diff --git a/hydradx/notebooks/Omnipool/LP_fees_analysis.ipynb b/hydradx/notebooks/Omnipool/LP_fees_analysis.ipynb index 94192b08..4188ebc9 100644 --- a/hydradx/notebooks/Omnipool/LP_fees_analysis.ipynb +++ b/hydradx/notebooks/Omnipool/LP_fees_analysis.ipynb @@ -22,7 +22,7 @@ }, "source": [ "

Effects of trade volume.

\n", - "Trade volume generates fees, which are the primary way of offsetting IL. We'll assume prices do no change, so there is no impermanent loss. Trade volume goes from 0% to 5% of TVL per day. (So far we have observed ~1-5% on average.) We also assume 0.3% total fees. We fully simulate one month and then extrapolate the results to one year. This should still be fairly accurate, because of the linear nature of the correlation between time and profit." + "Trade volume generates fees, which are the primary way of offsetting IL. We'll assume prices do no change, so there is no impermanent loss. Trade volume goes from 1% to 5% of TVL per day (consistent with our observations so far). We also assume 0.3% total fees. We fully simulate one month and then extrapolate the results to one year. This should still be fairly accurate, because of the linear nature of the correlation between time and profit." ] }, { @@ -34,6 +34,9 @@ "end_time": "2023-05-24T15:01:05.284668003Z", "start_time": "2023-05-24T15:00:51.325657113Z" }, + "jupyter": { + "source_hidden": true + }, "tags": [] }, "outputs": [], @@ -48,8 +51,8 @@ "from model import run, plot_utils as pu\n", "from model.amm.omnipool_amm import OmnipoolState, cash_out_omnipool, usd_price, lrna_price, value_assets, execute_remove_liquidity\n", "from model.amm.agents import Agent\n", - "from model.amm.trade_strategies import omnipool_arbitrage, invest_all, price_sensitive_trading, back_and_forth\n", - "from model.amm.global_state import GlobalState, fluctuate_prices, historical_prices, ArchiveState\n", + "from model.amm.trade_strategies import invest_all, back_and_forth\n", + "from model.amm.global_state import GlobalState\n", "\n", "# same seed, same parameters = same simulation result\n", "random.seed(42)\n", @@ -108,6 +111,11 @@ "end_time": "2023-05-24T15:14:34.207704241Z", "start_time": "2023-05-24T15:01:10.779629649Z" }, + "collapsed": true, + "jupyter": { + "outputs_hidden": true, + "source_hidden": true + }, "tags": [] }, "outputs": [ @@ -162,29 +170,32 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 12, "id": "b5d6dadf-f4e3-4498-b99c-93b726fca2c1", "metadata": { "ExecuteTime": { "end_time": "2023-05-24T15:14:34.207704241Z", "start_time": "2023-05-24T15:01:10.779629649Z" }, + "jupyter": { + "source_hidden": true + }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 3, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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nP+Ouu+4C4Nlnn+WJJ57g9ddf54c//CEATz/9NDfddBM2m+2Exy6EEEIIIYQQQggxlGHTkPpUUFlZybZt2w655pVXXmH+/PkopTjrrLPo6OigubkZq9WK3+/H7/djtVrp6OjgtddeO2yySQghhBBCCCGEECdfS2AXdd4asqw5lDlmxzucE0qSQ8dZU1MT+fn5xuO8vDyampq4++67mT9/Pn19fTz77LM8+uij3H///ZhMUrwlhBBCCCGEEELEW3P/Duq81dT5aqj31rC9byMAczNukuTQKenLX4aVK4/vNUtL4fHHj+81BygoKGDZsmUAbN68mcbGRkpKSrj55pvp7+/n0Ucfpbi4+IS9vhBCCCGEEEIIISK01jT0babOV2MkhJr7twPgMKdRZp/NJ12fx+OoZKKtLM7RnnjDMzl0CsvNzaWhocF43NjYSG5ubsyab37zmyxcuJAnn3yS2267jcLCQu6//35eeumlkx2uEEIIIYQQQghx2gvrMFt7P6DOW0Odr5o6bw2twV0ApFuy8NiruCn7q3jslYxPnopZmeMc8ck1PJNDJ7DC51jNmzePp556iuuuu47ly5fjdDrJyckxjldXVzN69GiKiorw+/2YTCZMJpNMLBNCCCGEEEIIIY6TkA6x0b8yUhnkq6He+xadoVYA3NZczkg9n3J7FWWOSgoTJ6KUinPE8TU8k0Nxcv3117Ns2TJaWlrIy8vj4Ycf5tZbb+WZZ54B4M4772Tu3Lm8/vrrTJgwAZvNxi9/+UvjfK01CxcuZMmSJQDcfvvt3HjjjQSDQZ5++um43JMQQgghhBBCCDHcBcL9rPfXUuurpt5bw0rfO3SHuwDISxxPVdo8yuyVlDuqGJ1QOOKTQQdSWut4xzBIRUWFXrFiRcxz69evp6SkJE4Rxd9Iv38hhBBCCCGEEGKf3nAPa7uXG9vEVvvepU/3ADA2qQSPvQqPo5Iy+2yyE/LiHO2pQylVq7WuOPB5qRwSQgghhBBCCCHEKa075GWV71/U+2qo9Vazzv9vgjqAQlGcPINPZd2Ox15Jqf1cMqzueIc77EhySAghhBBCCCGEEKeUrmA79b63jLHyG/x1hAhhxkxJSgU3uL+Mx1FFaco5OCxp8Q532JPkkBBCCCGEEEIIIeKqNbA7kgyKjpXf3LMGjSZBJTI1ZSYLRt2Hx1HJ9JRZ2Mz2eId72pHkkBBCCCGEEEIIIU6qXf0N1HlrjG1i2/s+BCDJZGNGyjncOfozeOyVTEk5k0RTUpyjPf1JckgIIYQQQgghhBAnjNaaxr4txlj5Om81O/u3AWA3Oym1n8snXbdS5qhkks2DVVnjG/AIJMkhIYQQQgghhBBCHDdaa7b2fmD0C6rz1bA3sBOANIsLj72S691fptxRxYTkaZiVOc4RC0kOHaGGhgbmz5/P7t27UUpx++23c8899wxap7Xmnnvu4fXXX8dms/HCCy/g8Xj48MMPueGGGwgEAjz77LPMmjWLYDDIpZdeyquvvorNZovDXQkhhBBCCCGEEMcmpENs6llt9Auq971FR7AFgCzraGOsvMdeydikEpRScY5YHEiSQ0fIYrGwaNEiPB4PXq+X8vJyLrroIiZPnhyz7i9/+QubNm1i06ZNLF++nLvuuovly5fz7LPP8sQTT1BYWMg999zDH/7wB55++mluuukmSQwJIYQQQgghhBg2AjrAhu5a6qL9glb63qY73AVAbsJYZjuvwGOvpMxRSV7COEkGDQOSHDpCOTk55OTkAOBwOCgpKaGpqWlQcuiVV15h/vz5KKU466yz6OjooLm5GavVit/vx+/3Y7Va6ejo4LXXXmPp0qXxuB0hhBBCCCGEEOKI9IV7Wdu93OgXtLr7XXrDfgAKkyZxacb1lDkqKbPPZlRCfpyjFUdDkkNHYdu2bdTX1zNz5sxBx5qamsjP3/+XIS8vj6amJu6++27mz59PX18fzz77LI8++ij3338/JpPpZIYuhBBCCCGEEEIckj/kY1X3v4x+QWu7lxPQ/SgURcnT+UTmrZQ7qiizzybD6o53uOI4GJbJoYZFX8b/4crjek3bxFLyv/r4Ydf5fD4+/elP8/jjj5OamnrE1y8oKGDZsmUAbN68mcbGRkpKSrj55pvp7+/n0Ucfpbi4+CijF0IIIYQQQgghjk5XsJ2Vvneo81VT561hg7+WECHMmJlkK+c695fw2CsptZ9LqiU93uGKE+CwySGl1C+AK4A9Wuup0eeWABOjS9KADq116RDnbgO8QAgIaq0rjkvUcRIIBPj0pz/NjTfeyKc+9akh1+Tm5tLQ0GA8bmxsJDc3N2bNN7/5TRYuXMiTTz7JbbfdRmFhIffffz8vvfTSCY1fCCGEEEIIIYRoC+yh3veWsU1sU89qNBqrSmBKypksGHUvZY5KpqfMIsXsiHe44iQ4ksqhF4CngF/ve0Jrfe2+r5VSi4DOQ5x/nta65WgDHMqRVPgcb1prbr31VkpKSvjKV75y0HXz5s3jqaee4rrrrmP58uU4nU6jVxFAdXU1o0ePpqioCL/fj8lkwmQy4ff7T8ZtCCGEEEIIIYQYYXb3Nxpj5Wt91Wzr3QBAokpmhv1s7hj9MB57JVNSziTJlBznaEU8HDY5pLWuUUoVDnVMRVqOXwOcf5zjOuW88847/OY3v2HatGmUlpYC8N3vfpe5c+fyzDPPAHDnnXcyd+5cXn/9dSZMmIDNZuOXv/ylcQ2tNQsXLmTJkiUA3H777dx4440Eg0Gefvrpk35PQgghhBBCCCFOL1prmvo/MsbK13lraOrfCkCKKZVS+7lcmbmAcnsVk2werKaEOEcsTgVKa334RZHk0J/2bSsb8Hwl8KODbRdTSn0EtAMaeFZr/bNDvMbtwO0ABQUF5du3b485vn79ekpKSg4b6+lqpN+/EEIIIYQQQojBtNZs691gjJWv99WwJ9AEgNOcicdRaYyVL06egVmZ4xyxiCelVO1QOZxjbUh9PfDbQxw/V2vdpJRyA28qpTZorWuGWhhNHP0MoKKi4vAZKyGEEEIIIYQQYoQJ6RCbe9YY28TqfDW0B/cC4LLmUG6voiyaEBqbVIJJyYRscXhHnRxSSlmATwHlB1ujtW6Kft6jlPo/4ExgyOSQEEIIIYQQQgghYgV0gA3+OiMRtNL3Nt5QBwCjEwo5O/Uyyh1VeOyV5CWOJ9L9RYiP51gqhy4ENmitG4c6qJRKAUxaa2/064uBR47h9YQQQgghhBBCiNNaX7iXD7rfpzY6Vn5197/oCXcDMCZxIhemf8bYJpaTUBDnaMXp4khG2f8WmAO4lFKNwENa6+eB6zhgS5lSajTwc631XCAb+L9o1tICvKy1Xnp8wxdCCCGEEEIIIYavnlA3q7vfNfoFre1eTr/uA6AoeTrzMj9LmaOSMvtsXNZRcY5WnK6OZFrZ9Qd5fsEQz+0E5ka/3grMOMb4hBBCCCGEEEKI04Y32MHK7neMsfLru2sJEcSEiUk2D9e4v4DHXkmp/Vyclox4hytGiGNtSC2EEEIIIYQQQoiDaA/spd73VnSsfDUbe1ah0ViUlSm2M7ll1Ncps1cyw342KWZHvMMVI5Qkh45Qb28vlZWV9PX1EQwGufrqq3n44YcHrevr62P+/PnU1taSmZnJkiVLKCws5J133uGuu+4iISGB3/72txQVFdHR0cE111zD0qVLMZmkg7wQQgghhBBCDHd7+3fGjJXf2vsBAIkqmen2Wdye8xAeRxVTU2aSZEqOc7RCREhy6AglJibyj3/8A7vdTiAQ4Nxzz+Wyyy7jrLPOiln3/PPPk56ezubNm1m8eDHf+MY3WLJkCYsWLeL1119n27ZtPPPMMyxatIiFCxdy//33S2JICCGEEEIIIYYhrTU7+7cZVUF1vhoa+7YAkGJyUGo/l7mZN+OxVzLZVoHVlBDniIUYmiSHjpBSCrvdDkAgECAQCAw5IvCVV17h29/+NgBXX301X/jCF9BaY7Va8fv9+P1+rFYrW7ZsoaGhgTlz5pzEuxBCCCGEEEIIcbS01mzr+9AYK1/nrWZ3IDLA22nOoNQ+m2uy7sZjr6TINgOLkh+5xfAgf1I/hlAoRHl5OZs3b+buu+9m5syZg9Y0NTWRn58PgMViwel00trayn333cf8+fNJTk7mN7/5DV/72tdYuHDhyb4FIYQQQgghhBBHKKzDbO5ZE00E1VDvq6EtuAeATMsoPI5KPPYqPI5KxiVNxqRkV4gYnoZlcuhfS75Ma+PK43rNzLxSzr728UOuMZvNrFy5ko6ODq666irWrl3L1KlTj+j6paWlvPfeewDU1NSQk5OD1pprr70Wq9XKokWLyM7OPtbbEEIIIYQQQghxlII6yIf+eqNfUL3vLbyhDgByEsYwK/USyhyVlNuryE+cMORuEiGGI0lrHoW0tDTOO+88li5dOuhYbm4uDQ0NAASDQTo7O8nMzDSOa61ZuHAhDzzwAA8//DA/+MEP+PznP8+TTz550uIXQgghhBBCCAH94T7qfW/zi+bvcvemSzhvZTrzN5zJE03/xfbeD7kg/WoeKfw1f5q6jT9N28YjY3/NVa7bKEgqksTQCbJt2zZeeOGFmOdqamrweDxYLBZ+//vfxxwzm82UlpZSWlrKvHnzhrzmj370IyZPnsz06dO54IIL2L59e8zxrq4u8vLy+MIXvnDQuK6++mq2bt0KQG1tLdOmTWPChAl86UtfQms9aP2GDRuYNWsWiYmJ/PCHP4w5VlhYyLRp0ygtLaWiosJ4/hvf+AbTp09n/vz5xnMvvvgijz/+uPF4zZo1LFiw4KBxHq1hWTl0uAqfE2Hv3r1YrVbS0tLo6enhzTff5Bvf+MagdfPmzeNXv/oVs2bN4ve//z3nn39+zD8av/71r5k7dy4ZGRn4/X5MJhMmkwm/338yb0cIIYQQQgghRpyeUDdrut8ztomt7X6PPt0LwPikqVyReQtl9krKHLPJsubEOdqR5+mnn+bJJ5/E5/PxwgsvsHjxYkaNGkVBQQEvvPDCoCQLQHJyMitXrjzkdcvKylixYgU2m42nn36ar3/96yxZssQ4/sADD1BZWXnQ89etW0coFGLcuHEA3HXXXTz33HPMnDmTuXPnsnTpUi677LKYczIyMnjyySf54x//OOQ1//nPf+JyuYzHnZ2d1NXVsXr1am677TbWrFnDhAkT+OUvfxlTmDJt2jQaGxvZsWMHBQUFh7zvj2NYJofiobm5mVtuuYVQKEQ4HOaaa67hiiuuAODBBx+koqKCefPmceutt3LzzTczYcIEMjIyWLx4sXENv9/PCy+8wBtvvAHAV77yFebOnUtCQgIvv/xyXO5LCCGEEEIIIU5X3lAnq3zvGP2C1nW/T4ggJkxMtJVxddZdeBxVlNrPJc2SefgLihPG6/Xy0EMPsXTpUlavXs2cOXNISUkBIpU2wFFP+j7vvPOMr8866yxefPFF43FtbS27d+/m0ksvZcWKFUOe/9JLL/GJT3wCiOQGurq6jMnl8+fP549//OOg5JDb7cbtdvPnP//5iGI0mUwEAgG01sYgqx/+8Id88YtfxGq1xqy98sorWbx4MV//+teP6NpHQpJDR2j69OnU19cPeeyRRx4xvk5KSuJ//ud/hlxns9n45z//aTyePXs2a9asOb6BCiGEEEIIIcQI1R5sYaXvbWOs/Eb/SsKEsSgrU2xncPOor+GxVzLDfg52c2q8wxUDmEwmlFK0tbUB+xNCh9Pb20tFRQUWi4V7772XT37yk4dc//zzzxuJnHA4zFe/+lVefPFF/va3vx30nHfeeYfrr78eiAyhysvLM47l5eXR1NR0RLHuo5Ti4osvRinFHXfcwe23347D4WDu3LmUlZVxwQUX4HQ6Wb58OQ888MCg8ysqKnjsscckOSSEEEIIIYQQQuwNNFPvraHWV029t4YtvesASFRJTLPP4racByizVzLNfhbJJlucoxWHkpKSwnPPPcd9993Hrl27WLt2LY888gg226H/u23fvp3c3Fy2bt3K+eefz7Rp0xg/fvyQa1988UVWrFhBdXU1AD/96U+ZO3duTLJnKM3NzWRlZR3djQ3h7bffJjc3lz179nDRRRcxadIkKisr+frXv24kfG677TYeeeQRfv7zn/PGG28wffp0vvWtbwGRqqSdO3cet3hAkkNCCCGEEEIIIYaJnX3bjH5Bdb5qGvo2A2Az2ZlhP4dLM27E46hksq2CBFNinKMVH9e8efOYPn06r732GitWrGDRokVDVs4MlJubC8C4ceOYM2cO9fX1QyaH/va3v/Gd73yH6upqEhMjfzbeffdd3nrrLX7605/i8/no7+/Hbrfz2GOPxZybnJxMb2+v8XqNjY3GscbGRiOGI7Vvvdvt5qqrruLf//53TM+j+vp6tNZMnDiR++67j7/+9a989rOfZdOmTRQVFdHb20tycvLHes3DkeSQEEIIIYQQQohTjtaaHX2bjLHydb4advXvACDVnE6ZfTafzrqTcnsVxbZSLEp+vB3OfD4fra2tADgcDkpKSowtZgfT3t6OzWYjMTGRlpYW3nnnnSG3WtXX13PHHXewdOlS3G638fxLL71kfP3CCy+wYsWKQYkhgJKSEjZv3kxhYSE5OTmkpqby3nvvMXPmTH7961/zxS9+8Yjvs7u7m3A4jMPhoLu7mzfeeIMHH3wwZs0DDzzAz372MwKBAKFQCCBmkNXGjRuZOnXqEb/mkZC/PUIIIYQQQggh4i6sw2zpXRezTaw1uBuATEs2ZY5K5mf/Fx5HFeOTpmBSR9ecWJyaAoEAd9xxB62trbS0tFBQUGAMbnr//fe56qqraG9v57XXXuOhhx5i3bp1rF+/njvuuAOTyUQ4HObee+9l8uTJQOzgqP/6r//C5/Pxmc98BoCCggJeffXVI47t8ssvZ9myZVx44YVAZDvaggUL6Onp4bLLLjN6GD3zzDMA3HnnnezatYuKigq6urowmUw8/vjjfPDBB7S0tHDVVVcBEAwGueGGG7j00kuN1/rjH/9IRUUFo0ePBqC0tJRp06Yxffp0ZsyYAUQmnV1++eVH/V4PRWmtj+sFj4eKigp9YJfw9evXU1JSEqeI4m+k378QQgghhBDi9BLUQTb6V0a3iVVT73uLrlA7ANnWfModVZTZK/E4KhmTWIxSKs4Ri5Nh27ZtLFu2jAULFsQ7FENPTw/nnXce77zzDmazOa6x9PX1UVVVxdtvv43F8vHrfZRStVrrigOfl8ohIYQQQgghhBAnXH+4jw/8K4yx8qt879Ad9gKQnziB89KuwuOowmOvZHRiYXyDFXGTlpZGaWlpvMOIkZyczMMPP0xTUxMFBQVxjWXHjh089thjR5UYOhRJDn1MoVCIiooKcnNz+dOf/jToeF9fH/Pnz6e2tpbMzEyWLFlCYWEh77zzDnfddRcJCQn89re/paioiI6ODq655hqWLl2KySQlkUIIIYQQQojTR0/Yzxrfe0a/oDW+d+nTkaa+45OmcFnmTZTbqyizzyYrYXScoxWnilMxOQRwySWXxDsEAIqKiigqKjru15Xk0Mf0xBNPUFJSQldX15DHn3/+edLT09m8eTOLFy/mG9/4BkuWLGHRokW8/vrrbNu2jWeeeYZFixaxcOFC7r//fkkMCSGEEEIIIYY9X6iL1b5/Gf2C1vnfJ6gDmDBRbCvl01l3UmavpMwxm3SLK97hCiEGkOTQx9DY2Mif//xnvvnNb/KjH/1oyDWvvPIK3/72twG4+uqr+cIXvoDWGqvVit/vx+/3Y7Va2bJlCw0NDcyZM+fk3YAQQgghhBBCHCcdwVZW+t42xsp/6K8nTBgzFqaknMGN7q/gcVQyw34ODrMz3uEKIQ5BkkMfw5e//GV+8IMf4PV6D7qmqamJ/Px8ACwWC06nk9bWVu677z7mz59PcnIyv/nNb/ja177GwoULT1boQgghhBBCCHFMWgK7jH5Bdb4aNvesASBBJTIt5SxuzfkWHnsl01LOItmcEudohRAfx7BMDi3515dpbF15XK+Zl1nKtWc/ftDjf/rTn3C73ZSXl7Ns2bKPff3S0lLee+89AGpqasjJyUFrzbXXXovVamXRokVkZ2cfZfRCCCGEEEIIcXw19++gzltNna+Gem8N2/s2ApBsSmGG/RwuTr8Wj6OKKbYzSDAlxjlaIcSxGJbJoXh45513ePXVV3n99dfp7e2lq6uLm266iRdffDFmXW5uLg0NDeTl5REMBuns7CQzM9M4rrVm4cKFLF68mC9+8Yv84Ac/YNu2bTz55JN85zvfOdm3JYQQQgghhBBorWno22yMla/z1dDcvx0AhzmNMvtsPun6PB5HJZNsHixKfpQU4nQyLP9GH6rC50T53ve+x/e+9z0Ali1bxg9/+MNBiSGAefPm8atf/YpZs2bx+9//nvPPPx+llHH817/+NXPnziUjIwO/34/JZMJkMuH3+0/avQghhBBCCCFGtrAOs7X3A6NfUJ23htbgLgDSLVl47FXclP1VPPZKxidPxazMcY5YiPgIh0P0B/0kJTjiHcoJddjkkFLqF8AVwB6t9dToc98GPg/sjS67X2v9+hDnXgo8AZiBn2utHztOcZ9SHnzwQSoqKpg3bx633norN998MxMmTCAjI4PFixcb6/x+Py+88AJvvPEGAF/5yleYO3cuCQkJvPzyy/EKXwghhBBCCHGaC+kQG/0rI5VBvhrqvW/RGWoFwG3N5YzU8yNj5R2VFCZOjPkFtxAjRSgcYGf7B+xoqWNHSx0NLXU0tK7k3Em3ce3ZT8Q7vBNKaa0PvUCpSsAH/PqA5JBPa/3DQ5xnBjYCFwGNwPvA9VrrDw4XVEVFhV6xYkXMc+vXr6ekpORwp562Rvr9CyGEEEIIIY5cINzPen+tMVZ+pe9tusORwTp5iePx2Csps1dS7qhidEKhJIPEiNMf7KGpbY2RCNrRUsfOtjUEw/0AJFrt5GeWUuDyMCX/MqbmXxrniI8PpVSt1rriwOcPWzmkta5RShUexWueCWzWWm+NBrAY+ARw2OSQEEIIIYQQQogj1xvuYW33cmOb2Grfu/TpHgDGJU3m0owb8Tgq8dgrcSfkxjlaIU6u3n4vDa0r91cEtdbT3P4BYR0CwJaYToHLw/lT76HA5aHA5SHLOQGTMsU58pPnWHoOfUEpNR9YAXxVa91+wPFcoGHA40Zg5jG8nhBCCCGEEEIIoDvkZZXvX9T7aqj1VrPO/2+COoBCUZxcyqeybo9WB80m3ZoV73CFOGl8va00tNSzo7WehmgyaE/nJjSRXVOpydkUuMqZMeYTFLg85LvKyLSPGfHVc0ebHHoaeBTQ0c+LgM8dSyBKqduB2wEKCgqO5VJCCCGEEEIIcVrpCrZT73vLGCu/wV9HiBBmzJSkVHCD+8t4HFWUppyDw5IW73CFOCk6/btitoU1tNTR6ttuHM+0jyHf5WFm0c0UuMoocHlw2nLiGPGp66iSQ1rr3fu+Vko9B/xpiGVNQP6Ax3nR5w52zZ8BP4NIz6GjiUsIIYQQQgghTgetgd1GIqjOV8PmnjVoNAkqkakpM1kw6j48jkqmp8zCZrbHO1whTiitNW2+HbGJoNZ6Ov3NxppsZzFj3WdRNfk/jIoge1JmHKMeXo4qOaSUytFa7/uvcBWwdohl7wNFSqmxRJJC1wE3HFWUQgghhBBCCHEa29XfEDNWfnvfhwAkmWzMSDmHO0d/Bo+9kikpZ5JoSopztEKcOGEdZm/n5pgk0I6WOrr72gAwKTOj0kooyb3I6A+UlzmD5ITUOEc+vB3JKPvfAnMAl1KqEXgImKOUKiWyrWwbcEd07WgiI+vnaq2DSqkvAH8lMsr+F1rrdSfiJoQQQgghhBBiuNBa09i3xRgrX+etZmf/NgDsZidl9tl80nUrZY5KJtk8WJU1vgELcYKEwkF2daxnR0t9TDKoL+ADwGJKYHTGNMrGftpIBOVmTCPBkhznyE8/RzKt7Pohnn7+IGt3AnMHPH4deP2oozvFFBYW4nA4MJvNWCwWVqxYMWiN1pp77rmH119/HZvNxgsvvIDH4+HDDz/khhtuIBAI8OyzzzJr1iyCwSCXXnopr776KjabLQ53JIQQQgghhDjRtNZs7f0gZpvY3sBOANIsLjz2Sm7I/k889komJE/DrMxxjliI4y8Q6mNn29qYrWFNbasJhHoBSLDYyM8sZVbxAgoyI/2BctInYzEnxDnykeFYppWNSP/85z9xuVwHPf6Xv/yFTZs2sWnTJpYvX85dd93F8uXLefbZZ3niiScoLCzknnvu4Q9/+ANPP/00N910kySGhBBCCCGEOI2EdIhNPaup81ZHEkK+t+gItgCQZR2Nx16Fx1FJub2KwqRJI35Kkjj99AW6aWxdtT8R1FrHzrZ1hHUQgOQEJwUuj9EfqMDlIdtZjMkkidF4keTQcfbKK68wf/58lFKcddZZdHR00NzcjNVqxe/34/f7sVqtdHR08Nprr7F06dJ4hyyEEEIIIYQ4BgEdYEN3LXXRsfIrfW/THe4CIDdhLLOdV0TGyjsqyUsYJ8kgcVrx93UYfYF2tETGx+/q2GCMjnckZZHv8jB1xlwjEeRyjJW/B6cYSQ59DEopLr74YpRS3HHHHdx+++2D1jQ1NZGfv39IW15eHk1NTdx9993Mnz+fvr4+nn32WR599FHuv/9+TCbTybwFIYQQQgghxDHqC/eytnu50S9odfe79Ib9ABQmTeLSjOspc1RSZp/NqIT8w1xNiOGjq2dPdGT8/h5BLd6txvH0lDwKXB7Kx19rJILSbKMlETQMDMvk0A8bvsxG/8rjes1iWylfy3/8kGvefvttcnNz2bNnDxdddBGTJk2isrLyiK5fUFDAsmXLANi8eTONjY2UlJRw880309/fz6OPPkpxcfEx3oUQQgghhBDiePOHfKzq/pfRL2ht93ICuh+Foih5Op/IvJVyRxVl9tlkWN3xDleIY6a1pqO7KaY/0I7WOjq6m4w1WanjGZNVzuySz0dGx2eW4UjOimPU4lgMy+RQvOTm5gLgdru56qqr+Pe//z0oOZSbm0tDQ4PxuLGx0Thvn29+85ssXLiQJ598kttuu43CwkLuv/9+XnrppRN/E0IIIYQQQohD6gq2s9L3jjFWfoO/lhAhzJiZZCvnOveX8NgrKbWfS6olPd7hCnFMtNa0eLfGJoJa6vD1RvpkKWViVNokJuacR76rLJoIKsWWmBbfwMVxNSyTQ4er8DkRuru7CYfDOBwOuru7eeONN3jwwQcHrZs3bx5PPfUU1113HcuXL8fpdJKTk2Mcr66uZvTo0RQVFeH3+zGZTJhMJvx+/8m8HSGEEEIIIURUW2AP9b63jG1im3pWo9FYVQJTU2ayYNS9lDkqmZFyNjazPd7hCnHUwuEQuzo/3D82vqWehtZ6evo7ATCbrIxOn8KMMfPIj24Ly8uYTqI1Jc6RixNtWCaH4mH37t1cddVVAASDQW644QYuvfRSAJ555hkA7rzzTubOncvrr7/OhAkTsNls/PKXvzSuobVm4cKFLFmyBIDbb7+dG2+8kWAwyNNPP32S70gIIYQQQoiRaXd/ozFWvtZXzbbeDQAkqmRm2M/mjtEP47FXMiXlTJJMyXGOVoijEwz1s7N93f4eQa11NLauoj8YKUywmpPIy5zBmRNuMPoD5aRPwWpOjHPkIh6U1jreMQxSUVGhV6xYEfPc+vXrKSkpiVNE8TfS718IIYQQQoijobWmqf8jY6x8nbeGpv5IA90UUyql9nONsfKTbB6spoQ4RyzEx9cf9NPUtiZmW1hT2xpC4QAASVZHZEtYZiQJlO8qY1TaJMwmqRcZaZRStVrrigOflz8JQgghhBBCiNOG1pptvRuojfYLqvfVsCcQaaLrNGficVRynfuLlDkqKU6egVmZ4xyxEB9PT38XDa0roxVBkURQc8d6tA4DkJKYQYGrnAum/adREZSVOh6TkknZ4uAkOSSEEEIIIYQYtkI6xOaeNUa/oHrfW7QH9wLgsuZQbq+izFGJx17J2KQS+QFZDCu+3hZ2DBgb39Baz57OTcbxNNto8l1llI39lJEISk/Jl9Hx4mOT5JAQQgghhBBi2AjoABv8dcZY+XrfW/hCkWa6oxMKOTv1MsodVXjsleQljpcfksWwoLWm099sJID2JYPafDuMNZmOQgoyPcwqusXYGua0jYpj1OJ0MqySQ1rrEfmP+6nYF0oIIYQQQoiToS/cywfd7xvbxFZ3/4uecDcAYxInclH6NXjsVZQ5ZpOTUBDnaIU4PK01rd5t7IgmgfZtDevq2Q2AQuF2FjM++xzOm/JFY3R8SlJGnCMXp7NhkxxKSkqitbWVzMzMEZUg0lrT2tpKUlJSvEMRQgghhBDihOsJdbO6+11qvdXU+2pY272cft0HQFHydOZlftbYJpZpzY5ztEIcWliH2dO5KaZRdENrPf6+dgBMyszo9ClMyb+MAldZdHT8DJISHHGOXIw0wyY5lJeXR2NjI3v37o13KCddUlISeXl58Q5DCCGEEEKI484b7GBl9zvGWPn13bWECGLCxCSbh2vcX8Bjr6TUfi5Oi1ROiFNXKByguX19TCKosW0VfQEfABZzIrkZ0ygf+xmjP1BuxjSsFikEEPE3bJJDVquVsWPHxjsMIYQQQgghxDFoD7YY/YLqvDVs7FmJRmNRVqbYzmD+qP/CY69ihv1sUsxSPSFOTYFgb2R0fGu9sS2ssW01wVCkyi3RkkJeZilnF3/WSATlpJdgNlnjHLkQQxs2ySEhhBBCCCHE8LO3f2ckERSdJra19wMAElUy0+2zuD3nITyOKqamzCTJlBznaIUYrDfgo7F11f5tYS117Gz/gLAOAmBLSCPf5eG8KV+gwFVOgasMd2oRJpM5zpELceQkOSSEEEIIIYQ4LrTWNPdvp9ZXbVQHNfRtBiDF5GCG/RzmZt6Mx17