From 9b95557ba21c675536040ce03c553065565e5d7a Mon Sep 17 00:00:00 2001 From: QS <41225783+Mike-7777777@users.noreply.github.com> Date: Sun, 5 Jan 2025 16:17:13 +0100 Subject: [PATCH] typo fixed (#468) * typo fixed * only update plot --------- Co-authored-by: rasbt --- ch07/04_preference-tuning-with-dpo/dpo-from-scratch.ipynb | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/ch07/04_preference-tuning-with-dpo/dpo-from-scratch.ipynb b/ch07/04_preference-tuning-with-dpo/dpo-from-scratch.ipynb index 95137241..ce328e64 100644 --- a/ch07/04_preference-tuning-with-dpo/dpo-from-scratch.ipynb +++ b/ch07/04_preference-tuning-with-dpo/dpo-from-scratch.ipynb @@ -2743,7 +2743,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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o2bKlESMrUrNmTby9vQ1iTEtLY/v27foYW7ZsSUpKCrt379aXWbt2LVqtlhYtWujLbNiwgby8PH2ZVatWERYWhqurq77M9dcpLFOSz0IpxYgRI1i8eDFr166lZs2aBvsjIiKwtLQ0uE50dDRxcXEG93Pw4EGDXx6rVq3CyclJ/0vpTrGW5Xer1WrJyckxuXvp2LEjBw8eZN++ffpX06ZNGTBggP5nU7qf/8rIyODkyZP4+PiY3HfTunXrG4bPHT9+nICAAMD0fg8UmjNnDp6envTo0UO/zdS+mzJh1C5bRjR//nxlbW2t5s6dq44cOaKGDh2qXFxcDHrHlbX09HS1d+9etXfvXgWoadOmqb1796ozZ84opXTDAVxcXNSff/6pDhw4oB566KGbDgdo3Lix2r59u9q0aZMKCQkxGA6QkpKivLy81FNPPaUOHTqk5s+fr+zs7G4YDmBhYaE++eQTdfToUTVhwoQSDwcYNmyYcnZ2VlFRUQbDArKysvRlXnjhBeXv76/Wrl2rdu3apVq2bKlatmyp3184JKBz585q3759asWKFcrDw+OmQwLGjBmjjh49qmbOnHnTIQH3+t2+8cYbav369So2NlYdOHBAvfHGG0qj0ah///3X5O7lZq7vpWxq9/Paa6+pqKgoFRsbqzZv3qw6deqkqlWrppKSkkzuXnbs2KEsLCzU5MmT1YkTJ9S8efOUnZ2d+vnnn/VlTOn3gFK6HsH+/v5q7NixN+wzpe+mLFTZhKuUUl988YXy9/dXVlZWqnnz5mrbtm3lev1169Yp4IbXoEGDlFK6IQHvvPOO8vLyUtbW1qpjx44qOjra4ByXL19W/fv3Vw4ODsrJyUkNGTJEpaenG5TZv3+/atOmjbK2tlbVq1dXH3zwwQ2x/Pbbbyo0NFRZWVmpunXrqr///rtE93Kz+wDUnDlz9GWuXr2qXnzxReXq6qrs7OxUnz59VEJCgsF5Tp8+rbp166ZsbW1VtWrV1Guvvaby8vJu+NwaNWqkrKysVFBQkME1Ct3rd/v000+rgIAAZWVlpTw8PFTHjh31ydbU7uVm/ptwTel++vXrp3x8fJSVlZWqXr266tevn8G4VVO6F6WU+uuvv1S9evWUtbW1Cg8PV998843BflP6PaCUUitXrlTADTEqZXrfTWmTBeiFEEKIclAln+EKIYQQ5U0SrhBCCFEOJOEKIYQQ5UASrhBCCFEOJOEKIYQQ5UASrhBCCFEOqnTCzcnJYeLEieTk5Bg7lFJRme6nMt0LVK77qUz3ApXrfirTvUDlu58qPQ43LS0NZ2dnUlNTcXJyMnY496wy3U9luheoXPdTme4FKtf9VKZ7gcp3P1W6hiuEEEKUF0m4QgghRDkw6fVw8/Pz2bt3L15eXpiZlfxvh/T0dADOnTtHWlpaaYdX7irT/VSme4HKdT+V6V6gct1PZboXMJ370Wq1XLhwgcaNG2Nhceu0atLPcHfu3Enz5s2NHYYQQgjBjh07aNas2S33G7WGO2vWLGbNmsXp06cBqFu3LuPHj6dbt27FOt7LywvQ3aSPj09ZhSmEEELcUkJCAs2bN9fnpFsxasL18/Pjgw8+ICQkBKUUP/zwAw899BB79+6lbt26dzy+sBnZx8cHPz+/sg5XCCGEuKU7Pdo0asLt2bOnwfvJkycza9Ystm3bVqyEK4QQQpiKCtNpqqCggIULF5KZmUnLli1vWiYnJ8dgAHThA3UhhBCiojN6wj148CAtW7YkOzsbBwcHFi9eTJ06dW5adsqUKUyaNKmcIxRCCCHundF7Kefm5hIXF0dqaiq///47s2fPZv369TdNuv+t4Z47d446deoQHx9/22e4BQUF5OXllUn8QoiSs7KyuquhfEJURGfPnqVGjRp3zEVGr+FaWVkRHBwMQEREBDt37uSzzz7j66+/vqGstbU11tbW+vd3GpellCIxMZGUlJRSjVkIcW/MzMyoWbMmVlZWxg5FGMHxC+n4ONvgaGNp7FDKldET7n9ptdpSm6i6MNl6enpiZ2eHRqMplfMKIe6eVqvl/PnzJCQk4O/vL/8uq5iVhxN5/qfdtKjpxvyh91Wp79+oCXfcuHF069YNf39/0tPT+eWXX4iKimLlypX3fO6CggJ9snV3dy+FaIUQpcXDw4Pz58+Tn5+PpWXVquVUZVdzC5i09DAA22OT2RGbTIugqvP72agJNykpiYEDB5KQkICzszMNGjRg5cqVPPDAA/d87sJntnZ2dvd8LiFE6SpsSi4oKJCEW4XMXBfD+dRs/fuv1p+UhFtevvvuuzK/RlVqrhDCVMi/y6rn9KVMvtlwCoBx3cL5cMUx1kVf5GhCGrV9TH/pveKQboJCCCHKlFKKSX8dJrdAS7tQD4a2C6JbPd10vF+vP2nk6MqPJNwqIjAwkOnTpxe7fFRUFBqNRnp430RJP0tjO336NBqNhn379hk7FFFFrTmaxLroi1iaa5jYsw4ajYYX2tcC4K8DCcQnZxk5wvIhCbeC0Wg0t31NnDjxrs67c+dOhg4dWuzyrVq10j9bF6atRo0aJCQkUK9ePWOHIqqg7LwCJi3TdZR6tm0QQR4OANT3c6ZNcDUKtIrvNsUaM8RyIwm3gklISNC/pk+fjpOTk8G20aNH68sqpcjPzy/WeT08PErUgczKygpvb+9yf9ZWUFCAVqst12tW5DhuJzc3t1jlzM3N8fb2vu06nUKUla/XnyI++So+zjaM6BBssK+wljt/ZxyXM0pnOGhFJgm3gvH29ta/nJ2d0Wg0+vfHjh3D0dGR5cuXExERgbW1NZs2beLkyZM89NBDeHl54eDgQLNmzVi9erXBef/bDKrRaJg9ezZ9+vTBzs6OkJAQli5dqt//3ybluXPn4uLiwsqVK6lduzYODg507dqVhIQE/TH5+fm89NJLuLi44O7uztixYxk0aBC9e/e+5f0Wnnfp0qXUqVMHa2tr4uLiyMnJYfTo0VSvXh17e3tatGhBVFQUoPtDw8PDg99//11/nkaNGhks0bhp0yasra3JytI1VU2bNo369etjb29PjRo1ePHFF8nIyLhjHElJSfTs2RNbW1tq1qzJvHnz7vgdDh48mN69e/P+++/j5eWFi4sL7777Lvn5+YwZMwY3Nzf8/PyYM2eOwXFjx44lNDQUOzs7goKCeOeddwxmSJs4cSKNGjVi9uzZ1KxZExsbGwCOHTtGmzZtsLGxoU6dOqxevRqNRsOSJUuAG5uUC7/bNWvW0LRpU+zs7GjVqhXR0dH6a+3fv58OHTrg6OiIk5MTERER7Nq16473LsT14pOz+DIqBoC3etTG3trwj77Wwe7Ur+5Mdp6WH7aeMUaI5apKJVylFFm5+eX+Ku3ZM9944w0++OADjh49SoMGDcjIyKB79+6sWbOGvXv30rVrV3r27ElcXNxtzzNp0iT69u3LgQMH6N69OwMGDCA5OfmW5bOysvjkk0/46aef2LBhA3FxcQY17g8//JB58+YxZ84cNm/eTFpamv6X/u1kZWXx4YcfMnv2bA4fPoynpycjRoxg69atzJ8/nwMHDvDYY4/RtWtXTpw4gUajoV27dvoEfOXKFY4ePcrVq1c5duwYAOvXr6dZs2b6Wr2ZmRmff/45hw8f5ocffmDt2rW8/vrrd4xj8ODBxMfHs27dOn7//Xe+/PJLkpKS7nhPa9eu5fz582zYsIFp06YxYcIEHnzwQVxdXdm+fTsvvPACzz//PGfPntUf4+joyNy5czly5AifffYZ3377LZ9++qnBeWNiYli0aBF//PEH+/bto6CggN69e2NnZ8f27dv55ptveOutt+4YH8Bbb73F1KlT2bVrFxYWFjz99NP6fQMGDMDPz4+dO3eye/du3njjDRm+I0rsf8uOkJOvpWWQOz3q37hm+fXPcn/ceprMnOK12JmqKtXGdDWvgDrj731SjZI68m4X7KxK76N+9913DcYqu7m50bBhQ/37//3vfyxevJilS5cyYsSIW55n8ODB9O/fH4D333+fzz//nB07dtC1a9ebls/Ly+Orr76iVi3dP5ARI0bw7rvv6vd/8cUXjBs3jj59+gAwY8YM/vnnnzveT15eHl9++aX+HuLi4pgzZw5xcXH4+voCMHr0aFasWMGcOXN4//33iYyM1E//uWHDBho3boy3tzdRUVGEh4cTFRVF+/bt9dd45ZVX9D8HBgby3nvv8cILL/Dll1/eMo7jx4+zfPlyduzYQbNmzQDdULbatWvf8Z7c3Nz4/PPPMTMzIywsjI8++oisrCzefPNNQDfpywcffMCmTZt4/PHHAXj77bcNYhw9ejTz5883+MMgNzeXH3/8EQ8PDwBWrFjByZMniYqKwtvbG9Atc1mcseyTJ0/Wf0ZvvPEGPXr0IDs7GxsbG+Li4hgzZgzh4eEAhISE3PF8QlwvKjqJf49cwMJMw6SH6t7y8VTXet4Euttx+nIW83fG80ybmuUcafmpUjXcyqJp06YG7zMyMhg9ejS1a9fGxcUFBwcHjh49escaboMGDfQ/29vb4+TkdNvam52dnT7ZAvj4+OjLp6amcuHCBZo3b67fb25uTkRExB3vx8rKyiCWgwcPUlBQQGhoKA4ODvrX+vXrOXlSN4Sgffv2HDlyhIsXL7J+/XoiIyOJjIwkKiqKvLw8tmzZQmRkpP6cq1evpmPHjlSvXh1HR0eeeuopLl++rG9yvlkcR48excLCwuAewsPDcXFxueM91a1b12Byfi8vL+rXr2/w2bi7uxt83gsWLKB169Z4e3vj4ODA22+/fcN3GBAQoE+2ANHR0dSoUUOfbAGD7+B2rr/Xwub4wnhGjRrFs88+S6dOnfjggw/0n7sQxZGTX8Ckv44AMLhVIKFejrcsa26mYWg73e+V7zaeIje/YveduBdVqoZra2nOkXe7GOW6pcne3t7g/ejRo1m1ahWffPIJwcHB2Nra8uijj96xU81/mwg1Gs1tOwrdrHxpNJfb2toa/PWbkZGBubk5u3fvxtzc8LNzcLjWw7F+fdzc3Fi/fj3r169n8uTJeHt78+GHH7Jz507y8vJo1aoVoHuG+eCDDzJs2DAmT56Mm5sbmzZt4plnniE3N1ff7PzfOO7FzT6r233eW7duZcCAAUyaNIkuXbrg7OzM/PnzmTp1qsEx//3uSyvGwvsujGfixIk88cQT/P333yxfvpwJEyYwf/58feuFELfz3aZYYi9l4uFozcud7tw68nCT6kxbdZzzqdks3X+eRyNuveKOKatSCVej0ZRq025FsXnzZgYPHqz/ZZiRkcHp06fLNQZnZ2e8vLzYuXMn7dq1A3Q9fffs2UOjRo1KdK7GjRtTUFBAUlISbdu2vWkZjUZD27Zt+fPPPzl8+DBt2rTBzs6OnJwcvv76a5o2bapPTrt370ar1TJ16lR9rfO33367Yxzh4eHk5+eze/dufZNydHR0mYxN3rJlCwEBAQbPX8+cuXMnkrCwMOLj47lw4QJeXl6AbghYaQgNDSU0NJRXX32V/v37M2fOHEm44o7Op1zlizW6jlJvdg8v1opANpbmPNOmJh+uOMbX60/ycOPqmJlVvtnIpEm5EggJCdF3otm/fz9PPPGEUYa0jBw5kilTpvDnn38SHR3Nyy+/zJUrV0pcawwNDWXAgAEMHDiQP/74g9jYWHbs2MGUKVP4+++/9eUiIyP59ddfadSoEQ4ODpiZmdGuXTvmzZtn8Pw2ODiYvLw8vvjiC06dOsVPP/3EV199dcc4wsLC6Nq1K88//zzbt29n9+7dPPvss9ja2pbofoojJCSEuLg45s+fz8mTJ/n8889ZvHjxHY974IEHqFWrFoMGDeLAgQNs3rxZ/yz4bmvrV69eZcSIEURFRXHmzBk2b97Mzp07i/XsWojJ/xzlal4BzQJd6d2oerGPG3CfP47WFpxIymDtsTt3TDRFknArgWnTpuHq6kqrVq3o2bMnXbp0oUmTJuUex9ixY+nfvz8DBw6kZcuWODg40KVLF/3wlZKYM2cOAwcO5LXXXiMsLIzevXuzc+dO/P399WXat29PQUGBwbPayMjIG7Y1bNiQadOm8eGHH1KvXj3mzZvHlClTih2Hr68v7du35+GHH2bo0KF4enqW+H7upFevXrz66quMGDGCRo0asWXLFt555507Hmdubs6SJUvIyMigWbNmPPvss/pa8t187oXnvHz5MgMHDiQ0NJS+ffvSrVs3Jk2adFfnE1XH5phL/H0gATMNTOpVr0R/9DnZWPLEfbp/37Mq6XSPGlXaY1bK0dmzZ6lRowbx8fH4+Rm2+WdnZxMbG2swXlGUL61WS+3atenbty//+9//jB1OlbF582batGlDTEyMQSe3ikT+fVY+eQVaun22kZikDAa1DGDSQyWf2SwpLZs2H64jt0DLwhda0izQrQwiLX23y0XXq3wPNIXRnDlzhn///Zf27duTk5PDjBkziI2N5YknnjB2aJXa4sWLcXBwICQkhJiYGF5++WVat25dYZOtqJzmbj5NTFIG7vZWjOocdlfn8HSy4ZGI6vy6I56vok7SbLBpJNzikiZlUWrMzMyYO3cuzZo1o3Xr1hw8eJDVq1fLs78ylp6ezvDhwwkPD2fw4ME0a9aMP//809hhiSokKS2b6auPAzC2azjOtnc/ScrQdrXQaGDNsSSiE9NLK8QKQWq4otTUqFGDzZs3GzuMKmfgwIEMHDjQ2GGIKuz9f46SmVtAoxou9zykp2Y1e7rV8+afg4l8vf4k0/o1Kp0gKwCp4QohRDFcysipEhPsl9T2U5dZsu88Gg28+1DdUhnOUzjd49L95zl7pfIs3ScJVwgh7iA1K48un26gy/QNpGQVb5WmqiC/QMuEpbql9/o396eBn0upnLeBnwutg93J1ypmb6w8S/dJwhVCiDv4bVc8lzNzuZSRW2mHrNyNn7ed4VhiOi52loy5y45St1JYy12wM57kzMrxR44kXCGEuI0CreLHbaf17+duPs2FtGzjBVRBXEzPYeoqXUepMV3CcLW3KtXztwmuRr3qTlzNK+CHLadL9dzGIglXCCFuY+2xJOKTr+Jsa0mjGi7k5Gv5fM0JY4dldB+tOEZ6dj71qjvxeDP/Ox9QQtcv3ffD1tNk5Zr+0n2ScIUQ4jYKa1ePN6/BuG665QoX7IznzOVMI0ZlXLvPXGHhbt1azu8+VA/zMpr3uFs9HwLc7UjJymPBzvgyuUZ5koRbSUVGRt6wBuz06dNve4xGoynWgvF3UlrnqWxM7XOJiopCo9GUyWINpuLEhXQ2xVzCTANP3RdAiyB32od6kK9VTLvWnFrVFGgVE5YeAuCxCD+a+LuW2bV0S/cFATB7Yyx5Baa9dJ8k3AqmZ8+et1wAfuPGjWg0Gg4cOFDi8+7cuZOhQ4fea3gGJk6ceNOVgBISEujWrVupXkuUv1atWpGQkICzs7OxQzGaH7aeBuCBOl74ueqWcRzTRdc5aOn+8xxNSDNWaEahlOK7Tac4dC4NRxsLxl6r8ZelR5r4Uc3BmnMpV/lr//kyv15ZkoRbwTzzzDOsWrWKs2fP3rBvzpw5NG3a1GDh8OLy8PDQr/ta1ry9vbG2ti6XaxW609q/5aWixHE7xY3RysoKb2/vUlsj2NSkXs1j0e5zAAxqFajfXq+6Mz0a+KAUTP032kjRlS+lFOuik+j95Rbe/+cYAK89EEo1h7L/d25jac7TbQIB+Gr9SbRak53+XxJuRfPggw/i4eHB3LlzDbZnZGSwcOFCnnnmGS5fvkz//v2pXr06dnZ21K9fn19//fW25/1vk/KJEydo164dNjY21KlTh1WrVt1wzNixYwkNDcXOzo6goCDeeecd8vLyAJg7dy6TJk1i//79aDQaNBqNPub/Np0ePHiQ+++/H1tbW9zd3Rk6dCgZGRn6/YMHD6Z379588skn+Pj44O7uzvDhw/XXupnC2vXs2bMNJsBPSUnh2WefxcPDAycnJ+6//372798PQGpqKubm5uzatQvQLa7g5ubGfffdpz/vzz//TI0aNYr1GdwujuJ8vv8VGRnJyJEjeeWVV3B1dcXLy4tvv/2WzMxMhgwZgqOjI8HBwSxfvlx/TEFBAc888ww1a9bE1taWsLAwPvvsM4PzFn6+kydPxtfXl7AwXQ1ty5YtNGrUCBsbG5o2bcqSJUvQaDTs27cPuLFJee7cubi4uLBy5Upq166Ng4MDXbt2JSEhQX+tqKgomjdvjr29PS4uLrRu3bpY6/pWRAt3xXM1r4AwL0daBrkb7HvtgVDMzTSsPprE7jPJRoqw7F2faIfM2cn++BRsLM14MbIWT7UMLLc4BrQIwMHaguMXMlgXbbpL91XNqR1z76Kzg7k1mF/7uAryoSAHNGZged3aqDc7r5V9iS5jYWHBwIEDmTt3Lm+99Za+drFw4UIKCgro378/GRkZREREMHbsWJycnPj777956qmnqFWrFs2bN7/jNbRaLQ8//DBeXl5s376d1NRUg+e9hRwdHZk7dy6+vr4cPHiQ5557DkdHR15//XX69evHoUOHWLFiBatXrwa4adNjZmYmXbp0oWXLluzcuZOkpCSeffZZRowYYfBHxbp16/Dx8WHdunXExMTQr18/GjVqxHPPPXfL+4iJiWHRokX88ccfmJubA/DYY49ha2vL8uXLcXZ25uuvv6Zjx44cP34cNzc3GjVqRFRUFE2bNuXgwYNoNBr27t1LRkYGDg4OrF+/3mAt3dt9BreKo7if78388MMPvP766+zYsYMFCxYwbNgwFi9eTJ8+fXjzzTf59NNPeeqpp4iLi8POzg6tVoufnx8LFy7E3d2dLVu2MHToUHx8fOjbt6/+vGvWrMHJyUmf+NPS0ujZsyfdu3fnl19+4cyZM8WKMSsri08++YSffvoJMzMznnzySUaPHs28efPIz8+nd+/ePPfcc/z666/k5uayY8cOk6whF2gVP27V/aEwqFXgDfcQ5OHAYxF+zN8Zz0cropk/9D6TvM9bUUoRFX2R6auPs/9sKgA2lmYMbBnIc22D8HAs3xYsZ1tLBrTw5+sNp/hq/Uk61vYq1+uXGlVCy5cvVxs3btS/nzFjhmrYsKHq37+/Sk5OLunp7kl8fLwCVHx8/A37rl69qo4cOaKuXr1644ETnEr+OvRH0fGH/tBt+7674Xk/rHnjcXfh6NGjClDr1q3Tb2vbtq168sknb3lMjx491GuvvaZ/3759e/Xyyy/r3wcEBKhPP/1UKaXUypUrlYWFhTp37px+//LlyxWgFi9efMtrfPzxxyoiIkL/fsKECaphw4Y3lLv+PN98841ydXVVGRkZ+v1///23MjMzU4mJiUoppQYNGqQCAgJUfn6+vsxjjz2m+vXrd8tYJkyYoCwtLVVSUpJ+28aNG5WTk5PKzs42KFurVi319ddfK6WUGjVqlOrRo4dSSqnp06erfv36qYYNG6rly5crpZQKDg5W33zzTYk+g//Gcbefb/v27VWbNm307/Pz85W9vb166qmn9NsSEhIUoLZu3XrL8wwfPlw98sgj+veDBg1SXl5eKicnR79t1qxZyt3d3eDfx7fffqsAtXfvXqWUUuvWrVOAunLlilJKqTlz5ihAxcTE6I+ZOXOm8vLyUkopdfnyZQWoqKioW8ZW6Lb/PiuA1UcSVcDYZarBxJUqMyfvpmXOXclSIW/9owLGLlNR0Uk3LWNqtFqtWnv0gur1xUYVMHaZChi7TIW9/Y+a/PcRlZSWfecTlKHE1Ksq5E3d570z9rJRY/mv2+Wi65W4SXnMmDGkpek6Chw8eJDXXnuN7t27Exsby6hRo0rnr4AqLjw8nFatWvH9998DuhrUxo0beeaZZwBdM+L//vc/6tevj5ubGw4ODqxcuZK4uLhinf/o0aPUqFEDX19f/baWLVveUG7BggW0bt0ab29vHBwcePvtt4t9jeuv1bBhQ+zti2r6rVu3RqvVEh1d9Pyrbt26+loqgI+PD0lJt286CggIwMPDQ/9+//79ZGRk4O7ujoODg/4VGxvLyZO62YHat2/Ppk2bKCgoYP369URGRhIZGUlUVBTnz58nJibGYPH64nwG/42juJ/vzVz/fN7c3Bx3d3fq16+v3+blpfvL/vrPZubMmURERODh4YGDgwPffPPNDTHWr18fK6uiiQmio6Np0KCBwVq0xWkdsbOzM1j27/rvyc3NjcGDB9OlSxd69uzJZ599ZtDcbErmXhsK1K9ZDeysbt4Q6Otiy1P3BQDw8cpjJv1sUSnFumNJ9J65mSFzd7L/bCq2luY83y6ITWPv583utcu9VvtfXk42PNykOqB7lmuKStykHBsbS506dQBYtGgRDz74IO+//z579uyhe/fupR5gmXjzLnq6mV/3P1t4T905NP/5e+WVg/cW13WeeeYZRo4cycyZM5kzZw61atXSN3V+/PHHfPbZZ0yfPp369etjb2/PK6+8UqoddrZu3cqAAQOYNGkSXbp0wdnZmfnz5zN16tRSu8b1LC0Nl/PSaDRotbcfAnB9Egfdc24fHx+ioqJuKOvi4gJAu3btSE9PZ8+ePWzYsIH3338fb29vPvjgAxo2bIivry8hISFA8T+D/8ZxL272OVy/rbDZsvCzmT9/PqNHj2bq1Km0bNkSR0dHPv74Y7Zv314mMd4sPqWKEs2cOXN46aWXWLFiBQsWLODtt99m1apVBs/JK7qYpHQ2nigaCnQ7L0bWYv6OOA6dS2P5oUR6NPAppyhLh7pJ07GtpTkDWwbwXLugcukUVRJD2wWxYFc8q48mcfxCOqFejsYOqURKnHCtrKzIytKt3rB69Wr9smBubm76mm+FV8Lnqjcwtyh6nlua571O3759efnll/nll1/48ccfGTZsmP6X7ebNm3nooYd48sknAd0v3+PHj+v/ELqT2rVrEx8fT0JCAj4+ul8Q27ZtMyizZcsWAgICeOutt/Tb/tv5xcrKioKCgjtea+7cuWRmZup/6W/evBkzMzN9553S0qRJExITE7GwsCAwMPCmZVxcXGjQoAEzZszA0tKS8PBwPD096devH8uWLTN4flucz+BmivP5lpbNmzfTqlUrXnzxRf22wtr87YSFhfHzzz+Tk5Oj71G+c+fOUompcePGNG7cmHHjxtGyZUt++eUXk0q4P2zRfccda3tRw+32PfvdHax5tm0Qn605wdRV0XSp64WFecXvi6qudYaavvoEB0wg0RYK8nCga11vlh9K5Kv1J5nWt5GxQyqREv+f0aZNG0aNGsX//vc/duzYQY8ePQA4fvw4fn73tg6iKOLg4EC/fv0YN24cCQkJDB48WL8vJCSEVatWsWXLFo4ePcrzzz/PhQsXin3uTp06ERoayqBBg9i/fz8bN240SCqF14iLi2P+/PmcPHmSzz//nMWLFxuUCQwMJDY2ln379nHp0iVycm5cumzAgAHY2NgwaNAgDh06xLp16xg5ciRPPfWUvnm0tHTq1ImWLVvSu3dv/v33X06fPs2WLVt466239D2TQdcbeN68efrk6ubmRu3atVmwYIFBwi3OZ3CrOO70+ZaWkJAQdu3axcqVKzl+/DjvvPNOsRLnE088gVarZejQoRw9epSVK1fyySefANx155/Y2FjGjRvH1q1bOXPmDP/++y8nTpygdu3ad3U+Y0jLzmPRHt2QvCHXDQW6nWfb1sTVzpJTFzP1x1Zk66KTeGjmZp6eu4sDhU3H7YPYOLYD47rXrrDJtpB+6b5954m7bFpL95U44c6YMQMLCwt+//13Zs2aRfXqujb15cuX33LCBnF3nnnmGa5cuUKXLl0Mnge+/fbbNGnShC5duhAZGYm3tze9e/cu9nnNzMxYvHgxV69