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{"type":"item.completed","item":{"id":"item_2","type":"agent_message","text":"```python\nimport json, numpy as np, collections\ngs=json.load(open(\"/work/pass_8/games.json\"))\nbs=np.load(\"/work/pass_8/boards.npy\")\ndef show(b):\n    print(\"\\n\".join(\"\".join({0:\".\",1:\"X\",-1:\"O\"}[int(x)] for x in row)\n                    for row in b.reshape(9,9)))\nprint(\"Loss endings:\",collections.Counter(g[\"end\"] for g in gs if g[\"result\"]<0))\nprint(\"Loss margin distribution:\",collections.Counter(\n    \"near\" if g[\"margin\"]>-10 else \"medium\" if g[\"margin\"]>-30 else \"large\"\n    for g in gs if g[\"result\"]<0))\nfor i,g in enumerate(gs):\n    if g[\"end\"]==\"repetition\":\n        print(\"\\nRepetition\",i,\"result\",g[\"result\"],g[\"net_color\"],g[\"margin\"],\n              [(m[\"by\"],m[\"move\"]) for m in g[\"moves\"][-6:]])\n        show(bs[i,len(g[\"moves\"])-4])\nfor i,g in enumerate(gs):\n    if g[\"result\"]<0 and g[\"end\"]==\"two_passes\" and g[\"margin\"]>-6:\n        print(\"\\nClose loss\",i,g[\"net_color\"],g[\"margin\"],\n              \"captured\",g[\"stones_captured\"],\"lost\",g[\"stones_lost\"])\n        show(bs[i,len(g[\"moves\"])-1])\n        print(\"Last moves:\",g[\"moves\"][-4:])\n        if i>25: break\n```\n"}}
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