{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# 1. 查询关键词搜索量/CPC\tsearch_volume\t判断是否值得投放\n", "# 2. 相关关键词搜索量,无法设置返回数量,可以用5\n", "# 3. keywords for site 指定网站(URL)自动生成关键词建议\n", "# 4. 根据指定关键词、出价和设备类型,预测该关键词在 Google Ads 上的广告点击量、展示量、点击率、平均点击成本和预估花费。\n", "# 5. 与该关键词语义相关的建议词(如 \"bicycle for road\"),及其搜索量、CPC、竞争度、SEO 难度、用户意图、SERP 类型等结构化数据,可以用limit限制返回数量,从dataforseo数据库中调取\n", "# 6. 输入关键词、时间范围、地区,输出该关键词在 Google Trends 上的历史趋势数据(每周一个值,范围 0–100)\n", "\n", "\n", "import base64\n", "import requests\n", "import json\n", "import matplotlib.pyplot as plt\n", "\n", "login = \"metaljacket@meshinfo.cn\" \n", "password = \"d088821c1d6863ec\" \n", "credentials = f\"{login}:{password}\" \n", "\n", "base64_creds = base64.b64encode(credentials.encode()).decode()\n", "keyword = \"road bicycle\"\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Google Search Volume API\n", "\n", "**解释**: 获取关键词在 Google 上的搜索量数据(按月)\n", "\n", "**输入**:\n", "```json\n", "{\n", " \"keywords\": [\"road bicycle\"],\n", " \"location_name\": \"United States\",\n", " \"language_name\": \"English\"\n", "}\n", "```\n", "\n", "**输出**:\n", "```json\n", " \"result\": [\n", " {\n", " \"keyword\": \"road bicycle\",\n", " \"location_code\": 2840,\n", " \"language_code\": \"en\",\n", " \"search_partners\": false,\n", " \"competition\": 1,\n", " \"cpc\": 1,\n", " \"search_volume\": 60500,\n", " \"categories\": null,\n", " \"monthly_searches\": [\n", " {\n", " \"year\": 2025,\n", " \"month\": 6,\n", " \"search_volume\": 74000\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 5,\n", " \"search_volume\": 74000\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 4,\n", " \"search_volume\": 49500\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 3,\n", " \"search_volume\": 49500\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 2,\n", " \"search_volume\": 33100\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 1,\n", " \"search_volume\": 40500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 12,\n", " \"search_volume\": 40500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 11,\n", " \"search_volume\": 40500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 10,\n", " \"search_volume\": 49500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 9,\n", " \"search_volume\": 60500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 8,\n", " \"search_volume\": 74000\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 7,\n", " \"search_volume\": 90500\n", " }\n", " ]\n", "```" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\n", " \"version\": \"0.1.20250526\",\n", " \"status_code\": 20000,\n", " \"status_message\": \"Ok.\",\n", " \"time\": \"0.0798 sec.\",\n", " \"cost\": 0.075,\n", " \"tasks_count\": 1,\n", " \"tasks_error\": 0,\n", " \"tasks\": [\n", " {\n", " \"id\": \"07220436-1014-0093-0000-6b718ca5d894\",\n", " \"status_code\": 20000,\n", " \"status_message\": \"Ok.\",\n", " \"time\": \"0.0188 sec.\",\n", " \"cost\": 0.075,\n", " \"result_count\": 1,\n", " \"path\": [\n", " \"v3\",\n", " \"keywords_data\",\n", " \"google\",\n", " \"search_volume\",\n", " \"live\"\n", " ],\n", " \"data\": {\n", " \"api\": \"keywords_data\",\n", " \"function\": \"search_volume\",\n", " \"se\": \"google\",\n", " \"keywords\": [\n", " \"road bicycle\"\n", " ],\n", " \"language_name\": \"English\",\n", " \"location_name\": \"United States\"\n", " },\n", " \"result\": [\n", " {\n", " \"keyword\": \"road bicycle\",\n", " \"location_code\": 2840,\n", " \"language_code\": \"en\",\n", " \"search_partners\": false,\n", " \"competition\": 1,\n", " \"cpc\": 1,\n", " \"search_volume\": 60500,\n", " \"categories\": null,\n", " \"monthly_searches\": [\n", " {\n", " \"year\": 2025,\n", " \"month\": 6,\n", " \"search_volume\": 74000\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 5,\n", " \"search_volume\": 74000\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 4,\n", " \"search_volume\": 49500\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 3,\n", " \"search_volume\": 49500\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 2,\n", " \"search_volume\": 33100\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 1,\n", " \"search_volume\": 40500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 12,\n", " \"search_volume\": 40500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 11,\n", " \"search_volume\": 40500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 10,\n", " \"search_volume\": 49500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 9,\n", " \"search_volume\": 60500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 8,\n", " \"search_volume\": 74000\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 7,\n", " \"search_volume\": 90500\n", " }\n", " ]\n", " }\n", " ]\n", " }\n", " ]\n", "}\n" ] } ], "source": [ "# 1. 查询关键词 按月返回搜索量/CPC\tsearch_volume\t判断是否值得投放\n", "url = \"https://api.dataforseo.com/v3/keywords_data/google/search_volume/live\"\n", "headers = {\n", " \"Content-Type\": \"application/json\",\n", " \"Authorization\": f\"Basic {base64_creds}\"\n", "}\n", "\n", "# 请求体 - 设置关键词和区域\n", "payload = [{\n", " \"keywords\": [keyword],\n", " \"language_name\": \"English\",\n", " \"location_name\": \"United States\"\n", "}]\n", "\n", "# 发起请求\n", "response = requests.post(url, headers=headers, json=payload)\n", "\n", "# 解析响应\n", "if response.status_code == 200:\n", " search_volume = response.json()\n", " print(json.dumps(search_volume, indent=2))\n", "else:\n", " print(f\"Request failed: {response.status_code}\")\n", " print(response.text)\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[{'keyword': 'road bicycle', 'location_code': 2840, 'language_code': 'en', 'search_partners': False, 'competition': 1, 'cpc': 1, 'search_volume': 60500, 'categories': None, 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 74000}, {'year': 2025, 'month': 5, 'search_volume': 74000}, {'year': 2025, 'month': 4, 'search_volume': 49500}, {'year': 2025, 'month': 3, 'search_volume': 49500}, {'year': 2025, 'month': 2, 'search_volume': 33100}, {'year': 2025, 'month': 1, 'search_volume': 40500}, {'year': 2024, 'month': 12, 'search_volume': 40500}, {'year': 2024, 'month': 11, 'search_volume': 40500}, {'year': 2024, 'month': 10, 'search_volume': 49500}, {'year': 2024, 'month': 9, 'search_volume': 60500}, {'year': 2024, 'month': 8, 'search_volume': 74000}, {'year': 2024, 'month': 7, 'search_volume': 90500}]}]\n" ] }, { "data": { "image/png": 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ooXLlyunHH3/U+++/f0d/oEdlMpnumiM5Ofmu4+/1Xh70HlPO6ezZs+Xn53fHuNtXW2WER/maffbZZ/roo4/Uo0cPjRgxQvny5ZOdnZ0GDhx4x9zIDPdapfQwunbtqi+//FJLlixRx44dNW/ePLVu3TrVqreHkXIe3nrrrTtWE6YoVarUI70GAAC3ozAFAEAWeuaZZ9SnTx9t3rxZCxYsuOe4gIAArV27VtevX0+1aurgwYPW/emVkR+K/6tr164aNGiQzp8/r3nz5qlVq1bW1UMPo2bNmpo5c6b17m0lS5bUrl271Lhx4/u+j6VLlyo+Pl6//fZbqhVAt19O9iAlS5bU3r17Hzp7enTu3FkfffSRdu/erXnz5ql06dKqVauWdX9AQIAOHTp0x/PSMg/y5s1710sKM3KVlSTr5Z8+Pj5q0qRJhh47LQoWLCg3N7d7nic7Oztr4XLx4sV64okn9MMPP6Qad+3atVSNwAMCArR3715ZLJZU8+1ur3E/R44cSbXC6+jRozKbzanuivhfaZ1/FStWVLVq1TR37lwVKVJEp06d0vjx4x/qWLdLuRzS0dHRkK8nACD34VI+AACyUJ48efTdd99p6NChatOmzT3HtWzZUsnJyZowYUKq7WPGjJHJZLLe2S893N3dJd36EJ7ROnbsKJPJpNdff13Hjx9P1efmXmJjYxUaGnrXfSk9tFIunWrfvr3Onj2rqVOn3jH25s2bunHjhqT/re65faVQVFSUpk+fnub38txzz2nXrl3WSxNvl54VaGmRsjpqyJAh+vfff+9YLdWyZUtt3bo11Xm6ceOGpkyZouLFi6fqtfRfJUuW1MGDB3Xp0iXrtl27dmnjxo0Z+h5CQkLk6empzz77TImJiXfsv/31ExMTdfDgQWvBMSPY29urWbNm+vXXX1NdInfhwgXNmzdPDRo0kKenp3Xsf7+GixYtuqNnUsuWLXXu3DktXrzYui02NlZTpkxJV7aJEyemepxSOLrf92965l+XLl20evVqjR07Vvnz57/juA8zl318fPT4449r8uTJd/063f71BAAgI7BiCgCALNatW7cHjmnTpo2eeOIJffDBBzpx4oSqVKmi1atX69dff9XAgQNTNSlPqxo1akiSPvjgA3Xo0EGOjo5q06aNtWD1KAoWLKjmzZtr0aJF8vb2VqtWrR74nNjYWNWrV09169ZV8+bNVbRoUV27dk1LlizR+vXr1bZtW1WrVk3SrQ/gCxcu1CuvvKI///xT9evXV3Jysg4ePKiFCxdq1apVqlmzppo1ayYnJye1adNGffr0UUxMjKZOnSofH580F0PefvttLV68WO3atVOPHj1Uo0YNRUZG6rffftOkSZNUpUqVRzpXtwsMDFS9evX066+/StIdhan33ntPP/74o1q0aKHXXntN+fLl08yZMxUeHq6ffvrJ2sj7bnr06KHRo0crJCREPXv21MWLFzVp0iRVqFDB2gw8I3h6euq7775Tly5dVL16dXXo0EEFCxbUqVOntHz5ctWvX99aYD179qyCgoLUrVu3R2qA/l+ffPKJ1qxZowYNGujVV1+Vg4ODJk+erPj4eI0aNco6rnXr1ho+fLi6d++uevXqac+ePZo7d26qpumS1KtXL02YMEFdu3ZVWFiY/P39NXv2bLm5uaUrV3h4uJ566ik1b95coaGhmjNnjjp16nTfOZSe+depUye98847+uWXX9S3b185Ojo+9LFuN3HiRDVo0ECVKlVSr169VKJECV24cEGhoaE6c+aMdu3ala7zAADA/VCYAgAgG7Kzs9Nvv/2mIUOGaMGCBZo+fbqKFy+uL7/8Um+++eZDHbNWrVoaMWKEJk2apJUrV8psNis8PDxDClPSrcv5li1bpvbt28vZ2fmB4729vTV16lQtX75c06dPV0REhOzt7VW2bFl9+eWXqe5IaGdnpyVLlmjMmDGaNWuWfvnlF7m5ualEiRJ6/fXXrU3Qy5Ytq8WLF+vDDz/UW2+9JT8/P/Xt21cFCxZUjx490vQ+8uTJo/Xr1+vjjz/WL7/8opkzZ8rHx0eNGzdWkSJFHu7k3Efnzp21adMm1a5d+47ePb6+vtq0aZPeffddjR8/XnFxcapcubKWLl36wOJfUFCQZs2apSFDhmjQoEEqX768Zs+erXnz5umvv/7K0PfQqVMnFSpUSJ9//rm+/PJLxcfHq3DhwmrYsKG6d++eoa91NxUqVND69es1ePBgjRw5UmazWXXq1NGcOXOsdxeUpPfff183btzQvHnztGDBAlWvXl3Lly/Xe++9l+p4bm5uWrdunQYMGKDx48fLzc1NnTt3VosWLdS8efM051qwYIGGDBmi9957Tw4ODurfv7++/PLL+z4nPfPP19dXzZo104oVK+56s4GHncvly5fX9u3bNWzYMM2YMUNXrlyRj4+PqlWrpiFDhqT5/QMAkBYmS0avSQcAALnSr7/+qrZt2+qff/5Rw4YNjY4D5ArPPPOM9uzZo6NHjxodBQCAh0KPKQAAkCGmTp2qEiVKqEGDBkZHAXKF8+fPa/ny5XddLQUAQE7BpXwAAOCRzJ8/X7t379by5cs1bty4TL37H4Bbvas2btyo77//Xo6OjurTp4/RkQAAeGgUpgAAwCPp2LGj8uTJo549e+rVV181Og5g8/7++291795dxYoV08yZM+Xn52d0JAAAHho9pgAAAAAAAGAIekwBAAAAAADAEBSmAAAAAAAAYAh6TGUQs9msc+fOycPDg6avAAAAAAAg17JYLLp+/boKFSokO7v7r4miMJVBzp07p6JFixodAwAAAAAAIFs4ffq0ihQpct8xFKYyiIeHh6RbJ93T09PgNA8vMTFRq1evVrNmzeTo6Gh0HCDDMcdha5jTsEXMa+RUzF3YIuY1HkZ0dLSKFi1qrZXcD4WpDJJy+Z6np2eOL0y5ubnJ09OTHzqwScxx2BrmNGwR8xo5FXMXtoh5jUeRllZHND8HAAAAAACAIShMAQAAAAAAwBAUpgAAAAAAAGAIClMAAAAAAAAwBIUpAAAAAAAAGILCFAAAAAAAAAxBYQoAAAAAAACGoDAFAAAAAAAAQ1CYAgAAAAAAgCEoTAEAAAAAAMAQFKZglWy2aEt4pMIum7QlPFLJZovRkQAAAAAAgA1zMDoAsoeVe89r2NL9Oh8VJ8les45sl7+Xiz5uU17NK/obHQ8AAAAAANggVkxBK/eeV985O/6/KPU/EVFx6jtnh1buPW9QMgAAAAAAYMsoTOVyyWaLhi3dr7tdtJeybdjS/VzWBwAAAAAAMpyhhanr169r4MCBCggIkKurq+rVq6dt27ZZ91ssFg0ZMkT+/v5ydXVVkyZNdOTIkVTHiIyMVOfOneXp6Slvb2/17NlTMTExqcbs3r1bDRs2lIuLi4oWLapRo0bdkWXRokUqV66cXFxcVKlSJa1YsSJz3nQ2szU88o6VUrezSDofFaet4ZFZFwoAAAAAAOQKhhamXn75Za1Zs0azZ8/Wnj171KxZMzVp0kRnz56VJI0aNUrffPONJk2apC1btsjd3V0hISGKi/tfIaVz587at2+f1qxZo2XLlumff/5R7969rfujo6PVrFkzBQQEKCwsTF9++aWGDh2qKVOmWMds2rRJHTt2VM+ePbVz5061bdtWbdu21d69e7PuZBjk4vV7F6UeZhwAAAAAAEBaGVaYunnzpn766SeNGjVKjz32mEqVKqWhQ4eqVKlS+u6772SxWDR27Fh9+OGHevrpp1W5cmXNmjVL586d05IlSyRJBw4c0MqVK/X999+rTp06atCggcaPH6/58+fr3LlzkqS5c+cqISFB06ZNU4UKFdShQwe99tprGj16tDXLuHHj1Lx5c7399tsKCgrSiBEjVL16dU2YMMGIU5OlfDxcMnQcAAAAAABAWhl2V76kpCQlJyfLxSV1wcPV1VUbNmxQeHi4IiIi1KRJE+s+Ly8v1alTR6GhoerQoYNCQ0Pl7e2tmjVrWsc0adJEdnZ22rJli5555hmFhobqsccek5OTk3VMSEiIvvjiC129elV58+ZVaGioBg0alCpHSEiItQB2N/Hx8YqPj7c+jo6OliQlJiYqMTHxoc6JEaoV8ZCfp7MuRMfftc+UJPl7OataEY8c9b6Ae0mZx8xn2ArmNGwR8xo5FXMXtoh5jYeRnvliWGHKw8NDwcHBGjFihIKCguTr66sff/xRoaGhKlWqlCIiIiRJvr6+qZ7n6+tr3RcRESEfH59U+x0cHJQvX75UYwIDA+84Rsq+vHnzKiIi4r6vczcjR47UsGHD7ti+evVqubm5peUUZBst/UyaFp2yeM50x/4SLrFatfL3rA0FZLI1a9YYHQHIUMxp2CLmNXIq5i5sEfMa6REbG5vmsYYVpiRp9uzZ6tGjhwoXLix7e3tVr15dHTt2VFhYmJGx0mTw4MGpVllFR0eraNGiatasmTw9PQ1Mln4tJVXfd0GfrDioiOj/rQLL42yvmPhkbb7koB4h1fRY6QLGhQQySGJiotasWaOmTZvK0dHR6DjAI2NOwxYxr5FTMXdhi5jXeBgpV5WlhaGFqZIlS+rvv//WjRs3FB0dLX9/f73wwgsqUaKE/Pz8JEkXLlyQv7+/9TkXLlxQ1apVJUl+fn66ePFiqmMmJSUpMjLS+nw/Pz9duHAh1ZiUxw8ak7L/bpydneXs7HzHdkdHxxz5zdq6ahG1qFxYoUcvavX6LWrWsI7qliyodxbv1s87z+q1+bu08JVgVSjkZXRUIEPk1O9V4F6Y07BFzGvkVMxd2CLmNdIjPXPF0LvypXB3d5e/v7+uXr2qVatW6emnn1ZgYKD8/Py0bt0667jo6Ght2bJFwcHBkqTg4GBdu3Yt1QqrP/74Q2azWXXq1LGO+eeff1Jd37hmzRqVLVtWefPmtY65/XVSxqS8Tm5hb2dSncB8qlHAojqB+eRgb6fPn6useiXz60ZCsrpP36az124aHRMAAAAAANgIQwtTq1at0sqVKxUeHq41a9boiSeeULly5dS9e3eZTCYNHDhQn3zyiX777Tft2bNHXbt2VaFChdS2bVtJUlBQkJo3b65evXpp69at2rhxo/r3768OHTqoUKFCkqROnTrJyclJPXv21L59+7RgwQKNGzcu1WV4r7/+ulauXKmvv/5aBw8e1NChQ7V9+3b179/fiNOSrTg52Om7F2uojG8eXbwerx7Ttyk6jqZ3AAAAAADg0RlamIqKilK/fv1Urlw5de3aVQ0aNNCqVausS77eeecdDRgwQL1791atWrUUExOjlStXprqT39y5c1WuXDk1btxYLVu2VIMGDTRlyhTrfi8vL61evVrh4eGqUaOG3nzzTQ0ZMkS9e/e2jqlXr57mzZunKVOmqEqVKlq8eLGWLFmiihUrZt3JyMa8XB01vXtt+Xg469CF6+o7J0wJSWajYwEAAAAAgBzO0B5T7du3V/v27e+532Qyafjw4Ro+fPg9x+TLl0/z5s277+tUrlxZ69evv++Ydu3aqV27dvcPnIsV9nbVtJdqqf3kUG08ekXv/bxbX7erIpPpzrv4AQAAAAAApEW26DGFnKFiYS9N7Fxd9nYm/bzjrMauPWJ0JAAAAAAAkINRmEK6PFHWRyOevnWJ47h1R7Rw+2mDEwEAAAAAgJyKwhTSrVOdYnr18ZKSpPd/3qP1Ry4ZnAgAAAAAAOREFKbwUN5qVlZPVy2kJLNFfefs0IHz0UZHAgAAAAAAOQyFKTwUOzuTRj1fWXUC8ykmPkndp2/T+aibRscCAAAAAAA5CIUpPDRnB3tN6VJTpXzyKCI6Tt2nb9P1uESjYwEAAAAAgByCwhQeiZebo6a/VEsF8jjrYMR1vTp3hxKTzUbHAgAAAAAAOQCFKTyyovncNO2lmnJ1tNf6I5f1wS97ZLFYjI4FAAAAAACyOQpTyBCVi3hrQqdqsjNJC7ef0YQ/jhodCQAAAAAAZHMUppBhGgf5atjTFSVJX685rJ93nDE4EQAAAAAAyM4oTCFDdakboD6NSkiS3v1ptzYdvWxwIgAAAAAAkF1RmEKGezeknFpX9ldiskV95oTpUMR1oyMBAAAAAIBsiMIUMpydnUlftauiWsXz6npckrpP36oL0XFGxwIAAAAAANkMhSlkChdHe03pUlMlCrjrXFSceszYppj4JKNjAQAAAACAbITCFDJNXncnzeheW/ndnbTvXLT6zd2hpGSz0bEAAAAAAEA2QWEKmapYfjf98FItuTja6e/Dl/TRr3tlsViMjgUAAAAAALIBClPIdFWLeuubDtVkMkk/bj2tb/86ZnQkAAAAAACQDVCYQpZoVsFPH7cuL0n6ctUh/frvWYMTAQAAAAAAo1GYQpZ5qX6gXm4QKEl6e9FubT5+xeBEAAAAAADASBSmkKXebxmkFhX9lJBsVu9Z23X04nWjIwEAAAAAAINQmEKWsrMzacwLVVW9mLei45LUbdo2XbweZ3QsAAAAAABgAApTyHIujvb6vlstFc/vprPXbqrnjO2KTUgyOhYAAAAAAMhiFKZgiHzuTprRvbbyuTtpz9koDZi3U0nJZqNjAQAAAACALERhCoYpXsBdU7vWlLODndYdvKihS/fJYrEYHQsAAAAAAGQRClMwVI2AvBr7QlWZTNKczac05Z/jRkcCAAAAAABZhMIUDNeikr8+aBkkSRr5+0Et233O4EQAAAAAACArUJhCttCzQaBeqldckjRowS5tOxFpbCAAAAAAAJDpKEwhWzCZTPqodXk1K++rhGSzes3armOXYoyOBQAAAAAAMhGFKWQb9nYmjetQTVWLeutabKJemr5Vl2PijY4FAAAAAAAyCYUpZCuuTvb6vltNFcvnptORN9Vz5nbdTEg2OhYAAAAAAMgEFKaQ7RTI46wZ3WvJ281Ru05f02vzdyrZbDE6FgAAAAAAyGAUppAtlSiYR1O71pSTg53W7L+gEcv2y2KhOAUAAAAAgC2hMIVsq1bxfBrTvqokacamE/phQ7ixgQAAAAAAQIaiMIVsrVVlf73fspwk6dMVB/T7nvMGJwIAAAAAABmFwhSyvV4NS6hL3QBZLNLABf8q7GSk0ZEAAAAAAEAGoDCFbM9kMunjNuXVJMhH8UlmvTxzu8Iv3zA6FgAAAAAAeEQUppAjONjb6ZuO1VS5iJeuxiaq+/StuhITb3QsAAAAAADwCChMIcdwc3LQ991qqkheV524EquXZ21XXGKy0bEAAAAAAMBDojCFHMXHw0UzuteSp4uDdp66poHz/1Wy2WJ0LAAAAAAA8BAoTCHHKeXjoalda8rJ3k4r90XosxUHjI4EAAAAAAAeAoUp5Eh1SuTXl+0qS5J+2BCu6RvDDU4EAAAAAADSi8IUcqynqxbWO83LSpKGL9uvVfsiDE4EAAAAAADSg8IUcrS+jUqqY+1islik1+fv1M5TV42OBAAAAAAA0ojCFHI0k8mkEU9X0BNlCyou0ayXZ27XySs3jI4FAAAAAADSgMIUcjwHeztN6FRdFQt76sqNBHWfvk1XbyQYHQsAAAAAADwAhSnYBHdnB03rVkuFvV11/PIN9Zq1XXGJyUbHAgAAAAAA90FhCjbDx9NF07vXkoeLg7afvKo3F+2S2WwxOhYAAAAAALgHClOwKWV8PTS5Sw052pu0fPd5fbHyoNGRAAAAAADAPVCYgs2pV7KARj1fWZI0+Z/jmh16wthAAAAAAADgrihMwSY9U62I3mxaRpL08W/7tHb/BYMTAQAAAACA/6IwBZvV/8lSeqFmUZkt0oAfd2r3mWtGRwIAAAAAALehMAWbZTKZ9MkzFfVYmYK6mZisHjO26XRkrNGxAAAAAADA/6MwBZvmaG+niZ2qKcjfU5djEvTS9K2Kik00OhYAAAAAAJDBhank5GR99NFHCgwMlKurq0qWLKkRI0bIYrFYx1gsFg0ZMkT+