{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "formed-honey", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [ "remove_cell" ] }, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import warnings\n", "warnings.filterwarnings('ignore')\n", "# setup disply parameters\n", "from matplotlib import pylab as plt\n", "import seaborn as sns\n", "from matplotlib.ticker import StrMethodFormatter\n", "float_formatter = StrMethodFormatter('{x:0.03f}')\n", "from IPython.core.display import display, HTML\n", "display(HTML(\"\"))\n", "SMALL_SIZE = 14\n", "MEDIUM_SIZE = 16\n", "BIGGER_SIZE = 20\n", "\n", "plt.rc('font', size=SMALL_SIZE) # controls default text sizes\n", "plt.rc('axes', titlesize=SMALL_SIZE) # fontsize of the axes title\n", "plt.rc('axes', labelsize=MEDIUM_SIZE) # fontsize of the x and y labels\n", "plt.rc('xtick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n", "plt.rc('ytick', labelsize=SMALL_SIZE) # fontsize of the tick labels\n", "plt.rc('legend', fontsize=SMALL_SIZE) # legend fontsize\n", "plt.rc('figure', titlesize=BIGGER_SIZE) # fontsize of the figure title\n", "plt.rc('figure', figsize=(18, 6)) # set figure size\n", "plt.rc(\"animation\", html=\"html5\")\n", "import random\n", "random.seed(203)\n", "import numpy as np\n", "np.random.seed(345)\n", "import matplotlib.pyplot as plt\n", "from rich import print" ] }, { "cell_type": "code", "execution_count": 2, "id": "moving-telephone", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [ "remove_cell" ] }, "outputs": [], "source": [ "from pathlib import Path" ] }, { "cell_type": "markdown", "id": "88578a3b", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "source": [ "# ANL 2024 Tutorial\n", "\n", "## Developing a negotiator\n", "\n", "The agents for the ANL competition are standard [NegMAS](https://yasserfarouk.github.io/negmas) negotiators. As such, they can be developed using any approach used to develop negotiators in NegMAS.\n", "\n", "To develop a negotiator, you need to inherit from the [SAONegotiator](https://negmas.readthedocs.io/en/latest/api/negmas.sao.SAONegotiator.html) class and implement the [`__call__()`](https://negmas.readthedocs.io/en/latest/api/negmas.sao.SAONegotiator.html#negmas.sao.SAONegotiator.__call__) method.\n", "\n", "Here is a simple random negotiator:" ] }, { "cell_type": "code", "execution_count": 3, "id": "ddbac4ff", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import random\n", "from negmas.sao import SAONegotiator, SAOResponse\n", "from negmas import Outcome, ResponseType\n", "class MyRandomNegotiator(SAONegotiator):\n", " def __call__(self, state):\n", " offer = state.current_offer\n", " if offer is not None and self.ufun.is_not_worse(offer, None) and random.random() < 0.25 :\n", " return SAOResponse(ResponseType.ACCEPT_OFFER, offer)\n", " return SAOResponse(ResponseType.REJECT_OFFER, self.nmi.random_outcomes(1)[0])" ] }, { "cell_type": "markdown", "id": "unable-bulgaria", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "source": [ "### Testing the agent" ] }, { "cell_type": "code", "execution_count": 4, "id": "detected-toilet", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "from anl.anl2024 import anl2024_tournament\n", "from anl.anl2024.negotiators import Boulware, Conceder, RVFitter" ] }, { "cell_type": "code", "execution_count": 5, "id": "dynamic-breath", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
Will run 12 negotiations on 1 scenarios between 2 competitors\n",
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     },
     "metadata": {},
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             strategy     score\n",
       "0            Boulware  0.767437\n",
       "1  MyRandomNegotiator  0.262742\n",
       "
\n" ], "text/plain": [ " strategy score\n", "\u001b[1;36m0\u001b[0m Boulware \u001b[1;36m0.767437\u001b[0m\n", "\u001b[1;36m1\u001b[0m MyRandomNegotiator \u001b[1;36m0.262742\u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results = anl2024_tournament(\n", " n_scenarios=1, n_repetitions=3, nologs=True, njobs=-1,\n", " competitors=[MyRandomNegotiator, Boulware]\n", ")" ] }, { "cell_type": "markdown", "id": "14f57349", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "source": [ "The score that is printed is the average advantage, which is the received utility minus the reservation value. We can immediately notice that `MyRandomNegotiator` is getting a negative average advantage which means that it sometimes gets agreements that are worse than disagreement (i.e. with utility less than its reservation value). Can you guess why is this happening? How can we resolve that?\n", "\n", "You can easily check the final scores using the `final_scores` member of the returned [SimpleTournamentResults](https://negmas.readthedocs.io/en/latest/api/negmas.tournaments.SimpleTournamentResults.html) object." ] }, { "cell_type": "code", "execution_count": 6, "id": "analyzed-trading", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "scrolled": true, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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strategyscore
0Boulware0.767437
1MyRandomNegotiator0.262742
\n", "
" ], "text/plain": [ " strategy score\n", "0 Boulware 0.767437\n", "1 MyRandomNegotiator 0.262742" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.final_scores" ] }, { "cell_type": "markdown", "id": "13e132ef", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "source": [ "The returned results are all pandas dataframes. We can use standard pandas functions to get deeper understanding of the results. Here is how to plot a KDE figure (kind of histogram) comparing different strategies in this tournament. The higher the line, the more often this value of the advantage is observed.\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "0aacae58-e02e-4981-bb12-890e6d55681a", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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djlv6tgLghy0nMEs7jmo2puRSXGGkRYAXiRrt1x7cPhSA9Udkw5yoHymEhXB2ZjOsfEnpAzZVQefr4f51EDPQtsczRMLEr+GaT8HdR+kh/nQYZB20a2yhLstq8OWJEfh4uqmS4aqukXi66dmfWcSe9EJVMghYXn2YysiEMPR6ncppajcgNgSAHScLKCqrVDmNcCRSCAvhzMxmWP48rHlD+XjEc3DdbKUHuCF0Oug6UWmpaBYD+cfg83GQsaPBkYX6KqpMLK4elTWhe6RqOQy+HlxWPaHgx7+kPUINZrOZFdb+4MYfn2erqGa+tA7xxWgyszlVXqESdSeFsBDObNXLsG6mcj3udRjyD6WItZfwznDPSojoCiXZMPdKOLHZfo8vVLH+SDaFZVWE+nvRp426G49uqO5P/mV7GhVVMhGgqe3NKCS9oAwfDzcGxIaqHeeiLPnWHc5ROYlwJFIIC+Gstn19diV4/JvQ977GeR6/ELj9N2jVH8oL4JvrlNFswmEt3KWcIDauczhuKr8UPrh9c8ICvcgrqWTl/lOqZnFFy/cqRxcPah+Kt4c6LTJ1ZWmPWH9ECmFRd1IIC+GMUlbDb48q10Oegj73Nu7zeRvg1p8gqo8ynu2rayAvtXGfUzSKSqOJpdU9oeMSm36T3N+56XVc011ZFf5hi7RHNDXLLx+jErTbFmHRv7oQ3pdRSM6ZcpXTCEchhbAQzqYgDX64/ezGuOH/bprn9fSDSd9Di45wJhO+vl4pioVDWX8kh/ySSkL9PenbJkTtOABc31PpU159MIu84gqV07iOnDPl7ExT/g0Pj9N+IRzq70V8eACgTLoQoi6kEBbCmRir4Ke7oTRP6du9+gP79gRfim8w3PozBEZBziH48W6ZM+xgFu5U2iLGdFK/LcKiXYsAOkYEUmUys3hPptpxXEby4WzMZkiICKRFYNMeqGIry6rwOhmjJupICmEhnEnSDDi+ATwD4PrPwUOFH16BEXDTN8potcPLYPn0ps8gbGI0ma0niI1PjFA5TU1XdFXy/L4zXeUkrsNyiMbQDs1VTlJ3A6s3zK0/LIWwqBsphIVwFsf/hLVvKddXvgshsepladkNJnygXK9/D/b/oV4WUWc7TuaTU1xBgLe76tMi/u6KxJYAbDiSQ1aR9H82NpPJzJpDjlcI92kbjE4HqTklnC4sUzuOcABSCAvhDCrL4JcHATN0nQSJ16udCDpfB/0fUq5/eVDpXRaaZpkXO7RDczzctPXjoVWIL12jgzCZYdHuDLXjOL29GYVkn6nAz9ONnq2bqR2nzgK9PYgPDwSU0xGFuBRtfacTQthm9WtKT65/GIx9Re00Z418HiK6KT3LP98r/cIat2KfMiprpEYnBFzZRWmP+G2HtEc0ttUHldXgAe1C8XR3rFKhT4xSuG9JzVM5iXAEmv3b/fXXX3PffffRq1cvvLy80Ol0zJ07t16PkZyczJNPPknPnj0JCQnB29ub+Ph4nn76afLz8xsltxBNLmPn2UMzLn8bfDS0euPuCdfPAU9/OLYO1rypdiJxAWn5pezPLEKvg2EdtFkIX15dCG9OzSOjoFTlNM7NEfuDLXpXt/VsOiorwuLSNFsIP/vss3z66accO3aMiAjbNm1cf/31zJw5k4CAACZPnswDDzyAr68vr7/+Oj179uTUKRnOLhyc2QwLnwKzETpOgIQr1E50vpBYpUAHZeU6fbuqcUTtVu5XVoN7tm5GMz9PldPULsLgQ+/q1b4/dkp7RGMpLKvkr+PKaqpDFsIxSiG8P7OQwrJKldMIrdNsITx79mxSU1PJyspi6tSpNj3G448/zvHjx0lKSuKdd97h7bff5q+//uL+++8nJSWFF1980c6phWhiu36EExvBwxfGaKgl4u+6ToRO1ygF+y8PQpXMgtUaS3/wiPgwlZNc3BVdlE1zi3bLGLXGsv5wNkaTmbbN/YgO9lU7Tr2FBXrTKtgXkxm2HpP2CHFxmi2ER40aRevWrRv0GE8//TQtW7ascZtOp+O5554DYPXq1Q16fCFUVX4Glil/lxn8JBgi1c1zKePeAN8QOLUbkt9WO404R0lFlfVYWq32B1uM6aScdrf1eB6ni2QqQGOw9Ac74mqwRS/pExZ1pNlCuDF5eHgA4O7urnISIRog+R0oyoBmMWenM2iZf3MY97pyveYNyNytbh5hteFIDhVVJqKa+dC+hb/acS4q3OBN1+ggzGZYtlfa2+zNbDY7dH+wRZ/q9giZHCEuxSUL4Tlz5gAwevToi96vvLycwsLCGm9CaELRKdj4oXJ92f+pc3CGLTpfB/FXKMc///qwTJHQiLWHlMMHhnRojq4pTyK00eiOSvvGkj1SCNvbkawzpBeU4emu18wR27awbJjbcSKf8ir5PiMuzOUK4e3bt/PCCy/QokUL/vnPf170vjNmzMBgMFjfoqOjmyilEJew9i2oLIHInpBwpdpp6k6ng8vfAq9ASN8KW79QO5FAOUoXYHC7UJWT1I2lPWLDkWzZDGVn6w4rLTK9Y5rh4+mmchrbtQ31I8TPk/IqE7vTCtSOIzTMpQrhlJQULr/8coxGI9999x2hoRf/pj9t2jQKCgqsbydOnGiipEJcRP5x2KK8qsHI/yjFpSMJCIfhzyjXy1+AYjkKVU0ZBaUcPn0GvQ4GxDpGIdyuhT+xzf2oNJpZVT3tQtjHuupfihzl78KF6HQ6a5/wpqPSJywuzGUK4aNHjzJ8+HCys7P58ccfGT58+CW/xsvLi8DAwBpvQqgu6VUwVUKbodB2mNppbNP7XghLhLJ8WP682mlcWnJ1W0RiVBAGXw+V09SdZVV4qbRH2E2V0cSGFGVFeKCDvDpwMZYxalukT1hchEsUwikpKQwbNoyMjAzmzZvHFVdocNaqEHWRdQB2/E+5HvkfdbM0hJu70iIBsO1rOLFJ3TwuzNHaIiwshXDSgdOUVUoPqD3sTi+kqKyKAG93EiMNasdpsB7VR0NvP5GP2WxWOY3QKqcvhFNSUhg+fDgZGRl8//33XH311WpHEsJ2a98CswniLoeoXmqnaZhWfaHbrcr1oqfBZFI3jwsymczWl8IHtXesQjgx0kB4oDfFFUbWH5H2Gnuw/F3o3zYEN72DtVzVolPLQDzd9OQUV3AiV04iFLVzikI4Ozub/fv3k51d85uhpR0iPT2d7777jmuuuUalhELYQV6qcoAGwNCnVI1iNyP/oxy/nL4Vdv+kdhqXsz+ziOwzFfh6utGjlYaO5q4DvV7H6E7V0yN2S3uEPTjqL0UX4uXuRseWSkvjthPSJyxqp9lBurNnzyY5ORmAXbt2WW9LSkoCYNCgQdxzzz0AzJo1ixdeeIHnn3+e6dOnWx9j+PDhHD9+nH79+rFz50527tx53vOce38hNG39+8rJbLEjoGV3tdPYR0AYDHoMVr4Ey6crR0R7+KidymUkH1bmxfZtE4ynu+Oti1zWMYwvNxxj5YHTmExm9E6wiqmWskojW6pPYXP0jXLn6t4qiO0n8tl2PJ+ru2n80CGhCs0WwsnJyXzxRc3RSuvWrWPdunXWjy2F8IUcO3YMgI0bN7Jx48Za7yOFsHAIRadg61fK9aAn1M1ib/0ehC2fQ+FJZTby4CfVTuQyLPODB7V3zIMT+rQJxs/TjayicnanF9AlKkjtSA5rS2oeFVUmwgK9iG3up3Ycu+neqhmfr0tl23FZERa10+wSwNy5czGbzRd8mzt3rvW+06dPx2w2n1fUXuzrLW9COISNH4KxHKJ6Q8wgtdPYl6cvjKyeHLH2bTgj47CaQnmVkc3Vu+kHOdhGOQsvdzcGVxfxK2WMWoNYNk0ObBfqEIeq1FX36CAA9qQXyqZKUSvNFsJCiGql+bD5M+V60BOONze4LhJvUNo9Ks7AqlfUTuMSdpwooKzSRKi/Jx3CtH2s8sWMiG8BSCHcUJYNhwOdqC0CIKqZD6H+XlSZzOxJl4M1xPmkEBZC67Z9BRVF0DweOoxVO03j0Oth9MvK9dYvIfuwunlcwJ/V82L7tAl26BXAYfHKivDOkwWcLipTOY1jKiipZFf16WvOMD/4XDqdju6tggDYdjxf1SxCm6QQFkLLTEbY9Kly3e8BpWB0VjEDof0YZUNgkqwKN7Y/jyptEf3ahqicpGFaBHjTJUqZeZu0P0vlNI5pQ0o2ZjPENvcj3OCtdhy7k0JYXIwT/1QVwgkcXKwcqezTTGkfcHYjnlXe7/4JMnerm8WJVVSZ+Kt6QkDfNo5dCMPZ9ogV+2WMmi3WHXae0+Rq0z1aGQ0oG+ZEbaQQFkLLNn6kvO95h7KpzNlFdIFO1fO+V72sbhYntistn9JKI818PWjfwnH7gy1GxivzhJMPZVNeJRui6mvdORvlnFGXKAN6HaQXlJFZIO0zoiYphIXQqlN7IHUt6Nyg98VHBTqV4f8GnR4OLIQTm9VO45Q2pihtEX3aBDvF7N1OLQNpHuBFcYWRTdUtH6Ju0vNLSckuRq9z/DaZC/HzcicuvPpgDVkVFn8jhbAQWvXnx8r7hCvBEKVulqYU2h66TlKuV/6fulmclLP0B1vo9TpGxFW3R+yT6RH1YVkNTowKwuDjoXKaxtOteozajpMyOULUJIWwEFpUkgs75ynXfaeqm0UNw54GvQccXQ0pq9VO41SqjCb+qp4f7Az9wRbDzxmjJjPi6279ker+4Fjn+btQG8uGyl1p+eoGEZojhbAQWrRzHlSVQVgitOqndpqmF9QKet2pXK98CaSwsZvd6YUUVxgx+HgQHx6gdhy7GdQ+FE83PcdzSziSdUbtOA7BbDZbD9Jw1ENV6spSCO88WSC/KIkapBAWQmvMZvhrrnLd6w7nPECjLgb/A9y94eQmSElSO43TsMwP7h3jHP3BFv5e7vRtGwxA0gEZo1YXh0+fIauoHC93PT1aN1M7TqPqEBaAp7ueorIqjuWUqB1HaIgUwkJozYlNkLUPPHxdY2TahQSEKdMyANa8oWoUZ3K2PzhY5ST2N7SDcrjG6oNSCNeFpT+4V0wzvD3cVE7TuDzc9HSMUDbM7UyTPmFxlhTCQmiNZTW487XgbVA1iuoGPgpunnBsHaQmq53G4ZlMZuv84N4xzlcID4tTCuE/U3IpqahSOY32ravuDx7gZMcqX4i1T/hkvrpBhKZIISyElpTmwZ6fleued6qbRQsCW0L325Tr1a+rm8UJpGSfoaC0Em8PPR1bBqodx+5im/sTGeRDhdHEnykyRu1ijCYzG1Oc+yCNv0uMVAphmRwhziWFsBBaYt0k1xkie6qdRhsGPQZ6d2WCxPE/1U7j0CyrwV2jgvBwc75v/zqdjqHVq8JJB2SM2sXsSS+gqKyKAC93OjvhL0W16RIVBMCetAKMJtkwJxTO951QCEdlNsNfXyjXPe9w3U1yfxfUCrrerFyvkVXhhtiSqhTCPZ14Y5T0CdeNZWxa37bBuDvhL0W1iW3uh4+HG8UVRo5my2QRoXCNv/1COIKMHXB6D7h5QeL1aqfRlsFPKCfsHV4OaX+pncZh/VV9qlavGOcthAfEhuCu15GaU0JqdrHacTRrvYv1BwO4u+npVL36vVPaI0Q1KYSF0Iod3ynv48eDj/MWKjYJbgtdblSu17ypbhYHlVtcQUqWUhh2j3bev18B3h7WQl9WhWtXUWVic/X0kAHtnPsgjb9LPGeesBAghbAQ2mCshF0/KNeW44VFTYOfBHRwYCFk7FQ7jcPZWt0fHNvcj2Z+niqnaVxDOyinzEkhXLsdJ/MprTQS4udJhxbOc6hKXZw9YU4KYaGQQlgILTi0DEqywa8FxI5QO402hbZXRsoBrHtX1SiOyNoW0dr5xqb9naVPeMORHMoqjSqn0R7L/OB+sSFOdahKXSRGBgHKZsEqo0ndMEITpBAWQgt2/E953+VGcHNXN4uWDXpceb9nPuSmqJvFwfzlAhvlLBIiAmgR4EVppdG6QVCcdbY/2LXaIgDahvrh7+VOWaWJw3IUt0AKYSHUV5ILBxcr15bpCKJ24YnQbhSYTbB+ltppHEZFlYkd1YcIOPtRulA9Rq2DjFGrTWmFkW3Vrw640kY5C71eR+dI2TAnzpJCWAi17fkZjBUQlgjhndVOo30DH1Peb/8GzkiRUxd7MwoprzIR5OtBbHM/teM0Ccs8YekTrmnLsVwqjWZaGryJCfFVO44qLPOEd