diff --git a/.gitmodules b/.gitmodules index c7d254a77..3ab59383a 100644 --- a/.gitmodules +++ b/.gitmodules @@ -1,4 +1,4 @@ [submodule "ann-benchmarks/ann-benchmarks"] path = ann-benchmarks/ann-benchmarks - url = https://github.com/alexklibisz/ann-benchmarks.git - branch = fix-get-algorithm-definitions + url = https://github.com/erikbern/ann-benchmarks.git + branch = main diff --git a/ann-benchmarks/ann-benchmarks b/ann-benchmarks/ann-benchmarks index c45bf6b2c..df8083ab9 160000 --- a/ann-benchmarks/ann-benchmarks +++ b/ann-benchmarks/ann-benchmarks @@ -1 +1 @@ -Subproject commit c45bf6b2c917eeb169426088fd6b82840f272e97 +Subproject commit df8083ab96464faa5ddda76da9667069ec5825b6 diff --git a/docs/pages/performance/fashion-mnist/plot.b64 b/docs/pages/performance/fashion-mnist/plot.b64 index 1a38a8eb8..1d85c68a7 100644 --- a/docs/pages/performance/fashion-mnist/plot.b64 +++ b/docs/pages/performance/fashion-mnist/plot.b64 @@ -1 +1 @@ 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0qfd23tdmxIgR3q+XYRjGs88+a0gyJk6c6G0r7Hj89ttvDUnGyy+/7NPvuuuuM0wmk7Fr1y5vW1RUlNG2bdt8n9eIESP82q/Uhe9n5z/e+c817/0mIiLCyMrK8ra/8cYbhiRj7ty5F32c/F77f//734YkY9myZd62vPe7C993x44da1SrVs17e+PGjYYk48EHH/Tpd9NNNxX4nM6XlJRkSDKmTZvm056VlWXUrFnTaNeunZGenu5t//777w1JxqRJky563sKMzfOfb3JyshEcHGz88Y9/9LYVdlwV5GLfAxd+XR955BHDZDIZGzZs8LadPHnSqFq1qt/nWmHzX+w1yM+Fn3GFeT8uiCRDkrF27Vpv2759+4yQkBBj7Nix3ra77rrLqFOnjnHixAmf+99www1GpUqVvOO1oHFiGIYxYsQIn8/KPIX9rMjLazabja1btxb5uQJARcJlXEA5MnDgQNWoUUMNGjTQddddJ6fTqXnz5ql+/fqSpFOnTikuLk4TJkxQamqqTpw4oRMnTujkyZMaMmSIdu7c6Z1yP2fOHHXs2NE70+d8eX9Ntlgs3rVcPB6PTp06pZycHHXt2lXr168vtueVmpqqsLCwi/bJO56amlqkcy9ZskRnzpzRjTfe6H09Tpw4IYvFoh49euR7SVphFoKeNWuWKlWqpEGDBvmcNyIiQqGhod7z5v21+/vvv1d2dnaRsktS3bp1fb5GeZeIbNiwQUePHvVm6du3r6pUqeKTZeDAgcrNzfWbqj9+/PhCzYDIyz537twCL5OYNWuWWrdurVatWvk8dt76Mnmvw7fffiuPx6NJkyb5XfqUN96WLl2qrKwsPfbYYz597rnnHoWHh2v+/Pk+9wsNDdUtt9zivW2z2dS9e3f99ttv3rYFCxaoTp06uu6667xtDodD99577yWfv3Ru+/OgoCDvX6cv14IFCzRgwADvGjlFGRd5M/fyLq+8XE2aNNGQIUP82s9ftyclJUUnTpxQVFSUfvvtN6WkpEj639fmkUce8Zltkt8irIUdjwsWLJDFYtGjjz7qc/8//vGPMgxDP/zwwxU939J07733+sw6e+CBBxQUFKQFCxZc9H7nv/YZGRk6ceKEd12y/N5j77//fp/bffv21cmTJ3X27FlJ8j7eha/plS6Wu3btWiUnJ+vBBx/0mVk5YsQItWrVyu97s6jatGnjnSEinZuh1bJlS5/v5aK+z+WnoO+BCy1cuFCRkZE+s1erVq3qvaz3cvJfqcK8H19MZGSkIiIivLcbNmyo0aNHa9GiRcrNzZVhGJozZ45GjhwpwzB8XuMhQ4YoJSXlij73C/tZkScqKor1uADgEriMCyhH3nvvPV1zzTVKSUnRp59+qmXLlvlMK9+1a5cMw9Bf/vKXArdrTk5OVr169bR7926NHz/+ko85Y8YM/f3vf9cvv/zi80tpkyZNipQ9JSVF6enp3ts2m817+VBYWNglizh5x2vWrFmkx925c6ckFbi4bXh4uM/toKAgb/HsUudNSUkpME9ycrKkcz+wjh8/XpMnT9bbb7+t/v37a8yYMbrpppsKtSho8+bN/S7luOaaaySdu4yvdu3a2rlzpzZv3lxgAScvS57Cfu1+97vf6ZNPPtHdd9+tp59+WjExMRo3bpyuu+46bzFm586d2r59+yUfe/fu3TKbzRf94X3fvn2S5Hdphc1mU9OmTb3H89SvX9/vtalSpYo2b97sc878XsOCLt8oCdnZ2VqyZIn3EiSpaOPC+O/6NRe7HKgwCvq6r1y5Us8//7xWr17tt/5LSkqKKlWq5H3tW7Ro4XO8Ro0aPpeRSir0eNy3b5/q1q3rV+jNu7Tlwq/3lTh16pTP5WZ2u12VKlUqtvNf+LqEhoaqTp06l1xD6NSpU5o8ebK+/PJLv+/TvELb+Ro2bOhzO++1P336tMLDw7Vv3z6ZzWa/tc+udLwX9L0pSa1atdKKFSuu6PwXPi/p3HM7f92jor7P5aew73379u1TZGSkX3vz5s3z7V+Y/FeqMO/HF3PhGJXOfZa43W4dP35cZrNZZ86c0UcffaSPPvoo33MU5jUuSGE/K/IU9WcMAKiIKPYA5Uj37t29u3GNGTNGffr00U033aQdO3YoNDTU+9e+J554osC/Xhb0w2p+PvvsM91+++0aM2aMnnzySdWsWVMWi0Wvvfaa36LQl/L73//eu9CydO6X3bzFKdu0aaP169crMzOzwALI5s2bZbPZVK9ePUkF/+Kbm5vrczvvNZk5c6Zq167t1//C3U6Cg4ML9YOzx+NRzZo19fnnn+d7PO8HWpPJpNmzZ2vNmjX67rvvtGjRIt155536+9//rjVr1lzxjJG8LIMGDdJTTz2V7/G84lCewu7AZLfbtWzZMsXHx2v+/PlauHChvvrqK0VHR2vx4sWyWCzyeDxq37693nrrrXzP0aBBg6I9mSKwWCz5thsXWci4qKpVq6acnJxCzT4ryIoVK3T27FkNHz7c21aUcZH3C2P16tWv6Lnk93XfvXu3YmJi1KpVK7311ltq0KCBbDabFixYoLfffvuyZhAUdTyWhnHjxikxMdF7e+LEiT4LDxfWhe8vV2rChAlatWqVnnzySXXq1Mn7Pj506NB8X/vSGPOBUJjnVRzjqqR2nyuNr0th3o+vRN54u+WWWzRx4sR8+3To0OGKzl+Uz4qrZadAAAgkij1AOZVXdBkwYIDeffddPf3002ratKkkyWq15rt70PmaNWumn3/++aJ9Zs+eraZNm+rrr7/2Ka48//zzRc771FNP+Vxyc/5sgJEjR2rVqlWaNWuWT588e/fu1fLlyzV69GjvD4B59z9z5ozPwqAXzgbI+wt3zZo1L/maFEWzZs20dOlS9e7du1A/lPbs2VM9e/bUK6+8oi+++EI333yzvvzyS919990XvV/ebK3zX/9ff/1VkrwLVjZr1kxpaWnF+vzymM1mxcTEKCYmRm+99ZZeffVV/fnPf1Z8fLwGDhyoZs2aadOmTYqJibnozJNmzZrJ4/Fo27ZtBS7s3ahRI0nnFlHNG8vSuV3h9uzZc1nPr1GjRvr555/9XsMdO3YU6v6tWrWSdG5Xrsv9RWf+/Plq06ZNvguMFmZc7NmzR9KlF3O9nJk/3333nTIzMzVv3jyf2QkXXlKR97XZuXOnz9fm+PHjfrMXCjseGzVqpKVLl/oV0n755RefxywOf//7331y1q1b96L9q1Sp4rcDXFZWlo4cOZJv/507d2rAgAHe22lpaTpy5IhPge9Cp0+fVmxsrCZPnqxJkyb5nOtyNWrUSB6PR7t37/aZhVPY8V7QGDr/e/PCWZI7duy45NfqSmelSSX7PnehRo0aadeuXX7t+bUVVnG8Bpd6P76Y/MbVr7/+KofD4f3jRFhYmHJzcy95ros9l4KOFfazAgBQeKzZA5Rj/fv3V/fu3fXOO+8oIyNDNWvWVP/+/fXhhx/m+0vJ8ePHvf8/fvx4bdq0Sd98841fv7y/Rub9pfD8v07++OOPWr16dZGztmnTRgMHDvT+O3/tgPvuu0+1a9fWk08+6bfGQUZGhnd71/P/optXxDl/nQaXy+Uze0iShgwZovDwcL366qv5ro1y/mtSFBMmTFBubq5eeuklv2M5OTneXxRPnz7t99fdvGJHYbb/Pnz4sM/X6OzZs/rXv/6lTp06eWcqTZgwQatXr9aiRYv87n/mzBnl5OQU9mn5OHXqlF/bhdknTJigQ4cO6eOPP/brm56eLpfLJencTDSz2awXX3zRb8ZC3uszcOBA2Ww2/fOf//R5zaZOnaqUlJRC7Sh0oeHDh+vw4cOaPXu2t83tdhd4mcKF8i7lWLt2bZEfO8+CBQv8shdlXKxbt06VKlXy7kpUEKfTKUl+RYqLye97PCUlRdOmTfPpN3DgQFmtVv3f//2fT9/8dkAq7HgcPny4cnNz9e677/r0efvtt2Uymbw7qhWHiIgIn/efS60F0qxZM781YD766KMCZ/Z89NFHPu8vU6ZMUU5OzkWfQ36vvZT/a1pYeY/3z3/+87LOWdAY6tq1q2rWrKkPPvjAZ3z+8MMP2r59+yW/Ny9nbF6opN7n8jNkyBCtXr1aGzdu9LadOnWqwJmchXGlr0Fh3o8vZvXq1T5r7hw4cEBz587V4MGDZbFYZLFYNH78eM2ZMyffPwSd/1l5sefidDrzvQSxsJ8VAIDCY2YPUM49+eSTuv766zV9+nTdf//9eu+999SnTx+1b99e99xzj5o2bapjx45p9erVOnjwoDZt2uS93+zZs3X99dfrzjvvVEREhE6dOqV58+bpgw8+UMeOHXXttdfq66+/1tixYzVixAjt2bNHH3zwgdq0aaO0tLRiew5VqlTR7NmzNXz4cHXp0kV333232rRpo6NHj2r69On67bff9O6776pHjx7e+wwePFgNGzbUXXfdpSeffFIWi0WffvqpatSoof3793v7hYeHa8qUKbr11lvVpUsX3XDDDd4+8+fPV+/evf1+2SyMqKgo3XfffXrttde0ceNGDR48WFarVTt37tSsWbP0j3/8Q9ddd51mzJih999/X2PHjlWzZs2Umpqqjz/+WOHh4Rf9q3+ea665RnfddZeSkpJUq1Ytffrppzp27JjPL+NPPvmk5s2bp2uvvda73a/L5dKWLVs0e/Zs7d2797IuAXrxxRe1bNkyjRgxQo0aNVJycrLef/991a9fX3369JEk3XrrrfrPf/6j+++/X/Hx8erdu7dyc3P1yy+/6D//+Y8WLVqkrl27qnnz5vrzn/+sl156SX379tW4ceMUHByspKQk1a1bV6+99ppq1KihZ555RpMnT9bQoUM1atQo7dixQ++//766deuW76yvS7nnnnv07rvv6rbbbtO6detUp04dzZw5Uw6Ho1D3b9q0qdq1a6elS5fqzjvv9Dm2bNkyb0Hg+PHjcrlcevnllyWd2266X79+2rNnj7Zv364pU6b43Lco42LJkiUaOXLkJf8a3qlTJ1ksFr3++utKSUlRcHCwoqOjL7rO1eDBg2Wz2TRy5Ejdd999SktL08cff6yaNWv6FIxr1KihJ554Qq+99pquvfZaDR8+XBs2bNAPP/zgN7YKOx5HjhypAQMG6M9//rP27t2rjh07avHixZo7d64ee+wxv3VnStPdd9+t+++/X+PHj9egQYO0adMmLVq0qMDvo6ysLMXExGjChAneMdunTx+NGjWqwMcIDw9Xv3799MYbbyg7O1v16tXT4sWLvTO5LkenTp1044036v3331dKSop69eql2NjYQs9IadasmSpXrqwPPvhAYWFhcjqd6tGjh5o0aaLXX39dd9xxh6KionTjjTd6t15v3LixHn/88UvmKurYvFBJvc/l56mnntJnn32mQYMG6ZFHHvFuvd6wYUOdOnXqsmamXOlrUJj344tp166dhgwZ4rP1uiRNnjzZ2+evf/2r4uPj1aNHD91zzz1q06aNTp06pfXr12vp0qXegtPFxklERIS++uor/eEPf1C3bt0UGhqqkSNHFvqzAgBQBKW7+ReAkpC3vW9+2zTn5uYazZo1M5o1a2bk5OQYhmEYu3fvNm677Tajdu