWWcPHP/7xndtSvjH1xody8+cbpevFfb2Dyv/GGpy8bnjKKafsvLuqd0Xf+c53jld3+gAxSx8qJp98GqT+eTnvzXX47uvV4WaylSPjyNfieVx4Xf3qPw8NQL1DrPPhHBxb0rM+Stjoz7g9e5jLi/Wxe2qClQTPAMxeA3R8pq9rD+TJavT44Ec5lzuXp/olLr1tZQBSLEqai/7MFlYrG4AZvsdHToag3uzQa3/6GdfnP//5O0OSXPoJCf7OrW5vecOEuD4YrNcAte66665BPyr2gx/8YLT1LumZZ5456qrH3ktSwFKs5h8LJP/UOMQS2ugi3pKcI8Pv//2//zcOweOPP37M07Nv1YirVdfjkYvtmJIOFlnC9fiVowcHRnidzyoDULniIv8USY5eDviW9HwtbG+cnL144cRhPaAGIIfFNyKH4Ieij8LotcGLLrpo52dhFdfHPfTOsAaZrnBYysk3/re//e3hyiuvHEO6pf7c5z43XvHpx9F4JxnekS5f+9rXjsNPV4F33HHHkb7dte3vyU9+8nhuumo+Ehffg+vamw+z3pzO2egAZLM9Us3TmEvnCpNdATpmFZ1B5gdJPvdJZ4gSl2TxSwSwuf3Tb2I50r/Y+/XXXz9+I+vH8LTkP9L3vur+dEb6MUX9p6E7Bz2nDodz8++BqOuxj74eGx6yhyMMq4UHt9EBSJFWM944HMnIk69nANZyxJzRZrDFYSicfMSdp3p68uu2+SEPecjw+Mc/fvj7v//78WM0kv/4j/84PPrRjx4e85jHDI997GNHW74j+UvfyL/+678+nod07f1I3u+qe+N58Zu/+ZvjANSbaY973OP27Zmp36OPPnoc2Lo70uJ7wr//XCdek453vcZRrLRKPPD7egCqSd+A7KkDMObwfJnOwUQpLCvy5Nf/1H/+538+Pnn1P/jytZzB3OfAgx70oMPq+eNv2Pj3Cd8vyPh9k9lgo8yw7ot4bMe4TnzjA9CL1nQachnxivUMQPFYMUePDRfZ4ginAfiwhz1sfOJeffXV4xsp+qyhPhoTv+T3rxiv2XN55ISPPVeSR7KUA0yM469xI0e286Zya/myWMvnvbSwHncee3CpOwUNTv2kkl47JeY51qV7L8rZqgVeWP3M/F/91V8Nv/Irv7LzKQm/O+J7x2Xr+4i4c6Tjr8nIwS5xiG98AK6ygdi8cm16AHIwUcZe3BZWA/ChD33o+OTlf8SYY7GXE2idwFOf+tTxOaQ3zvb70k9KaVjzMbF1DMBsz/69VtIznnwt/J4NwNhczwaE6RmAMZcOQcsPI9rEIhebeCaF8QGoj9Fo6cPOvG64yIN/SGk5i0PPQs8rPV/4GIx+bHO/PofUq17zfvjDH75rAPK9MTae/ENcUstt9IRWxMIhXw+XumD3bAB686UNZJieAej5Yo6WzcG47OH4ANSPzWn5/4itHDEufvT12N6365vmKn+2eupGzCp5Mq58sUa05/JiHuyemmAlwTMAuYsgRtw5UR+ThH8ipscmRQmruD7Z8IhHPGLXAPTnOzlclvK53/HoHi/pYKNs4ZcBaD9axmH1HqLjlwF46ADkfKbKeP6ye3Nk3F5+5PbWzHC9NeEKrwGyygBUrrjIP0WSo8RRfBmAnFKH5IHxAxUt2lmqiMmuAMnl0nPV6jsHnHPRicV+8GcDkFgmS3nAel+uZzw4SHrOJPyYM8O6j9wuyYXP8ejEkPJHHjH8cF0Sc0kul86JuteBgy9isYkjnScffpfoYKOEB85lbQB6Hulazj3gOkQ4Juqy3RfJxKiFnQ1AzxXzOJ8cJVnieg7XyZPxwBGLPS5XgOEKkIOKkoPLpLDZAPRbgoxX8lG7FK/54UZZ4xCLHGziLQneZYuTxZ2PnuEyH/goM6z7Ih7bMVN08efgawOwlY+eXbY4WRx+FpNPKxuA/nwnh8tSPvc7Ht3jJR1slC38RgdgqXjmV+PyR+lYxbIrQMesQx+bCP3U8gq/zgGoWlq1mq3YHL5z0JGteh6fw3E+uvJoYU+RB6iTuM6ZW5cep/KFX8ctsOpPrU3PyBZf8dYA7M0FLkp6QMZ4yRZeqxTHfwA2bHQAUkRFY1OZDd4lDZMjG4DkchlzECMfdiadi059+G4Lkw3AiHG7lAeM9+V6xoODpOdMwo85M6z7yO2SXPgcj04MKX/kEcMP1yUxl+Ry6Zyoex04+CIWmzjSefLhd4kONkp44FzWrgA9j3Qt5x5wHSIcE3XZ7otkYtTCzgag54p5nE+OkixxPYfr5Ml44Dzm+K0NQBWtfXmD6BEvfzYAI042K4vVfPCibHGyAei3BDV+jFE7+ntsuJls8TOOfC0e8YxPbIpcJU/G7dnDXF5pXz01nQu+NgAdn+nr2gN5shryaWUDkOc7/ChL+dwfOdiOyXRwUWZY+VgbHYCl4jW/GqPBiFMsDkB+sWjErmLTQ6mPmFv4dQ7AmH+O7Xvo5c/hZLn3Qx71oJX1V/IdoBSffyVe5p9Tu3YLnNUo+abWLuUp+ZW/NgCdN7cXeEjPWdOF16phFGNtdABSpCS9yRJGfnDS4wDUk6Z3kccPwLklvzClGP5sABLzGuRSjK8Yx874cLIYvJqEX8P0xMgzp4+5XOfNqRv3Rb7o77HhTu3DeXBd1q4Ae/qagvFexKOPUg7wimcDsJffwpXqZ37vKYtnPq+/sQFIY+uU2kwcgJu4Apzas/rKBiC3BFPzLfiD/zk8UM5Cz6HsCnA/PofUazYA92OvpeeP9qC1DEC7EisdVsuvg1wG4ANvaLWeF1Pieg4tA3B7z6Fx+m1yAFKgJv0J0oMTJl4B6knTu3rr9eYTTjm1sgFILObzPkqYyMF2Lr4pEv4UToYlz9T+lWsu13lz6sZ9kC/6e2y4U/twHlyX3ALzCwaI9fQ0FeO9iNuqBV7Y7Aqwl9/CTdmH99TL8/obuwLkQGmwV8JDOk++bAA6Zh2613a9lFuYbADu5S1BT99xP3M4MYfs/ZBnbCIM26xX9zln1T1M5QufXQHOOc+ptf0MenTlzwZg9nyf2ws8ZE9fnFUPRxitjQ3A3oan4NRwHIDLa4Dbu22Y8lgt2GmPi57b2QDMhspen6167R2Ae91rqb72oLWxAXgg/45QI3F5czHmNjj54gDkCaJYViPL4zh0r+Ec9CzuvuwKkNyxN3guIwYbTOzDc4MFU5NZvhreY16TPO5zrOtgXMIHRww7k3CQYHq4GZY8LT5x8MqFTgwfdVxGjHPR4XMLXPptMOAiz+tleuxhSh5qIcXNBqDXKPXgOejBZcbD5/nRYz6wUToOrjAbH4AUbsnYsOzIka80ADNsliPiMjv2kmHcJ3w2ABnOju3V19U7e+mpCzbKHq4wcfXyIm6VPJGLHeUAA/YAACAASURBVGtkNlhkhun1KUcvVjit7AqQWG++MZH9M6UHsNCxo1Q8G4D+fCeHy5inZDtHegnn/sjBdozrxDc2AL3YunQ1HQfgcgs87VZrXY/Fkme9567ndjYAfajslzNXr60BuF96LfWx8QFIAcmsieh3vOvOlT8OwOwJ4nzpyoEkX7TdP4LDP8QzKWh2BSislnOi7TH0kRR4vbnglqTXQCd3iSN/xLpd42c498XcpVzOQY/cWv8ZljylmpHjeNczHL20cMTJ0boFBp9JakaZYaOP+j1cYbIBSM6YA5u4pJbb6GCjJF6SEe92xiG+sStACkhmDUSf49EzTM8AFI8Vc7RseFHWeMJmAzAbzrU8HlNOt3v12Dd2Dx9slD1cYbLVy3XcKnkyrnyeP9Pn8rJc8vXUdC74dQ9Ar9GrcxYlvOLZAPTnOzlclvK53/HoHi/pYKNs4Tc2AEuFV/Frc3EALrfA670VW+XxWbjzHws9tzVA4gD0obJfzle9tgbgfum11AeDcmMDkAKSpSbc73h0j0vXigOw9AQp5Yg5ow0vyohzW9h1XgFS22v06nAz2cqRceRr8YhnfGJT5Cp5Mm7PHubySvvqqelc8HEACsNyfKaDizLD1nzwSxjFswEIHn6UxGsycrBrHMVKq8QDvwzA8KNwHEyUpYPk8Nc5AMlZq1mKxb7dLnHwO9Z14i3pHPQWJ4vDdZnhMp9zXM+w7nOs646ZoivHHPzhPAD9YsTPEL3nPMC6nMtTjhKX/BsfgKUGop+GXGaYTV8BqmZcsY9oC7/fB2DsObPjvrEzbOYDj8wwPT74yB4OGDhREq/JOZxSPuUqxTK/8NktsLCsjBd9YJEx3mO3uIpnV4DrGIDqL64pPfdywW18AKpQtoHop6EonatYzwDMcsgXc7mNHrnYxDMpTDYAhdVyTrQ9hj6SAq83F9yS9Bro5C5x5I9Yt2v8DOe+mLuUyznokVvrP8OSp1QzchzveoajlxaOODn26gqQ+vSNpD+XimUDEAzcKIlLarmNHjnYxEsSXCYzDrg9G4CxKRpymWF6BqB4rJijZcOLssYTNhuA/j9ijR9j1I7+HhtuJlv8jCNfi0c84xObIlfJk3F79jCXV9pXT03ngt+rARh7oR/3oyuWDUCe74pnC35NZjz5ahzFSqvEA7/RAVgqnvnZZJSOVax3ADpvqs7hiEc/tRzCrHMA9tZt9VSLZzHfKzoyw5d8czhZLuXRymIt3wHqJK5z5talr6l84ddxC6z6U2vTM7LFV7w2AMmzSi/0gPScNV14rRqGvoTb6AC8v5V2M94QnGwT8vUMwFqO3oPxHFkvnkfx0gBscT0POrWxp0i4mWzlyTjytXjEMz6xKXJunoyHr1UfXJQtXilOnlI8+oWXb6+vAOmbfmKfsrWyAQjWc7hOvCYd73qNo1hplXjg9/UAVJO+AdlTB2DMQb6aX7G44GVS2GwACquVcWo+akdMTy64mfR8MVeGd1+Nq1hpOS/TxYv+LFfEZHbGc59zYl3Hue6cKTo5ejn0s1cDkPr0jcz6V2zVAUi9mJ+6UUZctCPe7YiVzdroAMwKl3xqiMZcOl6YngHonDk6vZT6iDmFzwYgr4lE/DZs30NvvTmcLPc688zNJZ5W1l/Jd4Cy63lYwrb8c2rXboFb9Tw+tbZze3TlzwZg9nyf2ws8ZE9fwrBaeHAbHYAUaTXjjcORjDz5egZgLUfMGW3nuh5xbgtXGoCKObZHp24PNmLgZjJio51x5Iu4kp3xS9iaf26ejIevVk+x0mrxSnHyleLRL7x8e3UFSD/0TT/4XSqWDUAwnsN14jXpeNdrHMVKq8QDv2cDUA14czQUZcRMHYDUQZIv2u6PPZSwzskGoOKRG21yuBxJ4Xx6c8EtSerEPkp4/PCyPvCBdek8cO4T1m0wniPDgHNu5EQ7YqMd8aW6zpOe4cjl2AxHnNheDUDq0zeS/lwqtuoApJ7nlV5aERftEq9VZ6MDMDbZY9Mw0jnyxQG4iZ8F9tquey+uC5MNwOyWwHmb1Hv6jvXncGIO2fshz9hEMlyzfvE5Z9U9TOULv9wCH/xZas4PyWPUksJr9eI2OgAP9NJsRs1mK25CmDgAS0OGfDFHy4YXZY0n7DoHILVrNUsxuJkscfBnHPmIt2TGb3Gy+Cp5Mm7PHubysv7l66npXPB7dQUYe6Ef96Mrll0B8r2oeLbg12TGk6/GUay0SjzwWxmAFIvSm4sxt8HJlw1Ax9Z08kiua5ErG4DEYi3vo4SJHGzn4psi4U/hZFjyIDNMyQdHcspy3lRuVod8Wazlgzu1D+fBdVkbgK2epsa9F3Hpo5QHvOLZAOzlt3Cl+pnfe8rimc/rb3QA0ty6pDYTB+AmboGn9qu+sgHI/4hT8y34g7dCD5Sz0HMouwXej88h9ZoNwP3Ya+n5oz1obXQAHqhRFN5cEWSXv8LEAahD71299XrzCaecWtkAJBbzeR8lTORgOxffFAl/CifDkmdq/8o1l+u8OXXjPsgX/T023Kl9OA+uy+UKsOf0D2I4z4OetsZ5C7kvBmC75YODZr8OwF/84hfDQx/60OGoo44a7rzzznFLftBxj3MeOOWAV8sda23Kppep+eHN2QPcqTXXjaePdeyBHJIMwL34w+g9Z0SvfgV49913j1RitTzC9OBqOTw2J5dzNjoA2ey6pDaeDcB15Z+bR31lV4CH0y3B