8oJcwIphIVQ3/bqtohushpcJzGDILKXcvDInx+rncYhbElVJgT0bNUMnYvMpx7crjl6HRw6fYa0/FK142iGpS2if2yoy/xd+LvOkZajlmVFWEghLIS6sg9B2hZlRm7iDWqncQw6nXLaHMDm2VBepGocR7C1+qVwV2iLsDD4etC9VfUYtQOyKmzhyv3BFpaT9PZnFsmGOSGFsBCq2vWj8r7dSPBvoW4WRxJ3OYS0h7IC+Guu2mk0zWw2W49W7uVChTCce8qctNAAFJZVsqu6HaC/CxfCMSF++Hm6UV5lIkUOXXF5UggLoRazGXb/pFx3lpPk6kWvh4GPKtcbPoCqcnXzaFh6QRmnCstx1+usvZGuwlIIrzucQ6Ws/LEpJReTGdqE+tEyyEftOKrR63UkRCirwnvSpT3C1UkhLIRaMndBziFw94a4cWqncTxdboSACCjKgJ3z1E6jWTtO5AMQHxGAj6ebumGaWGKkgWA/T86UV1kPFHFlZ/uDXXc12MJy1PKetEKVkwi1SSEshFosq8HtR4N3oLpZHJG7F/R7QLleNxNMsuJXm+3VhXBXF1sNBmXlb0h7ZURYkkyPYP0R5SCNgS44Nu3vOloK4XQphF2dFMJCqMFsht0/K9edr1M3iyPreQd4G5SV9QN/qJ1Gk6yFcHSQqjnUYh2j5uIb5rLPlLM/U9lY2q+t858ueCmdWiqTI/akF2A2m1VOI9QkhbAQaji5BQqOg6e/siIsbOMdCL3vUa7Xv69uFg2qMpqsI6K6u2ghPKR9c3Q6ZZby6cIyteOoZmOK0hYRHx5AiL+XymnU1z7MH3e9jsKyKk7myXg9VyaFsBBqsLRFxI0HT9ccam83faaAmyec+BNObFY7jaYcOn2G0koj/l7utG3ur3YcVYT4e5FYPTfWldsjzo5Nk7YIAC93N9qHBQDSHuHqpBAWoqmZjLBnvnItbRENFxB+dgbzBlkVPpdlo1xipAE3vWsengAwrIO0R2yQ+cHnsWyY2yuTI1yaFMJCNLVj6+FMptLbGjtC7TTOof9Dyvt9v0HuUXWzaMiO6pmx3VoFqZpDbUPjlBndaw9lueQBCun5pRzNLkavgz7SH2zVSTbMCaQQFqLpWdoiEq4Cd091sziLsI4QOxLMJtj4kdppNGP7CWWlyxUnRpyrW3QQQb4eFJZVsa16ldyVWFaDu0QFEejtoXIa7bBsmNubIYWwK5NCWIimZDLC/t+V607XqJvF2QyoXhXe9jWUyszYkooqDmQqP+C7uehGOQs3vY7B7ZX2iKQDrnfKnByrXLuECKVHOKOgjNziCpXTCLVIISxEUzq+EYqzwDsI2gxRO41zaTscwjpDZTFs+VztNKrbnVaIyQzhgd6EG7zVjqM6S59wkov1CZvNZjZUzw+WjXI1BXh7EBOibFaWE+ZclxTCQjSlfb8q7+PGg5u8RGlXOt3ZXuE/P4Eq117h2WGdH2xQN4hGDKkuhPekF3K6yHXGqKXmlJBeUIanm56erZupHUdzzs4TlvYIVyWFsBBNxWRSNnMBJFypbhZn1fk65djlM5mw+0e106jK1Q/S+LvmAWfHqLnS9Ijkw8pqcPdWQS53xHZdyAlzQgphIZpK+jYoTFMO0ZBpEY3D3VOZKwywfpZygp+LshTCrt4ffK5h1afMudI84eRDyp/VsiIuajpbCEtrhKuSQliIprLvF+V9+9HgIT2bjabXneDhB6f3QMoqtdOoIquonLT8UnQ6rKug4mwhvPaga4xRqzKarBvlBrWT/uDaWEaoHc0upri8SuU0Qg1SCAvRFMxm2FvdHyxtEY3Lpxl0v1W5dtFjl3dWzw9u19yfABmXZdUtuhkGH2WM2nYXGKO2M62AorIqDD4edJZfiGrVIsCb5gFemM2wP1PaI1yRFMJCNIVTeyDvKLh7KyvConH1ux90ejiyUvlv72KkP7h2yhg1ZWXUFaZHrD2o9AcPbBfi0icLXoocrOHapBAWoilYpkXEjgQvf3WzuILgNmdX3jd8oG4WFew4WX2QhhTC5xlWfcpc0kHnnyecfFgp9ge1k/7gi0mIUArhfRlFKicRapBCWIimIG0RTa//w8r7nfOgKFPdLE3IbDazq7o1oou8HH6eodWbxnanOfcYtTPlVWw7ng9gXQUXtbMUwtIa4ZqkEBaisWUfgqx9oHeHuLFqp3Ed0b0hui+YKpW5wi4iLb+UvJJK3PU64sID1I6jOc0DvOgcqRQ+a6pbB5zRxiM5VJnMtA7xJTrYV+04mtax+oS5A5lFmEyuO2nGVUkhLERjs7RFtBmqbOQSTWdA9arwljlQUaxuliayO01pi4gLD8DbQ+bG1mZYh+r2CCc+btkyP1imRVxaTIgfnu56SiqMHM8tUTuOaGKaLYS//vpr7rvvPnr16oWXlxc6nY65c+fW+3FMJhPvv/8+iYmJ+Pj40Lx5c26++WZSUlLsH1qI2uxfqLxPuELdHK4objw0awNl+bDta7XTNIld1YWwjE27MOsYtUPZTjtGbW31/GBpi7g0dzc9cWHKqvC+DGmPcDWaLYSfffZZPv30U44dO0ZERITNj3PffffxyCOPYDabeeSRRxg7diw///wzvXv35tChQ3ZMLEQtik5B2hblusM4dbO4Ir0b9H9Qud74IZiM6uZpArvSlB/kMi7rwrpFBxHo7U5BaSU7qvupnUlGQSlHsorR66B/rBTCdRFf3Ua0L1M2zLkazRbCs2fPJjU1laysLKZOnWrTY6xatYrZs2czZMgQtm7dymuvvcZXX33FggULyM3N5aGHHrJzaiH+5uBi5X3LHhBo+y90ogG6TVJaUvJSYf/vaqdpVGaz2doaISvCF+bupmdw9aY5ZxyjtvaQ0hbRJSoIg4/Mka6Ls5MjZEXY1Wi2EB41ahStW7du0GP897//BeD//u//8PT0tN4+btw4hg0bxtKlSzl+/HiDnkOIizqwSHkfN17dHK7M0w9636NcO/kBG2n5peQWV8hGuToY5sSFcHJ1ISxtEXUXX71hTiZHuB7NFsL2kJSUhJ+fHwMHDjzvc2PGjAFg9erVTR1LuIqKEkhJUq5lWoS6et8Lbp5wcjMc/1PtNI3GshrcIUw2yl3K0Oo+4V1pBWQVlaucxn5MJjPrZKNcvSWEKyvCJ3JLKSqrVDmNaEpOWwgXFxeTkZFBmzZtcHM7/wdC+/btAS7aJ1xeXk5hYWGNNyHq7OhqqCoFQzSEdVY7jWsLCIMuE5Xr9e+pm6URyUa5umsR4G09UWz1QedZFd6bUUhOcQW+nm50byVTauqqmZ8n4YHegDJGTbgOpy2ECwqUHwgGQ+0/EAIDA2vcrzYzZszAYDBY36Kjo+0fVDivA9XTIuLGgU6ON1Vd/+o9Afv/gJwj6mZpJNaNclFSCNfFiHhljNrK/adUTmI/lpFwA2JD8XR32h/xjSIhQjbMuSL5V3IR06ZNo6CgwPp24sQJtSMJR2EywYHqjXJxMi1CE1rEQ/vRgFmZIOFkZKNc/Y1KCANg9YEsyqucY6KIped5eLwcq1xf8bJhziU5bSFsWQm+0Iqvpc3hQivGAF5eXgQGBtZ4E6JO0rdC8WnwDIDWg9ROIywsq8LbvoGSXHWz2Fl6QZl1o1y8bJSrk8RIAy0CvCiuMLIxxfH/PuSXVLD1eB4Aw+JaqJzG8ViPWpZC2KU4bSHs5+dHREQER48exWg8/zd9S2+wpVdYCLuytEW0Gwnunhe/r2g6bYZAeBeld3vzZ2qnsatdJ5Vf+tvLRrk60+t1jKxeFV6+1/HbI9YcysZkhg5h/kQG+agdx+EkhFsmR8hRy67EaQthgKFDh1JcXMy6devO+9ySJUsAGDJkSFPHEq7A2hYhY9M0Rac7e+zypk+hskzdPHZ0ti1CXrmqj8s6Kiuny/edwmx27OLH0h88XFaDbdIm9OxRyyfy5KhlV+EUhXB2djb79+8nOzu7xu1TpkwB4LnnnqOiosJ6+6JFi0hKSmL06NENnlUsxHnyUuH0HtC5QfvL1E4j/q7TNRAYqbSu7Jqndhq72WkphKOC1A3iYAbEhuLj4UZGQRl70h33JXGTyczq6v5gy2g4UT/ubno6hPkD0ifsSjRbCM+ePZs77riDO+64gx9++OG822bPnm2976xZs0hISGDWrFk1HmP48OHcc889rFmzhh49evD0008zefJkJkyYQHBwMO+/79zD9YVKLKvBrfqDb7C6WcT53Dyg3/3K9fpZysZGBycb5Wzn7eFmPXhi+T7HbY/YnV5ATnEF/l7u9Got33dsZZknvC9DJke4Cs0WwsnJyXzxxRd88cUXbN26FYB169ZZb0tOTq7T43zyySfMnDkTgJkzZ7Jw4UKuueYaNm3aRIcOHRotv3Bh545NE9rUY7KykTH7ABxernaaBpONcg0zqmN1n7ADF8Kr9iurwYPaydi0hpDJEa5Hs/9a5s6di9lsvuDb3LlzrfedPn06ZrOZ6dOnn/c4er2eRx55hN27d1NWVkZ2djbfffcdsbGxTfeHEa6jrACOVfekSyGsXd4G6Hm7cr3B8V8Zko1yDTMivgU6HexOKySjoFTtODZZVd0fPEzaIhokIeLshjnhGjRbCAvhkI6sAlMVhLSDEPllS9P6TlX6uI+ugYwdaqdpENko1zCh/l70qD6Fbfm+0yqnqb/c4gp2nMwHZGxaQ1laI47nlshRyy5CCmEh7OnQMuV9+zHq5hCXFhQNna9VrtfPuvh9NU6OVm64UQ48Rm3l/tOYzcoc3HCDt9pxHNq5Ry0fPCWrwq5ACmEh7MVkgsOWQlimRTgEywEbu3+CgpPqZrHRuRvlOkshbDPLGLUNR3I4U16lcpr6WbY3E4DLqnudRcPEV7dH7JUNcy5BCmEh7CVzJ5w5BR5+0HqA2mlEXbTsBjGDwWyEPz9WO41NMgrKyCmuwE2vs56MJeovtrk/bUP9qDCaWOFAm+bKKo2sOaiMDh0thbBdyAlzrkUKYSHsxdIW0XYYuHupGkXUw4BHlPd/fQFljveDz9IW0b6Fv2yUawCdTse4xHAAFu3KVDlN3SUfyqa00khkkA+dWsovQvZgmbwikyNcgxTCQtjLoaXKe2mLcCztRkFoHJQXwtYv1U5Tb3urD4Ho1FLaIhpqXOcIQJnAUOwg7RHLqnuaL+sYhk6nUzmNc+hYvSJ8QI5adglSCAthDyW5cHKzci2FsGPR62FAda/wxo/A6Fg7xfdYC2FZDWyoTi0DaR3iS3mVyTqOTMuMJrN19rH0B9tPTKgfnm56iiuMpOU75jg9UXdSCAthD0dWAmZo0QkMUWqnEfWVeCP4NYfCk7D3F7XT1Ivl5duOUgg3mE6ns64KO0J7xLbjeeQUVxDo7U6fNnKanL14uOmJbaEctSzzhJ2fFMJC2IO1LWKUujmEbTy8oc99yvX698DsGC+H5hVXWFespBC2j8sTlUJ45f7TlFYYVU5zcUur2yJGxLfAw01+nNuTpU/4QKb0CTs7+ZcjREOZjGeP6W0/Wt0swna97wZ3H+VwjdS1aqepk73Vq8Gtgn0J9PZQOY1z6BwZSFQzH0orjSRpuD3CbDaf0x8crnIa5xMXLifMuQophIVoqPRtUJIDXoEQ3VftNMJWvsHQ/Rblet176mapI8tGuY4yNs1udDqddVX4j10ZKqe5sL0ZhRzNLsbLXc9QOVbZ7uLCLCvCUgg7OymEhWgoS1tE7HBwk1U5h9b/QdDplYNRMnaqneaS9qQro9Nko5x9jXOA9ojfdypF+vC4Fvh7uaucxvlYVoRTsospr9Lm3wFhH1IIC9FQ1v5gaYtweMFtodM1yvW6d1WNUhfWiRGRUgjbU9coA1HNfCipMLJiv/YO1zCbzfy+Mx2AK7pGqJzGOUUYvAnwdsdoMpOSVax2HNGIpBAWoiHOnFZaI0CZRysc36DHlfd75kPOEXWzXERZpZEjWWcA6BghM4TtSafTcXW3lgDM35qmcprz7TxZwIncUnw83BgR30LtOE5Jp9Ods2FO2iOcmRTCQjTE4RXK+4iuECAbVpxCeKKyum82KRMkNGp/ZhEmM4T4eRIWKCcZ2ts13SMBWH0wi5wz5SqnqcmyGjwioQW+ntIW0Vhkw5xrkEJYiIaQtgjnNOgJ5f32b6FQmxumLP3BHVsGyolijaBdiwASIw1Umcya2jRnMpn5o7o/+Mou0hbRmOLCLSfMyQg1ZyaFsBC2MlbBkeoV4XZympxTad0fovuBsQI2fqh2mlpZJ0bIRrlGM6F6VfhnDbVHbDuRR3pBGX6ebgyLk7aIxiSTI1yDFMJC2CptC5QVgHcQRPVSO42wt8HVq8Jb5kBpnrpZanH2aGXpD24sV3VtiZtex/YT+RzN1saGqfnblKJ8dKdwvD3cVE7j3CyFcHpBGQWljnX0uqg7KYSFsNWRlcr72OGglx9ITqf9aAjrDBVnYNNstdPUYDSZ2Z9pKYRlRbixNA/wYlC7UADmbz2pchplg+Sv25X+4Ot6yFHujc3g60GEwRuAg6dkVdhZSSEshK2OrFLex45QN4doHDrd2QkSf34EFSXq5jnH0ewzlFWa8PFwIybET+04Tu26nkrBOW/LSaqMJlWzLN93isKyKloavOkfG6JqFlcRJ5MjnJ4UwkLYojRfaY0AaDtc1SiiEXWcAM1ilJMDt32ldhorS1tEQkQAbnrZKNeYxnQKI9jPk8zCMpIOZKma5ce/lFXpa3tEyf/3JiKFsPOTQlgIWxxdo4zXCmkPQdFqpxGNxc0dBjyiXK9/H4za6BPcK/3BTcbL3Y3rq1eF/7fpuGo5TheWseagUohbVqlF45NZws5PCmEhbJEibREuo9st4B8GBSdg1w9qpwHOrgjLxIimcVNv5ZfdVQdOk55fqkqGn7amYTJDr9bNaBMq7TBNJS5M+Te2P7MQs9mschrRGKQQFsIW526UE87Nwxv6PaBcJ78DJqOqccxms3WGsGyUaxptm/vTr20wJjN8v/lEkz+/0WTmmz+PAXBjL3kFqinFtvDDTa+jsKyKzMIyteOIRiCFsBD1lZsCeamgd4eYQWqnEU2h113KmLzsg8rRyyrKLCwjr6QSN72ODtXjnUTjm9S3NaAUwpVNvGku6cBpTuaVYvDx4MquLZv0uV2dl7ubdQVeTphzTlIIC1FflmkR0X3BSwoRl+AdCP0fVK7XvAEm9aYH7ElT2iLaNfeXObJNaEynMEL9lU1zC5v4pLkvN1hWg6Pw8ZT/501NNsw5NymEhagvS1uETItwLX2mgJcBsvbDvl9Ui3H2IA1pi2hKXu5uTO4fA8B/16Y0Wb9oanYxqw9modPBrf1aN8lzipri5YQ5pyaFsBD1YayCo2uVa9ko51p8gqDf/cr16tdVWxXem6H0B8tGuaZ3a7/WeHvo2Z1WyMaU3CZ5Tstq8NAOzWktM6NVISvCzk0KYSHqI30rlFcfq9yym9ppRFPrNxW8AuH0Xtj/myoRZGKEeoL9PK0nus1em9Loz5dXXMF3m5WRbXcMiGn05xO1iw9X/q0dzjqj+qEqwv4aXAibzWYWLlzIs88+y3333cecOXOsn8vKyuLgwYMYjerushbCbqxtEUPlWGVX5NMM+t6nXKuwKlxQUsnJPGV8V6cImSGshrsHtUGngxX7T1uPuW4sX2xIpaTCSMeIQIZ2aN6ozyUuLKqZD76eblRUmUjNKVY7jrCzBhXCO3bsICEhgSuvvJJXXnmF2bNnk5ycbP38smXLSEhIYOHChQ0OKoQmyLHKot8D4BkAp3bDgT+a9Kn3ZiiFV1QzHwy+Hk363ELRtrk/4ztHAPDOsoON9jzF5VXMXZ8KwP3DYtHp5CQ5tej1OtpX9wnL5AjnY3MhfPLkSUaNGsXBgwcZN24cr7/++nmbByZMmICHhwe//KLexhIh7KasAE5uVq5lo5zr8g2GvlOU69WvQRMO2bfMD+4YIW0Ranp0VHt0Oliy5xS70woa5Tm+3niM/JJKYkJ8GZ8Y0SjPIepONsw5L5sL4VdeeYWcnBzeffddfv/9d/7xj3+cdx9fX1+6du3K5s2bGxRSCE04uhbMRgiOhWaye9ul9X8IPPwgcxccWNRkTytHK2tDh7AArqqe5/t2I6wK55dU8MGqwwA8OLwdbnpZDVabZcOcrAg7H5sL4cWLFxMfH88jjzxy0fvFxMSQkdG0MxeFaBRyrLKw8A2GPvcq16tfbbJVYUtrhIxOU9+jI9vjptexcv9p1h7Ksutjf5R0hMKyKuLCAri2enOeUFe8TI5wWjYXwunp6SQmJl7yfjqdjsLCxt1QIESTkGOVxbkGPKysCmfsgH2NP0GirNLIodNnAJkYoQVtm/szub/yytD0X/dQUWWfjZMn80r4vLo3+OlxcbIarBGWFeHjuSUUl1epnEbYk82FsJ+fH1lZl/4t+OjRowQHB9v6NEJoQ16qcrSyzg1iBqudRmiBX+jZucKrXgZT407HOXTqDEaTmWa+HkQYvBv1uUTdPDaqAyF+nhzJKuaL6uK1IcxmM//5RSmq+7UNZnhci4aHFHYR4u9FqL8XgPUXUuEcbC6EExMT+euvv8jOzr7gfY4dO8aOHTvo2bOnrU8jhDZYpkVE9VaO2xUClFVh7+rT5nb90KhPZdko16mlQSYIaITBx4N/jo0D4K1lBziS1bACaeGuTFbuP42Hm46XJnSW/88aExfuD8CBRh6bJ5qWzYXwrbfeSlFREffccw8lJSXnfb6iooIHHniAyspKbr311gaFFEJ11rYI6Q8W5/AJgoGPKtdJM6CqotGeSg7S0KYbekYzqF0oZZUmnpi3w+YDFzIKSnl2wS4AHhjWjnYtAuwZU9hBXJjyb082zDkXmwvhO++8k6FDh/Lrr78SHx/PlCnKOKEdO3bwyCOP0KFDBxYtWsTIkSOZOHGi3QIL0eRMRji6WrmWQlj8Xd+p4NdcaZ/Z9lWjPY1slNMmvV7HGzd0IcDbnR0n8nl54b56P0aV0cSj/9tOXkklnSMDeWB4bCMkFQ0lG+ack82FsJubG7/99hs333wzaWlpzJ49G4Bt27Yxa9Ysjh8/znXXXcfPP/9st7BCqCJ9mzJD2MsALburnUZojacfDK4eH7nmDagstftTGE1m9kkhrFkRBh/evKErAJ+vS+XbP4/X+WvNZjPPzN/FptRc/L3cmXVzD7zc5dRKLYqTQtgpuTfki/39/fnmm2947rnnWLhwISkpKZhMJqKjoxk3bhzdunWzU0whVGTpD247BNwa9E9GOKted8L696HwJGz+DAY8ZNeHT80ppqTCiLeHnjah/nZ9bGEfYzqF88RlHXh72UH+vWAXbnqY2LvVRb/GZDLzysJ9zNtyEr0O3r6xKzGhfk2UWNRXh7AAdDrIKa4gq6ic5gFeakcSdmCXn+rx8fHEx8fb46GE0B7pDxaX4u4Fw56GXx+G5Leh5+3gZb8eT8tBGnHhgTJOS8MeHtGO7DPlfLnhGE//tIvUnBKeuKwDHm7nv/haUFrJM/N38cdOZc7+K9ckMrpTeFNHFvXg4+lG62BfUnNKOJBZJIWwk7C5NUIIl1BeBCc3KddyrLK4mK6TlFMHS3Jg/Sy7PrT0BzsGnU7HC1d14r6hbQHlYIyx765h3pYTZBWVYzSZOZFbwuy1KVz29mr+2JmBu17H69d34aY+F189FtrQIcxywpxMjnAWNq8IHz9etx4oT09PgoOD8fT0tPWphFBPajKYqqBZGwhuo3YaoWVu7jDiWfjxTlj/ntIuEWCfFT7LinDHCCmEtU6n0zFtXAJdIoN47pfdHMkq5p8/7qz1vm1C/Xjzhi70bC2z9h1FfHgAS/ee4uAp6RN2FjYXwjExMXWecajX6+nUqRN33XUXDz30EHq9LEQLByGnyYn66HQNbPgA0rbAqlfgqvfs8rCWFWEZneY4Lu8SweAOoXy14Ri/bk/n4OkizGZw0+voGmXghl7RXNM9Em8P2RjnSOLClX+DsmHOedhcCLdq1QqdTsexY8estxkMyqD3/Pz8GvfLzMxk586dPP744yxatIg//vhDimHhGKQ/WNSHTgejX4LPxyqj1PrdDy0SGvSQp4vKyCoqR6c7O75JOIZAbw8eHN6OB4e3o6zSSHF5FQHeHni6y88/R2WZHHHw1BlMJjN66dl3eDb/azx69Cj9+vUjLCyMWbNmkZeXR15eHrm5ueTn5/PBBx8QHh5Ov379KCoqIikpiXbt2rF06VLrqDUhNC3/OOQclmOVRf207g/xV4DZBMueb/DD7ctQVp7ahPrh6ylTSxyVt4cbIf5eUgQ7uJgQXzzd9ZRWGjmee/5hYsLx2Pwv8r333mPBggWsWrWKBx54AIPBYP1cYGAg999/PytXrmTBggXMmjWLIUOG8NNPP6HT6fjmm2/q9BybN29m/PjxBAUF4efnR79+/Zg3b169cqanp/Poo4/SsWNH/Pz8CAsLY9CgQXz11VcYjcZ6PZZwMZaxaZE9lRPEhKirUdOVX6AOLYGjaxr0UNIfLIR2uLvpad9CGWEoJ8w5B5sL4c8++4yhQ4dedGxafHw8w4YNY86cOQB07tyZHj16sGfPnks+/qpVqxg4cCDJycnceOONTJ06lczMTCZOnMhbb71Vp4wpKSl07dqV999/n9atW/PQQw9x7bXXcuTIESZPnsw999xTtz+scE0p1YWwtEWI+gptr2yWA1j6LJhsO3YXpD9YCK2RgzWci82F8JEjRwgJCbnk/YKDg0lJSbF+3KZNG4qKLv6Xp6qqinvvvRe9Xs+aNWv49NNPeeutt9ixYwcdOnTgmWeeqdGbfCFvvvkm2dnZvPPOOyxatIjXXnuNjz76iH379tGqVSvmzp1bp8cRLshkhJQk5VoKYWGLof8CzwDI2AG7f7T5YfamFwCyIiyEVliPWj4lI9Scgc2FsK+vL5s3b77ofcxmM1u2bMHX19d6W2lpKQEBF9/wsXLlSo4cOcKkSZNqnE5nMBh45plnqKio4IsvvrhkRksBPn78+Bq3BwUFMWjQIACys7Mv+TjCBWVsh9I88ApUWiOEqC//5jDoMeV6xYs2Hb1cUlFFSnYxAJ1aGi5xbyFEU7BMjpDWCOdgcyE8ZMgQjhw5wtNPP11rr63JZGLatGkcPnyYoUOHWm9PSUkhMjLyoo+dlJQEwOjRo8/73JgxYwBYvXr1JTN27twZgIULF9a4PT8/n3Xr1hEeHk7Hjh0v+PXl5eUUFhbWeBMuwtIf3EaOVRYN0O8BCIyCghOwbma9v/xApjJyq3mAl5xiJYRGJFSvCKdmF1NWKXuNHJ3NP+FffPFFFi9ezJtvvskPP/zADTfcYJ0tnJqayg8//EBqaio+Pj5Mnz4dgNTUVPbu3ctDDz100cc+dOgQAO3btz/vc+Hh4fj7+1vvczFPPfUUv/32G48//jiLFy+mS5cuFBYWsmDBAnx9fZk/fz4+Pj4X/PoZM2bwwgsvXPJ5hBOyFMJth6kaQzg4T18Y/X/KIRvJ70C3SRBU9xPErP3B0hYhhGY0D/Cima8HeSWVHDp1hsQoebXGkdlcCHfq1ImFCxdyyy23kJqayptvvlnj82azmYiICL7++mvryqy/vz+rVq2iQ4cOF33sggKlJ+7cSRTnCgwMtN7nYsLCwtiwYQO33norixYtYvHixQD4+PgwdepUunbtetGvnzZtGk888YT148LCQqKjoy/5vMLBlZ+BE38q19IfLBqq0zWw+TM4lqxsnLvxyzp/qXVihGyUE0IzdDodceEBbEzJZX9moRTCDq5Br/kOHTqUw4cP8+OPP7J69WpOnjwJQGRkJEOGDOGGG26oseIaGhpao02isR0+fJgrr7wSf39/1q5dS7du3cjPz+frr7/m2WefZcmSJaxduxY3t9pP9vHy8sLLS16OdDnH1oGpEoJaQ3BbtdMIR6fTwbjX4JPBsPcXSFkNbev2fVBWhIXQpvjwQDam5MrkCCfQ4OZHb29vbr31Vm699VZ75AHOrgRfaNW3sLCQZs2aXfJx7rjjDo4dO0ZKSgrh4eGAsir9r3/9i1OnTvHuu+/y3Xffccstt9gtu3AC5x6rXMdjxIW4qPDO0Otu2PxfWPQ0TE2+ZO+50WRmf/VhGrIiLIS2WEeonZJC2NFp8ogbS29wbX3AmZmZnDlzptb+4XMVFRWxbt06EhISrEXwuYYPHw7Atm3b7JBYOJUjMj9YNILhz4BPM8jaB1s+u+Tdj2YXU1ppxMfDjZgQvyYIKISoK8sINZkc4fg0WQhb2ieWLl163ueWLFlS4z4XUlFRAVx4PFpWVhaAtD6ImgpOQvYB0OmViRFC2ItvMIx4Trle9TIUX3x0o6UtIj4iADe9vDIhhJZ0CFMK4ayicnLOlKucRjREgwrhyspK3nrrLfr160ezZs1wc3Or9c3dvX4dGCNHjqRt27Z8++23bN++3Xp7QUEBr7zyCp6enkyePNl6e0ZGBvv376/RShESEkJcXBzHjx9n9uzZNR4/Pz/furnPsjIsBHB2NbhlD2X1Tgh76nkHhCVCWQEse/6id5WjlYXQLj8vd1oFK2ckSJ+wY7O5EC4vL2f48OH885//ZNOmTRQUFGA2m2t9M9XzeFF3d3dmz56NyWRiyJAhTJkyhSeffJKuXbty8OBBXnnlFWJiYqz3nzZtGgkJCcyfP7/G47zzzju4u7tz7733MmrUKJ566inuueceOnTowP79+7nuuusYNWqUrf8JhDOSY5VFY9K7weXVR8Rv/xpS113wrnK0shDaFiftEU7B5kJ45syZrF+/ntGjR3PgwAEmT56MTqejvLyc3bt38/TTT+Pl5cVzzz1X70IYlJXa5ORkBg4cyPfff89HH31EWFgY3333HU8++WSdHmPcuHGsX7+eG264gb179/Luu+/y/fffExMTw/vvv8/3339f71zCiZlM5/QHyysFopG06qusDAP8/hhU1f6yqqwIC6Ft1qOWpRB2aDZPjfjhhx8ICAjgu+++w2AwoKveXe/h4UHHjh2ZMWMGAwYMYMKECSQmJnL99dfX+zn69OnDokWLLnm/uXPnMnfu3Fo/17t3b+bNm1fv5xYuKHMHlOaCpz9E9VY7jXBmo6bD/j8g+yCsew+GPlXj06eLysg+U45ep4xpEkJoj+Xf5n6ZHOHQbF4RPnjwIH379rWOOrMUwucet3zllVfSvXt33n///QbGFKIJ1DhW2UPdLMK5+TSDMTOU6zVvQM6RGp+2rAa3CfXDx7P2OedCCHVZWiMOZhZhMplVTiNsZXMhXFlZSfPmza0fWw7OKCwsrHG/uLg4du3aZevTCNF0LPOD20pbhGgCidcrf9eM5fDHE2A++4P0bH+wnFglhFbFhPji6a6ntNLI8dwSteMIG9lcCIeHh5ORkWH9OCIiAoB9+/bVuF96enqNVWIhNKmiWI5VFk1Lp4Mr3gZ3b0hJgp1n9yxIf7AQ2ufupqd9C39ANsw5MpsL4YSEBA4fPmz9eMCAAZjNZl5//XXr5rjVq1ezdu1a4uLiGp5UiMZ0bD0YK8DQCkJi1U4jXEVwWxj6T+V60dNQlAnIxAghHEWcbJhzeDYXwmPGjOHkyZNs2rQJgGHDhtGxY0d+++03IiMj6dmzJ5dddhlms5kHHnjAboGFaBTWY5WHybHKomkNeAQiukJZPvz+BCXllRzNLgZkRVgIrUuo3jB34FThJe4ptMrmQnjSpEl89dVX1s1yer2eBQsW0LlzZ06dOsW2bdswm8088sgj3HHHHfbKK0TjkGOVhVrcPODqD0HvAQf+4NT6bzCboXmAF80D5ORLIbRMZgk7PpvHp4WGhnLLLbfUuK1du3bs2LGDAwcOkJubS4cOHQgJCWlwSCEaVWE6ZO0DdNDm4kd3C9EowjvDkKcg6RVarv8PobxKx4h2aqcSQlyCZZZwanYxZZVGvD1kyoujadARyxcSFxdH//79pQgWjiElSXnfsjv4BqsaRbiwwU9AeCJelQX8n8ccOkYEqJ1ICHEJzQO8aObrgckMh0+fUTuOsIHNhXDbtm15+umnL3m/adOmERsrm4+Ehln7g6UtQqioukWiCjfGuW3mMlOy2omEEJeg0+ms7RH7MqRP2BHZXAinpqaSlZV1yftlZ2eTmppq69MI0bjkWGWhIcawRD42TQCg644XIf+EuoGEEJdkOWFOJkc4pkZpjThXWVkZ7u42tyIL0bhO7YaSbPDwg6g+aqcRLu5odjHvVlzNDnM73CoKYf5UMMkcdiG0zNInfECOWnZIjVoIG41GtmzZUuMEOiE0xdIWETMI3D3VzSJc3t6MQqpw55OQfym/nB1LhvVyRL0QWiaTIxxbvZZqR4yo2UO5ePHi826zqKqq4tChQ5w+fZpJkybZnlCIxiT9wUJD9qQXABDcKh5avQq/PgwrX4K2w6BlN1WzCSFq1yFMKYSzisrJLa4g2E8WVRxJvQrhpKQk67VOpyMzM5PMzMyLfk2vXr2YMWOGTeGEaFQVJXB8o3IthbDQgLNHKxug+21wcAns/x1+vhemrAZPX5UTCiH+zs/LnVbBvhzPLWF/ZiEDYkPVjiTqoV6F8KpVyqYis9nMiBEjGDt27AUnR3h6ehIVFUV0dHTDUwrRGI6vB2M5BEZCaHu10wgXZzabzxbCLQOVEw6vfA9OboHsg7Don3D1LJVTCiFqEx8eoBTCGUVSCDuYehXCQ4cOrXE9bNiwGrcJ4VDOnRYhxyoLlWUVlZNTXIFeB3HVL7XiFwLXfgpfXg3bvlJ62bvepG5QIcR54sMDWLr3lEyOcEA2j3OwrA4L4bDkWGWhIXuqZ5C2be6Pj+c5p1O1HQrD/gVJM+D3x5WDX5rHqZRSCFGbuOoRavtlcoTDafTxaUJoUlEmnN6DcqzyMJXDCHFuf3Dg+Z8c8pRy/HdlCcy7HSqKmzidEOJiLJMjDp0qwmQyq5xG1EeDBvwajUZ+/PFHli9fTlpaGmVlZbXeT6fTsWLFioY8lRD2ZTlWOaKr8vKzECrbm3FOf/Df6d3gutnw8SDI2gcLn4IJHzZxQiHEhcSE+OLprqekwsiJvBJah/ipHUnUkc2FcEFBAWPGjGHz5s2YzRf/7Ucn/ZdCa6xj0+Q0OaEN+y62Igzg30Iphr+8GrZ/A9F9oOcdTRdQCHFB7m56OoT5szutkP2ZRVIIOxCbC+HnnnuOTZs2ERkZycMPP0xCQgKBgRf4Bi6ElpjN0h8sNKW4vIqjOUq7Q8KFCmGANkNg+L9h5f/BH/+AFh2VglgIobq4sEClEM4oYkyncLXjiDqyuRBesGABQUFBbNy4kcjISHtmEqJxndoDxafBwxei+6qdRgj2ZxZhNkOLAC+aB3hd/M6Dn4SMHbDvV/j+NpiSBIERTZJTCHFhZ49aLlQ5iagPmzfLnTp1ioEDB0oRLByPpS2i9UBwv0TRIUQTuGh/8N/pdDDhI2U1+EwmzLsNqsobOaEQ4lLkqGXHZHMhHBYWhre3tz2zCNE0UqQtQmjLRSdG1MbLH276BrwNcHIzLPyH0vIjhFCNZUU4NbuYskqjymlEXdlcCF955ZWsW7eOyspKe+YRonFVlsKx9cq1FMJCI/amFwB1XBG2CG4L188BnR62fgl/ftxI6YQQddE8wItgP09MZjh8+ozacUQd2VwIv/DCC7i7u3P//fdfcGyaEJpzfANUlUFAhBxKIDSh0mhiX/VLqZ1bGur3xe1GwWUvKteLp8H+P+ycTghRVzqdznoqpLRHOA6bN8t9+OGHjB49ms8//5xly5YxcuRIWrVqhV5/fm2t0+l47rnnGhRUCLuw9Ae3lWOVhTYcyTpDRZUJfy93WgX71v8B+j8EOUfgr8/hp3vgzoXK6XNCiCYXFx7AhpQc9mfIhjlHYXMhPH36dHQ6HWazmRMnTjB37tzz7mP5vBTCQjMsY9PajVQ3hxDVdqed3Sin19vwy5lOB+PfhPzjcGQFfDsR7lkBQdF2TiqEuJSzkyNkRdhR2FwIP//88/bMIUTjK8qEU7sBHbQdpnYaIQDYU90fXO+2iHO5ucMNc2HOWOXo8G8nwl2LwVtmuwvRlGRyhOORQli4jhrHKoeqGkUIiz3VK8Kd6rNRrjbegTDpe5g9UimG590Gk+bJiEAhmlCHsAB0OsgqKifnTDkh/vLvT+ts3iwnhMOxHqss0yKENphM5rMrwpENWBG2CIpWimEPP+UXv5+ngEnGOAnRVPzO6fWXVWHHIIWwcA0mkxTCQnOO5ZZQXGHEy11PbHM/+zxoy+7KjGG9B+xdAH88ITOGhWhClnng+2TDnEOwuTXCory8nFWrVnHgwAEKCwsx1/INVzbLCdWd2g3FWcpKmRyrLDRid5qyGhwfEYi7mx3XJWKHw3Wz4Yc74K+54BsCI/9jv8cXQlxQQkQgi3ZnWk+MFNrWoEJ4/vz53HfffeTk5FzwPjI1QmiCZTW4zWBw91Q3ixDVdls3yjXCprZOE6D0Hfj9MVj7FvgEw4CH7P88QogaEqpXhC0nRgpts7kQ3rJlCxMnTgTgpptuYs+ePezatYt//etfHDp0iGXLllFYWMjdd99NVFSU3QILYRNpixAaZPlBaZf+4Nr0uhNKc2HFi7D03+Dpp9wmhGg0lhMiLTPCPd2lC1XLbC6E33zzTYxGI/Pnz+eqq67izjvvZNeuXbz88ssAZGVlMXnyZBYtWsS2bdvsFliIeqsoUU6UAymEhWaYzWZra0SDJ0ZczKAnoDQP1r+vrA7r3aDH5MZ7PiFcXEuDN4He7hSWVXH49Jn6HZ0umpzNv6asW7eOjh07ctVVV9X6+ebNm/Pdd99RXFzMCy+8YHNAIRrs2DowVoAhGkLaqZ1GCADSC8rIK6nEXa+jQ/WxrI1Cp4PL/g/6TlU+/vUR2PZN4z2fEC5Op9NZ2yNkw5z22VwIZ2VlER8fb/3Y3V1ZXC4rK7PeZjAYGDp0KAsXLmxARCEayNoWIccqC+3YU70a3D4sAG8Pt8Z9Mp0Oxr4Kve8FzPDLg7Dju8Z9TiFcmLVPWAphzbO5EA4ICKCqqsr6scGg9Lilp6fXuJ+HhweZmZm2Po0QDWcthOVYZaEdu9PtdJBGXel0MP4N6HUXYIYF98POeU3z3EK4GEs7hKwIa5/NhXBUVBQnTpywfmxZHV61apX1tsrKSjZu3EhYWFgDIgrRAAVpkLUfdHpoM0TtNEJY7W3MiREXotPB+LeUHmGzSTlw46+5Tff8QriIc2cJ1zZWVmiHzZvlBg0axOzZsykoKMBgMHD55Zfj7u7OE088QVlZGa1ateLTTz8lPT2dW265xZ6Zhag7y2pwyx7gG6xuFiHOsTutkSdGXIheD1fMBL07bJkDvz0KFcXQ/8GmzSGEE2vXwh83vY68kkoyC8uIMPioHUlcgM0rwhMmTCAqKorVq1cDEBERwTPPPENRURGPPPIIEyZM4I8//iAoKIiXXnrJboGFqBcZmyY0KPtMOZmFZeh0Z3sJm5ReD5e/DQMeUT5e8gwkvSYn0AlhJ94ebrRr7g9Ie4TW2bwiPHLkSA4dOlTjtueff57ExER++OEHcnNzSUhI4LHHHqNVq1YNDipEvZmMkFLdqiOFsNCQPdX9wW1C/fDzavABn7bR6eCyF8ErAFa9DEmvQEWRMmFCNpUK0WAJEQEcOFXEvowiRsRLi6hW2f078LXXXsu1115r74cVov4ydijzU70CIaqX2mmEsDo7P7iJ2yL+TqeDof8ET39YMk2ZNVxepKwW6xt5koUQTi4hIpAF29PlhDmNs7k14mLHKguhCdZjlYeAm4e6WYQ4xx41NspdTP8H4Mr3AJ2yee7725SDaIQQNpNZwo7B5kI4MjKSG2+8kUWLFmEymeyZSQj7OHd+sBAasqexj1a2Rc/b4cYvwc0LDvwBX14NJblqpxLCYVkK4aM5xZRUVF3i3kItNhfCZrOZH3/8kSuuuILo6GieeeYZDh48aM9sbN68mfHjxxMUFISfnx/9+vVj3rz6z708ffo0jz/+OO3bt8fb25uQkBD69+/PRx99ZNe8QkPKi+DEn8q19AcLDSkoreRYjrLa2mQzhOuq41Uw+RfwNsDJTfDZaMg7pnYqIRxS8wAvmgd4YTbD/switeOIC7C5EM7IyGDmzJl07dqVjIwMXnvtNRISEhg0aBBz5szhzJkzDQq2atUqBg4cSHJyMjfeeCNTp04lMzOTiRMn8tZbb9X5cbZv307nzp2ZNWsWnTp14vHHH2fSpEn4+fnx22+/NSij0LDUZDBVQbM2ENxW7TRCWFn6BSODfAjy9VQ5TS1a94e7lkJgFOQcgs8uU/rthRD1Ju0R2qcz22HS886dO5kzZw7ffvst2dnZ6HQ6fHx8uP7667nzzjsZOnRovR6vqqqK+Ph4Tp48ycaNG+nWrRsABQUF9OnTh9TUVA4ePEjr1q0v+jiFhYUkJiZSWlrK8uXL6dKly3nPYzkaui4KCwsxGAwUFBQQGKixlRxR08KnYNOn0OtuuOJttdMIYTV7bQov/bGPMZ3C+OQ2DW/iLEyHr6+H03vAww+u/wzixqmdSgiH8uqi/Xy8+gi39mvFSxMS1Y7jMupTr9m8InyuLl268O6775Kens6PP/7I5ZdfTkVFBV9++SUjRoygXbt29Xq8lStXcuTIESZNmmQtgkE5xvmZZ56hoqKCL7744pKP8+GHH3L8+HFeffXV84pgoF5FsHAwMj9YaNQe69HKGuoPrk1gS7hrEbQZCpXF8L+bYd17MmtYiHpIiAgAkMkRGmaXQtjC3d2da6+9ll9//ZWTJ0/y8MMPYzabOXr0aL0eJykpCYDRo0ef97kxY8YAWA/yuJjvv/8enU7Hddddx4EDB3j//fd5/fXX+fXXX6moqKhXJuFA8o5BzmHQuUGbwWqnEaIGy+i0zpEO8KqStwFu/Ql63QWYYdlz8OtDUCXfP4WoC8tRy/szizCZ5JdILbL7kmh5eTk///wzc+fOZeXKlTY9huWgjvbt25/3ufDwcPz9/c87zOPvKioq2LVrF82bN+f999/n+eefrzHdom3btixYsIDExAu/VFFeXk55ebn148JC+Y3OIRxerryP7qP8IBdCI4rLqziSpeyf6Kz1FWELNw9lrnBonDJreNvXkJsKE7+SY8uFuIQ2oX54uuspqTByPLeEmFA/tSOJv7HbivCff/7J1KlTiYiI4NZbb2XZsmUEBAQwdepU/vzzz3o9VkGBsmJiMNT+gyIwMNB6nwvJzc3FaDSSk5PDiy++yOuvv86pU6c4efIkzz33HEePHuXKK6+krKzsgo8xY8YMDAaD9S06Orpefw6hEksh3G6UujmE+Ju9GYWYzBAW6EWLQG+149SdTgf9psKkeeAZAMeS4b8jIOuA2smE0DR3Nz3x4dXtEbJhTpMaVAhnZGTw+uuv07FjRwYMGMCnn35KQUEBI0aM4JtvviEjI4MPP/yQXr2afkOIZfXXaDTywAMP8OSTT9KiRQsiIyN58cUXueGGGzh27Bg//vjjBR9j2rRpFBQUWN9OnDjRVPGFrarKIaW6bab9ZepmEeJvdp5UfoFPjAxSN4it2l8G9yyDoFaQd1Qphvf+qnYqITQtIVwmR2iZzYXw+PHjadWqFdOmTWP//v20bt2a6dOnc/ToUZYtW8bNN9+Ml5eXTY9tWQm+0KqvZTdgXR4D4Kqrrjrv85bbtmzZcsHH8PLyIjAwsMab0LjjG5WNPX4tIEx26Apt2XUyH4AuUQ7SFlGbFglw7yqIGQwVZ2DebbDiRTAZ1U4mhCZZNsxJIaxNNhfCixcvxtPTk0mTJrFixQpSUlL4z3/+Q6tWrRocytIbXFsfcGZmJmfOnKm1f/hcfn5+REZGAhAUFHTe5y23lZaWNiys0JbDy5T37UaB3q57QYVosF3VG+USHbkQBvALhdsWQL8HlY/XvgXf3gilearGEkKLOlbvB5DJEdpkc6Xw8ccfk5GRwVdffcXw4fY9wtYyd3jp0qXnfW7JkiU17nMxI0Yoo7P27t173ucst8XExNgaU2jRoer+4PbSHyy0paiskpTsYgAStXS0sq3c3GHsK3DtbHD3UXrzPx0GmbvVTiaEpsRXrwinF5SRVywTV7TG5kJ4ypQpjdYqMHLkSNq2bcu3337L9u3brbcXFBTwyiuv4OnpyeTJk623Z2RksH///vNaKaZOnQrAq6++Sn5+vvX2zMxMZs6ciV6v57rrrmuUP4NQQcFJyNoHOj20te8vZ0I01J70Qsxm5US5UH/b2sY0qcsNcPdSCGoNeanKSXS7f1I7lRCaEejtQesQX+DsHHGhHZp87djd3Z3Zs2djMpkYMmQIU6ZM4cknn6Rr164cPHiQV155pcZK7rRp00hISGD+/Pk1HmfAgAE88cQT7Nmzhy5duvDggw8yZcoUunbtSlpaGi+99BIdOnRo4j+daDSWaRGRvWSsk9CcXdaNck6wGvx3EV1gSpJygE1lCfx4Fyx6WuYNC1HNMi5xT/rFJ16JplfnOcKWNgNb6HQ6VqxYUa+vGT58OMnJyTz//PN8//33VFZWkpiYyGuvvcbEiRPr/DhvvfUWiYmJfPDBB8ydOxedTkf37t35+OOPueaaa+r7RxFadqi6P1imRQgN2uks/cEX4hsMt/wIK/8Pkt+BPz+GE5vghrnQrLXa6YRQVafIQP7YlcFuWRHWHJ3ZXLfzMvUX2Hik0+kA+PvDnHu7TqfDaHT8HcX1ObtaNDFjJbzWBiqK4N6VENlT7URC1DDsjVWk5pTw1d19GNy+udpxGteBxTD/PijLVw61mfARxF+udiohVLPmYBaT52yibagfK/8xTO04Tq8+9VqdV4RXrVp13m0LFixg5syZdOvWjcmTJ9OmTRsAUlNT+fLLL9m2bRuPPfYYV199dT3/CELU04k/lSLYNxQiuqudRogaCkoqSc0pAZy0NeLv4sbC1GT48U44uRm+mwT9H4JR05WT6oRwMZ1aKsVYSnYxRWWVBHjLvwOtqHMh/PcpDcnJycyaNYsZM2bw9NNPn3f/Rx99lNdff51///vf0oIgGp+lLaLdSBmbJjRnd3VfYKtgX4J8PVVO00SCouGOhbB8Omz8ADbMqm6V+BwMUWqnE6JJhfh70dLgTXpBGfsyiujTRvaxaIXNFcPLL79MfHx8rUWwxT//+U/i4+N5+eWXbX0aIermcHUPuhyrLDTIeqKcs/YHX4i7pzJibeI34GWAk5vg40FK64QQLsYyT3h3mmyY0xKbC+FNmzbRpUuXS96vS5cubNq0ydanEeLSCjPg1C5AB7Ej1U4jxHl2peUD0MUV2iJqk3AF3LcaIroph278byIs/CdUlqmdTIgm0zlSaY/YLZMjNMXmQrisrIz09PRL3i8jI4Py8nJbn0aIS7OOTesBfiHqZhGiFi67Inyu4DbKvOF+Dygfb/oEZo+ErAPq5hKiiVhHqKXJ5AgtsbkQ7tixI8nJyaxfv/6C99mwYQNr1qyhU6dOtj6NEJdmKYSlLUJoUG5xBSfzlKPcO7vqirCFuxeMnQGTflA2tp7aDZ8MhS2fQ90GGAnhsCz//g9nnaGs0vEnaTkLmwvhhx9+GKPRyNixY/n3v//N3r17KS0tpbS0lH379vHss88yduxYzGYzDz74oD0zC3GWsQpSqieatJP5wUJ7dlX3A7YN9SNQdoorOoyG+9crJ0BWlcLvj8G826AkV+1kQjSasEAvQv09MZrM7M8sUjuOqGZzITx58mQefvhhzpw5w6uvvkpiYiL+/v74+/vTuXNnZsyYQVFREQ8++CC33367PTMLcdbJzVBWAD7NlNYIITRm18l8wMXbImoTEAa3/gyX/R/oPWDfb8pGutR1aicTolHodDo6yYY5zWnQnKmZM2fy22+/MWLECLy8vDCbzZjNZjw9PRk+fDi//vor7733nr2yCnE+S1tE7AjQu6mbRYha7HTmo5UbSq+HgY/APcsgOBYK0+CLK2Dly8qrPUI4GcuGOTlqWTvqPEf4Qi6//HIuv/xyjEYjOTk5AISEhODmJkWJaAKHlirvpS1CaJSlNaJLVJC6QbSsZXe4bw0sehq2fw1rXldanq75BEJi1U4nhN10tq4Iy4Y5rbDbyQNubm60aNGCFi1aSBEsmkZhOmTuBHSyUU5oUlZRORkFZeh0Z0+WEhfg5Q8TPoDrPqueObxZaZWQjXTCiVg2zB3ILKKiyqRyGgF2WBHOyMjgl19+4cCBAxQWFmKu5RuWTqfjs88+a+hTCVGTZTU4qhf4N1c3ixC12HEiH4B2zf3x82rwt1vXkHg9RPeFBfdD6lplI92BRXDV+0pfsRAOLKqZD4He7hSWVXHodJG1Z1iop0Hfmd9//32eeuopKisrrbdZCmGdTmf9WAph0SgOLlHedxijbg4hLmB7dSHcLTpI1RwOJygaJv8KGz+EFS/AoSXwUX+48j3lcA4hHJRlw9yGlBz2pBVKIawBNrdGrFixgkcffRRvb2/+9a9/0b9/fwA++eQTnnzySWJiYgB47LHHmDNnjl3CCmFVWQopScp1h7GqRhHiQqyFcKsgVXM4JL0eBjwEU1ZDWCKU5MD3t8CCB6FM+iuF45IT5rTF5kJ45syZ6HQ6lixZwssvv0z79u0BuPfee3njjTfYu3cvt99+O3PmzGHw4MF2CywEAKnJUFkCgZEQ1lntNEKcx2QyW1sjuspGOduFdYR7V8DAxwCdspnu44Fw7MKHOQmhZZY+YRmhpg02F8KbNm2iR48e9O3bt9bPe3l58dFHH+Ht7c2LL75oc0AhanVwsfK+/WiobsMRQktSsospKq/C20NPfHiA2nEcm7sXXPYC3LkQglpB/nH4fDwsnw5VFWqnE6JeLO0Q+zKKMJpkI6jabC6E8/LyiI09O9bGw0M5Mam0tNR6m5eXF4MHD2bFihUNiCjE35jN5/QHS1uE0CZLW0RipAF3N7sN6HFtrQfA1HXQ7VbADMnvwOwRcGqP2smEqLM2oX74erpRWmkkJeuM2nFcns3fnYODgykuLrZ+3KxZMwCOHz9e437nzhcWwi5O74OCE+DuDW2GqJ1GiFptP5EHyEY5u/MOVMasTfwafEMgcxd8MhTWvCmHcAiH4KbX0TFC6RO2HLgj1GNzIdyqVStOnDhh/bhz586YzWZ+//13621nzpxh7dq1REVFNSylEOeytEW0GQqevupmEeICzk6MaKZuEGeVcCXcvwHixoOpElb+H3x2GWQdUDuZEJdkOWBnZ/UR7EI9NhfCQ4cOZc+ePZw6dQpQTpjz8/PjmWee4amnnuL9999n2LBh5ObmMmaMjLcSdiRj04TGlVUa2Z9RBEDXaBmP1GgCwuCmb5UT6LwNkL4VPh4M62aCyah2OiEuyPJ9YYesCKvO5kL4hhtuYNiwYWzfvh1QWiXefvttqqqqePvtt3nsscfYunUrrVu35oUXXrBXXuHqinPg5CblWgphoVF70guoMpkJ9fciMshH7TjOTaeDrjfBAxuVo9aN5bDsPzBnLGQfVjudELWyrAjvzSiUE+ZUZvOBGr1792bZsmU1brv33nvp2bMnP/zwA7m5uSQkJHDnnXdiMMiKiLCTw8vBbFLmihqk5UZo07bj+YDSH6yTqSZNI7Al3PIDbPsaFk9TfmH+eBCMeh763KfMJRZCI2JCfK0nzB08VWQdqSaant3P/OzRowc9evSw98MKobD0B8tqsNAwS39wdzlIo2npdNDjNmg7DH59SDl0Z/G/YN9vcPUsCG6rdkIhAOWEuS5RQSQfzmbHyXwphFUkvyILx2GshMPVo/hkbJrQsO1ykIa6gqLhtgVwxTvg4QfH1sFHA2HTf8EkL0MLbegSpRS/O09In7CapBAWjuP4RigvAN9QiJRXHYQ2ZZ8p52ReKToddJGNcurR6aDXXfDAeogZrJxEufAf8NXVkHdM7XRCWPuEd8jkCFVJISwcx7mnyend1M0ixAVYjlWObe5PoLeHumEENIuByb/CuDfAwxeOroGPBsDmz2R1WKjKMmP80OkzlFbIlBO1SCEsHIf0BwsHcHZ+cJCqOcQ59HroOwWmJkN0P6g4A388AV9eBbkpaqcTLirc4E2LAC+MJjN70qU9Qi1SCAvHkHUQcg6D3gNiR6idRogLsvYHSyGsPSGxcOdCGPuasjqculbpHd74kcwdFqo42x4hhbBapBAWjuHAH8r7tkOVI1aF0CCTyXx2YoQUwtqkd4N+U+H+c3qHF/8LPh+n/MItRBPqatkwJ33CqpFCWDiG/dWFcNx4dXMIcREp2cUUlVXh5a4nLjxA7TjiYoLbwO2/wRXvgmcAnPhTmTu89m0wVqmdTriILtW/MO+UFWHVSCEstK8oE05uVq6lEBYatvVYHqC0RXi4ybdXzdPpoNed8OA5p9KteAFmj4TM3WqnEy6gS/X84KPZxRSUVqqcxjXJd2qhfQcWKu8je0FghLpZhLiILcdyAejZupnKSUS9GKKUU+kmfAzeQZCxHT4dCqtmQFWF2umEE2vm50mrYF8AdsmqsCqkEBbat7+6EI6/XN0cQlzCX9Urwj1bSSHscHQ66HYzPLgJ4q8AUxWsfhU+HQZpW9VOJ5yY5WANmSesDimEhbaVFcLR1cq1FMJCw/KKKziSVQxAD1kRdlwBYTDxa7j+c+XwntN7lFaJZc9DZana6YQTspxAKRvm1CGFsNC2w8vBWAEh7SC0g9pphLigbSeU1eC2zf0I9vNUOY1oEJ0OOl8LD/4Jna8HswnWvQsfD1ZOuBTCjqwrwnLUsiqkEBbaZpkWEX+58sNJCI2Stggn5BcK138GN/0P/MMh5xDMGQuL/gUVxWqnE04iMcqAm15HZmEZGQXyqkNTk0JYaFdVBRxaplzHX6FuFiEuwVoIS1uE84kfr6wOd78VMMOfH8GH/SFltdrJhBPw9XQnvnrc4rbj+eqGcUFSCAvtOpYM5QXg10KZGCGERlUaTdaDNKQQdlI+QXD1B3Drz2CIhvxjyhHNvz2m7GUQogG6twoCzo5gFE1HCmGhXdZDNMaBXv6qCu3al1FIWaWJQG93Ypv7qx1HNKZ2I+GBDdDrbuXjvz5XVocPLVc3l3BoPapbqrZV/0Itmo5UF0KbzOZzxqZJW4TQNktbRI/WzdDrpZfd6XkFwBVvw+2/Q7MYKDwJ31wHCx6AUlnRE/XXvboQ3pVWQEWVSeU0rkUKYaFN6dugKB08/KDNELXTCHFRslHORbUZDPevh34PADrY/g180O/sL/FC1FFMiC/Bfp5UVJnYmyGtNk1JCmGhTft+U963HwUe3upmEeISLH19PWOkEHY5nn4wdgbctQRC2sOZTPjuZvjxbijOUTudcBA6nY7u0UGA9Ak3NSmEhfaYzbB3gXLd8WpVowhxKen5paQXlOGm11kH4wsX1KovTE2GQY+DTg+7f4QP+sDun5XvaUJcgnXD3HEphJuSFMJCe07tgdwUcPeG9qPVTiPERVnaIhIiAvDzclc5jVCVhzeMmg73rIAWHaEkG368E+bdBkWn1E4nNM66YU5GqDUpKYSF9uz9RXkfO1LZlCKEhkl/sDhPZA+YshqGPg16d6XV68O+sON7WR0WF9QlOgi9DtLySzldWKZ2HJchhbDQHkshLG0RwgGcOzFCCCt3Txj+DExJgvAuyjSJ+VPg24lQkKZ2OqFB/l7udAhTFn+2yqpwk9F0Ibx582bGjx9PUFAQfn5+9OvXj3nz5tn8eHl5eURGRqLT6Rg7dqwdkwq7Ob0fsg+A3gPi5P+R0Laiskr2pBcA0KdNsMpphCaFJ8K9K2Hkf8DNEw4tgQ/7wdYvZXVYnKe7tT1C+oSbimYL4VWrVjFw4ECSk5O58cYbmTp1KpmZmUycOJG33nrLpsd86KGHKCgosHNSYVf7flXex44Ab4O6WYS4hL+O5WEyQ6tgXyIMPmrHEVrl5gGDn4T71iqnZJYXwq8Pw1cTIO+Y2umEhvSo3jAnfcJNR5OFcFVVFffeey96vZ41a9bw6aef8tZbb7Fjxw46dOjAM888w7Fj9fvm8dNPP/Htt9/y2muvNVJqYRfSFiEcyKajuYCsBos6ahEPdy+F0S8rm4FTkpRT6Tb9F0xyiII4uyK8My2fSqP8nWgKmiyEV65cyZEjR5g0aRLdunWz3m4wGHjmmWeoqKjgiy++qPPjZWVlcf/993Pbbbdx+eWXN0JiYRc5R+DUbmVzSdw4tdMIcUlSCIt607vBgIeUgzhaDYDKYlj4D/jiCuV7oHBpbUP9MPh4UFZpYp8crNEkNFkIJyUlATB69Pmjs8aMGQPA6tWr6/x4U6dOxc3NjZkzZ9oln2gkltXgNkPAVwoLoW1llUZ2nMwHoK8UwqK+QmLhjj9g3BvKCZrH1sHHg2DzbOkddmF6vc7aHrE5VfqEm4ImC+FDhw4B0L59+/M+Fx4ejr+/v/U+l/L111/z888/8/HHH9OsWf12dZeXl1NYWFjjTTQiaYsQDmTb8XwqjWbCAr1oFeyrdhzhiPR66DsFHlgPMYOhsgT+eBK+vlYmS7iwXjHKL9ZbUnNVTuIaNFkIWza0GQy1b5YKDAys06a39PR0HnnkEW6++Wauvrr+xdWMGTMwGAzWt+jo6Ho/hqijvFTI2K6cyBR/hdpphLiks20RIeh0OpXTCIfWLAYm/wpjX1V6h4+shI/6w855sjrsgiytVptTczHL//9Gp8lC2F7uuecePDw8eO+992z6+mnTplFQUGB9O3HihJ0TCqs9C5T3rQeCX6iqUYSoi02pOYD0Bws70euh3/3KZImWPaCsAH6+F+ZNhuIctdOJJpQYacDTTU/2mQpSc0rUjuP0NFkIW1aCL7TqW1hYeMHVYosvvviCRYsW8cEHHxAaalth5eXlRWBgYI030Uh2/6i873ydujmEqIOKKpP1IA3pDxZ21bwD3L0Mhv+7+lS6X5W5wwcWqZ1MNBFvDze6Ris1zuaj0h7R2DRZCFt6g2vrA87MzOTMmTO19g+fa9u2bQDccMMN6HQ661ubNm0AWLJkCTqdrsZUCqGSrIOQuUv5pi/9wcIB7E4voKzSRDNfD9o191c7jnA2bu4w9J9wzwpoHg/Fp+F/N8GCB6FM9qq4Akuf8GbpE2507moHqM3QoUOZMWMGS5cu5aabbqrxuSVLlljvczH9+/fnzJkz591+5swZvv/+e6KiohgzZgytWrWyX3Bhm90/Ke9jR8i0COEQLP3BvWOC0eulP1g0kpbdYMpqWPUSrJ8F27+Go6thwkfQZrDa6UQj6hMTzEcckUK4CejMGuzErqqqIi4ujrS0NDZu3GhdtS0oKKBPnz6kpqZy4MABYmJiAMjIyKCgoICIiIhLtkykpqbSpk0bxowZw+LFi+uVy9KSUVBQIG0S9mI2w6zekHMIrvkEut506a8RQmV3zd3Myv2nefbyBO4Z3FbtOMIVHFsP86dC/jFAB4MeU9on3DzUTiYaQUFpJd1eXIrZDJv+PZIWAd5qR3Io9anXNNka4e7uzuzZszGZTAwZMoQpU6bw5JNP0rVrVw4ePMgrr7xiLYJB2dSWkJDA/Pnz1QstbJO5UymC3b0hbrzaaYS4JKPJbF2l6dsmROU0wmW0HqAcwtH9NsAMye/AZ6PlEA4nZfDxIC4sAIAtMk+4UWmyEAYYPnw4ycnJDBw4kO+//56PPvqIsLAwvvvuO5588km14wl7sbRFtB8N3rLKLrRvb3ohRWVV+Hu5kxARoHYc4Uq8/OHqWXDjl+AdBOlb4ePBsO1rGbPmhM4doyYajyZ7hC369OnDokWX3ik7d+5c5s6dW6fHjImJkbl8WmEywe6flevE69XNIkQdrT+SDSjTItzdNLuWIJxZx6shsqfSKpG6Fn55EA4vhyveAZ/6HRwltKtXTDBfbjgmhXAjk+/iQj0nN0PBCfAMUFaEhXAA648oM10HtJN510JFhiiY/AuM/I8ycWfPfPhokNJLLJxC7xjll5q96YWcKa9SOY3zkkJYqMcyOzj+cvDwUTeLEHVQUWWyTowYECv9wUJlejcY/CTcvRSC20LhSZh7Oax8CYxSODm6CIMPUc18MJlh6zHpE24sUggLdRirlBUMkEM0hMPYcTKf0kojIX6e1o0sQqgusifctwa63QJmE6x5A764EgrT1U4mGqiPzBNudFIIC3WkroHiLKWfre0wtdMIUSfrDiv9wf1iQ2R+sNAWrwCY8CFcP0dpNzu+Hj4eBIeWq51MNIBlw9zGFDlmu7FIISzUseN75X3HCeDuqWoUIerK0h88MFb6g4VGdb4O7lsN4V2gJAe+uQ5WvCitEg6qX1ulBWv7iXxKK4wqp3FOUgiLpld+Bvb9qlx3m6RuFiHqqLTCyLbjSp+e9AcLTQuJhbuXQe97lI/XviWtEg6qdYgvEQZvKo1mthyT9ojGIIWwaHr7foPKEmVzR1RvtdMIUSebU3OpNJppafCmdYiv2nGEuDgPb7j8Lbj+85qtEoelVcKR6HQ6+lf/4r3hiLRHNAYphEXT2/md8r7rzaCTPkvhGM4dm6aTv7fCUXS+tmarxNfVrRImeZndUfSvbo/YIH3CjUIKYdG0CtIgZbVy3eVGdbMIUQ+WgzSkLUI4nNpaJb6+FoqlsHIElhXhnScLZJ5wI5BCWDStXfMAM7QeCM1i1E4jRJ0UlFSyO60AgAGyUU44ImurxBzw8IOUJPh0KKRtVTuZuISoZr5EB/tgNJlljFojkEJYNB2zGXZUt0V0mahuFiHqYePRHExmaNvcj3CDt9pxhLBd5+vgnuUQHKuc7DlnLGz9Su1U4hIs7REbpU/Y7qQQFk0nYztk7Qc3L+g0Qe00QtRZ8iGlLULGpgmnENYRpqyCuPFgLIdfH4LfHoWqcrWTiQuwbpiTPmG7k0JYNB3LanD85eBtUDeLEPWw+mAWAEM7NFc5iRB24m2Aid/A8GcBHfw1Fz4fp+zjEJrTv63yS/jutAIKyypVTuNcpBAWTcNYCbt+VK673qxuFiHqITW7mOO5JXi4nR1jJIRT0Oth6FNwyw/gHQRpf8EnQ+DoWrWTib8JN3jTJtQPkxk2pUifsD1JISyaxqGlUJINfs0hdoTaaYSoM8tqcK/Wwfh5uaucRohG0P4ymJIEYYnK9+kvr4ZN/1U7lfgbyylz66VP2K6kEBZNY+uXyvuuN4ObFBPCcaypLoSHSFuEcGbBbeDupZB4A5iNsPAf8Pvjyqt5QhMGtlMK4XWHs1VO4lykEBaNrzBdWREG6DFZ3SxC1EN5ldG6+iL9wcLpefrCtf+FUdMBHWyZA19OkHnDGjEwNhSdDg6cKuJ0YZnacZyGFMKi8W3/BswmaDUAQturnUaIOvsrNY/SSiPNA7xIiAhQO44QjU+ng0GPw83/A09/OJYM/x0Op/epnczlNfPzpHNLZaN5sqwK240UwqJxmUxnZ1T2vF3dLELUk6U/eEj75nKssnAtceOUecPNYiD/GMweBQcWqZ3K5Q1qr0yPWHtICmF7kUJYNK6jq5Vvol4GSLhK7TRC1Iu1EO4g84OFC2qRAPeugpjBUHEG/nczrH1bORxJqGJwO+V7UfLhbMzy/8EupBAWjcuySa7LDUr/mRAO4lRhGfszi9DpYHB76Q8WLso3GG6bD73uBsyw4gWYf58cvqGSnjHN8PbQk1VUzoFTRWrHcQpSCIvGU5wD+39XrntIW4RwLJbV4C6RBoL9PFVOI4SK3Dzgirfh8rdA5wY7v1c20ZXIPNum5uXuRp82yvSIZGmPsAsphEXj2fkdGCsgohtEdFE7jRD1snLfaQCGxrVQOYkQGtH7Hrj1J/AKhOPrlb7hnCNqp3I5YzuFM65zOLEt/NWO4hSkEBaNw2w+2xYhI9OEgymvMrL2kLIiPCpBCmEhrGKHK/OGDa0g94hSDB/boHYqlzKpbys+urUnw+WXdLuQQlg0jhN/QtZ+8PCFxOvVTiNEvWxMyaW4wkiLAC/ruCIhRLUWCXDvCmjZA0pz4curYNePaqcSwiZSCIvGYTmes/N14C2FhHAsK/adAmBkQgv0ehmbJsR5/FvAHX9A/BVKC9xPd8OaN2SihHA4UggL+ztzGvb+olz3uVfdLELUk9lsZkV1f/DI+DCV0wihYZ6+cONXMOBh5eOVL8EvD0JVhbq5hKgHKYSF/f31BZgqIaoPRHRVO40Q9bI/s4i0/FK83PUMbCfzg4W4KL0eRr8El7+tTJTY/g18fS2U5qudTIg6kUJY2JexCv76XLmW1WDhgJbvVdoiBrcPxcfTTeU0QjiI3nfDpHnKscypa2HOWChIUzuVEJckhbCwrwMLoTANfEOh49VqpxGi3pbvr26LSJC2CCHqpf0ouGsxBERA1j747DI4tVftVEJclBTCwr42V2+S63k7uHupm0WIejpdVMaOE/kAjIyX0URC1Ft4ojJeLTROWRT5fCykrlM7lRAXJIWwsJ+sA3B0Dej00PNOtdMIUW+rqleDu0QZaBHorXIaIRxUUCtlZTi6H5QVwFcTYM8CtVMJUSsphIX9WEamxY2HoGh1swhhg8W7MwEYJW0RQjSMbzBMXnB2vNoPd8Cfn6idSojzSCEs7KMkV9ktDNBnirpZhLBBYVklyYezARjXOVzlNEI4AQ8fuPFL5WhmzLDon7DsP2AyqZ1MCCsphIV9/DUXKkuU/rA2Q9ROI0S9rdx3mkqjmdjmfrQPC1A7jhDOQe8G49+Ekf9RPl43E+bfJ7OGhWZIISwarqoCNn2qXPd/CHRyEpdwPIt2ZwAwrnOEykmEcDI6HQx+EiZ8BHp32DUPvr0BygrVTiaEFMLCDvb8DEUZ4B8Ona5VO40Q9VZcXkXSgSwAxiVKW4QQjaLbJLj5e/Dwg5QkmDseijLVTiVcnBTComHMZtgwS7nuOwXcPdXNI4QNkg5kUV5lolWwLx0jAtWOI4Tzaj8K7vwD/JpD5i5l1nD2YbVTCRcmhbBomNS1yjczD18ZmSYc1tm2iHB00tojRONq2V2ZNRzcFvKPw5zRcPIvtVMJFyWFsGiYDR8o77vdoozLEcLBlFUarfODx8q0CCGaRnBbuGupUhSX5MAXV8ChZWqnEi5ICmFhu1N74OBiQAf97lc7jRA2STqQRXGFkQiDN12jgtSOI4Tr8G8Ot/8OsSOVqUPfToTt36qdSrgYKYSF7ZLfUd53vBpCYtXNIoSNft2RBsCVXVui10tbhBBNyssfbv4OukwEsxEW3K/8bDGb1U4mXIQUwsI2uSmw+yflevAT6mYRwkZFZZUs36e0RVzVtaXKaYRwUe6eMOFjGPCI8vHy6bD4X3LwhmgSUggL2yS/C2YTtB8NEV3VTiOETZbsOUVFlYnY5n50ainTIoRQjV4Po/8PxryifPznx/DTXVBVrm4u4fSkEBb1V5h+to9r8JPqZhGiAX7ZrrRFXN0tUqZFCKEF/R+E6z4DvQfsmQ9fXwdlBWqnEk5MCmFRf+vfB1MltB4IrfqpnUYIm2QVlbPucDYgbRFCaEri9XDLD+Dpr4zo/PxyOXhDNBophEX9FGfDX3OVa1kNFg7sj53pmMzQNTqImFA/teMIIc4VOxzuXAh+LeCUHLwhGo+mC+HNmzczfvx4goKC8PPzo1+/fsybN69OX2s2m1m0aBH3338/Xbp0wWAw4OvrS9euXXnllVcoKytr5PROav17ypibiG4QO0LtNELY7Jcd6QBcLavBQmhTRNdaDt7YonYq4WQ0WwivWrWKgQMHkpyczI033sjUqVPJzMxk4sSJvPXWW5f8+vLycsaPH8/nn39Oy5YtmTJlCnfffTelpaX8+9//ZsiQIZSUlDTBn8SJFJ2CPz9VrodNA+mpFA4qs6CMbcfz0evgii4RascRQlxIcJu/HbxxpRy8IexKZzZrb1hfVVUV8fHxnDx5ko0bN9KtWzcACgoK6NOnD6mpqRw8eJDWrVtf8DEqKyt5/fXXeeCBB2jWrFmN26+77jp+++03Xn/9dZ566qk65yosLMRgMFBQUEBgoAvuMF/0L/jzI4jsBfcsl0JYOLQTuSVsOZbLNd2j1I4ihLiU8jMwbzIcWQE6N7h6FnSbpHYqoVH1qdc0uSK8cuVKjhw5wqRJk6xFMIDBYOCZZ56hoqKCL7744qKP4eHhwb///e8aRbDl9mnTpgGwevVqu2d3WgVpsGWOcj3i31IEC4cXHewrRbAQjsLLHyZ9D11uOnvwxtq35eAN0WDuageoTVJSEgCjR48+73NjxowBGlbEenh4AODufvE/fnl5OeXlZ2cYFhYW2vycDm/tW2AsVyZFtB2udhohhBCuxs0DJnwEAWGwbiaseAHOnIIxM5Q5xELYQJN/cw4dOgRA+/btz/tceHg4/v7+1vvYYs4cZWWztkL7XDNmzMBgMFjfoqOjbX5Oh5Z3DLZ+qVwPl9VgIYQQKtHr4bIXleIX5OAN0WCaLIQLCpTh2QaDodbPBwYGWu9TX4sWLeKTTz4hISGBu++++6L3nTZtGgUFBda3EydO2PScDm/1a8rc4LbDIWag2mmEEEK4uv4PyMEbwi40WQg3ls2bNzNx4kQMBgM//PADXl5eF72/l5cXgYGBNd5cTuaus6fIjXhW3SxCCCGEReL1cOuP4BkgB28Im2myELasBF9o1deyG7A+tmzZwujRo9Hr9SxZsoROnTo1OKfTM5th6bOAGTpdC1G91E4khBBCnNV2GNz5hxy8IWymyULY0htcWx9wZmYmZ86cqbV/+EK2bNnCZZddhslkYsmSJfTu3dtuWZ3a4RWQkgRunjDqebXTCCGEEOeTgzdEA2hyasTQoUOZMWMGS5cu5aabbqrxuSVLlljvUxeWIthoNLJkyRL69u1r97xOyVhVvRoM9JkCzWJUjSNsU1lZidFoVDuGEMJJeHh44ObmpnaM81kO3vj2Rkjfqhy8ceOX0P4ytZMJjdPsgRpxcXGkpaVd8ECNAwcOEBMTA0BGRgYFBQVERETUaJn466+/GDVqFFVVVSxevJiBAxu20culDtT4ay789ih4B8Gj28Gn2SW+QGhJYWEh2dnZNcb/CSFEQ+l0OgwGA+Hh4ei0OEFIDt4Q1K9e02QhDMoRy2PGjMHb25ubbrqJgIAAfvrpJ44dO8abb77Jk08+ab3vHXfcwRdffMHnn3/OHXfcAUBubi7t2rUjLy+PsWPH1roSHBQUxGOPPVbnTC5TCJcXwfs9z85n7P+A2olEPRQWFpKWloa/vz8GgwEPDw9t/sASQjgUs9lMcXExWVlZREREEBQUpHak2hkr4ZeHYOd3yscjn4dBj8voTxdSn3pNk60RAMOHDyc5OZnnn3+e77//nsrKShITE3nttdeYOHHiJb++sLCQvLw8ABYvXszixYvPu0/r1q3rVQi7jKRXlSI4uC30vkftNKKesrOz8ff3JyoqSgpgIYRd+fj4UF5ezunTpzEYDNr8HuPmAdd8LAdviDrR7IqwFrnEivCpvfDxIOUIy1t+lP4qB1NZWcnhw4eJjIx03r+jQghVFRUVcfLkSdq3b3/JE1pVt+FDWDJNue50DVzzCbhffHSqcHz1qdfkVyNxltkMC59SiuD4K6QIdkCWjXGWY8SFEMLeLMVvVVWVyknqQA7eEJcghbA4a9ePcCwZ3H1g7Ay104gG0OTLlUIIp+Bw319qO3ijMEPtVEIjpBAWirJCWPpv5XrIPyColbp5hBBCCHv5+8Eb/x0B6dvVTiU0QAphoVj5f9Ub5GJhwMNqpxFCCCHsK6Ir3LMMQuOgKB0+Hwf7flM7lVCZFMICjq2HTZ8q15e/JRsJhBBCOKdmMUoxHDsCKkvg+1sh+R1lj4xwSVIIu7rKUmXeIkD32yB2uLp5hHBC06dPR6fTkZSUpHYUIYS3ASb9oJyaCrB8Oix4AKrkACJXJIWwq0uaAblHICACRr+kdhohGiw1NRWdTnfem5+fH126dOGFF17gzJkzascUQqjJzR3GvwHj31ROoNvxLXw5AYpz1E4mmpjGBwCKRpX2F6x/X7m+4l3wCVIzjRB2FRsby6233gooJ2JlZWWxaNEipk+fzuLFi0lOTsbNzU3llEIIVfW5F4LbwA93wvH18N/hMGketIhXO5loIlIIu6rKUljwIJhNkHgDxI1VO5EQdtWuXTumT59e47by8nL69+/Pxo0bWb16NSNGjFAnnBBCO9qNgruXwf8mQl4qzB6lnEyXcIXayUQTkNYIV7XsP5C1TxklM/Y1tdMI0SS8vLwYPlzpg8/Ozq7xud27d3PjjTfSokULvLy8aNOmDY899hg5Oee/VKrT6Rg2bFitzxETE0NMTMxFc5hMJkJCQujcuXON23Nzc9Hr9eh0OpYvX17jc3fccQc6nY5jx45Zb5szZw5XX301MTExeHt7ExwczJgxY1i1atV5z5mUlIROp2P69OmsX7+e0aNHExQUVGMmrNlsZs6cOQwcOJDAwEB8fX3p1asXc+bMueifRwiH1yIe7lkJrQdBRRF8fwusfBlMJrWTiUYmhbArOrD47JSIaz4CvxB184gmYTabKamo0vxbY576XlFRYS0Iu3XrZr09OTmZvn37Mn/+fEaOHMkTTzxB69atmTlzJn379j2vaG4ovV7P0KFD2bNnD6dPn7bevnr1auuf/+/F7KpVq2jTpg2tW7e23vbggw9y6tQpRo0axeOPP84VV1zBhg0bGDVqFL/88kutz71+/XqGDRuGTqdjypQpTJw4EVD+ftxyyy3cfffdZGVlMWnSJO655x6Ki4u5++67+cc//mHX/wZCaI5fCExeAH3vVz5e8zr87yYozVczlWhk0hrhaopOwS8PKNf9HlBeEhIuobTSSMf/LFE7xiXtfXEMvp4N/9Z0+PBha2uE2WwmOzubJUuWkJaWxuuvv06HDh0AZXX2jjvuoKSkhMWLFzNmzBjrY/zzn//kjTfe4Omnn+azzz5rcKZzDR8+nPnz55OUlMSNN94IKMWun58fiYmJNQrhlJQUjh8/zl133VXjMfbu3UubNm1q3JaRkUGvXr146qmnuPrqq8973mXLljFnzhzuvPPOGrfPnj2b//3vf9x555188skn1mO6KyoquP7663nrrbe4+eab6dmzp13+/EJokpsHjHsVWnaD3x6FQ0uUwzdu+lb6hp2UrAi7EpMJFtwPJTkQ1hlGPq92IiEazZEjR3jhhRd44YUXePHFF/nwww85cuQIo0aNYtSos78Arlu3jiNHjjBu3LgaRTDAf/7zH4KDg/n222+pqKiwaz5Li8bKlSutt61atYpBgwYxevRoNm/ebJ1uYSmK/96O8fciGCAiIoLrrruOQ4cO1WijsOjRo8d5RTDArFmz8PPz44MPPrAWwQCenp68/PLLAPzvf/+r559SCAfV9Sa4awkYopXJSrNHwt5f1U4lGoGsCLuSde/AkRXg7g3XfQYe3monEk3Ix8ONvS+OufQdVebjYZ9JDmPGjGHx4sXWj3Nycli3bh2PPvooAwcOZOXKlfTt25dt27YB5xeZAP7+/vTq1YulS5dy4MABEhMT7ZINoFOnTjRv3txa5GZlZbFnzx5uu+02+vTpw4svvsjatWsZN26c9T6W4tkiJSWFGTNmsHLlStLS0igvrzkHNT09vUYrBUDv3r3Py1JSUsKuXbto2bIlr712/p6ByspKAPbv32/7H1gIR9OyG0xJgh/vhKNrYN5tMPBRGPGcsnIsnIIUwq7iyEpYWT0neNxr8hKPC9LpdHZpOXBUISEhXHXVVfj6+nLZZZfx7LPPsmzZMgoLCwEICwur9esiIiIArPezF8uGux9++IH09HTWrVuH2WxmxIgRJCYm4u3tzapVqxg3bhxJSUm0a9eOqKgo69cfPnyYPn36UFhYyPDhw7nyyisJDAxEr9eTlJTE6tWrzyuML/TnzMvLw2w2k5aWxgsvvHDBzMXFxfb5wwvhKPxC4db5ygbzjR/AuplwfCNcPwcMUZf+eqF5rvtT0ZXkH4cf71ZGpXW/DXreoXYiIVTTt29fADZv3gxAYGAgAKdOnar1/pmZmTXuB0oRW1VVVev9CwoKMBgMdcoyfPhwfvjhB1atWsX69esxGAx0794dNzc3+vfvz6pVqzh06BBpaWnce++9Nb72nXfeIS8vj6+++so6L9li6tSprF69utbnPHdKhIXlz9azZ0+2bNlSp+xCuAw3dxj7CrTqq5zEeuJP+HgQXPMJdND+q2zi4qRH2NlVlsH3t0FpLrTsrpyiI4QLy8vLA5RNcgDdu3cHqPX44+LiYrZs2YKPjw9xcXHW25s1a0ZaWtp5909NTSU/P7/OWc7tE161ahVDhw61HvIxYsQItm3bxvz584HzWzeOHDkCcN6GOLPZzLp16+qcASAgIICEhAT27dtXr/xCuJSOV8N9a5SfpaV58O2NsPQ5MFaqnUw0gBTCzsxsVna9ZmwHn2C48UvpCxYu7+233wZgyJAhAAwcOJDY2FgWLVp03uzel156iZycHG6++WY8PT2tt/fu3ZvU1NQaq64VFRU88cQT9coSHx