{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Figure 5 - Dynamics of Triple-negative breast cancer response to treatment" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from tdm.publications.first.figures.f5 import fig_5b, fig_5c" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [ "nbsphinx-thumbnail" ] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Note: This function is computationally intensive and may take several minutes to complete (>10 minutes on some systems)\n" ] }, { "data": { "image/png": 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SVeigwbsISWbh3YFOLJLSFo8k4sGE/AboCGP0GqM/EDswSo/8CGT/AtEI3gMtLS0afz9SrCfi7xGPinhQ/FbouONhjwd3afLBXWV/3sN25f6LEUt4JSH/BOJs0WDHemigFCes21WMzSNh7WjeceVQao7sOkgcV3yPmjVr1i4nZDP28KMf/aiQL6UUdCoJ2V3wvIXXBQYQ0FlD7qHiDiDyqhQnGdyZveIe+Pvf/37Ez5lzavKxq/2Ycjsu2DLasPDiGGnZ+Bjvu/BUQtsHbVvkCcNANLaPnBdu9ZqjcDGBgHKHjLWl4GFQOgK+J6ABBIPHw6a4TjyS1WH/+JxMXmAbcMczXhYACSxBaWLNUoztQCwoBSPLcBkt9rYAsMPiUWaMHuMYdrQvJDxEowkJDYuB/ZoEmwbsD26HmBDuggRPSJ6EpHZwtd5VAY/sOUgQiWRbSMKKKh0jAXEJvwu8cxASZMDDu9QzB3aCkI7ROmc7s9XR7NR8PtIodnFDBbaKMKixAvvFPR1upcX2h8Z+6THCtRQeKsVeF9hvMeb5AIEHXi3E/SA0qTiMyYhvJlkcEhuOJkaZZTACSHsg+woTfgzPIIgOGB0uvSfBFpEwGV5lo402Yxl4RsITkgNlZFcwz+fS5zIofa5jWdgXQuyKvS5GetbvaXsQtoy2Adq0xW3o3eW2225Tzzl4ZxqQZH6kvqJbYI6LCQQMHg16dK4MGCnelRI6Y+HMM8/UV2TFL+bHP/6xvhZn7SeTE2TzNuAmjPdodCA+ekdgdBydSLjBF99Y0chGBmhje6XxjsUg+zIwFRhGAkp2qfKOONnSOH7EAxaDvAIILcC6xj3fCClufhC4BYw2ICM2RuJQLWO03xaNh2K3Y4w0I6dFMfBWwKgfqomUjjzsyqgMbBHVOp5++unCPIQxoQQbRLPSEBRUuUHDp7hBgTjbHdnpaJiRmOLjROO++FgAvCdgp6iOY8C5ll4zGK1ElnFU1sExlYKs5sRdoOMH0cFMJrwN4W5ofMM7p7RstLEn5AZAewJeG8XhJgbaA9lTcF/CMx3PVAyAwT6L7dUIF8iDhRj/4jZFqb0iHwDu9/CeHEkc4bOZ7KitWRwygXwZpfmp8KyHfZXaIKqJoK1R/AxHe3BP7A0DY3i+w1uutB2C950lbdKdMVJbF23k4vaR26DHxQQCiY7QGEYpPdzI4TIMl+LScjx7yuGHH64KHhrouEBRQhINeNwA0BnASDaZvGC0G2EVsBHkAIDLGxK2fvWrX90ll024J+NBALc2lJ4y5VDh4jaS6yhyVCA0AHaPjhtsHiEFsNPRQEwtOqwofYWSlq+88oqO+JR6JqGRj9wtaFShLjzK/eLhBXHOKO9o5IOvfe1r6n4HgQad6lLPELJ32FHcPcBvAxEV9gA7QHwzOuoYXS7OE4H3+M3Q2EWCLDQY4KGBRKyIZ0XHbkcguaEpz4qkXQg3wj0Q9givj9KEn/gcI+CwOXinQfjFMRQnztxVYL/wtoAHCs4X+/zv//5vFUuKO5q4HyMeGEnE4GWBcqj33HOPJuMsHR3Cd4TjQ9lVHBOuBRwnrikkqF22bNmYj5OUH/CiQIMb7YVjjz1WrxF4a+L3hWcObBi2izJ9sG2UTIXNIr8JhF148GAb995773ifCnERaAeYEWrckxG2h9Fu3EdhTzvyHILoi2TwaGfiXg2BGCPgF198sZx99tnaBoUnHu7ZyGuE5zaew9g+BiQQjjJaPiTiblsqBm250ufujoC94PmJ5x7ChvFcRFsT97zi5yjac+jXoL2AQRC0LSG6obQ4QjCK+1hoD8I20QZBOwKeEyPlwhoNbAv5ueDRi33hGY62Jp7xd955pyb/RkjnWNoKKNOK9jPaB3ie4/iKc7m5jvEua0L2bvmzq6++WsvuoTTQiSeeaD333HOjlkO99dZbRy09OFIZH1PKEmQyGeub3/ymlkYLBALWjBkzrCuuuGJYKb2RyhQSdzGaTYDRyqGiHNTq1aut008/3YpGo1qiETZUXHLSrItSoiPxj3/8Q+03EoloydR3v/vd1muvvTaiXWI+ylKhxF9NTY116aWXblfmb6RyqF/60pe0FBb2gX2hRFTptXL99ddbb33rW7VcFa6pefPmWZdffrnV29s7bPvf/va39bpDeU2WRt0/9rej+8yvf/1rLeeI3+yggw7S7Rh7Ganc3pFHHqnLwn7w+z/wwAOjbrsY2Dlsr7q62gqHw9bixYutP//5z8OWMffbm2++We+RKPULm8M2169fP2xZ7Huk8rulZc9QBvB73/uezsNx4/ix35HKo+G+/dGPflSvj6qqKuuCCy6wnnzyST2mW265ZbvzQclhlF/FfR02/S//8i/WbbfdtoNvn7ipHKrhnnvu0VK35h4L24WNFvPiiy9a73vf+wr3P9jWBz/4QevBBx8sLMNyqGSsJSxxr0Qpyuuuu25Yud3RQEnHr33ta4X2Ju5PuO/iflXMr371K+voo49Wm8b9DuWd//3f/93asmVLYRmWQ52Y5VDNb7ijtmVpqVBTMvzggw/W+9vChQutO+64Y8TnKEqdf+ELX7CmTp2qNoj2BfZRar8rVqzQNiNsEPsz7c6R+lHF51TaZsRxnXTSSdqexoR2DO7zK1euHFM5VJRJv/DCC636+norHo9riWscY2mb2E3lUD34Z7zFE0IIIWQi8sgjj+hoDUb+ymXUD2Ez8NZ44oknWCGHEEIIIa6AOS4IIYSQCUpxwjuA2Fa4w8I9+6ijjhq34yKEEEIIGQvMcUEIIYRMUFAODeIFcsakUinNjfHUU09pSWBm4CeEEEKIW6BwQQghhExQTjnlFC2FhgpTqCKBhKDwuLj00kvH+9AIIYQQQnaZcc9xgSzVX/nKVzRLLDJao1F14403yjHHHKOf4/BQmx7l3FDBAvG4KIe3YMGC8TxsQgghhBBCCCGETPQcF93d3SpEoGwRhAvUzsXIEEpzGX74wx/Kz372My31hjr1KDGI2vSl9ccJIYQQQgghhBAy8RhXjwvUb37yySfl8ccfH/FzHBrq4KIGvalb29vbK01NTXLTTTfJhz/84f18xIQQQgghhBBCCJk0wsXChQvVe2LTpk3y6KOPyrRp0+Tiiy+Wiy66SD9fs2aNzJs3T1588UU54ogjCuudfPLJ+v6nP/3pdttE8jFMBpxeOp2W+vp68Xg8++nMCNkxtFPiFmirxA3QTolboK0SN0A7JeXIuIaKQJgw+Sr+9re/yWc+8xn53Oc+J7/5zW/085aWFn2Fh0UxeG8+K+Wqq66SqqqqwlRdXS2NjY3S39+/H86IkF2DdkrcAm2VuAHaKXELtFXiBminpBwZV4+LYDCoSThRms0A4WLp0qXy9NNP63zkwNiyZYtMmTKlsMwHP/hBVfv++Mc/7lQh7OvrkxkzZmiICerWE1IO0E6JW6CtEjdAOyVugbZK3ADtlJQj41oOFWIEwkWKOfjgg+X222/Xv5ubm/W1tbV1mHCB98WhI8WEQiGdCClnaKfELdBWiRugnRK3QFslboB2SsqRcQ0VgTfFypUrh8174403ZNasWfr3nDlzVLx48MEHhyl+qC6yZMmS/X68hBBCCCGEEEIImUQeF1/4whfkhBNOkO9973sa/vHss8/Kr371K50AwkEuu+wy+c53vqN5MCBkfP3rX9dKI+ecc854HjohhBBCCCGEEEImunBx7LHHyp133ilXXHGFfOtb31Jh4pprrpGPfexjhWX+/d//XQYHB+VTn/qU9PT0yEknnST333+/hMPh8Tx0QgghhBBCCCGETPTknPsDhJYgGy6TyZByhnZK3AJtlbgB2ilxC7RV4gZop0Qme44LQgghhBBCCCGEkB1B4YIQQgghhBBCCCFlC4ULQgghhBBCCCGElC0ULgghhBBCCCGEEFK2ULgghBBCCCGEEEJI2ULhghBCCCGEEEIIIWULhQtCCCGEEEIIIYSULRQuCCGEEEIIIYQQUrZQuCCEEEIIIYQQQkjZQuGCEEIIIYQQQgghZQuFC0IIIYQQQgghhJQtFC4IIYQQQgghhBBStlC4IIQQQgghhBBCSNlC4YIQQgghhBBCCCFlC4ULQgghhBBCCCGElC0ULgghhBBCCCGEEFK2ULgghBBCCCGEEEJI2ULhghBCCCGEEEIIIWULhQtCCCGEEEIIIYSULRQuCCGEEEIIIYQQUrZQuCCEEEIIIYQQQkjZQuGCEEIIIYQQQgghZQuFC0IIIYQQQgghhEwc4SKRSMjQ0FDh/fr16+Waa66Rv//973v72AghhBBCCCGEEDLJGbNwcfbZZ8tvf/tb/bunp0eOO+44ufrqq3X+ddddt9sH8v3vf188Ho9cdtllhXnJZFIuueQSqaurk3g8Lueee660trbu9j4IIYQQQgghhBAywYWLF154Qd7ylrfo37fddps0NTWp1wXEjJ/97Ge7dRBLly6V66+/Xg477LBh87/whS/IvffeK7feeqs8+uijsmXLFnnf+963W/sghBBCCCGEEELIJBAuECZSUVGhfyM8BEKC1+uV448/XgWMsTIwMCAf+9jH5H/+53+kpqamML+3t1d+/etfy49//GM55ZRT5Oijj5Ybb7xRnnrqKfnnP/855v0QQgghhBBCCCFkEggX8+fPl7vuuks2btwof/vb3+T000/X+W1tbVJZWTnmA0AoyFlnnSWnnXbasPnPP/+8ZDKZYfMPOuggmTlzpjz99NOjbi+VSklfX9+wiZByg3ZK3AJtlbgB2ilxC7RV4gZop2RCCBff+MY35Mtf/rLMnj1b81ssWbKk4H1x5JFHjmlbt9xyi4aeXHXVVdt91tLSIsFgUKqrq4fNR2gKPhsNbKuqqqowzZgxY0zHRMj+gHZK3AJtlbgB2ilxC7RV4gZop6Qc8ViWZY11JQgHW7dulcMPP1zDRMCzzz6rHhfwitgV4LFxzDHHyAMPPFDIbfG2t71NjjjiCK1S8oc//EEuvPBCVfyKWbx4sbz97W+XH/zgByNuF8sXrwOFEBcbQk92xyOEkH0B7ZS4BdoqcQO0U+IWaKvEDdBOSTni352VmpubdSoVFMYCQkEQXnLUUUcV5uVyOXnsscfkF7/4hYahpNNprVxS7HWBqiKl+y4mFArpREg5QzslboG2StzA/rLTXGJIkps3ijcUkUBVlXijMbEyafH4/eINBPf5/sm+B23Rnu5u7bRNnTZtr2+f91TiBminxLXCxVgqedxxxx27tNypp54qr7zyyrB58LCAx8ZXvvIVVfUCgYA8+OCDWgYVrFy5UjZs2FAITyGEEEII2ZtkBwckNzgovlhMJJ+XfCYt3lBYrFRKkls2SaavVzwo2b7FJ75QWPKZjHiDAQk2NIu/olLX8zjeqMQ9YgWSz2PCoBqEi3g8Ls1TphQ8iwkhhLhAuEBs094GlUkWLVo0bF4sFpO6urrC/E984hPyxS9+UWpra9Ut6bOf/ayKFqhgQgghhBCyN0DUbLavRzJdnZLu6JB8KineUEisfF6sXE49KiSXE/F6JVjXoMKElctKPpUSXzQq+XRahtauFk/AL6HGJglPnyVerEPKGnhV9Pb0qDdvf3+/ZLNZCYXDOhFCCCkvdumpijKk48FPfvITVbrhcYGHyxlnnCHXXnvtuBwLIYQQQiYmECwGV7+h4oQvXimB6hoVIzw+r3h8fslnM+Lx+oZ5UmC+L2o3o7zBkPjjFZJPpyS5eZPkEgkJVNeKLxQSD0JIPCK+SETXIePP4OCgtLe1SUdHhySGhiQYDktVdbX4fD5Zt3atPPnEE+r1e/gRR4z3oRJCCHEoqyfoI488Mux9OByWX/7ylzoRQgghhOyTvBUb16swEaipK8z3BrflrPD6A7u0LQgYwbp6yWL0vrtLLI/odoE/FpdAXYP4wmHxVVTSI2M/kkwmNQwEISED/f3S3t4uyVRKw0EampqktaVFHn3kEXn2mWeko7290AZNp1ISjkTG+/AJIYTsqnCBMqceDyI6dw7KmxJCCCGElDvIT5HYsF6yQ4MSrG/cK9uEVwU8NgwIN0GujNzQoCTWrhLxeDQXRqh5igRqagteGAhX2dW2Ftk5+D6R5B1hIBAm4LmrZfQsSyoqKyVvWepZAbFi44YNhfWCwaAsOvRQTR4PDwxCCCEuEi7OOeecfX8khBBCCCH7CeSuSG5aL+mONjtvxT4SDTS8xOsVfyXyhVWpkJHt75OBN1ZIoLJK/FU1ks+kJI+QhYYmHJkKKqGGJj1GTQ4aDIovEt0nxzfRyGQy0t3VpYIFxAp4WkCowJRIJOSF556TZ599Vt5YuVLFDeD1+eSQQw6Rxccdp+Eh2UxG7cFHrxhCCCkbdumOfOWVV+77IyGEEEII2Q8gsWZi43pJbt2suSg8+3FkHUJGoKpaRYnc4IAkN63DTPH4AzK4eqVofInkJdPZLvlsVquZeIIhCTU167Hi2P0VFXstXwaEFLdXQdEkm7290t3drUk2IVaYco7VNTXy6vLl6lnxyssvawJOw/wFC1SsOPqYYzRsxADhghBCSHmxW0+9np4eue2222T16tVy+eWXa9UPhIg0NTXJtH1Q85oQQgghZK+Fh2xcJ6mWLRKoqh2Wy2Jn62V7uzV/BaqOIBwE4SVacWQ3gFhivDBGEhMQWuINhsVbUSX5ZEKSG9ap0IIEosjFEWxo1LCHVHub+CJh8VdUSaarQ8NPArX19vqhsHgDdn4OiCBYHscLwQQhK3gPAccfR+hKs64jeUvE6xGP148DsQ8IwoZl5wPJDQ1IoKpGj90IPsYzxOPxaiJSLIfvCXk9tDysz1cQWvA9Yrv43MqkdTu+aGzbucMLIp/DN1TYfi6ZkGxPt/hicQ2zMcv19fRId2eHtK9bp3ks/LV1WhEEFepWrVolzz72mLzw8suSSCYL2586daqKFccee6wuh++hWLhBss6BgQFN1snQHUIIKR/G/LR9+eWX5bTTTtMSqevWrZOLLrpIhYs77rhDNmzYIL/97W/3zZESQgghhOypaLFutaTaWrXzX+jUp1PS+/wzMvDqK9oxVy8Ef0ATaPriFZIbHJSBla/aJVGLgCdE7ICDpGLR4VJx2FHaUd8boCONKiUGhIlAhECuDAgDmd4uSXd16Gden1+yXZ2S8mzW9+muTgm0t0mmv0984YgE6xvUoyPd1qqCgTcalUxPt3bKIQzkkknJdHep6AHBwbLy4kEEBUQDiBi6E6cDD/HD65VUy1YVHJCIVPfZ2SG5oSHVQsz3rGVkfT4VhvAaqG3QkJhsb4+KIBBjID7gvIJ1deKvqtb92dsatD1T6hvEymTsYxscVOEiNGOWDFiWtKx4Xfo3rteEm2GPR6qjUdm6OSEPL39Vlr7wgnT39BS+v+p4TI456CA55pCFMq3RCQvq7pBsd4ee76DPL5lQVKxQSMJiybTqKmmYMoXCBSGEuFm4+OIXvygXXHCB/PCHP5SKim0P1TPPPFM++tGP7u3jI4QQQgjZS+Eh61S0CNbWFzwl0Ilf99MfaOd4Z6C0KUb80RlHZx+eFwPLl+nUcvstUn38SVL3tnfYYsE+ypUBgrXbb98k94SAkO3rE388LnlU01i3Br4L4g2Hdf1sd7ctsMDhIpvVXBoo94pli8NmNKloQYmwPS8Kn2Wzkh3ol6Gebt2Ox1+cg8MSXzSu3y++cywLIQP5RAA+gxASiMX1nCCcpFq3SnLrFl3X6wuINxwRK5+T5Pp1GjnjjUTFqq6R7tYW6Vn1pgxmc+JNJiRaUyN9iaQ8vvJNWfryK7KlY9tvGAkG5ciDD5TFRxwu82fNEk82I5KzzyOTyUomnZR0Gl4oeYkF/NIYDIg/EJFQLifBwT7xtHnEath3uU8IIYTsY+Fi6dKlcv311283HyEiLS0tY90cIYQQQsg+B54I8BSAp4URLeBpsfF/f6GiBZJk1pz0Nu3Io2NtOty5/j5dtuLQIyTYtG0UHh371JZN0v/ay9L34nP6d/fjD0n3Ew9LxaIjpOYtb5fYgoP2W/4Ic1y+aFQnU57VXxqKUuwVEgzZy8G7JD685Ouw4y7JAYLvr7hyyqjH5PPrpN4iRR4kxWh5WIgqJeTzOUlYomEbfR2bJJOF2JASv8cj3lxOlm1tk+cefERWbdhYWMePJJsL5sviww6VRQvmS6A4jCcQlJw3pzkwQLSiUmorKiUajUgsFoOaIflEQnwVFfrbw2MEoTQF8YYQQoi7hAskOurrsx/ixbzxxhvS0LD3RxgIIYQQQva4NGZHh4aGmPCQVGuLbPrN9ZLavFFDEGZ/7t/H5CmBjn14+kyd6t9xlgy+sUI6H/6bDL6+XPpfeVGnQF2DVC8+QaqOXuxUDCE7+52QaHNwcEC6u7plcHBQ5wXDIRVmVm/ZKs8tf1VeW7Vaco4XCFgwa6Yce+giOWrhwRKNRIZtM5VOazWRfC4nXo9XKiorpKGhUZNxDvOm8Pk1tAbksgP776QJIYTsG+HiPe95j3zrW9+SP/3pT/oeN33ktvjKV74i55577lg3RwghhBCyT8kNDEi2v1eTUGb7eqXljpulb9kLGgIB0WLGRZ/do/AOtIXiBx6sE5J+dj3xsPQu/adWBmm/726dwtNmSHzR4RI/8BAJz5qtXg5kWwlTeFZ0dXVKIoEQjpSEgiEJRyPyxrr1Kla8vPINSRdV+5je3CTHLlokRy9aKLVV27xK8siTkU6pAJJFIlN/QGprajRpZyQckVg8pgIGIYSQCS5cXH311fL+979fGhsbVcE++eSTNURkyZIl8t3vfnffHCUhhBBCyG6CPBZILJkb7Jf1v7zaTlQpIvGDF8mUD5+/S2EPu0qoeapMef/HpOk971dxpPe5f8rgG69LcvNGnTr+9mcNnwg2NeuyoeYpEpk1VyKz5hTliZgEHjDplAwNJaSvr1c9K5KplIZ2BIIh2djaKs+/+pq8tGLlsIog9TXVcsyiQ9S7YkqRl2+xWIFknfAORhL5WDQm0VhUokVVSwghhEwS4QIPggceeECefPJJWbZsmSrkRx11lFYamUxo3OuAXRLNG4loI8RkyEZZr72VWZwQQgghu0fWSSKZbtsq+XRaNl73E8l02iVDp3/yUolMn7nP9o38EtXHLtEJxzDw6ssy8PorMvjmSm0/ICcGpmKCjU0SmTlHwjNm2WEoU6cPKxU6EcJAhhJD0tPdLYmhhKQyafGh4kggIG3dPfLi6yvkpddXyMDQUGG9qnhcjj5koRy96BCZPW1qIbwDYkUmm5FcNieJxJCEw2GpqqzSMqYQK4KBXStzSwghxB3sXvFxETnxxBN1mugg2zVKd3lDIXUnRZKmdEebpFtbtWSaZtr2+kR8Xh3NUeEiEtFRFDRUUOscDRFmpSaEEEL2L68//KDMmDpFrLYW6bzlt5Lr7RZ/Xb00fuISyVfXSC6XFZ9vt5tCuwxKm1Yfd6JOaCcgGWhqy2ZJtW2V1OZNMrRutQoq8ATBBC+NwrpVNRJqalYPjWB9kwTr67W0aKC2bsSkluUYBtLf3yfd3d3qYZHJpFWoCASC0traJi+9/rp6VhSLFfFoVI48+CANA5k/c6Z4ixKFQoyCAJJKJjX8A+2y6dOmSXVtLcUKQgiZwIz5af25z31O5s+fr6/F/OIXv5BVq1bJNddcIxOBfCYt+VRKEhvXa2MCJcCQpdvjC0imr1t84agEUE7N67XLfaEWuROvmu3v00aIx+uXTHen5OCJkU6JNxpTUQOZqgOV1SqGEEIIIWTf0Ld2tWzsbBffa8vE19stVmWVpE5/j6xr7xTp6NQ8ChihR94Dv98voYBfJGtXk9hZ2IapPDHWZzkGMoJ1DTpVyBGF+RjsSKxfK8kN6yS5eYMkN23QkqvZ3m6dEG5SCsqG+quqxV9ZpWVaMfliaGvE1BsU1Tw0GSkGWMTStkimt1fzfOix+P1a2tUbCIon4BcPqosEAvqKdo9WBfFjcMav7R2dp2VZzat32ysGaLxerQaSSmckm8nKUColPb29kkwmVKjw+f2ydkunLFu5Ql5Z+aYMJhKFc4lFInLEQQfKUYcslAPmzBZfiViRTCQllU6p6AGBYsbMWVJZVan5KvDbEUIImdiM+U5/++23yz333LPd/BNOOEG+//3vu164QP3zVFuLCg5WNidWJl3IBJ4bGpR8JqH1000tc6AP9qJtmMZDYXtbNqrgYbW1aT1yDxpElVU6WoLwEnhl+KuqtOEAEUSQNMqyJDc4IJ5gyBUjKoQQQki5EYjHpaqmRhJv2p3+8BlnizQ0itfrE8vKSyqVlpaWrSKppPgzGQnHYxKrrJZgMCBhr1dC0ZhYeYgTYX0uowQqXhF2gg49Ou14VuN5vje8MioOOUwnQy4xpCVc061btW2S7mjXhJ/pzg7JJ4a0DZHG1LpVypniVsxcS2SuiJyDZpQ6snrE4/WIx5MWWfuKyNrlktRGlVN2VuySpPgvglkeL+ZIh8cjHWaj2zm1juLluhPnV4/Zp2Vpu+yw/71l906YEELI+AsXnZ2dmueilMrKSunoKDxCXEm6q0MS69dpY8AXqxBvLKKjESbMA42KsVJcT92Ahg9GOxIb1onH49WSbCjB5Q0GVCyxRzB8kh3o0/moG+8LhbTxZOUtbSzhWCCe5FNp8YbDtueHI3Zg9AciSBZ/B/F3YKf5OrRRoNtL2iMu+2H0AseLUJtiEcjMLw2twXc2rKb8GPYxljCdsS5PCCGkfEEoSPrhv9keFHPmi39GcU4Ln0SjEQln0yLBSslV10hKPDJgiVgQMRJ9EklnpbKuViK5rOZQEL8dihCprhZfvEK9LobWrlJBAZ4PO3vejhV4fUTnzNNpxFDWni7J9PZomwJ5M+DxiUEWCB55lABNJfVc4BmC57yGvcYrJFBVrd10DJZAhMEy+WxGB2vUk6R4Qtsj50z5nEgu77RH8na4LJ7lY8C73SMWbYHRt1G8uFlqbHvcPfJBhp0QQkg5MebeKcJE7r//frn00kuHzb/vvvtk7lxo6O4DD1+MaCQ2rVfBYF/XWkcHvDiDOfafT6ckn85oJ14bB5mMemKg8ZFYt0of0h5117A71wg5wbGiwaEuopVVkk8O2Y2niioJVFdr9nKPPyih5mZtqEguJ9mBAcnAXRYJsRC6EotLuq1FWwGeYFA9RCBa+OIYBvHaIgimYFDyyaQeq4oh4XCh3jlygGSdkR/sAyNT8BRBg8he1xZPvJGoht9gebHykunrVbfV0NTpuh2IMCb7u8fnlXDzVF0n09UpqdYtEqipt48jk7bdWpFXxGO7rmZ6uiSXSKinC95jn2jwJZH4zOvR7zvV2ipev08CNXXqSquNunRKhRoA0QeNv0B9g/hCYd2PLxrX74JiBiGEuI+hO/8ouaBfsiJyw8Y26fz5tZoMMhQMSkUsKtWRsDTU1sr0gxbKzOmVUlVhD1DgOZtMJmUgkZCugYSEQ0EJ5zxSGYtoaEmkoqIQnhCbf6Akt27WZ5UJscAzXJ9H+3AQAN6YPq1KMlX2hwBkKneYSiAI3cg4wgY+QyWQN9aslRWr10h3X59gqEEdJESkuaFeFs2fJ4fMnyfTGp1qIPBgcb7ndCqlnhVBX0DiFXGJRO32BcqXIpzHWWHbARWJJdv+HEHO2KHCMfqHaAuVDqoQQggZX8b8RP3iF7+ookV7e7uccsopOu/BBx/UMqluDBOBSIA4UnRwtZNa4h2xP4CQoSKAIwQUoyEnTtiJAQ/6/NCgigjonEMISHe229uJxTXpF0JdEPtqZTMyuPpNFQ7Um8PKq6iAB3K6s1MTliFfh7q7Dg1pQyifzWpcLUZAdFTF8UKAW60KBWglQNyAQOHzS3agV1sOtgDgESvbKZbk1eXSrIvGGwSVfCqh4ok9L6AtmsGVK/S40GhRZ1AnZAYCBgQKCCKYl9y4HuqN0wxCg2fbSIyFkSR4mfR02/vEqE4kouIESLe22CE4Ho+k2ttUULHSaXuURx05PNqE0W2sXWW/R96SYEiic+dLsK5+f5gCIYSQvUi1x77N/yEp8nq2b/QFH35UX+rq6mTuvHkyb/58OeCAA2TKVLuKBTrXSAi5aeNG2bR5s0QiEamsqJBYPC6xWEyis+dpzorkpvW6HYSD6nM4FC6EjrqJvJWXdCqtgsXgwIB0dXVr7goIFRApkH9iS1enrNmwSVauXStrNm2WPLwvHPw+n8yfM1sWLZgvhx6wQOqqqwsiQxo5xLI5fc1lsxKtrJKmyiqJRiISjoQlhLCccQYDGWgvEEIIcbFw8fGPf1wf3t/97nfl29/+ts6bPXu2XHfddXLeeeeJm0CIRGLjOkm1bJFAZY1rkmWiEaUVThxKjxsNJfV2cDwJ/FLlxOPaybVGw4wteEM7D6GASym8J6xUUgLVtSpgjAbWxehTtr+34NFSvC24ohYSfJX8PjpqVVUzZvdbCFJIihqoa7DDaIpCTfR44GkRs8NtRjpegGNMtbeqqEIIIcR99M+aJ+mZs+S0abPkdI9XveyyQ0OSFI8MerzSNTgkbR0dsmnTJmlrbdVwWExLn31W14coMX/BAlmwYIG+znAqXAwNDWl4bEtLi76HkFFRUSHR6nr1FohVVIq3qloyWzfrc0STZo4wOFFOlT9Q7cNOgpmQ3r4+FWtyubwKFoFgULa2d6hAsXrDBlm9YaOkEGZaRENtjSycN08Wzp8nB86ZLcGi5zbEjkQyoduGBwW8XhB2jO+sEl6jTK5JCCFkJ+zWk+Izn/mMTvC6wMM6jrACl6EhGOvXqacCQgdG6xhDdYc3BvJQIKRi8M0VOnqvybqCCFfwOyERYQnU1Utk1lwdeQnPmqN14scjxKDgzVAEjnVPtzlse5oHI7Drx4Os5cHakT8fpcGiv8luxgtDkPAXiTvFoogezw5GdBgWQgghE4PoMcfL1PkL9O/8QL9GB3jr6nUqfU4mhoZk3bp1snr1aln15puyetUqGRwclGUvvaQTQEWLmbNmyew5c3TQBn/XVFVJKp1WIQMdfzxvwqGQvkY8Xon5AhLo7hIPKopFouLNZuxqIJVV+/15Aw8KCBLwjkBi0qGhQclmMpJMpVS8MF4T6UxGtnR0yYatW2Xtpk2ybvMW9bYoBiVLD5g9S0WKg+fNlfqamuFCBaqAYF8q/nskEg7L9BkzpKqyUr9HJEglhBBCdpU9krgbGpw4RZeBEASUHEPySrh2lo66p7s6pe+FZ6Xvpedtt89REk/B40AkVfhbE26uXS1d8oDOQw6J0NRpEmqeJqGmKVqDPdTYrAm8difRJCGEEELGjoUcTAhxmD5TPSFGIhKNysELF+oEEMawfv16efONN7TcuxEy8IrJEAqFZNr06TJjxgztmE+ZMkXq6+slGApJXyolnZmMeNJ58XV3iN+ypHbufPH29kq+ZavmavJ6fOL3+8QHgT8aFX8ooh4JXq20gckpNaqCQE6yuZx6KORzeRUbfNgGypMiLMbJQ5FOZySHvFYI/URoBrwOPR5JJBKOcIEMpHZy7N6+AWnr6ZbWzk7Z3NqmYkVPX/923w+EivmzZsr8mTPlgDmzZGpjo3id49IQkHRGPXKxPxwzKrPU1ddrAlR/ICAxJCvfgXcmIYQQsiMm3RMEeRyQARzhCcH6xkJjIN3RJj3PPi39L78gqa2bh60DT4pQ01QJNjZJZNYcnTT3Qjql24HHABJDIuQEwkVi/RpN1IXM3kOr3tCpGORrCDY06vZCDU36Gmxo1nkIAeGIPyGEELLnZNMpGWhtkQxCG+saxEqmxJNqsyti4FmLXEY+n4ZCQAwwE4QDn9+v+S4wneGEESKcZO3atbJ2zRoVNRBigs76mtWrdSqmtrZWc2Q0NTdLY2Oj1NbUSGUsLgO9/aJF1D0+8aQQbpGxRRUk5kY1MCuv+1ePQ69PvQ+D0aiKDRAiIF5AAMhZecllMrZoYUp1WJaTh8L2cgB43z84KN0D/dLXPyC9g4PS2d0jbV1d0tbZtZ0nhRQl1Jw9bZrMnTFd5s6YIc31dYX2CUSRFDwqNF8FvEwgvvglGglLRVOThMMhCYcj6llBCCGE7A0mlXCBhgrCPpD7IFRvVw5BQ6T7yUel9c5b7FwLwOOR6LwFUnX08RI/5DCnbNjOicyYJdXHLinkgEClkhTCTFq2FEJNUPUDFT10/pZNUjqmgZAKf7xSXUhRCcNfXaP7h5eGxsjis3hcq2LsKK8EIYQQMtmJ1zdKIByWpsOPlEhjc6GKBbwkAn6/ei/AiwJTOp3WHAwaMgFBw+NRQQOdb5RCRS4LiBCYjl+ypNCBb21t1aSdG5G4c+NG2bJ5s/T09EhXV5dOry5fvv1xxeOa4wGl5JHgMxqL6TGFEebo9YgfukY6Iz54ReRQdjSnZUQthFdEIpJNI6wjJ3mPRz0dkumUJJIpSaRSGvYxlEyqWNE/MLhdLopS8D0019fLtOZGmd7UJDOmNMuM5mYNd4FYgv3k8kjWCW+KrIaRwBsEuSpqqqslXlEhwQC+J78Ekfybgy+EEEL2AZOq5wvRIN3eqskkAeqdb/3jb6X/FTt2NTr/AKk+/i1SsfDQYckvdwfkf4hMn6lTMVotA+U921ptIaO9TVL62mpXxEin7aogXR1i18MYHVQHQRUQlCaFFwf26fH77MofCEVBwks0IFBNQ5Nfepx5zns9ULvSBpbHiEkhSWbh1XY/tSty6F4LpTxQAaSQdXtYO6XozXbtl5EbNOXa0EE4EfKDwDtnooIRPDS+McLHBGmEkInEoWe+WyrisV3KyWTuhfCggIAx4AgayNPQ0d6uzzsjZkDEsB+NXmlqapKpU6fK4uOOK2wLlTi2bNkiW7duVS8NiBvIC9bV2anbHxgY0Gnz5uEenvuKSCgkNZUVUltZKbUVFZpIs7GhQZoaGqQuFrVDPjweyaKNAnFiYFCG+lCFxSN+eIDkcyIIf41EpaGpUcM+IObsi9APDC6BPU1mqhXYUklt25g8X0hUrnnJwpFR2x3Yfy6V0vYVIYSQ8mFceylXXXWV3HHHHbJixQpN8nnCCSfID37wAznwwAMLy2Bk5Etf+pLccsst+rA/44wz5Nprr9WGwlg7oNbWzfqwQgOm7+UXVbTIIVmXzydN//I+qX3bO/Z57gl4SaCqBiY55LDtqmhke7q0XChKnGZ6ujQfB/5G/gwILTlMiSG7/jmyo6dTIn29+/SYJzvRWXOk+pjjxW1g9NAkW8N1pEnjPB7Nho9rCY26DJaBWzGEC79fM7xjQqk7xHsjoz4a6IQQ4kbwTN/VRNImTASeD/CEMHK1Cg39/eppABGjv79fPRDgxYlXeFVo5SotG26HnqBTjwSeqEQyrIqWZek9uKe7W3p7e6Wvr08FDMyDWIJ7tbl322EheRVTtNqVTnnxZHPiCwU1b0TA51Nvh6BHJOz1SCQak6jHkng4IrFYVCrDYamMRyUUq0ACDN1OFiK1WJJNJCSbHJLBdErDTuBd4fd6xR8MSiwUlGikQoLBoIoV/lhM2yfBeKWeH44lh/aJnreO1mi+DITQ2udriTccVeHAiBAQBDBwAo9RrIRwWni6oqy7VinT88zbgzF4hvX3aa4wzMd2LIy9BEIaOpNLDIpsi4bZ9v0awQPHlxgSXySiuUqk1/GoRe6QQFAHi7Actm8bCpK2J5yy8CFdTwewynRQhRBCJiO7JVxceuml8q1vfUvjN/eERx99VC655BI59thj9QH91a9+VU4//XR57bXXtMMEvvCFL8hf/vIXufXWW9WtEvt+3/veJ08++eSY9jW0ZpXEfB4JVNdJy51/lK5H7ASaoSnTZNr/+6SEp82Q8UbjWI2osQO0sZQYknxiSHJIsoUHOkYRslkdSdDY3bylDQDTUNFXne+8OiU+t/8sJxbcUq28NhbshhK2heYAli1OVOr8jUXM30WzdzBj1ISn2y8n44qGFU2ZKuUMGrYYFURGfDR+h9D4wqhhMqmNX/x22nDzeodlj886n4VRxs9xVTbl/Yz7MBrfEBWra2rUbRg/Bxr1mFeuXjKEELI3wT0P00ig7QLhAYIDhGAIwLgXQ5SA2IF7rcmlYYQUeLdVVlVpGwrvIQ4UC8TFJbl3hIoQeO6jXDmWR9sA87o6JAehBV4FA32Sgngdr7QTcnpEQvEKGUgkJBDLSjQUkmBFpUQqKiQcDKhgjdwUfp9P2xN6HMhT4fFKavNGyfR22+0Aj2h+rkBVjZ5buqtDB1MQMgsBIzvQJ9meHgk1T9G2RLavT0JNzZJPZ/QzPEwQ+gqBINPdaYfFViMs16NhsSDd2SHpjlbdf2TqNP0s09mh4giSnmPdUjAAlOloV2/R6Nz5Wt3NymQlNzSgn0OogIdqtrdbQ3gz/c7Aj2WJLxSWyJy5EqypVTGFEEJIeeGxzBNyJyAB1fTp0/VvPGxfeuklmTlzphx66KHy17/+VbNp7ylwo0QCKwgab33rW/XBj8olf/jDH+T973+/LgPvjIMPPliefvppOf74nY+CYzQDgseqB+6TmkhUtv7xN4VkmXWnnCENZ52zy6MxZPKRam+V+AEH7fNQEWOnsHmM9O0MXLaDPT0ymEhIa0eHZr1HfHVvT08hazwa0SjRh1E8CBrq8qyVcEYGo2jIhI+M+HB7njptmiaWg0swGt+mEY1M+dFoVGOb0eA2nhm6DXpnTHjGaquETEY7haCA+63xnoB4jLwZZj7uyRCPITzDk0MHDwBCN41mX9o8KxZA4N0BgdnnU6EA4gBEC00sCq+JQEDLjgII2Sb5KARoiNQQtiGyINfGWERoM9ihx1BUkc14hBR7rSJpp9cJP4SggMEZO3wDzyFLvMiH4fVKHlVIEOo6wnFApNAEpc521CsD2x1FSDL70rCenYQ+4vggtpjjRzgJvDEmm60SsivQTomrPC4OOuggqaurkxNPPFE7RegkQbhAzXMdUdgL4GIAxpPj+eef122fdtppw44D+91V4cLQt2a19Nx3pz4wkQBz2kc/LpVHHjOm40PDAok14ZEAzwSAB63GSjoPcCTlRDwly52SvQkaYrnBAfWuGezvl/VvvCFLlz4rr6xZK29u2iLJdHqXtwWbhccERhDxN64xjBgiXASx2JiWvWTnfQHV1dV2Zv25c2X23LnS3NysI4pwdbaKPDMARhHrams1WRvzZRBCJism7MSIuqWYEBC84n5qkoECtB/Q3oDwDM8HeGjkikJGNDID4R5ONRQIxtgOpuKqKDsSkvEM2B1UXCgpIV+YXyI8FAsHEC3McqW5I3YkFkDcGLYfR6jZEWZfO0OPj88pQghxDbt8x0aG7BdeeEEef/xxzUtx5plnap4JjBz87W9/0/CNseadKAYP3Msuu0yFkUWLFuk8uKxjRBcdp2KwH+POXgqOp3hUGQqhHv/tN0vc55HI3AUy7WMXjjqCruJEPldQ/rOotQ53SXhGej2qyCNPBWqva+Mil9NcFBqaIZaWRtXET04cpj7IPV57PYoZZCd2OhJwlx1at1p6Xn1Z1qxcKa+/uVr6ujq1oVtpiUzJi3QEAzKlsVEaqqukEmEflVV2mEc0IpGqGolWVkisqlpH1+AhUdqgxfWHaxyiBRLKITM+Sv2Z7PgvPP+8TuI0mKdNmyazZ8/WGG54W2F0D43uFicZXTQS0f0jWz5yZuA6xnuKGRPbVgkZL9xmp7gHm/vwaGEoZGLiNlslkxPaKSlHdrkXgVHZxYsX6/Sd73xHvSHQQYE3xA033KAJNNGBWbly5W4dCHJdLF++XJ544gnZ04Sf3/zmN7f/IJ+T0KIjZOYnLhbfCOo+PDGyTqyjig+O26M/ViFRxGjm8ypEaHwkKndotQ2PihTZgX6x4HWChkgorAmn0m2tOk89M5AEEdvG507SKM1yHbJFEKCjKMwZMGkYzU47Nm2S+EEHFWKXO594RNru/KOk165CXJdUiMhiLFhqwt68SMwrUhOVXHW15JCILRy1454zSfH0ZcUaGpChaFwG0UjGKJYREYpcjxEiAs8KiGwQGeDmDAFjzapVsmbNGlm7dq309fbKxg0bdHr8scd0XYgSs2bPljlz5sjM2bNl2tSpevzdXV0qsJiEd3X19RpmognfnLhx2n15M+o9lZAygnZK3AJtlbgB2ilxdY4LdDCOOOII9Yi4/vrr5dlnn5VDDjlER1OXLVumI7BLly6Vk046acwHgYSbd999tzz22GPa8TE89NBDcuqpp0p3d/cwr4tZs2apdwYSd+6KQghB5cZPXSAHnHK61DbUS3V1jWbbRiQpYiWzfT3q+hisb5Bgbb26JtqJLZEVO7zLboel4oMmysS3i9hTiBndXVoVBL1JhJvkkWHb59f4ThRo105mYFtHDiIIklLRU2Pi5bgYzU5//c1vyKxjj5eu3l7JPf6gzFm7Qsyv35MXabdEopWVUtPUrOXtrIEB8XS2iWdocLt9eCJR8TVPFe+UaeKdPV+8lZUSRmK4YECzvUtllYRqasUbjRUqj+Ba04ojuZykEUfshJUgr0XAuQ4gRkDAQJjYurVrZf26dSPmzmhsapIDDjxQFixYIPPmz5dIOKz5N/Q6QUK6QEAFDyT+hDs1/oaoQSGjvBjNVhnnSsoJ2ilxC7RV4gZop8TVHheoNY68Ek899ZSOpB599NFaDQQjsgghQeLOsYoW6MB89rOflTvvvFMeeeSRYaIFwD7QWXrwwQfl3HPP1Xnw6NiwYYMsWbJkTNm/793cJv9fPC6dHZ3S1d4hoWxGKiriWubLW1EpvrpGyVZUSRqOFsmkxpIiRlSc6guoxGA5I8d4NQm3NBO136/LoFOmrvBOxysei0lFZaUd4xqOSHTOPJ2PjhmSQqG0GLJah2tnaqKp3OCQnW0bGbtRCSKVEAvvcznxhMLD4kG1+kc2Y08axoISYxWaaMrOv+Gx56mHiF+rY+STdlkyiDEa2oJ1sW0TM+rxagiMxq/mLU2KBfFEE2rlssO8Q/Bey5chaSPEFY9XxRcsW1gOZdIQToPlIc5gGQhCiOUtOp9hNpHLaqUUjeHFsTvfpepriO9FOM4OcohoqA8qaGjVFI/mMyntCJvjwn5wXL54xX7vLI9mp5FH/y63P/SQLA6IHOLoZcsyIs8EojLv8MNk8fz5Egz4NFwjEI1KvLJaIhVxCSQTklq7SlKbNkpyw1pJbt0sVmJIsmtXiWB66lEJNU8V31HHStXRx6sN5Ib6xZtJ6fkHa+sk0Nys1zFsW4WMRELL/kHMQGJPU6EE1+TBCxfKkUcdVYitRkgJRAwIGvDM2LplSyFfxhOOV0Z9Q4PMnz9f82UgzCTa0KAPxQ3r1tm5MgIBqampkZraWt2uETKY8LN8KyoQUi7QTolboK0SN0A7Ja72uCgGnQt4R7z++uty3nnnabK+1tZWDSNBRZBd5eKLL9aKIfC2OPDAAwvzkbXWJI76zGc+o1VLbrrpJlX4IHQACChjyYJ74vHHy0lHHyXnnnySBHNZSQdCkopXiOX1iQSDdqd6BEx2b5N4ytRqV1EAHaqieeh4oRMnzjqo6oD3GK3GdjCyDFd85BnYGXbmbXSss1r6FDXHEZ4C8skhFRpQrgude+TPyPZ0S6a3V+uSe8MhzfqNsmMZeJOo90ZIhQ2IBvnEoN35R1KvUEjyiWRRGdWcJmnUpKMQUzBC7ogb+qpfip2cy4dtRqIqiqgQgn1q8lIsZ+nx2qEytveIignO91yo9a5friovIijD6vNqiTMt+To0ZGdYNz+C3++E5zhlWp3vXqvCOGKKLo/s5F4747oFcaWo1LsKHx478RkEF5xDFl4L+C2xjZLfHstE58xXb5x9ibHTh047XuIBW/iB/LRmyiwJHHiITKmrQSYxCaFjX10t8WhUIqGgijmaQV3FKoQihdUGYD+pLRslsWGdDLy+XAZXvFYobYfvKHbgQqlZ8haJHXCwrg9bg8jlr6wULzw1kI+iokqFKC2tiuz4qZQkkkkNFYGggXlq7x6PCnYQGUzoB4SOVW++qdVO3njjDdmwfn2hxJ8B18uMmTM1T8a8efPUkwoeHsiMj99Ck36ieklNjV77CC+BmGgSgZLxgZnFiRugnRK3QFslboB2SlwtXCA8BNU9TKgIOi0QLT70oQ/t+s5HGeW+8cYb5YILLtC/4b6O/Bk333yzdpTOOOMMufbaa1UsGatwoaXAgkE57qgj5cjjj5d5Cw5QUWFfgo6dljyzLO3wIQM4qi6g0xaORLT85K4kLCwOQ0FHU70kiuu+q1CRKpQX03nocLa1qPgQbp6iHVPj/WB7WfhLkpLmba8GCAOO2IEQF4gRSDaaz6RUoEBnHl4fJkeHrmfZ68MLQ8uXIcwGgsqgXTtda72rEmALD6m2Vju7eCwmeVTEyGa1tro/HrfnZRDC02uLIJo7JFTw7MD2kRBVvTz8fsknIHBA8IiKLxa1vwMILTieoaGClwY655pYFR4y/f3ir6jQnCOoP19cxg2fe/HdaAJWv/gQvrCTLOZ7irHTf3z0vVLhscSKV0j2oEXiqayWQGOzVE+dJpWNjVLd0FhQwM1vmU9hSqgAg+8MQpdkc+KNRPQ7UY+boSHpX/6i9Dz7tAy9uaKwX3hbVB27RKoXnyCBqmr9LTQZrVjij1dKqGmK/T0hbKnI3uCVoSVXMxn9G2VYcQ7wTIL4AC8k2DiOFYIDvJFWr15t58pYvVrDTDCvFJQ/nr9ggSw44AAVNCDyQTAxZf/gaYL7DzyZTJ4MiJz0yth/sPFC3ADtlLgF2ipxA7RT4lrhAqVQkdMCnQVUALnvvvs07qmcL7Tf/OAque+ZpbK1ra3wGTrODY2NWuYVAowmDXRi+XXy+/W9KS+mIR4QIorqs+NvzEOfHKIEwkPgEj912rQRL2x09jAarR4FuZyWj0TsP/ZfW1fH0eRJirHTZ2/7o8SsvHbQI7V1Ep85Wyqnzyjkl9gZEHogNmX6eiXT2WGLGOox41dBCOJQpqtDup9+QnqffVKFDkN4+kypOuZ4qTxqsfgrKiXb3ycWxB6ECwUD4oeIUl1TEIaQpLZY/IIQMTQ0pK+wcbwmh4YkncnodRSG2yFyxjjhJe1tbRpasnbNGlm9apVs2rRpO68MXBcILZkzd656ZEybPl3FEngFAeOVgWsN12hlRYVWTQHwzmAVk70PGy/EDdBOiVugrRI3QDslrhUu3Hih/fXPf5bZc+fKitdfl2efeUZee/VVvfj2JbW1tTp6fOBBB8nChQtVmCgGnbeBgQHJZbMqgmDkGEKGKR+J9TmSPDkwdtrV2ipRj6XCgD9esV0N+7Gg+UISyG2SkHRnp+ZPQeiM+Py6beQzGXhtufQ884T0v/qKE25ie8VE5y6QisOPksrDjlJPHXjdIERJ3WacnCheeFXUNkigqkq9OzT8qMgzBbcW2DfODdPgwICGmpgqJhAVTOJPiAyJoSFZtWqVhpjgFTkzIAwWA/EQ3lYIMcHUPGWK1NfWSjAcLnjn4NrBvuH1EYtG9TqCdxP2h/3gcyYA3X3YeCFugHZK3AJtlbgB2ikpByaNcIGcHOisoBODzgtOGxdfa0uLdHV2Sj86VYmEuqVnkDjTcYHH6C7+ziKEAkkl4Qbv8+nIMTpAGAk3+RGwfH9fn7S1t+toculXi/wWiw49VA49/HCN6dfknw5YFskQcQzorOFYp0yZopUZ0LnjyPHEZl8/EOycKSnJDw1Kqr1NMr3dmlgV+TB8sbh6ZvS9+Jz0Pv+MJJDMs4jwjFkSX3iYxA8+RMLTZ9khP6iKAzHDCdPRUB6fVwK19RpyoqFNCLmBt4Zju/BSgjih11U2K0ODg3q+KQ1PsfOqIPTDiAzwSEJuDISWaCnWNWs0UehI4LubPmNG4ZqBuIHSq7hesS/ko4GQ4XeECw0xiUY1ca4JZ8FEdg4bL8QN0E6JW6CtEjdAOyXlwKQRLhDegjj8zq4uDc2II25/H3ozQIDAiDGSEyKJKTpdxV81wlIWHnKIHHrYYXLIokXqZVEMOnc9XV3a6cOyCM3BeTDD78Rkfz4QYIcIJ0GYSLqjXUNCkITTF4mpAJHp6pS+Zc/rlFi3puAhATzBkERmzZHIrLkSnbdAPTOwrknKCmHETsBqOQlcwxKoqRVBnpJgqJBXxHg8mJArTfyZSEhnZ6d6ZcALCXlhIO5FIxEVM7AO8sSsX79eNm7YoNf0po0bpa0o/KsUlFFuam7WqbGxUSfk0YAYqLlnnHATCJCYV1VdrdcYBA94P+1qiM5kgo0X4gZop8Qt0FaJG6CdknJg0ggXuNAgAKBjtGXLFhno77crg6Bz5cTCm4oIEDT2tis53ORfe+01eeXll2X58uX63oB9zZw1S4UMTMXeGOjAwd0eSQ/RgYvF41JdVaV5NNipmjiM1wPBLsvbLan2VskNDGjiUw1RQVJPj0fFDVQlGXjtFRl843UVPIaBsqUzZkls3gESmTNforPnasJPLQWDfBtahhdJOFFBJq/Ch3pnoEKOZYem+KtrNXmrJ+AXy+fXnBjwOoIHUk9vrwqO+Nvn5J3RUrBOHhrcvuAVtXnTJi3ZjNetW7dKy9atOwwFgyiBvDwIN5k+bZqGnEDMRCUgPXbL0vfw0DKhJXjFPWSy56Fh44W4AdopcQu0VeIGaKekHJhUwoW50NDRwXuIF+gkYdQXk5YvhUu9EytvwjO0aga+LIwaI7FgLqdu5+jI4D3WNeEdpoNjyrmOBHJbwANDRYxXXtGR42LQOTrs8MPl2MWL5eCFC1XEwDrYDzpwGKFGUlEkK8SyxP2M9wNBQ0lQdrezU0vvInQEHhIor2oq1eA6SLVulcTa1TK0dpUMrX5DE4CWEqirl8jM2RKeMVtDSyLTZ2g4ilZBwTWWSWu5XiMQQNxAWAkSfWrZXggnqBaTTmkFHVyXQ+KRIXhlDAxKzuuVDJLkonxuKIgCNhr2ge1DVDAhH0gUCgED4WAtLS0qaGzdskXa29u3C+MCuGYhIKJaEsJOUP2nsrpavS9MVR9sG4IGREQT1oJ5uFfgXjAZxMTxtlWEEOEeqPYE+8nl9J6uojN+K+e3xG+Bz3DvxG9jfiMyORhvOyVkV6GtEjdAOyXlwKQULkZCR3iTSW0Iw229v79fhQLgdzoj6EAhXj4YCBRKQSL3BTow6MiYRjQqKsBDQiuNoCRkOKwdqtEazT09PZos9PXXXpNXX311mDcGQkgWH3+8nHjSSRouArCPjo4OrdKAEWGUh0RnimEk7qWcHgi5ZFKyvd2S7uqSfGJQc2NoTs5IXEvDFpPu6pShVStVyICgkWrZMiy0xOCvrpHwlGkS0mmqllkNNjQXtodEohpqgjwcmYwKG5ro05T2RYld8YiFUrF5S6/XnCXiCYdkIJvXHDWeVFJSOHasEwqL5UfZ3oAEfF6JRWN2rg2PR6/dLZs2ycbNW2TT1q2ycctm2bxl63aJQMWpFDRt6lStZoJKQQgzQTgJkn6aszRlWnF94zdEqVatduKIGxMtP83+tlX8LggjQn4U3FvhhYN7M4Q0hPvkYCuOp5wB3zvEZa3eBOHC4ylUh8JyEJvwOxnvOojDuFeb9zu6XxN3UE73VEJ2BG2VuAHaKSkHKFzsJsZFHY1qbSQXJdrESK/x5sDrAEpDDmHM2B4ZRmdoNJEBo4OoqPD80qXy/HPPqYBiQIWSt7397XLUUUdpR0lLq8K9P5/XhjbCSJBsUMNfvF6tYkIxwx2U6wMBXg/wvsh0d2sZVVQp8Xg9msfCh3ASeEoEtlXpwLKJDeskuWGdJDaul+SmDZLpbB91+/DECDY0SbC+QT01NLlnTa2WXfVXVWtyz5HCtnS0PZeVfDJpCyvwiAgEJJFKSiaRECubk2zOrtaTTCUlMTjkeFk4FU007MROrIu/8z6ftPQPyIZNm2VDS4tsbmuXTW3teg2PBETDpvo6aa5vkKa6Wmmsq5PGhnqJ6G+H70ckEI5IwOuVSMAvsaoqCQaC4vc4n+EeAK+AcETFFIg2VtbelwfH5fOLhbwhjqeHB5VSsAwSomay4otE1DtFvVb0ziJ2pZf94PGxr23VlJyGSIHEyUjIum7dOi2di1Ag5DSB2IvkrsWYcD8IxSEkW8XfmJBE2Um+arzh8BkEaHisRWMxLWNdUVUlYXjreDy6jIYEmWTMjlcNPPK0TLazfROyRMqPcr2nElIKbZW4AdopKQcoXOwH0HnSspC9vdoI1/CUZFJFBnSaTI6N0g4a8lvAA+PJJ56Ql5ct0wY9wPmc9Na3qhdGXV3dtjASjDY7HS2Es2BEERUWcN7xeJwlIMuYcrDTnQFRIgshzbIkOzggub5ezZGRTyfFGwhpZ1pFjJKRaqyX2rJZkls3Saplq3plpFu3av6MnQExAgKJhq1E7Aoo/soqzcOBkBJ9jcXtKRoTH4Q7HIdvm5dDPp/T6w/eUXrsuZxW/8E1k8vlJZNKii+fV+EggASi4ZAEIRxYeWnv7pHNbW0qZGzp6JCWzm5p7+0dMdQEBAN+aa6plebaGmmsrZGGirjUxeJSGQuLD0lLnWtQR/iDAYkjLAbiic8v4SiWgfeGV/N5WPmcShLYk+YEwfVv4X9HzPAHCtsD/mhMYgct3O77d4Ot4rfAdjWBcmenChUQcNevW6eJWOFxsT8wJalxb8Y9E6+YhgkclZU6wcsO9231qoMQ4lSnMZ4dmG/EkmJhm+wf3HBPJQTQVokboJ2ScoDCxX4GIgMEBsTZYzQRXhuYhzAUv9PIRSO4dBQPI4yPP/qoPPboo3pOAJ2XBQsWyJFHHy2LFi3SvBdGnMA20VmDpwdGFuGNgc8w8ojvw1