3L0vvPXcrus5pOcLA9D/LOZ+O2P16gOQYX04Pd+1B62NDsADNXZdtZQeTLAuI1axngFYyxFzRtu5rkec28KVBqBiju3RqduDjRi4mYzYaGcc+SKuZGf8Erbmn5sn4+Gr1VOstFq8Upx8pXj0Cy9fNgB7c4GLMtaq2c4t4YTJBiB4z+E68Zp0vOs1jmKlVeKB38oApFiUNBf9mc0mswGY4TMf9ciVYab6yLXcAvef3CqPA9z+aptB0geP/5QqcOGQQ5IByFUVMbDrlPQxpQZYH4DLLfDMR6X3AQCnMvt1AGZXgDxZ4vGwH2SM12w4pdw1rmLwW7hWnDxz+pjLdd6cunFP5Iv+Hhvu1D6cB9clA9BvgXv6mYPxXsSnj1Iu8Ir7AOwd1vBbdUr1Mz85s1jJ5/W3cgVIkzWZNRvxwmQDMOJks7JYzQcvyhYnG4BzXxOhdq1mKQY3kyUO/owjH/GWzPgtThZfJU/G7dnDXF7Wv3w9NZ0LvjYAHZ/p69oDebIa8mmVBiBxcrgs5XO/49E9XtLBRtnCb2UAxqawaQ67JoXVygZgjecx6pHLY3N1ci23wP0nuMrjALe/2maQ9MHjP6UKXDjkkGQA9l5VkWOOpA/q9+QA6wNwuQXuObkEwwOQhHa5HHckDED2w5Np12YbxipcpYbfKNMMk2fbe1ilbtwUuaK/x4Y7df8ZjxySh+MA7B3W2d57zrqGIWcNE2Oct/xbuQKkyZqMTcqOePmyARhxsllZrOaDF2WLs9wCHzxzP7vauZVizkcvYaMffJQRF+2Ix464Xlv8Xqxw4BmA2WuAwullFV5aQVKHnqMkXpLk9Hz0k3EU8ytABiD8WB87yxV9YF1GTGY73vUMKx9rKwOQYlHSXPRnNk1nAzDDZz7qkSvDTPWRa7kF7j+5VR4HuP3VNoOkDx7/KVXgwiGHJAOQoUIMbCZLGB9srnuOEtcxroP3AbjcAvsJTdB1mBxoiwZuGYAHP3jbOrMszjlmsSk+Hrs5+dbBndJrCTund3Ktcw/0IVkagGC++MUvDh/84AeHe++9d3jXu941/OAHPxhbal190bckuZC33nrr8O53v3u47rrrhjPOOGO46KKLRrjifMGH4wOwd1iTixzkXEWSc0oOr7+VK0CarMlsAxEvTDYAheMJgCRfzNGySzzyZnxxSrfAimWcmq/UQ41DDG4mwZRkxpGvhI/+jB8xPfbcPBkPX6suuChbvFKcPKV49AsvHwMwuwXWXcYdd9wxvOENbxiOO+644dprrx2f99Qih6Ser1ddddVwySWXDBqal1566XDhhRcO3/72t0e41//xj388nHTSScOJJ544aBg+4hGPSPPCUYLSABSmtODX5FzuVB74PRuAasAPgoaijJg4APXbYLIlHstz6IkhjqTrwsJBwkfi93z4sgFIzPHUcV/UvZ7HIjfawrYW+SK3l0cN8iBLfOLIrC4xZJaLmMssV8bFN4frnJIe+xCO5ZwMR5xYaQB6zre//e3Dpz71qbGErgDPOuus4SMf+cg4vMij57iu5M4999zh/PPPHz796U8P55xzzjg0wSinvge03vjGNw7f//73h5///OfDi1/84uH6668fzj777OGjH/3o4MOYPlYdgN4DZ0DusaHwj2MyPcB3mTX8Vgbgrm7M8MbMfYgKToE4ABXTg3bKKacMX//618cH7kMf+tCYQw+u4izX8SGJIW+77bbhPe95z/iEOe2008b/QYXl129JFxZ8bQBSAwkPiT9KcrsfThZzXEmHX4r3+skzp4+5XOfNqRv3Rr7o77HhTu3DeXBdZgOQ+E9/+tPxefjqV7960BDU8NMv3rjvvvvGAffxj398bJ2hVtoH+ZDK+8QnPnGQ1NC74IILhh/96EdjXtX58pe/vJMXTmkAlmrKLy5fNdyU2Jx87EF1tjIAabIms01HvDDZAPzZz342vn7xjGc8Y/yfkN/GIrznkK0hqf8NP//5z49f0q+55pqxPFgZP/nJT8b/FfUEuOmmm4ZnPvOZI4Z/wEpqZQOQJ6Jje/SsRg+PXuBH2coR8dgtHnHwLolNkc5H7+GDzWSLn3Hka/FKcfKV4tFPrWwA8jz6xje+MZx++unj7af+c/7KV74yltEt7Mc+9rGxV/JIiqf/sP2LXKqPfvPNNw/63tGVom6T8d9+++3jMCQnPcsuDUBhSgt+Tc7lTuWB38oApFiUfhAx5jY4+eIA1AOhJcxDHvKQQcNQS6+V6Emh/x2JS+p1E/0Pp9sDfX3mM58Zh6JjlEtLr7XoBV59HXPMMWMu/Q+p3ODBTnkXmP3AHZN1/rMKN/bcWTKFrdLHXnHjRugj+ntsuJJTVsYjhyQDsPeNBQ2/F7zgBcMXvvCFQQNLi3ytvjQYtfSc1mD1paH43Oc+d/jSl76UPt9LA9BzRD3be8RMtck5hefnsy8GYE/zNB0HoLh6sPQayAtf+MJxuOlt+e985zvDv/zLvwz+Fj05snrEkBqcRx999KAn2Pvf//7x1uOee+4Znv/85w/6n1hL/1OCnzIAxRUPbtZPyQdvDreUc66fXqby4c3ZA9ypNdeNp4917IEckrUBqDjPOa7S9LqdXgPUANPrdlrka+2ZHLqS1JslWgxF5TrzzDPHvN/73vfGmPKS2wegf4+1anqOFrYnTj89WDDO2coAZNM1SXMuI16xbADqhd5vfvObw1133TW+bqdBpaXXBdHJpQddDzIS3ePiaqg+5znPGQfqlVdeOebTP3rxmSeacointdwC51dCnOsUuXPYpvTwDX6I2uIfQjjgaPFKcfKV4tEvvHwMQH/joZaLGFI54oq13GYIigMX6XnwIX0A+tUqceeiK9b6Ahvlunnk38oApFiUvqkYcxucfHEA8j+W46Vr8GmA6fU7LXIgIx6bJ4SuKPU/IEs81dLHDy6++OLR7bmyAah4tuAhM0zJB6eUu8TDDx97riTPnD7mcp03p27cK/miv8eGO7UP58F1WRuA3pdz9Jz1/4wdV9PpBb5jFcPvtdBLA9BzRJ165IjxOTY5p3C9/r4YgD3N03QcgDzwHIRsLQ0+vaCrD3eywJALv0tierOEd78YsnrtT68byq9bXi3wyy2wn2Jd73kcShngluLb8tMHj/+UunDhkEOSAehXVeDWLWMfPfnp1QfgcgvcODkOuiazFBEvTByAeiAYejw4SHJiez7F3EbHn3HxIcVhOGYD0Psif4/0/D14x8DNpOMyPePIl2EzX8bPcC3f3DwZD9+cmuK2eKV4b1341GIAcgus55cwxMFnkppRZtjoI3+JS5znuw9AH9bKW1qxZmbP5U7lgd/KFWBpo+6noSgjhgGoKzRfemA0cPiSrQcp80cfHJfCRJxs5SSvemPp3efSH0WKe3A708kZY/K7L9qKtRb8yO3lUYM8yBKfODKrSwyZ5SLmMsuVcfHN4TqnpMc+hGM5J8MRJ8YA1OfwfMXnoj9X5+rZc7yUS1hfeslHPzGiPwI2ZwAqF3t36TVcd0ymOzbqNfxWBmBsCJvGsGtSWC0G4Le+9a3R/u53vzu+A1zjbiqmd+D0WiEfvfnbv/3b5a/CdRw2jzuPaQdlBwJ3x7FHCn2sYw/kkHzyk588Pof0oWStr33ta+PnVvdom7vK6nvtE5/4xM5dz9/93d+NvS63wLuO6VDDnyzoQqFLllbEvPSlLx0P/bzzzhs+8IEPjPof/uEfjp/l0zvB+oiKXvfb5Jc+S6iP2ejJoP8B9flDvRMtmf1ZzLgHtzOds4ix7MwyDPxMgs9yZXh88CQjFx9Yl84D577eXM5Bj1yvm+nwJHu5zinpMRf5oz/ano+YfiJDz6Errrhi/CC+dPn0H/42ntvZ942e7xp++qiN+nnc4x43vhb+N3/zN6O9XAHq0assf6DRBUeXLK2IOfbYY8dD1wPB14Mf/OAdHd+25B/90R8dUltXhuwPyT6ijd/lSA7no3jkRhsM/ExSJ3IzrPvgUcNtfI5Hz3DuE87tUq6IAed+apZkxEY74zmmpNf24JwMR1wx3X5yC8zz97d/+7cPeX4R2wsZn++/8Ru/kf6scOssS2eR8UpYzk6ythyHDn5f3AL3bkBNv+xlLxufEPrgpn50R08CXQHqt1zceOON4/9U+t9Kutvy9X45z3X4uvrTb83Qj9Gp/rOe9azhsssuK74GyGEjeRBa+wbvchWu8sD3nHN08mx7D6vUjfskV/T32HCn7j/jkUOSK0BdienXXun59ZSnPGXQh5F5/tWkP++z526NS8xzyKfvLf2UiT5wrX5e9KIXDVdffXX6GmDt7LK91/A9MXL2YMFw3rK3MgBpsiZpzmXEK8ZrgHwYWT/3q5/r3YulH0bXx2JY8U0Q/Y8e99Bjk68HGzFwMxmx0c448kVcyc74JWzNv0qejNuzh7m80j56ajoXPK8B6mfRtfRxLv0qq/2wbrnllvE/enpZ5U0Q37vr5Hbp8ZLueNdb+I0OwFLxml/NK450rHwMwPgucOndK/fzrtc63lGL74pl7wLPHYC+57l6dn6tXHM4Wc79kEc9aGX9lXwHKMXnX4mX+efU1vOFW+Btvgvc8/0Qn+/Zu8DZ833qOXCW8JD4W1J4rV7cRgfggV7SZmKTYKP0jSjGANQLs1o8ePCEjwtfzOV+cbAj32PkwMcTI/scIPngZLbH0KmPjaRmyZa/tUrcXh41yIMs8YkjhUOXjDa+mM856JEbOdGGR41oR3zM73jXMxy5Wjji5GAAZp8DBENut5WntIjFWtgejznAUIvn+6qfAyQf+ZGxPjbxkgSXyYwDbs8GYGyKhlxmmDgAS//rkCfmaNnwoqzxhM1+FE69adW4WYzaWazlg5vJudwWj/icmnBdzs2T8fB5/kwHF2WG7fGRpwcrjJZkHIDEiNfyUTPKGifGnBtj2MKsOgDJFaXXdz3iou1Y1yMOG8xGByDFeqQaEi5K5yrWMwCdM0enB++nlkf40gCs8TYZ8z301pnDyXKvM8/cXOJpZf2VfAcou56HJWzLP6e23wJzBag6c3K1+lslrn6yAVi6GJlTiz0je3MIr9XCH4Dt7zdB4kZk9wxANhf5rUNRvLRqXHFKA3CVHmo1S7FS/60+5vK8jyyHx3v1uXkyHr5WbXBRtnilOHlK8egXXr7lCpCT2y3jeUV7N/qgFXHYIDZ6BUgRitYk2Cido9jhNADVu5bvoUfnDHqwEQM3kxHrdobH57iaDt5lDV+KOR+9hHU/2Ew6LtMzjnwZtsdHvh6sMNRaBiAnt1u2znE3+qBV4oHY6AAsFc/8akj+KB2rWM8AdM4cfWwi9FPLI3zpCrDGq8U4hxqmFpvDdw46slYrxuZwYg7ZrCzW8s3hOkd6q0YtPpUvfO0WeEq+KdhsDy2+4sstsE6hc2WHHH1ZqgzTMwA9V8zRsp3reo0nXGkAKlbjZjHqZrGWD24m53JbPOJzasJ1OTdPxsPn+TMdXJQZtsdHnh6sMFqSyxUgJ7dbts5xN/qgVeKB2OgVIEVKTbgfbJQRM3UAKp/naOmxPnaNJ0w2AMXRqnGzWE/NjEc9+FGWOKvwPGesJ9vjvfrcPBkPX6s2uChbvFKcPKV49Asv3zIAObndMp5XtHejD1oRhw1i4wOQgi1JQy4jR7GeASgeK+boseEiWxzhsgGYvSvWykVcOdGnSHqOsidH5GD3cIWJq5cXcavkiVzsWCOzwSIzTK9POXqxwmmt4xaY3pFTegDb4ireugUmh0vyt6RzpLfwipdWiQt+4wNwlQ3E5pVr0wOQg4ky9uK2sOscgNT2Gr063Ey2cmQc+Vo84hmf2BS5Sp6M27OHubzSvnpqOhf8Xl8BqieW9+e64rUBCD9Kz1HSI0d2Cev+jFfjgj8iByCbqx2AH57rznXdMVEXrjQAV+kh1umxveeot/gRj93iEQfvktgU6Xz0Hj7YTLb4GUe+Fq8UJ18pHv3U2usBSN/0E/uUrZUNQLCew3XiNel412scxUqrxAO/sQFYKryKX03HK0D9aM4qOdfBVV+lAbiO/EuO9l8TO9zPSM+h7BZ4lZdRNnUm6jUbgPux19IZaA9aGxuAB/KPotSE+x2P7nHpWnEAlg69lCPmjDY8lxETbWHXPQCVM9bpsb1v1zfNVf5s9dSNmFXyZFz5Yo1oZ7yImWL31PR84Nd9Beg1enXOooRXvDUAyeGylM/9jkf3eEkHG2ULv2cDUI16c7Fx7IjpGYBwkcqhFXO5jQ4nSuKZFDYbgMJqOSfaHkMfSYHXmwtuSXoNdHKXOPJHrNs1foZzX8xdyuUc9Mit9Z9hyVOqGTmOdz3D0UsLR5wc6x6A5KVOSYKjb+wMr1g2AMF6DteJS2q5je5414mXpGOjnnHAbGwAZkVX9anpOACXW+Aj//Zw1efN4cDXc3u5Bd7ec3njA5ACvU8+8C4jV7E4ANd9C6yaccU+oi18dgVY6i3yM1s5M3/LF3vHbvEUL60ebsbv5UVc1kfElOyMK18J7/7I9dhUvbcmeYXPBqDiLLA1CRZZw5ZiLa7i2RWgP9/J4bJUz/2OR/d4SQcbZQu/sSvA2Ehme3NZHB842dkABNeS5JFc1yJXNgCJxVreRwkTOdjOxTdFwp/CybDkmdq/cs3lOm9O3bgP8kV/jw13ah/Og+uydgvc09cUjPciHn2UcoBXPBuAvfwWrlQ/83tPWTzzef2NDUAaW6fUZuIAXG6Bt3fbsM7Hcsm1+3HTczu7AvSrqv1yZuo1G4D7sdfSmTEYlwH4f7ufiKUDq/l1mNkV4OH0hKjtb4mt/hxpneEyADd/xv4YbHwAUqAms4YyPDjF4hWghkzvIo/kuha5sgFILNbyPkqYyMF2Lr4pEv4UToYlz9T+lWsu13lz6sZ9kC/6e2y4U/twHlyX3AL739rt6WcOxnsRnz5KucArnl0B9vJbuFL9zO89ZfHM5/WXK8DlCnDXQOIJtcjtX5HoP3MGIL8Rej/eRWioZANwP/Zaeh4zGJcBuAzAZQCu4TlQ+kbr9esbchmA2/tPZ+MDkAI16U+OHpwwyy3wwSdJ7cxKMc68FO/1k0dy6prLdd6curFP8kV/jw13ah/Og+uSK8DlFrjnUTj4ckof+n4U5y1rY1eASh4f7B4bHtI58mUD0DHr0L2266XcwmSvAe7lLUFP33E/czgxh+z9kGdsYuJz0Dmr7mEqX/jsCnDOeU6tnT2GNZ/y994Cz+0FHrLWj8eE13Jfph+AbXYAUiRrIPrAuswwvQOQPDFHy4YXZY0n7DoHILVrNUsxuJkscfBnHPmIt2TGb3Gy+Cp5Mm7PHubysv7l66npXPBcAfIaILmIOyfqY9Hkn4hr2aQo4RSvDUD4UZbyuT9yZHu8pGe8Ghf8Rq8AKaKmYzOZDd6lb1j+bACSy2XMQYx82Jl0LnptD8JkA9A5sQ59lDCOdz3jxRzClxZ8xafyIodc5MlqEkOSAy420nGeD7xLOC6dE3Vyu0SPWGziSPml+xc+ZMTiR9a4tQEIX5JFLSR+l8Soqxg6Ep/zos+x2QD0eMxDLsdIx+9ydIZ/HBt17EDZMT0u3e2NDkCK9Uh1S2MunStMNgAdsw595+QOKK2cgmUDcJVbYOVs1a3F4SNrWGKORUeC6ZFzOFle5dHKYi3fAeokLhxkq0YtPrVv4Wu3wFPyTcFme2jxFc8GYPZ8b+XK6svnq4TJ/PCymPvAbXQAUsQLl3SwLiNWsd4BSJ6Yo2XDi7LGE3adA5DatZqlGNxMljj4M458xFsy47c4WXyVPBm3Zw9zeVn/8vXUdC742hWg4zN9XXsgT1ZDPq3aAIQfZSmf+yNHtsdLesarccFvbQDGZjKbplz6huXPBiC5XMYcxMiHnUnnoosHNsuRDUDnwEWSo4QBJ6nlOLj4PXY/uvxv5JKjzLg/EmuQB1niRx71nOcY9JgPvEtyuYw8t8ntEt1xrhNHKibdv/AhIxY/ssatDUD4kixqIfG7JEZdxdCR+JwXfY7NBqDHYx5yOUY6fpejM/zj2KhjB8qOGeNub3wAqljP1063pkSeQtkAjDjZrCzW8sFF9uCzAZjdErRyEVdt9CmSnqPsyRE52D1cYeLq5UVczCM7Ykp2xu3lR26pRo+/tya5hF/HLfA69kAOeotS8WwA+vOdHC5jnsx2PHqGiz6wUUYcNriND0AVomhN0pDLiFds0wPQ66PHPqIt3DIADx2AOpd4Vj025+6yhydMabX4pcVfLAAAIABJREFUGa/FqcWVrxaPMeFXHYDr2gN5Yo/Yii8DkFPqkBxcTZbSOEeYngEYc3kOdGHQXUYutmOiLkw2AIXTiviWXarZkwtuJr1uzJXh3VfjKlZazst08aI/yxUxmZ3x3OecWNdxrjtnik6OXg791G6BW7moGWWLpzj1e7jCZAOQOjEHNnGv5z784F1GXLQdG/WI9TrLFWC4RY+Hh50dIj5hsgHotwRge6Vy9mIdR7+ZdFymZ5wpfWT8rE7Lt0qejNuzh7m80l56ajoX/F4NwNgL/bgfXbFsAPJ8Vzxb8GtynTzlKtWizsYHYKmB6Kchlxmm5wpQPFbM0WPDRbY4wu33Adjag+Kl1cPN+L28iIt9xHjNjlzsGocYWCT+OVI5pvCEX/UWWPXimtIDWHJgR6l4bQAKn62Yp2RHbgnn/sjBdozrxDc+AFXIC6NHPw1FCV5Sq2cAZjnki7ncRo9cbOKZFCYbgMJqOSfaHkMfSYHXmwtuSXoNdHKXOPJHrNs1foZzX8xdyuUc9Mit9Z9hyVOqGTmOdz3D0UsLR5wce3UFSH36RtKfS8WyAQgGbpTEJbXcRo8cbOIlCS6TGQfcng3A2BQNucwwPQNQPFbM0bLhRVnjCZsNQG4JatwsRu0s1vLBzeRcbotHfE5NuC5XyZNx5fP8mT6Xl+WSr6emc8Hv1QCMvdCP+9EVywYgz3fFswW/JjOefDWOYqVV4oHf6AAsFc/8bDJKxyrWOwCdN1XncMSjn1oOYdY5AHvrtnqqxbOY7xUdmeFLvjmcLJfyaGWxlu8AdRLXOXPr0tdUvvDruAVW/am16RnZ4iteG4DkWaUXekB6zpouvFYNQ1/CbXQA3t9KuxlvCE62Cfl6BmAtR+/BeI6sF8+jeGkAtrieB53a2FMk3Ey28mQc+Vo84hmf2BQ5N0/Gw9eqDy7KFq8UJ08pHv3Cy7fXV4D0TT+xT9la2QAE6zlcJ16Tjne9xlGstEo88Pt6AKpJ34DsqQMw5iBfza9YXPAyKWw2AIXVyjg1H7UjpicX3Ex6vpgrw7uvxlWstJyX6eJFf5YrYjI747nPObGu41x3zhSdHL0c+tmrAUh9+kZm/Su26gCkXsxP3SgjLtoR73bEymZtbABmRVf1qek4AJe/Ctf3kzarnv3C3+w567md3QLzutp+On/1mg3A/dhr6dw2PgApUJM0V8MQE1YrDkAdeu+iHrl6eTUcuX7xi18MD33oQ4ejjjpquPPOO0cKsYxPL1ms5oNXy13jrzNGL1NzwpuzB7hTa64bTx/r2AM5JLkC3IvfCN1zRvTqA/Duu+8eqcRqeYTpwdVyeGxOLuds7ArQmyzpvYfhuCNhALIffyBKZxT9q3CVC37MO9Umz7b3sErduEdyRX+PDXfq/jMeOSSP5AGY7b3nrGsYctYwMcZ5y7+xAUhj65RqOA7A5RZ4s7dm63z8llzlx0rP7eUWuHw+637uMBQ3NgApUJNsqoZRzHFxAB6Ot8DsR3LqWoUbz3Jqbcev0sdecb3/Vc9i7h4ynnz0wxVg9ivxY/+r2lkvrZz06rfAvbfrc+r19ENPLSxxxx8WA1CN0/SRMADZD3vigemR4vDVg98kZm4f8CSnLrhTeevG08c69kAOSQZg71BZZV9z9kCvPgCX1wAbj4IfdEnPUkSsMNkAzHDki7GWDS/KGk/Y7GMwXJ3WuFmM2lms5YObybncFo/4nJpwXc7Nk/Hwef5MBxdlhu3xkacHK4yWJAMwuwJs5aJmlC2ex53rfteF8QHow1q40vIcJX0udyoP/FauALPNqgH301CUETN1AFIHSb5ouz/2UMI6JxuAikdutMnhciSF8+nNBbckqRP7KOHxw8v6wAfWpfPAuU9Yt8F4jgwDzrmRE+2IjXbEl+o6T3qGI5djMxxxYns1AKlP30j6c6nYqgOQep5XemlFXLRLvFadrQzAUnNsohR3P4eTDUDH1XTqkauG7Y2Ra/kYTO+J7R54/az7kTyGU3nrxtMHj/+U/HDhkEOSAehXVeDWLemD+j35wfoAXG6BGyfnB40uCjqHmqWJmGwAOibLhc9xsT6xrIcS1jnLFWB+cpwRMp5ltIXLFnyXkZvx3DeH65ySHvsQjuWcDEecGANw27fA1KdvJP25VMwHoA9r4Uor5nAbvYcL1mWJJ7/j0MFv5QqQojVJQy4jXrGpAzDmaNle3/UaT7hsAC6vAeZPvtpZKpatFqfEI1eLDy7KFq8UJ08pHv3Cy7dXA5B+6Jt+8LtUbNUB6Plc9/quOybTHet6hpWPtZUBSLEoaS76M5umswGY4TMf9ciVYab6yLXcAvef3CqPA9z+aptB0geP/5QqcOGQQ5IB6FdV4NYt6YP6PfnB+gBcboF7Ti7B9D4A4JRivw7A7AqQJ0vcOvtBxnjNhlPKXeMqBr+Fa8XJM6ePuVznzakb90S+6O+x4U7tw3lwXTIAs1vgnr6mYLwX8eijlAO84j4Ae4c1/FadUv3MT84sVvJ5/a1cAdJkTWbNRrww2QDMcOSLsZYNL8oaT9hsAC63wAcHbu38YiyeveyIyeyMhy/Duw9clI6ZopOnlyO8sLUB2MpFzShbPI871/2uC1MagMKVluco6XO5U3nglwFoHyye++DpMJcBmD/xS0/0mp8np8sanpjjow6mJCMeu4Rv+afyhVfOZQBycrtl73nvZpX/4wS3lQFIsSh9UzHmNjj5sitAx9Z08kiua5ErG4DEYi3vo4SJHGzn4psi4U/hZFjyTO1fueZynTenbtwH+aK/x4Y7tQ/nwXXJAOy9rezptYTxXoShjxZe8dIVYIlLfmrWcFNic/L5PrcyAGmyJrNNR7ww2QCMONmsLFbzwYuyxckGoG6Ba7xSjNqleM0PN5M1nmKl1eIRz/jEpshV8mRc+Vr15/JKeXtqOhc8AzB7DdDxmb6uPZAnqyGfVjYAeb7Dj7KUz/2RI9vjJT3j1bjgtzIAKRYlm4n+zBZWKxuAGT7zUY9cGWaqj1yHy7vA9Dt1nxG/ylmugxv7mWOvchbr3AN9SDIA9+IKsOcM6dUHYO+7wKucWak3cpbimZ89KLYMwOyEJvg4zGUA9h8aT1rOrp958GpgCqeEnVOfXOvcA31ILgOQE+6TPA596PtRnLesrQxAmqzJbAMRL0x2BRhxsllZrOaDF2WLs9wCHzxzP7vauZVizkcvYaMffJQRF+2Ix464Xlv8Xqxw4BmAyy0wj0DfOR5E79ZKjwGorQxAikVJc9Gf2TxJsgGY4TMf9ciVYab6yLVcAfaf3CqPA9z+amUkj10ZUY7Qx5wccMlODkkG4HILzOnUZTzLOvr+KOctaxmAPSdWwXCYywCsHFII8aTl7EK4asKtgjqDc+qTmj7m5IDruaTLvwxATqVPxrPsYfljtpUBSJM1mTUe8cJkV4ARJ5uVxWo+eFG2OMst8MEz97OrnVsp5nz0Ejb6wUcZcdGOeOyI67XF78UKB54BuNwC8wj0neNB9G6t9BiA2soApFiUNBf90XZcNgAjvmSTR3Jdi1xTrgBX6WMVrvYMf9X9k0dy6torbuyTPqK/x4Y7df8ZjxySDMDD6Ra4t9ds7z1nXcOQs4aJMc5b/sNiAKpRmj4SBiD7YU/xAarZPOBzuLW8c2L0MpULb84e4E6tuW48faxjD+SQPBwHYO/HYPQYcG7rejw4uyn5nLOVAcimazLbQMQLkw3AiJPNymI1H7woW5zlFvjgmfvZ1c6tFHM+egkb/eCjjLhoRzx2xPXa4vdihQPPADwcb4HZL2cXJfGajBzOpcZRrLRKPPBbGYAUi5Lmoj/ajssGYMSXbPJIrmuRa7kF7j/RVR6HVbixQ3JFf48NV3LKynjkkKwNwCl1erBZLy0evfoHoZdb4Map+UGji4LOoWZpIiYbgI7JcuFzXKxPLOuhhHVOdgU4pS654GQ1oy/azlUsW9RRDH0KD6xz8dXqgc/qEkP25KEmHOyMiy9iow3OpWNKuvAxRg73ZzjixGoDEGxJUjPKEt791O/hClMagMpZWlk99/VyI6fGUy81/FauALMGoi87tAyTDUA2meVwn+dzjvy9ixzg4dYGYMSSA6k4eZBwkPjhRNtzwMkkfMeTK8PjA+OSXPjAuiSGVCzyYsz56M5BJxeYXkk9z1PiOhYMPKT84KLuHGLw4Lhc9wD0Wr2695xxFM8G4PKzwJycyewAM59RdtSIU4AB+PWvf33E6YH45S9/eciXHgx9ZbGaD16UNY76/NnPfjb89V//9XDUUUcNd9xxR7W3Wi7FqN3CZXG4mczw7ss48jmmpmf8Gr4UWyVPxu3Zw1xebQ+lWOanxyc+8Ynjc2jOa4B6HsYVv4d6bHKUsIrXBmDWhzilfNFPfWSMZzbYKDOsfKytXQGqoDeT2TTlMnIYgN/61rccti/0hz3sYeOTl3fF9kVTSxOH1Qk87WlPG59DpdfV/JtXG8NGZpslJhn16It88NTCzgag54p5nE+OkixxPYfr5Ml44IjFHrc2AClckjToMmIVe8UrXjE+QV7/+tcPH/rQh4ZTTz11eP/733/I1wc+8IFBX1ms5oMXZY1z2mmnDe9973uHP/iDPxh7O/nkk4fTTz99cm1qUBt7ioSbyVaejCNfi0c84xNDCqPHTOclmeXvyUM+lxkPn+MyHVyUGbbHR54erDDCS/7FX/zF8KAHPWiYcwXo3zuux++jlg23hFM8G4C6ihWntEr53J9xPV7SM558LfxGB2CpeOan2Sgdq9iznvWsccjoVnM/fv3qr/7qvuxrP57V0lP5OfyDH/xAT/fx5RC+J/x7oaa38OSt5ajFxK8NQOe2enGs6/CQHqvpwmvVMIqxNjoAKUJBbyo2CTbKyLn++uuHK664YvjKV76y0a+vfvWr3fmvvvrq4corrxz+9E//dBx+n/3sZ4drrrmmm7+JvUzpf931S7W//OUvj+fymc98ZjynCy64YNBrufJnPZTyZNjoE3cOfw4n1pY9N8+XvvSlQV963mvI8Pz37xf/HlGcGH58+KOtj2x5jDiSPGCwFQeTDUCPw3FJnBwl6Rx0x0YdG2yUMe721gagita+YtOyM3yG2y++5TXAvkdCg09Xf+edd14f4QGI0n+iGqIsvhdko0dJzCU6WNmXX375cPHFF0s9JNfoPPAPnCgVXnUAxpzYXt914iXpWNdb+I0OwFLxml/NK46MWN4ty95Jcx/v6rmvR4cXZY2rHtf5LrBq9e4z9hX7xo64zAYbZYbNfJEnG5y+YbTuuuuuXS8RcKunONhaHjAlmXG9j3Xzavk8pr3ro1JaP//5z3ee49K1hOWM9B/EOeecM/r1D37pXL1pT/F7g+8b5dKSLGH0GrUGYQ2Xcamhnh7xiEeMjyVv2GQ9KX8pT80PD1nDekx4Lfdl+gHYdn4WuNSA+2koSsdI13JfxNfsubxWTsV7PgdIHu+DPRFrSee2sFkcfhab4iMPssXVN4fWJz7xifGb5vd///dH+fGPf3z0E6/loRayhu2JrZIHrmRtEdegf81rXjOcf/75g940e8c73jFceOGFw4tf/OKB/wSUR8+jl7zkJeN/qLJvueWW4XnPe95w8803D2eeeeZwySWX7JSjBzk4v5tuuml49rOfPXzve98b7r333rGm/nNmgfvxj388vPSlLx2/lxTzXGDdT5z9ZAMQjPNdJ04Ot9Ed7zrxknRs1DMOmI1eAVIkayD6wLqMmF57lRzOdb1WW7hsAPJkq3GzGHWzWMsHN5NzuS0e8VZNnYeuSvS6n26Br7rqqtGO59TKQ70oMx6+iI02uCgjrtcmD3gNjLPPPns4/vjjB31M6o//+I+HH/3oR8Ob3/zm4dprrwU+3HbbbePQkkNcDS+d0+Mf//jhhhtuGH3KxbvEwun8qKMrxE996lNjrXvuuWd44xvfOOYWnqtHYcU59thjhx/+8IdjHP5oHPgHX5QKrzoAY05sr+868ZJ0rOst/EYHYKl4za/mFUfWsJuKeW3XS/WEKQ3AEmfT/p6+Yw9zODGH7FIebs1uvPHGcQBed911I7Z2q5bl7/GNie3KZiqntIeePMI4n32/7W1vG6/MdHX2rne9a8To41waJixd6b3uda8bTf5j0IB84QtfOPqU6yMf+ch4i/yxj30M2k5MivK/5z3vGXQrffvtt49vquiW+pRTThl05aelHnWlyYf2fYi29ih+NgCzHNRq5YxxeMgYL9nCa5Xi+A/ADv9bYDbkks0hFdOKGLfR4URJPJPCZgNQWC3nRNtj6CMp8HpzwS1Jr4FO7hJH/oh1u8YHpxx8Q3/7298eByA/zYPfsbEXYi6zviLP7Tlc55T02IdwLHS91vfUpz51PAN9flW3v7oSfOxjHzvokw2cga4KdWuqpWGnTxd8+MMfHm+Vv/CFLwy6qtPSleIJJ5ww6rqt1uDUUh5d6T3hCU8YPvnJT46+n/zkJ6PULbjya+n5+qIXvWggxt7GoP2D36XC2QAEY/RdKnFJLbfRdxHMIF6SBj1EzTiANnoFqCJZ8cxHQy4zXK+PPL14x8FFeizThcsGoJ6MGb7Hp5w9uIih5ygjLrMjBzvDZj7h5WdFDN/k3/nOd8YByK1fvAKEj4x5ajacKGscYnM4cKNULnzS77vvvvGjPtI1+DWIdB4aUt/97nfH0pyPrgp15aZ11llnjc+tb3zjG8PnPve50acBJz9voLzgBS8Y9NofS7V0FannJEsfPdKVN0tD961vfetoxucpGPqPUvFsAHoecriMeUq2c6SXcO6PHGzHuE58YwPQix3pug5z3QPwSDwzbgW5AiwNwCNx73zDMeSwkdozMV3dnXTSSQPvroJBHnfcceNPGukNEb22981vfnMMia9Bp1vtO++8E/igj9S8+tWvHmN6F16cN7zhDTtXgz64es5eiVsDsCfPXmI4nI0NQApIZhuNfse7HrmRF+Oy48Ln2FKeyMV2btSFyQbglLqes1RT/ohzm3rwMwmeXMgWFx64kk0+aoOTzTd4vALE71j4SGIuFYs2+ExGbLRbHMe7HvtQjIUuyaBB4mP/4qBrUOlNDy1wkho8unrTh60lWYpp6Q0Thh+59E7y1772tfED57p61MDkTRR6EZccnlO++KV4NgDBwY+SuKSW2+iRg028JMFlMuOA27MBGJuiIZcRM8UmzxSOsNlq5RAnG4A8uVr8LK6cmb/ly/qPuRzDN4ljYlwY/8p6gOPvNEYcteIAbN0Ce28xZ7TpI8qIi3bET6kZc8nu5UecbM6JmKQWeQ+YOz7h6YEYOTKOY+C5JO4+1xXPBmDWB7kkPUdJdzx6Cet+sFE6xnVwGxuAXuxI13WY6x6Amzgzvil0haBfKnHrrbeOVwtvectbxhfctY9YlydKlDzZyanXo/SZPn3U453vfOd4HnDAPpBvgeO5tmydGecWsfLrLLN4xgPPfzQZJtao2XpcWwOwxt8PMZ6bGxuAFJDs2bDj0Xt4GQZ+b23P4VzXHRN14UoDcJUeYp0e23uOOnx9I+jH0D760Y+OL7a/733vG6HcFtGz5EUXXTR88IMfHF901wvv+hCvBqcW30jS9ZtMdPulD/XykQ29Y6lz0VJt4bXiFSB++htB4R9iNRkou8waT7HSavFKcfKV4iU/vEyWOPgzjnzEe6TnKOGFyQYgeM/hOvGadLzrNY5ipVXigV8GYHiNg4OJsnSQHP7hMAC1J4bN97///fHFcn2WTINPH7HQr2TSZ8y02JdekNfvXtTQ0pd0PopBLn0zHHPMMSNPH+8499xzx49p6Met9Hk3XsznCnAZgIe+rsbzazzEwj9gSrJAWwZg+B7nua3z2tgALD1IR6JfB1kagPtxvwwu/XSBrvC0NMR0ZafbYS36Ho3kH+UAI12fXdO7kk9/+tMHfWRDMS39pINe0NdSDa0H4rvAnNWRIHkse34WeL/ud3wibnIAUkCy5xAcj97DK2Hm5oDnslQDv7DrHoDKSf4p0vt2nRwMP92q6peSyq+lz47plpifG8UvKY5/kYuY+Lqi1Ofb/OMb+twa72TCFzZeAfLaFHnHhsI/xFoy0HbMObwWpxZX4Vq8FttpOig1jmLZanGyOHmyGHWyW2A9xnDI4ZJYTToevYYnBjZK4lGC29gVIAUkY3HZ0e941yM38mKc3DFH5EWbPM5znXgmhcsGIL04p1Q3YjJc9EWbevJni7h+IYF+RpSfAhD23e9+9/jjUxpa3Kp6DvrDhy2pJ76WeM985jPHIaqPWugH/fXGiH40i7hkHIDwyTmCwz/EXAoS7UDbZUZstHeBDxiOKemCxhi53F/CRQzcKB2X6RGPnWGjT1j5fEUMtjDZAPS450EnLqnlNjrYKImXZMS7nXGIb2wAZkWPVJ8OMxuA/j/iftm7etUPwHOlpx71pR/L0lUcPyo1tV/l0DeFbnf1jrDyS9fPmnLry2BdboHLrwFOPfe9wOs5lA3A/fh8L53PxgcgBUoNRD94lxEzxSbPFA5YuEj8JSncugegcpbq1fz0HKVziPkTFp+ksL6cW9OdE3XxVE8rXgHuh1vguGf1WdtrK7YKfzyk5J9WzXXtgdKleoq3BiA5XJbyud/x6B4v6WCjbOE3dgXojWRNKO5+x7vuGOmRF+NgYo7IizZ5nOc68UwKlw1AenFOqW7EZLjoizb15C+tWMdt9IxLTFLLbXz4kY6RrzQA8YMXNi5iLoWJduS5HbHRdiy6Y0q6sDGW8Us458LLpOMyPeNkNUtc+eMqYbMBCDbmwCZOHbfRwUZJvCQj3u2MQ3yjAzArXPKpIcWiLOE36acH76dWT/hsAPoVVo2/iZjvoTf/HE6Wu5SHW+DWFSA5lUcLe4o8QJ3Edc7cuvS4Ct+5rpO7JedwWjk9rvzZAMye73N7gYf0+jVdeK0aRjHWRgcgRVrNeENwJHt4GWaVHM51PauDT7jSAFQMXK+kbi/ecXAz6bhMzzjyZdjMl/Edx5VeHID4wbbygIsy4+GL2GiDizLiem3y9OLBwcskmJLMOPKV8Jnfc2Rx+bSyAQjec7hOvCYd73qNo1hplXjg9/UAVJNxA5kvw7DBEr7mdy56rOG2MNkAFEbLsT16qWZPLriZ9NoxV4Z3X42rWGnBU5xBtxcDUPXphX6jne3BMVN0crU4WV9wo+zJFTkxfykHuMjP8MKsOgCpF/PH+tgRF21wmYxY2ayNDsCscMunxmiwhd1UnB56+xA+G4DZLcGmeo55fQ8xVrLncLJcpTxzboGz/D0+9aDVgwVzgLKW59/U2vQg6VzXHVPT53Bq+WJM+bMBmD3f5/YCDxl7KNnCa5Xi+A/ANveTIBToaUZNZYtmp0rPtQq3N49wpQGo2NwepvKEr61WvhK3xSOe8YlJcgXIx2BW/Y3Qnlt6bUVstEvciOu1ydeLBwcvk2BKMuPIV8Jnfs+RxeXTygYgeM/hOvGadLzrNY5ipVXigd/oFSBFaNCbUSza4F1GbsYDQ8z57ov14EUZ+T05sgEY87otna+Yn/rgYzzywCHhZzJyPXeGx0dul+TCB9alxxiA+g3I+qNI+pE5Lfzkcz46MZeKkR8JPpNgXKJn+FJ+cfwr4jwnussat9QHfvJEO/qJSxKjLj5sjzsPHD7wslcdgJ67Vt9rw3G89wQ2SvD43d7oAKS5KZJNIqdw14X12q6X8guTDcDslqCUY93+nr5jzTmcmEN2KQ+DTj8logHIH/6OnwMkZykP8Zocmwj/ydbwirHQW/hafNXeyT0nzxwO9Xqk8mcDMHu+z+0FHrKnL2FYLTy4jQ5AirSa8cbhSPbwShjylOIlP7woS3j5tbIBSMy5wrqd6dSOsciNtvCtRc7I7eVRgzzIEp84w09/A0PD7/d+7/dGGf8uMPljPvK4XOceYj1sr1fSYx/CsZxTwkUM3Cgdl+kRj51ho09Y+eKKODC1ARhzYGe5og+sy4jJbMe7nmHlY21tAKqgN5PZNOWSZuFmPDDEnO8+coAvycjvyeEDUD9SpqUrG33jL1/3/wJPnYl+CYMGIF/8WcblrA6P5wlX6/rN3w9/+MPHx5Ffd8b31/jkT/4hXvq+w59Qd