/v5ydXVVkyZNdOTIkVTHiYyMVOfOneXp6Slvb2/17NlTMTExqcbs3r1bDRs2lIuLi4oWLapRo0bdkWfRokUqV66cXFxcVKlSJa1YsSJz3jiylIeLo6a/VEv+Xi46dumGes3ervikZKNjAQAAAACQ6xlamPriiy/03XffacKECTpw4IC++OILjRo1SuPHj7eOGTVqlL755htNmjRJW7Zskbu7u0JCQhQXF2cd07lzZ+3bt09r1qzRsmXL9M8//6h3797W/dHR0WrWrJkCAgIUFhamL7/8UkOHDtWUKVOsYzZt2qSOHTuqZ8+e2rlzp9q2bau2bdtq7969WXMykKn8vFw0vXsteTg7aGt4pN5etFtms+XBTwQAAAAAAJnG0MLUpk2b9PTTT6tVq1YqXry4nn/+eTVr1kxbt26VdGu11NixY/Xhhx/q6aefVuXKlTVr1iydO3dOS5YskSQdOHBAK1eu1Pfff686deqoQYMGGj9+vObPn69z585JkubOnauEhARNmzZNFSpUUIcOHfTaa69p9OjR1izjxo1T8+bN9fbbbysoKEgjRoxQ9erVNWHChCw/L8gc5fw89d2LNeRgZ9Jvu87pq9WHjI4EAAAAAECu5mDki9erV09TpkzR4cOHVaZMGe3atUsbNmywFozCw8MVERGhJk2aWJ/j5eWlOnXqKDQ0VB06dFBoaKi8vb1Vs2ZN65gmTZrIzs5OW7Zs0TPPPKPQ0FA99thjcnJyso4JCQnRF198oatXrypv3rwKDQ3VoEGDUuULCQmxFsD+Kz4+XvHx8dbH0dHRkqTExEQlJubcHkYp2XPye7ifOsW99MnT5fXeL/v07V/H5O/prA61ihgdC1nI1uc4ch/mNGwR8xo5FXMXtoh5jYeRnvliaGHqvffeU3R0tMqVKyd7e3slJyfr008/VefOnSVJERERkiRfX99Uz/P19bXui4iIkI+PT6r9Dg4OypcvX6oxgYGBdxwjZV/evHkVERFx39f5r5EjR2rYsGF3bF+9erXc3NzS9P6zszVr1hgdIdO4SmpexE4rz9jp49/26fThPaqQl8v6chtbnuPInZjTsEXMa+RUzF3YIuY10iM2NjbNYw0tTC1cuFBz587VvHnzVKFCBf37778aOHCgChUqpG7duhkZ7YEGDx6caoVVdHS0ihYtqmbNmsnT09PAZI8mMTFRa9asUdOmTeXo6Gh0nEzTwmLRu7/s0y87z2nOcSfN61lLFQrl3K8b0i63zHHkHsxp2CLmNXIq5i5sEfMaDyPlqrK0MLQw9fbbb+u9995Thw4dJEmVKlXSyZMnNXLkSHXr1k1+fn6SpAsXLsjf39/6vAsXLqhq1aqSJD8/P128eDHVcZOSkhQZGWl9vp+fny5cuJBqTMrjB41J2f9fzs7OcnZ2vmO7o6OjTXyz2sr7uJ8vnquii9fjtfHoFfWas1O/vFpPRfLm/NVuSJvcMMeRuzCnYYuY18ipmLuwRcxrpEd65oqhzc9jY2NlZ5c6gr29vcxmsyQpMDBQfn5+WrdunXV/dHS0tmzZouDgYElScHCwrl27prCwMOuYP/74Q2azWXXq1LGO+eeff1Jd47hmzRqVLVtWefPmtY65/XVSxqS8DmyPk4Odvnuxhsr6eujS9Xh1n75NUTe5bhoAAAAAgKxiaGGqTZs2+vTTT7V8+XKdOHFCv/zyi0aPHq1nnnlGkmQymTRw4EB98skn+u2337Rnzx517dpVhQoVUtu2bSVJQUFBat68uXr16qWtW7dq48aN6t+/vzp06KBChQpJkjp16iQnJyf17NlT+/bt04IFCzRu3LhUl+K9/vrrWrlypb7++msdPHhQQ4cO1fbt29W/f/8sPy/IOp4ujprevZZ8PZ115GKMXpkdpoQks9GxAAAAAADIFQwtTI0fP17PP/+8Xn31VQUFBemtt95Snz59NGLECOuYd955RwMGDFDv3r1Vq1YtxcTEaOXKlXJxcbGOmTt3rsqVK6fGjRurZcuWatCggaZMmWLd7+XlpdWrVys8PFw1atTQm2++qSFDhqh3797WMfXq1dO8efM0ZcoUValSRYsXL9aSJUtUsWLFrDkZMEwhb1dNe6mW3J3sFXr8it77abcsFpqhAwAAAACQ2QztMeXh4aGxY8dq7Nix9xxjMpk0fPhwDR8+/J5j8uXLp3nz5t33tSpXrqz169ffd0y7du3Url27+46BbapQyEvfvlhDPWZs0887z6pIXlcNalbW6FgAAAAAANg0Q1dMAdlJozIF9dkzt1bIffPHUS3cdtrgRAAAAAAA2DYKU8BtXqhVTAOeLCVJGvzLHv19+JLBiQAAAAAAsF0UpoD/GNS0jJ6pVljJZotenROm/eeijY4EAAAAAIBNojAF/IfJZNIXz1VWcIn8upGQrB4ztul81E2jYwEAAAAAYHMoTAF34eRgp0ldaqi0Tx5FRMep+/Rtio5LNDoWAAAAAAA2hcIUcA9ero6a3r2WCno462DEdb06Z4cSk81GxwIAAAAAwGZQmALuo0heN01/qZbcnOy14ehlDf55jywWi9GxAAAAAACwCRSmgAeoWNhLEztVl51JWhx2RuPWHTE6EgAAAAAANoHCFJAGT5Tz0Yi2FSVJY9ce0eKwMwYnAgAAAAAg56MwBaRR5zoB6vt4SUnSez/t1oYjlw1OBAAAAABAzkZhCkiHt5uVVZsqhZRktqjvnDAdjIg2OhIAAAAAADkWhSkgHezsTPqqXWXVDsyn6/FJ6j59myKi4oyOBQAAAABAjkRhCkgnZwd7TelSQyUKuut8VJy6z9immPgko2MBAAAAAJDjUJgCHoK3m5Nmdq+tAnmcdOB8tF6du0OJyWajYwEAAAAAkKNQmAIeUtF8bvqhWy25Otrrn8OX9NGSvbJYLEbHAgAAAAAgx6AwBTyCKkW99U3HarIzSfO3ndbEP48aHQkAAAAAgByDwhTwiJqW99XQpypIkr5afVi/7DxjcCIAAAAAAHIGClNABugaXFy9HyshSXpn8W5tOnbZ4EQAAAAAAGR/FKaADPJe83JqVclfickW9ZkdpsMXrhsdCQAAAACAbI3CFJBB7OxM+rp9FdUMyKvrcUnqPn2bLkbHGR0LAAAAAIBsi8IUkIFcHO01tWtNBRZw19lrN9Vj5jbdiE8yOhYAAAAAANkShSkgg+V1d9KM7rWU391Je89Gq/+8HUpKNhsdCwAAAACAbIfCFJAJAvK76/tuNeXiaKc/D13Sx7/tk8ViMToWAAAAAADZCoUpIJNUK5ZX4zpUk8kkzd1ySpP+Pm50JAAAAAAAshUKU0AmCqngpyGty0uSvlh5UL/tOmdwIgAAAAAAsg8KU0Am614/UD3qB0qS3lq4S1uOXzE4EQAAAAAA2QOFKSALfNAqSM0r+Ckh2azes8N09GKM0ZEAAAAAADAchSkgC9jbmTS2Q1VVK+atqJuJemn6VkVExSn02BX9+u9ZhR67omQzzdEBAAAAZB/JZou2hEcq7LJJW8Ij+cySyZLNllz5GdHB6ABAbuHiaK/vu9bUs99t0skrsWo46g8lJv/vB42/l4s+blNezSv6G5gSAAAAAKSVe89r2NL9Oh8VJ8les45s5zNLJkp9vm/JLeebFVNAFsqfx9nab+r2opQkRUTFqe+cHVq597wR0QAAAABA0q0iSd85O1IVSSQ+s2SW3H6+WTEFZKFks0WT/j52130WSSZJw5buV9PyfrK3M2VpNgAAAABINls0bOl+3e0ispRt7/+8R/Ymk+z4zPLIzGaLBv+8557nOzd8RqQwBWShreGRd1TBb2eRdD4qTlvDIxVcMn/WBQMAAAAAPfgziyRFxiaq1+ywLEqUu+WGz4gUpoAsdPH6/X/Ap3ccAAAAAGSktH4WKZbPTXndnTI5je27eiNBpyJjHzjOlj8jUpgCspCPh0uGjgMAAACAjJTWzyJfPFfZZlfwZKXQY1fUcermB46z5c+IND8HslDtwHzy93LR/a4MdnawU6XCXlmWCQAAAABS1A7MJz9P53vuN+nW3eJqB+bLulA27EGfEXPD+aYwBWQhezuTPm5TXpLu+YMnPsmsHjO2KTouMeuCAQAAAIBufWapW+LuK6FSPsN83Ka8zTbizmr3+4yYW843hSkgizWv6K/vXqwuP6/USzH9vVz0VrMy8nBx0NYTkeo0dbOuxMQblBIAAABAbnTxepzWHrgoSfJydUy1z8/LRd+9WF3NK/obEc1m3eszYm453/SYAgzQvKK/mpb309bwSF28Hicfj1tLM+3tTHqinI+6/rBVe89Gq/3kUM15uY78vVyNjgwAAAAgFxi9+rBi4pNUpYiXFr9ST1uOX9Lq9VvUrGEdBZfysemVO0a632dEW0dhCjCIvZ3prs0CKxTy0sJXgtXl+y06dumGnv/uVnEqsIC7ASkBAAAA5Bb7zkVpwfbTkqQhbcrL0cFOdQLz6coBi+rkkiKJke71GdHWcSkfkA2VLJhHi/rWU2ABd529dlPtJoXqwPloo2MBAAAAsFEWi0Ujlu2XxSK1qVJINQJst9k2shcKU0A2VdjbVQv7BCvI31OXY+L1wuRQ7Th11ehYAAAAAGzQ6v0XtPl4pJwd7PRu87JGx0EuQmEKyMYKejhrfu+6qhGQV9FxSXrx+y3acOSy0bEAAAAA2JD4pGR9tuKAJKlXwxIqktfN4ETITShMAdmcl6ujZvesrYalCyg2IVk9ZmzTyr0RRscCAAAAYCNmbTqpk1diVdDDWX0fL2l0HOQyFKaAHMDNyUHfd6upFhX9lJBsVr95O/RT2BmjYwEAAADI4a7ExOubdUckSW+HlJW7M/dIQ9aiMAXkEM4O9hrfsZqer1FEyWaL3ly0SzM2hhsdCwAAAEAONnrNYV2PT1KFQp56vnoRo+MgF6IwBeQgDvZ2GvVcZfWoHyhJGrp0v8avOyKLxWJwMgAAAAA5zaGI6/px6ylJ0pDW5WVnZzI4EXIjClNADmNnZ9JHrYP0RpMykqSv1xzWZysOUJwCAAAAkGYWi0Ujlu2X2SK1qOinOiXyGx0JuRSFKSAHMplMer1JaQ1pXV6SNHV9uN77aY+SzRSnAAAAADzYHwcvasPRy3Kyt9PgFkFGx0EuRmEKyMF6NAjUl89Xlp1JWrD9tF77cacSksxGxwIAAACQjSUkmfXp8gOSbn2mKJbfzeBEyM0oTAE5XLuaRfVt5+pysrfT8j3n1WvWdt1MSDY6FgAAAIBsas7mkzp++YYK5HFSvydKGh0HuRyFKcAGNK/orx9eqilXR3v9ffiSuk7boui4RKNjAQAAAMhmrt5I0Ni1hyVJbzYrKw8XR4MTIbejMAXYiIalC2rOy7Xl6eKgbSeuquOUzbocE290LAAAAADZyNi1hxUdl6Ryfh5qX7Oo0XEAClOALakRkE/zewerQB4n7TsXrfaTQ3Xu2k2jYwEAAADIBo5evK45W05Jkoa0Li97O5PBiQAKU4DNKV/IUwv7BKuQl4uOX7qhdpNCdfxSjNGxAAAAABjsk+UHlGy2qGl5X9UrVcDoOIAkgwtTxYsXl8lkuuNPv379JElxcXHq16+f8ufPrzx58ui5557ThQsXUh3j1KlTatWqldzc3OTj46O3335bSUlJqcb89ddfql69upydnVWqVCnNmDHjjiwTJ05U8eLF5eLiojp16mjr1q2Z9r6BzFaiYB4t7ltPJQq66+y1m2o/OVT7z0UbHQsAAACAQf46dFF/HbokR3uT3m8ZZHQcwMrQwtS2bdt0/vx56581a9ZIktq1aydJeuONN7R06VItWrRIf//9t86dO6dnn33W+vzk5GS1atVKCQkJ2rRpk2bOnKkZM2ZoyJAh1jHh4eFq1aqVnnjiCf37778aOHCgXn75Za1atco6ZsGCBRo0aJA+/vhj7dixQ1WqVFFISIguXryYRWcCyHiFvF21sE+wyvt76nJMgjpMCVXYyUijYwEAAADIYknJZn2y/IAk6aV6xRVYwN3gRMD/OBj54gULFkz1+PPPP1fJkiXVqFEjRUVF6YcfftC8efP05JNPSpKmT5+uoKAgbd68WXXr1tXq1au1f/9+rV27Vr6+vqpatapGjBihd999V0OHDpWTk5MmTZqkwMBAff3115KkoKAgbdiwQWPGjFFISIgkafTo0erVq5e6d+8uSZo0aZKWL1+uadOm6b333rtr9vj4eMXH/6+xdHT0rdUoiYmJSkzMuXdDS8mek98D/sfL2U6zu9dQ7zk7FXbqml78fou+7VRNDUrlNzqaYZjjsDXMadgi5jVyKuYusqs5W07p6MUY5XVz1CsNi6drjjKv8TDSM18MLUzdLiEhQXPmzNGgQYNkMpkUFhamxMRENWnSxDqmXLlyKlasmEJDQ1W3bl2FhoaqUqVK8vX1tY4JCQlR3759tW/fPlWrVk2hoaGpjpEyZuDAgdbXDQsL0+DBg6377ezs1KRJE4WGht4z78iRIzVs2LA7tq9evVpubm4PexqyjZTVa7ANHfykG1F2OhglvTxru7qVNqtKfovRsQzFHIetYU7DFjGvkVMxd5GdxCZJX+60l2RSE984bfjz4eYn8xrpERsbm+ax2aYwtWTJEl27dk0vvfSSJCkiIkJOTk7y9vZONc7X11cRERHWMbcXpVL2p+y735jo6GjdvHlTV69eVXJy8l3HHDx48J55Bw8erEGDBlkfR0dHq2jRomrWrJk8PT3T/sazmcTERK1Zs0ZNmzaVo6Oj0XGQgVq2MOvNxXu0ct8FzThir88qVNBz1QsbHSvLMcdha5jTsEXMa+RUzF1kR5/9fkixSSdV2sddw7sFy8E+fR19mNd4GClXlaVFtilM/fDDD2rRooUKFSpkdJQ0cXZ2lrOz8x3bHR0dbeKb1VbeB/7H0VGa2LmG3v95jxZsP633ftmn2ESLejQINDqaIZjjsDXMadgi5jVyKuYusovjl2I0e/MpSdJHrSvI1eXOz7BpxbxGeqRnrjxU8/PZs2erfv36KlSokE6ePClJGjt2rH799deHOZxOnjyptWvX6uWXX7Zu8/PzU0JCgq5du5Zq7IULF+Tn52cd89+79KU8ftAYT09Pubq6qkCBArK3t7/rmJRjALbC3s6kz5+rpJf/vxg1fNl+jVt7RBZL7r6sDwAAALBFn604oCSzRU+W89FjZQo++AmAAdJdmPruu+80aNAgtWzZUteuXVNycrIkydvbW2PHjn2oENOnT5ePj49atWpl3VajRg05Ojpq3bp11m2HDh3SqVOnFBwcLEkKDg7Wnj17Ut09b82aNfL09FT58uWtY24/RsqYlGM4OTmpRo0aqcaYzWatW7fOOgawJSaTSR+0CtKbTctIksasPaxPlh+gOAUAAADYkA1HLmvtgYtysDPp/ZZBRscB7indhanx48dr6tSp+uCDD2Rvb2/dXrNmTe3ZsyfdAcxms6ZPn65u3brJweF/VxZ6eXmpZ8+eGjRokP7880+FhYWpe/fuCg4OVt26dSVJzZo1U/ny5dWlSxft2rVLq1at0ocffqh+/fpZL7N75ZVXdPz4cb3zzjs6ePCgvv32Wy1cuFBvvPGG9bUGDRqkqVOnaubMmTpw4ID69u2rGzduWO/SB9gak8mkAY1La2ibWwXcHzaE653Fu5WUbDY4GQAAAIBHlZRs1ohl+yVJL9YNUCmfPAYnAu4t3T2mwsPDVa1atTu2Ozs768aNG+kOsHbtWp06dUo9evS4Y9+YMWNkZ2en5557TvHx8QoJCdG3335r3W9vb69ly5apb9++Cg4Olru7u7p166bhw4dbxwQGBmr58uV64403NG7cOBUpUkTff/+9QkJCrGNeeOEFXbp0SUOGDFFERISqVq2qlStX3tEQHbA1L9UPlIeLo95evEuLws4oJj5JYztUlbOD/YOfDAAAACBbWrD9tA5duC4vV0cNbFLa6DjAfaW7MBUYGKh///1XAQEBqbavXLlSQUHpXx7YrFmze15C5OLiookTJ2rixIn3fH5AQIBWrFhx39d4/PHHtXPnzvuO6d+/v/r37//gwICNea5GEbk7O+i1H3fq970Ripm5XZO71JCbU7a5NwIAAACANIqOS9To1YclSW80KS1vNyeDEwH3l+5L+QYNGqR+/fppwYIFslgs2rp1qz799FMNHjxY77zzTmZkBJDJmlf007SXasnNyV7rj1xWlx+2KupmotGxAAAAAKTTxD+O6sqNBJUs6K7OdQMe/ATAYOleEvHyyy/L1dVVH374oWJjY9WpUycVKlRI48aNU4cOHTIjI4As0KB0Ac3uWUfdp29V2Mmr6jhls2b1rK0CeR7+lrIAAAAAss6Jyzc0bWO4JOnDVuXlaJ/utShAlnuoWdq5c2cdOXJEMTExioiI0JkzZ9SzZ8+MzgYgi9UIyKsFfYJVII+z9p+PVvtJoTp77abRsQAAAACkwcjfDygx2aLHyhTU42ULGh0HSJNHKp+6ubnJx8cno7IAyAaC/D216JVgFfZ21fHLN9Tuu006dinG6FgAAAAA7iP02BWt2ndB9nYmfdgqSCaTyehIQJqkuzB15coV9evXT+XLl1eBAgWUL1++VH8A5HyBBdy1uG+wShZ017moOLWfFKp956KMjgUAAADgLpLNFo1Ytl+S1Kl2MZXx9TA4EZB26e4x1aVLFx09elQ9e/aUr68vVVjARvl7uWphn2B1m75Ve89Gq8OUzZr+Ui3VLE4BGgAAAMhOFoed1v7z0fJwcdAbTcsYHQdIl3QXptavX68NGzaoSpUqmZEHQDaSP4+z5vWqq5dnbNfWE5Hq8sNWTe5SQ4+V4Xp1AAAAIDuIiU/Sl6sOS5Jeb1xa+dydDE4EpE+6L+UrV66cbt6kGTKQW3i6OGpmj9p6vGxB3UxMVs+Z27Riz3mjYwEAAACQ9O2fR3U5Jl7F87upa3Bxo+MA6ZbuwtS3336rDz74QH///beuXLmi6OjoVH8A2B5XJ3tN6VJTrSr7KzHZov7zdmjhttNGxwIAAABytdORsfp+Q7gk6YNW5eXk8Ej3NwMMke5L+by9vRUdHa0nn3wy1XaLxSKTyaTk5OQMCwcg+3BysNM3HarJw9lB87ed1js/7db1+CT1bBBodDQAAAAgV/p85UElJJlVv1R+NQnyMToO8FDSXZjq3LmzHB0dNW/ePJqfA7mMvZ1JI5+tJE9XR03557hGLNuv6JuJGtikND8LAAAAgCy07USklu8+LzuT9GGr8vw+jhwr3YWpvXv3aufOnSpbtmxm5AGQzZlMJg1uUU5ero76ctUhjVt3RNFxifqoVXnZ2fGPIQAAAJDZzGaLhi/dL0l6oVYxBfl7GpwIeHjpvgC1Zs2aOn2a3jJAbmYymdTviVIa/nQFSdL0jSf0zk+7lZRsNjgZAAAAYPt+2XlWe85GKY+zg95sVsboOMAjSfeKqQEDBuj111/X22+/rUqVKsnR0THV/sqVK2dYOADZW9fg4srj7KC3F+/W4rAzuh6XqG86VpOzg73R0QAAAACbdCM+SaNWHZQk9X+ylArkcTY4EfBo0l2YeuGFFyRJPXr0sG4zmUw0PwdyqWerF1EeZwf1n7dTq/Zd0Mszt2tylxpyc0r3jxcAAAAADzD572O6EB2vYvnc1L1+caPjAI8s3Z8cw8PDMyMHgBysWQU/Te9eS71mbdf6I5f14vdbNP2l2vJyc3zwkwEAAACkydlrNzX5n+OSpPdbluNKBdiEdBemAgICMiMHgByufqkCmvtyHb00fZt2nLqmF6aEanbPOirowdJiAAAAICOMWnlQ8Ulm1QnMp5AKfkbHATJEugtTs2bNuu/+rl27PnQYADlbtWJ5taBPXXX5YasORlxX+8mhmt2ztorkdTM6GgAAAJCj7Th1Vb/+e04mk/RR6/IymbgjNmxDugtTr7/+eqrHiYmJio2NlZOTk9zc3ChMAblcOT9PLeoTrM7fb1H45RtqN+nWyqlSPnmMjgYAAADkSBaLRcOX7pcktatRRBULexmcCMg4dul9wtWrV1P9iYmJ0aFDh9SgQQP9+OOPmZERQA5TvIC7fupbT6V88uh8VJxemByqvWejjI4FAAAA5Ei/7Tqnf09fk5uTvd5qVtboOECGSndh6m5Kly6tzz///I7VVAByLz8vFy3sE6xKhb105UaCOk7ZrG0nIo2OBQAAAOQoNxOS9fnvByVJ/Z4oJR9PF4MTARkrQwpTkuTg4KBz585l1OEA2IB87k6a16uOagfm0/X4JHX5YYv+OnTR6FgAAABAjjHln+M6HxWnwt6u6tkg0Og4QIZLd4+p3377LdVji8Wi8+fPa8KECapfv36GBQNgGzxcHDWrR231nROmPw9dUq9Z2zX2hWpqVdnf6GgAAABAthYRFadJfx+TJL3XopxcHO0NTgRkvHQXptq2bZvqsclkUsGCBfXkk0/q66+/zqhcAGyIi6O9JnepqUEL/9Wy3ec14McdiomvpBdqFTM6GgAAAJBtjVp1UDcTk1UjIK9a8x+7sFHpLkyZzebMyAHAxjk52Glch2rycHHUj1tP6d2f9uh6XJJebljC6GgAAABAtrPr9DX9vOOsJGlI6/IymUwGJwIyR4b1mAKAB7G3M+mzZyqqT6NbxahPlh/Q6NWHZLFYDE4GAAAAZB8Wi0Ujlu2XJD1brbCqFPU2NhCQidK0YmrQoEFpPuDo0aMfOgwA22cymTS4RZC8XB01auUhffPHUUXHJWlI6/Kys+N/gQAAAIDle85r+8mrcnW019vNyxodB8hUaSpM7dy5M00HY2khgLR69fFS8nB20Ee/7tOMTScUHZeoUc9VloM9CzkBAACQe8UlJmvkioOSpFcalZS/l6vBiYDMlabC1J9//pnZOQDkQl2CiyuPi4PeWrRbP+84q5i4JH3TsRp3GwEAAECu9cOGcJ29dlP+Xi7q/Rj9WGH7HmlpwpkzZ3TmzJmMygIgF3qmWhFNerGGnBzstHr/BfWcuU034pOMjgUAAABkuYvRcfr2z6OSpHebl5OrE/9hC9uX7sKU2WzW8OHD5eXlpYCAAAUEBMjb21sjRozgjn0AHkrT8r6a0b2W3J3stfHoFb34wxZdi00wOhYAAACQpb5afUg3EpJVtai3nqpSyOg4QJZId2Hqgw8+0IQJE/T5559r586d2rlzpz777DONHz9eH330UWZkBJAL1CtZQHN71ZW3m6N2nrqmDlM26+L1OKNjAQAAAFli79koLQq7dUXSkDbcGAi5R7oLUzNnztT333+vvn37qnLlyqpcubJeffVVTZ06VTNmzMiEiAByi6pFvbWgd7B8PJx1MOK62k8K1enIWKNjAQAAAJnKYrFoxLL9slikp6oUUvVieY2OBGSZdBemIiMjVa5cuTu2lytXTpGRkRkSCkDuVdbPQ4teCVbRfK46cSVW7SaF6ujF60bHAgAAADLNqn0R2hIeKWcHO73b4s7P24AtS3dhqkqVKpowYcId2ydMmKAqVapkSCgAuVtAfnct6lNPpX3yKCI6Tu0nb9bes1FGxwIAAAAyXHxSsj5bcVCS1OexEirs7WpwIiBrOaT3CaNGjVKrVq20du1aBQcHS5JCQ0N1+vRprVixIsMDAsid/LxctLBPsLpN36rdZ6LUccpm/fBSLdUOzGd0NAAAACDDzNh4QqciY+Xj4aw+jUoaHQfIcmleMbVs2TKZzWY1atRIhw8f1jPPPKNr167p2rVrevbZZ3Xo0CE1bNgwM7MCyGXyujtp7st1VCcwn67HJ6nLD1v056GLRscCAAAAMsTlmHiN/+OoJOmd5uXk7pzutSNAjpfmWd+2bVv5+vrqpZdeUo8ePfTpp59mZi4AkCR5uDhqZo/a6jd3h9YdvKheM7drzAtV1Ybb5wIAACCHG73msGLik1SpsJeerVbY6DiAIdK8Yio8PFx9+vTR/PnzVaZMGTVq1EizZ8/WzZs3MzMfAMjF0V6TutTQ01ULKcls0Wvzd+rHraeMjgUAAAA8tAPnozX//3+n/ah1ednZmQxOBBgjzYWpokWLasiQITp27JjWrl2rgIAA9e3bV/7+/nrllVe0bdu2zMwJIJdztLfTmPZV1blOMVks0uCf92jKP8eMjgUAAACkm8Vi0SfL98tskVpV8qePKnK1dN+VT5KeeOIJzZo1S+fPn9eXX36pPXv2qG7dutyVD0CmsrMz6ZO2FdX38VtNIT9bcVBfrToki8VicDIAAAAg7dYeuKiNR6/IycFO77UoZ3QcwFAPVZhK4eHhocaNG+uJJ56Qt7e39u/fn1G5AOCuTCaT3m1eTu80LytJmvDnUX382z6ZzRSnAAAAkP0lJJn12YoDkqSeDQJVNJ+bwYkAYz1UYermzZuaNWuWHn/8cZUuXVrz58/XoEGDdOLEiQyOBwB39+rjpfRJ24oymaRZoSf15qJdSkw2Gx0LAAAAuK9ZoScUfvmGCuRx1qv/fyUAkJul616Umzdv1rRp07Rw4UIlJCTo2Wef1dq1a/XEE09kVj4AuKcX6wbIw8VBby7cpV92ntX1uCRN6FRNLo72RkcDAAAA7hB5I0Hj1h2RJL0dUkYeLo4GJwKMl+bCVPny5XXo0CFVq1ZNI0eOVKdOneTl5ZWZ2QDggZ6uWlh5nB306twdWnvggnrM2KYpXWsqj3O66u4AAABAphu79rCuxyWpvL+nnq9R1Og4QLaQ5kv5mjRpoh07dmj79u3q27cvRSkA2UbjIF/N6F5b7k722nTsil78fouuxSYYHQsAAACwOnzhuuZuOSVJ+rB1kOztTAYnArKHNBemvvnmG+66ByDbCi6ZX/N61ZW3m6P+PX1NL0zerIvRcUbHAgAAACRJnyw/oGSzRSEVfFWvZAGj4wDZxiPdlQ8AspMqRb21sE+wfDycdejCdbWbHKrTkbFGxwIAAEAu9+ehi/rn8CU52ps0uEWQ0XGAbIXCFACbUsbXQ4tfqadi+dx08kqsnp+0SUcuXJckJZst2hIeqbDLJm0Jj1Sy2WJwWgAAANi6xGSzPlm2X5LUvX6gihdwNzgRkL3QHRiAzSmW302LXwnWiz9s0eELMWo/OVR9GpXUzE0ndD4qTpK9Zh3ZLn8vF33cpryaV/Q3OjIAAABs1NzNJ3Xs0g3ld3dS/ydLGR0HyHZYMQXAJvl4umhB72BVKeqtq7GJ+vz3g/9flPqfiKg49Z2zQyv3njcoJQAAAGzZtdgEjV13RJI0qFkZebo4GpwIyH4easXUunXrtG7dOl28eFFmsznVvmnTpmVIMAB4VHndnTSrR23V+mStEpLNd+y3SDJJGrZ0v5qW9+POKAAAAMhQ49Yd0bXYRJX19dALNYsaHQfIltK9YmrYsGFq1qyZ1q1bp8uXL+vq1aup/gBAdrL/XPRdi1IpLJLOR8Vpa3hk1oUCAACAzTt2KUazQ09Kkj5sHSQHey5YAu4m3d8ZkyZN0owZM7RlyxYtWbJEv/zyS6o/6XX27Fm9+OKLyp8/v1xdXVWpUiVt377dut9isWjIkCHy9/eXq6urmjRpoiNHjqQ6RmRkpDp37ixPT095e3urZ8+eiomJSTVm9+7datiwoVxcXFS0aFGNGjXqjiyLFi1SuXLl5OLiokqVKmnFihXpfj8AspeL1+MePCgd4wAAAIC0+Gz5ASWZLWoS5KOGpQsaHQfIttJdmEpISFC9evUy5MWvXr2q+vXry9HRUb///rv279+vr7/+Wnnz5rWOGTVqlL755htNmjRJW7Zskbu7u0JCQhQX978PkZ07d9a+ffu0Zs0aLVu2TP/884969+5t3R8dHa1mzZopICBAYWFh+vLLLzV06FBNmTLFOmbTpk3q2LGjevbsqZ07d6pt27Zq27at9u7dmyHvFYAxfDxcMnQcAAAA8CD/HL6kdQcvysHOpPdbBhkdB8jW0t1j6uWXX9a8efP00UcfPfKLf/HFFypatKimT59u3RYYGGj9u8Vi0dixY/Xhhx/q6aefliTNmjVLvr6+WrJkiTp06KADBw5o5cqV2rZtm2rWrClJGj9+vFq2bKmvvvpKhQoV0ty5c5WQkKBp06bJyclJFSpU0L///qvRo0dbC1jjxo1T8+bN9fbbb0uSRowYoTVr1mjChAmaNGnSHdnj4+MVHx9vfRwdHS1JSkxMVGJi4iOfG6OkZM/J7wG4XbUiHvLzdNaF6HhZ7jEmv7uTqhXxYN4jR+LnNmwR8xo5FXMXkpSUbNaIZfskSS/WKaqi3s45ek4wr/Ew0jNfTBaL5V6f1awGDRpk/bvZbNbMmTNVuXJlVa5cWY6Oqe8qMHr06DS/ePny5RUSEqIzZ87o77//VuHChfXqq6+qV69ekqTjx4+rZMmS2rlzp6pWrWp9XqNGjVS1alWNGzdO06ZN05tvvpmqv1VSUpJcXFy0aNEiPfPMM+ratauio6O1ZMkS65g///xTTz75