3ahtVqNerVq2dce+21xuzZs33ue/LkSePhhx826tWrZ9hsNqN+/frGxIkTvduuejwe49VXXzUaNWpkBAcHG507dza+//57v23IDePKtl7Ps3fvXuPee+81GjZsaAQFBXm3i126dGm+/detW2f06NHDsNlsRsOGDY233nqrwMeNj483hgwZYlSqVMkICQkxmjVrZtx+++0+W9FOnDjRcDqd+T5Wfs/ZMAzjo48+MiIiIgy73W6EhYUZ7du3N5566inj8OHDhmEYxvr1640bb7zRaNiwoREcHGzUrFnTuPbaa30etyB520ovWrTI6NChgxEcHGy0atXKmDVrll/f1NRU45lnnjGaN29u2Gw2o3r16kavXr2MN99807sldN7W63/7298u+diGYRixsbHG6NGjjbp16xo2m82oW7euceONN/ptfZyVlWW8/vrrRtu2bY3g4GCjSpUqRkREhDF58mQjJSXFp++nn35qdO7c2dsvKirKWLJkiU+fd99912jVqpVhtVqNWrVqGQ888IBx+vRpnz4FbcWd39dp3759xqhRowyHw2FUr17d+P3vf28sXLiw0Nsgv/XWW0ZoaKjfNtl5WyPn9y/ve+Hdd981KlWqZGRnZ/vct7DjYvv27Rf9HrjQxx9/bDRt2tSwWCw+z+9iW5TPmzfP6NChgxESEmI0btzYeP31141PP/3U7/soNzfXmDx5slGnTh3Dbrcb/fv3N37++We/basNo3DjMa/f448/btStW9ewWq1GixYtjL/97W8+27sbRulvvZ6bm2v86U9/MqpXr244HA5jyJAhxq5duwrcej0xMdG49957jSpVqhihoaHGzTffbJw8efKSj3Pw4EFj7NixRuXKlY1KlSoZ119/vXH48GG/99O8sXbhttv5vd+lp6cbjz76qFGtWjXD6XQaI0eONA4cOFCordcNwzDmzp1rtGnTxvsefP722l999ZX3+7dq1arGzTffbBw8ePCS5zSMoo/NqKgoIyoqyqetsOMqPxcbK/mN4Q0bNhh9+/Y1goODjfr16xuvvfaa8c9//tOQZBw9evSS580vf0GvQX4u3Hq9sO/H+ZFkPPTQQ8Znn31mtGjRwvt5nt/jHzt2zHjooYeMBg0aGFar1ahdu7YRExNjfPTRRz79ChonaWlpxk033WRUrlzZkOTzflzYz4q8vACAizMZxlW+ah+ACis2NlbDhw9Xnz599MMPP3i3ga8oGjdurHbt2un7778PdJQKLSUlRU2bNtUbb7yhu+66q0j3HT58uEJDQ/Wf//znsh77scce07Jly7Ru3TrWuSiDpk+frjvuuENJSUnMSqgAHnvsMX344YdKS0u74gWRAQC4UqzZA+CqFRMToxkzZig+Pl533HHHVb/jDK5OlSpV0lNPPaW//e1vRd6dqn///pe8xKUgJ0+e1CeffKKXX36ZQg9QytLT031unzx5UjNnzlSfPn0o9AAAygRm9gDAVYqZPUDZxsye8qtTp07q37+/WrdurWPHjmnq1Kk6fPiwYmNj1a9fv0DHAwCABZoBAACAohg+fLhmz56tjz76SCaTSV26dNHUqVMp9AAAygxm9gAAAAAAAJQjrNkDAAAAAABQjlDsAQAAAAAAKEdYs0eSx+PR4cOHFRYWxo4mAAAAAIASZxiGUlNTVbduXZnNzMNA8aLYI+nw4cNq0KBBoGMAAAAAACqYAwcOqH79+oGOgXKGYo+ksLAwSdKePXtUtWrVAKcBSkZ2dra+/fZbjRkzRlarNdBxgBLBOEdFwDhHRcA4R0Vw6tQpNWnSxPv7KFCcKPZI3ku3wsLCFB4eHuA0QMnIzs6Ww+FQeHg4PzSh3GKcoyJgnKMiYJyjIsjOzpYklhJBiSgzFwb+9a9/lclk0mOPPeZty8jI0EMPPaRq1aopNDRU48eP17Fjx3zut3//fo0YMUIOh0M1a9bUk08+qZycnFJODwAAAAAAUDaUiWJPUlKSPvzwQ3Xo0MGn/fHHH9d3332nWbNmKTExUYcPH9a4ceO8x3NzczVixAhlZWVp1apVmjFjhqZPn65JkyaV9lMAAAAAAAAoEwJe7ElLS9PNN9+sjz/+WFWqVPG2p6SkaOrUqXrrrbcUHR2tiIgITZs2TatWrdKaNWskSYsXL9a2bdv02WefqVOnTho2bJheeuklvffee8rKygrUUwIAAAAAAAiYgK/Z89BDD2nEiBEaOHCgXn75ZW/7unXrlJ2drYEDB3rbWrVqpYYNG2r16tXq2bOnVq9erfbt26tWrVrePkOGDNEDDzygrVu3qnPnzvk+ZmZmpjIzM723z549K+ncNZN5100C5U3e2GaMozxjnKMiYJyjImCcoyJgfKMkBbTY8+WXX2r9+vVKSkryO3b06FHZbDZVrlzZp71WrVo6evSot8/5hZ6843nHCvLaa69p8uTJfu3z58+Xw+Eo6tMAripz584NdASgxDHOUREwzlERMM5Rnrnd7kBHQDkWsGLPgQMH9Pvf/15LlixRSEhIqT72M888oz/84Q/e22fPnlWDBg00YsQIVatWrVSzAKUlOztbc+fO1ejRo9nVAuUW4xwVAeMcFQHjHBXByZMnAx0B5VjAij3r1q1TcnKyunTp4m3Lzc3VsmXL9O6772rRokXKysrSmTNnfGb3HDt2TLVr15Yk1a5dWz/99JPPefN268rrk5/g4GAFBwf7tVutVj5MUO4xzlERMM5RETDOUREwzlGeMbZRkgK2QHNMTIy2bNmijRs3ev917dpVN998s/f/rVarYmNjvffZsWOH9u/fr8jISElSZGSktmzZouTkZG+fJUuWKDw8XG3atCn15wQAAAAAABBoAZvZExYWpnbt2vm0OZ1OVatWzdt+11136Q9/+IOqVq2q8PBwPfLII4qMjFTPnj0lSYMHD1abNm1066236o033tDRo0f13HPP6aGHHsp35g4AAAAAAEB5F/DduC7m7bffltls1vjx45WZmakhQ4bo/fff9x63WCz6/vvv9cADDygyMlJOp1MTJ07Uiy++GMDUAAAAAAAAgVOmij0JCQk+t0NCQvTee+/pvffeK/A+jRo10oIFC0o4GQAAAAAAwNUhYGv2AAAAAAAAoPhR7AEAAAAAAChHKPYAAAAAAACUIxR7AAAAAAAAyhGKPQAAAAAAAOUIxR4AAAAAAIByhGIPAAAAAABAOUKxBwAAAAAAoByh2AMAAAAAAFCOUOwBAAAAAAAoRyj2AAAAAAAAlCMUewAAAAAAAMqRoEAHAABUPLmpqUp+4gmftppvvilLWFiAEgEAAADlBzN7AAAAAAAAyhFm9gAASk1uaqokyfPf/57v/DZm+AAAAACXj2IPAKDUXHjp1vlOTJ7s/f86H35YGnEAAACAconLuAAAAAAAAMoRij0AgDLn9CefKGvPnkDHAAAAAK5KXMYFAChzMpKSlJGUJGuTJnLGxCikSxeZLJZAxwIAAACuChR7AAClpuabb0o6txjz+Wv0FCR7zx6d+eQTmStXljMqSo5+/WQODS3pmAAAAMBVjcu4AAClxhIWJktYmMz57LZl79FDslrzvZ/nzBmlzp2rY08/rTP/+peyDx0q6agAAADAVYuZPQCAMiHs+usVPmGC3CtWyJWQIM/p0/6dsrOVvnKl0leulK1lSzljYhTcvr1MZv52AQAAAOSh2AMAKHWWsLACt1cPHTpUzkGDlLFhg1xxccrevTvfflk7dihrxw5ZqleXc8AA2Xv3loL4WAMAAAD4qRgAUOaYLBbZu3aVvWtXZe3dK3dcnNLXrpVyc/365p44obOzZil13jwF9+wpe3p6ABIDAAAAZQfFHgBAmWZr3Fi2O+9U2Pjxcicmyr1smTypqX79jMxMZSQmqrukFLdbYQMHytaqlUwmU+mHBgAAAAKIYg8A4KpgqVRJYaNGKXTYMKUnJckVF6ecAwf8+pkkZf/8s079/LOC6tY9d4lXz54y2WylHxoAAAAIAIo9AICrislqlaNXL9kjI5W1c6fccXHK2LhRMgy/vjmHDyvl88919ttv5ejbV86oKFmqVi390AAAAEApotgDALgqmUwmBV9zjYKvuUY5J07InZAg94oVMvJZs8dwueRauFCuxYsV0rmznDExsjZtyiVeAAAAKJco9gAArnpB1asr/LrrFDJ0qFZ/8IFanz2r3GPH/Dt6PMpYt04Z69bJ2qiRHNHRsnftKhO7eAEAAKAcMQc6AAAAxcUUHKzD9eqp8p//rCqPPKLgtm0L7Ju9b59Spk1T8jPPKHX+fOWePVuKSQEAAICSw58yAQDljslsVki7dgpp1045R4/KFRen9NWrZWRl+fX1nD2rtHnzlLZggezdup27xKtBgwCkBgAAAIoHxR4AQLkWVLu2Kt10k8JGj5Z75Uq5ExKUe/Kkf8ecHKWvXq301atla9FCjuhohXTqJJOZSbAAAAC4ulDsAQBUCGanU6GDB8sZE6OMTZvkjotT1s6d+fbN2rlTWTt3ylKtmhz9+8vRp4/MDkcpJwYAAAAuD8UeAECFYrJYZO/SRfYuXZS9f/+5S7ySkqScHL++uSdPKnXOHKV9/73sPXvKGR2toNq1A5AaAAAAKDyKPQCACsvasKEq3367wsaNk3vZMrkTE+XJZ6FmIzNT7sREuRMTFdy2rRzR0Qpu04ZLvAAAAFAmUewBAFR4lvBwhV17rUKHDlX62rVyx8Upe9++fPtmbt2qzK1bZaldW87oaNl79pQ5OLiUEwMAAAAFo9gDAMB/mYKC5OjZU/YePZS9e7dccXHK2LBB8nj8+uYePaqzX3yh1G+/laN3bzkGDFBQtWoBSA0AAAD4otgDAMAFTCaTbM2by9a8uXJPnZIrIUHu5ctluN1+fQ23W64lS+RaulQhnTrJER0tW4sWMplMAUgOAAAAUOwBAOCiLFWrKnzcOIVde63S16yRKy5OOUeO+Hc0DGVs2KCMDRsU1KCBnDExsnftKpPVWvqhAQAAUKFR7AEAoBBMNpsc/frJ3revsrZvlysuTplbtuTbN+fAAaVMn67UOXPk6NdPjqgoWSpVKuXEAAAAqKgo9gAAUAQmk0nBbdoouE0b5Rw7Jld8vNJXrZKRmenX15OaqrT585W2cKHsXbvKGRMja6NGAUgNAACAioRiDwAAlymoVi1VuuEGhY0erfSVK+WKj1fuiRP+HXNzlf7jj0r/8UdZmzWTMyZGIZ06yWSxlH5oAAAAlHsUewAAuEJmu13OgQPliI5W5ubNcsXFKWvHjnz7Zu/erTO7d8tcpYqc/fvL0bevzE5nKScGAABAeUaxBwCAYmIymxXSqZNCOnVS9sGDcsXFKf3HH6WcHL++ntOnlfrNN0r9/ns5evaUIzpa1rp1A5AaAAAA5Q3FHgAASoC1fn1Vvu02hY8bJ/eyZXIlJspz5ox/x+xsuZcvl3v5ctlat5YzJkbBbdvKZDaXemYAAACUDxR7AAAoQebQUIUOHy7nkCHKWLdOrrg4Ze/Zk2/frO3blbV9uyw1a8o5YIDsvXrJHBJSyokBAABwtaPYAwBAKTBZLLJ37y579+7K2rNHrthYZaxbJ3k8fn1zk5N19quvlDp3rhy9e8sxYICCatQIQGoAAABcjSj2AABQymxNmsh2993KHT9ersREuZctk+Fy+fUzMjLkio2VKy5OwR06yBkTI9s118hkMgUgNQAAAK4WFHsAAAgQS5UqCh8zRmHDhyv9p5/kiotTzqFD/h0NQ5mbNilz0yYF1a9/7hKv7t1lstlKPzQAAADKPIo9AAAEmMlmk6NPH9l791bWr7/KFRurzM2bJcPw65tz8KBSZs5U6jffyNG3rxz9+8tSuXLphwYAAECZRbEHAIAywmQyKbhlSwW3bKmc48fljo+Xe+VKGRkZfn09aWlK++EHpS1apJCIiHOXeDVpEoDUAAAAKGso9gAAUAYF1aih8AkTFDpqlNJXrZIrPl65ycn+HT0eZSQlKSMpSdYmTeSMjlZIRIRMFkvphwYAAECZQLEHAIAyzBwSImd0tBz9+ytz61a5YmOVtX17vn2z9+zRmalTZZ4zR86oKDn69ZM5NLSUEwMAACDQKPYAAHAVMJnNCmnfXiHt2yv78GG54+LkXrNGys726+s5c0apc+cqdcEC2bt3lzMmRtZ69QKQGgAAAIFAsQcAgKuMtW5dVbrlFoWNHSv38uVyJSTIc/q0f8fsbKWvXKn0lStla9lSzuhoBXfoIJPZXPqhAQAAUGoo9gAAcJUyO50KHTpUzkGDlLFxo1yxscrevTvfvlk7dihrxw5Zqlc/t3V7794y2+2lnBgAAAClgWIPAABXOZPFIntEhOwREcrau1fuuDilr10r5eb69c09cUJnZ81S6rx5svfqJeeAAQqqVSsAqQEAAFBSKPYAAFCO2Bo3lu3OOxU2frzciYlyL1smT2qqXz8jM/Pc1u4JCQpu107O6GjZWreWyWQKQGoAAAAUJ4o9AACUQ5ZKlRQ2apRChw1T+tq1csXGKufAAf+OhqHMLVuUuWWLgurWPXeJV8+eMtlspR8aAAAAxYJiDwAA5ZjJapUjMlL2nj2VtXOn3HFxyti4UTIMv745hw8r