4YzOYRBr/HAkRMO9sYHIAVbkoZctji1OHlqmFIMLrKEwy+cD0CeEPAXufsE9Ie7NQC5+tsdXazD5QQe9ahH7RqAfguc7YHvl5aM3BZe8dIqccFvfACqUKkJ99OQS49P1ckzlwcfWcsjjAbgIx/5yPEJoT83qN+irN+SvFdf+uWmqo3cZh+lmqeeeur418z0K7M0APWXyfQ3cuXP+ivlybDRJ+4c/lxeVj/65thz9zCnVi9HPekx+5M/+ZPhd3/3d3d+4S0DkO+ZKGvfQ8QiRzaxmsx4NS74rQ3A2Exm05RLbdqxrnsMDj5s8EgOETuT8sVFXvhuC6sB+Fu/9VvjNza3d4s8eKu7nMWRexbxNwjF7x3s0vdO/F4C79IxUcd2vOsx7vbGB6CK9Xx5w+g9vBJmlRxwkaUa+IXTayNXXHHF+BuWv/jFLw6XXnrpILl8HXoG+vX7F1988fhr+JfzOfR8Dpcz4THkV6vx/SCZLY/X9MitYYlFDjbxKIlvfACqUCye2TTkMsP1+sjTiwcHL0riJRnxi72cwAPpBOL3Rbb3iHG7dvvsuJKe1ZOvhd/KACw1R4O1eCmmjc1ZHMgcbouzvNt7eLyTuTxO0x8n3eGw4jv2U74XM6z7XKdeTU7FK5dztjIAVbD1lW2yxanFyVfDZDF4LjNc9Dne9YjrtZWjF+s4r+26Y0q6410v4aPfOegR02PDddnDE6a0Wvy5vFJe5SvFWv65vWS8Vi3F+Q8BXTL2L/vGG2/c9RcBnRfrxF7InXGE1R/k4rVEYXzF3JnteNczrHysjQ/AUgPRT0MuI2aKTZ4pHLBwkfhrEmyUNU4tpjy1eCkW62OX8O4HG6Wkmum7AAAdxElEQVRjavpcXswZ88iOmJKdcXv5kVuq0ePvrZnlin1gZ9joA4uM8WjHYRN5xC+44IJBf0LVrwQj1nMTk8Sf+RTT0vDTpyduueWW0aauDPg1OZKSf0ocoBsfgBQqSQ6gFC/5V+HN5ZZ6mePngZnKncubWqcHP7eXuTz1tAq3Z0+9mFX6WIXb218PTn1o6XOr+sNV+umO6667bvxEg/wMIf3s9oknnriTUr/MQp960FWb/m40WOHJuQM2RX9TWleR+jvUcISnjvwve9nLqjks3ajW6kUstnO2MgBVsPVFcy5bnFJ8lRzOdb1US/7WqnGzGPmyWMsHN5NzuS0e8Tk14bqcmyfj4fP8mQ4uygzb4yNPD9Yx8DLpuEzPOPJlWPm0dEWnvwR49NFHD+ecc87w8pe/fLzSU0wDUUuf+bvssstGXVdowuhLV4VPecpThh//+MdjjH+oJ5s6+ozh5ZdfPuZ605veBHSUwnBlqb9WeP31149+BiN5yJvJXQnNyLDysTY6AEvFa341RoM13CZjHM6cPpy7So+cw9wcc/jOQUdO6WMOJ8u/Sh5xtbK8Jd8Bylqef1Nre0/ORUc6rqRPwSqHfqxNf9Beg0wfUdKfTdViAB533HHjH7MfncMwfPaznx3/4L3sV7ziFeNVnX6k8dprr93hKMYA00B76UtfOtLPPffc4cILLxz1a6655pA/maofINDHa7QYiqV9Zv6R2PG4g9voAKRISbKBUrzmF3fqot4c7tRaLTy9tHAxDm/uHuby1tnHKnuAG/uZY69yFvQxJwfcOT2vk8OAuummm4ZXvepVY2pdgd1+++2jzgCKA/CEE04Y/4SqQP/2b/82DkddRZ5//vnDmWeeOXI1VMl/1llnDZ/5zGdG/5Oe9KThzjvvHH8T0Je+9KXxdT/dUrN8AMInlsk5Z+mP2TIAs1Pdgm/OA6e24PmDOKXdubxYY5U+1sGN/cyxVzmL/bKHOfuGw4A777zzhjPOOGN0/9M//dNw9tlnD/fddx+w4X3ve994+yqHXvvT7bJ+ma3eFPn85z+/g/v0pz+9c/Xmg/Siiy4arwB15fgP//APO3+TWsSTTz55/DvVJNGPR2a3wMSj5HGI/prtj/tWBiBN1mTWcA3fipGvhYtxeFFGXLQjHjvieux1cMnhslXbsa63eMSdg05sioTrspfvHNdbfMe63uKV4spRirX8Xt/1TfCUX7+h5+677x5L3XDDDePfbZbBFZj+houuArV0q/vKV75yuPrqqwe9qcHS7ayuArXuueee4dhjjx1++tOfjrZupYW/8sorh3e9611QxtcceddXTr0J8pKXvGSnrvar1do3uJ3EppS4QLYyACkWJc1Ff49d23SJT7053FLOOf5V+liFq17hz+nbOeSRnLr2ihv7pI/o77HhTt3/XF5PT1Mx9AIv2wtDkNfudMWnW2Bfd9111/CYxzxm/MUWusrTAORXwnmNSy65ZDj++ONHqm6Jn/vc546/HEO3wBqW+iUZN9988xjPevGa6J4fX0t67mUAtk5rQ/E5D5xagecP4oZabKallyYwAODN2QPckHLrJn0c7nvQwbEX6Rp4pT3pak2vF+pjMbqqYzjqdlkfh9GVIh9mJq9LXWnyep+u9pRPHOXSleUPf/hDwYv1x2D4p9RrgO0ynbOVAcgB1+SuDg8YNXwrRr4WLsbhRRlx0Y547IjrsdfBJYfLVm3Hut7iEXcOOrEpEq7LXr5zXG/xHet6i1eKK0cp1vJ7fdc3xfO8tXoekw6vxy8sy3V8SIYqtiR1atLxrpc4YLYyACkWpTcXYzV727xaL3Ni3r/0Kcu5U3hg4WPPleSZ2r/qzeU6b07duFfyRX+PDXdqH86byu3pawrGexGv1Y+GE1+OlZ75Yy/gJNHFw5acuuBO4XmdfTEApzQP1jeBryU5rDncVu6pcXqZy3ug7mHuuU095xaePuY8DnBbNTYdp4+5e5jTHzXncDPOqr1vZQCyaZfaTLRLG4w4tzM95hEmq9fDJVeGxQemJMFJarmd6eSJsciNNvnhZ5KckZth3QePGm7jczx6hnOfcG6XckUMOPdTsyQjNtoZzzElvbYH55RwEZP1kXGdJ720Ii6zye85MlyPz3O47lzquU96aUVctEu8Vp1lAIYf0ysdZDxwt0sc/BHrdqZnPOG0HB9tMPAzCT9yM6z74FHDbXyOR89w7hPO7VKuiAHnfmqWZMRGO+M5pqTX9uCcEi5isj4yrvOkl1bEZTb5Y46IBRf9bscc2BHjNjrYKImXZMS7nXGI79kAjE3RkMuI6bVXyeFc12u1HZfpNW4WI0cWa/ngZnIut8UjPqcmXJdz82Q8fJ4/08FFmWF7fOTpwToGXiYdl+kZR74MW/J5jhKm5fccrrd4ipdWizuVB34rA5BiUfqmYqxmb4rXegBqPU2Jef9Tazp3Sk2w8LHnSvLU+i/lnst13py6sR/yRX+PDXdqH86byu3pawrGexGvtx94U2qRfy63VGtOPt/nVgYgTdZktsEavhbzXDVcFnOu6xkWn+MyHVyvJEcv3nFwM+m4TM848mXYzJfxM1zLNzdPxsM3p6a4LV4p3ls38uFlMmKjnXHki7ia7TlquFrMc7he4xBzvOvES9KxrrfwWxmA3pDrNOe+Xl3cqYt6c7hTa7Xw9NLCxTi8B+oe2H88l23b9DHncYC77Z5jPfqYu4eYr8emZg+2B7Nq7/tiAE7dBIe4LV7PAzEF4/1vew/UntJvhiXP1P6Vay7XeXPqxn2QL/p7bLhT+3DeVG5PX1Mw3ot4vf3Am1KL/HO5pVpz8vk+tzIAabImsw3W8K0Y+Vq4GIcXZcRFO+KxI67HXgeXHC5btR3reotH3DnoxKZIuC57+c5xvcV3rOstXimuHKVYy+/1Xd8UL+alZvT32vCj7OFHjuy5vBqXOlsZgBSLko1Ff48t7tRFvTncqbVaeHpp4WIc3gN1D+w/nsu2bfqY8zjA3XbPsR59zN1DzNdjU7MH24NZtfdlAPac8poxPAnmPnjw57S1CtfrkWfbe1ilrvcvnVzR32PDnbr/ubyenqZi5vYCb1v1anXm9CIOaysDkCZrkoZc1vCtGHlauBiHF2XERTvisSOux14HlxwuW7Ud63qLR9w56MSmSLgue/nOcb3Fd6zrLV4prhylWMvv9V3fFC/mpWb099rwo+zhR47subwalzpbGYAUi5KNRX+PLe7URb053Km1Wnh6aeFiHN7cPczlrbOPVfYAN/Yzx17lLOhjTg64c3peJ4c+5u5hai+r1CvVImcpnvl9v8sAzE5oC745D5zagucP4pR25/JijVX6WAc39jPHXuUs9sse5uwbzqp7IE+vXKVeqQY5S/HMLw5rKwOQJv9/e+f1IlvRBHD/Ft8U3xTxTcQHFX1SwYCKWQyIOeecc84554Q5Ys4BA4qKihgwZxHOx6+5v2Pd+vqEmd2594JTMFvVlbtPd3X3mV22D5tQxH36QzL9DOlluXYZZ73czvq2s96Y9mLY6iPiodhRN9JDdsqjjbSySbC2EY+1jzaRHrKPupEesuuS46NLNsSP8SM9K7vs15iZP7atfcZj7LMN7Wnt+myNs0wKoMEytmOZP6aN7aRgvGlsJ401pG8uQ3pZrt20fZjWbjHzWEgftM35TNNeyFiYxzQ+tJ0m58W0MY9p+zBpLguJ1xVLn13yGj/2d5kUQJPsw12J9tl0yaKvLp0ufrSNdJc+/CHos63J9FeTDfG0reFpbYfslE8TU9uIp/VTs5MX/ddo9TKu6Y7h6WeMbtTRroajXo2u2cCr6Xbxoo8unSF+9BHpITvkXTBkO6md+jMvgEOJKzehiJVNg/WzENtJfKib8TTxsQGmsc3xbY/xpW7GY2zNOdqOtct60Yd01ulqq59xl37kT2MT7SONr9iehM552B7jQ13xGJussxBbfekjYmV9OOpL9+krUzdj5RmrN/MCSKAcvNY2oYhremN5+hmrr552GSvvwlnfdpf+EB/7IZ2a3Lg1XNOPvJrNJHnU7KP/sfRC/NRsx/RhWruuPo2J2Wdby6dLX37NZpo89KPfSbH2GY/xk21oT2vXZ2ucFaIAmkwN5873dUrd7Ed+xF1+sq3taJtpdSJWB570WKyfrD/Gl7Y1HP3py//JUNOPvJptF6/LLupLm4dtcA2ivIuu2WUetvY5+sl6tqNOjdYX+lE+1r7LTvuIo/8aHXUj3ZXjGB9RB5+09RdlkY6xI511Yls66kdaeReOutDqRVoeWFguBdCkTMIBtS2OCU9KT+tDu4jHxM76tsfY1nSwr/GHeMbNuGanjjLbESsbg7VDFxhjU9PRT8Q1vRov2kRa3RoPWYSoK92Ftcty+Jk3tq3PjIfss745yB+yV96n3yfTHlyDKO+iF8Muxh+KM/MCmBOgg//880/pJ/8PVBpGTNx2th/bLgGmnITaisfEjLrQP/74Y3P//fe3fRrjI+rgI7bH0tqJsYs0bTYc4Icffmj4h9eCurV2X3z9vfzyy817771XzN3U+uy6ZMaPuEu3ix9todEDfv311+aBBx5oxyDaRz3pKI+0feafffvPvGOfh+yjr0xjW4OsV2tHO3N86qmnms8//7yIYo7RHqFtfdgWw//pp5/KvNa3soz1EXHWqbWjvnRNL/OiLjTPhf85DNT6rP7MCyCBSNZEwCS2xx57NNddd11zySWXNPfee+9SE7IoL/mhrR2GLR1l2sizrb5YW9s1DE9QvwurJzY+/yh6hx12WKrv+sgPBFvtxJEXaX2oZ1sd2xkjB+A7eclx1113XSKpo7///rv842ptsY80bTexyy+/vHnwwQeLHF7MwZjZ1rZY/8VJ+BF9SWvjeIqjXBf65Z9v77LLLm3ONV36bJ+0ixha+VlnndW88sorJUzsMwzysd/Znnbk2Rfz7cLRJvqWjnbyTjjhhOb1118vInkxPry//vormra08bTjH5hvu+22bb/g6wtsu3UQiKgHW98ZB5OlSP3DNI4+VTTP008/vXnmmWcKW14tzjIrgDF5Th6rrLJK+U/wDPwaa6zRvPPOO0slS8POTYMdkElttTN+bNdo/SujDTBRDjrooPYhK484P0R96SO2x9DRd6ajvROCHA8//PBW1bgwXOAPPfRQ88ILLxSduMCjP3VvvPHG5vHHH2/9ZSLajKG179NVp4axE6S/++675tBDD237F307Lrfddlvz0ksvFdOhPl922WXNG2+8YZgWGw9GjDGG1qZ1toTItrDNuWaj7Lzzzmvefvvt4gWefpSzKVAwBOSAemB1v/766+bAAw9sxy/bdLWzv+g70tpnjI7AzVGwP7ENffHFF7fzVp1anJkXwBjUQeRh7LvvvubcbLXVVu0kcjEhjLazpPMAGRv8+++/l6siV9r4oYj7IMhNsI8Ul/3226+dOM8++2yz//77N7/99lu5MiGDBnL86E+/GdfGAx12+iOOOKKcsh9++OHm4IMPbr766qtibpyYI3JBn7TVufvuu6s7qbpgn9n111/fPProo8XdN9980xxzzDEN1y/glFNOaZ577rlCM27RPtJFoeNH1IMG8EWO5557bsOJ9tJLL20uuOCC9kRjn9WnAMYFrE98qXPVVVeVKxQ8x0E9sX1mob322msll+eff77ZZ599mi+//LK02QzYQADtargodPxAX9DWnNiYiH/LLbc0N9xwQ/Pnn38WVW3UO/vss5u33nqryOJ4qMezOuSQQwzT+jAeWF/Mpb322qvocB3mubJhABTHK6644v/mG7Loqyj3/DAvVWwz5nfeeWdz9dVXN9dee20712KfzPPCCy9seB4AdjG+/pDNvAASxIBOGjpx4oknlgd26623NrvvvnvDtUMwWW21j211lMV25mW/UVeZvm07kLxLOProoxsmEbvkGWec0Zx55pkl/1hYtDM2BdAi/8cff5SCxEM5//zzm5tvvrm0GQ/jGF972sjQqX3Usy/oE+fDDz8sMTbccMNSuC+66KKGD+D4G5Mc88RHD58+j3vuuad5+umniz28HJe2fmMB/PTTT8sOvPfee5cF8uSTT7YFvzhLxcW49pUc/cCDtq9ibCho7777brPllluWZ/Pzzz83G2+8cbvgc6xaATS2G9o111zTFsChPlOA3nzzzRLmo48+KmN/5ZVXljaveJADjpG5gwGwfRbTV2h1iuKSH8gA3rf6+uKRRx5ptt9++8JXTkM6F0Bk+La/zGM2TWJio5160VcsgGw4nH6Za2zmfNZaa60y77ABiGM/pPFvXzNWd4l5QebDaduxZeOm6EfAVt1YAOWhaw7aLbMCGJOj+PFegnd/vIT3JMSLWneqnGxO3E7JB2sTcaSzDrJffvml7BQ8iKib6SKs/NCnItueAGmb6wcffNCsueaa5UW8+mBioxc/8O+6667muOOOKwXX4nvqqaeW0w4v84FoAw1wrX3iiScKTQHjdCR4+qKdC6B5cqI58sgjy2LebrvtygZF4WYj+Pjjj4srdI3t2FEAH3vsMUMVzML0FKTg+++/L8Watj6g6RPXNfrIRkOf2WyOP/745o477ijm6oPNlyK10UYbNd9++23R4YTnOy94nowQ5gKoD97j2efNN9+8vKMmF06xn332WfFb6zMFzlgoMX/dVCg8xBMcp5g7z4D+0U/6y4f3ikcddVTDrQEwR/sOb+edd25fG/HeNRYD89QuFkBzYLPkmRKPPq677rrtWN9+++0lrvFivhRANnb9mAunXuY3BxoA/7Hv0QfFm/7RT/tM/4899tiGjRMwd+wArukUWp/lySef3PafecONDFA/FkByhR8/RXnWJ8AY0MSYrEwwT08mwkTl+MzA0XmwoB/a0L6wRUe/YK6rAKcAgDbxAPUstmB3QK7knEqjng+AawYPiS9rPE0x6c8555yGqwOgbqQtgFHGt49MXIH8+KbYAkWOftDhYZMnen5s41ddMTYU9J122ql8W0ebAkoxxI7C4mkOGTnmKzB8xgw/AIvBogbPMTMm2MWQCyD6q6++elkY+EKXhcqJhQn6ySeflBiOEdh+RkzujEWMCa0dRYf3egD5bbLJJuU6zGIkFs/NIsZCyldg7Oizmwpf5vgukz7YvxhfXi6AnIrYKNhE2HwA+gnv/fffL20XJA1on2nus/PcuPaXxc4p12fElfTVV18tvnnWFJY4PrEA4kMZcek3Y0PRNr5FxrjqE4B1yzUfP44BGwXziufPGHKQYb2w8XEKxh4Q06+uPutTXfvMePLcAK7e66+/fpkTnP65EjPWvAoRVogCaDJgO8IVbdVVV22LmAWK9wjsIADvrtghAL7J8Vs2BoUFyQPlusH1igkN8OsXnHzYDdnZWGi8G+FBCDw8ThbweYfAVUfgeM3kBYjjA2Cw2d2wjR+KR5yg+tEOuVdg9Hj/RR+ZrCxYiie+uRpy/RC0tz0WO778Ssbaa69dzKA322yzspkQj3dj9913X+syF8BWEAj0PYnIdnzETloWgIWDRUV/2Sh4p0YsFpi/jgHP94Xa678LG09sn5n4nGIAbhUUesDTBAXNd5FstLkA4i8Cc8P3lfKzjjlTAP0ShHwowLzSYS5Cw+M5UAA9KWJrH/Q/BpsD76L5EpG+cJpaaaWVygmIAwFrhbUT/ecCmGOxhuIczHLajnUsgPKYH+TgOOCPQkg/N91006XWiX2oxajxjEGB32abbcqYMua77bZbUee9I3E4be64446ti1gA9aEw5jCzK7APIGISYILy7egXX3xR8jE5dmmPzGCuIwBHY3+fB19cwXjxSqeZ2B590WXiM8nYLdiV8MOxGjAO8XkHR1FzoSCncL744otL6caBKoLKj9g/aOPEAkhB5yQGEIcd1P4ziVkc2U9XG/98spzxAFjo6623XjnRUnyMg4yTXNwlyfGwww4rdvyIPvXHePEeFIAXdaTVpQCyYVHwt95663KyoMjz60DEdmzYBDn1Yp/j6nMM1h+bGpsNJz5vEcVx05T3g74Dhcec4LRjzjGOPE4tFsChPvOli4XNmHvuuWd72vPEzLsrihWQfdaeZ8wr0vaZTZw5xQmXYutBgrHnFZPFl3iMta+WYiz7y+bIBhLjZNq4FMADDjigHT/88405c9i+FaJpmvgNeYybfdvu0sEfxZ21zLPhcMMGGoE64esZ+BTJ5foliJ3K2KRjZ+FRsT3NcazlAXPE58TEkdyHhYwBAPt7PtgjdxfjZMdJg12D92jKwaeddlo5fXFk50oqUKSc9DE38qdd++S+qYtPTpNcd+G5CIyFL4E+W6Th1XyO4emTou5Ck2d8Fkv8xWdy5PcxhRwHPqe22pUo6vpsKD6+7zMmPswDmo2HExYL1dcc0dckNP7ww4mL94rQESj+FGVy4coFMN6cHswvx0MH3bF95nTFhgtw6uEqxlwCGBfHhs3aX0WBl+NO0i7Ol/zg1MViFyiEJ510UmniE6Btka7Fhsda68vBZ8imyYaGDePEHOJA4vjCB1hbngh9Ln3+u2T4sh/mwPq2uCFj4+NGiNznxqZofaj1uSQ563eABomdiDTJ2ynu8b4T4l0JuxrXKRYoE4zfE+SExnVigw02aK9PDDzXYgoe7z4AXiqzuNiZKIpMeiYmD8vdkWLAFzGcwAAGlZMJYE6lseSHDyHyarR6LEgKtW1w/GBLjpyw+AaTxVGLm2NkH8iNgf0WW2zRjg18fdJP+s6pgV0cYFxuuummHKJt6xdGpG3DizE4fTrplWkn5npGDox9PFm2QXuI6NN+UVBXXnnl9moN31jcNFj8xONVA8D1kd9X1F7dWtg+mfYsdAot82+11VZrN1VzxS9XcU6FFEFOxECU12L38bC10OCTsQQo6mzs/FoZV2GLPK8xXFvmjX7OgXYXKGNes6kAFD5eQ7mGjEcx4ss+NjpeN/hO3nj66opV40cbbhduMqzxddZZp6xfTrEWW25a8a+Sos/oa5legeMASPsgGTQmpsBVhYfl4FGwXFzx2svk4rSIP3ZgsLsZDwR7iiQThdMMOgAy/VAQOK4L5rYQ3OfLSchuxY5KIeJdBvxpYxIPe/rEJI1+kLHwicHHfvfliD0Q/QzRQ/7MjxwoXO7WQ3675MTjxMP4OU/QBZhX9JNYjLELQ3mfzy5ZjW+f6UscV3WRkx9FgnnmFxfKF4rxxxWW/vJxPhHLtWWOC42FvQBNfy16zl3krDP6zDNmHWu3GPGdQ/gFWM/E4nDDHAeMJ12LWxRneQKsBe3i0SmAK6vXCRMUx50TnjYMgA8Bvp0Xw+Ok5XVLHeUUR76JdfL6ILtyXUw+uURYDN/6y77ki5Uvy/4SM4N5TIujv+gj8qWVL2af9WUM28YCZ6jpRP1J6Ow7tyfxNVbX/I1lW3v5YvmLhaNfafHYGOrP7ARogD6ck0WXXSvzaQNd/CiTLgahUMrPPuIuaRxtZ4VjDkweP2PiR9uc35Asx1E/+xnT1hY8FrSp5THGh/ZibKDxB86gnli5upmvfAzWdowvdGKfs+2YeF06+s552MYu0tEPfD99etFGPe30Le6SZ372ObZdi+vzjzn0+Yt6My+AMeE+moTpSIQ+/SEZfoZ0kKvXN4hj/cTcpcfY1nTMqyYbwzO+eBqbSWzxn2FMzJrOQvwsL9vcD/LIvLHt3Afbk9ijO20Ok8bry0tfk+QSbSaxs8/Rvis3dWZWALsCz/n/7rrzsZiPxXwOLJ85MPMCaABw7SFnftSPdLbNdllOO4O8qNvlJ9vajraZVqcLR310YrtG6yfLsm1uoz8E+sy2Y+2MoR9xl71ycS2uMnHNl7KIa75qtvKmsY02XXTOAz0h2nTpZR1tM456NTrr267pZh668CJkHeU1fuRFH5HOOrEtHfUjrbwLR91M12zUmdkJ0ADgWgKZF/Wls84k7Wl9aBfxmLhRP9JjbGs6+Kjxh3gxdqSH7JB3wRjbLvuxtlGvlkeU99E1W3h9NshqMGTTJx8Ts8u+lssYfzW7rhh9fP306QzJ9BHxkA3yGkxrh68uW+PMrAB2BZ7zl8+Rfz7u83Gfz4F/58C8AIZvwOYT49+JMR+L+Vj8F+bAzAugAeZ4PgLzEZiPwIo6AjO7Aq+oHZ7nNR+B+QjMR8ARmBdAR2KO5yMwH4H/3AjMC+B/7pHPOzwfgfkIOAL/A2pjl13ljZQOAAAAAElFTkSuQmCC"}}},{"metadata":{},"cell_type":"markdown","source":"- A small value of P would denote highly confluent boxes while the high value of P would indicate that the boxes are not attributable to same objects.\n- Thus a bounding box surrounded by dense cluster of boxes will be characterized by low values of P and in effect provides a object detector's confidence in presence of the object.\n- the bounding box b with the lowest intra-cluster P values represents the most confident detection for a given object.\n- Normalization is applied before finding the P value and the bbox can be of different sizes. Normalization allows the difference between the intraobject(same object represented by slightly misplaced objects) and interobjects(two different objects) to be distinguised.\n- overcomes an issue faced by NMS and its alternatives - in situations where the highest scoring bounding box is sub-optimal in comparison with another lower scoring bounding box, NMS returns the sub-optimal bounding box, as illustrated by confluence_1.png. In contrast, the P measure allows for the bounding box which is most confluent with all other bounding boxes assigned a given object to be favoured, making it more robust."