epXnz5jz77LNMnjzZoEyvXr149dVXGTFiBI0aNWLLli288847BmUeeeQRunbtSocOHfDw8Ljp0CQ7OztWrlxJcnIyzZo149FHH6Vjx47MmDGjZB9GMWg0Gv755x/atWvHkCFDCA0N5fHHH+fMmTMGyb19+/YUFBQYPKuNjIy8YVtxPoObKc7nW1qef/55Hn74Yfr160eLFi24fPmyQW33VpycnPjrr7/Yt28fjRo14q233mL8+PEABs91S8LOzo5jx47xyCOPEBoaytChQxk+fDjPP//8XZ3PGBbuOktWbgGhXg60rOV+5wMARxtLhncIBmD66hNk592+1ceYNhy/yJA5Ow0S7aaxHRjXreIn2kINa7jQJrga+VrFCz/vNqk5ljXq+gcwJubs2bPUqFGD+Pj4G2rX2dnZxMbGGoyNFELc2rx58xgyZAipqanY2tre+YB7UBH/fWq1ig5TozhzOYvJfeoxoMXtn99eLzuvgA6fRJGQms3bPWrzbNugMoz07r295CA/b4vj/nBPPn60Ae4mkmT/61zKVR6asYlLGbn0qO/DjCcaG3VY1u1y0fXuahyuVqslJiaGpKSkGzq2tGvX7m5OKYQoZz/++CNBQUFUr16d/fv3M3bsWPr27VvmybaiijqexJnLWTjZWNCncfUSHWtjac7LHUN444+DfBl1kseb++NgXfGmOdhzJgXQTZdoqskWoLqLLbOejOCJb7fx98EEwtc6MrJjiLHDuqMS/x+xbds2nnjiCc6cOcN/K8cajeaOnWiEEBVDYmIi48ePJzExER8fHx577LEya/o2BXM2nwZuPxTodh6N8OObDac4dSmT7zbG8nKnipUAMnPyOZao69jaJMDFuMGUgmaBbrzXux5jFx1k6qrjhHo70qWut7HDuq0SP8N94YUXaNq0KYcOHSI5OZkrV67oX8nJlXeKMyEqm9dff53Tp0/rm3c//fTTcptvu6KJScpg44lLaDQw8C6nLLQwN2NU51AAvt14iuTMijWv9v6zKWgV+Djb4ONcOVox+jXzZ/C1zm2jFuzT/0FRUZU44Z44cYL333+f2rVr4+LigrOzs8FLCCFMzY/XVgXqGH7noUC3072eD3V9ncjIyWdWVEwpRVc69salAJTpcnrG8HaP2rQOdiczt4DnftxV4f7QuV6JE26LFi2IialY/yMJIcTdSsvOY9G1xdSHtA68p3OZmWn0y/f9sPUMCalX7zW8UrPnzBUAGvu7GDeQUmZhbsaM/k3wd7MjPvkqw+ftqbDr5pY44Y4cOZLXXnuNuXPnsnv3bg4cOGDwqmjuNFuREKL8VaTBEb/vOktmbgEhng60KuZQoNtpH+pB85pu5OZr+XzNiVKI8N4ppdgbnwJAk4DKVcMFcLW3YvagpthbmbP11GX+t+yIsUO6qRL3DHjkkUcAePrpp/XbCqd3q0idpqysrDAzM+P8+fN4eHhgZWVVqVbzEMJUKaW4ePHiDdNWGoNWq/TNyTdbFehuaDQaXu8SxqNfbeW3XWd5rm0QQR4O93zee3HmchbJmblYmZtR19fJqLGUlVAvR6Y/3pihP+3ix61nCPd24okW/sYOy8BdzaVsCszMzKhZsyYJCQmcP38XcycLIcqMRqPBz8/PYMEKY1h//CKnL2fheBdDgW6naaAb94d7svZYEtNWHWfGE01K7dx3Y0+crjm5XnUnrC2M+5mXpQfqeDG6cxgfr4xm/J+HqOVhT4uge2+1KC0lTrgBAcUfDG5sVlZW+Pv7k5+fX2Fq3kII3SIIxk62cN2qQE1rYF/K42ZHdw5j7bEklh1I4IX2qdSrbrxOpYUJt7J1mLqZFyNrcTQhjWUHEhg2bw9LR7TGz7Vi9L4v1v9hS5cupVu3blhaWrJ06dLblu3Vq1epBFZaCputjN10JYSoWE5ezGD98Yv3NBTodur4OtGroS9L959n6r/RzBly5+UPy0rhhBeV8fntf2k0Gj5+tCGnL2dy6Fwaz/24m0XDWt7V2OrSVqwIevfuTWJiIp6enreds7ciPcMVQojb+WnrtVWBwj3xdy+bGtCoB0L552AC66IvsvN0Ms0C3crkOrdjMOFFFajhAthamfPNU03pNWMTRxPSGL1wPzOfaGL0fjzF6qWs1Wrx9PTU/3yrlyRbIYQpSM/OY+GueEDXWaqsBFazp2+zGgB8tOKYUXpnF0544etsg7dzxZi3ujz4utjy1ZMRWJpr+OdgIl+sNf5wVqMu3DhlyhSaNWuGo6OjvvYcHR1tzJCEEFXAot26oUDBng60Ca5Wptd66f4QrC3M2Hn6ClHRF8v0WjdTOOFF4yrQnPxfTQPdmNy7PgDTVh1nxaFEo8ZT4kbtzz///KbbNRoNNjY2BAcH065du2J1iFi/fj3Dhw+nWbNm5Ofn8+abb9K5c2eOHDmiX6xcCCFKk1ar+OFac3JpDQW6HW9nGwa3CuTrDaf4aGU07UM9MDMrv6bNwgkvqkpz8n/1bVaDIwlpzN1ymlG/7SOwWivCvY0zNKrECffTTz/l4sWLZGVl4eqq+wKvXLmCnZ0dDg4OJCUlERQUxLp166hRo8Ztz7VixQqD93PnzsXT05Pdu3fLqkNCiDKx4cRFYi9l4mhjwcOlOBTodl5oX4tftsdxNCGNvw8m0LOh750PKgUGE15UshmmSuLtHrWJScpgU8wlnv1hF0tHtMHN3qrc4yhxk/L7779Ps2bNOHHiBJcvX+by5cscP36cFi1a8NlnnxEXF4e3tzevvvpqiYNJTU0FwM2t/DsWCCGqhsKhQH3LYCjQrbjaWzGkTU0A/thztlyuCXC6cMILCzPq+lbdue4tzM2Y8URjAtztOHvlKi/O222U6R9LnHDffvttPv30U2rVqqXfFhwczCeffMK4cePw8/Pjo48+YvPmzSU6r1ar5ZVXXqF169bUq1fvpmVycnJIS0vTv9LT00savhCiCou9lElUdOFQoPKdU6B7fd3ScVtPXSY7r3w6mBY2J9ev7oyVhVG77Bidi50Vswc2xcHagm2nknn3r/Kf/rHE30BCQgL5+fk3bM/PzycxUfdA2tfXt8TJcPjw4Rw6dIj58+ffssyUKVMMViaqU6dOyYIXQlRpP1yr3d4f5kmAe/n2EwnzcsTbyYbsPC3bY8tnKdOiCS9cyuV6FV2IlyPT+zVCo4Gftp3h521nyvX6JU64HTp04Pnnn2fv3r36bXv37mXYsGHcf//9ABw8eJCaNWsW+5wjRoxg2bJlrFu3Dj8/v1uWGzduHKmpqfrXkSMVc4JqIUTFk5GTz+/XVgUqy6FAt6LRaIgM8wAgKjqpXK65p5IuyXcvOl2b/hHg3WVHSErLLrdrlzjhfvfdd7i5uREREYG1tTXW1tY0bdoUNzc3vvvuOwAcHByYOnXqHc+llGLEiBEsXryYtWvX3jFJW1tb4+TkpH85OjqWNHwhRBW1aPdZMnLyqeVhT9uQsh0KdCuFCXd9OQwPysjJJ/rahBeNJeEaeDGyFgNa+PPtwKZ4OpXf2OQS9RhQSpGbm8vSpUuJi4vTj5kNCwsjLCxMX65Dhw7FOt/w4cP55Zdf+PPPP3F0dNQ3STs7O2Nra1uS0IQQ4pa0WqVvTi6PoUC30jq4GhZmGk5dyuTM5cwybdY+EF81J7woDk12CpN9NkHosHK9bolquEopgoODOXv2LGFhYfTq1YtevXoZJNuSmDVrFqmpqURGRuLj46N/LViw4K7OJ4QQ/5WUls23G09x6lImjtYWPNzk1o+typqjjSUR1yagKOtJMAqf31bFCS8MFOTB6U1waFHRNhsX2P8rlPN66SWq4ZqZmRESEsLly5cJCQm554tXpEWohRCVQ1p2HttOXmbLyctsjrnEiaQM/b7HmtbAoZyGAt1KZJgn22OTiYpOKtNnyVX6+a1SUNiKEbcVfugJdtWgTh8wM9Ptu/8dKMgFswrapAzwwQcfMGbMGGbNmnXL4TtCCFFesvMK2HPmCptPXmJTzGUOXps7uJBGA/V8nekQ5sGLHYKNF+g1kWEefLjimH54kI1l6S9TqJRib1XqoawUJB6A4yt1L79m0O0D3T7/luBaE2o0h5w0sHXRbQ95oNzDLHHCHThwIFlZWTRs2BArK6sbnrUmJ5dPd3chRNVUoFUcOpfKpphLbDl5iV2nr5CTb9g0GFTNntbB1Wgd7M59Qe642JX/rEK3Eu6tGx6UmJbN