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{"type":"item.completed","item":{"id":"item_2","type":"agent_message","text":"```python\nimport json, numpy as np\ngames = json.load(open(\"/work/pass_1/games.json\"))\nboards = np.load(\"/work/pass_1/boards.npy\")\n\ndef show(b):\n    b = np.asarray(b).reshape(9,9)\n    return \"\\n\".join(\"\".join(\"X\" if x == 1 else \"O\" if x == -1 else \".\" for x in row) for row in b)\n\nstrong = [(i,g) for i,g in enumerate(games) if g[\"opponent\"] == \"strong\"]\nprint(\"Strong margins:\", sorted(g[\"margin\"] for _,g in strong))\nchosen = []\nfor color in (\"black\", \"white\"):\n    losses = [(i,g) for i,g in strong if g[\"result\"] < 0 and g[\"net_color\"] == color]\n    chosen += sorted(losses, key=lambda z: z[1][\"margin\"])[:2]\n    chosen += sorted(losses, key=lambda z: abs(z[1][\"margin\"]))[:1]\n\nfor i,g in chosen:\n    print(\"\\nGAME\", i, g[\"net_color\"], \"margin\", g[\"margin\"],\n          \"captured/lost\", g[\"stones_captured\"], g[\"stones_lost\"])\n    print(\"First 24:\", [(m[\"by\"],m[\"move\"]) for m in g[\"moves\"][:24]])\n    for ply in (23,39,55,len(g[\"moves\"])-1):\n        if ply < len(g[\"moves\"]):\n            print(\"After\",ply+1, \"\\n\"+show(boards[i,ply]))\n    print(\"Last network moves:\", [(m[\"ply\"],m[\"move\"],m[\"top5\"])\n          for m in g[\"moves\"][-16:] if m[\"by\"] == \"net\"])\n```\n"}}
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