JZFsFVlNCnCMWIlZ3XzsN0dHx+6aG7e74EE1kSJAj2U2By8O0giuMiqBMR+GI6osrTk+SHBJCCCGEEEIcFa012/s2UuetoS46TWx3oAEApzmDUvtsrs66i3J7FUW2GViU/PghTh1d/t2DJoa1eD8yjqen5FPg8nDG+OuNRJDTliOJIHFakn+dhRBCCCGEEEckrMNs6V1HnbeaOl8N9d4aWoOR8duZlmzKHJUssH+DMkcl45OmYFKmOEcsRCSJ2d7dOGhiWEd3k7HGnTqBMVlnMLvk9ujo+DIcyVlxjFqIk0uSQ0IIIYQQQoghBXWQjf6VRr+get9bdIUiI7izrfnMTL2IMnsl5Y4qChKLpKJCxJ3Wmhbv1phE0I6WOny9LQAoZWJU2iQm5pxnVAPlu0pJTnDGOXIh4kuSQ0IIIYQQQggAAuF+PvCvoNZbTb2vhlW+d+gOewHIT5zAeWlX4XFU4bFXMjqxML7BihEvHA6xq/PDmEbRO1rq6Q10AWA2WRmdPpUZYz5BvquMApeHvIzpJFpT4hy5EKceSQ4JIYQQQggxQvWE/aztXk69t4ZaXzVrfO/Rp3sAGJ80hcsyb8Jjr8RjryQrYXScoxUjWTDUT3P7B/urgVrraGxdRX/QD4DVnERe5gxmFt04YHT8FKzmxDhHLsTwIMkhIYQQQgghRojukJdVvnei28RqWOf/N0EdQKEoTi7l01l3UGavpMx+LulW6bci4qM/2ENT2+qYbWE729YSDPcDkGR1kO8qY/akaH8gVxmj0iZhNsmPt0IcrcP+7VFK/QK4AtijtZ4afe7/AVcC/cAW4LNa644hzt0GeIEQENRaVxy3yIUQQgghhBCH1BlsY6XvbaNn0AZ/HWHCmLEwOaWCG93/icdRxYyUs3FY0uIdrhiBevq7aGhdaYyP39FSx66O9YR1CICUxAwKXB7On/ZloyIoK3W8NDsX4jg7kr9RLwCXHvDcm8BUrfV0YCNw3yHOP09rXSqJISGEEEIIIU6s1sBu3mz/H36w44tc98EMLljl4itbPsHv9jxFksnG53K+yU+L3qS6tIMXJr3Ll/K+z7nOuZIYEieFr7eV9Y1/468rf8Bzf7uOB5YU8+UXnCx6rYrfvftl1je9SaZjDJeV3c9dF/8f371+G4vmt/Dly9/k0zO/zxnjryXbWSSJodPctm3beOGFF2Keq6mpwePxYLFY+P3vfx9z7NJLLyUtLY0rrrjisNf+wx/+gFKKFStWAPDvf/+b0tJSSktLmTFjBv/3f/835Hlaa84//3y6uiL9rJYuXcrEiROZMGECjz322JDnHE3MN954I9OnT+f+++83nlu4cCF//OMfjcd/+tOfePDBBw97rx/XYSuHtNY1SqnCA557Y8DD94Crj3NcQgghhBBCiMPY1d9AnbeGOl81dd4atvd9CECSycaMlHO4c/Rn8NgrmZJyJommpDhHK0aSTn9ztBKo3mgW3erbbhzPtI8h3+XhrKL50YqgMpy2nDhGLE4FTz/9NE8++SQ+n48XXniBxYsXM2rUKAoKCnjhhRf44Q9/OOic//qv/8Lv9/Pss88e8tper5cnnniCmTNnGs9NnTqVFStWYLFYaG5uZsaMGVx55ZVYLLGpktdff50ZM2aQmppKKBTi7rvv5s033yQvL48zzjiDefPmMXny5JhzPm7Mq1evJjk5mdWrV3PRRRfR2dmJ3+9n+fLlfOtb3zLWXX755TzwwAPce++92Gy2Q7+hH8Px2JT5OWDJQY5p4A2llAae1Vr/7Di8nhBCCCGEECOO1prG/q3Ueaup89VQ762hqf8jAOxmJ6X2c/mk61bKHJVMsnmwKmucIxYjgdaaNt+OQaPju3p2GWuyncWMy55F1ZS7Iz2CMkuxJ2XGMWpxKvJ6vTz00EMsXbqU1atXM2fOHFJSIpPlCgsLATCZBleNXXDBBSxbtuyw13/ggQf4xje+wf/7f//PeG5gcqW3txel1JDnvvTSS9x+++1ApNpowoQJjBs3DoDrrruOV155ZVBy6OPGbLVa6enpIRwOEwgEMJvNPPjggzz88MMx65RSzJkzhz/96U9cc801h73vI3VMySGl1DeBIPDSQZacq7VuUkq5gTeVUhu01jUHudbtwO0QybAJIYQQQggxkmmt+ah3vdEvqM5Xw97ATgDSLC489kquc99DuaOKCcnTMCtznCMWp7uwDrO3c/P+0fGtkaqg7r42AEzKzKi0EibnXWz0B8rLnEFyQmqcIxfDgclkQilFW1vkz9O+5MrxUFdXR0NDA5dffnlMcghg+fLlfO5zn2P79u385je/GVQ1BPDOO+8YVT5NTU3k5+cbx/Ly8li+fPkxx1hSUkJWVhYej4ebb76ZzZs3Ew6H8Xg8g9ZWVFTw1ltvnRrJIaXUAiKNqi/QWuuh1mitm6Kf9yil/g84ExgyORStKvoZQEVFxZDXE0IIIYQQ4nQV0iE296yh1ltNva+GOl8NHcEWAFzWHMrtVXgcVXjslYxNKjnob7iFOB5C4SC7OjbEVAM1tNbTF/ABYDElMDpjGmVjP20kgnIzppFgSY5z5GK4SklJ4bnnnuO+++5j165drF27lkceeeSYt06Fw2G+8pWvDOpjtM/MmTNZt24d69ev55ZbbuGyyy4jKSl2G25bWxsOh+OY4jgSjz/+uPH1lVdeybPPPst3vvMdVq1axUUXXcTnP/95ANxuNzt37jyur31UySGl1KXA14EqrbX/IGtSAJPW2hv9+mLgkaOOVAghhBBCiNNIQAfY4K+j3ltDra+alb638YU6AchNGMu5zsvx2CvxOKrISxgnySBxwgRCfexsWxuTCGpqW00g1AtAgsVGfmYps4oXUJBZRoHLQ076ZCzmhDhHLk438+bNY/r06bz22musWLGCRYsW8cADDxzTNb1eL2vXrmXOnDkA7Nq1i3nz5vHqq69SUbF/blZJSQl2u521a9fGPA9gsVgIh8OYTCZyc3NpaGgwjjU2NpKbm3tMMR7olVdeoby8HJ/Px5YtW/jd737HJZdcwo033ojNZqO3t5fk5OObiD2SUfa/BeYALqVUI/AQkelkiUS2igG8p7W+Uyk1Gvi51noukA38X/S4BXhZa730uEYvhBBCCCHEMNEX7mVd97+j28RqWN39L3rC3QCMSZzIRenX4LFX4XFUMioh/zBXE+Lo9AW6aWxbbTSJjiSC1hLWQQCSrKkUuDxUTf4PoyIo21mMySTbFsWJ5fP5aG1tBcDhcFBSUmJsMTsWTqeTlpYW4/GcOXP44Q9/SEVFBR999BH5+flYLBa2b9/Ohg0bhtzONnHiRLZu3cqECRM444wz2LRpEx999BG5ubksXryYl19++Zjj3CcQCPD444/z5z//mU2bNhm/GAiFQvT392Oz2di4cSNTp049bq8JRzat7Pohnn7+IGt3AnOjX28FZhxTdEIIIYQQQgxTPaFuVne/a/QMWtu9nH7dB0BR8nTmZX6WMkclHnslmdbsOEcrTkf+vg4aWlfu3xbWUseuzg/ROgyAPclFgauci2dcRoErUhGU6Rgro+JFXAQCAe644w5aW1tpaWmhoKDASLq8//77XHXVVbS3t/Paa6/x0EMPsW7dOgBmz57Nhg0b8Pl85OXl8fzzz3PJJZfw4IMPUlFRwbx58w76mm+//TaPPfYYVqsVk8nET3/6U1wu16B1l19+OcuWLWPChAlYLBaeeuopLrnkEkKhEJ/73OeYMmUKQMxrHk3MAD/5yU+45ZZbsNlsTJ8+Hb/fz7Rp05g7dy5paWkA/POf/+R73/vecXvvAdRB2gXFVUVFhV6xYkW8wxBCCCGEEOKIeUOdrPK9YzSP/qB7BSGCmDAxyeYx+gWV2s/FacmId7jiNOPt2RvTJHpHSx17u7YYx9NScinI9BjVQAUuD2kpubJdUZxytm3bxrJly1iwYEG8QzE0Nzczf/583nzzzXiHwu7du7nhhhv4+9//flTnK6VqtdYVBz5/PEbZCyGEEEIIMeK0B1uo975Fva+GWm81m3pWESaMRVmZYjuT+aP+C4+9kun2s7GbZVqTOD601nT4d8ZUA+1oqaO9u9FY43KMo8Dl4ZyJt0ZGx7vKSE12xzFqIY5cWloapaWl8Q4jRk5ODp///Ofp6uoiNTW+/57v2LGDRYsWHffrSuWQEEIIIYQQR2Bv/87IFjFfDfXeGrb0RrYHJKokptlnUW6vosxRydSUmSSbjm26jhAQSQS1eD+KJoHq2dEaSQR5e/YAoFBkp02MqQbKyywlJTE9zpELIU5VUjkkhBBCCCHEx7Czb5vRL6jOV0ND32YAbCY7pfZzuTTjRsodVUy2VWA1ydQmcWzC4RB7ujbFjo5vqcff3wGASVkYnTGFafmX7x8dnzmdJKs9voELIU4LkhwSQgghhBAjntaaHX2bqPVWUx+tDtrVvwOAVHM6ZfbZXJ11Fx57JcW2UixKvo0WRy8UDrCz/YP9FUEtdTS2rqQvGJleZzEnkpcxnYrx15K/LxGUPhWrJSnOkQshTlfyfzUhhBBCCDHihHWYLb3rqPfWUOurpt5bQ2twNwAZFjceRxXzs/8Lj6OK8UlTZHqTOGqBYC9NbWv2VwS11tHUtoZgKDK5LtGSQr6rjHMm3WpUBI1Km4TZZI1z5EKIkUSSQ0IIIYQQ4rQX1EE2+VdR66umzlvDSt9bdIbaAMi25nFm6oV47FV4HJWMSSyWCU7iqPT2e2lsWxWzLWxn+zrCOgSALTGdApeH86Z80UgEuZ1FknwUQsSdJIeEEEIIIcRpJxDu5wP/CqNn0CrfO3SHvQDkJ05gTtonKXNUUm6vIidhjCSDxMfW3ddubAnb97GncyOayMAfR7KbMa5ypo250kgEZdrlz5oQ4tQkySEhhBBCCDHs9YZ7WNu93Ggevdr3Ln26B4BxSZO5LPMmPPZKyuyzcSfkxjlaMdx0+XfHNopurafF+5FxPMNeQIHLw8yiG8nPLKPA5cFpy5FEkBDDUDgUxNe2nc7dm+jcs5HO3ZvIKjyD4lnz4x3aCSXJISGEEEIIMex0h7ys8v2Lel8Ntd5q1vn/TVAHUCiKk0v5VNbtRjIo3ZoV73DFMKG1pr27gR0DKoIaWuro8O801rhTJzAm6wxml9wRrQgqw57kimPUQoiPS4fDdHc00blnE527N8Z89rZsJRwKGGutSQ4siSlxjPbkkOSQEEIIIYQ45XUF26n3vUWdr4Z6bw0b/HWECGHGTElKBTe6/5MyRyWlKefgsKTFO1wxDIR1mJaurTEVQTta6ujuawVAKRM5aSVMyr3AmBiWnzmD5ARnnCMXQhwJrTU93j107dlEx+6NMZ8792wmFOgx1pqtSTjdRaSPnsLYsqtIdReRll1MqruIZId7RFQBSnJICCGEEEKccloDuyPJoOg2sc09a9BoElQiU1NmsmDUfZQ7qpiWchY2sz3e4YpTXCgcZHfHh9FpYfU0tNSxo6We3kAXAGaTldHpUykt/KTRHygvczoJFlucIxdCHE5fd3tsBVB0K1jnno0Eer3GOpPZisM1Dqe7iNySi3C6i3BmF+N0F5GSlosyjezG8JIcEkIIIYQQcbe7v5Fab7WxTWx734cAJJlszEg5mztHP4LHXsmUlDNJNCXFOVpxKguG+tnZvi6mGqixdRWBUKRKwGpOJi9zBjOLbjISQaPTp2AxJ8Q5ciHEwQR6fXTu3RyzBWxfJVBfd6uxTikT9swxON1FZI+7BWd2EU53Mc7sIuwZYzCZJQVyMPLOCCGEEEKIk0prTWP/Vuq9NcY0sab+SHPfFFMqZY7ZfML1OTyOKibZPFiVNc4Ri1NVf9BPY+tqo0n0jpY6mtrWEApH+oUkWR3ku8qoNPoDechOm4jZJD8GCXGqCQZ68e7dGlP5sy8R5O9sjlmbkpZLqruIsZ5Px1QApbrGYbYmxukOhjf5V1EIIYQQQpxQWmu29W6g1ldNnbeGel8NewJNADjNmXgclVznvgePo5Ki5OmYlTnOEYtTUU9/Fw2tK40m0Tta6mjuWI/WYQBSEjMpcHm4cNpXjESQK3UcJjWyt4oIcSoJhwJ4W7ZFt3/FbgXzte0ArY21SY4snO4i8iZfEpsAck/AOgIaRJ9skhwSQgghhBDHVUiH2NyzxqgKqve9RXtwLwAuaw7l9irKHJWU26soTJokP7yLQXy9LbETw1rr2dO5yTieZhtNvquMsrGfMhJB6Sn5I6JprBCnOh0O42tvoHPPptgm0Ls30tXyETocNNYmJDtxuosYNf4cUmctMJpAO91FJNrS4ncTI5Akh4QQQgghxDEJ6AAb/HXGNrGVvrfxhjoAGJ1QyDnOuXjslXjsleQljpcf4EWMTn/zoIlhbb4dxvFMRyEFmR5mFd0SmRjmKsNpGxXHiIUQWmt6unZFt3/FVgB17d1CKNBrrLUk2HC6i8jIm8FYz9VGBZAzu5gku0v+n3CKkOSQEEIIIYT4WPrCvXzQ/T510ebRq7v/RU+4G4AxiRO5MP0zeOyVlDkqyUkoiHO04lShtabVt31/NVB0YlhXzy4AFAq3s5jx2ecwZ8oXIhVBmWWkJGXEOXIhRq5eX+vgLWDRSqBAn89YZzJbSXVPwOkuIn/KpUYTaKe7GFvaaEkADQOSHBJCCCGEEIfUE+pmdfe71PlqqPfWsKb7Pfp1HwATkqdxZeYCPI4qyuyzcVmlokNAWIfZ27l5fzVQa+Szv68dAJMyk5M+mSn5l+wfHZ8xg6QER5wjF2Lk6e/1Rrd9xTaB7tyzib7uNmOdUiYcrrGRbWATzo2pALJnFGAySb+44UySQ0IIIYQQIoY31Mkq3zvUeWuo81XzQfcKQgQxYWKSzcNnsu7G46ikzD4bp0WqOka6UDjIro71MdvCGlpX0heIVBVYTAnkZk6nfOxnjG1huRnTSLAkxzlyIUaOYH8PXXu3DNj+tT8B1NO1K2ZtSno+TncR48o/E6kAiiaAHK6xmC0JcboDcaJJckgIIYQQYoRrD7ZQ732Lel+kZ9BG/0rChLEoK1NsZzB/1H/hsVcy3X42dnNqvMMVcRQI9tLUvpaGAc2im9pWEwhF+oskWGzkZ5Yyq3iBURE0On0yZpM1zpELcfoLhwJ0tXxkJH26BiSAfO0NMZPAklOzcbqLKJg2NzoBrCjSDDprPJYEWxzvQsSLJIeEEEIIIUaYvYFm6r011PqqqffWsKV3HQCJKolp9lnclvMAHkcVU1NmkmySHxJGqr5AN42tq2K2hu1sW0dYRyYNJSc4KXB5mDPlbiMR5E4tkq0lQpxA4XCI7raGyPavgdvA9mzC2/IROhwy1ibY0nC6ixlVVBmp/hkwDj4hWRL9IpYkh4QQQgghTnPNfdup9VVT562h3lfDjr7ISHCbyc4M+zlcmnEjHkclk20VJJgS4xytiAd/XwcNrfuqgeppaKljV8cGNJFKA0dSFvkuD1NnzDUSQS7HWGkyK8QJoLXG39kc0wDaqATau5lwsN9Ya0lMwekuwpXvYXz5tUYTaGd2EYkpmfJ3VBwxSQ4JIYQQQpxGtNbs6NtEna+GOm81db4advVHxoKnmtMps8/mU1l3UG6vothWikXJt4MjTVfPnphtYTta6mjxbjWOp6fkUeDyUD7+WiMRlGaTaUNCHE9aa/q6W+mITv7a93lfFVCwr9tYa7Ykkpo1Hmd2MfnTLo+pALI5c+Tvpjgujui7AaXUL4ArgD1a66nR5zKAJUAhsA24RmvdPsS5twDfij5cqLX+1bGHLYQQQgghIDIVamvvB0YiqM5bQ2sw0lw0w+KmzF7J/OxIz6DxyVMxKVOcIxYni9aaju6mAU2iIwmh9u5GY01W6ngKXB7OnXSb0Sw6Ndkdx6iFOL3