5fPPdfbbb+Xo00fO/v1lqVq19EMDAADgilDsAQCgAjCZTAq+5hoFX3ONck6ckDshQe6VK2W43X59DZdLrkWL5FqyRCGdO5/bur1pUy7xAgAAuEpQ7AEAoIIJql5d4dddp9Brr1X6jz/KFRur3GPH/Dt6PMpYt04Z69bJ2qiRHNHRsnftKlMQPz4AAACUZfy0BgBABWUOCZEzKkqOvn2VuW2b3HFxyty6Nd++2fv2KWXaNKXOmSNHVJQc/frJEh5eyokBAABQGBR7AACo4Exms0LatVNIu3bKOXpUrrg4pa9eLSMry6+v5+xZpX33ndJ++EH2bt3kjI6WtWHDAKQGAABAQSj2AAAAr6DatVXpppsUNmaM3CtXyh0fr9yTJ/075uQoffVqpa9eLVuLFnJERyukUyeZzObSDw0AAAAfFHsAAIAfs8Oh0EGD5IyOVsamTXLHxSlr5858+2bt3KmsnTtlqVZNjv795ejTR2aHo5QTAwAAIA/FHgAAUCCTxSJ7ly6yd+mi7P37z13ilZQk5eT49c09eVKpc+Yo7fvvZe/ZU87oaAXVrh2A1AAAABUbxR4AAFAo1oYNVfn22xU2bpzcy5bJnZgoz9mzfv2MzEy5ExPlTkxUcNu2ckRHK7hNGy7xAgAAKCUUewAAQJFYwsMVdu21Ch06VOlr18odF6fsffvy7Zu5dasyt26VpVYtOaOjZe/ZU+aQkFJODAAAULFQ7AEAAJfFFBQkR8+esvfooezffpMrNlYZGzZIHo9f39xjx3T23/9W6ty5cvTuLceAAQqqVi0AqQEAAMo/ij0AAOCKmEwm2Zo1k61ZM+WeOiVXQoLcy5fLcLv9+hput1xLlsi1dKlCOnWSIzpathYtZDKZApAcAACgfKLYAwAAio2lalWFjxunsGuvVfqaNXLFxSnnyBH/joahjA0blLFhg4IaNDh3iVe3bjJZraUfGgAAoJyh2AMAAIqdyWaTo18/2fv2VdYvv8gVG6vMLVvy7Ztz4IBSZsxQ6tdfy9GvnxxRUbJUqlTKiQEAAMoPij0AAKDEmEwmBbdureDWrZVz7Jhc8fFKX7VKRmamX19PaqrS5s9X2sKFsnfteu4Sr8aNSz80AADAVY5iDwAAKBVBtWqp0g03KGz0aKWvXClXfLxyT5zw75ibq/Qff1T6jz/K2qyZnNHRCuncWSaLpfRDAwAAXIXMgXzwKVOmqEOHDgoPD1d4eLgiIyP1ww8/SJL27t0rk8mU779Zs2Z5z5Hf8S+//DJQTwkAAFyC2W6Xc+BA1XjpJVV58EHZWrYssG/27t068/HHSv7zn5W2cKE8LlcpJgUAALg6BXRmT/369fXXv/5VLVq0kGEYmjFjhkaPHq0NGzaoVatWOnLBgo4fffSR/va3v2nYsGE+7dOmTdPQoUO9tytXrlwa8QEAwBUwmc0K6dhRIR07KvvgQbni4pT+009SdrZfX8/p00r95hulfv+9HD17yhEdLWvdugFIDQAAUPYFtNgzcuRIn9uvvPKKpkyZojVr1qht27aqXbu2z/FvvvlGEyZMUGhoqE975cqV/foCAICrh7V+fVW+7TaFjxsn97JlciUmynPmjH/H7Gy5ly+Xe/ly2Vq3ljM6WsHt2slkDuhkZQAAgDKlzKzZk5ubq1mzZsnlcikyMtLv+Lp167Rx40a99957fsceeugh3X333WratKnuv/9+3XHHHTKZTAU+VmZmpjLPWxjy7NmzkqTs7Gxl5/PXRKA8yBvbjHGUZ4zzciA4WMGDBskWHa2sDRuUnpCgnL178+2atX27srZvl7lGDdmjohTcs6fMISGlmzcAGOeoCBjnqAgY3yhJJsMwjEAG2LJliyIjI5WRkaHQ0FB98cUXGj58uF+/Bx98UAkJCdq2bZtP+0svvaTo6Gg5HA4tXrxYzz//vN544w09+uijBT7mCy+8oMmTJ/u1f/LJJ3I4HFf+pAAAQLEJO3tW9Q8eVI3jx2W+yI8tORaLjtSpo0P16inDbi/FhAAAFJ3b7dbdd9+tlJQUhYeHBzoOypmAF3uysrK0f/9+paSkaPbs2frkk0+UmJioNm3aePukp6erTp06+stf/qI//vGPFz3fpEmTNG3aNB04cKDAPvnN7GnQoIGOHDmiatWqXfmTAsqg7OxszZ07V6NHj5bVag10HKBEMM7Lt9wzZ5SxfLkyVq6UkZZWcEeTSbb27RXSv7+sLVpcdLbv1YhxjoqAcY6K4OTJk6pTpw7FHpSIgF/GZbPZ1Lx5c0lSRESEkpKS9I9//EMffviht8/s2bPldrt12223XfJ8PXr00EsvvaTMzEwFBwfn2yc4ODjfY1arlQ8TlHuMc1QEjPPyyVqjhkLGjZNx7bVKT0qSKzZWOYcO+Xc0DGVt3qyszZsVVL++nAMGyN69u0w2W+mHLkGMc1QEjHOUZ4xtlKSAF3su5PF4fGbdSNLUqVM1atQo1ahR45L337hxo6pUqVJgoQcAAFzdTDabHL17y96rl7J+/VWu2Fhlbt4s5TNZOefgQaXMnKmzX38tR79+ckZFyVKlSgBSAwAAlJ6AFnueeeYZDRs2TA0bNlRqaqq++OILJSQkaNGiRd4+u3bt0rJly7RgwQK/+3/33Xc6duyYevbsqZCQEC1ZskSvvvqqnnjiidJ8GgAAIABMJpOCW7ZUcMuWyjl+XO74eLlXrpSRkeHX13C55PrhB7kWLVJIRIScMTGyNWkSgNQAAAAlL6DFnuTkZN122206cuSIKlWqpA4dOmjRokUaNGiQt8+nn36q+vXra/DgwX73t1qteu+99/T444/LMAw1b95cb731lu65557SfBoAACDAgmrUUPiECQodNUrpq1bJFR+v3ORk/44ejzKSkpSRlCRrkyZyRkcrJCJCJoul9EMDAACUkIAWe6ZOnXrJPq+++qpeffXVfI8NHTpUQ4cOLe5YAADgKmUOCZEzOlqO/v2VuXWrXLGxytq+Pd++2Xv26MzUqTLPmSNHVJSc/frJHBpayokBAACKX5lbswcAAOBKmcxmhbRvr5D27ZV9+PC5S7xWr5ays/36es6cUdrcuUpbsED27t3ljImRtV69AKQGAAAoHhR7AABAuWatW1eVbr5ZYWPGyL18uVwJCfKcPu3fMTtb6StXKn3lStlatpQzOlrBHTrIZDaXfmgAAIArQLEHAABUCGanU6FDh8o5aJAyNm6UKzZW2bt359s3a8cOZe3YIUv16nIMGCBH794y2+2lnBgAAODyUOwBAAAVislikT0iQvaICGXv2ydXXJzSk5Kk3Fy/vrknTih11iylzZsne69ecg4YoKBatQKQGgAAoPAo9gAAgArL2qiRKt9xh8LGjZM7MVHuZcvkSU3162dkZp5b9ychQcHt2skZHS1b69YymUwBSA0AAHBxFHsAAECFZ6lUSWGjRil02DClr10rV2yscg4c8O9oGMrcskWZW7YoqE4dOaOjZe/ZUyabrfRDAwAAFIBiDwAAwH+ZrFY5IiNl79lT2bt2yRUXp4wNGyTD8Oubc+SIUj7/XGe//VaOPn3k7N9flqpVA5AaAADAF8UeAACAC5hMJtlatJCtRQvlnDghd0KC3CtXynC7/foaLpdcixbJtWSJQjp3ljM6WtZmzbjECwAABAzFHgAAgIsIql5d4dddp9CRI5W+Zo1ccXHKPXrUv6PHo4x165Sxbp2sDRvKERMje9euMgXx4xYAAChd/PQBAABQCObgYDmjouTo21eZ27bJHRenzK1b8+2bvX+/UqZNU+qcOXJERcnRr58s4eGlnBgAAFRUFHsAAACKwGQ2K6RdO4W0a6eco0fPbd2+Zo2MzEy/vp6zZ5X23XdK++EH2bt1O3eJV8OGAUgNAAAqEoo9AAAAlymodm1VuukmhY0ZI/fKlXLHxyv35En/jjk5Sl+9WumrV8vWvLkcMTEK6dhRJoul9EMDAIByj2IPAADAFTI7HAodNEjO6GhlbNokd1ycsnbuzLdv1q5dytq1S5Zq1eTo31+O3r1ldjpLOTEAACjPKPYAAAAUE5PFInuXLrJ36aLsAwfkio1VelKSlJPj1zf35EmlzpmjtO++kz0yUs7oaAXVrh2A1AAAoLyh2AMAAFACrA0aqPLttyts3Di5ly+XOyFBnrNn/foZWVlyJybKnZio4LZt5YiOVnCbNjKZzQFIDQAAygOKPQAAACXIEh6usBEjFDpkiNLXrpU7Lk7Z+/bl2zdz61Zlbt0qS61ackZHy96zp8whIaWcGAAAXO0o9gAAAJQCU1CQHD17yt6jh7J/+02u2FhlbNggeTx+fXOPHdPZf/9bqd9+K0efPnL076+g6tUDkBoAAFyNKPYAAACUIpPJJFuzZrI1a6bcU6fkSkyUe/lyGS6XX18jPV2uJUvkWrpUIZ06yREdLVPjxqUfGgAAXFUo9gAAAASIpWpVhY8dq7ARI5S+Zo1ccXHKOXLEv6NhKGPDBmVs2CBL/fqq7XTKyM6WrNbSDw0AAMo8ij0AAAABZrLZ5OjXT/a+fZX1yy9yxcYq8+efJcPw65t78KBaSTr1l7/IGRUlR1SULJUqlX5oAABQZlHsAQAAKCNMJpOCW7dWcOvWyklOlis+XukrV8rIzPTra6SlKW3+fKUtXCh7165yREfLxiVeAABAFHsAAADKpKCaNVXpd79T2KhRSl+5Uq74eOWeOOHfMTdX6T/+qPQff5S1WTM5o6MV0rmzTBZL6YcGAABlAsUeAACAMsxst8s5cKAc0dHK3LJFaUuXKvvXX/Ptm717t87s3i1zlSpy9u8vR58+MoeGlnJiAAAQaBR7AAAArgIms1khHTvK0qaNfpg+XX1sNmUmJUnZ2X59PadPK/Wbb5T6/fdy9OwpR3S0rHXrBiA1AAAIBIo9AAAAVxlXaKjCrrtOlcePl3vZMrkSE+U5c8a/Y3a23MuXy718uWytW8sZHa3gdu1kMptLPTMAACg9FHsAAACuUubQUIUOHy7nkCHKWL9erthYZe/Zk2/frO3blbV9uyw1a8o5YIDsvXrJHBJSyokBAEBpoNgDAABwlTNZLLJ36yZ7t27K2rNHrrg4ZaxdK3k8fn1zk5N19quvlDp3rhy9e8sxYICCatQIQGoAAFBSKPYAAACUI7YmTWS76y7ljhsnd2Ki3MuXy5OW5tfPyMiQKzZWrrg4BXfoIGd0tGwtW8pkMgUgNQAAKE4UewAAAMohS5UqChszRqHDhys9KUmuuDjlHDzo39EwlLlpkzI3bVJQvXpyRkfL3r27TDZb6YcGAADFgmIPAABAOWay2eTo3Vv2Xr2U9euvcsXFKXPTJskw/PrmHDqklJkzdfbrr+Xo10/OqChZqlQJQGoAAHAlKPYAAABUACaTScEtWyq4ZUvlHD8ud3y83CtXysjI8OtruFxy/fCDXIsWKSQi4twlXk2bBiA1AAC4HBR7AAAAKpigGjUUPmGCQkeNUvrq1XLFxSk3Odm/o8ejjKQkZSQlydq4sZwxMQqJiJDJYin90AAAoNAo9gAAAFRQ5pAQOQcMkCMqSplbt8oVG6us7dvz7Zu9d6/OTJ0q85w5ckRFydG3ryxhYaWcGAAAFAbFHgAAgArOZDYrpH17hbRvr+zDh89d4rV6tZSd7dfXc+aM0ubOVdr8+bL36CFndLSs9esHIDUAACgIxR4AAAB4WevWVaWbb1bYmDFyr1ghV3y8PKdP+3fMyVH6ypVKX7lStpYt5YyOVnCHDjKZzaUfGgAA+KDYAwAAAD9mp1OhQ4bIOXCgMjZulCs2Vtm7d+fbN2vHDmXt2CFL9epyDBggR+/eMtvtpZwYAADkodgDAACAApksFtkjImSPiFD2vn1yxcUpPSlJys3165t74oRSZ81S2rx5skdGyhkdraBatQKQGgCAio1iDwAAAArF2qiRKt9xh8LGjZN72TK5ExPlSU3162dkZsqdkCB3QoKC27c/t3V769YymUwBSA0AQMVDsQcAAABFYqlUSWEjRyp06FClr10rV2yscg4cyLdv5pYtytyyRUF16sgRHS1Hz54y2WylnBgAgIqFYg8AAAAui8lqlSMyUvaePZW9a5dccXHK2LBBMgy/vjlHjujs558r9Ztv5OjbV87+/WWpWjUAqQEAKP8o9gAAAOCKmEwm2Vq0kK1FC+WcPHnuEq4VK2S43X59DbdbrkWL5FqyRCGdO5/bur1ZMy7xAgCgGFHsAQAAQLEJqlZN4ePHK/Taa5W+Zo1ccXHKPXrUv6PHo4x165Sxbp2sDRvKERMje0SETFZr6YcGAKCcodgDAACAYmcODpYzKkqOvn2VtX27XHFxyvz553z7Zu/fr5Rp05Q6Z44cUVFy9OsnS3h4KScGAKD8oNgDAACAEmMymxXctq2C27ZVztGjcsXHK331ahmZmX59PWfPKu2775T2ww+yd+t27hKvhg0DkBoAgKsbxR4AAACUiqDatVXpxhsVNnq03CtXyh0fr9yTJ/075uQoffVqpa9eLVvz5nLExCikY0eZLJbSDw0AwFWIYg8AAABKldnhUOigQXLGxChz0ya54uKU9euv+fbN2rVLWbt2yVKtmhz9+8vRu7fMTmcpJwYA4