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{"type":"item.completed","item":{"id":"item_2","type":"agent_message","text":"```python\nimport json,numpy as np\nfrom collections import Counter\ngames=json.load(open(\"/work/pass_2/games.json\"))\nboards=np.load(\"/work/pass_2/boards.npy\")\nprint(\"Strong results:\",\n      Counter((g[\"end\"],g[\"result\"],g[\"net_color\"]) for g in games if g[\"opponent\"]==\"strong\"))\nprint(\"Strong margins:\",\n      sorted(g[\"margin\"] for g in games if g[\"opponent\"]==\"strong\"))\ndef show(board):\n    for row in np.asarray(board).reshape(9,9):\n        print(\"\".join({0:\".\",1:\"X\",-1:\"O\"}[int(x)] for x in row))\nselected=[]\nfor label,predicate in [\n    (\"black small loss\",lambda g:g[\"net_color\"]==\"black\" and -15<g[\"margin\"]<0),\n    (\"white small loss\",lambda g:g[\"net_color\"]==\"white\" and -15<g[\"margin\"]<0),\n    (\"large loss\",lambda g:g[\"margin\"]<=-15),\n    (\"large win\",lambda g:g[\"margin\"]>35 and g[\"result\"]==1),\n    (\"repetition\",lambda g:g[\"end\"]==\"repetition\")\n]:\n    matches=[i for i,g in enumerate(games) if g[\"opponent\"]==\"strong\" and predicate(g)]\n    if matches:\n        selected.append((label,matches[0]))\nfor label,i in selected:\n    g=games[i]\n    print(\"\\n\",label,\"GAME\",i,{k:v for k,v in g.items() if k!=\"moves\"})\n    for ply in (19,39,59,len(g[\"moves\"])-1):\n        if ply<len(g[\"moves\"]):\n            print(\"After ply\",ply);show(boards[i,ply])\n    print(\"First 12 net moves:\",\n          [m for m in g[\"moves\"] if m[\"by\"]==\"net\"][:12])\n    print(\"Last 8 moves:\",g[\"moves\"][-8:])\n```\n"}}
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