093RGt38NGAUf3QrW7+8w1imTOToJrJicoqqYBFBKRr5s1xQnnNIDmlIddJFSlYAP+PWA5NAPgDat9WNKqXuBdK31Nw44LwNYAVQAGqgFyodKIg1UUVGhV6xYcTT3I4QQQghxWgvpEBv9K6nz1VDrrWal7y06Q5FRw9nWPDyOKjz2SjyOKsYkFstvlEcIrTUt3o9iJ4a11OHt3QuAQjEqbRL50UqgApeH/MxSbIlp8Q1ciNNAsN9P557NsQmgaCVQj3fP/oVKYU/P3z8CPrr9K9VdRKprLCazNG4XJ55SqlZrXXHg80dUOaS1rlFKFR7w9CeAOdGvfwUsA75xwJpLgDe11m3RIN4ELgV+e6SBCyGEEEKMZIFwP+v9tUbz6JW+t+kOewHISxxPVdonjITQ6IRCSQaNAOFwiN2dGw8YHV9PT38nACZlITdjKtPHXEl+ZhkFLg95mTNItKbEOXIhhq9QsB9vy9bYJtDRRFB3e2PM2uTUUaRlF1Mw/coBiaCi6CSw5DjdgRCHdiybzLO11s3Rr3cB2UOsyQUaBjxujD4nhBBCCCGG0BvuYW33cuq8NdT5qlnte5c+3QPAuKTJRvNoj70Sd4J8W3W6C4UD7Gz/IKYaqKF1Jf1BPwAWcyJ5GTM4Y/z1+0fHZ0zFapbG4kJ8XOFwCF/r9kEVQJ17NuFr3YbWYWNtYkoGTncxoyeeF6kAim4DS3VPICHJEce7EOLoHJcOhFprrZQ6/P60Q1BK3Q7cDlBQUHA8whJCCCGEOOV1h7ys8v2Lel8Ndb4a1nX/m4DuR6EoTp7Bp7Jux2OvpMw+m3RrVrzDFSdQf7CHprY1MRVBO9vWEAxHJhMlWu3kZ5Zx7qTPRxNBZYxKm4TZJFtRhDhSOhymu3NnTBPofZ+7WrbGTAKzJtpxZheTVXgGRTNvJNVdRFp2ManuIpJSMuJ4F0Icf8eSHNqtlMrRWjcrpXKAPUOsaWL/1jOAPCLbzwbRWv8M+BlEeg4dQ1xCCCGEEKesrmA7K31vG9vENvjrCBHCjJmSlAqud9+Dx1FFaco5OCxp8Q5XnCC9/V4a21bFJIKa2z8grEMA2BLTKXB5OH/qPUZFUJZzgjQUF+IIaK3p9e4dsgl05+5NhAI9xlqzJTGS9BlVwpgZn4hpBJ2cmi1bdcWIcSzJoVeBW4DHop9fGWLNX4HvKqXSo48vBu47htcUQgghhBhW2gJ7jCli9b4aNvWsRqOxqgSmpsxkwaj78DgqmZ4yC5vZHu9wxQnQ3dvGjuiksIZoImhP5yY0kd+HpiZnU+AqZ8aYTxgTwzLtY+SHUiEOo8/fMWQT6I7dGwn0dhnrlMlCatY4nO4icidegDN7fzPolLQ8lEmSrkIc6Sj73xKpAHIppRqBh4gkhX6nlLoV2A5cE11bAdyptb5Na92mlHoUeD96qUf2NacWQgghhDgd7e5vpM5XQ723hlpfNdt6NwCQZLIxI+Vs7hj9MB57JVNTZpJoSopztOJ46/TviiaBIsmgHa11tHq3Gccz7AUUuDzMLLrJqAhy2nLiF7AQp7hAXzddezZHKn8OaAbd62vZv1ApHBljSHUXUXTWzTEVQI7MQkzm49JRRYjT1hGNsj/ZZJS9EEIIIYYDrTVN/R9R5602qoOa+rcCkGJKpdR+LuXRSWKTbB6spoQ4RyyOF6017d0NMdvCdrTU0elvNta4nUUUZA4YHe8qw56UGceohTg1hQJ9dLVsHdQEunPPRvwdO2PW2tJG7x8DPzABlDUOi1US7kIczjGNshdCCCGEEJGEwLbeDdT5aqj1VlPvq2FPoAkApzkTj6OS69xfxOOooih5OmZljnPE4ngI6zB7u7YMmBgWqQrq7msFQCkTOWkllOReSP6+RFBmKckJqXGOXIhTRzgUxNu6jc49m2KaQHfu3oivbUfMJLAkuwunu4i8kotimkA7syZgTZLtt0KcCJIcEkIIIYQ4iLAOs7lnjdE8us5XQ3twLwAuaw4eeyWeaGXQ2KQSaRZ8GgiFg+zu+HB/NVBrJBnUG/ACYDZZyc2YRtnYq4yKoNyMaSRYbHGOXIj40+Ew3R2N0e1fsRVAXXu3osNBY601KZW07GLc42ZRdNZ8owLI6S4iMSX9EK8ihDgRJDkkhBBCCBEV0AE+9NdT562hzlfNSt/beEMdAIxOKOTs1MvwOCopt1eRlzheGgYPc4FQH83t6wZsC6unsXUVgVBkkpHVnEy+q5SZRTcbiaDR6VOwmGV7oBi5tNb0dO2OJn0OaAa9dzOhQK+x1mxNxpldREbuNMaWfcpoAu10F5PkyJJ/Q4U4hUhySAghhBAjVn+4j3Xd/470C/LVsMr3Dj3hbgDGJBZzQfrVlNurKHNUkpNQEOdoxbHoD/ppbF0d0x9oZ/taQuEAAEnWVApcZVROvtNIBGU7izGb5NtlMTL1drdFt33FNoHu3LOJQK/XWGcyW0nNGk+qu4i8yRfvrwDKLibFOVomgQkxTMj/7YQQQggxYvSEulnT/V60eXQ1a7rfo1/3ATAheRpXZi6gzF6Jx1GJyzoqztGKo9XT30lDy8qYrWG7OjYYPU1SEjMZk1XORflfJT+zjAKXB1fqONkWKEacQK/vgO1f+7/u62411illwp5ZiNNdRPa4s2MSQPaMApkEJsRpQP4WCyGEEOK05Q11ssr3DnXeGup9Nazrfp8QQUyYmGgr4zNZd+NxVFJqP5c0i0yRGo58vS3s2Dc2vqWOhpY69nRtNo6n2UaT7/LgGXu1URGUnpIn21nEiBEM9NK1d4uR9OkakADydzbHrE1Jz8PpLmKs59NGE+i07GIcmWMxWxPjdAdCiJNBkkNCCCGEOG10BFup971FvbeGWl81G/0rCRPGoqxMsZ3BzaO+hsdeyQz7OdjNMklqONFa0+lvHjQ6vr27wVjjcoylwOVh1sTPRhJBmWWk2rLjGLUQJ0c4FMDbsi2y/WtfM+joVjBf2w7Q2lib7HBHtoBNudRoAO3MLiY1azzWxJQ43oUQIp4kOSSEEEKIYWtvoNmYIlbnrWFL71oAElUSU1PO4racByizVzLNfhbJJpkmNVxorWn1bmNHa71RDbSjpY6unt0AKBRuZzETRp1rVAPlZ5aSkpQR58iFOHF0OIyvvWHQFrCuPZvoavkoZhJYQrITZ3Yxo8afi3NWkdEE2pldREKyM453IYQ4VUlySAghhBDDRnPfdup8NdR6q6n31bCjbxMANpOdGfZzuDTjejyOKibbKkgwyRaI4SCsw+zp3BRTDdTQWo+/rx0AkzIzOn0KU/IvMxJBeZkzSLLa4xy5EMdfZBLYLjqiSZ+BzaC79mwmFOwz1loSbDjdRWTmlzK2/DNGBZDTXUSS3SVbJ8WwtW3bNpYtW8aCBQuM5/7zP/+Tf/7znwD4/X727NlDR0fHoHP7+/v5whe+wLJlyzCZTHznO9/h05/+ND/60Y/4+c9/jsViISsri1/84heMGTNm0Pk9PT1ceuml/OMf/8BsNvOrX/2KhQsXAvCtb32LW265ZdA5bW1tXHvttWzbto3CwkJ+97vfkZ6eTmdnJzfddBM7duwgGAzyta99jc9+9rN8+OGH3HDDDQQCAZ599llmzZpFMBjk0ksv5dVXX8Vmi/wy67rrruPRRx+lqKjoOLyrh6f0gBLDU0VFRYVesWJFvMMQQgghRBxprWno20ytr9rYJrarfwcADnMaZfbZeBxVeOyVTLSVYVHyO69TXSgcoLl9fUwSqKF1JX0BHwAWcyK5GdMoyPQYiaDcjGlYLUlxjlyI46vX1xozAn5fJVDXnk0E+nzGOpMlgdSs8ZGqnwFbwJzuImxpoyUBJE47Tz/9NE8++SQ+n4/x48ezePFiRo2KHRDx3//939TX1/OLX/xi0PkPPfQQoVCIhQsXEg6HaWtrw+Vy8c9//pOZM2dis9l4+umnWbZsGUuWLBl0/k9+8hOCwSD33HMPbW1tVFRUsGLFCpRSlJeXU1tbS3p6esw5X//618nIyODee+/lscceo729ne9///t897vfpbOzk+9///vs3buXiRMnsmvXLu69914+9alPUVhYyD333MMf/vAH/vu//xuHwxGTEKuurubFF1/kueeeOz5vbpRSqlZrXXHg8/JdlBBCCCFOCWEdZmvvB9R5a6jzVVPnraE1uAuADIubMnslN2d/jXJ7FeOTp8pkqVNcINhLU/vamG1hjW2rCYYilQ+JlhTyMks5u/izRiIoJ70Es8ka58iFOD76e7oGTQDb1wy6z99urFMmM47MQpzZxeQUzTa2f6W6iyKTwEzmON6FECeP1+vloYceYunSpaxevZo5c+aQkjK4D9Zvf/tbHn744SGv8Ytf/IINGzYAYDKZcLlcAJx33nnGmrPOOosXX3xxyPNfeuklXn75ZQD++te/ctFFF5GREdmyfNFFF7F06VKuv/76mHNeeeUVli1bBsAtt9zCnDlz+P73v49SCq/Xi9Yan89HRkYGFosFq9WK3+/H7/djtVrp6OjgtddeY+nSpTHXnT17NgsWLCAYDGKxnPjUjSSHhBBCCBEXIR1iY88q6rzV1PlqqPe+RWcoMjrZbc3ljNTzKbdXUeaopDBxovyG/BTWG/DR2LoqpiJoZ9s6wjrSA8WWkEa+q4zzpnzBSAS5U4vkh14x7AX7e+jauzlm+9e+RFBP1+6YtSnp+aRlFzOu4tr9o+DdRThcYzFbEuJ0B0KcOkwmE0op2traACgsLBy0Zvv27Xz00Uecf/75g47t22b2wAMPsGzZMsaPH89TTz1FdnbsYILnn3+eyy67bND5/f39bN261XjdpqYm8vPzjeN5eXk0NTUNOm/37t3k5OQAMGrUKHbvjvzd/8IXvsC8efMYPXo0Xq+XJUuWYDKZuPvuu5k/fz59fX08++yzPProo9x///2YTLG/9DKZTEyYMIFVq1ZRXl5+kHft+JHkkBBCCCFOikC4n/X+2mjz6GpW+t6hO9wFQF7ieKrS5lFmr6TcUcXohEJJBp2i/H0dNLTWx/QI2t3xIZpIqwJHUhYFWeVMy7/cSARlOuS/pxi+QsF+vC0fxW4Bi37ubm+IWZucmo3TXUzBtMv3bwXLLiI1azyWBGmKL8ShpKSk8Nxzz3Hfffexa9cu1q5dyyOPPGL04AFYvHgxV199NWbz4F8uBINBGhsbOfvss/nRj37Ej370I772ta/xm9/8xljz4osvsmLFCqqrqwed39LSQlpa2jHdg1LK+P/dX//6V0pLS/nHP/7Bli1buOiii5g9ezYFBQVGpdHmzZtpbGykpKSEm2++mf7+fh599FGKi4sBcLvd7Ny5U5JDQgghhBi+esM9rO1eTp23hnpfDau736U37AdgbFIJl2bcgMdRSZl9NtkJeXGOVgylq2fP/mqgljp2tNTT4t1qHE9PyafA5aFi/HVGIijNJn1QxPATDofwte2ga8+mAc2gIwkgb+s2dDhkrE20pUe2gBVXkZZdTOq+XkDuIhKSU+N4F0IMf/PmzWP69Om89tprrFixgkWLFvHAAw8YxxcvXsxPfvKTIc/NzMzEZrPxqU99CoDPfOYzPP/888bxv/3tb3znO9+hurqaxMTBQyuSk5Pp7e01Hufm5hpJHIDGxkbmzJkz6Lzs7Gyam5vJycmhubkZt9sNwC9/+UvuvfdelFJMmDCBsWPHsmHDBs4880zj3G9+85ssXLiQJ598kttuu43CwkLuv/9+XnrpJQB6e3tJTk4+gnfu2ElySAghhBDHhT/kY1X3v4zm0eu6/01A96NQFCfP4JOu2yi3V1FqP5cMqzve4YoBtNZ0dDfFVAPtaK2jo3t/+XxW6njGZJUzu+Tz0dHxZTiSs+IYtRAfj9Yaf8fOA5pAR3sB7d1CONhvrLUkpuB0F+MqKGf8GdfHNINOsmfG8S6EOH35fD5aWyPbyx0OByUlJcYWM4ANGzbQ3t7OrFmzhjxfKcWVV17JsmXLOP/88/n73//O5MmTAaivr+eOO+5g6dKlRvLmQOnp6YRCIXp7e0lKSuKSSy7h/vvvp7090iPsjTfe4Hvf+96g8+bNm8evfvUr7r33Xn71q1/xiU98AoCCggL+/ve/M3v2bHbv3s2HH37IuHHjjPOqq6sZPXo0RUVF+P1+TCYTJpMJv99vrNm4cSNTp079OG/jUZNpZUIIIYQ4Kl3Bdlb63o5uE6thg7+WECHMmJlkK6fcUUWZvZJS+zmkWtIPf0FxUmitafFujU0EtdTh620BQCkTo9ImUZDpId9VFk0ElWJLTItv4EIcAa01vb6WQVvAuqKNoYP9+3/oMlsSSXVPiCZ+Ik2g931OTh0lFXBCnGTt7e1cf/31tLa20tLSQkFBAS+//DK5ubkAfPvb36a3t5fHHnss5rzS0lJWrlwJRHoS3XzzzXR0dJCVlcUvf/lLCgoKuPDCC1mzZo3RG6igoIBXX311UAy33nor119/PRdeeCEQaXD93e9+F4hU+Xz2s58F4LbbbuPOO++koqKC1tZWrrnmGnbs2MGYMWP43e9+R0ZGBjt37mTBggU0Nzejtebee+/lpptuAiL/Vl188cUsWbKEjIwM1q9fz4033kgwGOTpp5/mnHPOYffu3Vx55ZX8+9//Pq7v88GmlUlySAghhBBHpC2wh3rfW9R6q6n31bCpZzUajVUlMDVlJh57JWWOSmaknI3NbI93uILIVpndnRtjkkANrfX09HcCYFIWcjOmRhJA0W1heRnTSbQOng4jxKmkv6dzfxPoA5pB9/d0GuuUyUKqa2xk69e+JtDRz/b0fJRJph4KcarZtm0by5YtixnrfrLU1dXx4x//OKZPUbz8+Mc/JjU1lVtvvfW4XldG2QshhBDiY9nT30Str5p6bw11vho+6l0PQKJKZob9bO4Y/TAeeyVTUs4kyXRy9sOLgwuG+mlu/yBmW1hj6yr6g5FKCas5ibzMGZw54YYBo+OnYDUP7rsgxKkg2O+nc8/mQU2gO/dspNe7d/9CpbBnFOB0FzHhzBtjEkAOVyEmszV+NyGE+NjS0tIoLS2Ny2t7PB7OO+88QqHQkE2vT6a0tDRuvvnmk/Z6UjkkhBBCCLTWNPV/RJ23hjpfNXXeGpr6I42HU0yplNrPxeOopNxexSSbB6tJxi7HU3+wh6a21exo2T81bGfbGoLhSM+UJKuDvMxSIwlU4PIwKm0SZpP8XlCcWiKTwLYaTaAHNoPu7ogdGW1z5hiJn1R3kdEMOjVrPBZrUpzuQAghhhepHBJCCCGEQWvNtr4PqfNWU+erod5bw+5AIwBOcyZljtlc5/4iZY5KipNnYFbx/e3ZSNbb76WhdWXM1rBdHesJ68j0pJTEDApcHs6f9mUjEZSVOh6Tku0y4tQQDgXxtW2Pbv+KrQDytW5H67CxNjElE6e7iNGTLoipAEp1TyAhyRHHuxBCiNObJIeEEEKIESCsw2zuWRNtHh1JCLUHI9syMi2jjObR5Y4qxiaVSGIhTny9rTREq4EaWiOfd3duNI47bTnkZ5ZRWvhJIxGUYS+Qxrki7nQ4THdHUzTpE9sM2tuylXAoYKy1Jjlwuotxj51J0cybjCbQqe4iklIy4ngXQggxcklySAghhDgNBXWQDf466rw11PtqqPe9hTfUAUBOwhjOTr0Mj6MSj72S/MQJklyIg07/rthG0S11tPq2G8cz7WPId3mYWXRzNBFUhtOWE8eIxUintabHuye67Su2CXTnns2EAj3GWrM1Cae7iPTRUygs/WRMM+hkh1v+zRFCiFOMJIeEEEKI00B/uI91/vep99ZQ66tmte9f+MM+AMYkFnNB+tV47JFkUE7imDhHO7JorWnz7Rg0MazT32ysyXYWM9Z9FlWT/yM6OawMe1JmHKMWI1lfd/uQFUCdezYR6O0y1imThdSs8TjdReROujAmAZSSliuTwIQQYhg56uSQUmoisGTAU+OAB7XWjw9YMwd4Bfgo+tT/aq0fOdrXFEIIIURET9jPGt97RvPotd3v0ad7ARifNJXLM+fjsVdR5phNllWqTU6WsA6zt2tLTDXQjpY6uvvaAFDKRE7aZEpyLzK2heVlziA5ITXOkYuRJtDro3Pv/klgXQMSQL2+lv0LlcKRWYjTXYR73FlGE+i07GLsGWMwmeV3zUIIcTo46n/NtdYfAqUASikz0AT83xBL39JaX3G0ryOEEEII8IW6WOV7x+gZ9IF/BUEdwISJibYyrs66izJHJWX22aRZpOLkZAiFg+zq2BBTEdTYupLegBcAiymB0RnTKBv7aQpcZRS4PORmTCPBYotz5GKkCAX66Nq7JbL9a18z6OhWMH/Hzpi1KWm5pLqLKCy9KqYCKNU1DrM1MU53IIQQ8aO1JtTZRqClGVOSjcS8cfEO6YQ6Xqn+C4AtWuvth10phBBCiMPqCLZS73uLem8Ndb4aPvTXEyaMGQtTUs7gpuyv4rFXMt1+Ng6zM97hnvYCoT6a29cdkAhaRSAUqdaympPJd5VyVtF8oyIoJ30yFnNCnCMXp7twKIi3dduACWCRCqCuPZvwtm0HrY21SY4snO4i8koujiZ/inC6i0l1T8CamBLHuxBCiJNHh0IE2/cQaGk+9EfrLnSgHwDXp+5gzP3PxDnyE+t4JYeuA357kGOzlFKrgJ3A17TW647TawohhBCnjZbALuq8NcY2sS29awFIVElMTTmLW3O+hcdexTT7WSSbpPLkROoLdNPYtjpmW9jO9nWEwpFpS0nWVApcHqom/wf50YqgUc6JmEzmOEcuTleRSWCNdESTPgObQXft3YoOB4211qRU0rKLyR5/NkWzbokZB59oS4vfTQghxAkW7u+LSewcLOkTbN8D4fCg883ODKyZOVhdOdg9xVhdOcZH8rgpcbijk0vpAb9NOKoLKJVAJPEzRWu9+4BjqUBYa+1TSs0FntBaFx3kOrcDtwMUFBSUb98uRUhCCCFOX839O4yR8vXeGrb3RcaVJ5tSmGE/h3J7FWWOSqbYziDBJFs6TpSe/k52tNQb4+N3tNaxq2MDWke+abQnuYxKoH0fmY6xmJQ02hXHl9aanq7dgyqAIgmgzYQCvcZaszXZqPpxuotiEkBJjiyZBCaEOK2Eur2HqO7Z/3Woq33wySYT1ozsmESPJXNUzGOrKwdr5ihMCSPj+y2lVK3WumLQ88chOfQJ4G6t9cVHsHYbUKG1bjnUuoqKCr1ixYpjiksIIYQ4VWitaejbbPQLqvPV0Nwf+SWIw5xGmX02ZfZKyh1VTLSVYVHS4PVE8PbspaG1PmZr2N6uLcbxtJRcCjL3J4HyXWWkp+TJD9riuOrtbhs0AawrmgwK9HqNdSazNTIJLJr02dcEOtVdRIpztEwCE0IMa5F+Pq0EWnYdNNmz7yPc0z3ofGVNGCLBkzPoOUt6Fsoslb0DHSw5dDy++7yeg2wpU0qNAnZrrbVS6kzABLQeh9cUQgghTllhHeaj3vXUequp90V6BrUEImPL0y1ZeOyVRs+g8clTMSv5puV40lrT4d8Z3Ra2PxnU3t1grHE5xlHgKuPsiZ+LJIMyy0i1ZccxanE66e/1Dtr+te/rvu42Y51SJuyZhdFtYOfsbwTtLsKeUSCTwIQQw44OBgkcQT+fYOsudDAw6HxTisNI8thKKrAOVeXjysGcmi6/vDnOjun/OEqpFOAi4I4Bz90JoLV+BrgauEspFQR6gOv0sZYqCSGEEKeYkA6xsWcV9d4aan3V1HvfojMU+V2I25pLheM8PPZKPI4qChMnyjczx5HWmlbvtv3VQK2Rz96ePQAoFNlpEynKmT1gdHwpKYnpcY5cDHfB/p7oJLDYCqCO3Rvp6doVszYlPQ+nu5hx5Z/ZvxUsuwiHaxxmizQtF0Kc+sJ9vYfs47Ov6ifYtiemEf4+ZmemkdhJKpw0ZMLH6srBnCzN8ePlmLeVnQiyrUwIIcSpLKADbOiupTbaPHql7226w10A5CaMo9xRRZm9Eo+jktyEsZIMOk7C4RB7ujYN2BZWT0NLHf7+DgBMysLojCnkZ5YNSATNIMlqj2/gYtgKhwJ0tXxkJH26BvQC8rU3xPwAlOxwR0a/D9j+FakCmoAlQZrICyFOPVprwkP18xlia1fI2zH4AmZzpJ/PQap7Bvb4MVklEX6qOJHbyoQQQojTWl+4l7Xdy42eQau736U37AdgbFIJl2ZcT5mjEo+9kuyEvDhHe3oIhQM0t68/YHT8SvqCkb4DFnMieRnTqRh/LfnRRFBu+lSslqQ4Ry6Gm3A4RHdbQ0wFUORjI96Wj9DhkLE2wZaG013MqAmzY7aAObOLSEh2xvEuhBBiv/39fA4zqr2lmXCvf9D5KiFxQJVPCY6K84dO+qS5pJ/PaUSSQ0IIIcQB/CEfq7r/Rb030i9obfdyArofhaIoeTqfdN2Gx15JmX02GVZ3vMMd9gLBXpra1sRsDWtqW0Mw1AdAoiWFfFcZ50y61agKykkvwWyyxjlyMVxorfF3NscmgKKVQF17txAK9hlrLYkpON1FuPLLGF9+Lc7s/c2gE1MypRJQCBE3Ohgk0Lb7MFu7dh2in0+qMZnLNvmMg2/tcqTJv3UjkCSHhBBCjHjeYAf1vrepi24T2+CvJUQIM2Ym2cq5zv0lPPZKSu3nkmqRXjXHojfgo7F1lZEIamipY2f7OsI6Up1hS0gj3+XhvClfNLaGuVMnYDLJbybFoWmt6etu3d8EemAz6D2bCPbtn3ZjsiTgzJpAqruI/GmXx4yCtzlz5IciIcRJFe7rPaJR7cH2vUP287GkuYzETvK4yQfd2iX9fMShSHJICCHEiNMe2BvZIuarod5bw8aeVWg0VpXAlJQzWTDqXsoclUxPmUWK2RHvcIet7r72mGlhO1rq2NO5EU3kG1tHspsxrnKmjbmSgmhFUKajUH4wF4fU39M1qAJo3zawfn+HsU6ZzDhcY3G6i8gpqopJAKVk5EvCUQhxQkX6+XQdtsrnsP18XDkkZOeTMuXMIce1WzKzpZ+POC6kIbUQQojT3p7+pmi/oBrqfNV81LsegESVzAz72ZTZKyl3VDEl5UySTMlxjnZ46vLvZkdrvVENtKOljhbvR8bx9JR8oxJo34fTJhUaYmiRSWCbjSbQRjPo3Rvp8e6JWWvPKDASPwObQae6xmIyy9ZDIcTxpcNhgkfYz0f39Qw6XyUmDZnkGVTp48yUfj7ihJCG1EIIIUYErTU7+7dR662mPlod1Ni3BYAUk4NS+7lckXkLHnslJbZyrCb5bdvHobWmvbsxphqooaWODv9OY407dQJjss5gdskdFLjKyM8sw5GcFceoxakoFOzH27I1uv0rditYd3tjzNrk1FE43UUUTL8ypgIoNWs8lgRJ6Aohjp0OBgi0HqKfT+uu6BavXRAKDjrf6OfjyiFl6syD9/OxO+UXI+KUJMkhIYQQw5rWmm19H1LvraHWV029t4bdgcgPlk5zBmWOSq7JuhuPo4ri5BmYlfwW7kiFdZiWrq2RBFDr/u1hvt4WAJQyMSptEhNHn29UA+W7SklOkKlNIiIcDuFr3b5/AtiASiBf6za0DhtrE1MycLqLGD3xvOgUsOJIM+isCSQkp8bxLoQQw1m4t+eIRrUHO1qG7ueTnrW/n8/4KQep+hmFKckWh7sT4viR5JAQQohhJazDbOlZS220eXS9r4a2YGSbSaZlFOWOKsrslXgclYxLmoxJmeIc8fAQDofY1flhTDXQjpZ6egNdAJhNVkanT2XGmE8YiaC8zOkkWOSb4ZFOa013R1N029eAJtC7N9LVspVwsN9Ya02048wuJqvwDCaceUPMOPgke2Yc70IIMZxorQn5OgcneKI9fAZ+hHydgy9gtmDNjPbzGTWGlKlnDV3pk5mNssj2VDEySHJICCHEKS2og3zor4/2DKqm3vcW3lAHADkJY5iVeglljkrK7VXkJ06QUu0jEAz1s7N93f5EUGs9DS0rCYQivRGs5iTyMmcws+hGIxGUkz4FqzkxzpGLeNFa0+vdG1MBtG8rWNeezQT7/cZasyUx0vtnVAljps/bnwDKLiY5NVv+jgohDkqHwwQ7Wg7TxDmytWvofj7JRmInafxUHDMvGiLhMwpLmgtlkl8eCTGQJIeEEEKcUvrDfXzgX0Gdt5o6Xw2rfO/gD/sAKEgs4vy0T1PuqMJjryQncUycoz319Qd7aGpbHdMjqKltDaFwAIAkq4N8VxmVJXcYiaDstImYTfItwkjU5++gc8+mQU2gO/dsor9n/2/flclCata46Daw840m0GnZxaSk5ckPXUKIGDoYINCya3APnwO3ebXuHrKfj9nuNJI79mmzDtrPx5SSKgloIY6SfOcnhBAirnrCftb43qPeV0Ott5q13e/Rp3sBGJ80lcsz5+OxV1LmqCTLmhPnaE9tPf1dNLSujJkYtqtjA2EdAiAlMYMCVzkXTPtPIxGUlTpett6NMIG+brr2bB7QAHr/VrBe7979C5XCkTGGVHcRE868MaYCyJE5RiaBCSEI9/qPaGpXsKNl8MlKHdDPZ9qgCh8j6ZMkjeeFONEkOSSEEOKk8oW6WOV7hzpfDfXeGtb53yeoA5gwUWwr5eqsuyhzVFJqP5d0iyve4Z6yfL2tNLTsbxK9o7WOPZ2bjONOWw4FLg9lYz9lJILSU/LlN6ojRCjQR1fL1gHbv/Y3g+7uaIpZa0sbjdNdROGMT0aTP5Fm0I6scVisSXG6AyFEvGitCXk7Dl7lM+Aj3N01+AJmC1bXKKyZOSSMHkvK9LOHrvTJcEs/HyFOIZIcEkIIcUJ1BFtZ6XubOm8Ndb5qPvTXEyaMGQtTUs7gRvdXKHdUMd1+Ng6zTLkaSqe/OWZb2I6WOtp8O4zjmY5CCjI9zCq6hXxXGQWuMpw2qbI63YVDQXxt2wds/9pfAeRr3R4zCSzJ7sLpLiK35EJSow2gndnFOLMmYE2yx/EuhBAniw6HCbbvPUwvn0giSPf1DjrflGQzEju2oulYZ12C1ZWDZUCFj9WVg8WZKVtLhRiGlB5iXF+8VVRU6BUrVsQ7DCGEEEehJbDLmCJW56thc88aABJUItNSzsIT7Rc0LeUsks0pcY721KK1ptW3PbYiqKWOrp5dxppsZ3F0ZHykGqggs4yUpIw4Ri1OJB0O093RNKgCqHPPJrwtWwmHAsZaa1Lq/qTPwASQu4jElPQ43oUQ4kQKB/qjU7qG6OEz8KNtN4RCg843O9KGaNo8VD8fh1SfCnEaUErVaq0rDnxeKoeEEEIck+b+HdR7a6j1VVPvrWF730YAkk0pzLCfw8Xp1+JxVDHFdgYJJpl2tU9Yh9nbuTlmW9iOljr8fe0AmJSZnPTJTMm/JJIMyiwjL3MGyQmpcY5cHG9aa3q8e4ykT0wz6D2bCQX2T+QxW5NxuieQkTuVsWVXGU2gU91FJDvc8oObEKeRUE/3EfXzCXW2Dj5ZKSwZbiPJk1w0I6aHz8C+PtLPRwgBkhwSQgjxMWitaezbQq2v2tgm1ty/HQC72UmZfTafdH0ej6OSibYyrEp6CQCEwkF2dayPJoLqjfHxfYHIFDaLKYHRGdPwjL3a6A+UmzGNBIt8w3466etuH9AEOloJFP060Os11pnMVhyucTizi8ktuSimAiglLVe2awgxjGmtCXW1H7SHz8DKn3C3d9D5ymI1tnEl5o3HXnru0P180t0oi/yoJ4Q4cvIvhhBCiIPSWrO19wPqfDXGaPmWQDMA6ZYsPPZKbsz+CuX2KsYnT8WszHGOOP4CoT52tq09YHT8agKhSP+GBIuN/MxSZhUvMBJBOWklWMwJcY5cHA+BXt+g7V/7KoH6uvf/dl8pE/bMMTjdxWSPmzVgElgR9owxmMzyLZoQw4kOhYbu53Pg9q7WXej+vkHnm5JT9vfzKZ6B1XXpkEkfc2qGJIiFECeEfOchhBDCENIhNvWsNhJB9b636AhGxs9mWUdTbp9DebRnUGHSpBG/haUv0E1j6yqjEiiSCFpLWAcBSE5wkp9ZRtXk/zASQdnOYkwmSaINZ8FAL117txyw/SuSDPJ3NsesTUnLxZldzFjPp43tX053EamucZitss1SiFPd/n4+h9ne1b5n6H4+qelGYsdeOnvoKh9XDuYURxzuTggh9pPkkBBCjGABHWBDdy11vhpqvdWs9L1NdzgyljY3YRyznVfgsVficVSRmzB2RCeD/H0dNLSuNKqBGlrq2NX5oTERyp7kosBVzsUzLjMSQS7HyH7PhrNwKIC3ZVtMBVDkYyO+th0wYKBHkiMLp7uYvMmXxDSDTnVPwJooTdeFOBWF/L7DJ3xamwl1tg0+2WTCku42EjvJxaVDJ30yR2FKTDr5NyeEEEdBkkNCCDGC9IV7Wdu9PFIV5K1hVfe/6A37AShMmsSlGddT5qikzD6bUQn5cY42frw9e2O2hTW01rO3a4txPD0lj/zMMsrHXWMkgtJSciURNMzocBhfe0NsAihaCdTV8hE6HDTWJiQ7cWYXM2r8OThnfRZndpFRBZRoS4vfTQghDEY/n8ONam9pJuz3DTpfWROMps1JBUU4PJVDJn0saVnSz0cIcdqRf9WEEOI05g/5WN39rtE8em33cgK6H4WiKHk6n8i8lXJHFWX22WRY3fEO96TTWtPh3xlTDbSjpY727kZjjcsxjgKXh3Mm3hodIV9GavLIe6+GK601PV279jeBHtAMumvvFkKBXmOtJcGG011ERt4MxpZ/JqYRdJLdJck/IeIk0s9nzxFU+uxCB/oHnW+y2Y1KHtvEMqznzB1yVLvZmSF/z4UQI5Ykh4QQ4jTiDXZQ73ubel8Ndb4a1nfXEiKIGTOTbB6uc38Jj72SUvu5pFrS4x3uSaW1psX7UWxFUEsd3t69ACgUo9ImUZRTRYGrjAKXh7zMUlISR9b7NFz1+loHVQDtawYd6NtfIWCyJJCaNR6nu4j8KZfFJIBsaaPlB0MhTqJwf9/hp3a1NBNs3wPh8KDzzc4MI8lj9xQfvJ+PzR6HuxNCiOFFkkNCCDGMtQf2Uu97i1pfNfXeGjb2rEKjsaoEpqScyS2jvk6ZvZIZ9rNJMY+cZpfhcIjdnRuNJtGRRFA9/v4OAEzKwuiMKUwruGL/6PjM6SRZ5QeIU1l/rzemCfTAZtB93fv7gihlwuEai9NdRE7RbFLdRUYzaHtGgTQEF+IEC3V7D1nd83H6+dgmeQ7ezydBmroLIcTxIskhIYQYRvb276TWV02dt4Z6Xw1bez8AIFElM90+i9tzvo3HUcnUlJkkmZLjHO3JEQoH2Nn+QUw1UEPrSvqDkV5KFnMieRkzqBh/nbEtLDd9KlaLNAk9FQX7e+jau2VAE+h9W8E20dO1K2ZtSno+TncR48qviakAcrjGYrYkxOkOhDg9aa0JdbYdflR7SzPhnu5B5ytrgpHYSRpTjKO8asitXZb0LJRZErhCCHGyHXNySCm1DfACISCota444LgCngDmAn5ggda67lhfVwghTndaa3b2b6POV2OMlm/sizRFTjE5KLWfy9zMmym3V1FiK8dqOv1/GO4P9tDUtoaGlmhFUGsdTa2rCYYjPSYSLSnku8o4d9JtRkXQqLRJmE3WOEcuBgqHAnS1fDSoCXTH7o10dzTGTAJLTs3G6S6iYNrc6BSw4kgz6KzxWBJscbwLIU4POhgkcJB+PjEj3A/Xz8eVg21S+cG3dqWmy7ZNIYQ4hR2vyqHztNYtBzl2GVAU/ZgJPB39LIQQYgCtNdv7NhqJoDpvDbsDDQA4zRmU2mdzTdbdeOyVFNlmYFGnd/Fnb7+XxrZVMT2Cmts/IKxDANgS0ylweTh/6j1GRZDbWYRJmeIcuYDI1j5f247Itq8BTaA7d2/E27oNHQ4ZaxNt6aS6i8gproqpAHK6i0hITo3jXQgxfIX7eg/fz6e1mWD73oP088k0Ejv2MRMPurVL+vkIIcTp4WT8ZPEJ4Ndaaw28p5RKU0rlaK2bT8JrCyHEKSusw2zpWUudr4ZabzX1vhragnsAyLRk43FU4bF/A4+jinFJk0/rpEd3bxs7ov2B9lUF7enciCZSQZKanE2By8P0MfOMiqBM+xj5LXScaa3xd+yMbv/aFLMVrGvvFsLB/VUGlsQUnO4iXAXljK+4bn8CKLuYJHtmHO9CiOFDa014qH4+rc0EWnbFbPEKdbUPvoDJhDUjG6srhwR3LimTK4Ye1Z45CpP19K9GFUKcmrZt28ayZctYsGCB8dwzzzzDT37yE8xmM3a7nZ/97GdMnjx50Lk//vGP+fnPf45SimnTpvHLX/6SpKQknnrqKR5//HG2bNnC3r17cblcQ752fX09Tz31FM8//zxaa+655x5ef/11bDYbL7zwAh6PZ9A5tbW1LFiwgJ6eHubOncsTTzwR8z3qokWL+NrXvma87h/+8AcefPBBMjIy+OMf/0hmZiZbtmzh/vvvZ8mSJQD09/dz4YUX8o9//AOL5eT8Qvh4vIoG3lBKaeBZrfXPDjieCzQMeNwYfU6SQ0KIESWog3zor6fOV0O9t4Z631t0hSLfvGdb8zkr9eJoQqiSgsSi0zbx0eXfHVMNtKO1jlbvNuN4hr2AApeHmUU3Gokgpy0nfgGPcFpren0txuQvown07o107t1MsG9/bxGzJZHUrPGkZU+kYNoVRhPotOxiklNHnbZ/poU4VpF+Pq2HH9Xe0ky41z/ofJWQOKCfzyQc5ecNqvCRfj5CiOHg6aef5sknn8Tn8/HCCy+wePFiRo0axQ033MCdd94JwKuvvspXvvIVli5dGnNuU1MTTz75JB988AHJyclcc801LF68mAULFnDOOedwxRVXMGfOnEO+/ne/+12+9a1vAfCXv/yFTZs2sWnTJpYvX85dd93F8uXLB51z11138dxzzzFz5kzmzp3L0qVLueyyywBoaGjgjTfeoKCgwFj/3//937z//vv87//+Ly+//DJf/OIX+da3vsXChQuNNQkJCVxwwQUsWbKEG2+88ajey4/reCSHztVaNyml3MCbSqkNWuuaj3sRpdTtwO1AzBsnhBDDVX+4jw/8K6jz1lDnq2aV7x384chI7YLEIs5L+xQeRyXl9ipyEsfEOdrjT2tNe3fDAaPj6+n4/+3deXRb93kn/O8P+w6QAMGd2khauwRItryJclLb49ip7aZ24mZxdsc+btpkmnnn9XQ6nsnk9KRJk7zpm3R60qRZJkkzbZraaeNJOtlEJ47tSKAk79osi5K4Adywr7/544IXAAFSIEESXL6fc3guBdwL3KvEV8SXz+95YlfUfbzOHmxuug59Ox7OB0E+2EyVf5NDyysVn1IbP5c0gx49g1RsUt1PaLRweLbml4HdUlIBZG3o4CQwoiIyk0F6fKR8UleF3j4yky47XmO1q02bLTuvnbufj93F8JWI1rxwOIzHH38cP/7xj3Hq1CnccsstsFqtAACHo7DMPBqNznnPy2QyiMfj0Ov1iMViaGtrAwD4fL6q3v/UqVPYt28fAODJJ5/Egw8+CCEErr/+ekxOTmJoaAitrYVfWg4NDWF6ehrXX389AODBBx/EE088oYZDH//4x/GZz3wG99xzj3qMRqNBMplELBaDXq/H008/jZaWFvT09JScz7333ovHHnts7YRDUsrL+e2oEOKfAVwHoDgcugygs+jPHfnHZr/OVwB8BQAOHjwoZz9PRLTaxXMxvBh9Tu0Z9ELkN0jKBABgm2kX7nI/CL+tDz7bYTQZ2up8tksrJ3MITp8vrQgKBhBNhgAoo8VbXTuwvf130JmvBup074PZ4KzzmW8smVQMU6NnSwOgfCVQPDxa2FEI2Bq74PT2oPvad+bDH6UZtN2zGRotG3zTxpZLJubt46OGPhNjJQ3WZ+hcHjXYMW/ZUbakSw19zNY6XB0RUX1oNBoIITA+Pg4A2Lx5c8nzX/7yl/H5z38eqVQKP//5z8uOb29vxyc+8Ql0dXXBbDbj9ttvx+233171+x87dgy7d+9W/3z58mV0dhaijI6ODly+fLkkHLp8+TI6OjrK9gGUcKm9vV0Nm2Y89thjuPXWW9HW1oZvf/vbuP/++/G9732v7Hx2796N3/72t1Wff61qCoeEEFYAGillOP/97QA+OWu3HwL4QyHE96A0op5ivyEiWg8i2WmcijyjThN7KfZbZGQaGmjQa9mP3296GD5bH3z2w2jQrZ9qmGwug5HJ10qWhQ0GB5BIhwEAWo0e7Y17sH/zveqysA73Xhh0nCy1ErKZFMLB84XlX0VBUHTiUsm+FmcrnN4ebNp3Nxz5BtDO5l5lEpjeVKcrIKoPpZ/PdFHQMzznqPZseLL8BbTaQj+f5k5Yd12XX9I1u59PM/v5EBFVYLVa8bd/+7d47LHHMDw8jBdffBGf/OQnYbEoP0M++uijePTRR/Hd734Xn/rUp/DNb36z5PiJiQk8+eSTeP311+FyuXD//ffj29/+Nt797ndX9f5DQ0NoampakmuJxWL48z//c/zbv/1b2XO33XYbbrvtNgDAt771Ldx55504ffo0/vIv/xINDQ344he/CIvFAq1WC4PBgHA4DLvdviTnNZ9aK4eaAfxzvqRLB+C7UsofCyEeBgAp5d8AeArKGPuzUEbZv7/G9yQiqoupzDgGIk8jEO7HQKQfr8YCyCEHLXTYaT2Id3n/Pfz2Puyz3QS7dn1UxGSyKVyZeKmkGuhS6CTS2TgAQK81o8O9D4d63qMGQW0Nu6DT8oPPcsrlsoiE3iha/lUIgCKhC5CyMHnIaHXD6e1B2zVvVieAOZt74fB2w2Ba/h80iOpN5nLIVNnPRybjZccLo0kNeUxbdsJ+7e+U9PFRQx+Xh/18iIhqdPfdd2Pv3r34l3/5Fxw7dgyf+9zn8Gd/9mcl+zzwwAN45JFHyo796U9/ii1btqgBz9ve9jY888wzVYdDZrMZiURC/XN7ezsGBwvtky9duoT29vaSY9rb23Hp0qWyfc6dO4fXX39drRq6dOkS/H4/nn/+ebS0tABQAqRvfOMb+MlPfoK3vvWt+MEPfoDvf//7+M53voMPf/jDAIBkMgmTaWV+YVdTOCSlPA9gX4XH/6boewng0Vreh4ioHoLp4XwYpCwTOxt/AQBgEEbssV6PD7T+KQ7YjmCP9XqYtWu/9D+VieFS6FRJEHRl4kVkc0ofDJPeji6PH307H0aX24cujx/Nrmug1azMBIWNRuZyiE5dUUOf4mbQ02PnkMsW+pPoTXY4vT3wbrkOPYfepTaBdnh7YLI21vEqiJaPzKSRDo3M28tnZooXspmy4zVWhxrsWHcfmrufj83Jfj5ERCsgEokgFFJaEtjtduzYsUNdYnbmzBm1J8+PfvSjsv48gNK7+Nlnn0UsFoPZbMbPfvYzHDx4sOr337FjBz73uc+pf7777rvxpS99CQ888ACee+45OJ3OkiVlANDa2gqHw4Fnn30Whw4dwre+9S189KMfxZ49ezA6Wliyv3nzZhw7dqxkStpnP/tZ/NEf/RH0ej3i8TiEENBoNIjFlMEDoVAIHo8Hev3KLOfnT/RERHnDqUE1CAqE+/FG8jUAgFljxV7rjbi97R3w2/qwy3odDBpjnc+2NvHUFAaDJ3AxNIDBfBA0NPmKWnFiNbrR5fHj1j3/Xq0I8ji2QiM0dT7z9UVKiUR4TGn8PNMMenSmF9AZZNOFKgat3gRHUzdcrTuxad89agWQ09sDs6OZH15p3cgl4vP28VH7+UwGK/fzaWgq9PPZtquswmfmS2PiUlciotUknU7jIx/5CEKhEILBILq6uvDd734XAPClL30JP/3pT6HX69HQ0KAuKbty5Qo+9KEP4amnnsKhQ4dw3333we/3Q6fTwefz4aGHHgIA/NVf/RU+85nPYHh4GHv37sWdd96Jr371qyXvv337dkxNTanLuO6880489dRT6O7uhsViwde//nV13/379+PEiRMAgL/+679WR9m/5S1vUZtRz+fKlSt4/vnn8fjjjwMAPvrRj+Laa6+Fy+XCE088AQD4xS9+gbvuuqumv9OFELLCP6r1dvDgQXns2LF6nwYRrWNSSlxKnkMg0o/j4aMYiPTjSuoCAMCmdcJnOwy/rQ9++xFcY/FBL9ZuA95IIoiLwYGiiWEBjE6fVZ93WdrUJtEzE8MarJ0MG5ZQMjZZ0gC6uBIonZhW9xMaHRxNW+H09paEP87mHlhdHRAahnO0NkkpkY1MITNXhU9xP5/IVPkLaHXQu5sr9vApHdneDKFbu/drIiICLly4gF/+8pd43/vet+Lv/YUvfAF2ux0f+tCHVvy9Z3vb296GT3/60+jt7V3S1xVCHJdSlpVUsXKIiDYEKSVeT7yC45GjGAj3IxDpx1haGanu0nngt/Xhnc0fh9/Wh27zHmjF2usbIaXEVGxICYBChTBoPHJR3cdt34wutx839L5PmRjm8cFpaanjWa8f6WS0bPnXTBiUiAQLOwoBe+MmOJt70XP9e9TlX05vD+zuzdBo+U8zrR0yl0NmMjh/4JNf2lW5n49ZDXZM23bDft2tFUMfncvDcJSIaINwuVzYv39/Xd77kUcewT/+4z/W5b2LpVIp3HvvvUseDM2HlUNEtC5lZRZn4qcQCPcjEDmKgcjTmMwoH9Cb9G3w247Ab+/DAdsRbDZtX3NVMlJKhCJvlFQDXQwGMB0fAQAICHidvUXVQH50uvfDamL/mVpk00lMj50rHQWfXwoWm7xSsq/F1VZeAeTtgb1pKyeB0apX0s9nvnHtoZGK/Xy0Nufc1T3FS7usjjV3/yUiIlrLWDlEROtaWqbxaiyg9gw6EfkVIlllaUK7YQsOO98Kv60PPnsfOgxb19SHkZzMYXTqTCEIylcFxZITAACN0KK1YSd2dd5RGB3fuA8mAydRLUYum0E4dKFsCdjUyGlExi+WTAIz2TxwNveiY8dtShDU3KNUATV1Q2+y1fEqiCrLJWJVTe3KTAbLDxZiVj+f3XMu89KYzCt/cURERLRoDIeIaE1K5hJ4Kfp8vnn0UZyMPoNETunsv9m0Hbc3vAM+Wx/89j60GDrrfLbVy+YyGJ58pWRi2GDoBJLpCABApzGg3b0XB7bcXxgd37gbBh0/iC2EzOUQnbyUbwJd2gx6euw8ZK5QCaE3OeBq7oV36w3oueG9JZVARourfhdBlDfTz6ea0CcXnS5/Aa0Oek8L9O5WGNq2wLr3xsqVPo1e9vMhIiJapxgOEdGaEM9GcTL6DALhfgxE+vFi9DmkZBICAt3mPbjH/UH47X3w2Q7DrW+u9+lWJZ1J4PLEiyXLwi6Pv4B0NgEAMOgs6HT71P5AXR4/2hp2Qqvhh7NqSCkRnx4pXQI2Uwk0dhbZdELdV6s3w9ncg8b2Pdji+/2SAMhkb1pTlWa0fshcDpmJsfmXduUbPMtkoux4jcmi9Otxt8DcvQeO62+v3M/H6WY/HyIiog2O4RARrUrhzCRORH+NgXA/jkeO4pXocWSRgRZabLf48XbvH+KA7Qj22W6CU7f6++gk01FcCp0sVASFArgy/hJyUqlQMRuc6PL4ccuuR9UgyOvogUaz9hpjr7REdLykCXRxM+h0Iqzup9Hq4WjaBoe3B527/h0c3h61GbTV2cYPx7RicukUMrP7+VQY1Z4eHwGy2bLjtXaXGuzYZqp8Ki3tstoZbBIREVFVGA4R0aowkQmqU8QC4X6cjp+AhIRO6LHLch3e2/L/wGfrwz7bjbBqV3cvnVhysmRa2MVgACOTr0FCGQBgNzWhq+kA9nTehU6PD10ePzz2LfwQN490IjKrCXRhKVgyGlL3E0IDm3sznN4eNG+7qaQCyNbYxUlgtKyy8ej8fXzyVT5z9vNp9ELvblH6+XTvnWNUewv7+RAREdGS40/JRFQXY6krShCU7xl0PvEyAMAozNhruwEPtT4Ov/0IdlsPwaRZvR+EpuOjGAyWBkHB8Hn1+QZrB7o8fhzc9oBaEeSytDEIqiCTTiiTwIqWgM1UAMWmhkr2tTZ0wOntwdYD9+WngCnNoO3uLdDqjXW6AlqPpJTIhiev3s8nNIRcNFx2vNDpocsHPob2rbDuu6ly6NPghdDxxzIiIqJlkckAkYjyFQ4vfHvXXcAnPlHvq1hW/CmEiJadlBJDqTdwPHJUrQ4aTJ4FAFg1duyz3YQ73e+B39aHnZaD0GsMdT7jclJKTEYvl4RAF0MBTEYvq/s0ObZhU9MBHN7xYXS6fej0+OAwe+t41qtPLptGOHihqPKnEARFJgYBKdV9zXYvHN4edOy6Y9Y4+G7oDJY6XgWtBzKbrdzPJzSEdHC4ZJmXTCXLjp/p56P3tMLSuw96zx0VQx+to5FLFomIiBZCSiAeX3yQUykESpT35puT1QrY7YDNVthq13+rB4ZDRLTkpJR4I3kagXA/ApGjCIT7MZIeBAA4tY3YbzuM+5oewQHbEfRY9kEnVtetSEqJYPh8PgQaUBtGhxNjAAABgRbXdvS23qJWA3W698NidNX3xFcJmcshMjFY1gR6avQ0wsHXIXOFHioGiwtObw9aug+XBkDNPTCYnXW8ClqrlH4+w1ev9JkYrdzPx9FQ6Oez7+a5l3axnw8REZFipiqn1gCneJvLVffeen15kGO3A15v4c+zn5tva7UCG/SXOqvrExkRrUk5mcO5xEsIhI8iEOnHQLgfocwIAMCta4bffgR+23+Ez96HbaZd0IjVc8PN5bIYmTo9a3T8AOKpKQCARujQ3rgbezf9LjrzQVBH414Y9dY6n3l9KZPAhsubQI+cxvTYOWQzhUoLncECp7cHnk4fth54u9oE2tXcC6PVzQ/YVJVsLFKhyqc8BMpOhcoPVvv5KOGOuXf/3KGP0bTyF0dERLRSZqpyagluZm8XUpVTKazxeoGtW6sPcIq3htW34mCtYjhERAuWkRmcjp1Q+wUNRJ7GdHYCANCs78Qhx23w2fpwwH4EXcaeVfPhP5NNYWji5fySsAEMBgMYDJ1AKhMDAOi1JrQ37sW12/6gMDq+cTf02o3bwyYRCVWsAJoePYt0MqLup9EZ4GzqViaB7b6zqAKoFxZn66r5/wCtLlJKZKcn5h/Vnv8+F4uUHS90ejXYMXV2w+47XD6m3d3Cfj5ERLR2ZTK1BTeVjq22KsdgKA1jKlXlLGRrsWzYqpy1gD8pEdFVpXMpvBw7huPhoxiI9ONk5NeI5pTGq53GbrzJ9Xv56qA+tBk31/dk81KZOC6Pv1BSEXRl/AVkcikAgFFvQ6fbh5u3f1gNglpc26HVbLzbYio+nQ99zpQ1g07GJtT9hEYLu2cLnN4etPb0qU2gnd5eWBs7odGs/7XYVB2ln8/orLBnuHxce2i4cj8fs7XQz+caH/Q33VlxVLvW2cjgkYiIVg8pgVis9gCneJss/3dyTpWqcpqbge7uhQc5NhurcjaYjfcpiIiuKp6L4cXocxgI9+N45CheiDyLpIwDALaZduEt7nfDb+uD39aHJkNbnc8WSKTCGAydKAmChidfQU4q/UQsxgZ0efx48+4/VoOgJmf3qlrettwyqTimx86WNYGeGj2D+PRIyb62xi5lEtjBd5RUANndm6HV8YeEjSyXSlZcylU2sn1itOJvJbXORjXksfn6Ki7r0ntaobXa63B1RES04aTTSxvkRCIlwzXmNbsqZ2bb0rK4IIdVOVQjhkNEhGg2jJORX+eXifXjpdjzyMg0BAR6zfvx+00fgc/WB5/tZjTom+p7rolxXAwVmkRfDAYwOnUGEso/xA5zM7o8B7B/871qENRo69oQ1QXZTArh4OtFy78KAVB0YrBkX7OjBU5vD7r23KVUAOUDIEfTNugM5jpdAdVLNhqes4dP8RKv7NR4+cEaDXQN3kKlz3b/3P18DBt3iSYREdWouCpnqYKchVblVApyururD3BYlUOrGMMhog1oKjOOE5FfqT2DXo0FkEMOWuiw03oQ7/J+HH77Eeyz3gi7zlW/84wNlzaKDgYQiryhPu+2bUKnx4dDPe9WgyCnpbVu57sScrksIuMX1dBnuigACoculEwCM1oa4GzuRWvvkZIm0I6mbhjMjjpeBa0EKSWyU+Pz9vFR+/nEo2XHC72h0M9nUy/sB47kq35aSnv6NHghNsB4VyIiWqCZqpxaA5zFVuVUCmhaWqoLbliVQxuQkNX+B7aCDh48KI8dO1bv0yBaN0LpEXWKWCDSj7PxFyAhYRBG7LYeUvsF7bXeALN25adwSSkxHrmIwXxF0MzXVGxI3cfr7EGX218YHe/xwWZyr/i5rgQpJWKTV5TlXyNn1CbQU6NnMD12DrlMSt1Xb7TBUTwCvuh7k219/v1sdDKTQTrfz2feke2hYch0qux4jcVWVM1TocJnpp+Po2FDVNwREREKVTlLOYq82qocIaofN17tPqzKIZqTEOK4lPLg7MdZOUS0Dg2nBhEI9yMQOYpAuB9vJF8DAJg0Fuyz3oSH2+7HAdsR7LReC6NmZcc252QOY9PnSqqBLgYDiCaV5SpCaNDq2okd7bepIVCnez/MhvVV6SKlRCISLFsCNp3/PpOKqftqdUY4vN1wNW/Hpj2/W9QHqAdmRws/wK8TuWTi6v18QkPITIzN0c/HrQY7tk3XlPTwKQl9LLY6XB0RES2pdHppApzifaotGjAaK4cyra3VBzjFW7OZVTlEqwDDIaI1TkqJS6nzCISPqsvErqQuAABsWif2227GvZ4Pwmfvw3aLH3qhX7Fzy+YyGJ58FYPBfEVQKIDB4AASaWXSmVajR3vjHvi2vE2tCGpv3AODzrJi57jckrFJdfnXZFH4MzVyGqn4lLqf0Ojg8GxRloFd8yZ1GZjT2wNbQycEf2hak6SUyEXDc4c+RUu8stMT5S+g0UDf2Ay9pxUGbzusOw9WrPLRNTaznw8R0WolJRCN1h7gFG9T5ZWhFc1U5cyuvGltXdwocpsN0K/cz5JEtHK4rIxojZFS4vXEK2oQFIj0Yyx9BQDg0nngt/XBZ+vDAfsRdJv3QCtWphdIOpvE0MRLJcvCLoVOIp1NAAD0WjM6PftLloa1NuyETrv2y37TySimR8+WjoLPLwVLhMcKOwqRnwTWW7L8y+ntgd2zGRotf9haK5R+PqGrTu1KB4eQS8TKjhcGY/nSrgpVPrqGJvbzISJaaalUbcHN7G00WntVzmK3FosSEBER5XFZGdEalZVZnI2/gOPhoxiIKD2DJjNBAIBH34oDtiNqz6Atph0rssQolYlhMHQyvyxMqQq6MvEisrk0AMCkd6DL40PfzkfUIKjFeQ00mrX7ITebTmI6eL4kAJppBh2dvFyyr8XZCmdzLzbvu0cJgpp74PD2KJPA9Cu7jI8Wprifz7yj2kPDkJl02fEaq10Neyw7r527n4/dxeWARERLIZdb+glWi63Kmdm2tS0uyGFVDhHV0aLDISFEJ4BvAWgGIAF8RUr5xVn73ALgSQCv5x/6gZTyk4t9T6KNIC3TeDUWwEC4H8cjR3Ei8itEssryo3bDFtzsvAt+Wx/89iPoMGxd9g+Y8dQUBoMnChVBoQCGJ1+FlErPE6vRjU1NB3Bb55+oQZDbvgUasfaWQeWyGUTG38g3gS5tBh0JvaFeMwAYrW64mnvRtv13SiqAHN5uGEz2Ol4FVZJLJubt46OGPhNjFX+7q3N5CpO7Nm+fO/Qxr3xDdyKiNWV2VU6t24VW5cwOZBwOJcxZTJDDqhwiWkdqqRzKAPgTKWVACGEHcFwI8X+klC/P2u9pKeVba3gfonUtmUvgpejz+WVi/TgVfQbxnDJWepPxGtze8A74bH3w2/vQYuhc1nOJJIJFy8IGMBgMYHT6rPq8y9qOTrcP/i33qUFQg7VjTVVAyFwO0cnL5UvARk4jHDyPXLZQDaI32eH09sK75RB6Dr2nZCmY0dpQx6sgoKifTxWj2rPhyfIX0GoL/XyaO2HddV3FCV46dzM0+rW//JGIaMFmqnKWKshZSFWORlO5uXF7+8ICHFblEBFVZdHhkJRyCMBQ/vuwEOIVAO0AZodDRFQkno3iVPQ36jKxF6PPISWVUZ895r242/1++O1H4LMdhlvfvCznIKXEVGyopD/QxWAAE9FBdR+PfQu6PH7ccM37lSDI7YPDsjzns9SklIiHR0uaQBeaQZ9FNh1X99XqTXB6e9DQtgtbfL8Hh7dHbQZttnvXVPC1XshcDpkq+vlkQsOV+/kYTWoPH9PmHbAffHPlJs4uD/v5ENH6kkotTYBT/H21TKbygMbpBDo6Fjea3GxmVQ4R0Qpakp5DQojNAHwAnqvw9A1CiJMArgD4hJTypaV4T6K1IpydwonIrzAQVvoFvRw9hiwy0ECD7RY/3u79Q/htfdhvuxlOXeOSv7+UEqHwhZJlYReDAYTjowAAAYFm1zXobrlZrQbq9PhgNa7+yphkdGJWBVBhKVg6Ma3uJzQ6OJq2wentQfuO20oqgKyudk4CWyEyk0F6fOSqo9rTwWEgmyk7XmN1qMGOdfehuZd22ZwM9Yho9cvlrj7BaqGTrdLlvdAqmqnKmR3KzA5yql1mZbWyKoeIaI2rORwSQtgA/BOAj0kpp2c9HQCwSUoZEULcCeAJAD1zvM5DAB4CgK6urlpPi6huJjJBDISfxkCkH8fDR3EmfhI55KATeuyyXIcHW/4D/LY+7LXdCJvWsaTvnctlMTp9BhdnRscHAxgMBhBLTQIANEKLtoZd2N15pxoEdbj3waS3Lel5LKV0IoKpsbOFAKhoHHwiElT3E0IDm3sTnN4eNG+9Ac7mHrUZtK1xEzRa9t9fLrlEfO6lXUUj3Kvp52PeunPO0EdjstTh6oiI8pLJ2oKbShOsqmUylYcyLtfVq3Lm2rIqh4iIZqlplL0QQg/gXwH8REr5+Sr2vwDgoJQyON9+HGVPa8lY6orSLyjSj4FwP84llOI4ozBhj+0GHLAdgc/eh93WQzBrlu7DbTaXxtDEK7NGx59AMqP8sKnTGtHRuBedbp8aBLU37oFet/qmZWXSCYTHzhdV/hR6AcUmr5Tsa3W1w1E8Bj6/dXi2Qqs31ukK1h+ln890VaPas5Gp8hfQaguj2d2Vwx7luWYIHX/bTERLbKYqp9YAp3i7kKqcapdOVds3R8dfcBAR0dJY8lH2QqnZ/xqAV+YKhoQQLQBGpJRSCHEdAA2A0GLfk2g1uJK8kG8efRSBSD8Gk0rDZovGhv22m3FH47twwH4EOy0HodcsTRPbdCaBy+Mv4GJIaRJ9MRjApfFTyGSVXkVGnRUd7v248ZoPqEFQa8MOaDWr50N3LptBOHShpAJoZhx8ePyNkooSk70JTm8POnbcXhoAebuhN3IaVC1kLofMZHCOJV3DJX+WyXjZ8YV+Pq0wbd0F+3W3zt3Ph8v1iKgaUlbulVPrBKtqmc3lAc5MVc5iAh2TiVU5RES05tTya4ibALwHwAtCiBP5x/4TgC4AkFL+DYD7ADwihMgAiAN4QNZSqkS0wqSUuJg8ozaPDkT6MZy6CABwaBvgsx3GfU2PwG/rQ69lP3Si9t/sJdIRXAqdLFkWdmXiZeSk0oPFYnCh0+PHm3Z9FF0epSrI6+iBRlP/xrrKJLBL5U2gR05jOvg6ZK7QR8ZgdipLwLbdiJ4b3qs2gXZ6e2C0uOp3EWuUzKSRDs3Tz0dd5jVSsZ+P1uZUgx3bnuvnXtpldbCfD9FGl8sVwpulGkmeKb8vVVSpKsduBzo7FxfkWK2syiEiIkKNy8qWC5eVUb3kZA7nEi9hINyP45GjGAj3I5QZAQC4dc3w2fvgt/XBbz+CbaZd0IjaKiOiyQkM5vsDDYaU7cjka5BQ/ru0m735SWF+tSLIbd9c1w/nUkrEp0fKKoCmRk9jeuwcsumEuq/OYIHD2630/pm1FMxk8zBkqEIuEbtqhU86OITMZLByP5+GpgpLuWaHPi3s50O0Xs1VlVPLNlY+JXBOM1U5i11SNXtZFqtyiIiIarLky8qI1oOMzOBM7CSOR44iEO7HicjTmMqOAwCa9R24znEr/LYj8Nv7sMnYW1OYMR0fLakGuhgMIBh+XX2+wdqJLo8f1277AzUIclpa6xagJKLj5QFQvhIonSyMttVo9fkAqAedu+5Qm0A7vb2wuNoYAFUgpUQ2MlVVP59cdHaffwBaHfSeFujdrTC0boZ1zw2VK30aveznQ7TWFFflLNVI8oVW5cwOZrq6FhbgsCqHiIhozeG/2LShpHMpvBw7pvYMOhn5NaK5MACg09iNW1z3wmfvwwHbEbQaNi0q2JBSYiJ6qSgIGsDFUACT0cvqPk2ObdjUdBCHdzykjI53+2A3Ny3ZdVYrlQjnl30VNYHOB0HJ6Li6nxAa2D1b4PT2oKX75pIKIFtj16pY0rYayFwOmYmxeSt8ZpZ3yWSi7HhhNBemdnXvgeP62yv383G62c+HaDWQsvoJVtU2Rl5oVc7sgKaxUQlzqg1wiresyiEiItqwGA7RupbIxfFi9Dm1efSpyG+QlEqT3a2mnXiL+93w2/rgsx2G19C+4NeXUiIYPl8yMexiMIBIQhnIJ4QGLa7tuKb1TWo1UKdnP8wG55Je53wyqTimx86VVQBNjZ5BfHq4ZF9rQyec3h5sPXB/yVIwu2cLtLqlaa69FuXSKWRm9/MJVaj0GR8Bstmy47V2V6Gfz94bZy3tamE/H6KVks3OP8FqMZOtqq3K0WorhzLFQc5Cl1lpGcwTERHR0mA4ROtKNBvGycgzGIj043j4KF6KPY+MTENAoNe8H29rekgNgxr0C6vUyeWyGJ56raQiaDA0gHhKGeOt1ejR1rAb+zbdjc58ENTRuBdG/fJP18pl05gOvl7WBHpq9AwiE4MlvWjMjmZlCdjut6hNoF3NvXA0bYPOsLH6zmTj0ULPnkpVPsX9fGYToqSfj7l77xyj2lugMZlX/uKI1rqZqpxagpvZ24VU5Vgs5aHM1apy5tsajazKISIiolWL4RCtadOZCQxEnkYg0o+BcD9ejQWQRRZaaLHDehDv8n4cPnsf9ltvgl3nqvp1M9kUhiZeLlQDhQK4FDqJVEb5YKHXmtDh3ofrut9ZNDp+F/Ra4zJdqRJORccHleVfI2fUJtBTo2cQDr4OmStUrBgsLji9vWjp6VOqf4qaQRvMjmU7x9VASolsePLq/XxCQ8hFw2XHC50eOrdSzWNo3wrrvptKgp5CP59mCPbSICrIZsvDmlr75lSoxKtopipndgXOpk2Ln2DFqhwiIiLaQDitjNaUUHpECYPyy8TOxl+AhIRBGLHbegg+Wx8O2I9gj/V6WLS2ql4zlYnj8vipkmVhV8ZfRCaXAgCY9HZ0enzodPvUIKjFtR1azdIHA1JKxKaGiiaAFZpAT42dRS6TUvfVGa354Gdm+VeP2gzaaHWvu+VJMptFZjJ49VHtwSHIVLLseI3JMud49uIvraOR/Xxo/ZMSSCSWdhR5PF79+1eqyqlly6ocIiIioqpwWhmtSSOpSzgePqouE3sj+RoAwKSxYJ/1Rjzc9kn4bX3YZb0ORo3pqq8XT01jMHRCHR9/MRjA8OQryEnlt9NWYyO6PH68ec/H1CCoybGt5pH1xaSUSEZDRcu/ippBj55BJhlV99XqjHA0bYOzuRede+4qqQCyOOs3yWwpKf185l7SpX5NjFbu5+NoKPTz2XdzeYWP2s/Hvi7+vmiDqlSVU+t2sVU5M1uPZ3FBDqtyiIiIiFYdhkO0akgpcSl1HgPhfhyPHMVAuB+XU8qod6vGAZ/9MO7xfAB++xFst/ihF/OP6I4kQiUh0MVQAKNTZ9TnnZZWdHn88G35PbUqqNHWtWQBQio+VVj+VVwJNHoaqdikup/QaPOTwHrR2nOkJACyNnau2Ulg2Vik8rSuWV/ZqVD5wUJA1+hVmzabe/fP3c/HePVQkGhFFVflLFWQs9CqnEpBzubNC2t2zKocIiIiog2D4RDVjZQSFxKv4njkKALhfgxE+jGaVsa9O7Vu+O19eMD7x/Db+9Bj3gutmDskmYoN5UOggXyz6ABCkTfU5922Tej0+HF9z4P5iiAfnJbWmq8hk4phavRsSQA00ww6Hh4t7CgEbA2dcDb3ovvaPyg0gfb2wOHZAo12/qBrtZBSIjs9UdXSrlwsUna80OnVYMfU2Q2777Da36fkq8HLfj60cjKZxU2wmq8xcrVVOTpd5YDG41ncKHJW5RARERHRIvDTF62YrMzibPwFBCL9CISPYiDyNCYyYwAAj74VB2xH4LP34YDtCDabtldcyiWlxHjkYtno+Ol4YSR7s7MXW5tvwJFdj6LL7UOnxwebyb34886kEA6eL13+lf8+OnGpZF+zowWu5l507f1dtfrH6e3JTwJbvROrZDaLzMTYvGGP8ufhyv18zFY12LFc44P+pjuLRrUX9fNxNnJpF9VmpipnKUeRL6Qqx2otD2WamoCtW6sPcIq3BgOrcoiIiIio7hgO0bJJyzRejQUwEO5HINKPE5FfIZydBAC0GTbjJued8Nv64Lf1ocO4rSw0yMkcxqbOFkbHh5SqoGhyHAAghAatrp3Y2XG72h+ow70PZsPCp3HlcllEQm+UVQBNjpxGJHQBUubUfY3WRji9vWi75k1FzaB74fB2w2CyL/4vbBnkUsmqlnZlJkaBXK7seK2zUQ15bL6+ir189J5WaK2r67ppFclkqu+VU+0+C63KmR3KNDUtLMCZ2VosrMohIiIionWJ4RAtmWQugZejv0Ug3zz6VPQZxHNKc+VNxmtwa8P98Nv64LP3odXQVXJsNpfB8MSrJdVAg6EBJNPK0iSdxoC2xj3wbfl9dVlYe+MeGHSWqs9P5nKITl1RQ5/p4mlgwfMlk8D0Rhuczb1o2nwteg69q2QZmMnauAR/W7XJxiJVjWrPTo2XH6zRQNfgLVT6bPfP3c/HYFz5i6P6kVKpoqk1wCneJhLVv7/VWjnImV2Vs5AJVkREREREdFUMh2jR4tkoTkV/g0CkHwPhfrwQfRYpqSw56jbvwd3u98Nn74PPdhgefYt6XDqbxBtjx0tCoEuhk0hnlQ+RBp0FHe59uKHnvWpFUGvDTui0hquek5QSifDYrCbQM5VAZ5FJxdR9tTqjEvq07MCmffeUNII2O5pXfPmTlBLZqfH5l3blq4Aq9vPRG9RQx9TVA7u/r2Loo2vwQrD6YX2YqcqpNcAp3laoIKtorqocr3fxE6w0SzcVkIiIiIiIqieklPU+hzIHDx6Ux44dq/dp0Czh7BRORn6NQPgoApF+vBw9hiwy0ECD7RY/fLY++PNhkFOnVNck01FcGj+lNom+GAzg8viLyMkMAMCkd6gB0MxXs7P3qhO6krHJ0gCoqBIoFZ9S9xMaHRxNW/O9f3rhbC5sra4OiBX4MKr08xmtotJnGDKdKjteY7EVVfNUqPCZWdrlaGA/n9WsmqqchW5rrcqpZWu4elhLRERERESrixDiuJTyYNnjDIdoLhOZIAbCT2MgovQMOh07gRxy0Ak9dlmuhd9+BH5bH/baboRN60AsOYnB0IlCRVAwgOGp19R+PTaTB12