9thk2od6lPo1Yi9lciUrr3JPeJGTAaei4MRKOLEK0hOK9mVdKkq45pbw0t6iGq8RlTjhTp8+vQzCEEKIWzuXcpXVRy6wOeYS205dJi3bcC4AT0dr2gRXo9W1JOvjXHE7XRYOD5q/M56o6KQySbiFzcmVbsKL5FNw/F9dkj29SdckXMjSDoIiIaSz7nW9CpBs4S4S7qBBg8oiDiGEuKl98Sk8/s1WsvOKarGONha0DHLX12JreTgYfa3TkihMuOujL0LP0j9/pZrwIiUOtn+tayq+fMJwn2sghHSB0M4Q0AYsK3Zv7HvqPZCdnU1ubq7BNicn46zCIISofC5n5PDiz7vJztNSx8eJHg18aB1cjXq+TliYm27N7frhQXGXs/B3tyvV85v0CkEZSZCTDu7Xpg/Oz4GtM3Q/m1nonsmGdIbQLlAttMLUXoujxAk3MzOTsWPH8ttvv3H58uUb9ssi9EKI0lCgVbw0fy/nU7MJqmbPgufvw9HG0thhlYrC4UHbY5OJOp7EwJaBpXbujJx8jl/QTa3bxNSGBO38Dv5+Der0gr4/6ra5B0PLEeDXFGrdDzam+0y6xH8ivv7666xdu5ZZs2ZhbW3N7NmzmTRpEr6+vvz4449lEaMQogqa+m80m2MuY2dlzldPRVSaZFsoMswTKP3xuPuvTXhR3cUWr3KcRalEctLh6F/w5wiIWVO03acRoCArWdfzGHQ12C6ToW4fk062cBc13L/++osff/yRyMhIhgwZQtu2bQkODiYgIIB58+YxYMCAsohTCFGFrDycyJdRJwH48JEGhHpVvmlcC4cHbTl5qVSHBxU2JzeuCM9v87J1z12TjsHFo0X/vXIa1HU9y4M76v7r2xhGHQMnH6OEW9ZKnHCTk5MJCgoCdM9rC4cBtWnThmHDyneaLCFE5XPqYgajf9sPwNOta5bbYu3l7frhQTtik2lXSr2VizpMGaE5+dR6OL0Rko7CxWO6XsXqFrM5udaE0K665uNCZmaVNtnCXSTcoKAgYmNj8ff3Jzw8nN9++43mzZvz119/4eLiUgYhCiGqiqzcfF74eTfpOfk0C3RlXPdwY4dUZjQaDe1DPViwK56o6IulknCVUuyNTwHK+PltQT5s+FhXW+39FVhd6/R1+A/YPdewrI0zeNQGz3DD/zp6lV18FVSJE+6QIUPYv38/7du354033qBnz57MmDGDvLw8pk2bVhYxCiGqAKUUbyw6yPELGXg4WjPziSZYmnBP5OKIDLuWcI8nMZ57X9879lImKVl5WFuYUcenFEaMKAUpZ66Nec2DpkN0283MYcc3cDUZ2owC30a67UEddDVag8TqbVI9ictSiRPuq6++qv+5U6dOHDt2jN27dxMcHEyDBg1KNTghRNUxd8tplu4/j4WZhi8HNCnXZdOMpXXIteFBF0tneNA9T3ihFFyJhdObdUn29CZI060hjFN1iBisS54aDbR+STdMx8Gz6Pi6vXUvcVP3PIt3QEAAAQEBpRGLEKKK2nU6mcl/HwXgze61aRboZuSIyoeTjSVNAlzZUUrDg/TPb4vbnKyU7jnr6U1w5lqSTTtnWMbMEqo3gcA2ulquxbVpMtu8euP5xG3dVcLduXMn69atIykpCe1/ljeSZmUhREkkpWfz4rw95GsVPRv6MqR1oLFDKleRYR66hBt98d4T7plizjB1+SRETdEl2OvnIAZdgvVrqkuwAa11k/5bld26vVVJiRPu+++/z9tvv01YWBheXl4G06mZ0tRqQgjjyyvQMuKXvSSl5xDi6cAHD9evcr9HIkM9+WhF9D0PDzKY8OL6HspXr+h6D9u66OYaBrCwgYMLdT+bW+lW1wlorUuyfs2KOkGJUlXihPvZZ5/x/fffM3jw4DIIRwhRlXy4/Bg7YpNxsLbgq6cisDfyWrXGUNvHES8nay6k5dzT8KDCCS/8na3wtLvuj5Y9P8GqdyD4gaKE61wdOk8Gnwa6BGtZcRd7qExK/FTdzMyM1q1bl0UsQogqZNmB88zeFAvAJ481pJaHg5EjMg6NRkNk6D3OOnXlNLnbvuUry09ZmTcIDv1RtK/W/eARDt71DY9pNQJqtpNkW45KnHBfffVVZs6cWRaxCCGqiBMX0nn99wMAvNC+Fl3reRs5IuOKDNPVaqOOJxXvgJx0OPYP/D0aPm8MnzWkQ8wHdDXfia02U9cBqpB3PRi+HTpNKIPIRUmUuP1m9OjR9OjRg1q1alGnTh0sLQ3nN/3jjz9ucaQQQkB6dh7P/7ybrNwCWtVyZ3TnUGOHZHTXDw+KT86ihttNnqGmnoVDi3TL1MVvB23RmsDKzII92hDW5dWj1yNPEdqoTTlGL4qrxAn3pZdeYt26dXTo0AF3d/cq18FBCHH3lFK8/vsBTl3MxMfZhs/7NzbpZfZKi8HwoOgknrq+t/Lxf2HTpxC3xfAgtyBdc3GtjsQ6NuaRL/ZgbWHGSw3a6qZIFBVOiRPuDz/8wKJFi+jRo0dZxCOEqMS+3XiK5YcSsTTXTW5RzcHa2CFVGIXDg7YejeOpJu5gfW3BhqvJ15KtRteTuG5vCO4EbjX1x+7eFQ/cw4QXolyUOOG6ublRq1atsohFCFGJbTl5iQ+WHwNgfM+6NDbFxdHLUGSoJxmrPmTEmT/J2/Emlm1f0e0I7wEP/A/qPaLrXXwThTNMmdz6t1VMif8UmjhxIhMmTCArK6ss4hFCVEIJqVcZ+ctetAoeblKdJ1v4Gzsk49NqdRNPZOlWXKvt44jWxhU7TQ6p0RuLylk76qZRvEWyBdgbV8wJL4RRlbiG+/nnn3Py5Em8vLwIDAy8odPUnj17Si04IYTpy83X8uK8PVzOzKW2jxOTe1e9yS30lILEA7pJJw4ugvTz0P0TaP4cGo2GrNBe9NrnRzOvjrxTzFOmZ+cRfbMJL0SFU+KE27t37zIIQwhRWU1dFc3euBScbCz46skm2FqVzkLrJkMpuHAYjvwJR5bApeNF+6ydITdT//a+OrX4cW8qmccvFjvh7o9PRSmo7mJbJRZ8MGUlTrgTJshYLiFE8SSlZzN382kAPn6sIQHuVWROXqUgYd+1JLsUkk8W7bOwgdAuUP8x3exPlkVJsnVwNczNNJy83fCg/yjxggXCaKrePGpCiHLz7YZT5ORraeLvQuc6VWDB8UsndAuwH10KKXFF282tdT2L6/SCsO5gc/O1ap1tLYnwd2XH6ZsMD7qFPfL81mRIwhVClIlLGTn8vE2XdF7qGFI5n9tqCyA/u2g1ncsxsHWG7mdLOwjprEuyIZ2LhvncQfswj2sJ9+IdE65Wq9hb2ENZnt9WeDJgSwhRJmZvjOVqXgEN/Zxpf5cT8ldou3+AabVh49SibUEdoOET0PcnGHMS+v6gG85TzGQLRdM8bjl5mey8gtuWPXUpk9SreVhbmFHb5+a1ZlFxSMIVQpS6K5m5/Lj1NFBJare5WboZn1KvW5zdyh4yLsDJdUXbLG2gzyxdrfYul7ir4+OEp6M1V/MK2Hk6+bZlC5uTG/jJhBemQL4hIUSp+35zLFm5BdT1deL+cE9jh1NySsHFaNg6E37qAx8Gwi+PwYH5RWVCu8CARfD0ylK9tEajKVrM4A6rBxWNv5XmZFNQrGe4o0aNKvYJp02bdtfBCCFMX2pWnr5n8sj7Tah2m50GseshZjXErIHUeMP9Tn6guW5Ik7UjhHQqk1Aiwzz5bddZoqKTeOfBOrcst+dMCoDM2mUiipVw9+7da/B+z5495OfnExYWBsDx48cxNzcnIiKi9CMUQpiUOVtiSc/JJ9zbsWL3TNZq4cLBogT7nxV4MLeGwNa63sXBnaBaKJTTHw/FGR6Ulp3H8aRrE14EuJRLXOLeFCvhrltX9Ixi2rRpODo68sMPP+Dqqvur6sqVKwwZMoS2bduWTZRCCJOQnp3H99cWlR95fwhmZhW4drv+Q1j/geE29+CiBBvQ+q6fw94rg+FBxy/y1H0BN5TZH5+CUuDnaouno0x4YQpKPCxo6tSp/Pvvv/pkC+Dq6sp7771H586dee2110o1QCGE6fhx6xnSsvMJ9nSgW0VaVH7Ht7D/V4h8s6gZOLANbLGHoPYQ3BFqdTRYgcfYCocHrY9OumnCLWxOlue3pqPEnabS0tK4ePHGB/kXL14kPT29VIISQpiejJx8vt14CoCR9wcbr3arFCQd0zUZF0o8AOd2w4l/i7YFtIKxsdD/V2j2bIVKtmA4PCgn/8bhQTLhhekpcQ23T58+DBkyhKlTp9K8eXMAtm/fzpgxY3j44YdLPUAhhGn4edsZUrLyCKpmz4MNfMv34krBhUPXplL8Uzdf8TOroUYz3f6IwVA9AkK6FB1jZq57VVCFw4OS0nPYGXuFNiHV9Pt0E17IlI6mpsQJ96uvvmL06NE88cQT5OXl6U5iYcEzzzzDxx9/XOoBCiEqvqzcfL7doKvdDu8QjHl51G6VgvN7ddMoHvkTkk8V7TO3gqQjRQm3eoTuZUI0Gg3tQz1YuFvXW/n6hHvqUiZp2fnYWMqEF6akRAm3oKCAXbt2MXnyZD7++GNOntRNyF2rVi3s7avIpORCiBv8sj2Oy5m5+LvZ8VCjMqzdarW6puEjS3SLAqReN1+xhc21+Yof0o2RtXEuuzjKSWSYpy7hHr/I29dt1094Ud0FS3OZTsFUlCjhmpub07lzZ44ePUrNmjVp0KBBWcUlhDAR2XkFfK2v3dbCoiwSwLk9cOA3XW027brZnvTzFT90bb5ih9K/thG1CdEND4pJyjAYHlTYnNxYhgOZlBI3KderV49Tp05Rs2bF6mAghDCO+TviuJieQ3UXW/o09iu9EytVNO41+h/YPkv3s5UjhHXVJdlaHY02dKc8ONta0sTfhZ2nrxgMD5IeyqapxH+Kvvfee4wePZply5aRkJBAWlqawUsIUXXk5Bfw1Xpd7fbFDrVKZz7fPT/BV211SbZQg37Q4HHoPx/GxMAjs6F2z0qdbAtFhummxlwfnQQYTnjRWHoom5QS13C7d+8OQK9evQymbFNKodFoKCi4/eoWQojKY+GusySmZePjbMOjEXdZu81OBSuHoh7DF4/phvEcXAjhPXTbqoXAw1+XTtAmpn2oBx+vjNYPD5IJL0xXiRPu9bNOCSGqrtx8LbOidB0nX2hfC2uLEgyxyc/VTal4YAEcX6EbC1vrft2+JgPBLQjq9imDqE1PXV/D4UHSnGy6Spxw27dvXxZxCCFMzB97znIu5Sqejtb0a1bjzgdotbr5ig/+BocXw9UrRftORRUlXI8w3UsANw4POpGUAciEF6aoxAm3UFZWFnFxceTm5hpsl57LQlR+eQVaZkbFAPB8+1rYWN6idquUrnn4yFJdok25bhiPgzfUfxTqPwY+DcshatNVODxoXXQSF9NzAJnwwhSVOOFevHiRIUOGsHz58pvul2e4QlQcxxLT2HMmhYebVL91UrwLS/aeIz75KtUcrHiiub/hzrxsOL0RopfD8ZWQdrZon5WjbnH2+o9BzXYVeqaniqRweNDJi5kAMuGFiSpxl8JXXnmFlJQUtm/fjq2tLStWrOCHH34gJCSEpUuXluhcGzZsoGfPnvj6+qLRaFiyZElJwxFC3MKhc6k8Omsrby4+SI/PN+rHbt6r/AItX157dvtc2yBsrf6TNPf8CPMehV3f6ZKtpR2EPwiPzoExJ6D3l1CrgyTbEigcHlRIJrwwTSX+xtauXcu0adNo2rQpZmZmBAQE8OSTT/LRRx8xZcqUEp0rMzOThg0bMnPmzJKGIYS4jfjkLAbP2UlGTj4aDZy8mMkjs7bw0YpjN50IvySWHUgg9lImrnaWDHLYDrMf0CXZQqFdwNEXIobAEwvh9VPw+Dyo9zBY2t7jnVVdhcODQCa8MFUlTriZmZl4euq+eFdXV/3KQfXr12fPnj0lOle3bt1477336NNHeiMKUVouZ+Qw8PsdXMrIobaPExvGdKB3I1+0Cr6MOslDMzZz6FxqyU+cn0tBzDq+W7MfgGfbBmGTeQ7O7oBjfxeVcw2AUUeg53QI7SxJtpS0D/XQ/yw9lE1TiZ/hhoWFER0dTWBgIA0bNuTrr78mMDCQr776Ch8fn7KIUQhRTJk5+Tw9dyexlzKp7mLLD0Oa4elkw/THG9O1njdvLT7EscR0es/czIj7gxneIfj2TZPZqbrnsNH/QMwazHPSCMwdQZxtewa2DIDMh8HOHUK7Gh6nqcALz5uour5OhHs7ciEtm+aBbsYOR9yFEifcl19+mYSEBAAmTJhA165dmTdvHlZWVsydO7e04zOQk5NDTk6O/r2svytEkbwCLcN/2cP+s6m42lny4zPN8XQqmhihaz0fmgW68faSQyw/lMj01SdYffQCUx9rRJi3Y9GJrl7RdXg68iecXAsFRSMRkjUu2GuyeaZNTRxtLMGmFrjXKs/brLI0Gg0LX2hJfoHC1d7K2OGIu1DihPvkk0/qf46IiODMmTMcO3YMf39/qlWrdpsj792UKVOYNGlSmV5DCFOklOKNRQeJir6IjaUZ3w1uRi2PGyfyd3ew5ssBTfjrQALj/zzEoXNp9PxiE6+392CI+xHMj/6pGxOrzS86yCMcwh9kq0Uznlieh4O1FZtaBZbbvYkijjaWxg5B3IMSJ9xTp04RFBSkf29nZ0eTJk1KNahbGTduHKNGjdK/P3fuHHXq1CmXawtRkX3ybzSL9pzF3EzDzCea3PYZn0ajoVdDX+6r6ca8ed8Rcf5XWm0+jLlGW1TIsy7U7Q21e4FnOEop3v18E4o0hrQOxNlWfvELUVIlTrjBwcH4+fnRvn17IiMjad++PcHBwWUR2w2sra2xtrbWv5fFEoSAH7acZuY63TCdKX3q07G2160Lp18ACyuwdcXTyYZXWjiiWXoQgEPaQP5VLajR+nEe7tzBYBH51UeTOJqQhr2VOU+3kZXChLgbJe6lHB8fz5QpU7C1teWjjz4iNDQUPz8/BgwYwOzZs0t0royMDPbt28e+ffsAiI2NZd++fcTFxd3+QCEEAP8cTGDiX4cBeO2BUPreborF5W/A1DDY94t+kyb8Qeg0kaQhW/kw4Bs+z3uIMVFXefybrZy5rJtkQSnFF2tPADCoVSAudvL8UIi7oVFKqXs5wYkTJ5g8eTLz5s1Dq9WWaKapqKgoOnTocMP2QYMGFasD1tmzZ6lRowbx8fH4+ZXiOpxClILFe89y6Fwag1oG4u9e+svIbT15mUHf7yC3QMuT9/nzv4fqFa3gdfkkHFsGDZ8Ah2vDSbZ/Dctfh4jB0POzG86nlOLXHfFM/vsImbkF2FqaM657OH6utjw9dxe2luZsGtsBdwfrG44Voiorbi4qcZNyVlYWmzZtIioqiqioKPbu3Ut4eDgjRowgMjKyROeKjIzkHvO9EBXSscQ0Ri88QIFW8cOW0/RtVoOX7g/B27l0llM7mpDG0B93kVugpWtdbyb1rIsm8aAuyR5dBkm6Wi82zroEC9CgL4R1B5eb14I1Gg1PtPCnbUg1xvy+n22nkhn/52H9GrdPtQyQZCvEPShxwnVxccHV1ZUBAwbwxhtv0LZtW1xdZRC2EIWUUkz48zAFWoW7vRWXM3P5ZXscv+8+y8D7AhgWWeueEtfZK1kMnrODzJxcnvJNZEK1TZh/MQRSzhQV0phDYBtwvG5svK2r7nUHNdzs+OXZ+/hx62k+WHGM7Dwt1hZmPNc26I7HCiFu7a4WoN+0aRPz588nMTGRxMREIiMjCQ0NLYv4hDA5fx1IYHtsMjaWZiwd2YazyVl88m80O09fYfamWH7dEcfTbWrybNugEvf2vZKWwRfffMPLWRvparsHt+QU2H5tp4UNBHfSzVsc2gXs7n5yBDMzDYNb16R9mCdfrouhTUg1PByldivEvbjrZ7gHDhxg/fr1rF+/no0bN2JhYUFkZCTz5s0r7RhvSZ7hioomMyefjlPXk5iWzagHQnmpYwigq/WuP36Rqf8e5+C1aRWdbS0Z2i6IIa0DsbO689++uVu/Je/fCdirzKKN1s4Q1lWXZIM7gpV9mdyXEOLWyuwZbqH69euTn59Pbm4u2dnZrFy5kgULFpRrwhWiopm5LobEtGxquNkytF1RE6xGoyEyzJP2oR6sPJzI1H+PcyIpg49XRjNncywvRgbzRAv/oiX0lNLN8uRdHxw8yS/Q8t3eNIapTC7igmWdnrg06QOBbXXDfIQQFV6JhwVNmzaNXr164e7uTosWLfj1118JDQ1l0aJF+oUMhKiKYi9l8u3GUwCMf7DuTdef1Wg0dK3nw4pX2jGtb0P83ey4lJHLu8uOcP8nUczfEUdegRaWDIOfH4ads1FK8c6fh/g8LpDH8ydxetBuXPrO0NVoJdkKYTJKXMP99ddfad++PUOHDqVt27Y4OzuXRVxCmJx3/zpMXoGifagHnWp73rasuZmGh5v40bOhL7/tiueX1TuIS83ijT8O8tX6k3xcpxlNrf5CozFj+uoT/LojHjONDYMff5xmNct2ClUhRNkoccLduXNnWcQhhElbc/QC66IvYmmuYULPOkXjYe/AMukgA859yRMFi9hZ9wVeON2e05ezeHyjBw08Z9MkI4DvNukmnXj3oXp0reddlrchhChDJW5SBti4cSNPPvkkLVu25Ny5cwD89NNPbNq0qVSDE8IUZOcVMOmvIwA80yaIoJssGmBAW6AbKzunB3zdDg7MR6PNo7l1PBte78BrD4RiZ2PN3iQt322KBeCl+4N58r6Asr4VIUQZKnHCXbRoEV26dMHW1pa9e/fql8tLTU3l/fffL/UAhajoZm88RVxyFl5O1oy8/zbziuekw7av4IsIWDAAzmwCMwuo9yg8uxb6/oCDtQUjO4aw8fUOvBhZC1c7Swa3CuTVB2TYnRCmrsRNyu+99x5fffUVAwcOZP78+frtrVu35r333ivV4ISo6M6lXGXGuhgA3uxeG3vrm/yTunIGdnwDe36EnGsLbti4QNMh0Ow5cK5+wyEudla83jWc17uGl2H0QojyVOKEGx0dTbt27W7Y7uzsTEpKSmnEJITJeP/vo2TnaWke6Eavhr6GO8/ugi2fw9G/QF1b+s49GO4bBg37y5hZIaqYEidcb29vYmJiCAwMNNi+adMmg3VyhajstsRc4u+DCZhpYGKvuoYdpfJzYf4AyEjUvQ+KhPuG62aCMrurrhNCCBNX4oT73HPP8fLLL/P999+j0Wg4f/48W7duZfTo0bzzzjtlEaMQFU5egVa/LN6T9wVQx8cRYjdCQCswM9eNj237GiTsg5bDwauucQMWQhhdiRPuG2+8gVarpWPHjmRlZdGuXTusra0ZPXo0I0eOLIsYhahwftp6huMXMnC1s2TUA6HwS1848S888h3Uf1RXqMVQ4wYphKhQSpxwNRoNb731FmPGjCEmJoaMjAzq1KmDg4MDV69exdbWtiziFKLCuJiew/RVxwDFmC7hugXZqzeF2A2Qnmjs8IQQFdRdP0yysrKiTp06NG/eHEtLS6ZNm0bNmjVLMzYhKh5tAf8umMFCNZrBHifo1+za2rL3DYNXDkKrEcaNTwhRYRU74ebk5DBu3DiaNm1Kq1atWLJkCQBz5syhZs2afPrpp7z66qtlFacQxlWQB/t+IXt6UwacfZcws7OMclyDudm1jlI2TuBw++kchRBVW7GblMePH8/XX39Np06d2LJlC4899hhDhgxh27ZtTJs2jcceewxz8xsnaxfCpOXnwL5fYNOnkHIGGyBF2bPV83G6PTXe2NEJIUxIsRPuwoUL+fHHH+nVqxeHDh2iQYMG5Ofns3///mLPGyuEycjJ0CXazdMhTTd9abaVG9MzO7PYoht/DewKtjbGjVEIYVKKnXDPnj1LREQEAPXq1cPa2ppXX31Vkq2oXBL2w645cHAh5Gbotjl4c7X5CDpG1eR8gYa3u9bG01GSrRCiZIqdcAsKCrCyKlp708LCAgeHO0zSLoQR5OZr+WX7GZIzc+laz4faPo53/sNQKZj7oG5+40JuQXDfi9D4KT74J4bzWWcI8XRgUKvAMo1fCFE5FTvhKqUYPHgw1tbWAGRnZ/PCCy9gb284Pd0ff/xRuhEKUQJ7464wdtEBjl/Q1U4/XxtDmJcjvRtX56FGvvi6XDdsLekoeNbW/azRgFsgnN0BtXtCxGAIbAsaDUcT0vhp2xlAN6OUpbnMFCWEKLliJ9xBgwYZvH/yySdLPRgh7lZWbj5T/z3O95tjUQrc7a1oEuDK+uiLRF9I58MVx/ho5THuq+lOn0Y+PLz/WSzO7YChUeDbWHeSyDeh0ySwL1rgXSnFhKWH0SroXt+b1sGy+LsQ4u4UO+HOmTOnLOMQ4q5tibnEG38cJC45C4A+javzzoN1cLO3IjUrj+WHEti+YyuLzzqw9dRltp66jK2VBV3NLTmxZxPBng2xsjC76ao9S/efZ0dsMjaWZrzVo05535oQohIp8UxTQlQUqVfzmPLPUebvjAfAx9mG9/vUp0P4tfGwOek4H1nI43vn8vil/Yx9NopF8Y4s3nuOD5L6MZ6BXNnkhOue1TzYwJfejavTxN9F/7w3Myef9/85CsCLkcFUd5FZ1IQQd08SrjBJq45c4O0lB7mQlgPAk/f5M7ZrOI5WZnAqStfL+NBiyMvUHWBuhXfGMYZ36M+LkbU4fL4Ri/ee489957mUkcNP287w07Yz+LvZ0btxdfo0rs5vu+K5kJZDDTdbhraTlbCEEPdGo5RSxg7ibp09e5YaNWoQHx+Pn5+fscMR5eBSRg4Tlx5m2YEEAGpWs+eDPvVoYX1al2QPL4aMC0UHVAvVdYBq8DjYu99wvvwCLVtOXmbJ3nOsOJxIVm6Bfp9Go+u8/O3ApjxQx6uM70wIYaqKm4ukhitKlVKKTTGXSL2aR0M/F/xcbUtlrLZSiiX7zjHpryOkZOVhbqZhXAQMdlyPxbKX4crposK2rlCnNzToC/4tdZnzFizMzWgX6kG7UA/ey83n38MXWLz3HBtPXESrIDLMg061ZcpGIcS9k4QrSs2JC+m88+chtp1K1m+r5mBFQz8XGtVwoZG/Cw38XHC2tSzRec+nXOWtxQdZF30RgNo+TnwfvAmfnR8UFbK0h/DuUP8xCOqgW4+2hOysLOjduDq9G1cnKT2bnbFXaBdaTSZ3EUKUCkm44p5l5uTz+ZoTfLcplnytwtrCjGBPB6IT07mUkcuaY0msOZakLx/kYa9LwNde4d5Oul7C/6HVKubtiGP28m20z99MU4sQOnTsxtB2QVgm2sHuqRDyANR7BMK6gZX9Dee4W56ONvRo4FNq5xNCCEm44q4ppfjnYCL/W3aExLRsADrV9mJCzzrUcLMjO6+Aw+fT2B+fwr5rr7jkLE5dzOTUxUz+2KObo9jKwoy6vk76BNy4hiv5Wi1v/HGQHbHJTLZYwADLNaSF98Opw0jdxX2bwJgTuuZjIYQwAZJwxV05eTGDCX8eZlPMJQBquNkysWddOtYu6lxkY2lORIArEQFFSTE5M5f98SnsjU9hf3wK+8+mkJKVx964FPbGXaGl2REwX8e3+d05pIKwszLHrfkTqPNXcApuWRSARiPJVghhUiThihLJys1nxtoYvt14irwChZWFGcPa12JYZC1sLO+8PKObvRUdwj31Y2WVUsTFnyF924/4nPwN9xzdmNpMZcPyms15v099arjZAY+W5W0JIUSZk4QrikUpxcrDF/jfsiOcS7kKQIcwDyb2qkuA+108O9Vq4dRaNLt/ICD6H9Dm67ZbOVBQ9xE6136S/iHNpMOSEKLSkIQr7uj0pUwm/nWYqGu9hKu72DKhZx0eqONV8oSYdh72/gx7foLUuKLt1ZtCxCCo+zDm1g7IjMVCiMpGEq64pey8Ar5cF8NX60+RW6DFytyMoe2CGN4hGFurOzcf6xXkw4l/Yc8Puv8qrW67jbNuQoqIQeBVt2xuQgghKghJuOKmVh+5wMS/DnP2iq75uG1INSb1qkuQx12sgXw5Bub3L3rv30o3+1OdXmAp8xMLIaoGSbiVhFKKg+dS+WPPOZIzczE302Cm0WBhpsHMTIO5GZhrrv2s0ej2m13bf+194TG7Tifrx836ONsw/sE6dK3nXbzm45wMOL4CUs9Cm1d02zzDIawHuNWEJoPAI7TsPgghhKigJOGauLTsPP7ce45fd8RzJCGt1M5rYabh2bZBjLw/GHvr2/xvUpAHV6+Aw7XpDzMuwKJnwNwKGj9VNH9x/19KLTYhhDBFknBNkFKKPXEp/LojjmUHzpOdp3smamVhRvd63tSr7oxWKQq0XPuv7qX/WSm0WkW+VvffgsKy1362szJnYMsAgj0db3ZxSD4FJ9fqXrEboFYH6Pezbr9bEAQ/AD4NyvETEUKIik8SrglJycrljz3nmL8zjuMXMvTbQ70ceLyZPw83qY6LXcnnEL6jqym6xFqYZFPOGO6/cESXiDUa3evJ30s/BiGEMHGScCs4pRTbY5OZvyOOfw4lkpuvq83aWJrxYANf+jevQRN/19Idr1qQD+f3FCXYs7tAFS1bh5kl+N8Hte7Xvbwb3HZFHiGEEJJwK6zLGTks2nOW+TvjOXUxU7+9jo8T/Vv481AjX5xsSrbqzk1ptZCfDVZ2uvfn98