},{"metadata":{},"cell_type":"markdown","source":"inter and intra object p 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"}}},{"metadata":{},"cell_type":"markdown","source":"final P value is calculated:"},{"metadata":{},"cell_type":"markdown","source":"Weighted P by Confidence.png![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"# Now comparison it with wbf "},{"metadata":{},"cell_type":"markdown","source":""},{"metadata":{"trusted":true},"cell_type":"code","source":"import matplotlib\nmatplotlib.rcParams['figure.figsize'] = (12, 10)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"!pip install ensemble_boxes","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import os\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom matplotlib import rcParams\nsns.set(rc={\"font.size\":9,\"axes.titlesize\":15,\"axes.labelsize\":9,\n            \"axes.titlepad\":11, \"axes.labelpad\":9, \"legend.fontsize\":7,\n            \"legend.title_fontsize\":7, 'axes.grid' : False})\nimport cv2\nimport json\nimport pandas as pd\nimport glob\nimport os.path as osp\nfrom path import Path\nimport datetime\nimport numpy as np\nfrom tqdm.auto import tqdm\nimport random\nimport shutil\nfrom sklearn.model_selection import train_test_split\n\nfrom ensemble_boxes import *\nimport warnings\nfrom collections import Counter\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df = pd.read_csv(\"../input/vinbigdata-competition-jpg-data-3x-downsampled/train_downsampled.csv\")\ndf.head(5)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":""},{"metadata":{"trusted":true},"cell_type":"code","source":"#Ref : https://www.kaggle.com/sreevishnudamodaran/vinbigdata-fusing-bboxes-coco-dataset/data\ndef plot_img(img, size=(18, 18), is_rgb=True, title=\"\", cmap='gray'):\n    plt.figure(figsize=size)\n    plt.imshow(img, cmap=cmap)\n    plt.suptitle(title)\n    plt.show()\n\ndef plot_imgs(imgs, cols=2, size=10, is_rgb=True, title=\"\", cmap='gray', img_size=None):\n    rows = len(imgs)//cols + 1\n    fig = plt.figure(figsize=(cols*size, rows*size))\n    for i, img in enumerate(imgs):\n        if img_size is not None:\n            img = cv2.resize(img, img_size)\n        fig.add_subplot(rows, cols, i+1)\n        plt.imshow(img, cmap=cmap)\n    plt.suptitle(title)\n    \ndef draw_bbox(image, box, label, color):   \n    alpha = 0.1\n    alpha_box = 0.4\n    thickness = 1\n    overlay_bbox = image.copy()\n    overlay_text = image.copy()\n    output = image.copy()\n    label = str(label)\n    text_width, text_height = cv2.getTextSize(label.upper(), cv2.FONT_HERSHEY_SIMPLEX, 0.6, 1)[0]\n    cv2.rectangle(overlay_bbox, (box[0], box[1]), (box[2], box[3]),\n                color, -1)\n    cv2.addWeighted(overlay_bbox, alpha, output, 1 - alpha, 0, output)\n    cv2.rectangle(overlay_text, (box[0], box[1]-7-text_height), (box[0]+text_width+2, box[1]),\n                (0, 0, 0), -1)\n    cv2.addWeighted(overlay_text, alpha_box, output, 1 - alpha_box, 0, output)\n    cv2.rectangle(output, (box[0], box[1]), (box[2], box[3]),\n                    color, thickness)\n    cv2.putText(output, label.upper(), (box[0], box[1]-5),\n            cv2.FONT_HERSHEY_SIMPLEX, 0.6, (255, 255, 255), 1, cv2.LINE_AA)\n    return output","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from random import randint","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"image_id = \"d3637a1935a905b3c326af31389cb846\"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"\n\nlabel2Color = {i:(randint(1, 255), randint(1, 255), randint(1, 255)) for i in df.class_name.unique().tolist()}\n\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"label2Color","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df[df.image_id==image_id]\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# draw_bbox(image, box, label, color)\n# image_id = \"d3637a1935a905b3c326af31389cb846\"\ndef getBboxOnImage(image_id):\n    img = cv2.imread(f\"../input/vinbigdata-competition-jpg-data-3x-downsampled/train/train/{image_id}.jpg\")\n    for i, row in df[df.image_id==\"d3637a1935a905b3c326af31389cb846\"].iterrows():\n        bbox = row[['x_min', 'y_min', 'x_max', 'y_max']].astype(int)\n        _class = row['class_id']\n        _class_name = row['class_name']\n        img = draw_bbox(img, bbox, _class_name, label2Color[_class_name])\n    return img","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Weighted Box Fusion"},{"metadata":{"trusted":true},"cell_type":"code","source":"def runBoxFusion(image_id):\n    df_image_id = df[df.image_id==image_id]\n    disease_image_id = df[df.image_id==image_id]['class_name'].unique().tolist()\n    img_cp = cv2.imread(f\"../input/vinbigdata-competition-jpg-data-3x-downsampled/train/train/{image_id}.jpg\")\n    for d in disease_image_id:\n        height, width, _ = img.shape\n        rows = df_image_id[df_image_id.class_name==d][['x_min', 'y_min', 'x_max', 'y_max']]\n        bboxes = rows.to_numpy()\n        bboxes = bboxes/(height, width, height, width)\n        labels = np.ones(bboxes.shape[0])\n        scores = np.ones(bboxes.shape[0])\n        boxes, scores, labels = weighted_boxes_fusion([bboxes], [scores], [labels], iou_thr=0.4, skip_box_thr=0.4)\n        boxes = boxes*(height, width, height, width)\n        for bbox in boxes:\n            img_cp = draw_bbox(img_cp, bbox.astype(int), d, label2Color[d])\n    return img_cp\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Confluence Code"},{"metadata":{},"cell_type":"markdown","source":"# Reference: https://github.com/lmk123568/OD_Confluence\nThe code for confluence has been taken from this repo"},{"metadata":{"trusted":true},"cell_type":"code","source":"def imshow(path, bbox):\n\n    img = cv2.imread(path)\n\n    bbox1 = bbox[:, :4].astype(int)\n\n    min_point = [tuple(x) for x in bbox1[:, :2].tolist()]\n\n    max_point = [tuple(x) for x in bbox1[:, 2:4].tolist()]\n\n    for i in range(len(bbox)):\n        cv2.rectangle(img, min_point[i], max_point[i], (0, 255, 0), 2)\n    plt.figure(figsize= (12, 10))\n    