RRYI6M8qDc7HRXgGgBD4DsQL+kOzokNzSgJVYln8PwfyE/hneUMqMISUl3tGlODeTKwJTu6tBkoZmebiep5+6BJKAQPNQzAceBsqxh20tB/8YxQRzwByQLMcMRAlK4FrN5yThVUcTnl0A4LP5wWAJYL+CXTN6Sjt5eaensktaODtna3i5b2jqkrbPTFkdGAB5QDbXwzKjV1/rqaqmpqpCqSEwqImGxPCJBeJc4uXRCoaDEYnEJBPziwzGg1GxoW/4OhEBYhdAWSz1PPH6fVCw6wg6xKXNbxX0P3mLwRtu6ebNWXnrjjTe0/C2SrCIcrhjcE+fNny9z583TpKq411XE43o/MyKv7V2TUlHYvJr8RQj/03K8yaTeEyGEwKMDE+6TELJGChXaEQjjq66p0co1CB+qcgQNfQ/xIx63BQ1HwNBqNfDecASO4iSvRtigB8fkvqeSyQltlbgB2ikpByhcjCMqWCBGO2ePCEPIQIMaDW54ZeB4EVpSDBrXL77wgjz+2GOycsWKYZ8h38UBBx6o08EHH6yhIgD7QGPdchr4poGOBjQa3GhAm9hviBtG0MBymgQvn9fRRDT+0TFD56o4pwaWQ8ObHh0T0053Obkn8g4glAF2MtCvZVY1lCObFg965vAU8PnFV1GpIQ2wqx15B+h2dBsJ/RueGzlnu5hygwO6H7yi2klucHCPxI4xn7PHKx6fVwTeEDgPJNG1xBZCrLxkcnlJZ3OSztn5OOAvlXdecS3qe0eAhOcVQkmCwYAd1uB0YLUTC1HFixwOPt0fXn1+eGrZHhwej1e8YkkwFpe5X/pa2QoXuE/gPodkqUuXLtW8PmtWr5bW1tbtPFiwfYTGQahAlaUpU6eqvWhuIVP5xfnudvYIM/clLKfeLY6Xm0m6bHu/BHW7vX19KmL0ORP+RriemYxXCO6pOwPbNTlPIHLgngkvDkwQXTDfeHYgvKU43AWYUBY8A/y4vzrXCuZR3Jj491QyeaCtEjdAOyXlAIWLMgMiBsSLrq4urYIAsQDu7Whsa9K/ogYrhI7nn39eXn7pJVm9evV2o5QIE0FVEogYBxxwgI4AFoNOAPJxIKwEIgoa+Ijh1pjuUKiQrd9y4rqRmFS7n5al4gYmLA9xA+toJRWnjKSOJjp/M8/GxLPTXQEdQxUukgnHQyAjmb5eyXR32WEPTgceSTMRCoEOt5ZL3YNOmWVKsELkSAxJPpFQzw5b/LDzYRReUeEkndLEn/o3bB15JeAFhb+zeJ+xPUuQf8I55nLFE43LUbfcaychLRNbTSeT0tPeLuvXrJFnly6Vl5cvl9Xr12/n3YAcIfOnTZW5U6fI7GnTpKamWj1bVChF2epQWHzwQqmskqraWgmjSg1EC9gMbAhePv5AIWEq7mc65XKFik8QOxBKN4TKTKmUJu8EECyKK0OZvCIqrDnbN8k7cR+G+IH7Js6/u6tL79U6dXbqK+bhs7E8WiEMQ8zAPRrCRHGYCkQPfN/w5Ig7YkfEyb+B719FGKeijhGhcayTXUieiPdUMjGhrRI3QDsl5QCFizIGbswQDiAMIO67s6NDRwZxHqUZ7yFCYPRy5cqV6omB2HCTE8OAUcs5c+ZoyUdUSWhubtZGcWkDF/vEhFE+NNTxufGqwH5hMmi4m84HGsoQOeDNAeAtYrao3huxmP6NmHBTacGII5hMucLJjJvtdCzAdjS3hXPbQc6MfHKoIBrkINTBjpxSqfjPG4QIZkoS294EKnA4CSu1c7kf7MeEZ+jkVEHJotoJynMix8zQoHbUM+gEozMMwQQj8zh2nEs+Lz6vRwJen1a5UKEwl5VBJPNFuMIAqmYMyIBTPUPzOjh3Zyenp91Jd44Hf4dDQYmgLGsAIS0R+fD//FYC+1go3JGtQuQZ7GiXrrZWeeG55+SVl5bJ+nVrpaenV0Ie0QmyVG0kLLPqa2VqdZXURSMSyOe0WowFz69AUMUrP/JKVNdIsLJKQuigR2PqhQDPFnju6O8OrxP8NrjnIDzIEUy9sbhuB3bhCUAY84sgqaxjd7AjhBCZyiRpR6QtLp+K+5upXoJX3PM0tM/5LbGseXyq1wyO3UmMjPsbKt3AYwPfk5mQ5wgeG/hbPThg/6OEF40EjgvhKTXV1VJdW6vhKTW1tSpq1Djz4b2hoYDw1giHVaBR7x2/X/82IsxE99qYLPdU4n5oq8QN0E5JOUDhwiWgMQ3xAvHf/b292mjXSiKx2IidfoSGIGYc7tgQMuC9MRIQDtAQVldmZ5RPXZkrKlRwgPBgksxBxEA1BVPe1ZR6HG1kD6aFzhdGNGFk6CBoI90pXYhtYts4NzSm1Y26oqLg0o1jmCyJ7SaKne4JdjlUdPbTzgyRHDqL3Z12TgqvVz0j4PmgHhTorGK0OYuOX177pLbeYYnXF9CKJ1p9RAU1S3NYIL8F0A6tenp4bUECI/ZamWN0ex7TuViWdnZtjyVbdEmn0tqZTcAbBElNcWwIHbFQrtNbKJuK5Jx26JZPunp7pKOrW9q6uqWj2546kcCyu0dSJeEKlbGY3HHPPZorZ3/Y6rrVq6S2oVGv7+6WrbL6leWy6Z9PSGrDOgkN9slUjyU1Hlsv2BsgUasmZq2oEl/cScaKPCZIyBqv1PwlEC68kZgu6w2HnHsjDmL4PVKFCwhfKu5atpePH4IJBBG/2iKA9woEjoLoBpvM51SggTiVg9iBClNenyQGBvS7yCIE0BFycW+zILbBpvI5/Z0D4ZD4tSKMVzw5uww3vED6Bwb1dWhoUPr7+qV/oF96evs0v1FPd7e+lorRpeB8kVy0uqpK7yMmTAWveK8CBzxWTFWVWEzFcNibuddiG1p5JbitWpAb4T2VuAXaKnEDtFNSDlC4cBnoCKEyCUoBdvf06MisjubCvRlChCNmGDdoA0b3Vq9apdn6N23cKFs2b1a35j39+dHgReO30mkcm0R1qHbS0NAgTU1NKoyUiitogMOTBOeD0eecyfdhXMgtS89F3Z5RwjAc1k6mEVbQwDYjnnCtdru4MdHsdF+D8A+EeECMQBgHBA2TM0M9IQb67DKpyAcB24HX0OCAkwPDlB/N2t4QjseGXguYjx041xPQCiXa+3a8QHJZ2/ND9wV7tcMQdFnTS4f3QD5riyXBkO2l4YQgIBFoNp2xy7lqWWWEKthlWzWcIYdyoDlJ67FCxLPzx/jQkUSOECun8xLZnHT390tnd7e0tbbq8Xz+m9/eb8LFFz5wrkTyOakZ7JMpubTM8tkeFaXo94kKKMhrAkEBHhXwjoDQgETEqBQTjTkiVEbDizTcJ5mQLKrB9PdKfmho7AcKzwcIG9GoeDVRqz3hb4gcKDHrC+N9WLwoQescm76apLJ+fPewDwgPllge2IXHrvTi1HxRwczvK9iOChxGuMCHPp96b+QyyC+UkUQiKRkIEFgddoHEJz5s0yO5bE6FLGcHeh9XQQuhK+KRgXRGevp6paevX7r6+qSzf0CFrK6eXunu69P76K4Qj0SkKh6TynhcqjBVxKUSYThVlfq+NhZ1RGqEBNoeHH5U9QlH1WsI3ng+2HxiSEUfVPjR6wphVxAf0ynxRuP6HUJgxDJ4zQ+iKpFHwjNnSqCqRvYlvKcSt0BbJW6AdkrKgX0bDE32OmhANjY26t/Tkeyuv18bq2gkI5M+RuY6Oju10allVh1vCYy6HXHkkToZIBwgHhsjeRA2TIZ9bBOvEEeQhd+EjphYcOxHE+Q5Cffg/oxp1GMOBqWpsVFzbuDYIWjUYYKLc01NoVJCMWj84/jgpQGvDRyPdgiyWXV5hks2vDc03waS12HE0MkDYpKM4hWeISbeG6+TPSRloqAhAUVVGUoJNTVvN0+9L+DNgU6gVkTJOHkM7LADrc4BLwZntN0sn4U4CI8MdCaRHDMUtkURjKDDg8MRDlX4wHLoPDqhCLkBO3EoSrli9D6fzog/ndJRd/FG7ANzwmLsMAZLR/MzqIwBASaTVU8NlHRFGEo2MSg5j1fS+Zx2hCutrFTV1sisuhqJ1jVs51mwL3l392aJB9Cp3vYkSXh90l9VK8HmqRKZNl2kqkZC1dUSjcb0nhSOhCUUDEnQEVZVQHI62zq671y79gyEeQQcQSOrAka2t0eyqAAy0Ce5/n67LG/JhN8LHWj8DmbeHuFUnEHnW710TE4W8zcm2JBzrNvCWOzPIHrhb/z+AYRpwP6gdWlCV2zTEV09XhUtssjk6sPflt7/MhAz8Hk+L3EIteKRZr+IVVspnppKsWZNLewzlU7b3hvpjPQPDUnf4KD0DyWkH/OGEtKXGNKqOVYyIclkQhIo8eucplXyijAkCBzxcETi0bDEw2GpiEakIhKRilhMquMxqaiqEr/HKziDcDQiPgiF+H0jYfHkt9o2jXsvzhGVhoIBySUSEmio3+fCBSGEEEImFhQuXAw66+j4FzN16lTp6OiQ9rY2O0Y7mVSVFJ2q4lKrxjW4qblZp7ECbwcVMSAqoHHsZOFH/DY8QhDWgmNA2VeIHJs2bdJpJOAxARUXLs6ahA6x2jU1WiVF47adV9OhwXlBtNCkdOgsJRLawEd5xba2tm0dQec7gsiBNc15ex3PDQg+2Ca8RExiU7hI47vCcppslEwY8FsjD4ISCIqM8POO5LezJxkjVNDI5QoJM+3QlUwhGemwZU3CUiQFzebUI8C2eXtUXyu2IJzG65UMBI2hIc2tgdF7C6FXjofS/iQdCkuqpk48TVMlOGW6+CorpQFfLzq5yE0RDjniIbxFHFHFOSf8j44svBvy8DqAp4GTO0RH7xGSMYgcE44YZIn4KyvFX1WtnhG2oABxwMnVoGKA7T0DAcquNjOkwpFJ1qrvE3hve3SgE60eAsbLQ5O22slbjYClwhTyr5gQpnFEE4WOYqcAvz4yCuE3GJHRtb4RSItk0yIDvSI70H6yzpQaw5abzrtIZn74vLEcDCGEEEImORQuJhjouCDpJiYTZw9xAaNw8KxAgjmIGVrOT0fC/IWQDE0W6CSmM7HOo4HPIThgMmVXRwKCAJKKouQhyiC2tbdLR3u7zuvs6lJRA8eEabQ8HOa8