OpCsQcAAAABYTKbFdK5s0I6d1b2gQNyxcYqPSlJysnx65t78qRS58xR2nffyR4ZKWd0tIJq1w5AagAAyj6KPQAAAAg4a4MGqnz77QobN07u5cvlTkiQ5+xZv35GVpbciYlyJyYquE0bOWJiFNymjUxmcwBSAwBQNlHsAQAAQJlhCQ9X2IgRCh0yRBnr1skVF6fsvXvz7Zu5bZsyt22TpVYtOaOjZe/ZU+aQkNINDABAGUSxBwAAAGWOKShI9h49FNK9u7J/+02u2FhlbNggeTx+fXOPHdPZf/9bqd9+K0efPnL076+g6tUDkBoAgLKBYg8AAADKLJPJJFuzZrI1a6bcU6fkSkyUe/lyGS6XX18jPV2uJUvkWrpUwR07yhkTI1uLFjKZTAFIDgBA4FDsAQAAwFXBUrWqwseOVdiIEUr/8Ue54uKUc/iwf0fDUObGjcrcuFFBDRqcu8SrWzeZrNbSDw0AQABQ7AEAAMBVxWSzydG3r+x9+ijrl1/kio1V5s8/S4bh1zfnwAGlzJih1K+/lqNfPzmiomSpVCkAqQEAKD0UewAAAHBVMplMCm7dWsGtWysnOVmu+Hilr1olIyPDr68nNVVp8+crbeFChUREnLvEq3Hj0g8NAEApoNgDAACAq15QzZqq9LvfKWzUKKWvWiVXfLxyjx/375ibq4yfflLGTz/J2qyZnNHRCuncWSaLpfRDAwBQQij2AAAAoNww2+1yxsTIMWCAMrdskSs2Vlk7duTbN3v3bp3ZvVvmKlXk7N9fjj59ZA4NLeXEAAAUP4o9AAAAKHdMZrNCOnZUSMeOyj50SK64OKX/+KOUne3X13P6tFK/+Uap338ve48ecsbEyFq3bgBSAwBQPCj2AAAAoFyz1qunyrfeqvCxY+VevlyuhAR5zpzx75idrfQVK5S+YoVsrVvLGR2t4HbtZDKbSz0zAABXgmIPAAAAKgRzaKhChw2Tc/BgZaxfL1dsrLL37Mm3b9b27cravl2WmjXlHDBA9l69ZA4JKeXEAABcHoo9AAAAqFBMFovs3brJ3q2bsvbskSsuThlr10oej1/f3ORknf3qK6XOnStH795yDBigoBo1ApAaAIDCo9gDAACACsvWpIlsd92l3PHj5U5MlHvZMnnS0vz6GRkZcsXGyhUXp+AOHeSMjpatZUuZTKYApAYA4OIo9gAAAKDCs1SurLDRoxU6fLjSf/pJrrg45Rw86N/RMJS5aZMyN21SUL16ckZHy969u0w2W+mHBgCgABR7AAAAgP8yWa1y9O4te69eyvr1V7ni4pS5aZNkGH59cw4dUsrMmTr79ddy9OsnZ1SULFWqBCA1AAC+KPYAAAAAFzCZTApu2VLBLVsq58QJuePj5V6xQkZGhl9fw+WS64cf5Fq0SCEREecu8WraNACpAQA4h2IPAAAAcBFB1asr/PrrFTpypNJXr5YrLk65ycn+HT0eZSQlKSMpSdbGjeWMiVFIly4yBfEjNwCgdPHJAwAAABSCOSREzgED5IiKUubWrXLFxSlr27Z8+2bv3aszU6fKPGeOHFFRcvTtK0tYWCknBgBUVBR7AAAAgCIwmc0Kad9eIe3bK/vw4XOXeK1eLWVn+/X1nDmjtLlzlTZ/vuw9esgZHS1r/foBSA0AqEgo9gAAAACXyVq3rirdfLPCxoyRe8UKueLj5Tl92r9jTo7SV65U+sqVsl1zjZwxMQru0EEms7n0QwMAyj2KPQAAAMAVMjudCh0yRM6BA5WxcaNccXHK3rUr375Zv/6qrF9/laV6dTkGDJCjd2+Z7fZSTgwAKM8o9gAAAADFxGSxyB4RIXtEhLL37ZMrLk7pSUlSbq5f39wTJ5Q6a5bS5s2TPTJSzuhoBdWqFYDUAIDyhmIPAAAAUAKsjRqp8h13KGzcOLmXLZM7MVGe1FS/fkZmptwJCXInJCi4XTs5Y2Jka91aJpMpAKkBAOUBxR4AAACgBFkqVVLYyJEKHTpU6WvXyhUXp5z9+/Ptm/nzz8r8+WcF1akjR3S0HD17ymSzlXJiAMDVjmIPAAAAUApMVqsckZGy9+yp7N275YqNVcaGDZJh+PXNOXJEZz//XKnffCNHnz5yDhggS9WqAUgNALgaUewBAAAASpHJZJKteXPZmjdXzsmT5y7hWrFChtvt19dwu+VavFiupUsV0qmTnDExsjZrxiVeAICLotgDAAAABEhQtWoKHz9eoddeq/Q1a+SKi1Pu0aP+HT0eZaxfr4z162Vt2FCOmBjZIyJkslpLPzQAoMwzB/LBp0yZog4dOig8PFzh4eGKjIzUDz/84D3ev39/mUwmn3/333+/zzn279+vESNGyOFwqGbNmnryySeVk5NT2k8FAAAAuGzm4GA5o6JU4/nnVfXRRxXcrl2BfbP371fKtGlKfvZZpX73nXLPni3FpACAq0FAZ/bUr19ff/3rX9WiRQsZhqEZM2Zo9OjR2rBhg9q2bStJuueee/Tiiy967+NwOLz/n5ubqxEjRqh27dpatWqVjhw5ottuu01Wq1WvvvpqqT8fAAAA4EqYzGYFt22r4LZtlXP0qFzx8UpfvVpGZqZfX8/Zs0r7/nulLVwoe9eu5y7xatgwAKkBAGVNQIs9I0eO9Ln9yiuvaMqUKVqzZo232ONwOFS7du1877948WJt27ZNS5cuVa1atdSpUye99NJL+tOf/qQXXnhBNnYuAAAAwFUqqHZtVbrxRoWNHi33ypVyx8cr9+RJ/445OUpfs0bpa9bI1ry5HDExCunYUSaLpfRDAwDKhDKzZk9ubq5mzZoll8ulyMhIb/vnn3+uzz77TLVr19bIkSP1l7/8xTu7Z/Xq1Wrfvr1q1arl7T9kyBA98MAD2rp1qzp37pzvY2VmZirzvL+OnP3v1Nfs7GxlZ2eXxNMDAi5vbDPGUZ4xzlERMM4rIKtVwf37y9avn7K2bFF6fLxydu3Kt2vWrl3K2rVL5ipVFBIVpZBevWQ+b2b81YJxjoqA8Y2SFPBiz5YtWxQZGamMjAyFhobqm2++UZs2bSRJN910kxo1aqS6detq8+bN+tOf/qQdO3bo66+/liQdPXrUp9AjyXv7aH4L2/3Xa6+9psmTJ/u1z58/3+cyMaA8mjt3bqAjACWOcY6KgHFegdWvr9BKlVTv0CHVOnZM5ny2bvecPi33t98qdd48Ha1dW4fq1ZPb6QxA2CvDOEd55s5nBz6guJgMI59Ph1KUlZWl/fv3KyUlRbNnz9Ynn3yixMREb8HnfHFxcYqJidGuXbvUrFkz3Xvvvdq3b58WLVrk7eN2u+V0OrVgwQINGzYs38fMb2ZPgwYNdOTIEVWrVq34nyRQBmRnZ2vu3LkaPXq0rOzcgXKKcY6KgHGO83lSU5WxcqXSly2TcYmFmq2tW8vev7+srVvLZA7oPi2XxDhHRXDy5EnVqVNHKSkpCg8PD3QclDMBn9ljs9nUvHlzSVJERISSkpL0j3/8Qx9++KFf3x49ekiSt9hTu3Zt/fTTTz59jh07JkkFrvMjScHBwQoODvZrt1qtfJig3GOcoyJgnKMiYJxDklS1qoJHjlT4sGHKWLdOrrg4Ze/dm2/X7O3blb19uyy1ask5YIDskZEyh4SUbt4iYpyjPGNsoySVuZK+x+PxmXVzvo0bN0qS6tSpI0mKjIzUli1blJyc7O2zZMkShYeH5zszCAAAACiPTEFBsvfooWpPP61qTz2lkK5dpQJm7+QeO6azX36p5Kef1tnZs5Vz4kQppwUAlLSAzux55plnNGzYMDVs2FCpqan64osvlJCQoEWLFmn37t364osvNHz4cFWrVk2bN2/W448/rn79+qlDhw6SpMGDB6tNmza69dZb9cYbb+jo0aN67rnn9NBDD+U7cwcAAAAoz0wmk2zNmsnWrJlyT5+WKyFB7uXLZbhcfn2N9HS5liyRa+lSBXfsKGdMjGwtWsiTlqbkJ57w6VvzzTdlCQsrracBALhCAS32JCcn67bbbtORI0dUqVIldejQQYsWLdKgQYN04MABLV26VO+8845cLpcaNGig8ePH67nnnvPe32Kx6Pvvv9cDDzygyMhIOZ1OTZw4US+++GIAnxUAAAAQeJYqVRQ+dqzCRoxQ+o8/yhUXp5zDh/07GoYyN25U5saNCqpfX/bevUs/LACgWAW02DN16tQCjzVo0ECJiYmXPEejRo20YMGC4owFAAAAlBsmm02Ovn1l79NHWb/8IldcnDK3bJHy2acl5+BBpX71lV+7JzXV+//M8AGAsi/gCzQDAAAAKHkmk0nBrVsruHVr5SQnyxUfr/RVq2RkZFzyvicmT/b+f518NlIBAJQtFHsAAACACiaoZk1V+t3vFDZqlNJXrZIrPl65x48HOhYAoJiUud24AAAAAJQOs90uZ0yMarDmJQCUKxR7AAAAgArOVMA27QCAqxOXcQEAAABQzTfflHRuMebz1+jJ4xw6VM6BA0s7FgDgMlDCBwAAACBLWJgsYWEyF7DbVvqaNTI7HKWcCgBwOSj2AAAAALgkz5kzyti4MdAxAACFQLEHAAAAgJclLEx1PvxQdT78UNYmTXyOuePjA5QKAFAUFHsAAAAA5Ms5YIDP7aydO5V98GCA0gAACotiDwAAAIB8hUREyBwe7tPmYnYPAJR5FHsAAAAA5MsUFCRH374+bek//iiPyxWgRACAwqDYAwAAAKBAjn79JPN5vzZkZ8u9alXgAgEALoliDwAAAIACWSpXVkiXLj5t7oQEGR5PgBIBAC6FYg8AAACAi7pwoebcEyeUuWVLgNIAAC6FYg8AAACAi7I2a6agBg182lioGQDKLoo9AAAAAC7KZDL5b8O+fbtyjh4NUCIAwMVQ7AEAAABwSfZu3WRyOn3amN0DAGUTxR4AAAAAl2Sy2eTo08enLX31annS0wOUCABQEIo9AAAAAArFERUlmUze20ZmptLXrAlgIgBAfij2AAAAACiUoGrVFNyxo0+bKz6ebdgBoIyh2AMAAACg0Py2YT92TFm//BKgNACA/FDsAQAAAFBotpYtFVSnjk8bCzUDQNlCsQcAAABAoZlMJjkumN2TuWWLco4fD1AiAMCFKPYAAAAAKBJ7jx4y2e3/azAMuRMTAxcIAOCDYg8AAACAIjGHhMjRq5dPm3vlSnkyMwOUCABwPoo9AAAAAIrMERXlc9twu5Xx008BSgMAOB/FHgAAAABFFlSrloLbtfNpc8XHyzCMACUCAOSh2AMAAADgsly4UHPOoUPK2rkzQGkAAHko9gAAAAC4LMFt2shSs6ZPm5tt2AEg4Cj2AAAAALgsJrNZzgvW7snYuFG5p04FKBEAQKLYAwAAAOAK2Hv1kik4+H8NHo9cy5YFLhAAgGIPAAAAgMtndjhk79HDpy19+XIZ2dkBSgQAoNgDAAAA4IpcuFCzJy1N6WvXBigNAIBiDwAAAIArYq1bV7aWLX3a3GzDDgABQ7EHAAAAwBVzRkf73M7et0/Ze/YEKA0AVGwUewAAAABcseD27WWpWtWnzcU27AAQEBR7AAAAAFwxk8Uix4XbsK9bp9yUlAAlAoCKi2IPAAAAgGLh6NNHslr/15CbK/fy5YELBAAVFMUeAAAAAMXCHBoqe7duPm3uZctk5OYGKBEAVEwUewAAAAAUG+eF27CnpChj/foApQGAioliDwAAAIBiY23YUNZmzXzaWKgZAEoXxR4AAAAAxerC2T3Zu3cre//+AKUBgIqHYg8AAACAYhXSpYvMlSr5tLkSEgITBgAqIIo9AAAAAIqVyWKRo18/n7b0n36SJy0tQIkAoGKh2AMAAACg2Dn69pUslv81ZGfLvWJF4AIBQAVCsQcAAABAsbNUqqSQiAifNndiogyPJ0CJAKDioNgDAAAAoERcuFBz7qlTyty8OUBpAKDioNgDAAAAoERYmzSRtVEjnzZXXFyA0gBAxUGxBwAAAECJMJlMclwwuydrxw5lHz4coEQAUDFQ7AEAAABQYuxdu8ocGurT5mYbdgAoURR7AAAAAJQYk9Uqe9++Pm3pa9bIk54eoEQAUP5R7AEAAABQopz9+knm//3qYWRmKn3VqgAmAoDyjWIPAAAAgBJlqVpVIZ06+bS5EhLYhh0ASgjFHgAAAAAl7sKFmnOTk5W5bVuA0gBA+UaxBwAAAECJs7VooaC6dX3a3PHxAUoDAOUbxR4AAAAAJc5kMsl5weyezJ9/Vk5ycoASAUD5RbEHAAAAQKkI6dFDJofDp41t2AGg+FHsAQAAAFAqzMHBcvTu7dPmXrlSnoyMACUCgPKJYg8AAACAUuOIipJMJu9tIyND6T/+GMBEAFD+UOwBAAAAUGqCatRQcLt2Pm3uhAQZhhGgRABQ/lDsAQAAAFCqnNHRPrdzDh9W1o4dAUoDAOUPxR4AAAAApcrWqpUstWr5tLnYhh0Aig3FHgAAAAClymQ2y9m/v09b5qZNyjl5MjCBAKCcodgDAAAAoNTZIyNlCg7+X4NhyJ2YGLhAAFCOUOwBAAAAUOrMdrvskZE+be4VK2RkZQUoEQCUHxR7AAAAAASEc8AAn9uGy6X0pKQApQGA8oNiDwAAAICACKpdW7bWrX3aXPHxbMMOAFeIYg8AAACAgLlwdk/OgQPK+e23AKUBgPKBYg8AAACAgAlu316WatV82tKXLQtQGgAoHyj2AAAAAAgYk9ksxwXbsGdt2CBbZmZgAgFAOUCxBwAAAEBAOXr3lqzW/zV4PKp7+HDgAgHAVY5iDwAAAICAMjudsvfo4dNW9/BhGTk5AUoEAFc3ij0AAAAAAu7ChZpt2dnK3LAhQGkA4OpGsQcAAABAwFnr15etRQuftozExAClAYCrG8UeAAAAAGWC48Jt2PfuVdbevYEJAwBXsYAWe6ZMmaIOHTooPDxc4eHhioyM1A8//CBJOnXqlB555BG1bNlSdrtdDRs21KOPPqqUlBSfc5hMJr9/X375ZSCeDgAAAIArENKpk8yVK/u0uRMSApIFAK5mQYF88Pr16+uvf/2rWrRoIcMwNGPGDI0ePVobNmyQYRg6fPiw3nzzTbVp00b79u3T/fffr8OHD2v27Nk+55k2bZqGDh3qvV35gg8IAAAAAGWfyWKRIypKaXPnetvSk5IUNn68LGFhAUwGAFeXyyr27N+/X/v27ZPb7VaNGjXUtm1bBQcHF/k8I0eO9Ln9yiuvaMqUKVqzZo3uuusuzZkzx3usWbNmeuWVV3TLLbcoJydHQUH/i165cmXVrl37cp4KAAAAgDLE0aeP0ubPl/J24srJUfry5QodPjywwQDgKlLoYs/evXs1ZcoUffnllzp48KAMw/Aes9ls6tu3r+69916NHz9eZnPRrw7Lzc3VrFmz5HK5FBkZmW+flJQUhYeH+xR6JOmhhx7S3XffraZNm+r+++/XHXfcIZPJVOBjZWZmKjMz03v77NmzkqTs7GxlZ2cXOTtwNcgb24xxlGeMc1QEjHOUe3a7rJ06KXvtWm+TKzFRtuhomSyWAAYDihfv4yhJJuP8qk0BHn30Uc2YMUNDhgzRyJEj1b17d9WtW1d2u12nTp3Szz//rOXLl+vLL7+UxWLRtGnT1K1bt0IF2LJliyIjI5WRkaHQ0FB98cUXGp5P1f7EiROKiIjQLbfcoldeecXb/tJLLyk6OloOh0OLFy/W888/rzfeeEOPPvpogY/5wgsvaPLkyX7tn3zyiRwOR6FyAwAAACgZYWfPKmL9ep+2n9u21YkaNQKUCCh+brdbd999t3dSA1CcClXseeaZZ/TEE0+oWrVqlzzhwoUL5Xa7NW7cuEIFyMrK0v79+5WSkqLZs2frk08+UWJiotq0aePtc/bsWQ0aNEhVq1bVvHnzZLVaCzzfpEmTNG3aNB04cKDAPvnN7GnQoIGOHDlSqOcIXI2ys7M1d+5cjR49+qLfQ8DVjHGOioBxjoogOztbByZNUnhqqrctqHlzVX7sscCFAorZyZMnVadOHYo9KBGFuozrtddeK/QJz18ouTBsNpuaN28uSYqIiFBSUpL+8Y9/6MMPP5QkpaamaujQoQoLC9M333xzyR9qevTooZdeekmZmZkFriMUHByc7zGr1coPTSj3GOeoCBjnqAgY5yjvDtWrp/BffvHeztm1S0pOlrVevQCmAooP7+EoSUVeXCc9PV1ut9t7e9++fXrnnXe0aNGiYgnk8Xi8s27Onj2rwYMHy2azad68eQoJCbnk/Tdu3KgqVapc1oLRAAAAAMqG5Jo1ZbpgBy53fHyA0gDA1aXIu3GNHj1a48aN0/33368zZ86oR48eslqtOnHihN566y098MADhT7XM888o2HDhqlhw4ZKTU3VF198oYSEBC1atMhb6HG73frss8909uxZ70LKNWrUkMVi0Xfffadjx46pZ8+eCgkJ0ZIlS/Tqq6/qiSeeKOrTAgAAAFCGGGazQnr3VvrChd629B9/VNjYsTI7nQFMBgBlX5Fn9qxfv159+/aVJM2ePVu1atXSvn379K9//Uv//Oc/i3Su5ORk3XbbbWrZsqViYmKUlJSkRYsWadCgQVq/fr1+/PFHbdmyRc2bN1edOnW8//LW47FarXrvvfcUGRmpTp066cMPP9Rbb72l559/vqhPCwAAAEAZE9Knj3TeTr9GVpbcq1YFMBEAXB2KPLPH7XYr7L/TKRcvXqxx48bJbDarZ8+e2rdvX5HONXXq1AKP9e/fX5daO3ro0KFFXiMIAAAAwNXBUrmyQjp3Vsa6dd42d0KCnDExMpmL/HdrAKgwivwO2bx5c3377bc6cOCAFi1apMGDB0s6N0uHFcQBAAAAFCdndLTP7dwTJ5T5888BSgMAV4ciF3smTZqkJ554Qo0bN1aPHj0UGRkp6dwsn86dOxd7QAAAAAAVl7VZMwU1aODT5mKhZgC4qCIXe6677jrt379fa9eu1cLzFkuLiYnR22+/XazhAAAAAFRsJpNJzv79fdqytm1TztGjgQkEAFeBQhd7GjZsqIcffliLFy9W9erV1blzZ5nPu062e/fuatWqVYmEBAAAAFBx2bt3l+mCHbhcCQmBCQMAV4FCF3tmzpyp4OBgPfTQQ6pevbp+97vf6fPPP9eZM2dKMB4AAACAis5ks8nRu7dPW/rq1fJkZAQoEQCUbYUu9kRFRenvf/+7du7cqZUrV6pTp076v//7P9WuXVvR0dF655139Ntvv5VkVgAAAAAVlCMqSjKZvLeNjAylr14dwEQAUHZd1n6Fbdu21TPPPKM1a9Zo7969uvHGGxUbG6t27dqpXbt2mj9/fnHnBAAAAFCBBVWvruAOHXzaXAkJMgwjQIkAoOy6rGLP+WrXrq177rlH3333nU6cOKGXXnpJwcHBxZENAAAAALycAwb43M49elRZ27cHKA0AlF1BxXWinJwcnThxQmPHji2uUwIAAACAl61VKwXVqaOcI0e8ba74eAW3aRPAVABQ9lzxzJ48W7duVZMmTYrrdAAAAADgw2QyyXHBNuyZW7Yo58SJwAQCgDKq2Io9AAAAAFDS7D17yhQS8r8Gw5CbbdgBwEehL+Pq0qXLRY+np6dfcRgAAAAAuBhzSIjsvXrJHRfnbXOvXKmwUaNkstkCmAwAyo5CF3u2bdumG264ocBLtY4cOaJff/212IIBAAAAQH6c/fv7FHsMt1vpP/0kR58+AUwFAGVHoYs97dq1U48ePfTAAw/ke3zjxo36+OOPiy0YAAAAAOQnqFYtBbdtq8ytW71trvh42Xv3lslkCmAyACgbCr1mT+/evbVjx44Cj4eFhalfv37FEgoAAAAALsZxwTbsOQcPKmvnzgClAYCypdAze/7xj39c9HizZs0UHx9/xYEAAAAA4FKC27aVpUYN5R4/7m1zJyQo+JprApgKAMoGduMCAAAAcNUxmc1+27BnbNig3NOnAxMIAMqQQhV79u/fX6STHjp06LLCAAAAAEBhOXr18t2By+OROzExcIEAoIwoVLGnW7duuu+++5SUlFRgn5SUFH388cdq166d5syZU2wBAQAAACA/ZodD9p49fdrcK1bIyM4OUCIAKBsKtWbPtm3b9Morr2jQoEEKCQlRRESE6tatq5CQEJ0+fVrbtm3T1q1b1aVLF73xxhsaPnx4SecGAAAAADn695d72TLvbU9qqtLXrZPjgiIQAFQkhZrZU61aNb311ls6cuSI3n33XbVo0UInTpzQzv+udn/zzTdr3bp1Wr16NYUeAAAAAKXGWq+ebC1b+rS52TgGQAVX6N24JMlut+u6667TddddV1J5AAAAAKBInAMGKGvHDu/t7L17lbVnj2xNmgQwFQAEDrtxAQAAALiqBXfoIHOVKj5tzO4BUJFR7AEAAABwVTNZLHJesA17+tq1yj17NjCBACDAKPYAAAAAuOo5+vSRgs5bpSI3V+7lywMXCAACiGIPAAAAgKueOTRU9m7dfNrcy5bJyM0NUCIACByKPQAAAADKBWd0tM9tz5kzytiwIUBpACBwCrUb17x58wp9wlGjRl12GAAAAAC4XNaGDWVt1kzZu3d721zx8bJ37RrAVABQ+gpV7BkzZozPbZPJJMMwfG7nyWWaJAAAAIAAcfbvrzPnFXuyd+1S9oEDsjZoEMBUAFC6CnUZl8fj8f5bvHixOnXqpB9++EFnzpzRmTNntGDBAnXp0kULFy4s6bwAAAAAUKCQLl1kDg/3aXOxDTuACqZQM3vO99hjj+mDDz5Qnz59vG1DhgyRw+HQvffeq+3btxdrQAAAAAAoLFNQkBz9+int+++9bek//aTwceNkDg0NYDIAKD1FXqB59+7dqly5sl97pUqVtHfv3mKIBAAAAACXz9Gvn2Q+71ed7Gy5V64MXCAAKGVFLvZ069ZNf/jDH3Ts2DFv27Fjx/Tkk0+qe/fuxRoOAAAAAIrKUqmSQiIifNrciYkyPJ4AJQKA0lXkYs+nn36qI0eOqGHDhmrevLmaN2+uhg0b6tChQ5o6dWpJZAQAAACAInEOGOBzO/fkSWVu3hygNABQuoq8Zk/z5s21efNmLVmyRL/88oskqXXr1ho4cKDPrlwAAAAAECjWpk1lbdhQ2fv3e9tc8fEK6dQpcKEAoJQUudgjndtqffDgwRo8eHBx5wEAAACAK2YymeQYMEApM2Z427J++UXZhw/LWrduAJMBQMm7rGJPbGysYmNjlZycLM8F171++umnxRIMAAAAAK6EvVs3pc6ZI09amrfNnZCgSjfdFMBUAFDyirxmz+TJkzV48GDFxsbqxIkTOn36tM8/AAAAACgLTFar7H36+LSlr1kjT3p6gBIBQOko8syeDz74QNOnT9ett95aEnkAAAAAoNg4o6LkWrRIMgxJkpGZqfRVq+SMiQlwMgAoOUWe2ZOVlaVevXqVRBYAAAAAKFaWqlX9FmV2JSSwDTuAcq3IxZ67775bX3zxRUlkAQAAAIBi57hwG/bkZGVu2xagNABQ8op8GVdGRoY++ugjLV26VB06dJDVavU5/tZbbxVbOAAAAAC4UrZrrlFQ3brKOXzY2+aOj1dIu3YBTAUAJafIxZ7Nmzer03+nQf78888+x0wmU7GEAgAAAIDikrcN+9nPP/e2ZW7dqpzkZAXVrBnAZABQMopc7ImPjy+JHAAAAABQYuw9eij1m29kuN3nGgxD7oQEhU+YENhgAFACirxmz/kOHjyogwcPFlcWAAAAACgR5uBgOS7YaMa9apU8GRkBSgQAJafIxR6Px6MXX3xRlSpVUqNGjdSoUSNVrlxZL730kjysaA8AAACgjHL07y+dt/SEkZ6u9B9/DFwgACghRb6M689//rOmTp2qv/71r+rdu7ckacWKFXrhhReUkZGhV155pdhDAgAAAMCVCqpRQ8Ht2ilzyxZvmzshQY5+/Vh/FEC5UuRiz4wZM/TJJ59o1KhR3rYOHTqoXr16evDBByn2AAAAACiznAMG+BR7cg4fVtavvyq4ZcsApgKA4lXky7hOnTqlVq1a+bW3atVKp06dKpZQAAAAAFASbK1by3LBDlyuuLgApQGAklHkYk/Hjh317rvv+rW/++676tixY7GEAgAAAICSYDKb5RwwwKctc9Mm5fKHawDlSJEv43rjjTc0YsQILV26VJGRkZKk1atX68CBA1qwYEGxBwQAAACA4mSPjFTqt9/KyMw812AYciUmKnzs2MAGA4BiUuSZPVFRUdqxY4fGjh2rM2fO6MyZMxo3bpx27Nihvn37lkRGAAAAACg2Zrtd9p49fdrcy5fLyMoKUCIAKF5FntkjSfXq1WMhZgAAAABXLceAAXInJnpvGy6X0teulaNXrwCmAoDiUeSZPdOmTdOsWbP82mfNmqUZM2YUSygAAAAAKEnWOnVka93ap80VHy/DMAKUCACKT5GLPa+99pqqV6/u116zZk29+uqrxRIKAAAAAErahQs15+zfr+zffgtQGgAoPkUu9uzfv19NmjTxa2/UqJH2799fLKEAAAAAoKQFt28vS7VqPm2u+PgApQGA4lPkYk/NmjW1efNmv/ZNmzap2gVvlAAAAABQVpnMZjmionzaMtatU25KSoASAUDxKHKx58Ybb9Sjjz6q+Ph45ebmKjc3V3Fxcfr973+vG264oSQyAgAAAECJcPTpI1mt/2vweORetixwgQCgGBS52PPSSy+pR48eiomJkd1ul91u1+DBgxUdHc2aPQAAAACuKmanU/bu3X3a3MuWycjJCVAiALhyRd563Waz6auvvtJLL72kTZs2yW63q3379mrUqFFJ5AMAAACAEuUcMEDpK1d6b3vOnlXG+vV+RSAAuFoUudiTp3HjxjIMQ82aNVNQ0GWfBgAAAAACytqggWzNmytr1y5vmys+nmIPgKtWkS/jcrvduuuuu+RwONS2bVvvDlyPPPKI/vrXvxZ7QAAAAAAoaY4LtmHP/u03Ze/bF6A0AHBlijwl55lnntGmTZuUkJCgoUOHetsHDhyoF154QU8//XSxBgQAAACAkhbSubPMlSvLc+aMt80VH6/Kt98esEyo2HJzc5WdnR3oGChDrFarLBZLofoWudjz7bff6quvvlLPnj1lMpm87W3bttXu3buLejoAAAAACDiTxSJHv35KmzfP25aelKSw8eNlCQsLYDJURGlpaTp48KAMwwh0FJQhJpNJ9evXV2ho6CX7FrnYc/z4cdWsWdOv3eVy+RR/AAAAAOBq4ujbV2kLFkh5O3Hl5Ch9xQqFDhsW2GCoUHJzc3Xw4EE5HA7VqFGD37MhSTIMQ8ePH9fBgwfVokWLS87wKXKxp2vXrpo/f74eeeQRSfIOvE8++USRkZGXERkAAAAAAs8SHi57RITSf/zR2+ZKTJRz8GCZCnnpBHClsrOzZRiGatSoIbvdHug4KENq1KihvXv3Kjs7u/iLPa+++qqGDRumbdu2KScnR//4xz+0bds2rVq1SomJiZcdGgAAAAACzTFggE+xx3P6tDI2bZK9S5cApkJFxIweXKgoY6LIu3H16dNHGzduVE5Ojtq3b6/FixerZs2aWr16tSIiIop6OgAAAAAoM2xNmsjauLFPmzs+PjBhAOAyFbnYI0nNmjXTxx9/rJ9++knbtm3TZ599pvbt2xd3NgAAAAAodRduw57166/KPnQoQGmAwstNTdWR++7z+ZebmlrqOfbu3SuTyaQz5+1uV1xeffVV3Xjjjd7bJpNJGzduLPbHyc8LL7ygMWPGFKpvYV+DknqtilzsWb9+vbZs2eK9PXfuXI0ZM0bPPvussrKyijUcAAAAAJQ2e0SEzBfswOVOSAhMGKACmz59ujp16uTT9uyzz+rf//53YAKdJzk5WTfffLPq16+v8PBwde7cWfPO280v0Ipc7Lnvvvv066+/SpJ+++03/e53v5PD4dCsWbP01FNPFXtAAAAAAChNJqtVjr59fdrS16yRx+UKUCJUVIbHo9zU1Ev+yz5yRNlHjijn6FG/c+QcPeo9Xphz5aamyvB4AvBsry5paWnq3Lmz1qxZozNnzujFF1/UjTfeqG3btgU6mqTLWKD5119/9VbWZs2apaioKH3xxRdauXKlbrjhBr3zzjvFHBEAAAAASpejXz+lLVwo/feXXiMrS+5VqxQ6aFCAk6Ei8bhcSn7iiSs6x6k33yzyfWq++aYsF8xuy09aWpqefvppzZs3TxkZGRo6dKj+7//+z6/f4sWL9eyzz2rnzp1yOBwaO3as/v73v3t3G3vrrbf0zjvv6PTp06pWrZqee+45RURE6P7771d2drZCQ0MlSdu2bdOnn36qjRs36ttvv/V7nF9//VXDhg3T448/rocfflj9+/dXZGSk1q9fr1WrVqlFixaaMWOGdxmaxo0b68EHH9TXX3+trVu3qkuXLvrss8/UoEGDSz73pk2b6onzvjYjR45Uy5YttWbNGrVp08av/5IlS/THP/5Re/bskcPh0Lhx4zRlyhTv8e+++06TJ0/WiRMnNGbMGH388ceyWq2XzFGQIs/sMQxDnv++4S1dulTDhw+XJDVo0EAnTpy47CAAAAAAUFZYqlRRSOfOPm3uhARmPADnufPOO3Xq1Clt3rxZe/bsUXZ2th5++GG/fna7XR9//LFOnTqllStXKj4+Xm+99ZakcwWa5557TosXL1Zqaqp+/PFHde/eXZ07d9YHH3yg9u3bKy0tTWlpaWrYsGGBWX766SdFR0frtdde88kwc+ZMvfHGGzp9+rS6du2qRx55xOd+n332mf7973/r+PHjcjqd+stf/nJZr0VycrK2b9+uDh065Ht84sSJevLJJ5WamqrffvtNt956q8/xH374QRs2bNC2bdsUGxurzz///LJy5Clysadr1656+eWXNXPmTCUmJmrEiBGSpD179qhWrVpXFAYAAAAAygrnBQs15544ocytWwOUBihbjh8/rjlz5ui9995T5cqV5XQ69eKLL+qrr75Sbm6uT9++ffuqc+fOslgsatq0qe677z4l/HcdLIvFIsMwtHXrVqWnp6tWrVoFFkwKsnDhQo0ZM0b/+te/NGHCBJ9jt9xyizp27KigoCBNnDhR69at8zn+4IMPqkmTJgoJCdHNN9/sd7wwsrKydMMNN2jChAnq2rVrvn2sVqt27drlLSr16tXL5/ikSZMUFhamunXraujQoZeV43xFLva88847Wr9+vR5++GH9+c9/VvPmzSVJs2fP9gsLAAAAAFcra/PmCqpf36fNHRcXoDRA2bJ37155PB41adJElStXVuXKldWtWzeZzWYdvWDtoKSkJA0cOFC1atVSeHi4nn32We+VQc2aNdOMGTP07rvvqlatWho8eHCRd9d65513NGDAAEVHR/sdq127tvf/nU6n0tLSLno89b+7l7366qsKDQ1VaGiohg0bVuBjZ2Vl6brrrpPD4dDHH39cYL9vvvlGP//8s1q2bKnOnTvrP//5T6FyXK4ir9nToUMHn9248vztb3+TxWIp0rmmTJmiKVOmaO/evZKktm3batKkSd4XMiMjQ3/84x/15ZdfKjMzU0OGDNH777/vM4No//79euCBBxQfH6/Q0FBNnDhRr732moKCivzUAAAAAMDLZDLJOWCAUmbO9LZlbtumnKNHFXTeL2ZASTE7napZiDV3PP8tYHjS0vzW6Kn6xBMy/3fNm7z/FuZxL6VBgwYym806fPiwHA6Hz7G83/Hz3Hjjjbrjjjs0d+5cOZ1OvfPOO5o+fbr3+IQJEzRhwgSlp6dr0qRJuvXWW7VlyxaZzYWbn/LFF1/oiSee0COPPJLvmkGX49lnn9Wzzz570T5ZWVm6/vrrlZWVpblz58pmsxXYt0uXLpozZ448Ho++/fZbTZgwQVFRUcWSNT9FntlTkJCQkCIvHlS/fn399a9/1bp167R27VpFR0dr9OjR2vrfqZGPP/64vvvuO82aNUuJiYk6fPiwxo0b571/bm6uRowYoaysLK1atUozZszQ9OnTNWnSpOJ6WgAAAAAqMHv37jJd8IusKzExQGlQ0ZjMZlnCwi75z1qnjqx16uRbhAyqXdt7vDDnsoSFyVSIIkvt2rU1ZswYPfzww95ZOkePHtU333zj1/fs2bPeS722b9/uszDxjh07tGTJEqWnp8tmsyk0NNQ7eaNWrVo6cuSI0tPTL5qlatWqio2N1erVq/XAAw/IMIxL5r9S2dnZmjBhglwul7799lsFBwcX2DcrK0szZ87U6dOnZTabVblyZUkq0UkqxVbsuRwjR47U8OHD1aJFC11zzTV65ZVXFBoaqjVr1iglJUVTp07VW2+9pejoaEVERGjatGlatWqV1qxZI+ncit7btm3TZ599pk6dOmnYsGF66aWX9N577ykrKyuQTw0AAABAOWCy2eTo08enLX3VKnkyMgKUCCg7pk+f7r18Kzw8XH379s13rZkPP/xQb775pkJDQ3X//ffrhhtu8B7LysrSX/7yF9WqVUvVqlVTXFycd9ZPdHS0evbsqXr16qly5crav39/gVmqVKmipUuXav369br33ntLvOCzatUqzZ07VytXrlT16tW9l3y9+uqr+fb/4osv1Lx5c4WFhemRRx7RF198oWrVqpVYPpNRGiWvQsjNzdWsWbM0ceJEbdiwQUePHlVMTIxOnz7trXpJUqNGjfTYY4/p8ccf16RJkzRv3jyf6/n27Nmjpk2bav369ep8wer5eTIzM5WZmem9ffbsWTVo0EBHjhwp0RcbCKTs7GzNnTtXo0ePvqIt/ICyjHGOioBxjoqgrI3z3BMndHryZOm8X52c118vewlegoHy7+TJk6pTp45SUlIUHh7ubc/IyNCePXu8iwYDeYoyNgK+sM2WLVsUGRmpjIwMhYaG6ptvvlGbNm20ceNG2Ww2n0KPdG4aV95iT0ePHvXbASzv9oULQp3vtdde0+TJk/3a58+f73etIVDezJ07N9ARgBLHOEdFwDhHRVCWxnm7qlVV/eRJ7+3k+fOVlJwsmUwBTIWrmdvtDnQElGNFKvZkZ2erVatW+v7779W6detiCdCyZUtt3LhRKSkpmj17tiZOnKjEEr4G9plnntEf/vAH7+28mT0jRoxgZg/KrbL2FzKgJDDOUREwzlERlMVxntWunc6++673ttPt1qj27WVr1SqAqXA1O3le8RAobkUq9litVmUU87WpNpvNu317RESEkpKS9I9//EO/+93vlJWVpTNnzvjM7jl27Jh3S7LatWvrp59+8jnfsWPHvMcKEhwcnO/iSVartcx8mAAlhXGOioBxjoqAcY6KoCyN86B27eSqXVu5511BkLl8uZzt2wcwFa5mZWVso3wq8gLNDz30kF5//XXl5OSURB55PB5lZmYqIiJCVqtVsbGx3mM7duzQ/v37FRkZKUmKjIzUli1blJyc7O2zZMkShYeHq02bNiWSDwAAAEDFYzKZ5Ozf36ctc/Nm5fx3FyIAKEuKvGZPUlKSYmNjtXjxYrVv315Op9Pn+Ndff13ocz3zzDMaNmyYGjZsqNTUVH3xxRdKSEjQokWLVKlSJd111136wx/+oKpVqyo8PFyPPPKIIiMj1bNnT0nS4MGD1aZNG91666164403dPToUT333HN66KGHLrrtGQAAAAAUlT0yUqnffisj72oHw5A7MVHh48cHNhjKpTKylxLKkKKMiSIXeypXrqzxxfRmlpycrNtuu01HjhxRpUqV1KFDBy1atEiDBg2SJL399tsym80aP368MjMzNWTIEL3//vve+1ssFn3//fd64IEHFBkZKafTqYkTJ+rFF18slnwAAAAAkMccEiJ7r15yx8V529wrVihs5EiZbLYAJkN5YrFYJJ3bktxutwc4DcqSrKwsSf8bIxdT5GLPtGnTip6oAFOnTr3o8ZCQEL333nt67733CuzTqFEjLViwoNgyAQAAAEBBnP37+xR7DLdbRx95RJJU8803ZQkLC1Q0lBNBQUFyOBw6fvy4rFarzOYir76Ccsjj8ej48eNyOBwKCrp0Keeytl7PyclRQkKCdu/erZtuuklhYWE6fPiwwsPDFRoaejmnBAAAAIAyL6hWLQW3aaPMbdsCHQXllMlkUp06dbRnzx7t27cv0HFQhpjNZjVs2FAmk+mSfYtc7Nm3b5+GDh2q/fv3KzMzU4MGDVJYWJhef/11ZWZm6oMPPris0AAAAABQ1uWmpiokMjLfYo8nNdX7/8zwwZWw2Wxq0aKF97IdQDo3Lgo706vIxZ7f//736tq1qzZt2qRq1ap528eOHat77rmnqKcDAAAAgKtG8hNPFHjsxOTJ3v+v8+GHpREH5ZjZbFZISEigY+AqVeRiz/Lly7Vq1SrZLliArHHjxjp06FCxBQMAAAAAAEDRFXmlJ4/Ho9zcXL/2gwcPKoypigAAAAAAAAFV5GLP4MGD9c4773hvm0wmpaWl6fnnn9fw4cOLMxsAAAAAAACKqMiXcf3973/XkCFD1KZNG2VkZOimm27Szp07Vb16df373/8uiYwAAAAAUCbUfPNNSecWYz5/jZ481SdNkjk8vLRjAYCPIhd76tevr02bNunLL7/U5s2blZaWprvuuks333yz7HZ7SWQEAAAAgDLhUrtsZf36q5wDBpRSGgDIX5GLPZIUFBSkW265pbizAAAAAMBVLT0piWIPgIC7rGLPjh079H//93/avn27JKl169Z6+OGH1apVq2INBwAAAABlkSUsTHU+/FAZmzfr9Hvveduzd+9WzsmTCqpWLYDpAFR0RV6gec6cOWrXrp3WrVunjh07qmPHjlq/fr3at2+vOXPmlERGAAAAACiTgtu0kcnh8GnLWLs2QGkA4Jwiz+x56qmn9Mwzz+jFF1/0aX/++ef11FNPafz48cUWDgAAAADKMlNQkEI6d1b6ypXetvS1axU6ZEgAUwGo6Io8s+fIkSO67bbb/NpvueUWHTlypFhCAQAAAMDVwt6tm8/tnP37lXPsWIDSAMBlFHv69++v5cuX+7WvWLFCffv2LZZQAAAAAHC1sF1zjcwX7NKVnpQUoDQAcBmXcY0aNUp/+tOftG7dOvXs2VOStGbNGs2aNUuTJ0/WvHnzfPoCAAAAQHlmslgUEhEhd0KCty09KUmhI0bIZDIFLhiACqvIxZ4HH3xQkvT+++/r/fffz/eYJJlMJuXm5l5hPAAAAAAo++zduvkUe3KPHlXOoUOy1q8fuFAAKqwiX8bl8XgK9Y9CDwAAAICKwtq0qcxVqvi0cSkXgEApcrEHAAAAAODLZDbL3rWrT1vG2rUyDCNAiQBUZBR7AAAAAKAY2Lt397mde+KEsvfuDUwYABUaxR4AAAAAKAZBDRrIUrOmT1sGl3IBCACKPQAAAABQDEwmk+zduvm0pa9dK8PjCVCi/2/vzqOjqu//j7/uTCYzEwg7YY2AgCKyk4BxweUryBer8j1+f9a6ttWqNdRWS+teVCqopbtWbbVg2y/FoxVRtBTQikUBs7CDIJsgEChrQjIzmczc3x/WgTusE2ZyZ+48H+fkHO97bobXnPMBzIv7uRdAtqLsAQAAAIAk8cXdtyd68KDqN2ywKQ2AbJVw2VNZWamVK1fGjmfNmqWxY8fqoYceUn19fVLDAQAAAEAm8XTurJwuXSwztnIBaGoJlz133nmn1q9fL0natGmTrr/+euXl5em1117Tj3/846QHBAAAAIBMctRWrooKmZGITWkAZKOEy57169dr0KBBkqTXXntNI0aM0PTp0zVt2jT97W9/S3Y+AAAAAMgo8Vu5zNpahdautSkNgGyUcNljmqai/7nB2Pz58zVmzBhJUmFhofbs2ZPcdAAAAACQYXLat5ene3fLLFhebk8YAFkp4bKnqKhIP/3pT/XnP/9ZCxYs0JVXXilJ2rx5szp06JD0gAAAAACQaXxxW7mCS5fKDIdtSgMg2yRc9vzqV79SZWWlxo0bp4cffli9evWSJL3++us6//zzkx4QAAAAADKNf+hQyTBix2YwqNCqVTYmApBNchL9hgEDBliexvWVn/3sZ3K73UkJBQAAAACZzN26tXJ791b9fx5uI0mBsjL5Bg+2MRWAbJHwlT2SdODAAb300kt68MEHtW/fPknSmjVrtHv37qSGAwAAAIBMFX+j5uCKFYoGgzalAZBNEi57VqxYod69e+vpp5/WlClTdODAAUnSG2+8oQcffDDZ+QAAAAAgI/mGDJFcR/zIFQ4rtGKFfYEAZI2Ey5777rtP3/rWt/TZZ5/J5/PF5mPGjNGHH36Y1HAAAAAAkKnc+fny9uljmQV4KheAJpBw2VNWVqY777zzqHmXLl1UVVWVlFAAAAAA4AS+YcMsx6FVqxStrbUpDYBskXDZ4/V6VV1dfdR8/fr1at++fVJCAQAAAIAT+AYNknKOeC5OJKLgsmV2xQGQJRIue66++mo98cQTCofDkiTDMLR161bdf//9uvbaa5MeEAAAAAAylcvvl7dfP8ssUFZmUxoA2SLhsufnP/+5Dh06pIKCAgUCAV188cXq1auX8vPz9eSTT6YiIwAAAABkLH/cU7nqP/1UkWPslgCAZMk5+SlWLVu21Lx587Rw4UKtWLFChw4d0pAhQ3T55ZenIh8AAAAAZDTvgAEycnNl1td/OTBNBSsq1OzSS+0NBsCxEi57vnLhhRfqwgsvTGYWAAAAAHAcl9cr78CBCh6xfStQXk7ZAyBlTqns+c1vfqM77rhDPp9Pv/nNb0547j333JOUYAAAAADgFP7iYkvZE96wQZF9++Ru08bGVACc6pTKnl/+8pe68cYb5fP59Mtf/vK45xmGQdkDAAAAAHG8ffvK8PtlBgKxWaCiQs1HjrQxFQCnOqWyZ/Pmzcf8bwAAAADAyRkej3yDByvw8cexWbCsjLIHQEok9DSucDisnj17au3atanKAwAAAACO5C8uthyHP/9cDbt22ZQGgJMlVPZ4PB4Fg8FUZQEAAAAAx8o9+2y58vMts0B5uU1pADhZQmWPJJWWlurpp59WQ0NDKvIAAAAAgCMZbrd8Q4ZYZkHKHgApkPCj18vKyvTee+9p7ty56t+/v5o1a2Z5/Y033khaOAAAAABwEn9xseoWLIgdN+zYofD27fJ06WJjKgBOk3DZ06pVK1177bWpyAIAAAAAjubp2VOu1q0V3b8/NguUlVH2AEiqhMueqVOnpiIHAAAAADie4XLJX1Sk2nnzYrNgWZnyr7lGhmHYmAyAkyR8zx5Jamho0Pz58/Xiiy+qpqZGkrRjxw4dOnQoqeEAAAAAwGl8RUWW48iePQp//rlNaQA4UcJX9nz++ecaPXq0tm7dqlAopJEjRyo/P19PP/20QqGQXnjhhVTkBAAAAABH8HTrJnf79or8+9+xWbCsTLndu9sXCoCjJHxlz/e//30VFRVp//798vv9sfn//M//6L333ktqOAAAAABwGsMw5I+7uidQXi4zGrUpEQCnSbjs+de//qVHHnlEubm5lnn37t21ffv2pAUDAAAAAKfyDRtmOY4eOKD6DRtsSgPAaRIue6LRqCKRyFHzL774Qvn5+UkJBQAAAABO5uncWTmdO1tmwfJym9IAcJqEy55Ro0bpV7/6VezYMAwdOnRIEyZM0JgxY5KZDQAAAAAcy1dcbDkOVlTIPMY/rANAohIue37+85/ro48+Ut++fRUMBnXDDTfEtnA9/fTTqcgIAAAAAI4Tf9+e6KFDql+3zqY0AJwk4adxde3aVcuXL9eMGTO0YsUKHTp0SLfddptuvPFGyw2bAQAAAADHl1NQIE+3bpbHrgfKyuTt29fGVACcIOGyR5JycnJ00003JTsLAAAAAGQVX3GxpewJLl0q84YbZHg8NqYCkOkSLnv+9Kc/nfD1W265pdFhAAAAACCb+IuKVPP667FjMxBQaPVq+QYNsi8UgIyXcNnz/e9/33IcDodVV1en3Nxc5eXlUfYAAAAAwClyt26t3F69LI9dD5SXU/YAOC0J36B5//79lq9Dhw5p3bp1uvDCC/XXv/41FRkBAAAAwLHin8oVWr5c0VDIpjQAnCDhsudYevfuraeeeuqoq34AAAAAACfmGzJEch3+0cysr1doxQobEwHIdEkpe6Qvb9q8Y8eOZL0dAAAAAGQFd4sWyu3TxzILlJXZlAaAEyR8z5633nrLcmyapnbu3Klnn31WF1xwQdKCAQAAAEC28BcVqX7NmthxaPVqRevq5MrLszEVgEyVcNkzduxYy7FhGGrfvr0uu+wy/fznP09WLgAAAADIGr7Bg3Xw//5PikS+HDQ0KLhsmfLOP9/eYAAyUsJlTzQaTUUOAAAAAMharrw8efv1U2j58tgsWFZG2QOgURp9z549e/aouro6mVkAAAAAIGv545/K9emnitTU2JQGQCZLqOw5cOCASktL1a5dO3Xo0EGtW7dWx44d9eCDD6quri5VGQEAAADA8bwDBsjIzT08iEYVrKy0LxCAjHXK27j27dunkpISbd++XTfeeKPOOeccSdKaNWv029/+VvPmzdPChQu1YsUKLV68WPfcc0/KQgMAAACA07i8XnkHDFCwvDw2C5aVqdnFF9uYCkAmOuWy54knnlBubq42btyoDh06HPXaqFGjdPPNN2vu3Ln6zW9+k/SgAAAAAOB0/uJiS9lTv2GDIvv3y926tY2pAGSaU97G9eabb2rKlClHFT2S1LFjRz3zzDP629/+pvvuu0+33nprUkMCAAAAQDbwnnuuDJ/v8MA0FaiosC8QgIx0ymXPzp07de655x739X79+snlcmnChAlJCQYAAAAA2cbweOQbPNgyC5aV2ZQGQKY65bKnXbt22rJly3Ff37x5swoKCpKRCQAAAACyVvxTucJbtqjh3/+2KQ2ATHTKZc8VV1yhhx9+WPX19Ue9FgqF9Oijj2r06NFJDQcAAAAA2Sa3Tx+5mje3zLi6B0AiErpBc1FRkXr37q3S0lL16dNHpmlq7dq1+t3vfqdQKKQ//elPqcwKAAAAAI5nuN3yDRmiug8/jM0C5eVqPmaMjakAZJJTLnu6du2qRYsW6e6779aDDz4o0zQlSYZhaOTIkXr22Wd1xhlnpCwoAAAAAGQLX3Gxpexp2L5d4R075Onc2cZUADLFKZc9ktSjRw/9/e9/1/79+/XZZ59Jknr16qU2bdqkJBwAAAAAZKPcXr3katVK0QMHYrNgWZk811xjXygAGeOU79lzpNatW2vYsGEaNmwYRQ8AAAAAJJnhcsk/dKhlFigvj+2wAIATaVTZkyyTJ09WcXGx8vPzVVBQoLFjx2rdunWx17ds2SLDMI759dprr8XOO9brM2bMsOMjAQAAAEBS+OKeyhXZvVsNW7falAZAJrG17FmwYIFKS0u1ePFizZs3T+FwWKNGjVJtba0kqbCwUDt37rR8Pf7442revLn++7//2/JeU6dOtZw3duxYGz4RAAAAACSHp3t3udu1s8wCPJULwClI6J49yTZnzhzL8bRp01RQUKCKigqNGDFCbrdbHTt2tJwzc+ZMXXfddWoe9yjCVq1aHXXu8YRCIYVCodhxdXW1JCkcDiscDjfmowBp76u1zRqHk7HOkQ1Y58gGrPPDcocMUWDu3NhxoKxMvquukuGy9d/tkQSsb6SSYabRps8NGzaod+/eWrlypfr163fU6xUVFSoqKtJHH32k888/PzY3DEOdO3dWKBTSmWeeqbvuukvf+ta3ZBjGMX+dxx57TI8//vhR85deekl5eXnJ+0AAAAAAcBqaHTqk4vJyy2zpoEE62KqVPYGQNHV1dbr99tt18OBBtWjRwu44cJi0KXui0aiuvvpqHThwQAsXLjzmOXfffbc++OADrVmzxjKfOHGiLrvsMuXl5Wnu3LmaMGGCnnnmGd1zzz3HfJ9jXdnz1Zaxtm3bJu9DAWkkHA5r1qxZuuaaa+TxeOyOA6QE6xzZgHWObMA6P8w0TR148klFqqpiM9+IEWp+3XU2pkIy7N27V506daLsQUrYuo3rSKWlpVq1atVxi55AIKDp06fr0UcfPeq1I2eDBw9WbW2tfvaznx237PF6vfJ6vUfNPR5P1v9lAudjnSMbsM6RDVjnyAas8y/5hw3Tobfeih3XL12qnOuvl+F225gKp4u1jVRKi42e48aN0+zZs/XPf/5TXbt2PeY5r7/+uurq6nTLLbec9P2GDx+uL774wnL1DgAAAABkIn9RkeU4WlOj+iOeYgwA8Wwte0zT1Lhx4zRz5ky9//776tGjx3HPffnll3X11Verffv2J33fZcuWqXXr1se8egcAAAAAMklOhw7ynHGGZRaIu48PABzJ1m1cpaWlmj59umbNmqX8/HxV/WcfasuWLeX3+2PnbdiwQR9++KHefffdo97j7bff1q5du3TeeefJ5/Np3rx5mjRpksaPH99knwMAAAAAUslXXKzw1q2x4+DSpTK/8Q0ZbAUCcAy2Xtnz/PPP6+DBg7rkkkvUqVOn2Nerr75qOe+Pf/yjunbtqlGjRh31Hh6PR88995xKSko0aNAgvfjii/rFL36hCRMmNNXHAAAAAICUit/KZdbVKRT34BoA+IqtV/ac6oPAJk2apEmTJh3ztdGjR2v06NHJjAUAAAAAacXdpo08PXsqvHFjbBYoL5dv4EAbUwFIV2lxg2YAAAAAwIn5i4stx6Hly2XW19uUBkA6o+wBAAAAgAzgGzpUMozYsRkKKbhihY2JAKQryh4AAAAAyADuFi2U26ePZRYoK7MpDYB0RtkDAAAAABki/kbNoVWrFA0EbEoDIF1R9gAAAABAhvANHiy53YcHDQ0KLltmWx4A6YmyBwAAAAAyhKtZM3nPPdcyC7KVC0Acyh4AAAAAyCBHPZVr7VpFDx2yKQ2AdETZAwAAAAAZxDtggOTxHB5EowpUVtoXCEDaoewBAAAAgAzi8vnkGzDAMmMrF4AjUfYAAAAAQIaJ38pV/9lniuzfb1MaAOmGsgcAAAAAMoy3Xz8ZPt/hgWkqWFFhXyAAaYWyBwAAAAAyjOHxyDdokGUWKC+3JwyAtEPZAwAAAAAZyBe3lSu8ebMa9uyxKQ2AdELZAwAAAAAZyHvOOTKaNbPMglzdA0CUPQAAAACQkQy3W/6hQy2zAE/lAiDKHgAAAADIWL6iIstxwxdfKLxjh01pAKQLyh4AAAAAyFC5vXvL1bKlZcZWLgCUPQAAAACQoQyXS774rVzl5TJN06ZEANIBZQ8AAAAAZDD/sGGW48iuXWrYts2mNADSAWUPAAAAAGQwT/fucrdta5lxo2Ygu1H2AAAAAEAGMwxDvuJiyyxYXi4zGrUpEQC7UfYAAAAAQIbzxz2VK7Jvn8KbN9uUBoDdKHsAAAAAIMPldO0qd8eOlhlbuYDsRdkDAAAAABnOMAz547dyVVTIjERsSgTATpQ9AAAAAOAA8Vu5otXVql+/3qY0AOxE2QMAAAAADpDTsaNyCgsts0B5uU1pANiJsgcAAAAAHOKorVyVlTIbGmxKA8AulD0AAAAA4BC+uK1cZl2dQmvX2pQGgF0oewAAAADAIXLatpWnZ0/LLPDJJzalAWAXyh4AAAAAcJD4GzWHli+XWV9vUxoAdqDsAQAAAAAH8Q0dKhlG7NgMhRRcudLGRACaGmUPAAAAADiIu2VL5Z51lmUW5KlcQFah7AEAAAAAh/EPG2Y5Dq5YoWggYFMaAE2NsgcAAAAAHMY3eLDkOuLHvYYGBZcvty8QgCZF2QMAAAAADuNq1kzec8+1zIJlZTalAdDUKHsAAAAAwIF88U/lWrNG0UOHbEoDoClR9gAAAACAA/kGDZI8nsODaFTBpUttywOg6VD2AAAAAIADuXw++fr3t8wCbOUCsgJlDwAAAAA4lK+42HJcv369IgcP2pQGQFOh7AEAAAAAh/L16yfD6z08ME0FKyrsCwSgSVD2AAAAAIBDGbm5X9675whs5QKcj7IHAAAAABwsfitXeNMmNezZY1MaAE2BsgcAAAAAHMx7zjkymjWzzILl5TalAdAUKHsAAAAAwMGMnBz5Bg+2zAKUPYCjUfYAAAAAgMP547ZyNWzbpoaqKpvSAEg1yh4AAAAAcLjcs86Sq0ULy4wbNQPORdkDAAAAAA5nuFzyFRVZZoGyMpmmaVMiAKlE2QMAAAAAWcAfV/ZEdu1Swxdf2JQGQCpR9gAAAABAFvCceabcbdtaZmzlApyJsgcAAAAAsoBhGPINHWqZBcvL2coFOBBlDwAAAABkCf+wYZbjyN69Cm/ebFMaAKlC2QMAAAAAWSKna1e5O3SwzNjKBTgPZQ8AAAAAZAnDMOQvLrbMguXlMqNRmxIBSAXKHgAAAADIIvGPYI9WV6v+s89sSgMgFSh7AAAAACCLeDp1Uk7XrpZZkK1cgKNQ9gAAAABAlonfyhWorJQZidiUBkCyUfYAAAAAQJaJ38pl1tYqtGaNTWkAJBtlDwAAAABkmZx27eTp0cMyC5aX25QGQLJR9gAAAABAFjrqqVzLlsmsr7cpDYBkouwBAAAAgCzkKyqSDCN2bAaDCq5aZWMiAMlC2QMAAAAAWcjdsqVyzzrLMuOpXIAzUPYAAAAAQJbyx92oObhypaLBoE1pACQLZQ8AAAAAZCnfkCGS64gfC8NhhZYvty8QgKSg7AEAAACALOVq3lzevn0tswBbuYCMR9kDAAAAAFnMF/dUrtCaNYrW1tqUBkAyUPYAAAAAQBbzDRwo5eQcHkQiCi5dal8gAKeNsgcAAAAAspjL75evf3/LjK1cQGaj7AEAAACALBe/lat+3TpFDh60KQ2A00XZAwAAAABZzte/vwyv9/DANBWsrLQvEIDTQtkDAAAAAFnOyM2Vd+BAy4ytXEDmouwBAAAAAMgft5UrvHGjGvbutSkNgNNB2QMAAAAAkLdvXxl5eZZZsLzcpjQATgdlDwAAAABARk6OfIMHW2YByh4gI1H2AAAAAAAkHb2Vq2HrVjXs2mVTGgCNRdkDAAAAAJAk5Z59tlwtWlhm3KgZyDy2lj2TJ09WcXGx8vPzVVBQoLFjx2rdunWWcy655BIZhmH5uuuuuyznbN26VVdeeaXy8vJUUFCgH/3oR2poaGjKjwIAAAAAGc9wueQbMsQyC5SVyTRNmxIBaAxby54FCxaotLRUixcv1rx58xQOhzVq1CjV1tZazvvOd76jnTt3xr6eeeaZ2GuRSERXXnml6uvr9fHHH+uVV17RtGnT9JOf/KSpPw4AAAAAZLz4rVyRqio1bN9uUxoAjZFj5y8+Z84cy/G0adNUUFCgiooKjRgxIjbPy8tTx44dj/kec+fO1Zo1azR//nx16NBBgwYN0sSJE3X//ffrscceU25ubko/AwAAAAA4iefMM+Vu00aRfftis0BZmTxdu9qYCkAibC174h08eFCS1KZNG8v8//7v//SXv/xFHTt21FVXXaVHH31Uef95JOCiRYvUv39/dejQIXb+FVdcoe9+97tavXq1BsfdTV6SQqGQQqFQ7Li6ulqSFA6HFQ6Hk/65gHTw1dpmjcPJWOfIBqxzZAPWuf1yhwxRYP782HGgrEy+K6+UYRg2pnIW1jdSKW3Knmg0qh/84Ae64IIL1K9fv9j8hhtuULdu3dS5c2etWLFC999/v9atW6c33nhDklRVVWUpeiTFjquqqo75a02ePFmPP/74UfN33nknViIBTjVr1iy7IwApxzpHNmCdIxuwzu3TvKZGRUccR/fu1dypU1UTd/NmNF5dXZ3dEeBgaVP2lJaWatWqVVq4cKFlfscdd8T+u3///urUqZP+67/+Sxs3blTPnj0b9Ws9+OCDuu+++2LH1dXVKiws1JVXXqm2bds27gMAaS4cDmvWrFm65ppr5PF47I4DpATrHNmAdY5swDq3n2ma2r91q6L//ndsdkHLlmp+7bU2pnKWvXv32h0BDpYWZc+4ceM0e/Zsffjhh+p6kn2gw4cPlyRt2LBBPXv2VMeOHfXJJ59Yztm1a5ckHfc+P16vV16v96i5x+PhLxM4Husc2YB1jmzAOkc2YJ3bK2/YMB16553YcX1lpXKuu06Gy9bn/DgGaxupZOvvUtM0NW7cOM2cOVPvv/++evTocdLvWbZsmSSpU6dOkqSSkhKtXLlSu3fvjp0zb948tWjRQn379k1JbgAAAABwOl9RkeU4evCg6jdssCkNgETYWvaUlpbqL3/5i6ZPn678/HxVVVWpqqpKgUBAkrRx40ZNnDhRFRUV2rJli9566y3dcsstGjFihAYMGCBJGjVqlPr27aubb75Zy5cv1z/+8Q898sgjKi0tPebVOwAAAACAk/N07qycuJ0XwbIym9IASIStZc/zzz+vgwcP6pJLLlGnTp1iX6+++qokKTc3V/Pnz9eoUaPUp08f/fCHP9S1116rt99+O/Yebrdbs2fPltvtVklJiW666SbdcssteuKJJ+z6WAAAAADgCP64q3sCFRUyIxGb0gA4Vbbes8c0zRO+XlhYqAULFpz0fbp166Z33303WbEAAAAAAPpyK1fNm2/Gjs3aWoXWrpXviCcoA0g/3FkLAAAAAHBMOe3byxN3b9VgeblNaQCcKsoeAAAAAMBxxW/lCi5dKjMctikNgFNB2QMAAAAAOC7f0KGSYcSOzWBQoVWrbEwE4GQoewAAAAAAx+Vu3Vq5vXtbZgGeygWkNcoeAAAAAMAJ+eK3cq1YoWgwaFMaACdD2QMAAAAAOCH/0KGS64gfH8NhhVassC8QgBOi7AEAAAAAnJCreXN5zznHMgvwVC4gbVH2AAAAAABOyldcbDkOrVqlaG2tTWkAnAhlDwAAAADgpHyDBkk5OYcHkYiCy5bZFQfACVD2AAAAAABOyuX3y9uvn2XGU7mA9ETZAwAAAAA4Jf64rVz1n36qSHW1TWkAHA9lDwAAAADglHj795fh9R4emKaCFRX2BQJwTJQ9AAAAAIBT4vJ65R0wwDLjqVxA+qHsAQAAAACcsvitXOENGxTZt8+mNACOhbIHAAAAAHDKvH37ysjLs8wCbOUC0gplDwAAAADglBkej3yDB1tmQZ7KBaQVyh4AAAAAQEL8RUWW4/Dnn6th1y6b0gCIR9kDAAAAAEhI7tlny5Wfb5lxo2YgfVD2AAAAAAASYrjd8g0ZYpkFKXuAtEHZAwAAAABImH/YMMtxw44dCm/fblMaAEei7AEAAAAAJMxz5plytW5tmQW4UTOQFih7AAAAAAAJM1yuo27UHCwrk2maNiUC8BXKHgAAAABAo/jiyp7Inj0Kf/65TWkAfIWyBwAAAADQKJ5u3eQuKLDMgmzlAmxH2QMAAAAAaBTDMI7ayhUoL5cZjdqUCIBE2QMAAAAAOA2+4mLLcfTAAdVv2GBTGgASZQ8AAAAA4DR4OndWTufOllmwvNymNAAkyh4AAAAAwGmKv7onWFEhMxKxKQ0Ayh4AAAAAwGnxx2/lOnRIVXffrZ133qlITY1NqYDsRdkDAAAAADgtOe3by9O9u90xAPwHZQ8AAAAA4LREamqU27//MV+L1tQo8p8vAE0jx+4AAAAAAIDMtnv8+OO+tufxx2P/3enFF5siDpD1uLIHAAAAAADAQSh7AAAAAAAAHISyBwAAAAAAwEG4Zw8AAAAA4LQUTJki6cubMR95jx5JyjnjDLW55x47YgFZi7IHAAAAAHBa3Pn5x32tYetWmcGgctq3b8JEQHZjGxcAAAAAIKUCixfbHQHIKpQ9AAAAAICkcOfnq9OLLyrvkkss88DixTJN055QQBai7AEAAAAAJJW/pMRyHNmzR+GNG21KA2Qfyh4AAAAAQFJ5unWTu2NHy6xu0SKb0gDZh7IHAAAAAJBUhmEo77zzLLNgRYXM+nqbEgHZhbIHAAAAAJB0/uHDJcOIHZuBgIIrVtiYCMgelD0AAAAAgKRzt2mj3LPPtsx4KhfQNCh7AAAAAAAp4Y/byhVavVqR6mqb0gDZg7IHAAAAAJASvsGDZeTmHh5Eowp88ol9gYAsQdkDAAAAAEgJl88n35AhlhlbuYDUo+wBAAAAAKRM/Fauhm3bFP7iC5vSANmBsgcAAAAAkDK5Z58tV6tWlhlX9wCpRdkDAAAAAEgZw+X68jHsRwgsWSIzErEpEeB8lD0AAAAAgJSK38oVra5W/aef2pQGcD7KHgAAAABASnk6d5anWzfLrI6tXEDKUPYAAAAAAFIu/uqe4NKligYCNqUBnI2yBwAAAACQcr7iYsl1xI+g4bCClZX2BQIcjLIHAAAAAJBy7vx8efv3t8x4KheQGpQ9AAAAAIAmEb+Vq379ejXs2WNTGsC5KHsAAAAAAE3C17+/jLw8yyywZIlNaQDnouwBAAAAADQJw+ORv6jIMgssXizTNG1KBDgTZQ8AAAAAoMn4S0osx5HduxXevNmmNIAzUfYAAAAAAJqMp0cPuQsKLLPAokU2pQGcibIHAAAAANBkDMM46kbNgfJymeGwTYkA56HsAQAAAAA0Kf/w4ZZjs65OwZUrbUoDOA9lDwAAAACgSeW0a6fcs86yzAKLF9uUBnAeyh4AAAAAQJOL38oVWrlSkZoam9IAzkLZAwAAAABocr4hQySP5/AgGlWwrMy+QICDUPYAAAAAAJqcy++Xb/Bgy4ytXEByUPYAAAAAAGyRF7eVK/z55wrv2GFTGsA5KHsAAAAAALbI7dNHrpYtLTOu7gFOH2UPAAAAAMAWhtst/7BhlllgyRKZ0ahNiQBnoOwBAAAAANjGX1JiOY4eOKD6detsSgM4A2UPAAAAAMA2ni5dlFNYaJmxlQs4PZQ9AAAAAABb+eNu1BysrFQ0GLQpDZD5KHsAAAAAALbyDxsmuQ7/eGrW1yu4dKmNiYDMRtkDAAAAALCVu0ULec891zILLFpkUxog81H2AAAAAABsF7+Vq379ekX27bMpDZDZbC17Jk+erOLiYuXn56ugoEBjx47VuiPuur5v3z5973vf09lnny2/368zzjhD99xzjw4ePGh5H8MwjvqaMWNGU38cAAAAAEAj+QYMkOH3Hx6YpgJLltgXCMhgtpY9CxYsUGlpqRYvXqx58+YpHA5r1KhRqq2tlSTt2LFDO3bs0JQpU7Rq1SpNmzZNc+bM0W233XbUe02dOlU7d+6MfY0dO7aJPw0AAAAAoLGM3Fz5hg61zOoWL5ZpmjYlAjJXjp2/+Jw5cyzH06ZNU0FBgSoqKjRixAj169dPf/vb32Kv9+zZU08++aRuuukmNTQ0KCfncPxWrVqpY8eOTZYdAAAAAJBceSUlCixcGDuOVFUp/Pnnyu3e3b5QQAayteyJ99X2rDZ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\ No newline at end of file diff --git a/docs/pages/performance/fashion-mnist/plot.png b/docs/pages/performance/fashion-mnist/plot.png index 42c858c11..63376c164 100644 Binary files a/docs/pages/performance/fashion-mnist/plot.png and b/docs/pages/performance/fashion-mnist/plot.png differ diff --git a/docs/pages/performance/fashion-mnist/results.md b/docs/pages/performance/fashion-mnist/results.md index 4839d2e7c..83b1fe79b 100644 --- a/docs/pages/performance/fashion-mnist/results.md +++ b/docs/pages/performance/fashion-mnist/results.md @@ -1,10 +1,10 @@ |Model|Parameters|Recall|Queries per Second| |---|---|---|---| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.378|382.992| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.446|322.386| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.634|301.434| -|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.716|266.643| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|340.303| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.847|294.373| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.922|233.123| -|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|207.765| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=0|0.379|392.939| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=0|0.447|334.503| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=500 probes=3|0.635|308.154| +|eknn-l2lsh|L=100 k=4 w=1024 candidates=1000 probes=3|0.717|270.359| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=0|0.767|347.401| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=0|0.847|296.976| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=500 probes=3|0.922|238.273| +|eknn-l2lsh|L=100 k=4 w=2048 candidates=1000 probes=3|0.960|210.018|