pCIjI5U3b14VK1ZMgwYN0sCBA61jPv74Yy1ZskS7du26I/vQoUM1bNiwO7bPmzdPbm5uaT4HADLfrismTTucskD09gbnt9qfm2TRM8XNeszPIhP9zwEAAPAINkSYtCjcXm4OFn1ULVluD3XLMSBni42NVadOnRQVFSVPT8/7jk3Tt8jOnTtTPU4pEv33MjdTOj/RHT9+XN99950GDRqk999/X9u2bdNrr70mJycndevWTREREZIkX1/fVM/z9fW17ouIiJCPj0+q/Q4ODsqXL1+qMbevxLr9mBEREcqbN68iIiLu+zr/NXjw4FQFu+joaBUtWlTNmjV74EnPzhITE7VmzRo1bdr0jqIjkFO1lFR93wV9suKgIqL/t9LR19NFRfO6avvJa/r5hL2SPP31ydPl5epkb1xYIJ34uQ1bxLxGTsXcRfTNRA0du0FSot4KCdLzdYsZHemRMa/xMFKuKkuLNBWm/vzzz4cOcz9ms1k1a9bUZ599JkmqVq2a9u7dq0mTJqlbt26Z8poZxdnZWc7Ozndsd3R0tIlvVlt5H0CK1lWLqEXlwgo9elGr129Rs4Z1FFzKR3YmafrGE/p0xQH9tvu8jly6ockv1lCx/Kx8RM7Cz23YIuY1cirmbu41afURXY1NVCmfPOpSL1CONnQnPuY10iM9cyXd3yVRUVGKjLzztuqRkZHpqohJkr+/v8qXL59qW1BQkE6dOiVJ8vPzkyRduHAh1ZgLFy5Y9/n5+enixYup9iclJSkyMjLVmLsd4/bXuNeYlP0Acj57O5PqBOZTjQIW1QnMJ3s7k0wmk3o0CNTcl+uoQB4nHTgfrTYTNujPQxcffEAAAADg/4VfvqEZm05Ikj5sFWRTRSkgM6X7O6VDhw6aP3/+HdsXLlyoDh06pOtY9evX16FDh1JtO3z4sAICAiTdaoTu5+endevWWfdHR0dry5YtCg4OliQFBwfr2rVrCgsLs475448/ZDabVadOHeuYf/75J1XzrTVr1qhs2bLWOwAGBwenep2UMSmvA8C21S2RX8sGNFS1Yt6KupmoHjO2afy6IzKbH9iGDwAAANDIFQeUmGxRozIF9XhZnwc/AYCkhyhMbdmyRU888cQd2x9//HFt2bIlXcd64403tHnzZn322Wc6evSo5s2bpylTpqhfv36SbvWsGjhwoD755BP99ttv2rNnj7p27apChQqpbdu2km6tsGrevLl69eqlrVu3auPGjerfv786dOigQoUKSZI6deokJycn9ezZU/v27dOCBQs0bty4VD2iXn/9da1cuVJff/21Dh48qKFDh2r79u3q379/ek8RgBzKz8tF83vXVec6xWSxSF+vOazes8MUHccdSAAAAHBvm45e1ur9F2RvZ9KHrYKMjgPkKOkuTMXHxyspKemO7YmJibp582a6jlWrVi398ssv+vHHH1WxYkWNGDFCY8eOVefOna1j3nnnHQ0YMEC9e/dWrVq1FBMTo5UrV8rFxcU6Zu7cuSpXrpwaN26sli1bqkGDBpoyZYp1v5eXl1avXq3w8HDVqFFDb775poYMGaLevXtbx9SrV89aGKtSpYoWL16sJUuWqGLFiul6TwByNmcHe336TCWNeq6ynBzstPbABT09YaMOX7hudDQAAABkQ8lmi4Yv2y9JerFOMZX29TA4EZCzpPvGlbVr19aUKVM0fvz4VNsnTZqkGjVqpDtA69at1bp163vuN5lMGj58uIYPH37PMfny5dO8efPu+zqVK1fW+vXr7zumXbt2ateu3f0DA8gV2tcqqnL+HnpldpjCL99Q24kb9eXzVdSqsr/R0QAAAJCNLNp+WgcjrsvTxUEDm5QxOg6Q46S7MPXJJ5+oSZMm2rVrlxo3bixJWrdunbZt26bVq1dneEAAMErlIt5aOqCBXpu/UxuPXlG/eTu0+0wJvR1SVg40swQAAMj1rscl6qvVt/omv96kjPK6OxmcCMh50v3Jqn79+tq8ebOKFi2qhQsXaunSpSpVqpR2796thg0bZkZGADBM/jzOmtm9tvo0KiFJmvzPcXWdtlVXYuINTgYAAACjTfzzmC7HJKhEAXd1qRtgdBwgR0rXiqnExET16dNHH330kebOnZtZmQAgW3Gwt9PgFkGqXNhbby/epU3HrqjN+A2a1KWGKhfxNjoeAAAADHA6MlbTNoRLkt5vGSQnB1bUAw8jXd85jo6O+umnnzIrCwBka60q++vXfvVVooC7zkXF6flJoVq47bTRsQAAAGCAkb8fUEKyWQ1KFVDjIB+j4wA5VrpLum3bttWSJUsyIQoAZH+lfT20pH99NS3vq4Qks975abfe/2WP4pOSjY4GAACALLLl+BWt2BMhO5P0YesgmUwmoyMBOVa6m5+XLl1aw4cP18aNG1WjRg25u7un2v/aa69lWDgAyI48XRw1+cUa+vavo/p6zWHN23JK+89F67sXq8vfy9XoeAAAAMhEZrNFI5bvlyR1rF1M5fw8DU4E5GzpLkz98MMP8vb2VlhYmMLCwlLtM5lMFKYA5Ap2dib1f7K0Khb20uvz/9W/p6+pzfgNmtCpuuqWyG90PAAAAGSSn3ac0d6z0fJwdtCgpmWMjgPkeOkuTIWHh2dGDgDIkR4v66Ol/Ruoz5wwHTgfrc7fb9H7LYPUo35xlnQDAADYmBvxSRq16pAkaUDjUsqfx9ngREDOx20DAOARFcvvpp/71lPbqoWUbLZoxLL9en3+v4pNSDI6GgAAADLQpL+P6dL1eAXkd1O3esWNjgPYhHSvmJKkM2fO6LffftOpU6eUkJCQat/o0aMzJBgA5CSuTvYa80JVVS3qrU+WH9Bvu87p8IXrmtylhgLyuz/4AAAAAMjWzlyN1ZR/jkuSBrcIkrODvcGJANuQ7sLUunXr9NRTT6lEiRI6ePCgKlasqBMnTshisah69eqZkREAcgSTyaSX6geqfCEvvTp3hw5GXFeb8Rs0rkM1PVGOWwgDAADkZF+sPKT4JLPqlsinkAq+RscBbEa6L+UbPHiw3nrrLe3Zs0cuLi766aefdPr0aTVq1Ejt2rXLjIwAkKPUDsyn5a81UPVi3oqOS1KPmds0bu0Rmc0Wo6MBAADgIYSdjNTSXedkMkkftS5PL1EgA6W7MHXgwAF17dpVkuTg4KCbN28qT548Gj58uL744osMDwgAOZGvp4vm9w5Wl7oBslikMWsPq9es7Yq6mWh0NAAAAKSD2WzR8GUHJEntaxRVhUJeBicCbEu6C1Pu7u7WvlL+/v46duyYdd/ly5czLhkA5HBODnYa0baivny+spwc7LTu4EU9PWGDDkVcNzoaAAAA0ujXXWe16/Q1uTvZ682QMkbHAWxOugtTdevW1YYNGyRJLVu21JtvvqlPP/1UPXr0UN26dTM8IADkdO1qFtXPfeupsLerTlyJVduJG7V01zmjYwEAAOABYhOS9MXvhyRJ/Z4sJR8PF4MTAbYn3YWp0aNHq06dOpKkYcOGqXHjxlqwYIGKFy+uH374IcMDAoAtqFjYS0sHNFCDUgV0MzFZA37cqU+X71dSstnoaAAAALiHKf8cV0R0nIrkdVWP+oFGxwFsUrrvyleiRAnr393d3TVp0qQMDQQAtiqfu5Nm9qitr1Yf0nd/HdPU9eHaczZKEzpVV4E8zkbHAwAAwG3OR93UpL9vta4Z3CJILo72BicCbFO6V0xJ0rVr1/T9999r8ODBioyMlCTt2LFDZ8+ezdBwAGBr7O1Merd5OU16sbrcney1+Xik2ozfoH9PXzM6GgAAAG4zauUhxSWaVat4XrWs5Gd0HMBmpbswtXv3bpUpU0ZffPGFvvrqK127dk2S9PPPP2vw4MEZnQ8AbFLziv76tX99lSjorvNRcWo/KVQ/bj1ldCwAAABI+vf0Nf2y89bCi49al5fJZDI4EWC70l2YGjRokF566SUdOXJELi7/a/zWsmVL/fPPPxkaDgBsWSkfD/3ar75CKvgqIdmswT/v0Xs/7VZ8UrLR0QAAAHIti8Wi4Uv3SZKeq15ElYt4GxsIsHHpLkxt27ZNffr0uWN74cKFFRERkSGhACC38HBx1KQXa+jtkLIymaT5206r/aRQnbt20+hoAAAAudLS3ee149Q1uTra653mZY2OA9i8dBemnJ2dFR0dfcf2w4cPq2DBghkSCgByE5PJpH5PlNLM7rXl7eaoXWei1Gb8Bm06dtnoaAAAALlKXGKyvvj9oCSp7+Ml5evp8oBnAHhU6S5MPfXUUxo+fLgSExMl3fpAderUKb377rt67rnnMjwgAOQWj5UpqKX9G6i8v6eu3EhQlx+2auo/x2WxWIyOBgAAkCt8v/64zl67qUJeLurVsMSDnwDgkaW7MPX1118rJiZGPj4+unnzpho1aqRSpUrJw8NDn376aWZkBIBco2g+N/38aj09W62wks0WfbrigPr/uFM34pOMjgYAAGDTLkTH6du/jkmS3m1RTq5O9gYnAnIHh/Q+wcvLS2vWrNHGjRu1a9cuxcTEqHr16mrSpElm5AOAXMfF0V5ft6+iqsW8NXzpfi3ffV5HLlzX5C41FVjA3eh4AAAANumrVYcUm5CsasW89VSVQkbHAXKNdBemUtSvX1/169fPyCwAgP9nMpnUNbi4yvt7qu/cHTp8IUZPjd+gMS9UVZPyvkbHAwAAsCl7zkRp8Y4zkqQhrcvLZDIZnAjIPdJ8KV9oaKiWLVuWatusWbMUGBgoHx8f9e7dW/Hx8RkeEABys5rF82n5gAaqGZBX1+OT9PKs7Rq95rDMZvpOAQAAZASLxaIRy/bLYpHaVi2kasXyGh0JyFXSXJgaPny49u3bZ328Z88e9ezZU02aNNF7772npUuXauTIkZkSEgByMx9PF83rVVfdggMkSd+sO6KeM7cpKjbR4GQAAAA538q9Edp6IlIujnZ6p3k5o+MAuU6aC1P//vuvGjdubH08f/581alTR1OnTtWgQYP0zTffaOHChZkSEgByOycHOw17uqJGt68iZwc7/XnoktpM2KAD56ONjgYAAJBjxSUm67PfD0iSej9WUoW8XQ1OBOQ+aS5MXb16Vb6+/+tr8vfff6tFixbWx7Vq1dLp06czNh0AIJVnqxfRT33rqUheV52KjNUz327Ur/+eNToWAABAjjR94wmdjrwpX09nvdKohNFxgFwpzYUpX19fhYeHS5ISEhK0Y8cO1a1b17r/+vXrcnR0zPiEAIBUKhb20tL+DfRYmYKKSzTr9fn/avjS/UpMNhsdDQAAIMe4dD1eE/88Kkl6t3k5uTk99L3BADyCNBemWrZsqffee0/r16/X4MGD5ebmpoYNG1r37969WyVLlsyUkACA1PK6O2n6S7XU/4lSkqRpG8PV+fstunSdm1AAAACkxeg1hxQTn6TKRbzUtmpho+MAuVaaC1MjRoyQg4ODGjVqpKlTp2rq1KlycnKy7p82bZqaNWuWKSEBAHeytzPprZCymvRiDeVxdtDW8Ei1Hr9eO05dNToaAABAtrb/XLTmb7vVimZI6/KyszMZnAjIvdK8VrFAgQL6559/FBUVpTx58sje3j7V/kWLFilPnjwZHhAAcH/NK/qplE8e9Zm9Xccu3dALk0M19KkK6lS7mEwmfskCAAC4ncVi0Yhl+2WxSK0r+6tm8XxGRwJytTSvmErh5eV1R1FKkvLly5dqBRUAIOuU8smjX/s3UIuKfkpMtuiDX/bq3Z92Ky4x2ehoAAAA2cqa/RcUevyKnBzs9F6LckbHAXK9dBemAADZUx5nB33bubrebV5OdiZp4fYzaj85VGev3TQ6GgAAQLYQn5SsT1cckCT1ahioInndDE4EgMIUANgQk8mkvo+X1KwedZTXzVG7z0SpzfgN2nj0stHRAAAADDdr00mdvBKrgh7O6vt4KaPjABCFKQCwSQ1KF9DSAQ1UsbCnIm8kqMsPWzT572OyWCxGRwMAADDElZh4ffPHEUnS283KKo9zmlsuA8hEFKYAwEYVyeumxa/U0/M1ishskUb+flD95u1QTHyS0dEAAACy3Ji1h3U9LkkVCnnquRpFjI4D4P9RmAIAG+biaK8vn6+sT9pWlKO9SSv2ROiZiRt17FKM0dEAAACyzKGI65q35ZQk6aPW5WVvx52LgeyCwhQA2DiTyaQX6wZofu9g+Xo668jFGLWdsFGr90UYHQ0AACDTWSwWfbJ8v8wWqXkFP9Utkd/oSABuQ2EKAHKJGgF5tXRAA9Uunk/X45PUe3aYvl59SMlm+k4BAADb9eehi1p/5LKc7O00uGU5o+MA+A8KUwCQi/h4uGhurzrqXr+4JGn8H0fVY8Y2XYtNMDYYAABAJkhMNuuT5QckSd0bFFdAfneDEwH4LwpTAJDLONrb6eM2FTT2hapycbTT34cvqc2EDdp3LsroaAAAABlqzuaTOn7phgrkcVL/J0oZHQfAXVCYAoBcqm21wvq5b30Vzeeq05E39dx3m/TLzjNGxwIAAMgQV28kaOzaI5KkQU3LysPF0eBEAO6GwhQA5GLlC3lqaf8GalSmoOISzXpjwS4N/W2fEpPNRkcDAAB4JOPWHVHUzUSV8/PQC7WKGh0HwD1QmAKAXM7bzUnTXqql1568tbx9xqYT6jR1sy5ejzM4GQAAwMM5evG6Zm8+KUka0rq87O1MBicCcC8UpgAAsrczaVCzsprataY8nB207cRVtf5mg8JORhodDQAAIN0+XX5AyWaLmgT5ql6pAkbHAXAfFKYAAFZNy/vq1/71Vdonjy5ej1eHKZs1O/SELBaL0dEAAADS5O/Dl/TnoUtytDfpg1ZBRscB8AAUpgAAqZQomEdL+tVXq0r+Sky26KNf9+mtRbsVl5hsdDQAAID7Sko265Nl+yVJ3YKLK7CAu8GJADwIhSkAwB3cnR00oVM1vd+ynOxM0k87zui57zbpdGSs0dEAAADu6cetp3TkYozyujlqQOPSRscBkAYUpgAAd2UymdT7sZKa07OO8rk7ad+5aLWZsEHrj1wyOhoAAMAdomITNXrNYUnSoKZl5OXqaHAiAGlBYQoAcF/1ShXQ0gENVLmIl67FJqrbtK369q+j9J0CAADZyvg/juhqbKJK++RRx9rFjI4DII0MLUwNHTpUJpMp1Z9y5cpZ98fFxalfv37Knz+/8uTJo+eee04XLlxIdYxTp06pVatWcnNzk4+Pj95++20lJSWlGvPXX3+pevXqcnZ2VqlSpTRjxow7skycOFHFixeXi4uL6tSpo61bt2bKewaAnKiwt6sW9glW+5pFZLZIo1YeUt85OxQTn/TgJwMAAGSy45diNGPTCUnSh63Ly8GeNRhATmH4d2uFChV0/vx5658NGzZY973xxhtaunSpFi1apL///lvnzp3Ts88+a92fnJysVq1aKSEhQZs2bdLMmTM1Y8YMDRkyxDomPDxcrVq10hNPPKF///1XAwcO1Msvv6xVq1ZZxyxYsECDBg3Sxx9/rB07dqhKlSoKCQnRxYsXs+YkAEAO4OJory+eq6zPnqkkR3uTVu6L0NMTNujoxRijowEAgFzusxUHlWS26ImyBdWoTEGj4wBIBwfDAzg4yM/P747tUVFR+uGHHzRv3jw9+eSTkqTp06crKChImzdvVt26dbV69Wrt379fa9eula+vr6pWraoRI0bo3Xff1dChQ+Xk5KRJkyYpMDBQX3/9tSQpKChIGzZs0JgxYxQSEiJJGj16tHr16qXu3btLkiZNmqTly5dr2rRpeu+99+6aOz4+XvHx8dbH0dHRkqTExEQlJiZm3AnKYinZc/J7AO6HOf7o2lX3V6mCrhowf5eOXbqhpydu0KhnK6pZeV8lmy3afvKqLl6Pl4+Hs2oG5JW9ncnoyDaNOQ1bxLxGTpRstmjzsUsKu2yS15GLqluyIP8GZrKU3zs2HL2itQcuyM4kvRtShp8dGYyfyXgY6Zkvhhemjhw5okKFCsnFxUXBwcEaOXKkihUrprCwMCUmJqpJkybWseXKlVOxYsUUGhqqunXrKjQ0VJUqVZKvr691TEhIiPr27at9+/apWrVqCg0NTXWMlDEDBw6UJCUkJCgsLEyDBw+27rezs1OTJk0UGhp6z9wjR47UsGHD7ti+evVqubm5PezpyDbWrFljdAQgUzHHH13/0tKMw/Y6dj1Z/X7cpcr5zDoZY1JUwv9+Cfd2sujZ4mZVyU8/qszGnIYtYl4jp9h1xaSfT9jpWoJJkr1mHfmXfwMzWepzfouDyaKFK//hnGcSfiYjPWJj0343b0MLU3Xq1NGMGTNUtmxZnT9/XsOGDVPDhg21d+9eRUREyMnJSd7e3qme4+vrq4iICElSREREqqJUyv6UffcbEx0drZs3b+rq1atKTk6+65iDBw/eM/vgwYM1aNAg6+Po6GgVLVpUzZo1k6enZ/pORDaSmJioNWvWqGnTpnJ05C4WsD3M8Yz1XLJZX64+oumbTmp35J1Xh0clmDT9sL3Gd6iikAq+dzkCHhVzGraIeY2cZNW+C5oeukv/LYXwb2Dmudc5TzBzzjMDP5PxMFKuKksLQwtTLVq0sP69cuXKqlOnjgICArRw4UK5uroamOzBnJ2d5ezsfMd2R0dHm/hmtZX3AdwLczxjODpKH7auoF92ntO1m3cu17VIMkn69PdDalG5MJc0ZCLmNGwR8xrZXbLZok9/P3RHgUSSddsHv+5XTIJZdib+DcwIZotFI38/eNdznoLfOzIHP5ORHumZK4Zfync7b29vlSlTRkePHlXTpk2VkJCga9eupVo1deHCBWtPKj8/vzvunpdy177bx/z3Tn4XLlyQp6enXF1dZW9vL3t7+7uOuVvvKwBAalvDI+9alEphkXQ+Kk5bwyMVXDJ/1gUDACCTbQ2P1PmouPuOibqZqPd+3pNFicDvHUDOk60KUzExMTp27Ji6dOmiGjVqyNHRUevWrdNzzz0nSTp06JBOnTql4OBgSVJwcLA+/fRTXbx4UT4+PpJuXffq6emp8uXLW8esWLEi1eusWbPGegwnJyfVqFFD69atU9u2bSVJZrNZ69atU//+/bPibQNAjnbx+v1/IU/vOAAAcoq0/ttWoZCn/DxdMjlN7hARHad95x58iRC/dwA5h6GFqbfeektt2rRRQECAzp07p48//lj29vbq2LGjvLy81LNnTw0aNEj58uWTp6enBgwYoODgYNWtW1eS1KxZM5UvX15dunTRqFGjFBERoQ8//FD9+vWzXmb3yiuvaMKECXrnnXfUo0cP/fHHH1q4cKGWL19uzTFo0CB169ZNNWvWVO3atTV27FjduHHDepc+AMC9+Xik7RdtR/s7e1ABAJCTpfXfwA9blWf1TgYJPXZFHadufuC4tH5tABjP0MLUmTNn1LFjR125ckUFCxZUgwYNtHnzZhUsWFCSNGbMGNnZ2em5555TfHy8QkJC9O2331qfb29vr2XLlqlv374KDg6Wu7u7unXrpuHDh1vHBAYGavny5XrjjTc0btw4FSlSRN9//71CQkKsY1544QVdunRJQ4YMUUREhKpWraqVK1fe0RAdAHCn2oH55O/looiouPv2e3hn0S5djolX5zoB9HwAANiE2oH5lNfNUVdj735Ju0mSn5eLagfmy9pgNuxBv3dwzoGcx9DC1Pz58++738XFRRMnTtTEiRPvOSYgIOCOS/X+6/HHH9fOnTvvO6Z///5cugcAD8HezqSP25RX3zk7ZJJS/ZKY8jggv5tOXonVkF/36acdZ/XZMxVVoZCXMYEBAMggpyJjdTMx+a77Uv4L5uM25fkPmQz0oN87JM45kNNwXQUA4JE1r+iv716sLj+v1Mvm/bxcNOnF6vrjzcc1/OkKyuPsoF2nr+mpCRv12YoDik1IMigxAACP5kZ8kvrM3q64RLNKFHS/o4eUn5eLvnuxuppX9Dcooe263+8dnHMg58lWzc8BADlX84r+alreT1vDI3Xxepx8PG4to0/5H8uuwcUVUsFPw5bu04o9EZryz3Et331eI9pW0JPluHQaAJBzWCwWvfPTbh2+EKOCHs76sVddFcjjrNCjF7V6/RY1a1hHwaV8WLWTiR70eweAnIPCFAAgw9jbme7b3NXX00Xfdq6hPw5e0EdL9unstZvqMWO7Wlby08dtKsiXOxYBAHKAlP9ccbAz6bvO1a3/ftUJzKcrByyqQ4EkSzzo9w4AOQOX8gEAstyT5Xy1ZtBj6vNYCdnbmbRiT4Qaf/23ZoWeULL5fi3UAQAw1oYjl/XFyoOSbvUyqlmcJtsA8CgoTAEADOHm5KDBLYO0tH8DVSnqrZj4JA35dZ+e/W6T9p2LMjoeAAB3OB0ZqwE/7pDZIrWrUUQv1g0wOhIA5HgUpgAAhipfyFM/962nEU9XkAfN0QEA2VRcYrJemROmq7GJqlzESyPaVpTJxOV6APCoKEwBAAxnb2dSl+DiWvtmI7Wq5K9ks0VT/jmupqP/0boDF4yOBwDI5SwWi97/eY/2nYtWPncnffdiDbk42hsdCwBsAoUpAEC24evpoomdq2vaSzVV2NtVZ6/dVM+Z29V3TpgiouKMjgcAyKVmbjqhn3eelb2dSRM6VVNhb1ejIwGAzaAwBQDIdv7bHP33vRFqMvpvzdxEc3QAQNbaGh6pT5YfkCQNblFO9UoWMDgRANgWClMAgGzp9uboVf+/OfrHv+3Ts99upDk6ACBLRETF6dW5YUoyW9SmSiH1bBBodCQAsDkUpgAA2Vr5Qp766fbm6Gei9NSEjfp0+X7diKc5OgAgc8Qn3Wp2fjkmQeX8PPTFc5Vodg4AmYDCFAAg20vVHL3yreboU9eHq9kYmqMDADLH0N/269/T1+Tp4qDJXWrIzcnB6EgAYJMoTAEAcgxfTxdN7FRd01+qRXN0AECmmb/1lH7cekomk/RNx2oKyO9udCQAsFkUpgAAOc4T5XxuNUdvlLo5+oyN4TRHBwA8kp2nrmrIr/skSW81K6vHy/oYnAgAbBuFKQBAjuTm5KDBLYK0bMD/mqMPXbqf5ugAgId26Xq8+s7ZoYRks0Iq+OrVx0saHQkAbB6FKQBAjhbk///N0dtWpDk6AOChJSab1W/uDkVEx6lkQXd91a4Kzc4BIAtQmAIA5Hj2diZ1qRugdf9pjt509N9au5/m6ACAB/t0+QFtPRGpPM4OmtK1pjxcHI2OBAC5AoUpAIDN8Elpjt69lorkddW5qDi9PGu7XplNc3QAwL39svOMZmw6IUka3b6KShbMY2wgAMhFKEwBAGzOE2V9tOaNRnqlUUnZ25m0ch/N0QEAd7f3bJTe+2mPJGnAk6XUrIKfwYkAIHehMAUAsEmuTvZ6r0U5LRvQQNWK/a85+jPfbtTeszRHBwBIV28k6JU5YYpPMuvxsgU1sEkZoyMBQK5DYQoAYNOC/D310yv19EnbivJwcdDuM1F6asIGfbKM5ugAkJslmy16bf5Onbl6UwH53TTuhWqyt6PZOQBkNQpTAACbZ2dn0ot1A7RuUCO1ruwvs0X6fgPN0QEgN/ty1SGtP3JZro72mtKlprzcaHYOAEagMAUAyDV8PF004S7N0fvM3q7zUTeNjgcAyCLLd5/XpL+PSZK+bFdZZf08DE4EALkXhSkAQK5ze3N0BzuTVu27oCZf/63pNEcHAJt3KOK63l68S5LU+7ESal25kMGJACB3ozAFAMiVrM3RX2ug6sW8dSMhWcNojg4ANi3qZqL6zN6u2IRk1S+VX++ElDU6EgDkehSmAAC5Wjk/Ty2+S3P0ETRHBwCbYjZbNGjBvzpxJVaFvV01vmN1OdjzcQgAjMZPYgBArne35ug//H9z9DU0RwcAmzBu3RGtO3hRTg52mvRiDeVzdzI6EgBAFKYAALBKaY4+o3stFc13qzl6L5qjA0COt3b/BY1bd0SS9NkzlVSpiJfBiQAAKShMAQDwH4+X9dHqgY3U93GaowNATnf8UozeWPCvJKlbcICer1HE2EAAgFQoTAEAcBeuTvZ6t/mdzdHbTqQ5OgDkFDHxSeo9O0zX45NUq3hefdi6vNGRAAD/QWEKAID7SGmO/ukzt5qj7zlLc3QAyAksFoveXrRLRy/GyNfTWRM7V5cjzc4BINvhJzMAAA9gZ2dS5zoBWvdmI7WpUihVc/TV+yKMjgcAuIvv/j6m3/dGyNHepG8715CPh4vRkQAAd0FhCgCANPLxcNH4jtVSNUfvPTtMvWdt17lrNEcHgOzin8OX9NWqQ5KkoU9VUI2AvAYnAgDcC4UpAADSKaU5+qv/3xx99f4Lajr6b03bQHN0ADDa6chYDfhxp8wW6YWaRdWpdjGjIwEA7oPCFAAAD8HVyV7vNC+n5a81VI2AvLqRkKzhy241R99zhuboAGCEmwnJ6j07TFE3E1WliJeGPV1BJpPJ6FgAgPugMAUAwCMo6+ehRX2C9dkzleT5/83Rn564QcOX7lcMzdEBIMtYLBYN/nm3DpyPVoE8TvruxRpycbQ3OhYA4AEoTAEA8Ijs7EzqVKeY1r7ZSE/9f3P0aRtpjg4AWWn6xhNa8u852duZNKFTdRXydjU6EgAgDShMAQCQQXw8XPRNx2qa2aO2iuZz1XmaowNAlgg9dkWfrjggSfqgZZDqlshvcCIAQFpRmAIAIIM1KlPwrs3Rf9gQrqRks9HxAMCmnLt2U/3n7VCy2aK2VQupe/3iRkcCAKQDhSkAADLB3Zqjj1i2X22/pTk6AGSUuMRk9Z0Tpis3ElTe31Mjn61Ms3MAyGEoTAEAkIlSmqOPfPZWc/S9Z6P19MQNGrZ0H83RAeARWCwWffzrPu06EyVvN0dN7lJDrk40OweAnIbCFAAAmczOzqSOtYtp3ZuP6+mqt5qjT994Qk1H/61VNEcHgIcyb+spLdh+WnYm6ZsO1VQ0n5vRkQAAD4HCFAAAWaSgh7PGdaimWT1qq1g+N52PilOf2WHqRXN0AEiXsJNXNfS3fZKkt0LK6rEyBQ1OBAB4WBSmAADIYo+VKajVbzymfk/cao6+Zv8FNaE5OgCkycXrcXp1bpgSky1qWclPfRuVNDoSAOARUJgCAMAALo72ejuknFa83lA1A/IqluboAPBACUlm9Zu7Qxei41XaJ49GPV+FZucAkMNRmAIAwEBlfD20kOboAJAmnyzfr20nrsrD2UGTu9RQHmcHoyMBAB4RhSkAAAx2e3P0trc1R2/yNc3RASDF4rAzmhV6UpI0tkNVlSiYx+BEAICMQGEKAIBsoqCHs8Z2qKbZPWsrIL+bIqJvNUd/eeZ2naU5OoBcbM+ZKL3/yx5J0uuNS6txkK/BiQAAGYXCFAAA2UzD0gW1auD/mqOvPXBBTUf/re/XH0/VHD3ZbNGW8EiFXTZpS3ikks0WA1PbpmSzRaHHrujXf88q9NgVznEWYF7jv67ExOuVOWFKSDKrcTkfvd64tNGRAAAZiIuyAQDIhlKaoz9dtbDe/3mPtp+8qk+WH9CSf8/qs2cq6dy1mxq2dL/OR8VJstesI9vl7+Wij9uUV/OK/kbHtwkr956/7RzfwjnOXKnPOfMaUlKyWQN+3Kmz124qsIC7Rr9QVXZ2NDsHAFvCiikAALKxlObon9/eHH3CRr0yZ0eqgokkRUTFqe+cHVq597xBaW3Hyr3n1ZdznKU457ibUasOadOxK3JzstfkLjXk5epodCQAQAajMAUAQDZnZ2dSh/9vjv50FX/d68KmlO3Dlu7n8qdHkGy2aNjS/Xc9z5zjzME5x90s3XVOU/45Lkn6ql0VlfH1MDgRACAzcCkfAAA5REEPZ3WoHaBfd9175YhF0vmoOLUZv4GVBQ8p6mbiHat2bsc5znhpPedbwyMVXDJ/1gWDYQ5GROudxbslSa80KqmWlbiUEwBsVbYpTH3++ecaPHiwXn/9dY0dO1aSFBcXpzfffFPz589XfHy8QkJC9O2338rX93934Th16pT69u2rP//8U3ny5FG3bt00cuRIOTj876399ddfGjRokPbt26eiRYvqww8/1EsvvZTq9SdOnKgvv/xSERERqlKlisaPH6/atWtnxVsHACDNLl6/94f32+0/H53JScA5znppnf/I2aJiE9V7VphuJiarYekCejukrNGRAACZKFsUprZt26bJkyercuXKqba/8cYbWr58uRYtWiQvLy/1799fzz77rDZu3ChJSk5OVqtWreTn56dNmzbp/Pnz6tq1qxwdHfXZZ59JksLDw9WqVSu98sormjt3rtatW6eXX35Z/v7+CgkJkSQtWLBAgwYN0qRJk1SnTh2NHTtWISEhOnTokHx8fLL2ZAAAcB8+Hi5pGvfak6VUmsteHsqRC9f1zR9HHziOc5xx0nrO87s7ZUEaGCnZbNHrC3bqVGSsiuR11TcdqsmeZucAYNMML0zFxMSoc+fOmjp1qj755BPr9qioKP3www+aN2+ennzySUnS9OnTFRQUpM2bN6tu3bpavXq19u/fr7Vr18rX11dVq1bViBEj9O6772ro0KFycnLSpEmTFBgYqK+//lqSFBQUpA0bNmjMmDHWwtTo0aPVq1cvde/eXZI0adIkLV++XNOmTdN7772XxWcEAIB7qx2YT/5eLoqIirtrPx6TJD8vF73epAwf5h5SstmiRWFnOMdZ6EHnPMV7P+/WwCZl1bZqITnY0yrVFo1de1h/HbokZwc7TXqxhvJSjAQAm2d4Yapfv35q1aqVmjRpkqowFRYWpsTERDVp0sS6rVy5cipWrJhCQ0NVt25dhYaGqlKlSqku7QsJCVHfvn21b98+VatWTaGhoamOkTJm4MCBkqSEhASFhYVp8ODB1v12dnZq0qSJQkND75k7Pj5e8fHx1sfR0beW8ycmJioxMfHhTkY2kJI9J78H4H6Y47AFH7QoqwHzd8kkpfoQb7ptvzk5SeZkA8LZCM5x1rvfObdI8nBx0JmrcXpr0S5N/OOIBjxZUq0q+smO4qDNWLP/osb//8q5T58ur7I+bjnu32t+z4AtYl7jYaRnvhhamJo/f7527Nihbdu23bEvIiJCTk5O8vb2TrXd19dXERER1jG3F6VS9qfsu9+Y6Oho3bx5U1evXlVycvJdxxw8ePCe2UeOHKlhw4bdsX316tVyc3O75/NyijVr1hgdAchUzHHkdN3LmPTzCTtdS/jfh3IvJ4ueLW5W8skwrThpYDgbwTnOevc750HeSdpwwaS1Z+0UfiVWgxbt0ZfLdqtFUbMq57PIRH0qR7twU/p6j70kkx7zM8vx3L9ace5fo2M9NH7PgC1iXiM9YmNj/6+9O4+Lst7///+cGQYQBBVBMXErVxJFQHNFzcylzTZTwlKs45Jm4snMU3bqeDS1zcxcyy2P1e+jmWllpuASFuZKmpq75oIrIso68/2jn3PimIqKXjMXj/vtdm5HZq4Znuizi5nXXNf7KvK2hg2mDh48qEGDBmnZsmXy9S3aehnu5OWXX1ZiYqLr67Nnz6pKlSq69957FRgYaGCyG5OXl6dly5apffv2stu50hDMh47DLDpLGupw6sfdx7Vi7Xrd3SxaTe8I4dSyYnTx7/jn/aeVnpmjCgE+iqlWjr/jm+hqve4i6VxOvmavPaCPftinIxfy9fFOm+68LUAvtKup1rWCZWFC5XEys/P12JSflFOQpcbVy2lyz2jZPfRUTV5nwIzoNa7HxbPKisKwwdT69euVnp6uqKgo120FBQVatWqVPvjgAy1dulS5ubk6c+ZMoaOmjh07ptDQUElSaGioUlNTCz3vsWPHXPdd/P+Lt/15m8DAQJUqVUo2m002m+0vt7n4HH/Fx8dHPj4+l9xut9tN8R+rWX4O4HLoOMzALqlFrQrK+M2pFrUq0OmbwC6pZe2KV90OxedqvS5nt2tQ+zrq2fJ2fbR6jz5as1dbD2fq2Tkb1ahqWQ1pX0ctapZnQOUhHA6nhn2xWXtOZCk00FcfPhktP99LX2N7Gl5nwIzoNa7FtXTFsI8i2rVrp7S0NG3atMn1v5iYGD355JOuP9vtdi1fvtz1mB07dujAgQNq1qyZJKlZs2ZKS0tTenq6a5tly5YpMDBQ4eHhrm3+/BwXt7n4HN7e3oqOji60jcPh0PLly13bAAAAwL2UKWVX4r11tPqlu9Wn9e3ytVu18cAZxX/0k7pN/VGpe08ZHRFF8GHyLn237Zi8bVZN7hGtkADPH0oBAK6NYUdMBQQEqH79+oVu8/f3V/ny5V239+7dW4mJiQoKClJgYKAGDhyoZs2aqWnTppKke++9V+Hh4erRo4fGjh2ro0eP6pVXXtFzzz3nOpqpb9+++uCDDzR06FAlJCRoxYoV+vzzz7VkyRLX901MTNTTTz+tmJgYNWnSRO+9956ysrJcV+kDAACAewry99bLneqpd8sampS8W3N/PKCf9p5S1ylr1apWsIbcW0eRVcoaHRN/IWlHut5etlOS9MZDd/LvBAAllOFX5buSd999V1arVY8++qhycnLUoUMHffjhh677bTabFi9erH79+qlZs2by9/fX008/rTfeeMO1TY0aNbRkyRINHjxY48ePV1hYmKZPn64OHTq4tnniiSd0/PhxjRgxQkePHlVkZKS+/fbbSxZEBwAAgHuqEOCr1x64U3+LvV0frNilz9Yd1OrfTmj1byd0T70KGty+tu68rYzRMfH/238yS4PmbZTTKXVvUlXdmlQ1OhIAwCBuNZhKTk4u9LWvr68mTpyoiRMnXvYx1apV09dff33F523Tpo02btx4xW0GDBigAQMGFDkrAAAA3E+lMqX074cj1Lf1HXp/+W+av+GQvv81Xd//mq7OEaEafE9t1aoYYHTMEu18br76zFmvs9n5alS1rP75YLjRkQAABvLMy10AAAAAV1AlyE/jHm+o7xNb66HI22SxSF+nHdW9763SC59u1N4TWUZHLJGcTqdemp+m7UczFVzaR5OejJaPl83oWAAAAzGYAgAAgGndHlJa47s10reDYtWpfqicTmnhpsO6552VGvp/m3Xw1HmjI5YoH63Zq682H5aX1aIPn4xSaBlfoyMBAAzGYAoAAACmVyc0QJPio7V4YEu1q1tBBQ6nPv/5kO5+O1mvLEzT0YxsoyOaXsruExr9zXZJ0iv31VOTGkEGJwIAuAMGUwAAACgx6lcuo496NtaC/s3Vqlaw8gqc+uTHA4odl6Q3vtqm45k5Rkc0pd/PXNCA/2xUgcOpR6Iq6+nm1Y2OBABwEwymAAAAUOJEVS2nOb3v0md/a6om1YOUm+/Qxz/sVezYJL35zXadzso1OqJpZOcVqO+c9TqVlav6lQM16uEIWSwWo2MBANwEgykAAACUWHfdXl6f9WmqOb2bKLJKWV3IK9DklbvVamyS3lm2UxkX8oyO6NGcTqdeWfiL0n7PUDk/uybHR8vXzmLnAID/YjAFAACAEs1isahVrRB90b+5Pno6RnfeFqhzOfl6f/lvajVmhSYm7VJWTr7RMT3SJz/u1/+tPySrRZrQPUph5fyMjgQAcDMMpgAAAAD9MaBqV6+ivhrQUpPjo1S7Ymmdzc7XuKU71Gpskqat2qMLuQVGx/QYP+87pde/2iZJeqljXbWsFWxwIgCAO2IwBQAAAPyJ1WpRx/qV9M2gWI3vFqkawf46lZWrf3/9q2LHJWlWyj7l5DOgupJjZ7PVb+4G5Tucuq9BJf0t9najIwEA3BSDKQAAAOAv2KwWPRRZWcsGx2rsYw0UVq6Ujmfm6LVFW9V2XLLmpR5QXoHD6JhuJzffof5zN+h4Zo7qVAzQ2EcbsNg5AOCyGEwBAAAAV+Bls6prTBWtGNJGI7vUV2igrw5nZOvlBWlq9/ZKzV9/SAUOp9Ex3cYbi7dq/f7TCvD10pQe0fL38TI6EgDAjTGYAgAAAIrA28uq+KbVlPxiG424P1zBpX104NR5Dfn/Nqv9uyv11ebDcpTwAdXn6w7qkx8PyGKRxneLVPVgf6MjAQDcHIMpAAAA4Br42m1KaFlDq4a20bBOdVXOz649x7M0cN5GdX5/tZZuPSqns+QNqDYfPKNXFv4iSRp8T23dXbeiwYkAAJ6AwRQAAABwHfy8vdS39R1aNbStEtvXVoCvl7YfzVSfOev14Ac/KGlHeokZUJ04l6O+n6xXboFD99SrqAFtaxodCQDgIRhMAQAAADcgwNeu59vV0pqhd2tA25ry97Yp7fcM9ZqxTo9OSlHKrhNGR7yp8gscGvCfDTqSka3bg/31zhMNZbWy2DkAoGgYTAEAAADFoIyfXX/vUEerX7pbfWJvl6/dqg0Hzihu+k/qNnWt1u07ZXTEm2L0N9v1455T8ve2aepT0Qr0tRsdCQDgQRhMAQAAAMUoyN9bL3eup1UvtlXP5tXlbbPqxz2n9PjktXrq41RtPnjG6IjF5stNv+ujNXslSW93baiaFQIMTgQA8DQMpgAAAICboEKgr/754J1KfrGNujepKi+rRat2HtdDE3/QM7N+1rbDZ42OeEO2HT6rl+ZvkST1b3OHOtavZHAiAIAnYjAFAAAA3ES3lS2l0Y9EaMWQNno0KkxWi/T9r8fU+f3Vem7uBu1KzzQ64jU7cz5XfT75Wdl5DsXWDtGQe+sYHQkA4KEYTAEAAAC3QNXyfnq7a0MtS2ytBxreJotFWpJ2RPe+u0qDP9ukfSeyjI5YJAUOp57/dJMOnrqgKkGl9H63SNlY7BwAcJ0YTAEAAAC30B0hpTWheyN9OyhWHe8MlcMpfbHxd7V7Z6Ve+r8tOnT6vNERr+jt73Zo1c7j8rVbNSU+RmX9vI2OBADwYAymAAAAAAPUCQ3Q5B7R+mpAS7WtE6ICh1Of/XxQbd9K1qsLf9Gxs9lGR7zEt78c0YfJuyVJYx5toPDbAg1OBADwdAymAAAAAANFhJXRjF5NNL9fc7WoWV55BU7N+XG/Yscm6V+Lt+nEuRyjI0qSfjuWqSGfb5Yk9W5ZQw9FVjY4EQDADBhMAQAAAG4gulo5zX2mqeY921SNq5dTTr5DH63Zq1ZjkjTm2+06cz7XsGxns/PUZ856ZeUWqOntQXq5U13DsgAAzIXBFAAAAOBGmt1RXp/3aabZCU3UMKyMLuQVaFLybrUak6R3l+3U2ey8W5rH4XAq8bPN2nMiS5XK+OqDuCh52XgbAQAoHvxGAQAAANyMxWJRbO0QLXyuhaY/FaN6lQKVmZOv8ct/U6sxSZqYtEtZOfm3JMsHSbv0/a/H5O1l1eT4aAWX9rkl3xcAUDIwmAIAAADclMVi0T3hFbVkYEt9+GSUalYorYwLeRq3dIdixyZp+uo9ys4ruGnff8X2Y3r3+52SpJEP1VfDKmVv2vcCAJRMDKYAAAAAN2e1WtQ5opKWvhCr956IVPXyfjqZlauRS35V7NgkzV67Tzn5xTug2nsiS4M+3SSnU4pvWlVdG1cp1ucHAEBiMAUAAAB4DJvVoi6NKuv7xNYa+2gDVS5bSumZORrx5Vbd/dZKfZp6QHkFjhv+Plk5+eoz52dlZucrulo5jbj/zmJIDwDApRhMAQAAAB7Gy2ZV18ZVlPT3NvpXl/qqGOij389c0LAFabrnnZVasOGQChzO63pup9OpofO3aOexcwoJ8NGHT0bJ24u3DQCAm4PfMAAAAICH8vayqkfTalr5Ylu9en+4gkt7a//J80r8fLPufXelFm85LMc1DqimrtqjJVuOyMtq0aQno1Qx0PcmpQcAgMEUAAAA4PF87Tb1bllDq4a21Usd66qsn127j2dpwH82qvP7q/Xd1qNyOq8+oFrz2wmN+Xa7JOm1B8IVUz3oZkcHAJRwXkYHAAAAAFA8/Ly91K/NHYpvWlUfr9mn6av3aPvRTP1tzno1CCujxPa11bp2iCwWiySpwOFU6t5TSs/MlkXSiC9/kcMpPRYdpvim1Yz9YQAAJQKDKQAAAMBkAnztGnRPLT3dvJqmrd6jGT/s05ZDGeo5Y52iq5XTkHtr6+yFPL3+1TYdycgu9NiqQX4a2aW+a3gFAMDNxGAKAAAAMKmyft56sUNdJbSoockrd2v22v1av/+04qb9dNnHHDh1Xsk70tWxfqVbmBQAUFKxxhQAAABgcuVL++gf94Vr1dC26tG06hW3tUh6/att131VPwAArgWDKQAAAKCEqBjoq84Rt11xG6ekIxnZSt176taEAgCUaAymAAAAgBIkPTP76htdw3YAANwIBlMAAABACVIhwLdYtwMA4EYwmAIAAABKkCY1glSpjK8ud809i6RKZXzVpEbQrYwFACihGEwBAAAAJYjNatFrD4RL0iXDqYtfv/ZAuGzWy42uAAAoPgymAAAAgBKmY/1KmhQfpdAyhU/XCy3jq0nxUepYv5JByQAAJY2X0QEAAAAA3Hod61dS+/BQpe49pfTMbFUI+OP0PY6UAgDcSgymAAAAgBLKZrWo2R3ljY4BACjBOJUPAAAAAAAAhmAwBQAAAAAAAEMwmAIAAAAAAIAhGEwBAAAAAADAEAymAAAAAAAAYAgGUwAAAAAAADAEgykAAAAAAAAYgsEUAAAAAAAADMFgCgAAAAAAAIZgMAUAAAAAAABDeBkdwCycTqck6ezZswYnuTF5eXk6f/68zp49K7vdbnQcoNjRcZgNnYYZ0Wt4KroLM6LXuB4XZyMXZyVXwmCqmGRmZkqSqlSpYnASAAAAAAAA42VmZqpMmTJX3MbiLMr4ClflcDh0+PBhBQQEyGKxGB3nup09e1ZVqlTRwYMHFRgYaHQcoNjRcZgNnYYZ0Wt4KroLM6LXuB5Op1OZmZm67bbbZLVeeRUpjpgqJlarVWFhYUbHKDaBgYHsdGBqdBxmQ6dhRvQanoruwozoNa7V1Y6UuojFzwEAAAAAAGAIBlMAAAAAAAAwBIMpFOLj46PXXntNPj4+RkcBbgo6DrOh0zAjeg1PRXdhRvQaNxuLnwMAAAAAAMAQHDEFAAAAAAAAQzCYAgAAAAAAgCEYTAEAAAAAAMAQDKYAAAAAAABgCAZTAAAAAAAAMASDKRQrh8NhdAQAAAAAAOAhGEyh2Gzfvl3jx483OgYA4Bo4nU6jIwDFig/JAMA9HDt2TIcPHzY6BjyAl9EBYA5paWlq3LixcnNz1bx5c911111GRwKKzb59+7Rs2TJduHBBtWrVUqdOnYyOBNywU6dOKSgoSBaLRU6nUxaLxehIwA3JyMhQmTJlZLVa5XA4ZLXy+Ss8x969e7Vw4UIdP35czZo10wMPPGB0JOCGbNy4UV26dNGMGTN02223GR0Hbo7f2LhhmzdvVpMmTfTEE0+odevWWrx4sSQ+sYQ5pKWl6a677tK8efP0xRdf6P7779dTTz2l1NRUo6MB123btm2qWLGiXnjhBUlyDacAT7Vt2zZVq1ZNo0aNkiTXcArwBFu2bFFsbKwWL16slStX6qGHHtKiRYuMjgVct82bN6tVq1Z6+OGHdffddxsdBx6AwRRuyMaNG9WqVSsNGTJEs2bNUuPGjTVlyhRlZGTIarXyRgce7eTJk+rRo4eeffZZrVixQklJSVq8eLHmzp2rkSNHKikpyeiIwDU7fPiwevXqpQYNGmj69OkaPHiwJIZT8FyHDh1SfHy8KlasqLfffltvvvmmJIZT8Aw7d+7Ufffdpx49euibb77R4sWL1alTJx06dMjoaMB12bp1q1q1aqWBAwfqvffeU0FBgTZt2qSUlBRt3brV6HhwUwymcN3S09PVokUL9enTRyNHjpQkDRw4UEFBQa61pjg1BJ7szJkz8vLyUlxcnJxOp3JzcxUZGal69epp3bp1+uCDD3T69GmjYwJF5nQ6lZSUpGrVqmnChAmaNm2aJk2apMTEREkMp+B5HA6H5s+frxo1amjy5MkaOnSoRo8ezXAKHiE3N1evv/662rVrp3/961/y9vZWuXLlVKpUKf3444/q3bs3rzXgUXJyctSjRw+VLl1agwYNkiQ99thjSkhI0AMPPKC77rpL48aNMzgl3BFrTOG62e12ffvtt4qNjXXdVrFiRTVq1EjfffedRowYIUmsXQKPlZmZqQ0bNujo0aMKDw+Xt7e3zp8/rypVqmj48OGKj49Xx44d9eyzzxodFSgSi8Wi2NhYBQQEqHnz5mrevLmcTqcSEhLkdDr17rvvsuYUPIrValXnzp1VoUIFtW3bVpGRkXI6nRo9erQkadiwYaw5Bbfl7e2t4cOH6/Dhw7LZbJKkUaNG6YsvvlD37t3l6+ur559/Xjt27NCECRMMTgtcnY+Pj9555x317dtXgwcP1s6dOxUcHKz3339fvr6+Wrt2rQYNGqSAgAD17dvX6LhwIxYnH42imFx80bd161ZFR0frww8/VEJCgtGxgOuWn5+vhIQErV27Vi+88ILKly+v/v37q3v37po4caIGDx6so0ePas6cObLZbLyRh0cqKCjQ559/rl69eql///565513lJ+fr88++0wNGzZU/fr1jY4IXNWfh6knTpzQRx99pFGjRunll1/WsGHDVFBQoK+//lrNmjVTcHCwwWmBv5aWlqbExEQlJiaqY8eOslgsmj9/vrp166ZffvlFderUMToicFl/3g8nJyere/fuqlOnjubNm6dKlSq5tvv73/+u7777TsnJySpXrhyvnyGJI6ZwjQ4fPqzff/9dJ0+e1D333COr1Vrok0in06kaNWro/vvv1zfffKO4uDj5+Piww4FH+HO/27dvLy8vL7300kuaOHGiXnvtNYWGhqp///6uU1czMjJ0+vRpeXmxK4X7ysvLk91uv+z9NptNjz/+uCSpV69ekv4YVk2aNEm7du26JRmBa3G51yL5+fny8vJScHCw64OxUaNGyel06uTJkxo/frwOHDhgcHqUdJfrryRFRERo9uzZhd7EW61WhYeHM1CF2/pzp9u1aydJatOmjRYvXqxt27YpJCSk0Pa+vr7y8/NjKIVCeDeFItuyZYvuv/9+BQQEaOfOnYqIiNDf/vY3xcfHq3Tp0q7hlJ+fnx555BElJCQoLS1NjRs3Njo6cFX/2+/69eurf//+io+P14cffqh//OMfslqtrheLTqdTBQUFrtNGJNZUg/vZunWrhg8frtGjRys8PPyy23l5ealr164qKCjQU089pbJlyyolJUVVq1a9hWmBq7vaa5GCggLZbDaFhISod+/ecjqdGj58uMqWLau1a9cWesMP3GpX668khYaGFnrM2rVrFRYWJm9vbyMiA1f0V51+5plnFB8fr+joaDVo0OCSD3BPnjypO++80/XBGa+fIbH4OYroxIkT6tatm+Li4rRkyRIdPnxYdevW1cyZM/Xqq68qMzNTVqtVBQUFkqS4uDiFh4drwoQJcjgcLKYLt/ZX/a5Xr56mTZum4cOHKyMjQ5UrV3a9odmzZ49eeeUVLVq0SE8//bQsFgu/VOF29u3bpwcffFBfffWVnnzySe3cufOK21ssFiUnJysgIEA//PCDYmJiblFSoGiK8lrEZrO5FjsPDg7Wtm3bFBAQoDVr1tBpGKoo/ZX++yHXkSNH9Oqrr2ratGkaM2aMAgICjIwPXOJynZ49e7Zee+01ZWZmFjpi+8iRIxoxYoQ+++wzDRkyRN7e3rx+hguDKRTJ0aNHdeHCBcXFxal69eoKCQnRzJkz1aFDB6WkpGjMmDHKzs52LdwoST179tSIESNktVrZ6cCtXa7fnTp1UkpKisaNG6fs7GxJf/wSHjdunObPn68VK1aoXr16BqcHLpWTk6NZs2apYcOGSk1Nlbe3t7p06XLF4dTSpUu1YsUKLV++nF7DLRX1tcjFpQU++eQTfffdd0pKSrriEYPArVDU/krS+vXrNXToUM2dO1dJSUms9Qe3dC2dXrdunQYNGqQZM2ZoxYoV7JNxCQZTKJKLE+2LazPk5+fL29tbr776qlq3bq0lS5Zo3bp1rvsk6fnnn1fNmjUNywwU1bX0Ozg4WC+++KKWL1+uRo0aGRkbuCy73a6IiAjFxcUpJiZGS5cuVUBAwBWHUw0bNlRKSgpHlcBtXcu+2mKxqEWLFvrpp58UFRVlZGxA0rX1NzQ0VF27dtXy5csVGRlpYGrg8q6l05UqVVLXrl2VnJxMp/GXuCofiiQnJ0ctW7ZUaGioFi5cKJvN5lpk1Ol0qmHDhmrUqJFmzZpldFTgmtFvmNHFtXYuOnnypDp37qzMzEx9+eWXqlWrlvLz85WamqqoqCj5+voamBa4umvZV//56lCAOyhKfyMjIzV79myjowJFQqdRnDhiClflcDjk4+OjGTNmaNWqVerXr58kuXY6FotFDz74oNLT0w1OClw7+g2zujiUuvj5U/ny5bVkyRIFBATooYce0tatWzVw4EANHjxYWVlZRkYFrupa99UMpeBOitrf48ePG5wUKBo6jeLGYApXdXFR8/r162vWrFmaN2+ennrqKR07dsy1zd69e1WuXDnX4ueAp6DfMKv/vVqk0+lUcHCwvv76a5UtW1YNGjTQrFmzNHHiRJUvX97IqMBVsa+GJ6O/MBs6jeLGqXy4hMPhkNX635nlxUMyz507p5ycHG3atElxcXGqVq2agoKCVL58eX355Zdau3atIiIiDEwOXB39hhn9b68vnsZ39uxZORwOlS1bttD2CQkJWrRokVatWsUCpHBL/3sqHvtqeBL6C7Oh07jZOGIKLidOnJD03wm49MebGy8vL+3bt0+1a9fWunXr1K5dO23dulWdO3dW5cqVVaFCBaWmprLTgVuj3zCjy/XaZrNp3759qlevntauXeva3ul0asKECZo5c6aWLVvGUApuZ/fu3Tp9+nShN0Dsq+Ep6C/Mhk7jVuGIKUiSdu7cqZiYGHXr1k1Tp06V9N83NwcPHlRUVJQeeughTZs2TQ6HQzabzTU5/99P6gF3Q79hRkXpdZcuXTR16tRCp/OtXLlSYWFhXDUVbmfz5s1q1KiRpk+froSEhEL3sa+Gu6O/MBs6jVuJtkCStG3bNpUqVUppaWnq06ePpD8Wzs3NzdWiRYvUo0cPTZkyRRaLpdBVniQWGIX7o98wo6L0evLkyYU6bLFY1KZNG4ZScDubN29WixYtNHTo0EveAEnSwoULFR8fr2nTprGvhtuhvzAbOo1bjSOmIEn65ptv9MILLyghIUFz585V8+bNNXnyZEnSoUOHFBYWZnBC4PrRb5gRvYZZbN++XRERERoxYoReffVVORwOJScna9euXapfv75q1aqlkJAQPoGHW6K/MBs6DSN4GR0A7iEiIkLR0dF65pln5O3trZkzZyoxMVEZGRlq0qSJEhISZLfbjY4JXBf6DTOi1zADh8Ohzz//XAUFBXrsscckSe3bt9fJkye1b98+lS9fXjVq1NA777yjBg0aGJwWKIz+wmzoNIzCiBOSpKCgIG3dulUHDx5Unz59NGDAAM2ePVszZsxQ8+bNZbfbudQnPBb9hhnRa5iB1WpVnz599Oyzz6pRo0aKiIhQ2bJlNWvWLB0/flxvvfWWbDabRo4cqXPnzhkdFyiE/sJs6DSMwmAKysvLk4+Pj0JDQ3Xu3Dn5+flp+fLlysvLU82aNTV9+nRJuuTcYcAT0G+YEb2GmVSsWFEjR45U79695evrq5EjR6phw4ay2+16+OGH1alTJ61evVoZGRlGRwUuQX9hNnQaRuBUvhLm8OHD2rBhg3Jzc1W9enVFRUW5TvWIjo7Wrl27NHXqVK1atUpfffWV0tLS9Oabb8rLy0tvv/22wemBK6PfMCN6DbP5c6erVq2qmJgYhYSE6JVXXtH+/ft1xx13SPrvVSZr1qypcuXKydvb2+DkAP2F+dBpuAMGUyVIWlqaunTpouDgYO3Zs0fVq1fXSy+95Dp/2MfHRwkJCapevboWL16sqKgoNWjQQFarVR06dDA4PXBl9BtmRK9hNn/V6aFDh+rxxx9XpUqVFBoa6rqa08Uj/r7//nuFhYXJz8/PyOgA/YXp0Gm4C67KV0Ls3r1bbdq0UVxcnIYPH65du3ZpwoQJstlsmjJliry8vJSfn69BgwapZ8+eaty4sZxOpywWC1dcgNuj3zAjeg2zuVKnp06dKqvVWugS4wcOHNCECRP08ccfKzk5WREREQamR0lHf2E2dBruhMFUCZCbm6uXX35Zhw4d0pw5c1yHXX788ccaOnSoduzYofLlyxucErg+9BtmRK9hNtfa6dTUVE2ZMkUpKSmaN2+eIiMjDUoO0F+YD52Gu+FUvhLA4XAoLCxM9erVk7e3t+sT9ebNm6t06dLKy8v7y8fwaTs8Af2GGdFrmM21drpJkybKzMzUG2+8ocqVKxuUGvgD/YXZ0Gm4GwZTJYCvr6+6dOmiGjVqFLq9bNmystvthXY8GzduVKNGjXhzA49Bv2FG9Bpmcy2dXr9+vaKjo9WuXbtbHRP4S/QXZkOn4W54FWtSR44cUWpqqr799ls5HA7XTqegoMB1rnBGRoZOnz7tesyIESPUrl07nTx5UpzhCXdGv2FG9Bpmc72dbt++PZ2G4egvzIZOw51xxJQJbdmyRQ8++KB8fHx07NgxVapUSSNGjFCHDh0UFBTkOlTTYrHIarWqdOnSGjlypN566y2tXr2adUvg1ug3zIhew2zoNDwZ/YXZ0Gm4OxY/N5njx48rNjZWjzzyiHr37i1fX18lJiZqy5Yt6tq1q5577jmFhIRIktLT09WxY0fVrl1bX3zxhVJSUhQdHW3wTwBcHv2GGdFrmA2dhiejvzAbOg1PwBFTJnP8+HFlZ2frkUce0e233y5J+vTTTzVs2DAtWLBA/v7+eu655+Tn56eTJ09q06ZN2r59u3766SeurgC3R79hRvQaZkOn4cnoL8yGTsMTsMaUyeTl5Sk/P1/nz5+XJF24cEGS9Oabb6pt27aaNGmSdu3aJUkqV66c+vfvrw0bNrDTgUeg3zAjeg2zodPwZPQXZkOn4Qk4lc+EmjRpotKlS2vFihWSpJycHPn4+EiSGjdurJo1a2revHmSpOzsbPn6+hqWFbhW9BtmRK9hNnQanoz+wmzoNNwdR0x5uKysLGVmZurs2bOu26ZMmaKtW7cqLi5OkuTj46P8/HxJUmxsrLKyslzbstOBO6PfMCN6DbOh0/Bk9BdmQ6fhiRhMebBt27bpkUceUevWrVWvXj3NnTtXklSvXj2NHz9ey5Yt0+OPP668vDxZrX/8U6enp8vf31/5+flc8hNujX7DjOg1zIZOw5PRX5gNnYanYvFzD7Vt2zbFxsbqqaeeUkxMjNavX69evXopPDxcjRo10oMPPih/f3/1799fDRo0UN26deXt7a0lS5boxx9/lJcX//RwX/QbZkSvYTZ0Gp6M/sJs6DQ8GWtMeaBTp06pe/fuqlu3rsaPH++6vW3btoqIiND777/vui0zM1MjR47UqVOn5Ovrq379+ik8PNyI2ECR0G+YEb2G2dBpeDL6C7Oh0/B0jEU9UF5ens6cOaPHHntMkuRwOGS1WlWjRg2dOnVKkuR0OuV0OhUQEKAxY8YU2g5wZ/QbZkSvYTZ0Gp6M/sJs6DQ8HS30QBUrVtQnn3yiVq1aSZIKCgokSZUrV3btWCwWi6xWa6FF7ywWy60PC1wj+g0zotcwGzoNT0Z/YTZ0Gp6OwZSHqlWrlqQ/ptx2u13SH1Pw9PR01zajR4/W9OnTXVdcYMcDT0G/YUb0GmZDp+HJ6C/Mhk7Dk3Eqn4ezWq1yOp2uncr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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "from datetime import datetime\n", "sv_res = search_volume[\"tasks\"][0][\"result\"]\n", "print(sv_res)\n", "monthly_data = sv_res[0][\"monthly_searches\"]\n", "monthly_data.sort(key=lambda x: (x[\"year\"], x[\"month\"])) # 确保按时间排序\n", "\n", "dates = [datetime(x[\"year\"], x[\"month\"], 1) for x in monthly_data]\n", "volumes = [x[\"search_volume\"] for x in monthly_data]\n", "\n", "# 绘图\n", "plt.figure(figsize=(12, 5))\n", "plt.plot(dates, volumes, marker='o')\n", "plt.title(\"Monthly Search Volume: 'road bicycle'\")\n", "plt.xlabel(\"Month\")\n", "plt.ylabel(\"Search Volume\")\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.xticks(rotation=45)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Google Ads Keywords for Keywords API\n", "\n", "**解释**: 获取与指定关键词相关的 Google Ads 关键词建议\n", "\n", "**输入**:\n", "```json\n", "{\n", " \"keywords\": [\"road bicycle\"],\n", " \"location_name\": \"United States\",\n", " \"language_name\": \"English\",\n", " \"include_serp_info\": true,\n", " \"include_seed_keyword\": true,\n", " \"limit\": 10\n", "}\n", "```\n", "\n", "**输出**:\n", "```json\n", "\"result\": [\n", " {\n", " \"keyword\": \"road