updating weekly stats

data/all_trades_profitability.parquet

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data/delivers.parquet

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data/fpmmTrades.parquet

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data/requests.parquet

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data/summary_profitability.parquet

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data/tools.parquet

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notebooks/analysis.ipynb

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     "import re"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import csv\n",
+    "import requests\n",
+    "hash = \"QmR8etyW3TPFadNtNrW54vfnFqmh8vBrMARWV76EmxCZyk\"\n",
+    "ipfs_address = \"https://gateway.autonolas.tech/ipfs/\"\n",
+    "\n",
+    "accuracy_link= ipfs_address + hash\n",
+    "response = requests.get(accuracy_link)\n",
+    "print(response)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "headers = ['tool', 'tool_accuracy', 'total_requests', 'min', 'max']\n"
+     ]
+    }
+   ],
+   "source": [
+    "from io import StringIO\n",
+    "accuracy_store = {}\n",
+    "data = StringIO(response.text)\n",
+    "csv_reader = csv.reader(data, delimiter=',')\n",
+    "for row in csv_reader:\n",
+    "    if row[0] == \"tool\":\n",
+    "        print(f\"headers = {row}\")\n",
+    "        continue\n",
+    "    accuracy_store[row[0]] = [\n",
+    "        row[2],\n",
+    "        row[1],\n",
+    "    ]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'claude-prediction-offline': ['481', '57.380457380457386'], 'claude-prediction-online': ['1055', '61.137440758293835'], 'prediction-offline': ['4465', '67.41321388577828'], 'prediction-offline-sme': ['61', '70.49180327868852'], 'prediction-online': ['9490', '66.00632244467862'], 'prediction-online-sme': ['14642', '65.67408823931157'], 'prediction-request-rag': ['2691', '63.58231140839836'], 'prediction-request-rag-claude': ['7428', '65.64351103931072'], 'prediction-request-reasoning': ['17372', '67.11374625834677'], 'prediction-request-reasoning-claude': ['2470', '66.72064777327935'], 'prediction-url-cot-claude': ['1596', '61.904761904761905']}\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(accuracy_store)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 2,