9PeHg4v/32G/v27atxwMfw4cMxGo28+eab1o/PZen9TU5OrnH7q6++yu7du+uVA+CRRx6hpKSEe++9t9YWiKNHj5KamlrvxxXCqQS3UTbR9Z2qfLz+Pfh8POSfUDeXsJm0Rjiz1a/Dzu+Uc9SvnwNBrdROJESTOXd8GiiHVaxbt46tW7fSrFkz66YwvV7P3Llz+f/27jysqSv9A/g3ISHsQQHFBQIoVseF2qKoWBEt4oKi1apMi7ijtlaLrWjVHy6Iy6CdGcdprQpYtIq7UzekilSxbnWptoqoqFhXXECQnff3RyYZYsISCCTA+3mePC33nnvOe09urm9uzj3X19cXAwcOxIcffgiZTIZffvkFx48fR6tWrbB8+XKVukNCQnDkyBEMHDgQAQEBMDMzQ0JCAqytrZVjiivL29tbORtD6WS3a9euMDc3x9OnT/HWW2+p1TtlyhRER0dj+PDhGDlyJGxsbHD69GlcuHABgwYNwoEDB7SKIzg4GKdPn8amTZuQnJyM999/H82bN8fjx49x/fp1nDlzBj/88EOFDwthrN4TSeT32sg85UMl7p8FvvUEBq0GOo7Qd3RMS3xFuL66HAccj5D//6BVQCvv8sszVs+Unj5t0aJF+O6775CZmYmpU6fi0qVLaN++vbJsz549cfr0afj7++PIkSOIjIxEWloaZsyYgdOnT8POzk6l7n79+mH79u1o1aoVYmNjsWPHDvj4+CAhIUHlynFlKJJfW1tblVkpxGIxPD09AWie0aJz5844cuQI3nnnHezevRtRUVGwtrZGcnIy3N3dtYoBkI8djomJQVxcHNq3b4/9+/dj9erVSEhIgImJCSIjI1WmnWOswfvLEGDKz0ALdyAvE9g1QX4/Tu4LfUfGtCCgmnyMUz2TlZUFqVSKzMxMlRtnDM6dk8D3Q4GSQvlULz6L9R0RqyV5eXlIS0uDs7MzTEx4GAxjTPf4PPOG4iLgRKT8V1gqBqxaAEO/AVy89B1Zg6VNvsZXhOubh78B2/4qT4L/MhTou1DfETHGGGP1l5EI6D0HmHAEaOwCZP0JfD8EOPwVUJir7+hYBTgRrk+epgCxw+Q/0Th0A4Z9Cwj5LWaMMcZqXEt3IPjE/6YoPb1WPs3a3V/0GhYrH2dJ9cXz28D3/sDrDKCZG/DRdkBsqu+oGGOMsYZDYgEM/gcQsA2wsAee3QSi+wMHvgDyX+k7OqYBJ8L1wct0YJM/8OohYNdO/hQck8pN6M8YY4wxHXtrAPDJaflDrADg3HpgbTcgNUG/cTE1nAjXdc9uAVH9gcx78rFJY/YB5jb6jooxxhhr2EwbAf7/AgL3yqcvzboPbBkB7J4MZD/Rd3TsvzgRrsseXZUnwVn3AZvWQNCPgGVTfUfFGGOMMYVW3sC000C3aQAEwG9xwJp3gTPr5DNOML3iRLiuun8eiBkE5DwBmnYExh0GpC31HRVjjDHG3mRsDvRfBkz8CWj2NpCfBRyaDXznxTfT6RknwnXRH/8BYvyAvJdAy67A2B8BC7sKN2OMMcaYHrV0ByYdkz+FzsQaeHxVfjPd7mAg8099R9cgcSJclxABJ1YD2wOBolygtQ8QuEc+Dokxxhhjhk9oBHSZAEy/ALwTBPlwiW3y4RJHFwN5WfqOsEHhRLiuKMyTP9P86CL5312D5dOzSCz0GxdjjDHGtGduAwz5JzDpKODYQ36B68Qq4J+dgbPrgeJCfUfYIHAiXBc8TwOi+gGXNgMCITDgb8DAlfKn2TDGGGOs7mrxLjDuIDD6B/mN768zgINfAGs9gN+2AyXF+o6wXuNE2NBd+xFY5wU8vAyYNgY+2gl4TNZ3VIwxxhjTFYEAaDtIPrvEwEjAzBZ4fgvYPQn4dzfgyk5OiGsIJ8KG7MgCIO5jID8TcPAAppwAWvfVd1SMsTps7NixEAgEuHPnjr5DaXCcnJzg5OSk7zCYITMSA10nAZ9dBPrMl99Ql3ED2DUB+KYHcHUXJ8Q6xomwITM2l/+3+6fA2AM8PRpjlXDnzh0IBAIIBALY29ujqEjzPJ3Xrl1TlqtOcuLk5KSsRyAQwMjICDY2Nujbty927NhR5XobipiYGGXfLVu2TGOZ5cuXQyAQICYmpnaD01JtfMngLzINhIkV0OtLYOZvgPc8+dNin14Hdo4H1rwjH0Nc8FrfUdYLPMjUkPX6EnDqKX8xxrQiEonw+PFjHDx4EEOGDFFbv3HjRgiFurkWYGRkhPnz5wMACgsLcfPmTezZswfHjh1DREQE5s6dq5N26rsVK1YgODgYjRs31ncoNeLo0aP6DoHVNSZSwGs24BEMnP4WOPMN8OKOfAxxYoT86nHXyYC5rb4jrbP4irAhExpxEsxYFfXo0QNSqRRRUVFq64qKirB582a8//77EIvF1W5LJBJh4cKFWLhwIZYuXYq4uDgkJiZCKBRiyZIleP2ar9xUpFWrVsjMzMTSpUv1HUqNadWqFVq1aqXvMFhdZCIFeocCn/8uv2HeWgbkPgeSVgBftwf2TJU/aItI35HWOZwIM8bqJVNTU4wePRoHDhzAkydPVNbt378fjx8/xvjx41WWz58/HwKBANu3b9dYZ1RUVLk/4Zfm6emJtm3bIjc3F3/88YfKusTERIwfPx5vvfUWLCwsYGFhAXd3d3z33Xca6xIIBOjduzceP36MoKAg2NrawtTUFN26dcPx48c1bvP777/Dz88PlpaWkEqlGDhwIK5evVpmvEVFRVi9ejXc3NxgamoKqVQKb29v/Pjjj2plFcMZYmJi8OOPP8LDwwNmZmZo0aIFFixYgJKSEgDApk2blPU5Ojrib3/7W5ntjx07Fq1bt8batWtx7969Msu9KS0tDRMnToSjoyMkEgmaNWuGsWPH4u7duxrL7969G+7u7jA1NUXTpk0xadIkvHjxoszxuxkZGZg5cyacnZ0hkUjQpEkTjBw5Uq0vnZycsGnTJgCAs7OzcrhH7969Vcq82caDBw8QFhaGbt26oUmTJpBIJHBycsK0adPUjtvKtAEAycnJGDRoEBo3bgwTExO0bdsWYWFhGr+QKbb/888/MWbMGNjb20MoFJZ5XDE9MzaX3zA//QIwIhpo3hkoygMu/wBs6Aus6wX8GgMU5Og70jqDh0Ywxuqt8ePHY926dYiNjcWsWbOUy6OiotC4cWMMHTpUpfykSZOwbNkybNiwASNHjlSrb/369RCJRBg3bpxWcYhEqqfaFStW4ObNm+jWrRuGDRuGly9f4vDhwwgODkZKSgpWrVqlVsfLly/Rs2dPSKVSBAYG4smTJ4iLi4Ovry9+/fVXdOjQQVn26tWr8PT0RHZ2Nj744AO4urri7Nmz8PT0hJubm1rdRIQRI0Zg3759aNOmDT755BPk5OQgLi4OQ4YMwerVq/H555+rbbdnzx4cOXIEQ4cOhaenJw4cOIDw8HAQEaRSKcLDw+Hv74/evXtj165dmD17Npo2bYoxY8Zo7KOlS5di1KhRWLBggTLhK8+ZM2fg6+uLnJwc+Pn5wdXVFXfu3MGWLVtw6NAh/PLLL3BxcVGWj4qKwoQJE2BlZYUxY8ZAKpXi4MGD8PHxQWFhodqvA0+fPkX37t1x69Yt9O7dG6NHj0ZaWhp27tyJAwcOID4+Hj17yn+1mzlzJmJiYnD58mXMmDED1tbWAFDh+POff/4Zq1atQt++feHh4QGxWIyLFy/im2++QXx8PC5cuACpVFrpNnbs2IGAgABIJBKMGjUKTZo0wZEjR7B48WLEx8fj+PHjMDExUYnh2bNn6N69Oxo3bozRo0cjLy8PVlZWFfY/0yMjEdDhA6D9MOD+OeB8FHB1N/DoN+DHGfKb7dsPBdwCAIdugI6GgdVLxCotMzOTAFBmZqa+Q2FMo9zcXPrjjz8oNzdXfWVJCVF+tuG/Skqq1QdpaWkEgHx9fYmIqEOHDtS+fXvl+ocPH5JIJKLp06cTEZFEIiGZTKZcP2DAABIIBJSWlqZS79WrVwkADR06VGW5TCYjiUSiFsfJkydJKBSSjY2N2vtx+/ZttfKFhYXk4+NDRkZGdPfuXZV1AAgATZs2jYqLi5XLN2zYQAAoODhYpbyXlxcBoM2bN6ssnzt3rrKu0vu3adMmAkBeXl6Un5+vXH737l2ytbUlkUhEt27dUi6Pjo4mACQWi+ns2bPK5VlZWdSkSRMyMzMje3t7lW3u3btHxsbG1LFjR5WYFHUtW7aMSkpKqEuXLiQUCuny5cvKMsuWLSMAFB0drVxWUFBATk5OZGlpSRcuXFCp88SJE2RkZER+fn7KZS9evCALCwsyNzenGzduqPR7nz59CIDKcUBENG7cOAJAc+fOVVl+4MABAkCtW7dWeT+CgoLU+rY0mUym1sbjx4/p1atXamUV70l4eLjK8vLayMzMJKlUShKJRKX/iouLadSoUQSAFi9erLKN4ngYN24cFRUVaYz7TeWeZ5j+5DwjSv4n0T/eJgqz+t/r6w5ER8OJMm7qO8Jao02+xleEGWsoCl8DEc31HUXFvnrwvxlTdGD8+PEICQnBmTNn4OHhgU2bNqGoqEhtWITClClTcOjQIWzcuBFLlixRLt+wYQMA+VXjNxUVFWHhwoUAVG+WEwqF+Pe//612Bc7Z2VmtDpFIhClTpiAhIQGJiYkICgpSWW9ubo4VK1ao3OAXFBSEKVOm4Ny5c8pl9+7dQ1JSEjp16oSPPvpIpY6vvvoK33zzDV6+fKmyXHH1deXKlTA2NlYud3R0xOeff4558+Zhy5YtWLBggcp2H3/8Mbp06aL829LSEn5+foiKikJoaKjK1VgHBwf07NkTSUlJKCoqUrtKDsh/pl+xYgX69OmDOXPm4ODBg2plFPbv3487d+5g8eLF6Ny5s8q6nj17wt/fH3v37kVWVhasrKywb98+ZGdn47PPPoOrq6uyrEgkQnh4OHr06KFSR0FBAbZu3QobGxvljZAKAwcOhI+PDxISEpCcnIz33nuvzDgr0qRJE43LAwMDMX36dPz000+YN29eperat28fMjMzMXXqVHTq1Em5XCgUYuXKldi1axdiYmLU3kdjY2OsXLkSRkZGVd4PZgDMGgM9pgPdPgHuJssf2/z7PuDlPeDnlfKXfSeg3RCg3WDA7i35/MUNHCfCjLF67eOPP0ZoaCiioqLg4eGB6OhodO7cGW+//bbG8oMGDUKLFi0QHR2NhQsXwsjICAUFBYiNjYWDgwP69++vtk1xcTEWLVqkskwkEmHHjh1qwy8A4NWrV4iMjMTevXtx69Yt5OSojud78OCB2jZt2rSBhYXqI9VFIhGaNm2qkthevnwZAJQ/2ZdmYWGBt99+W23858WLF2FmZoauXbuqbePt7Q0AuHTpkto6TX3YrFmzctcVFxfj8ePHaNGihdp6RXv9+/fHoUOHkJSUBC8vL43lTp8+DQBISUlRfgkp7dGjRygpKcGNGzfg7u5ebr94eHioJebXr19HXl4evL29YWZmpjHOhIQEXLp0qVqJMCAft7xu3TpcuHABL168QHHx/+aJ1XQslOXixYsAoDZmGJB/qXFxccGNGzfw6tUrWFpaKtc5OzvD1pZnHag3hELA+T35a8DfgJSDwOVtwK1j8qETj34DEsMBG1d5QtzWTz7WuIEOn+BEmLGGQmwmv9pq6MTqSUd12NnZYfDgwdi2bRs+/PBDpKSkYM2aNWWWNzIywsSJE7Fo0SIcOnQIfn5+2LNnD549e4ZPP/1U45RrEokEeXl5AIDs7GwcO3YM48ePR2BgIE6ePKkyLregoAC9e/fGhQsX0LlzZwQGBsLGxgYikQh37tzBpk2bkJ+fr9ZGWWM2RSKRSuKUmZkJoOwrjU2bNlVblpWVBQcHB43lFYltVlZWpWJSJJTlrSssLNTYlsLy5ctx5MgRzJ49G2fOnNFY5vnz5wCALVu2lFuX4kuGIn5N/SIUCtUSQUV5Tf0FlN8v2li1ahW++OIL2NnZoV+/fmjZsiVMTU0BAH//+981HgtlqUzMN27cQFZWlkoiXFZ5Vg8YmwEdR8hfOc/kSfG1H4HbicCzVODkavnLzAZw8ZY/tKtVH8DSXt+R1xpOhBlrKAQCnQ45qEsmTJiA3bt3Y+zYsTAxMVEbMvCmiRMnIjw8HOvXr4efnx82bNgAoVBY5nCK0iwsLDBkyBDExcXh/fffx7hx4/Drr79C8N+fIPft24cLFy5gwoQJyuEWCtu2bavUTWLlUdxY9eaMAwqPHz9WW2ZlZVVm+UePHinL1BY3Nzd89NFHiI2NLfOhJIp4fvzxR/j5+VVYp6K8pv0sKSlBRkaGylVqRXlN/QXopl+KioqwZMkSNGvWDJcuXVJJ0okIK1eu1Kq+qsYs4J/HGwZzG+CdQPkrLwtIPQJc+w9w8xjw+hlwdaf8BQBNOwDOXoCsO+DYvV7PU9wwr4MzxhoUX19ftGjRAn/++SeGDh2KRo0alVu+ZcuWGDRoEA4ePIhTp07h6NGj8PX1haOjY6Xb7Nu3L4YOHYqLFy9i69atyuW3bt0CAPj7+6ttc+LEiUrXXxbF1eeTJ0+qrcvOztY4xKFz5854/fo1zp49q7ZOMYyirKEkNWXJkiWQSCSYN2+exqcDenh4AAB++eWXStWn6Jfk5GS1dWfPnlVro23btjAxMcG5c+c0TjumqV8UY2xLX6EvT0ZGBjIzM9G9e3e1K9Xnz59Hbm6u2jbltaEYK61p6rP09HTcunULLi4uKleDWQNlYiW/SjzyeyA0DRh3CHjvC/kQCQiAx1eB02uBuI+Bv7UC1rgD/5kOXNoKPE2pV4955kSYMVbvGRkZYe/evdizZ0+l5gAGgODgYBQVFeHDDz8EEWm8Sa4iCxcuhEAgwKJFi5SJi0wmA6CeqCYlJWH9+vVat/EmR0dH9OrVC7/99pvasIGIiAi1G+UAKG/Mmzt3rsqwhfT0dKxevRoikajCq+i6JpPJMG3aNKSmpmp8tLK/vz8cHR2xevVq/Pzzz2rrCwsLVfrY398fFhYW2Lhxo/LLCCC/KvvmzWOA/AaygIAAZGRkqB0zhw8fRnx8PFq3bg1PT0/lcsUT8dLT0yu1j02aNIGpqSkuXLigkmy/ePEC06dP17hNeW34+/tDKpUiOjoav//+u3I5ESE0NBRFRUUYO3ZspWJjDYiRGJD1APouACYfB768CQzfCLiPB5r8RV7mWSpw4Xtg7xRgbVdgmQMQ1R84NAe4HCdPjos1P87e0Bn00Ihz584hLCwMp06dQmFhITp27IiQkBCN83uWJT8/HytWrEBsbCzS09PRuHFj+Pn5ITw8vMwxdIyx+sfd3R3u7u6VLt+/f3/IZDLcvXsX9vb2GDx4sNZturm5YdiwYdi9ezc2b96MoKAgDB48GE5OTli5ciWuXr2KDh06ICUlBfv378ewYcOwc+dOrdt509q1a+Hp6YkxY8Zg7969ynmEz507h/fee0/tynNgYCB2796Nffv2oVOnTvDz81POI/z8+XOsWrVKZQaI2jJv3jxERUWpJK4KEokEO3fuxIABA+Dl5YU+ffqgY8eOEAgEuHv3Lk6cOAEbGxtcv34dAGBtbY3Vq1dj8uTJePfddzF69GjlPMISiQTNmzdXG/+9YsUKJCUlITw8HKdOnYKHhwfu3LmDHTt2wMzMDNHR0Srb9OnTB5GRkZg8eTKGDx8Oc3NzyGQyBAYGatw/oVCIadOmYdWqVXBzc8PgwYORlZWFQ4cOQSaToXlz9VleymvDysoK69evR0BAADw8PDBq1CjY2dnhp59+wq+//oquXbviyy+/rM5bwhoCc9v/jSsGgNfPgfQzwN1TQPpZ+c12hTnAvV/kLwUjY/kNeHZvlXq1BRq3AkTGmtsyBDU9l1tVHTt2jMRiMVlaWtKkSZMoJCSEZDIZAaDIyMhK1VFcXEy+vr4EgLp160ahoaH0wQcfkEAgIBcXF3ry5IlWMfE8wszQ8fye6vMIV+TNeYRLmz9/PgGgOXPmlLl9WfMIK1y+fFl5ziksLCQi+TzCw4cPJzs7OzIzM6MuXbrQtm3bKDExkQBQWFiYSh347xy/ZbWvKf4rV67QwIEDycLCgiwtLWnAgAF05cqVMuehLSwspMjISOrYsSNJJBKytLQkLy8v2rdvn1rdirl/S8/rqxAWFkYAKDExUW2dprZLzyOsSUREhHKuW03t3b9/n2bMmEGurq4kkUjIysqK2rVrRxMnTqSjR4+qld+xYwd17tyZJBIJNWnShCZOnEjPnj0jCwsLcnNzUyv/9OlT+uyzz0gmk5FYLCZbW1saMWIEXblyRWO8K1euJFdXVxKLxWrvm6b3qqCggJYuXaqM39HRkWbNmkWvXr0q870trw0iop9//pkGDBhA1tbWZGxsTG3atKEFCxZQdna2Wl3lHVtl4fNMA1dcRPT4D6KLPxAdnE20oR9RuL3q3MWlXwsbEf29E9H3w2ptLmNt8jUBkeE9mLqoqAht27bF/fv3cfr0aeUYrMzMTHTt2hV37tzBjRs3lD8xliU6Ohrjx49HQEAAtmzZorwh4Ntvv8XUqVMxefJkrFu3rtJxZWVlQSqVIjMzk5+6wwxSXl4e0tLS4OzsrDZ3LdOen58fDh48iBs3bqB169b6DofVkJs3b8LV1RUjR45EXFycvsMxeHyeYWpKSoDMe/IhEsrXdfl/C179r9znvwPSljUejjb5mkGOET527Bhu3bqFv/71ryo3IkilUnz11VcoKCio1J3VivF2y5YtU7krNjg4GC4uLtiyZYvGmxEYY+yPP/5QPn6Xk+D64cWLF2rTkeXm5iofH61pzmfGWCUIhUAjJ6CNL+D5GTB0LTDpKDA3HQi5Dow9AAxZA1ga3kOdDHKMsOKO1379+qmt8/X1BSC/saQ8eXl5OHPmDN566y21K8cCgQA+Pj5Yt24dzp8/X+3J0Blj9ccPP/yAlJQUfP/99wCAsLAwPUfEdCUpKQkTJkxAv3794OjoiIyMDBw7dgx37txBnz59MGrUKH2HyFj9IhAAVs3kLyf1h9kYAoNMhFNTUwFA5TGYCvb29rCwsFCWKcutW7dQUlKisY7SdaemppaZCOfn56tcPajuxOmMMcP33Xff4cSJE5DJZNi4caPao3dZ3dW+fXv4+PggOTkZe/fuBQC0bt0aS5YswRdffKHxYSmMsfrNIBNhxZORFBPDv8nKykpZpjp1lC6nybJly9Qem8oYq980zcHK6gdXV1ds27ZN32EwxgwIf/0tx9y5c5GZmal8VXZuSMYYY4wxZvgM8oqw4ipuWVdrs7KyKnwyVGXqKF1OE4lEAolEUmG8jDHGGGOs7jHIK8Klx+++6dGjR8jOzi5z7K+Ci4sLhEJhmWOJyxuHzBhjjDHG6j+DTIS9vLwAAEeOHFFbFx8fr1KmLKampujatStSUlJw9+5dlXVEhISEBJibm2v1pCnG6goDnB6cMVZP8PmF1ScGmQj37dsXLi4u+OGHH3Dp0iXl8szMTERERMDY2BhjxoxRLn/48CGuX7+uNgxi8uTJAORjfUt/cNetW4fbt2/jo48+gqmpac3uDGO1yMjICABQWFio50gYY/VVUVERAEAkMsjRlYxpxSATYZFIhA0bNqCkpAS9evXC5MmTMWvWLLi5ueHGjRuIiIiAk5OTsvzcuXPRrl077NmzR6WeoKAg+Pr6YuvWrejRowfmzJmDESNGYNq0aXB2dkZ4eHgt7xljNUssFkMikSAzM5Ov2jDGakRWVhaMjIyUX7wZq8sM9uuct7c3Tp48ibCwMMTFxaGwsBAdO3bEihUrKj3puVAoxL59+7B8+XLExsbi66+/RuPGjTFhwgSEh4fDzs6uhveCsdpna2uLP//8E/fv34dUKoVYLFZ5siJjjFUFESEnJwdZWVlo1qwZn1dYvSAgvmxUado8u5oxfcrKykJGRoba42QZY6w6BAIBpFIp7O3tORFmBkubfM1grwgzxqrOysoKVlZWKCwsRHFxsb7DYYzVE2KxmIdEsHqFE2HG6jGxWAyxWKzvMBhjjDGDZJA3yzHGGGOMMVbTOBFmjDHGGGMNEifCjDHGGGOsQeJEmDHGGGOMNUicCDPGGGOMsQaJZ43QgmLK5aysLD1HwhhjjDHGNFHkaZV5VAYnwlp49eoVAMDBwUHPkTDGGGOMsfK8evUKUqm03DL8ZDktlJSU4MGDB7C0tKzSE3WysrLg4OCA9PR0fjJdJXB/aYf7SzvcX9rh/tIO95d2uL8qj/uqYkSEV69eoXnz5hAKyx8FzFeEtSAUCtGyZctq16N46herHO4v7XB/aYf7SzvcX9rh/tIO91flcV+Vr6IrwQp8sxxjjDHGGGuQOBFmjDHGGGMNEifCtUgikSAsLAwSiUTfodQJ3F/a4f7SDveXdri/tMP9pR3ur8rjvtItvlmOMcYYY4w1SHxFmDHGGGOMNUicCDPGGGOMsQaJE2HGGGOMMdYgcSLMGGOMMcYaJE6EGWOMMcZYg8SJcDVlZWUhJCQEMpkMEokETk5O+PLLL5Gdna1VPQKBoMzX2LFja7Tt2qSLmFNTUxEREYFevXqhefPmMDY2hoODA8aMGYPr169r3Gbs2LHl9rG+nTt3DgMHDoS1tTXMzc3RrVs3bN++Xas68vPzsXjxYri6usLExATNmzfH5MmT8eTJkzK32bJlC7p27Qpzc3M0atQIfn5+uHDhQnV3p0ZVp6+ICIcOHcLUqVPRqVMnSKVSmJmZwc3NDREREcjLy9O4XVU+n4aiusdWTExMuft//PjxGmlXX6obt5OTU7n9JRAIcOLECZVt6urxtXnzZgQHB8Pd3R0SiQQCgQAxMTFa11NSUoI1a9agY8eOMDU1hZ2dHQICAnD79u0yt4mPj4eXlxcsLS1hZWUFb29vHD16tBp7U/N00V8nT57ErFmz8O6778LGxgYmJiZo27YtQkND8fLlS43blHdM9u7du9r7VdfxI5arIScnB15eXrh06RL69euHgIAAXLx4EZGRkUhKSsLPP/8MExOTStcnk8k0nvTefvvtGm+7Nugq5gULFiAuLg4dOnSAv78/rKyscOXKFcTGxmLnzp04fPgwevXqpXHbGTNmwNraWsd7Vj2JiYnw9fWFiYkJRo8eDUtLS+zatQujRo1Ceno6Zs2aVWEdJSUl8Pf3R3x8PLp164bhw4cjNTUVGzZswNGjR3H69GnY2dmpbLN06VLMnz8fMpkMU6ZMwatXr7Bt2zb06NEDR48ehaenZ03tcpVVt6/y8/MxcOBASCQS9O7dG76+vsjLy0N8fDzmzZuHvXv34vjx4zAzM1PbVpvPp6HQxbGl4O/vr3FfnZycarTd2qSLuGfOnKkxIcnIyMDatWvRqFEjdOnSRW19XTy+5s+fj7t378LW1hbNmjXD3bt3q1RPcHAwNmzYgPbt2+Ozzz7DgwcPsH37dhw5cgSnT5+Gq6urSvnNmzcjMDAQdnZ2yj6Li4uDj48Ptm/fjhEjRlR312qELvprxIgRyMjIQM+ePTFmzBjll9GVK1di586dOHXqFJo2baq2nVQqxcyZM9WWa/r8NjjEquz//u//CACFhoaqLA8NDSUAFBERUem6AJCXl5de2q4tuoo5OjqaLly4oLZ869atBID+8pe/qK0LCgoiAJSWllal2GtKYWEhtWrViiQSCV28eFG5/OXLl9SmTRsyNjamO3fuVFhPVFQUAaCAgAAqKSlRLv/mm28IAE2ePFml/I0bN0gkElGbNm3o5cuXyuUXL14kiURC7dq1o+Li4urvoA7poq8KCgooPDycnj9/rrZ88ODBBIBWrlyptp22n09DoKtjKzo6mgBQdHR0rbZb22o67sjISAJA06dPV1tXF48vIqKEhARlnyxbtkyr40Th2LFjBIB69epF+fn5yuUHDx4kANSvXz+V8s+fPydra2uytbWl9PR05fL09HSytbUlW1tbysrKqvpO1SBd9Nfy5cvpzz//VFlWUlJCU6dOJQA0bdo0tW1kMhnJZLKqhl3vcSJcRSUlJdS8eXOysLCg7OxslXXZ2dlkYWFBLi4ula5PmxOhrtuuDbUVc5s2bQgAPX36VGW5oSbC8fHxBIDGjRunti4mJoYA0KJFiyqsp3v37gRA7R/qkpIScnFxIXNzc3r9+rVy+dy5cwkAbdq0Sa2usWPHEgBKSkqqwh7VHF31VVlOnTpFAGjQoEFq6+pioqKr/tI2Ea7p96mm1HTc7dq1IwB06dIltXV18fh6U1UTu4CAgDLPN7179yYAdPfuXeWydevWlfleLFy4sMzzmqGpan+V5cGDBwSA2rdvr7aOE+Hy8RjhKkpNTcWDBw/g6ekJc3NzlXXm5ubw9PTE7du3kZ6eXuk6X758ie+++w4RERH49ttvceXKlVpru6bVVsxisRgAIBJpHvWzf/9+LFu2DKtXr8ahQ4dQUFBQrfaqSzG+sl+/fmrrfH19AQBJSUnl1pGXl4czZ87grbfegkwmU1knEAjg4+ODnJwcnD9/Xqft1raajrmiY6eyn09Doev+unjxIlatWoUVK1YgLi4Oz549q5V2a0tNxn3q1Clcu3YN7u7ucHNz01imrh1funL8+HHlvwFv0tTvdfX4qmkVnb/y8/MRExODiIgI/Otf/8KZM2dqMzyDxmOEqyg1NRUA1MYuKbi6uiI+Ph6pqalwcHCoVJ2XL19GcHCwyrL+/ftj06ZNaNKkSY22XdNqI+azZ8/i999/R5cuXcocBzx9+nSVv5s1a4bo6GjlCbS2ldcv9vb2sLCwUJYpy61bt1BSUlJu3yraeu+995T/b2FhAXt7+3LLGxJd9FV5oqKiAGj+Bxao/OfTUOi6v/75z3+q/G1qaoqwsDCEhobWaLu1pSbj3rhxIwBg4sSJZZapa8eXLuTk5ODhw4fo0KEDjIyM1NZrOheV9z4Z6rmrNlR0/nr06BHGjRunsqxLly7YunUrWrVqVePxGTK+IlxFmZmZAOQD0DWxsrJSKVeRWbNm4dSpU8jIyEBWVhZOnTqFAQMG4PDhw/Dz80NxcXGNtV0bajrmzMxMBAUFQSgUYuXKlWrre/Xqhe3bt+PevXvIzc1FamoqFi9ejJcvX2LIkCEqV0trU2X6paI+qUrfZmZm1qnjB9BNX5Xl0KFDWLduHdq1a4cJEyaordfm82kodNVfzs7OWLNmDW7cuIHXr1/j/v37+P7779G4cWPMmTMHa9asqZF2a1tNxZ2dnY3t27fDzMwMAQEBGsvUxeNLF6p67iprG0M9d9W0S5cuYdGiRWjSpAlmz56ttn7cuHE4evQoHj9+jJycHFy8eBGBgYE4d+4c+vbti1evXukhasPR4K8Iz5o1C/n5+ZUuP2PGjDKvvFVHZGSkyt/du3fH/v370adPHyQlJWHfvn344IMPdN6utgylv0rLzc3FsGHDcP36dSxdulTjdDDjx49X+bt169ZYsGABWrRogQkTJmDx4sX4z3/+U6NxMsN07tw5jBo1ClKpFDt27IBEIlErU1c+nzXBy8sLXl5eyr9btGiBwMBAvPPOO3B3d8fChQsxderUMn+Sbeji4uKQnZ2NoKAgZaL2poZ8fLHquX37NgYNGoTi4mJs27YNtra2amXCwsJU/n777bfx/fffAwBiY2Oxfv16hISE1Eq8hqjBn7nWrVuHnJycSpcfMWIEXF1dld9Gy/rmmZWVBaDsb7qVIRQKMWnSJCQlJSE5OVl5IqyNtstiaP2Vl5cHf39/JCYmYu7cufjqq6+02j4oKAiffPIJkpOTtdpOVyrTL40aNap2HaXLKf5fH8dPdeiir950/vx59OvXD0KhEPHx8Wjfvn2lty3r82koaqK/Smvfvj169uyJn376CdeuXUPHjh1rpd2aUlNxV2ZYhCaGfnzpQlXPXYptbGxsKixfn6WlpcHb2xsZGRnYtWsXvL29tdo+ODgYsbGxSE5ObtCJcIMfGpGdnQ2Sz55RqZfiamNFY5EqGhNbWYpvd6WTz9pqWxND6q/c3FwMGTIECQkJmD17NiIiIrTeHyMjI1hbW2uV3OtSef3y6NEjZGdnV9gnLi4uEAqFWvWtq6srsrOz8ejRo0qVNwS66KvSzp8/Dx8fH5SUlCA+Pl7j3K4V0fT5NBS67i9NtD0/6ardmlATcf/xxx/45Zdf0LZtW/Ts2VPrmAz5+NIFc3NzNGvWDGlpaRqHf5R17iq9rqLy9dXt27fRu3dvPHz4ENu3b4efn5/WddT346uyGnwiXFWurq5o3rw5kpOT1Q6inJwcJCcnw9nZudo3qynu7Cw96XVtta1Luo45NzcX/v7+SEhIwBdffIEVK1ZUKa579+7h0aNHeptUXPGT85EjR9TWxcfHq5Qpi6mpKbp27YqUlBS1CdqJCAkJCTA3N4e7u7tO261tuoxZkQQXFxfj8OHD8PDwqFJMmj6fhqKm3+Pi4mLl2PrSs5XUxWMLqJm4FVeDNY07rwxDPr50xcvLS/lvwJsU/V76AUl19fjSpdu3b8Pb2xsPHz5EXFwc/P39q1RPQzi+KqUWp2qrd7R9QEROTg5du3ZNZU5EIqLffvuNCgoK1OpPTk4mMzMzEovFdPPmzWq1bQh01V+5ubnk4+NDACgkJKTCdh8+fEj3799XW/7ixQvy9vbW67ymhYWF5OLiUu4k/qXnPn7w4AFdu3ZN5SEYRNo/UCMlJaVOPlBDF311/vx5sra2JgsLCzp58mSF7Vbl82kIdNlfbyoqKqIvvviCAJC3t3e12jUUuuovhYKCArKzsyOxWEyPHz8us926eny9qaJ5cZ8+fUrXrl1Tm+O9Kg/UkEqldfKBGqVVtb9u375Njo6OJBKJaNeuXRW2c+3aNcrJydG43N7e3iDnjK9tnAhXQ3Z2Nrm5uSk/rHPmzKF+/foRAOrSpYvKAwyIiBITEzVOnB4UFES2trY0dOhQmj59OoWEhJCvry8JBAISCoX0zTffVLttQ6DL/gJA9vb2FBYWpvFV+h+sxMREEolE1KtXL5owYQLNmTOHPvroI7KxsSEA1KdPH8rNza2FHtDs2LFjJBaLydLSkiZNmkQhISEkk8kIAEVGRqqUVez7myfP4uJi8vX1JQDUrVs3Cg0NpeHDh5NAICBnZ2d68uSJWrvh4eEEgGQyGYWEhNCkSZPI0tKSJBJJpRJEfahuXz179owaNWpEAKh///4aj52vv/5arR5tP5+GQhfHFgDq1KkTffzxxxQaGkqTJk1SPrimZcuWdOvWrWq1a0h00V8KO3fuJAD0wQcflNtmXT6+1q9fT0FBQRQUFETvvPMOASBPT0/lsvXr1yvLhoWFEQAKCwtTq2fixInKh0HMnj2bAgMDydjYmBo3bkwpKSlq5WNjYwkA2dnZ0aeffkqffvop2dnZkUAgoO3bt9fkLleLLvpLcTx269atzH//SgsLCyNLS0saNGgQTZs2jb788kvy9/cnsVhMAGju3Lm1sOeGjRPhanr58iXNnDmTHBwcSCwWk6OjI82aNUvjN9KyErvdu3eTv78/OTs7k7m5OYnFYnJwcKCAgAA6c+aMTto2FLroLy8vLwJQ7isxMVFZ/t69ezRx4kRyc3MjGxsbEolEZG1tTb169aJvv/2WioqKanivK3bmzBnq378/WVlZkampKXXt2pW2bdumVq68f3zz8vJo4cKF1KpVKzI2NiZ7e3uaOHEiPXr0qMx2N2/eTO7u7mRqakpSqZQGDhxIv/76qy53Teeq01dpaWkVHjtvPoGpqp9PQ1HdY2vWrFnk6elJTZs2JbFYTObm5uTm5kbz589Xe1R1Vdo1NLr4LBIRDRgwgADQwYMHy22vLh9fij4o6xUUFKQsW14iXFxcTP/4xz+offv2JJFIyMbGhkaNGlXulfBDhw7Re++9R+bm5mRhYUFeXl6UkJBQA3upO7ror4rOX2/+0H/8+HEaOXIkubq6kpWVFYlEIrK3tyd/f3+Kj4+vhb02fAIiogrHTzDGGGOMMVbP8M1yjDHGGGOsQeJEmDHGGGOMNUicCDPGGGOMsQaJE2HGGGOMMdYgcSLMGGOMMcYaJE6EGWOMMcZYg8SJMGOMMcYYa5A4EWaMMcYYYw0SJ8KMMcYYY6xB4kSYMcYYY4w1SJwIM8YYY4yxBokTYcYYY4wx1iD9P/1JBUlIct7kAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "df = results.scores\n", "for label, data in df.groupby('strategy'):\n", " data.advantage.plot(kind=\"kde\", ax=ax, label=label)\n", "plt.ylabel(\"advantage\")\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 8, "id": "a683a365-1f2e-4f1d-89c5-e169b00b5a68", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(1, 3, figsize=(16,4))\n", "for i, col in enumerate([\"advantage\", \"welfare\", \"nash_optimality\"]):\n", " results.scores.groupby(\"strategy\")[col].mean().sort_index().plot(kind=\"bar\", ax=axs[i])\n", " axs[i].set_ylabel(col)" ] }, { "cell_type": "markdown", "id": "69a2507d", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "source": [ "## Available helpers\n", "\n", "Our negotiator was not so good but it exemplifies the simplest method for developing a negotiator in NegMAS. For more information refer to [NegMAS Documentation](https://negmas.readthedocs.io). You develop your agent, as explained above, by implementing the `__call__` method of your class.\n", "\n", "This method, receives an [SAOState](https://negmas.readthedocs.io/en/latest/api/negmas.sao.SAOState.html) which represents the current `state` of the negotiation. The most important members of this state object are `current_offer` which gives the current offer from the partner (or `None` if this is the beginning of the negotiation) and `relative_time` which gives the relative time of the negotiation ranging between `0` and `1`.\n", "\n", "It should return an [SAOResponse](https://negmas.readthedocs.io/en/latest/api/negmas.sao.SAOResponse.html) represeting the agent's `response` which consists of two parts:\n", "\n", "1. A [ResponseType](https://negmas.readthedocs.io/en/latest/api/negmas.gb.ResponseType.html) with the following allowed values:\n", " - `ResponseType.ACCEPT_OFFER`, accepts the current offer (pass the current offer as the second member of the response).\n", " - `ResponseType.REJECT_OFFER`, rejects the current offer (pass you counter-offer as the second member of the response).\n", " - `ResponseType.END_NEGOTIATION`, ends the negotiation immediately (pass `None` as the second member of the response).\n", "2. A counter offer (in case of rejection), the received offer (in case of acceptance) or `None` if ending the negotiation.\n", "\n", "The negotiator can use the following objects to help it implement its strategy:\n", "\n", "- `self.nmi` A [SAONMI](https://negmas.readthedocs.io/en/latest/api/negmas.sao.SAONMI.html) that gives you access to all the settings of this negotiation and provide some simple helpers:\n", " - `n_steps`, `time_limit` The number of rounds and seconds allowed for this negotiation (`None` means no limit).\n", " - `random_outcomes(n)` Samples `n` random outcomes from this negotiation.\n", " - `outcome_space` The [OutcomeSpace](https://negmas.readthedocs.io/en/latest/api/negmas.outcomes.OutcomeSpace.html) of the negotiation which represent all possible agreements. In ANL 2024, this will always be of type [DiscreteCartesianOutcomeSpace](https://negmas.readthedocs.io/en/latest/api/negmas.outcomes.DiscreteCartesianOutcomeSpace.html) with a single issue.\n", " - `discrete_outcomes()` A generator of all outcomes in the outcome space.\n", " - `log_info()` Logs structured information for this negotiator that can be checked in the logs later (Similarily there are `log_error`, `log_warning`, `log_debug`).\n", "- `self.ufun` A [LinearAdditiveUtilityFunction](https://negmas.readthedocs.io/en/latest/api/negmas.preferences.LinearAdditiveUtilityFunction.html#negmas.preferences.LinearAdditiveUtilityFunction) representing the agent's own utility function. This object provides some helpful functionality including:\n", " - `self.ufun.is_better(a, b)` Tests if outcome `a` is better than `b` (use `None` for disagreement). Similarily we have, `is_worse`, `is_not_worse` and `is_not_better`.\n", " - `self.ufun.reserved_value` Your negotiator's reserved/reservation value (between 0 and 1). You can access this also as `self.ufun(None)`.\n", " - `self.ufun(w)` Returns the utility value of the outcome `w`. It is recommended to cast this value to float (i.e. `float(self.ufun(w)`) to support probabilistic utility functions.\n", " - `self.outcome_space` The [OutcomeSpace](https://negmas.readthedocs.io/en/latest/api/negmas.outcomes.OutcomeSpace.html) of the negotiation which represent all possible agreements. In ANL 2024, this will always be of type [DiscreteCartesianOutcomeSpace](https://negmas.readthedocs.io/en/latest/api/negmas.outcomes.DiscreteCartesianOutcomeSpace.html) with a single issue.\n", " - `self.ufun.invert()` Returns and caches an [InverseUtilityFunction](https://negmas.readthedocs.io/en/latest/api/negmas.preferences.InverseUFun.html#negmas.preferences.InverseUFun) object which can be used to find outcomes given their utilities. The most important services provided by the InverseUtilityFunction returned are:\n", " - `minmax()` returns the minimum and maximum values of the ufun (will always be (0, 1) approximately in ANL 2024).\n", " - `best()`, `worst()` returns the best (worst) outcomes.\n", " - `one_in()`, `some_in()` returns one (or some) outcomes within the given range of utilities.\n", " - `next_better()`, `next_worse()` returns the next outcome descendingly (ascendingly) in utility value.\n", "- `self.opponent_ufun` A [LinearAdditiveUtilityFunction](https://negmas.readthedocs.io/en/latest/api/negmas.preferences.LinearAdditiveUtilityFunction.html#negmas.preferences.LinearAdditiveUtilityFunction) representing the **opponent's** utility function. You can access this also as `self.private_info[\"opponent_ufun\"]`. This utility function will have a zero reserved value independent of the opponent's true reserved value. You can actually set the reserved value on this object to your best estimate. All ufun funcationality is available in this object.\n", "\n", "\n", "Other than these objects, your negotiator can access any of the analytic facilities available in NegMAS. For example, you can calculate the [pareto_frontier](https://negmas.readthedocs.io/en/latest/api/negmas.preferences.pareto_frontier.html), [Nash Bargaining Soluion](https://negmas.readthedocs.io/en/latest/api/negmas.preferences.nash_points.html), [Kalai Bargaining Solution](https://negmas.readthedocs.io/en/latest/api/negmas.preferences.kalai_points.html), [points with maximum wellfare](https://negmas.readthedocs.io/en/latest/api/negmas.preferences.max_welfare_points.html), etc. You can check the implementation of the [NashSeeker](https://github.com/yasserfarouk/anl/blob/main/src/anl/anl2024/negotiators/builtins/nash_seeker.py) agent for examples of using these facilities.\n", "\n", "\n", "Other than implementing the `__call__`, method you can optionally implement one or more of the following callbacks to initialize your agent:\n", "\n", "- `on_negotiation_start(state: SAOState)` This [callback](https://negmas.readthedocs.io/en/latest/api/negmas.negotiators.EvaluatorNegotiator.html#negmas.negotiators.EvaluatorNegotiator.on_negotiation_start) is called once per negotiation after the ufuns are set but before any offers are exchanged.\n", "- `on_preferences_changed(changes)` This [callback](https://negmas.readthedocs.io/en/latest/api/negmas.negotiators.EvaluatorNegotiator.html#negmas.negotiators.EvaluatorNegotiator.on_preferences_changed) is called **whenever** your negotiator's ufun is changed. This will happen at the beginning of each negotiation but it can also happen again if the ufun is changed **while the negotiation is running**. In ANL 2024, ufuns never change during the negotiation so this callback is equivalent to `on_negotiation_start()` but for future proofness, you should use this callback for any initialization instead to guarantee that this initialization will be re-run in cases of changing utility function.\n", "\n", "## Understanding our negotiator\n", "\n", "Now we can analyze the simple random negotiator we developed earlier.\n", "\n", "- Firstly, we find the current offer that we need to respond to:\n", " ```python\n", " offer = state.current_offer\n", " ```\n", "- **Acceptance Strategy** We then accept this offer if three conditions are satisfied:\n", " - The offer is not `None` which means that we are not starting the negotiation just now:\n", " - The offer is not worse than disagreement. This prevents us from accepting irrational outcomes.\n", " - A random number we generated is less than 0.25. This means we accept rational offers with probability 25%.\n", " ```python\n", " if offer is not None and self.ufun.is_not_worse(offer, None) and random.random() < 0.25:\n", " return SAOResponse(ResponseType.ACCEPT_OFFER, offer)\n", " ```\n", "- **Offering Strategy** If we decided not to accept the offer, we simply generate a single random outcome and offer it:\n", " ```python\n", " return SAOResponse(ResponseType.REJECT_OFFER, self.nmi.random_outcomes(1)[0])\n", " ```\n", "\n", "This negotiator did not use the fact that we know the opponent utility function up to reserved value. It did not even use the fact that we know our *own* utility function. As expected, it did not get a good score. Let's develop a simple yet more meaningful agent that uses both of these pieces of information.\n", "\n", "Can you now see why is this negotiator is getting negative advantages sometimes? We were careful in our acceptance strategy but not in our *offering strategy*. There is nothing in our code that prevents our negotiator from offering irrational outcomes (i.e. outcomes worse than disagreement for itself) and sometimes the opponent will just accept those. Can you fix this?\n", "\n", "## A more meaningful negotiator\n", "\n", "How can we use knowledge of our own and our opponent's utility functions (up to reserved value for them)? Here is one possibility:\n", "\n", "- **Acceptance Strategy** We accept offers that have a utility above some *aspiration* level. This aspiration level starts very high (1.0) and goes monotoncially down but never under the reserved value which is reached when the relative time is 1.0 (i.e. by the end of the negotiation). This is implemented in `is_acceptable()` below.\n", "- **Opponent Modeling** We estimate the opponent reserved value under the assumption that they are using a monotonically decreasing curve to select a utility value and offer an outcome around it. This is implemented in `update_reserved_value()` below.\n", "\n", "- **Bidding Strategy** Once we have an estimate of their reserved value, we can then find out all outcomes that are rational for both we and them. We can then check the relative time of the negotiation and offer outcomes by conceding over this list of rational outcomes. This is implemented in the `generate_offer()` method below." ] }, { "cell_type": "code", "execution_count": 9, "id": "776b3007", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "from scipy.optimize import curve_fit\n", "\n", "def aspiration_function(t, mx, rv, e):\n", " \"\"\"A monotonically decreasing curve starting at mx (t=0) and ending at rv (t=1)\"\"\"\n", " return (mx - rv) * (1.0 - np.power(t, e)) + rv\n", "\n", "\n", "class SimpleRVFitter(SAONegotiator):\n", " \"\"\"A simple curve fitting modeling agent\"\"\"\n", " def __init__(self, *args, e: float = 5.0, **kwargs):\n", " \"\"\"Initialization\"\"\"\n", " super().__init__(*args, **kwargs)\n", " self.e = e\n", " # keeps track of times at which the opponent offers\n", " self.opponent_times: list[float] = []\n", " # keeps track of opponent utilities of its offers\n", " self.opponent_utilities: list[float] = []\n", " # keeps track of our last estimate of the opponent reserved value\n", " self._past_oppnent_rv = 0.0\n", " # keeps track of the rational outcome set given our estimate of the\n", " # opponent reserved value and our knowledge of ours\n", " self._rational: list[tuple[float, float, Outcome]] = []\n", "\n", " def __call__(self, state):\n", " # update the opponent reserved value in self.opponent_ufun\n", " self.update_reserved_value(state.current_offer, state.relative_time)\n", " # run the acceptance strategy and if the offer received is acceptable, accept it\n", " if self.is_acceptable(state.current_offer, state.relative_time):\n", " return SAOResponse(ResponseType.ACCEPT_OFFER, state.current_offer)\n", " # call the offering strategy\n", " return SAOResponse(ResponseType.REJECT_OFFER, self.generate_offer(state.relative_time))\n", "\n", " def generate_offer(self, relative_time) -> Outcome:\n", " # The offering strategy\n", " # We only update our estimate of the rational list of outcomes if it is not set or\n", " # there is a change in estimated reserved value\n", " if (\n", " not self._rational\n", " or abs(self.opponent_ufun.reserved_value - self._past_oppnent_rv) > 1e-3\n", " ):\n", " # The rational set of outcomes sorted dependingly according to our utility function\n", " # and the opponent utility function (in that order).\n", " self._rational = sorted(\n", " [\n", " (my_util, opp_util, _)\n", " for _ in self.nmi.outcome_space.enumerate_or_sample(\n", " levels=10, max_cardinality=100_000\n", " )\n", " if (my_util := float(self.ufun(_))) > self.ufun.reserved_value\n", " and (opp_util := float(self.opponent_ufun(_)))\n", " > self.opponent_ufun.reserved_value\n", " ],\n", " )\n", " # If there are no rational outcomes (e.g. our estimate of the opponent rv is very wrong),\n", " # then just revert to offering our top offer\n", " if not self._rational:\n", " return self.ufun.best()\n", " # find our aspiration level (value between 0 and 1) the higher the higher utility we require\n", " asp = aspiration_function(relative_time, 1.0, 0.0, self.e)\n", " # find the index of the rational outcome at the aspiration level (in the rational set of outcomes)\n", " max_rational = len(self._rational) - 1\n", " indx = max(0, min(max_rational, int(asp * max_rational)))\n", " outcome = self._rational[indx][-1]\n", " return outcome\n", "\n", " def is_acceptable(self, offer, relative_time) -> bool:\n", " \"\"\"The acceptance strategy\"\"\"\n", " # If there is no offer, there is nothing to accept\n", " if offer is None:\n", " return False\n", " # Find the current aspiration level\n", " asp = aspiration_function(\n", " relative_time, 1.0, self.ufun.reserved_value, self.e\n", " )\n", " # accept if the utility of the received offer is higher than\n", " # the current aspiration\n", " return float(self.ufun(offer)) >= asp\n", "\n", " def update_reserved_value(self, offer, relative_time):\n", " \"\"\"Learns the reserved value of the partner\"\"\"\n", " if offer is None:\n", " return\n", " # save to the list of utilities received from the opponent and their times\n", " self.opponent_utilities.append(float(self.opponent_ufun(offer)))\n", " self.opponent_times.append(relative_time)\n", " # Use curve fitting to estimate the opponent reserved value\n", " # We assume the following:\n", " # - The opponent is using a concession strategy with an exponent between 0.2, 5.0\n", " # - The opponent never offers outcomes lower than their reserved value which means\n", " # that their rv must be no higher than the worst outcome they offered for themselves.\n", " bounds = ((0.2, 0.0), (5.0, min(self.opponent_utilities)))\n", " try:\n", " optimal_vals, _ = curve_fit(\n", " lambda x, e, rv: aspiration_function(\n", " x, self.opponent_utilities[0], rv, e\n", " ),\n", " self.opponent_times,\n", " self.opponent_utilities,\n", " bounds=bounds,\n", " )\n", " self._past_oppnent_rv = self.opponent_ufun.reserved_value\n", " self.opponent_ufun.reserved_value = optimal_vals[1]\n", " except Exception as e:\n", " pass" ] }, { "cell_type": "code", "execution_count": 10, "id": "8c0c6506", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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             strategy     score\n",
       "0            Boulware  0.648516\n",
       "1      SimpleRVFitter  0.562182\n",
       "2            Conceder  0.314239\n",
       "3  MyRandomNegotiator  0.040486\n",
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\n" ], "text/plain": [ " strategy score\n", "\u001b[1;36m0\u001b[0m Boulware \u001b[1;36m0.648516\u001b[0m\n", "\u001b[1;36m1\u001b[0m SimpleRVFitter \u001b[1;36m0.562182\u001b[0m\n", "\u001b[1;36m2\u001b[0m Conceder \u001b[1;36m0.314239\u001b[0m\n", "\u001b[1;36m3\u001b[0m MyRandomNegotiator \u001b[1;36m0.040486\u001b[0m\n" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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strategyscore
0Boulware0.648516
1SimpleRVFitter0.562182
2Conceder0.314239
3MyRandomNegotiator0.040486
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" ], "text/plain": [ " strategy score\n", "0 Boulware 0.648516\n", "1 SimpleRVFitter 0.562182\n", "2 Conceder 0.314239\n", "3 MyRandomNegotiator 0.040486" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "anl2024_tournament(\n", " n_scenarios=1, n_repetitions=3, nologs=True, njobs=-1,\n", " competitors=[MyRandomNegotiator, SimpleRVFitter, Boulware, Conceder]\n", ").final_scores" ] }, { "cell_type": "markdown", "id": "65a8814f", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "source": [ "Much better :-)" ] }, { "cell_type": "markdown", "id": "b7704f09", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "source": [ "Let's see how each part of this negotiator works and how they fit together.\n", "\n", "### Construction\n", "The first method of the negotiator to be called is the `__init__` method which is called when the negotiator is created **usually before the ufun is set**. You can use this method to construct the negotiator setting initial values for any variables you need to run your agent.\n", "\n", "An important thing to note here is that your negotiator **must** pass any parameters it does not use to its parent to make sure the object is constructed correctly. This is how we implement this in our `SimpleRVFitter`:\n", "\n", "```python\n", "def __init__(self, *args, e: float = 5.0, **kwargs):\n", " super().__init__(*args, **kwargs)\n", "```\n", "\n", "We then set the variables we need for our negotiator:\n", "\n", "- `self.e` stores the exponent of the concession curve we will be use (more on that later).\n", "- `self.opponent_times`, `self.opponent_utilities` keep track of the times the opponent offers and its own utility of its offers. We will use that to estimate the opponent's reserved value using simple curve fitting in `update_reserved_values()`.\n", "- `self._past_oppnent_rv = 0.0` We start assuming that the opponent has zero reserved value. This is an optimistic assumption because it means that anything rational for us is rational for the opponent so we have more negotiation power.\n", "- `self._rational` This is where we will store the list of rational outcomes to concede over. For each outcome we will store our utility, opponent utility and the outcome itself (in that order).\n", "\n", "### Overall Algorithm\n", "\n", "The overall algorithm is implemented --- as usual --- in the `__call__()` method. This is the complete algorithm:\n", "\n", "```python\n", "def __call__(self, state):\n", " self.update_reserved_value(state.current_offer, state.relative_time)\n", " if self.is_acceptable(state.current_offer, state.relative_time):\n", " return SAOResponse(ResponseType.ACCEPT_OFFER, state.current_offer)\n", " return SAOResponse(ResponseType.REJECT_OFFER, self.generate_offer(state.relative_time))\n", "```\n", "\n", "We start by updating our estimate of the reserved value of the opponent using `update_reserved_value()`. We then call the acceptance strategy `is_acceptable()` to check whether the current offer should be accepted. If the current offer is not acceptable, we call the bidding strategy `generate_offer()` to generate a new offer which we return as our counter-offer. Simple!!