bicycle\",\n", " \"location_code\": 2840,\n", " \"language_code\": \"en\",\n", " \"search_partners\": false,\n", " \"competition\": \"HIGH\",\n", " \"competition_index\": 100,\n", " \"search_volume\": 60500,\n", " \"low_top_of_page_bid\": 0.25,\n", " \"high_top_of_page_bid\": 1.49,\n", " \"cpc\": 1,\n", " \"monthly_searches\": [\n", " {\n", " \"year\": 2025,\n", " \"month\": 6,\n", " \"search_volume\": 74000\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 5,\n", " \"search_volume\": 74000\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 4,\n", " \"search_volume\": 49500\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 3,\n", " \"search_volume\": 49500\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 2,\n", " \"search_volume\": 33100\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 1,\n", " \"search_volume\": 40500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 12,\n", " \"search_volume\": 40500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 11,\n", " \"search_volume\": 40500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 10,\n", " \"search_volume\": 49500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 9,\n", " \"search_volume\": 60500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 8,\n", " \"search_volume\": 74000\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 7,\n", " \"search_volume\": 90500\n", " }\n", " ],\n", " \"keyword_annotations\": {\n", " \"concepts\": null\n", " }\n", " },\n", " {\n", " \"keyword\": \"road bike\",\n", " \"location_code\": 2840,\n", " \"language_code\": \"en\",\n", " \"search_partners\": false,\n", " \"competition\": \"HIGH\",\n", " \"competition_index\": 100,\n", " \"search_volume\": 60500,\n", " \"low_top_of_page_bid\": 0.25,\n", " \"high_top_of_page_bid\": 1.49,\n", " \"cpc\": 1,\n", " \"monthly_searches\": [\n", " {\n", " \"year\": 2025,\n", " \"month\": 6,\n", " \"search_volume\": 74000\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 5,\n", " \"search_volume\": 74000\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 4,\n", " \"search_volume\": 49500\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 3,\n", " \"search_volume\": 49500\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 2,\n", " \"search_volume\": 33100\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 1,\n", " \"search_volume\": 40500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 12,\n", " \"search_volume\": 40500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 11,\n", " \"search_volume\": 40500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 10,\n", " \"search_volume\": 49500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 9,\n", " \"search_volume\": 60500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 8,\n", " \"search_volume\": 74000\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 7,\n", " \"search_volume\": 90500\n", " }\n", " ],\n", " \"keyword_annotations\": {\n", " \"concepts\": [\n", " {\n", " \"name\": \"Non-Brands\",\n", " \"concept_group\": {\n", " \"name\": \"Non-Brands\",\n", " \"type\": \"NON_BRAND\"\n", " }\n", " },\n", " {\n", " \"name\": \"street\",\n", " \"concept_group\": {\n", " \"name\": \"Place\",\n", " \"type\": null\n", " }\n", " }\n", " ]\n", " }\n", " }\n", "```\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{\n", " \"version\": \"0.1.20250526\",\n", " \"status_code\": 20000,\n", " \"status_message\": \"Ok.\",\n", " \"time\": \"4.9586 sec.\",\n", " \"cost\": 0.075,\n", " \"tasks_count\": 1,\n", " \"tasks_error\": 0,\n", " \"tasks\": [\n", " {\n", " \"id\": \"07210606-1014-0368-0000-b3ab78b9fa84\",\n", " \"status_code\": 20000,\n", " \"status_message\": \"Ok.\",\n", " \"time\": \"4.9015 sec.\",\n", " \"cost\": 0.075,\n", " \"result_count\": 1643,\n", " \"path\": [\n", " \"v3\",\n", " \"keywords_data\",\n", " \"google_ads\",\n", " \"keywords_for_keywords\",\n", " \"live\"\n", " ],\n", " \"data\": {\n", " \"api\": \"keywords_data\",\n", " \"function\": \"keywords_for_keywords\",\n", " \"se\": \"google_ads\",\n", " \"keywords\": [\n", " \"road bicycle\"\n", " ],\n", " \"language_name\": \"English\",\n", " \"location_name\": \"United States\"\n", " },\n", " \"result\": [\n", " {\n", " \"keyword\": \"road bicycle\",\n", " \"location_code\": 2840,\n", " \"language_code\": \"en\",\n", " \"search_partners\": false,\n", " \"competition\": \"HIGH\",\n", " \"competition_index\": 100,\n", " \"search_volume\": 60500,\n", " \"low_top_of_page_bid\": 0.25,\n", " \"high_top_of_page_bid\": 1.49,\n", " \"cpc\": 1,\n", " \"monthly_searches\": [\n", " {\n", " \"year\": 2025,\n", " \"month\": 6,\n", " \"search_volume\": 74000\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 5,\n", " \"search_volume\": 74000\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 4,\n", " \"search_volume\": 49500\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 3,\n", " \"search_volume\": 49500\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 2,\n", " \"search_volume\": 33100\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 1,\n", " \"search_volume\": 40500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 12,\n", " \"search_volume\": 40500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 11,\n", " \"search_volume\": 40500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 10,\n", " \"search_volume\": 49500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 9,\n", " \"search_volume\": 60500\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 8,\n", " \"search_volume\": 74000\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 7,\n", " \"search_volume\": 90500\n", " }\n", " ],\n", " \"keyword_annotations\": {\n", " \"concepts\": null\n", " }\n", " },\n", " {\n", " \"keyword\": \"road bike\",\n", " \"location_code\": 2840,\n", " \"language_code\": \"en\",\n", " \"search_partners\": false,\n", " \"competition\": \"HIGH\",\n", " \"competition_index\": 100,\n", " \"search_volume\": 60500,\n", " \"low_top_of_page_bid\": 0.25,\n", " \"high_top_of_page_bid\": 1.49,\n", " \"cpc\": 1,\n", " \"monthly_searches\": [\n", " {\n", " \"year\": 2025,\n", " \"month\": 6,\n", " \"search_volume\": 74000\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 5,\n", " \"search_volume\": 74000\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 4,\n", " \"search_volume\": 49500\n", " },\n", " {\n", " 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},\n", " {\n", " \"year\": 2024,\n", " \"month\": 11,\n", " \"search_volume\": 90\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 10,\n", " \"search_volume\": 140\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 9,\n", " \"search_volume\": 140\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 8,\n", " \"search_volume\": 140\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 7,\n", " \"search_volume\": 140\n", " }\n", " ],\n", " \"keyword_annotations\": {\n", " \"concepts\": [\n", " {\n", " \"name\": \"trek\",\n", " \"concept_group\": {\n", " \"name\": \"Sports Brand\",\n", " \"type\": \"BRAND\"\n", " }\n", " }\n", " ]\n", " }\n", " },\n", " {\n", " \"keyword\": \"viper road bike\",\n", " \"location_code\": 2840,\n", " \"language_code\": \"en\",\n", " \"search_partners\": false,\n", " \"competition\": \"MEDIUM\",\n", " \"competition_index\": 36,\n", " \"search_volume\": 10,\n", " \"low_top_of_page_bid\": null,\n", " \"high_top_of_page_bid\": null,\n", " \"cpc\": null,\n", " \"monthly_searches\": [\n", " {\n", " \"year\": 2025,\n", " \"month\": 6,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 5,\n", " \"search_volume\": 20\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 4,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 3,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 2,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 1,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 12,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 11,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 10,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 9,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 8,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 7,\n", " \"search_volume\": 10\n", " }\n", " ],\n", " \"keyword_annotations\": {\n", " \"concepts\": [\n", " {\n", " \"name\": \"viper\",\n", " \"concept_group\": {\n", " \"name\": \"Other Brands\",\n", " \"type\": \"OTHER_BRANDS\"\n", " }\n", " }\n", " ]\n", " }\n", " },\n", " {\n", " \"keyword\": \"vitesse road bike\",\n", " \"location_code\": 2840,\n", " \"language_code\": \"en\",\n", " \"search_partners\": false,\n", " \"competition\": \"HIGH\",\n", " \"competition_index\": 87,\n", " \"search_volume\": 30,\n", " \"low_top_of_page_bid\": null,\n", " \"high_top_of_page_bid\": null,\n", " \"cpc\": 1.08,\n", " \"monthly_searches\": [\n", " {\n", " \"year\": 2025,\n", " \"month\": 6,\n", " \"search_volume\": 20\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 5,\n", " \"search_volume\": 30\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 4,\n", " \"search_volume\": 30\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 3,\n", " \"search_volume\": 30\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 2,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 1,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 12,\n", " \"search_volume\": 20\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 11,\n", " \"search_volume\": 20\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 10,\n", " \"search_volume\": 20\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 9,\n", " \"search_volume\": 30\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 8,\n", " \"search_volume\": 40\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 7,\n", " \"search_volume\": 40\n", " }\n", " ],\n", " \"keyword_annotations\": {\n", " \"concepts\": [\n", " {\n", " \"name\": \"vitesse\",\n", " \"concept_group\": {\n", " \"name\": \"Other Brands\",\n", " \"type\": \"OTHER_BRANDS\"\n", " }\n", " }\n", " ]\n", " }\n", " },\n", " {\n", " \"keyword\": \"voyager road bike\",\n", " \"location_code\": 2840,\n", " \"language_code\": \"en\",\n", " \"search_partners\": false,\n", " \"competition\": \"MEDIUM\",\n", " \"competition_index\": 36,\n", " \"search_volume\": 10,\n", " \"low_top_of_page_bid\": null,\n", " \"high_top_of_page_bid\": null,\n", " \"cpc\": null,\n", " \"monthly_searches\": [\n", " {\n", " \"year\": 2025,\n", " \"month\": 6,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 5,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 4,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 3,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 2,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 1,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 12,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 11,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 10,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 9,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 8,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 7,\n", " \"search_volume\": 10\n", " }\n", " ],\n", " \"keyword_annotations\": {\n", " \"concepts\": [\n", " {\n", " \"name\": \"Non-Brands\",\n", " \"concept_group\": {\n", " \"name\": \"Non-Brands\",\n", " \"type\": \"NON_BRAND\"\n", " }\n", " }\n", " ]\n", " }\n", " },\n", " {\n", " \"keyword\": \"wake road bike\",\n", " \"location_code\": 2840,\n", " \"language_code\": \"en\",\n", " \"search_partners\": false,\n", " \"competition\": \"LOW\",\n", " \"competition_index\": 0,\n", " \"search_volume\": 10,\n", " \"low_top_of_page_bid\": null,\n", " \"high_top_of_page_bid\": null,\n", " \"cpc\": null,\n", " \"monthly_searches\": [\n", " {\n", " \"year\": 2025,\n", " \"month\": 6,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 5,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 4,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 3,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 2,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 1,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 12,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 11,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 10,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 9,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 8,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 7,\n", " \"search_volume\": 10\n", " }\n", " ],\n", " \"keyword_annotations\": {\n", " \"concepts\": [\n", " {\n", " \"name\": \"Non-Brands\",\n", " \"concept_group\": {\n", " \"name\": \"Non-Brands\",\n", " \"type\": \"NON_BRAND\"\n", " }\n", " }\n", " ]\n", " }\n", " },\n", " {\n", " \"keyword\": \"wilier triestina road bike price\",\n", " \"location_code\": 2840,\n", " \"language_code\": \"en\",\n", " \"search_partners\": false,\n", " \"competition\": \"HIGH\",\n", " \"competition_index\": 83,\n", " \"search_volume\": 10,\n", " \"low_top_of_page_bid\": null,\n", " \"high_top_of_page_bid\": null,\n", " \"cpc\": 0.67,\n", " \"monthly_searches\": [\n", " {\n", " \"year\": 2025,\n", " \"month\": 6,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 5,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 4,\n", " \"search_volume\": 20\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 3,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 2,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 1,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 12,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 11,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 10,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 9,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 8,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 7,\n", " \"search_volume\": 10\n", " }\n", " ],\n", " \"keyword_annotations\": {\n", " \"concepts\": [\n", " {\n", " \"name\": \"wilier\",\n", " \"concept_group\": {\n", " \"name\": \"Sports Brand\",\n", " \"type\": \"BRAND\"\n", " }\n", " }\n", " ]\n", " }\n", " },\n", " {\n", " \"keyword\": \"xsd road bike\",\n", " \"location_code\": 2840,\n", " \"language_code\": \"en\",\n", " \"search_partners\": false,\n", " \"competition\": \"LOW\",\n", " \"competition_index\": 0,\n", " \"search_volume\": 10,\n", " \"low_top_of_page_bid\": null,\n", " \"high_top_of_page_bid\": null,\n", " \"cpc\": null,\n", " \"monthly_searches\": [\n", " {\n", " \"year\": 2025,\n", " \"month\": 6,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 