eA+jy+NQgyG3fUrHxNACkk1FMj55VKn+Km0GPnkEiPFbYUQjYGzfBUVT5M7O1uzdDo12eArlcKnnVsGf+fj7uOXv4lIQ+FtuynD9dxVxVObVMsqq2KkevX7ogh1U5RERERESUx3CIrmosPYSBcD+OR45iINyPc4mXAABGYcIe2w1K82j7Eey2HkImGVUbRM98jU2fU1/LZW1Hl7u0IshlbS+rbMmmk5gOni+pAJppBh2dvFyyr8XVVqgAKg6AmrZCpzct2d9DNhqualR7dnqi/GCNBvrG5qsGPrrGZvbzWUozVTlLGeQspCpnMc2N55tsxaocIiIiIiJaBgyHqMxQ8g0cjxxFINyPgUg/LibPAAAsGhv22W6C33YEPtthtKENw+MvlSwNm4gWRrh77FvR5fGjc6YiyO2Dw9KsPp/LZhAZf0NtAq02gx45jcj4xZJJYCabp2j6V6EJtLOpG3rT4itolH4+oXkrfGa+cvFo2fHCYCyv8qmwxEvX0MR+PtXIZJYmwFlMVY7BsDQBTvEEK1blEBERERHRGsBwaIOTUuJi8gwCkX61Z9Bw6iIAwKFtgM92GD7bYWzVdEMfTuJK6BQuhpQgKBwfBQAICDS7rimpBupw74fV2KBMApu8XFYBNDV6GuHg68hl0+q56E2OksofdevtgdHasLDrymSQrqKfTyY0DJlJlx2vsdrn7eOjLu2yuzZuPx8pgVis9gCneJtMVv/+tQQ3lbasyiEiIiIiog2K4dAGk5M5nEu8hIFwfz4Q6kcoMwwAaNR54bf1oVu3He6EFdmJMQwGBzAYHEAsNQkA0Agd2hp3qUvDOj0+tDfuhUzEygOgkdOYHjuLbLqwDEerN+ebP/eUNYM22ZuuGrTkkomrVvikQ0PIjI8q4cUsWqf7qoGP3tMKrdm6dH/pq0U6XVtwU2lb7X3CYFiaAGdmy6ocIiIiIiKiJcNwaJ3LyAzOxE4iEOnH8fBRnIg8jansOADAq+/ADsNetGQ8sE3nEB47j8uhk0hmlOVTOq0RHY178yGQHy3WbbCm9IgFLxaaQOeDoHQirL6nRquHo2mbsuxrViWQ1dlWNglMSolcpX4+ofJKn2x4svwitdrK/XxKKn9aoHO3QKNfI9UhM1U5SxHgzGyrrcoRojy0qbVvDqtyiIiIiIiIVi2GQ+tMOpfCK7HjavPoE5FfIZpTgpsWXQe6ZBdcMQM0wRAmxl5DNquMSDfqrOj0+NDh2gO3vgX2tBm66RgiY4Wm0MloSH0fITSwuTcXKoCKAiBbYxc0Wh1kLofMrH4+mdlVPjP9fBKxsmsRBmNVo9p1Lk/9+/mk00sT4BQfW+1/g0Zj7QFO8dZsZlUOERERERHRBsJwaI1L5OJ4MfocAuF+BCJHcSryGyRlHADQLFrQlHTANBlHZuQydCmlMa/Z4EKb/Rp49C2wZywwh9PIjY1gevQsYlNDJa9vbeiA09tT2gTavRUmjQW5yfF5p3dlQiNz9PNxzL+sK9/gedn6+UgJRKO1BzjF21SquveuVJVTy9ZqZVUOERERERER1WSucEhXj5Ohq4tmwzgZeQYDEaVn0EvR55GWKQgIuDNOtEZM0IbisEUAfWYYVn0CHl0r7NIHUzIN7VgI6dHLEPI5ZABMAEjYvXB4e9Cx/VbYLM2wGFwwSxOMSUBO5AOgCxeRDj6HqeAQQhNjFatadC6PGvCYt+6cM/zRmCwLu+hKVTm1bKPRhVflFAcydjvQ1ra4iVasyiEiIiIiIqI1guHQKjGdmcCJyK9wPHIUx6Z+htOJU8ghByEFHAkDGqdSsIcBW1TCmcsqlUCRRmiDkzBHc9CnJyEwCb3RDrujDTbTZpg7d8GU0cEYy8IwGYO8MIb0sReRjfwaABDPfwFQ+vnkK3kMzV2w7jpUVuGj97RC525W+vkUV+UUBzJXpoHXLi9uotVCq3JmBzPVBjmVHtPrl+N/ViIiIiIiIqJVr6ZwSAhxB4AvAtAC+KqU8tOznjcC+BaAAwBCAN4hpbxQy3uuF+PpURwPH8WzE0/hePiXGMxcAAQgcoA1CjRHAFsYaJrSwTadhjkCWGLKl1EmYNEZYZYWGJMWGMJJ6INTMERS0GXCEHgNwGsAAGE0QetphaaxBfqOHth3HILe6oTeaIfeYIVea4ReGKHLSIhoUWPk18PAC68C4d9WXpa10Kqc2WGMw6GEOYuZbGWxKAEREREREREREdVs0eGQEEIL4MsAbgNwCcBvhRA/lFK+XLTbBwFMSCm7hRAPAPgLAO+o5YTXqqHkRfSPfR+/Dj6Jl5MnMKGbBgBoskoY1BYG3CHAOwrYI8pjDdNaWCIZmOISxiRgSgDGJKBPp6HTR6A3Anq9BXqNC3pNE3Q2DfQpCX0yB30sDX0kCe10BCJyGUi9Xt2JClE5lKkU5FRbpcOqHCIiIiIiIqJVq5bKoesAnJVSngcAIcT3ANwDoDgcugfAf81//30AXxJCCLkau2Avsed//N/xw+G/xWuNoxhqTCJuVh7XZgFbBNg8ATQPAx2XlVDIEwQscaUyyD6t7GNIZ6FPo+KXRiYAJACTaVYo4wBcNqCjhglWrMohIiIiIiIi2jBqCYfaAQwW/fkSgENz7SOlzAghpgC4AQRnv5gQ4iEADwFAV1dXDae1Onxj5C/w3J4odGnANQlsOwtsPQfseBXoGjGgMW6BE3YYTU7oLS7oHW7oOzwQDufCJlixKoeIiIiIiIiIarBqGlJLKb8C4CuAMsq+zqdTs4/0/CXuPPcc+ja9C/b9uyEcDlblEBEREREREdGqU0s4dBlAZ9GfO/KPVdrnkhBCB8AJpTH1urfvxoexDw/X+zSIiIiIiIiIiOalqeHY3wLoEUJsEUIYADwA4Iez9vkhgPfmv78PwM83Qr8hIiIiIiIiIqK1YtGVQ/keQn8I4CdQRtn/nZTyJSHEJwEck1L+EMDXAPxPIcRZAONQAiQiIiIiIiIiIlolauo5JKV8CsBTsx77L0XfJwDcX8t7EBERERERERHR8qllWRkREREREREREa1xDIeIiIiIiIiIiDYwhkNERERERERERBsYwyEiIiIiIiIiog2M4RARERERERER0QbGcIiIiIiIiIiIaANjOEREREREREREtIEJKWW9z6GMEGIMwBv1Po8l4AEQrPdJEBGtcbyXEhHVhvdRIqLarZd76SYpZdPsB1dlOLReCCGOSSkP1vs8iIjWMt5LiYhqw/soEVHt1vu9lMvKiIiIiIiIiIg2MIZDREREREREREQbGMOh5fWVep8AEdE6wHspEVFteB8lIqrdur6XsucQEREREREREdEGxsohIiIiIiIiIqINjOHQEhBCfEwIYVnEce8TQrQtxzkREdWTEOLvhBCjQogXZz3eKIT4P0KIM/ltQxWv9UshxLqdDEFEVIkQolMI8QshxMtCiJeEEH9c9BzvpUREVyGEMAkhnhdCnMzfR/9b0XNbhBDPCSHOCiH+lxDCUMXrXRBCeJb3rOuH4dDS+BiABYVDQggtgPcBYDhEROvRNwDcUeHx/xfAz6SUPQB+lv8zERGVywD4EynlTgDXA3hUCLEz/xzvpUREV5cE8GYp5T4A+wHcIYS4Pv/cXwD4gpSyG8AEgA/W5xRXD4ZDCySEsAohfpRPH18UQjwOJeD5hRDiF/l9/ocQ4liFdPKCEOIvhBABAH8A4CCA7wghTgghzHW5ICKiZSCl7AcwXuGpewB8M//9NwHcO3sHIYRZCPE9IcQrQoh/BmAueq7s/iqEeLMQ4omifW4TQvyzEEIrhPhG/l79ghDi40t3hUREy0tKOSSlDOS/DwN4BUB7/mneS4mIrkIqIvk/6vNfUgghALwZwPfzz811H3ULIf4tf6/8KgBR9NwTQojj+eceyj/2ASHE/1e0z4eFEF+okCG8Yzmut1a6ep/AGnQHgCtSyrsAQAjhBPB+AG+SUgbz+/yplHI8Xx30MyHEXinlqfxzISmlP3/shwB8Qkp5bIWvgYioXpqllEP574cBNFfY5xEAMSnlDiHEXgCBoufK7q8AfgHgr4UQTVLKMSj35L+D8huidinlbgAQQriW5YqIiJaZEGIzAB+A5/IP8V5KRFSF/H3uOIBuAF+WUj6XXxo2KaXM5He7hEL4XuxxAL+SUn5SCHEXSquLPpC/j5oB/FYI8U8A/gHAnwoh/oOUMg3lPvoRVM4QVh1WDi3cCwBuy1cAHZZSTlXY5+356qABALsA7Cx67n+txEkSEa12UhmXWWlkZh+Ab+f3OQXgVNFzZffX/Ov8TwDvzn9ouQHA/wZwHsBWIcT/L4S4A8D0cl0LEdFyEULYAPwTgI9JKcvuY7yXEhHNTUqZlVLuB9AB4DohxO4FHF58H/0RlOVnM/5ICHESwLMAOgH05KuUfg7grUKI7QD0UsoXUF2GUHcMhxZISnkagB/K/8CfEkL8l+LnhRBbAHwCwO9IKfcC+BEAU9Eu0ZU6VyKiVWhECNEKAPntaLUHXuX++nUA74ayZPcfpZQZKeUEgH0AfgngYQBfXaqLICJaCUIIPZRg6DtSyh8UPcV7KRHRAkgpJ6FUSN4BIATAJYSYWUnVAeByta8lhLgFwK0Absj3MxpA4T76VSi9hd8P5Z561QxhtWA4tEBCmS4Wk1J+G8BnofyPHAZgz+/igBIATQkhmgG8ZZ6XKz6OiGgj+CGA9+a/fy+AJyvs0w/gnQCQ/+3O3vzjc95fpZRXAFwB8J+R/4c4XzKskVL+U/5x/1JfDBHRcsn3xPgagFeklJ+f9TTvpUREVyGEaJpZCptf/nUbgFfzlZK/AHBfftdq7qNvATAzGdIJYEJKGctXCM00uYaU8jkolUTvBPD3+WMrZQirDnsOLdweAJ8VQuQApKGs574BwI+FEFeklG8SQgwAeBXAIIBfz/Na3wDwN0KIOJTUMb68p05EtDKEEH8P4BYAHiHEJQCPSym/BuDTAP5BCPFBAG8AeHuFw/8HgK8LIV6B0oD1OABIKU9e5f76HQBNUspX8n9uz7/OzC9CHluq6yMiWgE3AXgPgBeEECfyj/0nKeVT4L2UiKgarQC+me87pAHwD1LKf80/9x8BfE8I8SkolT9fq3D8fwPw90KIlwA8A+Bi/vEfA3g4f399DcrSsmL/AGB/vvISqJwhrDpCCc2IiIjWNiHElwAM5EMoIiJaBN5LiYhqI4T4VwBfkFL+rN7nshAMh4iIaM0TQhyHskziNillst7nQ0S0FvFeSkS0ePklbM8DOCmlvL/Op7NgDIeIiIiIiIiIiDYwNqQmIiIiIiIiItrAGA4REREREREREW1gDIeIiIiIiIiIiDYwhkNERERERERERBsYwyEiIiIiIiIiog2M4RARERERERER0Qb2fwFHgOwGaasWrAAAAABJRU5ErkJggg==\n", + "image/png": 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\n", 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" ] @@ -197,16 +208,15 @@ ], "source": [ "plt.figure(figsize=(20, 5))\n", - "plt.title('LP fees earned after one month:')\n", + "plt.title('LP fees earned after one month, assuming different trade volumes:')\n", "graph_length = len(volume_events[1])\n", "plt.xticks(\n", " [0, graph_length / 3, graph_length / 1.5, graph_length],\n", " ['start', '10 days', '20 days', '30 days']\n", ")\n", "colors = pu.color_gradient(length=5, color1=(255, 0, 0), color2=(0, 255, 0))\n", - "baseline =[value_assets(initial_state.external_market, initial_state.agents['LP'].holdings)] * time_steps\n", - "# [0] * len(volume_events[0])\n", - "# [cash_out_omnipool(event.pools['omnipool'], event.agents['LP'], event.external_market) for event in volume_events[0]]\n", + "baseline = [value_assets(initial_state.external_market, initial_state.agents['LP'].holdings)] * time_steps\n", + "\n", "volume_returns = [\n", " [\n", " (cash_out_omnipool(event.pools['omnipool'], event.agents['LP'], event.external_market)\n", @@ -220,7 +230,7 @@ " plt.plot(range(len(scenario)), scenario, color=colors[i])\n", " plt.annotate(\n", " f'${round(scenario[-1], 2)} ({round(scenario[-1] / 100, 2)}%)', \n", - " xy=(len(scenario), scenario[-1]), xytext=(-40, 10), textcoords='offset points'\n", + " xy=(len(scenario), scenario[-1]), xytext=(-40, -20), textcoords='offset points'\n", " )\n", "\n", "plt.legend([\n", @@ -234,6 +244,9 @@ "execution_count": 4, "id": "40b300ed-24b1-410e-be52-d64477ab2e2d", "metadata": { + "jupyter": { + "source_hidden": true + }, "tags": [] }, "outputs": [ @@ -274,9 +287,7 @@ " xy=coors,\n", " xytext=(-50, 50) if i < len(points) / 2 else (-50, -50),\n", " textcoords='offset points',\n", - " arrowprops={\n", - " 'arrowstyle': '->'\n", - " }\n", + " arrowprops={'arrowstyle': '->'}\n", " )\n", "plt.xlabel('trade volume')\n", "plt.ylabel('fee revenue')\n", @@ -284,26 +295,6 @@ "plt.plot([volume[\"TKN\"] for volume in trade_volume], [scenario[-1] * 12 for scenario in volume_returns])" ] }, - { - "cell_type": "code", - "execution_count": 6, - "id": "799fda6c-4ada-4536-9d6d-3fe0f7eafd37", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "16541.77\n", - "1196.13\n" - ] - } - ], - "source": [ - "print(assets['BTC']['usd price'])\n", - "print(assets['ETH']['usd price'])\n" - ] - }, { "cell_type": "code", "execution_count": null,