VMiordVXE5ICdzWIHfgbr6XeG0bkMKOX8BZBBxHfBc4Px7cZgooROuDS7FRRgfcGOgpTp02jWxzZfbGkSEzQ9+h0j7Ssc72puFKyiEp2SKxYLKZUVcm48t6PSLSmRupjUQmEo+IPBSUYjUm0aYpEqqocccGUjoHXwTbPgoJXRbGHRamAA0EGVV6yOTsZqiZFzanwkBsY1LwmGn4AkUGMx0t+mweHfpdIQlklUl1jh34UiUUQk3QdhPCox4Jd2rZQPhWhPPDK0YozdrUZHAM8YjQsxBFZChVoipK2Fv4uOXYVZdTLxP7b9jixhZmC94k5B/Nq4TPn1TlH28sHy9iJQvVLxvKaONQWgcy5Fb6XIq8e+8X+u+BioX8XhQ6av+3YqcLsvZH1YvXatTJzL2yHEEIIIZMHChcTGDTATYk8eDHAG8NkykcYBgQNxKohDAPzgNcRL1D6FA1dZMhX13rT8HW8GSAkFEZ3EX+PmGenU+A1750M9hoi0tQkhx522LDjM9VJNMs+PDZ6e+1EdPDacMoKdnV3qzcHjhveFOpRsQMgpJhEdAiPwavx5DACB+bBg8PkATG5B4ApiYjvB98NEudBmKFwQchwDnnnWVJdDYHCzgehIQ9FHf/dpSDg4HUnHiRGNDD9altsSG8TCHDL8nrUoyI7hBCSbV4T8LSAiIKeOMQPFQJyeQTr2J1zjefYdi4aCoL8HBZyWdhVYVSEcRK96rJO+Nq2SjdOORiTEDYQtAUQVMMxVT3MfVV35+RSKfkOR6uaozlWnGMYjeL7m553flsFlVwOZWNzhTLctraRt73YNE9HzhF+jRhkbwffEkgmkjKQSEjf0JDm3egfHJQ+JBXtH5C+vn7pHRyQVHpblSnDJ+rH7uVHCCGEkMkNhYtJhhEcECohNTVaIhWN2KwRKpykl8ZTA6/wQID4oY1PpwGMsBB07gEatmjkwm0dmFwUyLuBMI2gU30E4ge8HODVYI4Fx4EJXg2jgW1BzOjq7NSEoghFQS4PLS9oyg329Oh5GO8NeHfsDIgcqGJiEn4aDxJTTQUTzgm5OExeEUKITbi+QYLjLOhpNZAxlPVU7wRTahdeZ06H33hKqPCgCTPh5ZDVnCSFXrfxdnByXKg3CJZLpzTMBH15D3Ke4F6HHBtFZXA19AWhPv19Kl5A2MgPJp0NF3ZQ5BVR4vEAD4qRvB0QLpfPicd8aFaB9uE4U6hooX+b0q32Z3j4+4sEjXgIbj54nxeJhCSXzUsuj4SiTpLRvKVCB7aiOVfSKUnl/FLtCUs+EhSpq7XLyVo58RS+ZlRisaQvkZDBZFIGU2lNJrpg/oIx/9aEEEIImdxQuCCa+wFTMejAQ9gYjSlTpgx7r0IFRhGNxwbCMpz8Gkj2CQ8OeGJgOQgiIJ3JaJiKrqdlIH3DyqTibyOm1NfX6zQapvSqem/09mqyUUyaONTJvaECh3M8OEYjcuyMWDy+nbcIIcR9FDwTELKDkqSGMYgfI2GqMxXCTIwAoSEbzjIQAFIJzemhnhcQfj3FyVltbwcIBEVbLqyLz7TCjb0De39I+JpKaR4PXySyLd8HBBXbL0TFDVT5sMsCDzvo4cda+JI8GuZjwlg0pMaE35jSrkXnncvZpWHh/ZJ1ysHCmwRlYCFuD/b1SqN4nPLAaRVtZh140B5934QQQtwN2t9on6Ot3mu8rZ1BSVMgAP0ItO3t0vKosua1B0AR5o6y3sGgDo4iOT8GWNGnwKvJ6RdCfwKvSA4eCkk0EpFYRYXEY7HCoCr6GCahPyl/KFyQvcKw0BGMxiI5X0WFVhABECxMTgk0ZnEDws0JnhNhJyEmclCgcYscHFpFxEmeWajY4HQ8cAPSMqkow+eUGsRymA/PiOYpU3borq6iBRKKOtVTMKGiigoZ5nVoyBZeenvpbUEI2SGl9xs7jETl2G1eEmggFVfC2VuJVFGKtG50UbdcMJWi8N2MVEmKEOJOzIAUcojZAmWm0NaCKKqV3rxebbOFTCdyHJJJk/0DbGDLli2yccMGfUWOO4R5w2saAgUS+ieGhgp2Ml6g/xB2vKshaKBCYQwTvK6jUbVTfIbBS+OZjX6NhqFXVekr5puk/xQ+9g+8a5D9gnlA4cI23h24CUwrCRExjVtMeOihkVssdhiFVnN1OHHYGnqSz9vuzEgI6owOQl3VCpYIVwkGCx4cAOEgCBPZGW2trXLgQRwdJISQPcGIy4SQ8qLgseoMJmk4bk9PwWvVeKpigMdMaIthnUKy993AVLfDyDfaaxgtj2CKRgvhumGnUwkvYDNfR9YdAcSMrBePspuRdFNJzoyok73Dls2btXIgbAXVA1vXrZGudeukr2WLltjODw1qAnEfKpw7AYhRp6gVshuh4jda6d4AwhVFQn6fBH1+bcv7g/jNkE8qoJXVBOGX8ODzByQf8EvW45OsxyvInJSy8pLOi6RzOcloyHpWS8jDwxsDoegnYIJ9og+B12JhDX0LVCPEtCcYgUNzChYJIer9gc8cEcR8NswjxNixuQac5SoQvh6L0RtkBChckLJs3O6ogWu7J+fUIwI3JTN6Z0JVcMOCFwVurAg/MaVSC0nw4N1RVH3A2bEdIu4kHtVEo07YCyGEEEJIOWIGfIy3KDxH0QYqhMz29WkbqA/vIULgM7joO68QIkxJ+LGCYaiYxy6EFUQn1OuRsNcjQY9Hc+igaL0PTS+EuiFRsKn4pFNWvJmseDJDWnK5VFvAEaF+1IDTdDPsTIIoFE0qqoeEJM1a1cupZGVeEcJsf4b3GDV3lnOSHtvvvSiM5czDOk5SZudv77C/7U6mzvOgQp9XvD6MyHs02b23MM8nPq+d1N7nd159XvH70P70is/rF6++2lX+tNKfWdfxcFaPZPxuHo9UHbVYonPmyf5g1Wc/LuLzS9gjUukRqfHsSdlt80vnRDIpkd11wkCbHaGMpjoYBiqNpaBuQAyfh0Q8YbHQtrezOamIkkOfQv+2JIdcTni1LB0MxUBo1nnVv3OY7Lx+JqrTIynxJFPiRdqqnuF2V/yasezT6y35rPTv4nn6e8MGvMY+fFpYAK/G011txBkUtj+z7UyXwfJOOgB/wY7so7Yr05uLCyrTCOKIuZDMOkWhsSMfsdm27S2v77wo8OBUbqysklmf/rzsCRQuiOvABYGLFR4bo4EqKtNnzNC/TbLR4uz6UFxNZn3MwQ3JXGR46CP/BoQNxM2ZaimEEEIIIfuCq772VQlW1+iACdomZsRYJ6fNYkaPzWSqxI3embBBKybksfuUIUdoiHpEqhzBIRgQFRxigYDE/D4J+3wS8XpUiNDlUSZep5z48nnx5bLicdpPw3HKLJcd5rjyO5xVDjjd+DHx8muvyRlf/7bsDyBUxUuaxWmvT3LI3xQKSzAaFX8kKr6AX7x+O1+dEZ48Wq7bqfil+ZQCdjlyJ5mzJrRGEminxHge3tfI0YRXzNP3aaeaWJGdOcm1jfCxIwvEoficabeyW6F/v98cIByJxcqKIE1VFrE4+96e9hWBmjqZ+W+f2yMPKFcIF7/85S/lRz/6kbS0tMjhhx8uP//5z2Xx4sXjfVjEJUB40GSjuwEaEHTRIoQQQsi+5K0rnpchr189DBKWSMoZoc06rvXWCH0nuOP7g3YHDAIExAdMIY9HR8QRMAvRwb9LYgKWSe9WTweJgeHaj46oXR47oMmDtVOKwR+f7YGAUV0djbXX2pagWEdo7WMo7o9qNaSiPGfO3uzPiiopmWWQxDifRzWnXGFAys6TjL/tqkg6D8vY5ZaG5VEr/I3XwrFYw5cp2l9hnUKiY/Pe+buwrvnbWdf522y38L5oefNdmO3viJrg/gvDqz7/UxKHN00sJoHqGgnV1kmwolJDPLzwHlFvEO+2xNOFillmBN/+/ovBqLz9neIdxAunwlcmreupaAGxQquA5SWPSmBZLIPy4tmCyKHVwrAuVoKQ4Xx/kreXR0UsrfilegASUNve15pTzxyXYyuF39jJ1WLv3Pl9jD0VPBLg4WEWsc9Vy4gX7MyxEd2npX0LY6+2fVqFUux4j7AXVPHK5XPDvDyy2ZxkHduG53gen+VxXrY3CObDU0TFT/ztvNrXwn4zEfXqsD1FbI8R9RaC11HOI4fv4bbLXrj44x//KF/84hflv//7v+W4446Ta665Rs444wxZuXIlkyaSfQ5FC0IIIYTsa+ANUb/HDp5FHg8jdFQ8RfkDdLQbnU38HQzZFY+CeB/SykJYzhsKFT73hMPiC0fsz5x5vjDWCas4oSEWfogUTtcCnVfHS1bnw4Vfwxuy+rdpX5mOoCbyxHLoBDolqXV9HZHfVrHJeM/aHu7e7USEAk75azssBH3XnG4Tx2phPdP51I4rOsuo3mTZ1ac0XBh50ZzOJ/rV2F4e+0af1+ncYh6WL3KNx7lpNzRjV4MyFZpM+IKeF05X1Sc7tEH3r6W4cwX3fdMBLbzC8wZluhGcgApO2Zx6B+dzOTnwuONlfzHvPedK5TiUQi/8xqZ0Ob7/4rAEiAI58/05bXcsg8+N+FAU/q3rqHamksVwYWWkXr6KLcOrcNnL2eFGwzGqmpOo29lu0YqO+LFN1DC2CtLJZCE0CTYDwUXLjedsu8NvnoPXOLzDcX4qDtjh7fDOyiNsPp2RLCp56aFbkspkJZVOSXIoIalUUm0nk81JEvOQAySdkUwuK+lURtKppAolaeQIcfKE2K9ZSWcdz6+MmY/39nIlX9h27kx1nrD8m0xw4eLHP/6xXHTRRXLhhRfqewgYf/nLX+SGG26Q//iP/xjvwyOEEEIIIWSPaLjoUgn194k1NCBWMqlu8drR1o6v0/EynXZ0xiEWoFPv94k3AAEhKD4IDeGwPYXCWibZF4mKNxoTfywuHozMm2R/ur5RSmxxoeDC7eRxcALit3lLmOVNn8zp4GunCxNDa8k+wtgmPHn2WlWuMiWyD7ZpGU8MFX3sv/GdFs/zFIsfRd5HQHN+OCFsZnncl8w8vEfoGpL2mjC2QnhbKqXLIOHonlLWvzxO/Pnnn5crrriiMA8329NOO02efvrpcT02QgghhBBC9gYz3/luLbGIkXfbXR5iBSazxPCOhEkcYLvlG7EBPtqOAOGEZRBCiAfhPU6Czn2NeggV5Q40hQ72RoWfshYuOjo6VMlpamoaNh/vV6xYMeI6UHgwGVDeCSCrMiH7AjQ0xnoh0k6JG+wU0FbJ/ob3VOIGxv+eahSNMssuScoO3lPJhLFTq4zZvHmzBgU99dRTw+Zffvnl1uLFi0dc58orrzSBRJw47Zept7d3zLZNO+XkBjulrXIaj4n3VE5umHhP5eSWifdUTjJB7NSDf6SMQ0VQDeK2226Tc845pzD//PPPl56eHrn77rt3qhBiuVmzZsmGDRukqgqFnyYeUD9nzJghGzduHJeEOZP9PPeGkj0Z7LScf8PJcI57a3RwMthquf6Gk+U8eU91/284Gc6R91T3/4aT5Tx5T3X/bzgZzrFiF+y0rENFgsGgHH300fLggw8WhAvEyeD9pZdeOuI6oVBIp1JwkZXTj7MvwPlN9HOcKOc5me10ovyGk+UcJ7OtTpTfcDKc52S204nyG06Wc5zMtjpRfsPJcJ6T2U4nym84Ec+xrIULgFKo8LA45phjZPHixVoOdXBwsFBlhBBCCCGEEEIIIROXshcuPvShD0l7e7t84xvfkJaWFjniiCPk/vvv3y5hJyGEEEIIIYQQQiYeZS9cAISFjBYasjPg5nTllVeO6O40UZgM5zjRz3Min9tkO8+Jfo4T/fwmyzlO9POcyOc22c5zop/jRD+/yXKOE/08J/K5TbbzDLn4HMs6OSchhBBCCCGEEEImN97xPgBCCCGEEEIIIYSQ0aBwQQghhBBCCCGEkLKFwgUhhBBCCCGEEELKlgktXPzyl7+U2bNnSzgcluOOO06effZZcROPPfaYvPvd75apU6eKx+ORu+66a9jnSE+CaitTpkyRSCQip512mrz55pvDlunq6pKPfexjWqe3urpaPvGJT8jAwICUC1dddZUce+yxUlFRIY2NjXLOOefIypUrhy2TTCblkksukbq6OonH43LuuedKa2vrsGU2bNggZ511lkSjUd3O5ZdfLtlsVtyCm22VdmpDOy1/aKs2tNXyhnZqQzstf2irNrTV8oZ2OoHs1Jqg3HLLLVYwGLRuuOEG69VXX7Uuuugiq7q62mptbbXcwl//+lfra1/7mnXHHXcggap15513Dvv8+9//vlVVVWXddddd1rJly6z3vOc91pw5c6xEIlFY5p3vfKd1+OGHW//85z+txx9/3Jo/f771kY98xCoXzjjjDOvGG2+0li9fbr300kvWmWeeac2cOdMaGBgoLPPpT3/amjFjhvXggw9azz33nHX88cdbJ5xwQuHzbDZrLVq0yDrttNOsF198Ub+3+vp664orrrDcgNttlXZqQzstf2irNrTV8oZ2akM7LX9oqza01fKGdjpx7HTCCheLFy+2LrnkksL7XC5nTZ061brqqqssN1J6oeXzeau5udn60Y9+VJjX09NjhUIh6+abb9b3r732mq63dOnSwjL33Xef5fF4rM2bN1vlSFtbmx7zo48+WjinQCBg3XrrrYVlXn/9dV3m6aef1ve4sLxer9XS0lJY5rrrrrMqKyutVCpllTsTyVZpp7RTt0Bbpa26Adop7dQt0FZpq26Adnqrq+10QoaKpNNpef7559XVx+D1evX9008/LROBtWvXSktLy7BzrKqqUvctc454hTvTMcccU1gGy+O7eOaZZ6Qc6e3t1dfa2lp9xe+YyWSGnedBBx0kM2fOHHaehx56qDQ1NRWWOeOMM6Svr09effVVKWcmuq3STmmnboG2Slt1A7RT2qlboK3SVt0A7XSmq+x0QgoXHR0dksvlhn3xAO9hnBMBcx47Oke8Ij6pGL/fr0Zcjt9DPp+Xyy67TE488URZtGiRzsNxBoNBvWHs6DxH+h7MZ+XMRLdV2int1C3QVmmrboB2Sjt1C7RV2qoboJ02ucpO/eN9AIQYkDBm+fLl8sQTT4z3oRAyKrRT4hZoq8QN0E6JW6CtEjdwyQS20wnpcVFfXy8+n2+7TKl439zcLBMBcx47Oke8trW1DfscmWGRGbfcvodLL71U/vznP8vDDz8s06dPL8zHccJNraenZ4fnOdL3YD4rZya6rdJOaadugbZKW3UDtFPaqVugrdJW3QDttNVVdjohhQu4whx99NHy4IMPDnObwfslS5bIRGDOnDlqRMXniBgkxFqZc8QrDBRxTYaHHnpIvwvEbpUDyJODi+zOO+/UY8N5FYPfMRAIDDtPlPdBuZ7i83zllVeG3VQeeOABLVm0cOFCKWcmuq3STmmnboG2Slt1A7RT2qlboK3SVt0A7XSDu+zUmqCgdA8ywt50002aDfZTn/qUlu4pzpRa7vT392s5Gkz4qX784x/r3+vXry+U78E53X333dbLL79snX322SOW7znyyCOtZ555xnriiSesBQsWlFX5ns985jNaguiRRx6xtm7dWpiGhoaGle9BSZ+HHnpIy/csWbJEp9LyPaeffrqWALr//vuthoaGsirfM5FtlXZqQzstf2irNrTV8oZ2akM7LX9oqza01fKGdjpx7HTCChfg5z//uf5AqD2MUj6ovesmHn74Yb3ASqfzzz+/UMLn61//utXU1KQ3lFNPPdVauXLlsG10dnbqhRWPx7WczYUXXqgXcLkw0vlhQi1iA24cF198sVVTU2NFo1Hrve99r16Mxaxbt85617veZUUiEa05/KUvfcnKZDKWW3CzrdJObWin5Q9t1Ya2Wt7QTm1op+UPbdWGtlre0E4njp168M94e30QQgghhBBCCCGETJocF4QQQgghhBBCCJkYULgghBBCCCGEEEJI2ULhghBCCCGEEEIIIWULhQtCCCGEEEIIIYSULRQuCCGEEEIIIYQQUrZQuCCEEEIIIYQQQkjZQuGCEEIIIYQQQgghZQuFC0IIIYQQQgghhJQtFC4mEW9729vksssuG+/DIGSH0E6JW6CtEjdAOyVugbZK3ADtdPygcEEIIYQQQgghhJCyhcIFIYQQQgghhBBCyhYKFxOUwcFBOe+88yQej8uUKVPk6quvHvb57373OznmmGOkoqJCmpub5aMf/ai0tbXpZ5Zlyfz58+W//uu/hq3z0ksvicfjkVWrVuky//mf/ykzZ86UUCgkU6dOlc997nP79RyJ+6GdErdAWyVugHZK3AJtlbgB2ml5QeFignL55ZfLo48+Knfffbf8/e9/l0ceeUReeOGFwueZTEa+/e1vy7Jly+Suu+6SdevWyQUXXKCf4WL6+Mc/LjfeeOOwbeL9W9/6Vr0Ib7/9dvnJT34i119/vbz55pu6jUMPPXS/nydxN7RT4hZoq8QN0E6JW6CtEjdAOy0zLDLh6O/vt4LBoPWnP/2pMK+zs9OKRCLW5z//+RHXWbp0qQVzwLpg8+bNls/ns5555hl9n06nrfr6euumm27S91dffbV1wAEH6HxCdgfaKXELtFXiBminxC3QVokboJ2WH/S4mICsXr1a0um0HHfccYV5tbW1cuCBBxbeP//88/Lud79bXZPg3nTyySfr/A0bNugrXJXOOussueGGG/T9vffeK6lUSj7wgQ/oe7wmEgmZO3euXHTRRXLnnXdKNpvdz2dK3AztlLgF2ipxA7RT4hZoq8QN0E7LDwoXkzRe64wzzpDKykr5/e9/L0uXLtULBeACNXzyk5+UW265RS8ouDV96EMfkmg0qp/NmDFDVq5cKddee61EIhG5+OKL1e0JLlOE7A1op8Qt0FaJG6CdErdAWyVugHY6Doy3ywfZ+8A9KRAIDHNt6urqsqLRqLo2Pffcc+rGtGHDhsLnv/vd73Teiy++WJiXzWatqVOnqhuT3++3nnrqqVH3uWLFCl3/+eef34dnRiYStFPiFmirxA3QTolboK0SN0A7LT/84yGWkH0LMt9+4hOf0IQydXV10tjYKF/72tfE67UdbODOFAwG5ec//7l8+tOfluXLl2timVJ8Pp8mmLniiitkwYIFsmTJksJnN910k+RyOXWfgmr4f//3f6oUzpo1a7+eK3EvtFPiFmirxA3QTolboK0SN0A7LUPGWzkh+04l/Nd//VdVBZuamqwf/vCH1sknn1xIJvOHP/zBmj17thUKhawlS5ZY99xzz3YKIVi9erXOx/rF3HnnndZxxx1nVVZWWrFYzDr++OOtf/zjH/v1HIn7oZ0St0BbJW6AdkrcAm2VuAHaaXnhwT/jLZ6Q8uXxxx+XU089VTZu3ChNTU3jfTiEjAjtlLgF2ipxA7RT4hZoq8QN0E73DhQuyIgg4217e7ucf/750tzcrElnCCk3aKfELdBWiRugnRK3QFslboB2undhVREyIjfffLPGV/X09MgPf/jD8T4cQkaEdkrcAm2VuAHaKXELtFXiBminexd6XBBCCCGEEEIIIaRsoccFIYQQQgghhBBCyhYKF4QQQgghhBBCCClbKFwQQgghhBBCCCGkbKFwQQghhBBCCCGEkLKFwgUhhBBCCCGEEELKFgoXhBBCCCGEEEIIKVsoXBBCCCGEEEIIIaRsoXBBCCGEEEIIIYSQsoXCBSGEEEIIIYQQQqRc+f8B7h0KZch7EngAAAAASUVORK5CYII=", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_5b()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "t-test p-values:\n", "All neighborhoods - response vs no: 3.290e-08\n", "High T-cell neighborhoods - response vs no: 2.625e-08\n", "Response - all vs high T-cell: 4.696e-07\n", "No Response - all vs high T-cell: 3.685e-07\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_5c()" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 2 }