5,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 4,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 3,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 2,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 1,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 12,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 11,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 10,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 9,\n", " \"search_volume\": 0\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 8,\n", " \"search_volume\": 10\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 7,\n", " \"search_volume\": 10\n", " }\n", " ],\n", " \"keyword_annotations\": {\n", " \"concepts\": [\n", " {\n", " \"name\": \"Non-Brands\",\n", " \"concept_group\": {\n", " \"name\": \"Non-Brands\",\n", " \"type\": \"NON_BRAND\"\n", " }\n", " }\n", " ]\n", " }\n", " },\n", " {\n", " \"keyword\": \"zwift fastest bike\",\n", " \"location_code\": 2840,\n", " \"language_code\": \"en\",\n", " \"search_partners\": false,\n", " \"competition\": \"LOW\",\n", " \"competition_index\": 0,\n", " \"search_volume\": 110,\n", " \"low_top_of_page_bid\": null,\n", " \"high_top_of_page_bid\": null,\n", " \"cpc\": null,\n", " \"monthly_searches\": [\n", " {\n", " \"year\": 2025,\n", " \"month\": 6,\n", " \"search_volume\": 50\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 5,\n", " \"search_volume\": 50\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 4,\n", " \"search_volume\": 110\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 3,\n", " \"search_volume\": 210\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 2,\n", " \"search_volume\": 140\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 1,\n", " \"search_volume\": 170\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 12,\n", " \"search_volume\": 140\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 11,\n", " \"search_volume\": 110\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 10,\n", " \"search_volume\": 70\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 9,\n", " \"search_volume\": 90\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 8,\n", " \"search_volume\": 70\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 7,\n", " \"search_volume\": 110\n", " }\n", " ],\n", " \"keyword_annotations\": {\n", " \"concepts\": [\n", " {\n", " \"name\": \"zwift\",\n", " \"concept_group\": {\n", " \"name\": \"Other Brands\",\n", " \"type\": \"OTHER_BRANDS\"\n", " }\n", " }\n", " ]\n", " }\n", " },\n", " {\n", " \"keyword\": \"zwift gravel bikes\",\n", " \"location_code\": 2840,\n", " \"language_code\": \"en\",\n", " \"search_partners\": false,\n", " \"competition\": \"LOW\",\n", " \"competition_index\": 3,\n", " \"search_volume\": 40,\n", " \"low_top_of_page_bid\": null,\n", " \"high_top_of_page_bid\": null,\n", " \"cpc\": null,\n", " \"monthly_searches\": [\n", " {\n", " \"year\": 2025,\n", " \"month\": 6,\n", " \"search_volume\": 20\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 5,\n", " \"search_volume\": 30\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 4,\n", " \"search_volume\": 50\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 3,\n", " \"search_volume\": 40\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 2,\n", " \"search_volume\": 40\n", " },\n", " {\n", " \"year\": 2025,\n", " \"month\": 1,\n", " \"search_volume\": 70\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 12,\n", " \"search_volume\": 40\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 11,\n", " \"search_volume\": 50\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 10,\n", " \"search_volume\": 90\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 9,\n", " \"search_volume\": 20\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 8,\n", " \"search_volume\": 20\n", " },\n", " {\n", " \"year\": 2024,\n", " \"month\": 7,\n", " \"search_volume\": 20\n", " }\n", " ],\n", " \"keyword_annotations\": {\n", " \"concepts\": [\n", " {\n", " \"name\": \"zwift\",\n", " \"concept_group\": {\n", " \"name\": \"Other Brands\",\n", " \"type\": \"OTHER_BRANDS\"\n", " }\n", " },\n", " {\n", " \"name\": \"gravel bike\",\n", " \"concept_group\": {\n", " \"name\": \"Bike\",\n", " \"type\": null\n", " }\n", " }\n", " ]\n", " }\n", " }\n", " ]\n", " }\n", " ]\n", "}\n" ] } ], "source": [ "# 2. 相关关键词搜索量,无法设置返回数量,可以用后面的5\n", "url = \"https://api.dataforseo.com/v3/keywords_data/google_ads/keywords_for_keywords/live\"\n", "headers = {\n", " \"Content-Type\": \"application/json\",\n", " \"Authorization\": f\"Basic {base64_creds}\"\n", "}\n", "\n", "# 请求体 - 设置关键词和区域\n", "payload = [{\n", " \"keywords\": [keyword],\n", " \"language_name\": \"English\",\n", " \"location_name\": \"United States\"\n", "}]\n", "\n", "# 发起请求\n", "response = requests.post(url, headers=headers, json=payload)\n", "\n", "# 解析响应\n", "if response.status_code == 200:\n", " search_volume = response.json()\n", " print(json.dumps(search_volume, indent=2))\n", "else:\n", " print(f\"Request failed: {response.status_code}\")\n", " print(response.text)\n", "\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Google Ads Keywords for Site API\n", "\n", "**解释**: 获取与指定网站相关的 Google Ads 关键词\n", "\n", "**输入**:\n", "```json\n", "{\n", " \"target\": \"example.com\",\n", " \"location_name\": \"United States\",\n", " \"language_name\": \"English\",\n", " \"include_serp_info\": true,\n", " \"limit\": 10\n", "}\n", "```\n", "\n", "**输出**:\n", "```json\n", "[{'keyword': 'road bike',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 100,\n", " 'search_volume': 60500,\n", " 'low_top_of_page_bid': 0.25,\n", " 'high_top_of_page_bid': 1.49,\n", " 'cpc': 1,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 74000},\n", " {'year': 2025, 'month': 5, 'search_volume': 74000},\n", " {'year': 2025, 'month': 4, 'search_volume': 49500},\n", " {'year': 2025, 'month': 3, 'search_volume': 49500},\n", " {'year': 2025, 'month': 2, 'search_volume': 33100},\n", " {'year': 2025, 'month': 1, 'search_volume': 40500},\n", " {'year': 2024, 'month': 12, 'search_volume': 40500},\n", " {'year': 2024, 'month': 11, 'search_volume': 40500},\n", " {'year': 2024, 'month': 10, 'search_volume': 49500},\n", " {'year': 2024, 'month': 9, 'search_volume': 60500},\n", " {'year': 2024, 'month': 8, 'search_volume': 74000},\n", " {'year': 2024, 'month': 7, 'search_volume': 90500}],\n", " 'keyword_annotations': {'concepts': [{'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}}]}},\n", " {'keyword': 'trek road bike',\n", "...\n", " {'name': 'cycling', 'concept_group': {'name': 'Activity', 'type': None}},\n", " {'name': 'frame', 'concept_group': {'name': 'Component', 'type': None}},\n", " {'name': 'mountain bike',\n", " 'concept_group': {'name': 'Bike', 'type': None}}]}},\n", " ...]\n", "```" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "#3 keywords for site 给定网站(URL)返回关键词建议\n", "\n", "url = \"https://api.dataforseo.com/v3/keywords_data/google_ads/keywords_for_site/live\"\n", "headers = {\n", " \"Content-Type\": \"application/json\",\n", " \"Authorization\": f\"Basic {base64_creds}\"\n", "}\n", "\n", "# 请求体 \n", "payload = [{\n", " \"target\": \"https://www.trekbikes.com/us/en_US/bikes/road-bikes/\",\n", " \"location_name\": \"United States\",\n", " \"language_name\": \"English\"\n", "}]\n", "\n", "# 发起请求\n", "response = requests.post(url, headers=headers, json=payload).json()\n", "\n", "\n", "# # 解析响应\n", "# if response.status_code == 200:\n", "# search_volume = response.json()\n", "# print(json.dumps(search_volume, indent=2))\n", "# else:\n", "# print(f\"Request failed: {response.status_code}\")\n", "# print(response.text)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[{'keyword': 'road bike',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 100,\n", " 'search_volume': 60500,\n", " 'low_top_of_page_bid': 0.25,\n", " 'high_top_of_page_bid': 1.49,\n", " 'cpc': 1,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 74000},\n", " {'year': 2025, 'month': 5, 'search_volume': 74000},\n", " {'year': 2025, 'month': 4, 'search_volume': 49500},\n", " {'year': 2025, 'month': 3, 'search_volume': 49500},\n", " {'year': 2025, 'month': 2, 'search_volume': 33100},\n", " {'year': 2025, 'month': 1, 'search_volume': 40500},\n", " {'year': 2024, 'month': 12, 'search_volume': 40500},\n", " {'year': 2024, 'month': 11, 'search_volume': 40500},\n", " {'year': 2024, 'month': 10, 'search_volume': 49500},\n", " {'year': 2024, 'month': 9, 'search_volume': 60500},\n", " {'year': 2024, 'month': 8, 'search_volume': 74000},\n", " {'year': 2024, 'month': 7, 'search_volume': 90500}],\n", " 'keyword_annotations': {'concepts': [{'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}}]}},\n", " {'keyword': 'trek road bike',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 100,\n", " 'search_volume': 9900,\n", " 'low_top_of_page_bid': 0.07,\n", " 'high_top_of_page_bid': 1.5,\n", " 'cpc': 0.69,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 12100},\n", " {'year': 2025, 'month': 5, 'search_volume': 12100},\n", " {'year': 2025, 'month': 4, 'search_volume': 9900},\n", " {'year': 2025, 'month': 3, 'search_volume': 9900},\n", " {'year': 2025, 'month': 2, 'search_volume': 6600},\n", " {'year': 2025, 'month': 1, 'search_volume': 5400},\n", " {'year': 2024, 'month': 12, 'search_volume': 5400},\n", " {'year': 2024, 'month': 11, 'search_volume': 8100},\n", " {'year': 2024, 'month': 10, 'search_volume': 8100},\n", " {'year': 2024, 'month': 9, 'search_volume': 9900},\n", " {'year': 2024, 'month': 8, 'search_volume': 18100},\n", " {'year': 2024, 'month': 7, 'search_volume': 22200}],\n", " 'keyword_annotations': {'concepts': [{'name': 'trek',\n", " 'concept_group': {'name': 'Other Brands', 'type': 'OTHER_BRANDS'}},\n", " {'name': 'cycling',\n", " 'concept_group': {'name': 'Activity', 'type': None}}]}},\n", " {'keyword': 'race bike',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 100,\n", " 'search_volume': 8100,\n", " 'low_top_of_page_bid': 0.36,\n", " 'high_top_of_page_bid': 1.35,\n", " 'cpc': 0.55,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 9900},\n", " {'year': 2025, 'month': 5, 'search_volume': 9900},\n", " {'year': 2025, 'month': 4, 'search_volume': 8100},\n", " {'year': 2025, 'month': 3, 'search_volume': 6600},\n", " {'year': 2025, 'month': 2, 'search_volume': 5400},\n", " {'year': 2025, 'month': 1, 'search_volume': 5400},\n", " {'year': 2024, 'month': 12, 'search_volume': 5400},\n", " {'year': 2024, 'month': 11, 'search_volume': 6600},\n", " {'year': 2024, 'month': 10, 'search_volume': 6600},\n", " {'year': 2024, 'month': 9, 'search_volume': 8100},\n", " {'year': 2024, 'month': 8, 'search_volume': 9900},\n", " {'year': 2024, 'month': 7, 'search_volume': 12100}],\n", " 'keyword_annotations': {'concepts': [{'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}},\n", " {'name': 'cycling',\n", " 'concept_group': {'name': 'Activity', 'type': None}}]}},\n", " {'keyword': 'carbon road bike',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 100,\n", " 'search_volume': 1900,\n", " 'low_top_of_page_bid': 0.36,\n", " 'high_top_of_page_bid': 1.52,\n", " 'cpc': 1.32,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 2400},\n", " {'year': 2025, 'month': 5, 'search_volume': 2400},\n", " {'year': 2025, 'month': 4, 'search_volume': 1900},\n", " {'year': 2025, 'month': 3, 'search_volume': 1600},\n", " {'year': 2025, 'month': 2, 'search_volume': 1000},\n", " {'year': 2025, 'month': 1, 'search_volume': 1000},\n", " {'year': 2024, 'month': 12, 'search_volume': 1300},\n", " {'year': 2024, 'month': 11, 'search_volume': 1600},\n", " {'year': 2024, 'month': 10, 'search_volume': 1300},\n", " {'year': 2024, 'month': 9, 'search_volume': 1900},\n", " {'year': 2024, 'month': 8, 'search_volume': 4400},\n", " {'year': 2024, 'month': 7, 'search_volume': 5400}],\n", " 'keyword_annotations': {'concepts': [{'name': 'carbon road bike',\n", " 'concept_group': {'name': 'Others', 'type': None}},\n", " {'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}},\n", " {'name': 'cycling',\n", " 'concept_group': {'name': 'Activity', 'type': None}}]}},\n", " {'keyword': 'road bicycle',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 100,\n", " 'search_volume': 60500,\n", " 'low_top_of_page_bid': 0.25,\n", " 'high_top_of_page_bid': 1.49,\n", " 'cpc': 1,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 74000},\n", " {'year': 2025, 'month': 5, 'search_volume': 74000},\n", " {'year': 2025, 'month': 4, 'search_volume': 49500},\n", " {'year': 2025, 'month': 3, 'search_volume': 49500},\n", " {'year': 2025, 'month': 2, 'search_volume': 33100},\n", " {'year': 2025, 'month': 1, 'search_volume': 40500},\n", " {'year': 2024, 'month': 12, 'search_volume': 40500},\n", " {'year': 2024, 'month': 11, 'search_volume': 40500},\n", " {'year': 2024, 'month': 10, 'search_volume': 49500},\n", " {'year': 2024, 'month': 9, 'search_volume': 60500},\n", " {'year': 2024, 'month': 8, 'search_volume': 74000},\n", " {'year': 2024, 'month': 7, 'search_volume': 90500}],\n", " 'keyword_annotations': {'concepts': [{'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}},\n", " {'name': 'cycling',\n", " 'concept_group': {'name': 'Activity', 'type': None}}]}},\n", " {'keyword': 'speed bikes',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 92,\n", " 'search_volume': 5400,\n", " 'low_top_of_page_bid': 0.79,\n", " 'high_top_of_page_bid': 4.56,\n", " 'cpc': 0.86,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 5400},\n", " {'year': 2025, 'month': 5, 'search_volume': 8100},\n", " {'year': 2025, 'month': 4, 'search_volume': 5400},\n", " {'year': 2025, 'month': 3, 'search_volume': 4400},\n", " {'year': 2025, 'month': 2, 'search_volume': 3600},\n", " {'year': 2025, 'month': 1, 'search_volume': 3600},\n", " {'year': 2024, 'month': 12, 'search_volume': 3600},\n", " {'year': 2024, 'month': 11, 'search_volume': 4400},\n", " {'year': 2024, 'month': 10, 'search_volume': 4400},\n", " {'year': 2024, 'month': 9, 'search_volume': 4400},\n", " {'year': 2024, 'month': 8, 'search_volume': 6600},\n", " {'year': 2024, 'month': 7, 'search_volume': 6600}],\n", " 'keyword_annotations': {'concepts': [{'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}}]}},\n", " {'keyword': 'all road bike',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 100,\n", " 'search_volume': 1000,\n", " 'low_top_of_page_bid': 0.68,\n", " 'high_top_of_page_bid': 