\n", "\n", "### Opponent Modeling (Estimating Reserved Value)\n", "\n", "The first step is in our algorithm is to update our estimate of the opponent's reserved value. This is done in three simple steps:\n", "\n", "1. If we have not offer from the opponent, there is nothing to do. Just return:\n", " ```python\n", " if offer is None:\n", " return\n", " ```\n", "2. We append the time and opponent's utility to our running list of opponent offer utilities:\n", " ```python\n", " self.opponent_utilities.append(float(self.opponent_ufun(offer)))\n", " self.opponent_times.append(relative_time)\n", " ```\n", "3. We apply a simple [curve fitting](https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.curve_fit.html) algorithm from [scipy](https://scipy.org) to estimate the opponent's reserved value (and its concession exponent but we are not going to use that):\n", "\n", " - We set the bounds of the reserved value to be between zero (minimum possible value) and the minimum utility the opponent ever offered. This assumes that the opponent only offers rational outcomes for itself. The bounds for the concession curve are set to (0.2, 5.0) which is the usual range of exponents used by time-based strategies.\n", " ```python\n", " bounds = ((0.2, 0.0), (5.0, min(self.opponent_utilities)))\n", " ```\n", " - We then just apply curve fitting while keeping the old estimate. We keep the old estimate to check whether there is enough change to warrent reevaluation of the rational outcome sets in our offering strategy. We ignore any errors keeping the old estimate in that case.\n", "\n", " ```python\n", " optimal_vals, _ = curve_fit(\n", " lambda x, e, rv: aspiration_function(x, self.opponent_utilities[0], rv, e),\n", " self.opponent_times, self.opponent_utilities, bounds=bounds\n", " )\n", "\n", " ```\n", " Note that we just pass `self.opponent_utilities[0]` as the maximum for the concession curve because we know that this is the utility of the first offer from the opponent.\n", "\n", " - Finally, we update the opponent reserved value with our new estimate keeping the latest value for later:\n", " ```python\n", " self._past_oppnent_rv = self.opponent_ufun.reserved_value\n", " self.opponent_ufun.reserved_value = optimal_vals[1]\n", " ```\n", "\n", "### Acceptance Strategy\n", "\n", "Our acceptance strategy is implemented in `is_acceptable()` and consists of the following steps:\n", "\n", "1. Reject if no offer is found (i.e. we are starting the negotiation now):\n", " ```python\n", " if offer is None:\n", " return False\n", " ```\n", "2. Find our current aspiration level which starts at 1.0 (inidicating we will only accept our best offer in the first step) ending at our reserved value (indicating that we are willing to accept any rational outcome by the end of the negotiation). Use the exponent we stored during construction.\n", " ```python\n", " asp = aspiration_function(state.relative_time, 1.0, self.ufun.reserved_value, self.e)\n", " ```\n", "3. Accept the offer iff its utility is higher than the aspiration level:\n", " ```python\n", " return float(self.ufun(offer)) >= asp\n", " ```\n", "Note that this acceptance strategy does not use the estimated opponent reserved value (or the opponent's ufun) in any way.\n", "\n", "### Bidding Strategy\n", "\n", "Now that we have updated our estimate of the opponent reserved value and decided not to accept their offer, we have to generate our own offer which the job of the bidding strategy implementedin `generate_offer()`. This is done in three steps as well:\n", "\n", "1. If the difference between the current and last estimate of the opponent reserved value is large enough, we create the rational outcome list.\n", " - This test is implemented by:\n", " ```python\n", " not self._rational or abs(self.opponent_ufun.reserved_value - self._past_oppnent_rv) > 1e-3\n", " ```\n", " - We then create of all outcomes prepending them with our and opponent's utility values:\n", " ```python\n", " [ (my_util, opp_util, _)\n", " for _ in self.nmi.outcome_space.enumerate_or_sample(\n", " levels=10, max_cardinality=100_000\n", " )\n", " if (\n", " (my_util := float(self.ufun(_))) > self.ufun.reserved_value\n", " and (opp_util := float(self.opponent_ufun(_))) > self.opponent_ufun.reserved_value\n", " )]\n", " ```\n", " - Finally, we sort this list. Because each element is a tuple, the list will be sorted ascendingly by our utility with equal values sorted ascendingly by the opponent utility.\n", " ```python\n", " self._rational = sorted(...)\n", " ```\n", "\n", "2. If there are no rational outcomes (e.g. our estimate of the opponent rv is very wrong), then just revert to offering our top offer\n", " ```python\n", " if not self._rational:\n", " return self.ufun.best()\n", " ```\n", "3. If we have a rational set, we calculate an aspiration level that starts at 1 and ends at 0 (note that we do not need to end at the reserved value because all outcomes in `self._rational` are already no worse than disagreement. We then calculate the outcome that is at the current aspiration level from the end of the rational outcome list and offer it:\n", " ```python\n", " asp = aspiration_function(relative_time, 1.0, 0.0, self.e)\n", " max_rational = len(self._rational) - 1\n", " indx = max(0, min(max_rational, int(asp * max_rational)))\n", " outcome = self._rational[indx][-1]\n", " return outcome\n", " ```" ] }, { "cell_type": "markdown", "id": "ff9427f2", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "source": [ "### Running a single negotiation\n", "\n", "What if we now want to see what happens in a single negotiation using our shiny new negotiator?\n", "We first need a scenario to define the outcome space and ufuns. We can then add negotiators to it and run it. Let's see an example:" ] }, { "cell_type": "code", "execution_count": 11, "id": "672ba7a8", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "scrolled": true, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import copy\n", "from negmas.sao import SAOMechanism\n", "from anl.anl2024.runner import mixed_scenarios\n", "from anl.anl2024.negotiators.builtins import Linear\n", "\n", "# create a scenario\n", "s = mixed_scenarios(1)[0]\n", "# copy ufuns and set rv to 0 in the copies\n", "ufuns0 = [copy.deepcopy(u) for u in s.ufuns]\n", "for u in ufuns0:\n", " u.reserved_value = 0.0\n", "# create the negotiation mechanism\n", "session = SAOMechanism(n_steps=1000, outcome_space=s.outcome_space)\n", "# add negotiators. Remember to pass the opponent_ufun in private_info\n", "session.add(\n", " SimpleRVFitter(name=\"SimpleRVFitter\",\n", " private_info=dict(opponent_ufun=ufuns0[1]))\n", " , ufun=s.ufuns[0]\n", ")\n", "session.add(Linear(name=\"Linear\"), ufun=s.ufuns[1])\n", "# run the negotiation and plot the results\n", "session.run()\n", "session.plot()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "68e0cab3", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "source": [ "Notice how in the second half of the negotiation, the SimpleRVFitter is only offering outcomes that are rational for both negotiators (can you see that in the left-side plot? can you see it in the top right-side plot?). This means that the curve fitting approach is working OK here. The opponent is a time-based strategy in this case though.\n", "\n", "What happens if it was not? Let's try it against the builtin RVFitter for example" ] }, { "cell_type": "code", "execution_count": 12, "id": "933d2fb1", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from anl.anl2024.negotiators import RVFitter\n", "# create the negotiation mechanism\n", "session = SAOMechanism(n_steps=1000, outcome_space=s.outcome_space)\n", "# add negotiators. Remember to pass the opponent_ufun in private_info\n", "session.add(\n", " SimpleRVFitter(name=\"SimpleRVFitter\",\n", " private_info=dict(opponent_ufun=ufuns0[1]))\n", " , ufun=s.ufuns[0]\n", ")\n", "session.add(\n", " RVFitter(name=\"RVFitter\",\n", " private_info=dict(opponent_ufun=ufuns0[0]))\n", " , ufun=s.ufuns[1]\n", ")\n", "\n", "# run the negotiation and plot the results\n", "session.run()\n", "session.plot()\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "29330184", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "source": [ "This time, our simple RV fitter could not really learn the opponent reserved value effectively. We can see that from the fact that it kept offering outcomes that are irrational for the opponent almost until the end of the negotiation.\n", "\n", "The builtin `RVFitter` seems better in this case. It took longer but it seems to only offer rational outcomes for its opponent (our SimpleRVFitter) after around 60% of the available negotiation time." ] }, { "cell_type": "markdown", "id": "7b8ed824", "metadata": { "papermill": { "duration": null, "end_time": null, "exception": null, "start_time": null, "status": "completed" }, "tags": [] }, "source": [ "## Other Examples\n", "\n", "The ANL package comes with some example negotiators. These are not designed to be stong but to showcase how to use some of the features provided by the platform.\n", "\n", "- [MiCRO](https://github.com/yasserfarouk/anl/blob/main/src/anl/anl2024/negotiators/builtins/micro.py) A strong baseline behavioral negotiation strategy developed by de Jonge, Dave in \"An Analysis of the Linear Bilateral ANAC Domains Using the MiCRO Benchmark Strategy.\", ICJAI 2022. This strategy assumes no knowledge of the opponent utility function and is implemented from scratch to showcase the following:\n", " - Using `on_preferences_changed` for initialization.\n", " - Using [PresortingInverseUtilityFunction](https://negmas.readthedocs.io/en/latest/api/negmas.preferences.PresortingInverseUtilityFunction.html) for inverting a utility function.\n", "- [NashSeeker](https://github.com/yasserfarouk/anl/blob/main/src/anl/anl2024/negotiators/builtins/nash_seeker.py) A naive strategy that simply sets the opponent reserved value to a fixed value and then uses helpers from NegMAS to find the [Nash Bargaining Solution](https://en.wikipedia.org/wiki/Cooperative_bargaining) and use it for deciding what to offer. This showcases:\n", " - Using NegMAS helpers to calculate the pareto-frontier and the Nash Bargaining Solution\n", "- [RVFitter](https://github.com/yasserfarouk/anl/blob/main/src/anl/anl2024/negotiators/builtins/rv_fitter.py) A strategy very similar to the one we implemented earlier as `SimpleRVFitter`. Instead of trying to estiamte the opponent reserved value from the first step, this strategy waits until it collects few offers before attempting the etimation. This showcases:\n", " - Setting the opponent reserved value based on our best estimate.\n", " - A simple way to use this estimate for our bidding strategy.\n", " - Using **logging**. Logs can be saved using `self.nmi.log_info(dict(my_key=my_value))` and found under the logs folder.\n", "- [Boulware, Conceder, Linear](https://github.com/yasserfarouk/anl/blob/main/src/anl/anl2024/negotiators/builtins/wrappers.py) Time-based strategies that are implemented by just setting construction parameters of an existing NegMAS negotiator\n", "- [StochasticBoulware, StochasticConceder, StochasticLinear](https://github.com/yasserfarouk/anl/blob/main/src/anl/anl2024/negotiators/builtins/wrappers.py) Stochastic versions of the three time-based strategies above implemented by just setting construction parameters of an existing NegMAS negotiator\n", "- [NaiveTitForTat](https://github.com/yasserfarouk/anl/blob/main/src/anl/anl2024/negotiators/builtins/wrappers.py) A simple behavioral strategy implemented by just inheriting from an existing NegMAS negotiator.\n", "\n", "#### Note about running tournaments\n", "\n", "- When running a tournament using `anl2024_tournament` inside a Jupyter Notebook, you **must** pass `njobs=-1` to force serial execution of negotiations. This is required because the multiprocessing library used by NegMAS does not play nicely with Jupyter Notebooks. If you run the tournament using the same method from a `.py` python script file, you can omit this argument to run a tournament using all available cores.\n", "- When you pass `nologs=True`, no logs are stored for this tournament. If you omit this argument, a log will be created under `~/negmas/anl2024/tournaments` which can be visualized using the ANL visualizer by running:\n", "\n", "```bash\n", "anlv show\n", "```\n" ] } ], "metadata": { "celltoolbar": "Tags", "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.2" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "papermill": { "default_parameters": {}, 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