GPvSA71bCce4guuQZ3hIDWYH0XvZWFEKIKk4RbgWi1ii0nL/Przjj+PZxIXoECwN7KnF6NfOnf3J/61Z3vvjarvVZLNbs2hnbLDFj/ITQdAg+8q9vm4q9LtjbOEBQJtTrqntG6+N/bzQkhRBUnCdeI8gu0HD6fxo7YZLbHXmZHbDJp2fn6/Q39nOnf3J8HG/ricLuewjc9eS5cPAoJByBhv+514RAMWgZ+Eboy1g6QkwYXDhcdZ+cGz2/UTURhVoLJLYQQQtyWJNxylJuv5eC5FLadSmZHbDK7z1whIyffoIyjjQV9Glfn8Wb+1PF1uv0JtQWQngApcbrXlTO6Dk0XDuk6MmnzbjwmcX9Rwg1/UDelokeYYRnpYSyEEKVOEm4Zys4rYG9cir4Guyfuin4ITyEnGwua13SjRU13WgS5UcfHCQvz/yzGnpGk6yWs0egWWy80NRwyk7glG2fwaXjt1Uj3X7egov321XQvIYQQZa5CJNyZM2fy8ccfk5iYSMOGDfniiy9o3ry5scMqscycfPbEXWH7tRrsvvgUcgsME6ybvRX3BTjTtoY5zT201LS7itnVc5C1H2Iuw74LulpqxGCo3VN30IXDuskkqoUaJlxHb8i6DM5+4Bqge87qEqibycmnIbgESO9hIYSoIIyecBcsWMCoUaP46quvaNGiBdOnT6dLly5ER0fj6elp7PD0cvO1XEjL5nzKVRJSszmfepWElGwSUq9yPiWbxLRs8jOTaWR2Eg2wQ9sQAE9Ha6bZzSVUcxYX0rDMSUZzKgVOqdtfsHpEUcJ1rwUBbaBaiGGZp5boarHmRv8ahRBC3IFGKXWH3/xlq0WLFjRr1owZM2YAoNVqqVGjBiNHjuSNN9647bFnz56lRo0axMfH4+fnd09xJKZmcy7lKgmpV0m8ksmVyxfIupJIXuoFtJmXsMq+jJsmlWqk4aZJx12TijtpfFXQk98KOgDQTHOMhdbvctGyOms7r6B5TXcC3e3QfN0OEg/854oasHUFO3dds27hf+09dDXV6k3Bq8493ZMQQoiyV9xcZNSqUW5uLrt372bcuHH6bWZmZnTq1ImtW7eWaywPfrGJaTkTaWF2BjfSMdf85++QWwx5fTLEjK7NmuLjbIufNhiW/oGHayD9ml03jKbDm5Cfc11yraZLtlIzFUKIKsOov/EvXbpEQUEBXl5eBtu9vLw4duzYDeVzcnLIycnRv09PTy+1WPzdbPG8mIWHKloAINvShXwbd7D3wNLJEytnLzT2HroJ+e09wN6DBm5B4FgYvxMM23zjycO6lVqcQgghTJNJVbGmTJnCpEmTyuTci4a1QpM4BzTmumRq546N1ECFEEKUErM7Fyk71apVw9zcnAsXLhhsv3DhAt7e3jeUHzduHKmpqfrXkSNHSi0WjUaj69nrXU9XY5VkK4QQohQZNeFaWVkRERHBmjVr9Nu0Wi1r1qyhZcuWN5S3trbGyclJ/3J0vMnycUIIIUQFZPRq3KhRoxg0aBBNmzalefPmTJ8+nczMTIYMGWLs0IQQQohSY/SE269fPy5evMj48eNJTEykUaNGrFix4oaOVEIIIYQpM3rCBRgxYgQjRowwdhhCCCFEmTHqM1whhBCiqqgQNdy7pdXq5ilOSEgwciRCCCGqqsIcVJiTbsWkE27hcCJTXOhACCFE5XLhwgX8/f1vud/ocynfi/z8fPbu3YuXlxdmZvfWOp6enk6dOnU4cuSIDDcSQohKrjR/52u1Wi5cuEDjxo2xsLh1PdakE25pSktLw9nZmdTUVJyc7rDwuxBCCJNmjN/50mlKCCGEKAeScIUQQohyIAn3GmtrayZMmIC1tbWxQxFCCFHGjPE7X57hCiGEEOVAarhCCCFEOZCEK4QQQpQDSbhCCCFEOZCEe83MmTMJDAzExsaGFi1asGPHDmOHJIQQopRt2LCBnj174uvri0ajYcmSJeV2bUm4wIIFCxg1ahQTJkxgz549NGzYkC5dupCUlGTs0IQQQpSizMxMGjZsyMyZM8v92tJLGWjRogXNmjVjxowZgG6arho1ajBy5EjeeOMNI0cnhBCiLGg0GhYvXkzv3r3L5XpVvoabm5vL7t276dSpk36bmZkZnTp1YuvWrUaMTAghRGVS5RPupUuXKCgowMvLy2C7l5cXiYmJRopKCCFEZVPlE64QQghRHqp8wq1WrRrm5ub6tXULXbhwAW9vbyNFJYQQorKp8gnXysqKiIgI1qxZo9+m1WpZs2YNLVu2NGJkQgghKpNbr5RbhYwaNYpBgwbRtGlTmjdvzvTp08nMzGTIkCHGDk0IIUQpysjIICYmRv8+NjaWffv24ebmhr+/f5leW4YFXTNjxgw+/vhjEhMTadSoEZ9//jktWrQwdlhCCCFKUVRUFB06dLhh+6BBg5g7d26ZXlsSrhBCCFEOqvwzXCGEEKI8SMIVQgghyoEkXCGEEKIcSMIVQgghyoEkXCGEEKIcSMIVQgghyoEkXCGEEKIcSMIVQgghyoEkXCFEsWg0GpYsWWLsMIQwWZJwhTABgwcPRqPR3PDq2rWrsUMTQhSTLF4ghIno2rUrc+bMMdhmbW1tpGiEECUlNVwhTIS1tTXe3t4GL1dXV0DX3Dtr1iy6deuGra0tQUFB/P777wbHHzx4kPvvvx9bW1vc3d0ZOnQoGRkZBmW+//576tati7W1NT4+PowYMcJg/6VLl+jTpw92dnaEhISwdOlS/b4rV64wYMAAPDw8sLW1JSQk5IY/EISoyiThClFJvPPOOzzyyCPs37+fAQMG8Pjjj3P06FEAMjMz6dKlC66uruzcuZOFCxeyevVqg4Q6a9Yshg8fztChQzl48CBLly4lODjY4BqTJk2ib9++HDhwgO7duzNgwACSk5P11z9y5AjLly/n6NGjzJo1i2rVqpXfByBERaeEEBXeoEGDlLm5ubK3tzd4TZ48WSmlFKBeeOEFg2NatGihhg0bppRS6ptvvlGurq4qIyNDv//vv/9WZmZmKjExUSmllK+vr3rrrbduGQOg3n77bf37jIwMBajly5crpZTq2bOnGjJkSOncsBCVkDzDFcJEdOjQgVmzZhlsc3Nz0//csmVLg30tW7Zk3759ABw9epSGDRtib2+v39+6dWu0Wi3R0dFoNBrOnz9Px44dbxtDgwYN9D/b29vj5OREUlISAMOGDeORRx5hz549dO7cmd69e9OqVau7ulchKiNJuEKYCHt7+xuaeEuLra1tscpZWloavNdoNGi1WgC6devGmTNn+Oeff1i1ahUdO3Zk+PDhfPLJJ6UerxCmSJ7hClFJbNu27Yb3tWvXBqB27drs37+fzMxM/f7NmzdjZmZGWFgYjo6OBAYGsmbNmnuKwcPDg0GDBvHzzz8zffp0vvnmm3s6nxCVidRwhTAROTk5JCYmGmyzsLDQd0xauHAhTZs2pU2bNsybN48dO3bw3XffATBgwAAmTJjAoEGDmDhxIhcvXmTkyJE89dRTeHl5ATBx4kReeOEFPD096datG+np6WzevJmRI0cWK77x48cTERFB3bp1ycnJYdmyZfqEL4SQhCuEyVixYgU+Pj4G28LCwjh27Big60E8f/58XnzxRXx8fPj111+pU6cOAHZ2dqxcuZKXX36ZZs2aYWdnxyOPPMK0adP05xo0aBDZ2dl8+umnjB49mmrVqvHoo48WOz4rKyvGjRvH6dOnsbW1pW3btsyfP78U7lyIykGjlFLGDkIIcW80Gg2LFy+md+/exg5FCHEL8gxXCCGEKAeScIUQQohyIM9whagE5MmQEBWf1HCFEEKIciAJVwghhCgHknCFEEKIciAJVwghhCgHknCFEEKIciAJVwghhCgHknCFEEKIciAJVwghhCgHknCFEEKIcvB/amzK4prgLUoAAAAASUVORK5CYII=\n", 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" ] @@ -2762,7 +2762,7 @@ " tokens_seen=tracking[\"tokens_seen\"],\n", " train_losses=tracking[\"train_losses\"],\n", " val_losses=tracking[\"val_losses\"],\n", - " label=\"loss\"\n", + " label=\"reward margins\"\n", ")" ] },