1.88,\n", " 'cpc': 1.45,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 1600},\n", " {'year': 2025, 'month': 5, 'search_volume': 1300},\n", " {'year': 2025, 'month': 4, 'search_volume': 1300},\n", " {'year': 2025, 'month': 3, 'search_volume': 1300},\n", " {'year': 2025, 'month': 2, 'search_volume': 1000},\n", " {'year': 2025, 'month': 1, 'search_volume': 720},\n", " {'year': 2024, 'month': 12, 'search_volume': 720},\n", " {'year': 2024, 'month': 11, 'search_volume': 880},\n", " {'year': 2024, 'month': 10, 'search_volume': 880},\n", " {'year': 2024, 'month': 9, 'search_volume': 880},\n", " {'year': 2024, 'month': 8, 'search_volume': 1000},\n", " {'year': 2024, 'month': 7, 'search_volume': 1000}],\n", " 'keyword_annotations': {'concepts': [{'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}},\n", " {'name': 'cycling',\n", " 'concept_group': {'name': 'Activity', 'type': None}}]}},\n", " {'keyword': 'carbon bike',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 100,\n", " 'search_volume': 1600,\n", " 'low_top_of_page_bid': 0.37,\n", " 'high_top_of_page_bid': 1.84,\n", " 'cpc': 1.19,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 1600},\n", " {'year': 2025, 'month': 5, 'search_volume': 1900},\n", " {'year': 2025, 'month': 4, 'search_volume': 1600},\n", " {'year': 2025, 'month': 3, 'search_volume': 1900},\n", " {'year': 2025, 'month': 2, 'search_volume': 1000},\n", " {'year': 2025, 'month': 1, 'search_volume': 880},\n", " {'year': 2024, 'month': 12, 'search_volume': 1000},\n", " {'year': 2024, 'month': 11, 'search_volume': 1000},\n", " {'year': 2024, 'month': 10, 'search_volume': 1300},\n", " {'year': 2024, 'month': 9, 'search_volume': 1600},\n", " {'year': 2024, 'month': 8, 'search_volume': 1600},\n", " {'year': 2024, 'month': 7, 'search_volume': 2400}],\n", " 'keyword_annotations': {'concepts': [{'name': 'carbon road bike',\n", " 'concept_group': {'name': 'Others', 'type': None}},\n", " {'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}}]}},\n", " {'keyword': 'road bike tires',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 94,\n", " 'search_volume': 3600,\n", " 'low_top_of_page_bid': 0.22,\n", " 'high_top_of_page_bid': 0.61,\n", " 'cpc': 0.55,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 9900},\n", " {'year': 2025, 'month': 5, 'search_volume': 5400},\n", " {'year': 2025, 'month': 4, 'search_volume': 3600},\n", " {'year': 2025, 'month': 3, 'search_volume': 3600},\n", " {'year': 2025, 'month': 2, 'search_volume': 1900},\n", " {'year': 2025, 'month': 1, 'search_volume': 1900},\n", " {'year': 2024, 'month': 12, 'search_volume': 1600},\n", " {'year': 2024, 'month': 11, 'search_volume': 1900},\n", " {'year': 2024, 'month': 10, 'search_volume': 3600},\n", " {'year': 2024, 'month': 9, 'search_volume': 4400},\n", " {'year': 2024, 'month': 8, 'search_volume': 4400},\n", " {'year': 2024, 'month': 7, 'search_volume': 4400}],\n", " 'keyword_annotations': {'concepts': [{'name': 'bike shop',\n", " 'concept_group': {'name': 'Others', 'type': None}},\n", " {'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}},\n", " {'name': 'cycling', 'concept_group': {'name': 'Activity', 'type': None}},\n", " {'name': 'tires', 'concept_group': {'name': 'Component', 'type': None}}]}},\n", " {'keyword': 'road bikes near me',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 99,\n", " 'search_volume': 1300,\n", " 'low_top_of_page_bid': 0.48,\n", " 'high_top_of_page_bid': 1.72,\n", " 'cpc': 0.68,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 1600},\n", " {'year': 2025, 'month': 5, 'search_volume': 1600},\n", " {'year': 2025, 'month': 4, 'search_volume': 1300},\n", " {'year': 2025, 'month': 3, 'search_volume': 1300},\n", " {'year': 2025, 'month': 2, 'search_volume': 590},\n", " {'year': 2025, 'month': 1, 'search_volume': 720},\n", " {'year': 2024, 'month': 12, 'search_volume': 480},\n", " {'year': 2024, 'month': 11, 'search_volume': 720},\n", " {'year': 2024, 'month': 10, 'search_volume': 880},\n", " {'year': 2024, 'month': 9, 'search_volume': 1300},\n", " {'year': 2024, 'month': 8, 'search_volume': 1900},\n", " {'year': 2024, 'month': 7, 'search_volume': 1900}],\n", " 'keyword_annotations': {'concepts': [{'name': 'bike shop',\n", " 'concept_group': {'name': 'Others', 'type': None}},\n", " {'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}},\n", " {'name': 'cycling',\n", " 'concept_group': {'name': 'Activity', 'type': None}}]}},\n", " {'keyword': 'electric road bike',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 100,\n", " 'search_volume': 5400,\n", " 'low_top_of_page_bid': 0.62,\n", " 'high_top_of_page_bid': 2.23,\n", " 'cpc': 1.36,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 6600},\n", " {'year': 2025, 'month': 5, 'search_volume': 6600},\n", " {'year': 2025, 'month': 4, 'search_volume': 5400},\n", " {'year': 2025, 'month': 3, 'search_volume': 4400},\n", " {'year': 2025, 'month': 2, 'search_volume': 3600},\n", " {'year': 2025, 'month': 1, 'search_volume': 3600},\n", " {'year': 2024, 'month': 12, 'search_volume': 3600},\n", " {'year': 2024, 'month': 11, 'search_volume': 4400},\n", " {'year': 2024, 'month': 10, 'search_volume': 6600},\n", " {'year': 2024, 'month': 9, 'search_volume': 8100},\n", " {'year': 2024, 'month': 8, 'search_volume': 6600},\n", " {'year': 2024, 'month': 7, 'search_volume': 6600}],\n", " 'keyword_annotations': {'concepts': [{'name': 'electric bike',\n", " 'concept_group': {'name': 'Others', 'type': None}},\n", " {'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}},\n", " {'name': 'cycling', 'concept_group': {'name': 'Activity', 'type': None}},\n", " {'name': 'battery',\n", " 'concept_group': {'name': 'Component', 'type': None}}]}},\n", " {'keyword': 'road bike gear',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 99,\n", " 'search_volume': 720,\n", " 'low_top_of_page_bid': 0.25,\n", " 'high_top_of_page_bid': 1.34,\n", " 'cpc': 1.6,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 720},\n", " {'year': 2025, 'month': 5, 'search_volume': 720},\n", " {'year': 2025, 'month': 4, 'search_volume': 590},\n", " {'year': 2025, 'month': 3, 'search_volume': 720},\n", " {'year': 2025, 'month': 2, 'search_volume': 390},\n", " {'year': 2025, 'month': 1, 'search_volume': 480},\n", " {'year': 2024, 'month': 12, 'search_volume': 480},\n", " {'year': 2024, 'month': 11, 'search_volume': 480},\n", " {'year': 2024, 'month': 10, 'search_volume': 480},\n", " {'year': 2024, 'month': 9, 'search_volume': 720},\n", " {'year': 2024, 'month': 8, 'search_volume': 1000},\n", " {'year': 2024, 'month': 7, 'search_volume': 1600}],\n", " 'keyword_annotations': {'concepts': [{'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}},\n", " {'name': 'cycling', 'concept_group': {'name': 'Activity', 'type': None}},\n", " {'name': 'gears', 'concept_group': {'name': 'Component', 'type': None}}]}},\n", " {'keyword': 'street bikes',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'MEDIUM',\n", " 'competition_index': 55,\n", " 'search_volume': 22200,\n", " 'low_top_of_page_bid': 0.34,\n", " 'high_top_of_page_bid': 1.43,\n", " 'cpc': 0.76,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 22200},\n", " {'year': 2025, 'month': 5, 'search_volume': 27100},\n", " {'year': 2025, 'month': 4, 'search_volume': 22200},\n", " {'year': 2025, 'month': 3, 'search_volume': 22200},\n", " {'year': 2025, 'month': 2, 'search_volume': 14800},\n", " {'year': 2025, 'month': 1, 'search_volume': 14800},\n", " {'year': 2024, 'month': 12, 'search_volume': 12100},\n", " {'year': 2024, 'month': 11, 'search_volume': 14800},\n", " {'year': 2024, 'month': 10, 'search_volume': 18100},\n", " {'year': 2024, 'month': 9, 'search_volume': 22200},\n", " {'year': 2024, 'month': 8, 'search_volume': 27100},\n", " {'year': 2024, 'month': 7, 'search_volume': 33100}],\n", " 'keyword_annotations': {'concepts': [{'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}}]}},\n", " {'keyword': 'gravel road bike',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 100,\n", " 'search_volume': 1600,\n", " 'low_top_of_page_bid': 0.34,\n", " 'high_top_of_page_bid': 1.72,\n", " 'cpc': 1.33,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 1300},\n", " {'year': 2025, 'month': 5, 'search_volume': 1600},\n", " {'year': 2025, 'month': 4, 'search_volume': 1300},\n", " {'year': 2025, 'month': 3, 'search_volume': 1300},\n", " {'year': 2025, 'month': 2, 'search_volume': 720},\n", " {'year': 2025, 'month': 1, 'search_volume': 880},\n", " {'year': 2024, 'month': 12, 'search_volume': 720},\n", " {'year': 2024, 'month': 11, 'search_volume': 880},\n", " {'year': 2024, 'month': 10, 'search_volume': 1600},\n", " {'year': 2024, 'month': 9, 'search_volume': 2900},\n", " {'year': 2024, 'month': 8, 'search_volume': 2900},\n", " {'year': 2024, 'month': 7, 'search_volume': 2900}],\n", " 'keyword_annotations': {'concepts': [{'name': 'gravel road',\n", " 'concept_group': {'name': 'Others', 'type': None}},\n", " {'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}},\n", " {'name': 'cycling',\n", " 'concept_group': {'name': 'Activity', 'type': None}}]}},\n", " {'keyword': 'gravel bikes',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 100,\n", " 'search_volume': 49500,\n", " 'low_top_of_page_bid': 0.33,\n", " 'high_top_of_page_bid': 1.72,\n", " 'cpc': 1.32,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 60500},\n", " {'year': 2025, 'month': 5, 'search_volume': 60500},\n", " {'year': 2025, 'month': 4, 'search_volume': 49500},\n", " {'year': 2025, 'month': 3, 'search_volume': 49500},\n", " {'year': 2025, 'month': 2, 'search_volume': 33100},\n", " {'year': 2025, 'month': 1, 'search_volume': 27100},\n", " {'year': 2024, 'month': 12, 'search_volume': 27100},\n", " {'year': 2024, 'month': 11, 'search_volume': 33100},\n", " {'year': 2024, 'month': 10, 'search_volume': 49500},\n", " {'year': 2024, 'month': 9, 'search_volume': 74000},\n", " {'year': 2024, 'month': 8, 'search_volume': 74000},\n", " {'year': 2024, 'month': 7, 'search_volume': 90500}],\n", " 'keyword_annotations': {'concepts': [{'name': 'gravel road',\n", " 'concept_group': {'name': 'Others', 'type': None}},\n", " {'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}}]}},\n", " {'keyword': 'lightweight road bike',\n", " 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'cycling frame',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 72,\n", " 'search_volume': 6600,\n", " 'low_top_of_page_bid': 0.18,\n", " 'high_top_of_page_bid': 1.69,\n", " 'cpc': 0.53,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 9900},\n", " {'year': 2025, 'month': 5, 'search_volume': 12100},\n", " {'year': 2025, 'month': 4, 'search_volume': 6600},\n", " {'year': 2025, 'month': 3, 'search_volume': 6600},\n", " {'year': 2025, 'month': 2, 'search_volume': 5400},\n", " {'year': 2025, 'month': 1, 'search_volume': 5400},\n", " {'year': 2024, 'month': 12, 'search_volume': 5400},\n", " {'year': 2024, 'month': 11, 'search_volume': 5400},\n", " {'year': 2024, 'month': 10, 'search_volume': 5400},\n", " {'year': 2024, 'month': 9, 'search_volume': 6600},\n", " {'year': 2024, 'month': 8, 'search_volume': 6600},\n", " {'year': 2024, 'month': 7, 'search_volume': 8100}],\n", " 'keyword_annotations': {'concepts': [{'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}},\n", " {'name': 'cycling', 'concept_group': {'name': 'Activity', 'type': None}},\n", " {'name': 'frame', 'concept_group': {'name': 'Component', 'type': None}},\n", " {'name': 'mountain bike',\n", " 'concept_group': {'name': 'Bike', 'type': None}}]}},\n", " {'keyword': 'dura ace electronic shifting',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 71,\n", " 'search_volume': 20,\n", " 'low_top_of_page_bid': None,\n", " 'high_top_of_page_bid': None,\n", " 'cpc': None,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 10},\n", " {'year': 2025, 'month': 5, 'search_volume': 20},\n", " {'year': 2025, 'month': 4, 'search_volume': 20},\n", " {'year': 2025, 'month': 3, 'search_volume': 20},\n", " {'year': 2025, 'month': 2, 'search_volume': 10},\n", " {'year': 2025, 'month': 1, 'search_volume': 10},\n", " {'year': 2024, 'month': 12, 'search_volume': 10},\n", " {'year': 2024, 'month': 11, 'search_volume': 10},\n", " {'year': 2024, 'month': 10, 'search_volume': 10},\n", " {'year': 2024, 'month': 9, 'search_volume': 30},\n", " {'year': 2024, 'month': 8, 'search_volume': 20},\n", " {'year': 2024, 'month': 7, 'search_volume': 20}],\n", " 'keyword_annotations': {'concepts': [{'name': 'shimano',\n", " 'concept_group': {'name': 'Brand', 'type': 'BRAND'}},\n", " {'name': 'shifter',\n", " 'concept_group': {'name': 'Component', 'type': None}}]}},\n", " {'keyword': 'fastest road bike in the world',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'MEDIUM',\n", " 'competition_index': 37,\n", " 'search_volume': 90,\n", " 'low_top_of_page_bid': None,\n", " 'high_top_of_page_bid': None,\n", " 'cpc': 0.31,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 70},\n", " {'year': 2025, 'month': 5, 'search_volume': 70},\n", " {'year': 2025, 'month': 4, 'search_volume': 30},\n", " {'year': 2025, 'month': 3, 'search_volume': 40},\n", " {'year': 2025, 'month': 2, 'search_volume': 50},\n", " {'year': 2025, 'month': 1, 'search_volume': 20},\n", " {'year': 2024, 'month': 12, 'search_volume': 20},\n", " {'year': 2024, 'month': 11, 'search_volume': 70},\n", " {'year': 2024, 'month': 10, 'search_volume': 70},\n", " {'year': 2024, 'month': 9, 'search_volume': 20},\n", " {'year': 2024, 'month': 8, 'search_volume': 260},\n", " {'year': 2024, 'month': 7, 'search_volume': 260}],\n", " 'keyword_annotations': {'concepts': [{'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}},\n", " {'name': 'cycling',\n", " 'concept_group': {'name': 'Activity', 'type': None}}]}},\n", " {'keyword': 'gravel bike 45mm tires',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 100,\n", " 'search_volume': 10,\n", " 'low_top_of_page_bid': None,\n", " 'high_top_of_page_bid': None,\n", " 'cpc': None,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 10},\n", " {'year': 2025, 'month': 5, 'search_volume': 10},\n", " {'year': 2025, 'month': 4, 'search_volume': 20},\n", " {'year': 2025, 'month': 3, 'search_volume': 10},\n", " {'year': 2025, 'month': 2, 'search_volume': 10},\n", " {'year': 2025, 'month': 1, 'search_volume': 20},\n", " {'year': 2024, 'month': 12, 'search_volume': 10},\n", " {'year': 2024, 'month': 11, 'search_volume': 