plt.imshow(img)\n\n    plt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"\ndef norm(bbox1, bbox2):\n    x1min, y1min, x1max, y1max = bbox1[0], bbox1[1], bbox1[2], bbox1[3]\n    x2min, y2min, x2max, y2max = bbox2[0], bbox2[1], bbox2[2], bbox2[3]\n\n    lx = max(x1min, x1max, x2min, x2max)-min(x1min, x1max, x2min, x2max)\n    ly = max(y1min, y1max, y2min, y2max)-min(y1min, y1max, y2min, y2max)\n\n    xmin = min(x1min, x1max, x2min, x2max)\n    ymin = min(y1min, y1max, y2min, y2max)\n\n    x1min = (x1min-xmin)/lx\n    y1min = (y1min-ymin)/ly\n    x2min = (x2min-xmin)/lx\n    y2min = (y2min-ymin)/ly\n    x1max = (x1max-xmin)/lx\n    y1max = (y1max-ymin)/ly\n    x2max = (x2max-xmin)/lx\n    y2max = (y2max-ymin)/ly\n\n    p = np.absolute(x1min-x2min)+np.absolute(x1max-x2max) + \\\n        np.absolute(y1min-y2min)+np.absolute(y1max-y2max)\n\n    return p","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def confluence(bbox,threshold):\n    \n   \n    print(30*'-')\n    \n    bbox_num=[i for i in range(len(bbox))]#Number each bbox\n    \n    keep = []\n\n    while len(bbox_num) > 0:\n        \n        score_min = []#Store the minimum WP of each bbox in each round\n        loc_set=[]#Store the bbox number where P<threshold of each bbox\n        \n        for i in bbox_num:\n            score = []#Store all WPs of bbox[i], and then select the smallest\n            loc=[]#Store the bbox number of P<threshold\n            for j in bbox_num:\n                P = norm(bbox[i], bbox[j])\n                if P<threshold:\n                    loc.append(j)\n                print(f\"P = {P}\")\n                if P < 2 and P != 0:\n                    WP = P/bbox[i][4]\n                    score.append(WP)\n                    \n            if len(score):       \n                score_min.append(round(min(score), 3))\n                loc_set.append(loc)\n                \n        \n        if len(score_min)==0:\n            return bbox\n        print('Minimum WP for each bbox:', score_min)\n        print('P<treshold of each bbox Another bbox number:',loc_set)\n       \n        \n        index = score_min.index(min(score_min))\n        bbox_index=bbox_num[index]\n        print('Lowest score bbox number:',bbox_index)\n        \n        keep.append(bbox_index)\n        print('Final bbox collection:',keep)\n        print('Bbox number to delete',loc_set[index])\n        \n        for i in loc_set[index]:\n            bbox_num.remove(i)\n            \n        \n        print('The remaining bbox:',bbox_num)\n        \n        \n        \n        if len(bbox_num)==1:\n            keep.append(bbox_num[0])\n            print('1 left, merged into the final bbox',keep)\n            break\n        \n        print(30*'-')\n   \n    bbox_process = bbox[keep]\n    \n    return bbox_process","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"adding confidences to each bbox at last = [xmin, ymin, xmax, ymax, confidence]"},{"metadata":{"trusted":true},"cell_type":"code","source":"def getConfluencedBBox(image_id):\n    labels_per_box = []\n    df_image_id = df[df.image_id==image_id]\n    confluenced_bbox = []\n    disease_image_id = df[df.image_id==image_id]['class_name'].unique().tolist()\n    path = f\"../input/vinbigdata-competition-jpg-data-3x-downsampled/train/train/{image_id}.jpg\"\n    img_cp = cv2.imread(f\"../input/vinbigdata-competition-jpg-data-3x-downsampled/train/train/{image_id}.jpg\")\n    for d in disease_image_id:\n        height, width, _ = img.shape\n        rows = df_image_id[df_image_id.class_name==d][['x_min', 'y_min', 'x_max', 'y_max']]\n        bboxes = rows.to_numpy()\n        # add confidence to each bbox\n        bboxes = np.insert(bboxes, 4, 1, axis=1)\n        if bboxes.shape[0]:\n            confluenced_bbox.append(confluence(bboxes, 0.8))\n            labels_per_box.append([d]*len(bboxes))\n    confluenced_bbox = np.concatenate(confluenced_bbox)\n    labels_per_box = np.concatenate(np.array(labels_per_box))\n    return confluenced_bbox, labels_per_box","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def getBboxOnImageViaConfluence(image_id):\n    confluenced_bbox, labels_per_box = getConfluencedBBox(image_id)\n    img_cp = cv2.imread(f\"../input/vinbigdata-competition-jpg-data-3x-downsampled/train/train/{image_id}.jpg\")\n    for bbox, d in zip(confluenced_bbox, labels_per_box):\n        img_cp = draw_bbox(img_cp, bbox.astype(int), d, label2Color[d])\n    return img_cp","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Plotting func"},{"metadata":{"trusted":true},"cell_type":"code","source":"def plotComparisonImages(img, img_wbf, img_confluenced):\n    plt.figure(figsize = (22, 20))\n    ax = plt.subplot(1,3,1)\n    ax.set_title(\"Diseases Marked by All Radiologist\")\n    plt.imshow(img)\n    ax = plt.subplot(1,3,2)\n    ax.set_title(\"Fused BBox - WBF\")\n    plt.imshow(img_wbf)\n    ax = plt.subplot(1,3, 3)\n    ax.set_title(\"Box Fusion - Confluence\")\n    plt.imshow(img_confluenced)\n    plt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Sample 1"},{"metadata":{"trusted":true},"cell_type":"code","source":"image_id = \"d3637a1935a905b3c326af31389cb846\"\nimg = getBboxOnImage(image_id)\nimg_wbf = runBoxFusion(image_id)\nimg_confluenced = getBboxOnImageViaConfluence(image_id)\nplotComparisonImages(img, img_wbf, img_confluenced)\n\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Sample 2"},{"metadata":{"trusted":true},"cell_type":"code","source":"image_id = \"afb6230703512afc370f236e8fe98806\"\nimg = getBboxOnImage(image_id)\nimg_wbf = runBoxFusion(image_id)\nimg_confluenced = getBboxOnImageViaConfluence(image_id)\nplotComparisonImages(img, img_wbf, img_confluenced)\n\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Sample 3"},{"metadata":{"trusted":true},"cell_type":"code","source":"image_id = \"7c1add6833d5f0102b0d3619a1682a64\"\nimg = getBboxOnImage(image_id)\nimg_wbf = runBoxFusion(image_id)\nimg_confluenced = getBboxOnImageViaConfluence(image_id)\nplotComparisonImages(img, img_wbf, img_confluenced)\n\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}