10},\n", " {'year': 2024, 'month': 10, 'search_volume': 30},\n", " {'year': 2024, 'month': 9, 'search_volume': 30},\n", " {'year': 2024, 'month': 8, 'search_volume': 10},\n", " {'year': 2024, 'month': 7, 'search_volume': 10}],\n", " 'keyword_annotations': {'concepts': [{'name': 'size',\n", " 'concept_group': {'name': 'Others', 'type': None}},\n", " {'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}},\n", " {'name': 'tires', 'concept_group': {'name': 'Component', 'type': None}}]}},\n", " {'keyword': 'gravel tires for bike',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 100,\n", " 'search_volume': 10,\n", " 'low_top_of_page_bid': None,\n", " 'high_top_of_page_bid': None,\n", " 'cpc': 0.65,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 20},\n", " {'year': 2025, 'month': 5, 'search_volume': 10},\n", " {'year': 2025, 'month': 4, 'search_volume': 20},\n", " {'year': 2025, 'month': 3, 'search_volume': 10},\n", " {'year': 2025, 'month': 2, 'search_volume': 10},\n", " {'year': 2025, 'month': 1, 'search_volume': 10},\n", " {'year': 2024, 'month': 12, 'search_volume': 10},\n", " {'year': 2024, 'month': 11, 'search_volume': 10},\n", " {'year': 2024, 'month': 10, 'search_volume': 20},\n", " {'year': 2024, 'month': 9, 'search_volume': 10},\n", " {'year': 2024, 'month': 8, 'search_volume': 20},\n", " {'year': 2024, 'month': 7, 'search_volume': 10}],\n", " 'keyword_annotations': {'concepts': [{'name': 'gravel road',\n", " 'concept_group': {'name': 'Others', 'type': None}},\n", " {'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}},\n", " {'name': 'cycling', 'concept_group': {'name': 'Activity', 'type': None}},\n", " {'name': 'tires', 'concept_group': {'name': 'Component', 'type': None}}]}},\n", " {'keyword': 'gravel tire width',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'LOW',\n", " 'competition_index': 11,\n", " 'search_volume': 90,\n", " 'low_top_of_page_bid': 0.1,\n", " 'high_top_of_page_bid': 0.25,\n", " 'cpc': 0.28,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 90},\n", " {'year': 2025, 'month': 5, 'search_volume': 110},\n", " {'year': 2025, 'month': 4, 'search_volume': 90},\n", " {'year': 2025, 'month': 3, 'search_volume': 90},\n", " {'year': 2025, 'month': 2, 'search_volume': 50},\n", " {'year': 2025, 'month': 1, 'search_volume': 50},\n", " {'year': 2024, 'month': 12, 'search_volume': 50},\n", " {'year': 2024, 'month': 11, 'search_volume': 70},\n", " {'year': 2024, 'month': 10, 'search_volume': 90},\n", " {'year': 2024, 'month': 9, 'search_volume': 90},\n", " {'year': 2024, 'month': 8, 'search_volume': 110},\n", " {'year': 2024, 'month': 7, 'search_volume': 140}],\n", " 'keyword_annotations': {'concepts': [{'name': 'size',\n", " 'concept_group': {'name': 'Others', 'type': None}},\n", " {'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}},\n", " {'name': 'tires', 'concept_group': {'name': 'Component', 'type': None}}]}},\n", " {'keyword': 'light speed road bike',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 100,\n", " 'search_volume': 10,\n", " 'low_top_of_page_bid': 0.3,\n", " 'high_top_of_page_bid': 1.18,\n", " 'cpc': 0.6,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 20},\n", " {'year': 2025, 'month': 5, 'search_volume': 20},\n", " {'year': 2025, 'month': 4, 'search_volume': 10},\n", " {'year': 2025, 'month': 3, 'search_volume': 10},\n", " {'year': 2025, 'month': 2, 'search_volume': 10},\n", " {'year': 2025, 'month': 1, 'search_volume': 10},\n", " {'year': 2024, 'month': 12, 'search_volume': 10},\n", " {'year': 2024, 'month': 11, 'search_volume': 10},\n", " {'year': 2024, 'month': 10, 'search_volume': 10},\n", " {'year': 2024, 'month': 9, 'search_volume': 20},\n", " {'year': 2024, 'month': 8, 'search_volume': 10},\n", " {'year': 2024, 'month': 7, 'search_volume': 10}],\n", " 'keyword_annotations': {'concepts': [{'name': 'light bicycle',\n", " 'concept_group': {'name': 'Others', 'type': None}},\n", " {'name': 'light speed',\n", " 'concept_group': {'name': 'Other Brands', 'type': 'OTHER_BRANDS'}},\n", " {'name': 'cycling',\n", " 'concept_group': {'name': 'Activity', 'type': None}}]}},\n", " {'keyword': 'lightweight endurance road bike',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 67,\n", " 'search_volume': 10,\n", " 'low_top_of_page_bid': None,\n", " 'high_top_of_page_bid': None,\n", " 'cpc': None,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 10},\n", " {'year': 2025, 'month': 5, 'search_volume': 10},\n", " {'year': 2025, 'month': 4, 'search_volume': 10},\n", " {'year': 2025, 'month': 3, 'search_volume': 10},\n", " {'year': 2025, 'month': 2, 'search_volume': 10},\n", " {'year': 2025, 'month': 1, 'search_volume': 10},\n", " {'year': 2024, 'month': 12, 'search_volume': 10},\n", " {'year': 2024, 'month': 11, 'search_volume': 10},\n", " {'year': 2024, 'month': 10, 'search_volume': 10},\n", " {'year': 2024, 'month': 9, 'search_volume': 0},\n", " {'year': 2024, 'month': 8, 'search_volume': 10},\n", " {'year': 2024, 'month': 7, 'search_volume': 10}],\n", " 'keyword_annotations': {'concepts': [{'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}},\n", " {'name': 'cycling', 'concept_group': {'name': 'Activity', 'type': None}},\n", " {'name': 'endurance road',\n", " 'concept_group': {'name': 'Bike', 'type': None}}]}},\n", " {'keyword': 'cheap electric road bikes',\n", " 'location_code': 2840,\n", " 'language_code': 'en',\n", " 'search_partners': False,\n", " 'competition': 'HIGH',\n", " 'competition_index': 100,\n", " 'search_volume': 40,\n", " 'low_top_of_page_bid': 0.21,\n", " 'high_top_of_page_bid': 1.16,\n", " 'cpc': 0.83,\n", " 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 70},\n", " {'year': 2025, 'month': 5, 'search_volume': 50},\n", " {'year': 2025, 'month': 4, 'search_volume': 50},\n", " {'year': 2025, 'month': 3, 'search_volume': 50},\n", " {'year': 2025, 'month': 2, 'search_volume': 20},\n", " {'year': 2025, 'month': 1, 'search_volume': 20},\n", " {'year': 2024, 'month': 12, 'search_volume': 20},\n", " {'year': 2024, 'month': 11, 'search_volume': 20},\n", " {'year': 2024, 'month': 10, 'search_volume': 30},\n", " {'year': 2024, 'month': 9, 'search_volume': 30},\n", " {'year': 2024, 'month': 8, 'search_volume': 50},\n", " {'year': 2024, 'month': 7, 'search_volume': 30}],\n", " 'keyword_annotations': {'concepts': [{'name': 'electric bike',\n", " 'concept_group': {'name': 'Others', 'type': None}},\n", " {'name': 'Non-Brands',\n", " 'concept_group': {'name': 'Non-Brands', 'type': 'NON_BRAND'}},\n", " {'name': 'cycling', 'concept_group': {'name': 'Activity', 'type': None}},\n", " {'name': 'battery',\n", " 'concept_group': {'name': 'Component', 'type': None}}]}},\n", " ...]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "response[\"tasks\"][0][\"result\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 4. Google Ads Ad Traffic by Keywords API\n", "\n", "**解释**: 获取关键词的广告流量数据\n", "\n", "**输入**:\n", "```json\n", "{\n", " \"keywords\": [\"road bicycle\"],\n", " \"location_name\": \"United States\",\n", " \"language_name\": \"English\",\n", " \"include_serp_info\": true,\n", " \"include_seed_keyword\": true,\n", " \"limit\": 10\n", "}\n", "```\n", "\n", "**输出**:\n", "```json\n", "[{'keyword': None, 'location_code': 2840, 'language_code': 'en', 'date_interval': 'next_month', 'search_partners': False, 'bid': 999, 'match': 'broad', 'impressions': 3905.18, 'ctr': 0.125, 'average_cpc': 1.56, 'cost': 761.9, 'clicks': 487.97}]\n", "```" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[{'keyword': None, 'location_code': 2840, 'language_code': 'en', 'date_interval': 'next_month', 'search_partners': False, 'bid': 999, 'match': 'broad', 'impressions': 3905.18, 'ctr': 0.125, 'average_cpc': 1.56, 'cost': 761.9, 'clicks': 487.97}]\n" ] } ], "source": [ "#4 根据指定关键词、出价和设备类型,预测该关键词在 Google Ads 上的广告点击量、展示量、点击率、平均点击成本和预估花费。\n", "\n", "url = \"https://api.dataforseo.com/v3/keywords_data/google_ads/ad_traffic_by_keywords/live\"\n", "headers = {\n", " \"Content-Type\": \"application/json\",\n", " \"Authorization\": f\"Basic {base64_creds}\"\n", "}\n", "\n", "# 请求体 \n", "payload = [\n", " {\n", " \"keywords\": [keyword],\n", " \"location_code\": 2840, # 美国\n", " \"language_code\": \"en\", # 英语\n", " \"device\": \"desktop\", # 可选:desktop, mobile, tablet\n", " \"bid\": 999, # 每次点击出价(单位:美元)\n", " \"match\": \"broad\" # 匹配类型:broad, phrase, exact\n", " }\n", "]\n", "# 发起请求\n", "response = requests.post(url, headers=headers, json=payload).json()\n", "print(response[\"tasks\"][0][\"result\"])\n", "\n", "\n", "# # 解析响应\n", "# if response.status_code == 200:\n", "# search_volume = response.json()\n", "# print(json.dumps(search_volume, indent=2))\n", "# else:\n", "# print(f\"Request failed: {response.status_code}\")\n", "# print(response.text)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 5. DataForSEO Labs Keyword Suggestions API\n", "\n", "**解释**: 获取关键词建议和相关概念,直接从dataforseo数据库调取\n", "\n", "**输入**:\n", "```json\n", "{\n", " \"keywords\": [\"road bicycle\"],\n", " \"language_name\": \"English\",\n", " \"location_name\": \"United States\",\n", " \"include_serp_info\": true,\n", " \"include_seed_keyword\": true,\n", " \"limit\": 10\n", "}\n", "```\n", "\n", "**输出**:\n", "见图表\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[{'se_type': 'google', 'seed_keyword': 'road bicycle', 'seed_keyword_data': {'se_type': 'google', 'keyword': 'road bicycle', 'location_code': 2840, 'language_code': 'en', 'keyword_info': {'se_type': 'google', 'last_updated_time': '2025-07-15 06:19:05 +00:00', 'competition': 1, 'competition_level': 'HIGH', 'cpc': 1, 'search_volume': 60500, 'low_top_of_page_bid': 0.25, 'high_top_of_page_bid': 1.49, 'categories': [10014, 10121, 10645, 11915, 13896], 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 74000}, {'year': 2025, 'month': 5, 'search_volume': 74000}, {'year': 2025, 'month': 4, 'search_volume': 49500}, {'year': 2025, 'month': 3, 'search_volume': 49500}, {'year': 2025, 'month': 2, 'search_volume': 33100}, {'year': 2025, 'month': 1, 'search_volume': 40500}, {'year': 2024, 'month': 12, 'search_volume': 40500}, {'year': 2024, 'month': 11, 'search_volume': 40500}, {'year': 2024, 'month': 10, 'search_volume': 49500}, {'year': 2024, 'month': 9, 'search_volume': 60500}, {'year': 2024, 'month': 8, 'search_volume': 74000}, {'year': 2024, 'month': 7, 'search_volume': 90500}], 'search_volume_trend': {'monthly': 0, 'quarterly': 49, 'yearly': -18}}, 'keyword_info_normalized_with_bing': None, 'keyword_info_normalized_with_clickstream': None, 'clickstream_keyword_info': None, 'serp_info': {'se_type': 'google', 'check_url': 'https://www.google.com/search?q=road%20bicycle&num=100&hl=en&gl=US&gws_rd=cr&ie=UTF-8&oe=UTF-8&glp=1&uule=w+CAIQIFISCQs2MuSEtepUEUK33kOSuTsc', 'serp_item_types': ['popular_products', 'organic', 'people_also_ask', 'product_considerations', 'discussions_and_forums', 'images', 'perspectives', 'related_searches'], 'se_results_count': 435000000, 'last_updated_time': '2025-06-08 05:04:24 +00:00', 'previous_updated_time': '2025-04-26 01:18:08 +00:00'}, 'keyword_properties': {'se_type': 'google', 'core_keyword': None, 'synonym_clustering_algorithm': 'text_processing', 'keyword_difficulty': 7, 'detected_language': 'en', 'is_another_language': False}, 'search_intent_info': {'se_type': 'google', 'main_intent': 'transactional', 'foreign_intent': None, 'last_updated_time': '2023-03-05 06:26:48 +00:00'}, 'avg_backlinks_info': {'se_type': 'google', 'backlinks': 1391, 'dofollow': 1377.2, 'referring_pages': 1383.7, 'referring_domains': 15.3, 'referring_main_domains': 14.4, 'rank': 93.1, 'main_domain_rank': 451.9, 'last_updated_time': '2025-06-08 02:04:24 +00:00'}}, 'location_code': 2840, 'language_code': 'en', 'total_count': 1224, 'items_count': 2, 'offset': 0, 'offset_token': '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', 'items': [{'se_type': 'google', 'keyword': 'bicycle for road', 'location_code': 2840, 'language_code': 'en', 'keyword_info': {'se_type': 'google', 'last_updated_time': '2025-07-17 02:20:38 +00:00', 'competition': 1, 'competition_level': 'HIGH', 'cpc': 1, 'search_volume': 60500, 'low_top_of_page_bid': 0.25, 'high_top_of_page_bid': 1.49, 'categories': [10014, 10121, 10645, 11915, 13893], 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 74000}, {'year': 2025, 'month': 5, 'search_volume': 74000}, {'year': 2025, 'month': 4, 'search_volume': 49500}, {'year': 2025, 'month': 3, 'search_volume': 49500}, {'year': 2025, 'month': 2, 'search_volume': 33100}, {'year': 2025, 'month': 1, 'search_volume': 40500}, {'year': 2024, 'month': 12, 'search_volume': 40500}, {'year': 2024, 'month': 11, 'search_volume': 40500}, {'year': 2024, 'month': 10, 'search_volume': 49500}, {'year': 2024, 'month': 9, 'search_volume': 60500}, {'year': 2024, 'month': 8, 'search_volume': 74000}, {'year': 2024, 'month': 7, 'search_volume': 90500}], 'search_volume_trend': {'monthly': 0, 'quarterly': 49, 'yearly': -18}}, 'keyword_info_normalized_with_bing': None, 'keyword_info_normalized_with_clickstream': None, 'clickstream_keyword_info': None, 'keyword_properties': {'se_type': 'google', 'core_keyword': 'road bicycle', 'synonym_clustering_algorithm': 'text_processing', 'keyword_difficulty': 29, 'detected_language': 'en', 'is_another_language': False}, 'serp_info': {'se_type': 'google', 'check_url': 'https://www.google.com/search?q=bicycle%20for%20road&num=100&hl=en&gl=US&gws_rd=cr&ie=UTF-8&oe=UTF-8&glp=1&uule=w+CAIQIFISCQs2MuSEtepUEUK33kOSuTsc', 'serp_item_types': ['popular_products', 'people_also_ask', 'organic', 'explore_brands', 'discussions_and_forums', 'images', 'related_searches'], 'se_results_count': 385000000, 'last_updated_time': '2024-10-04 13:00:29 +00:00', 'previous_updated_time': '2024-08-25 07:57:55 +00:00'}, 'avg_backlinks_info': {'se_type': 'google', 'backlinks': 1469.3, 'dofollow': 1432.4, 'referring_pages': 1458.3, 'referring_domains': 29.3, 'referring_main_domains': 28.3, 'rank': 94.5, 'main_domain_rank': 456.3, 'last_updated_time': '2024-10-04 13:04:45 +00:00'}, 'search_intent_info': {'se_type': 'google', 'main_intent': 'commercial', 'foreign_intent': None, 'last_updated_time': '2023-09-04 18:51:38 +00:00'}}, {'se_type': 'google', 'keyword': 'road bicycle bikes', 'location_code': 2840, 'language_code': 'en', 'keyword_info': {'se_type': 'google', 'last_updated_time': '2025-07-10 09:01:29 +00:00', 'competition': 1, 'competition_level': 'HIGH', 'cpc': 1, 'search_volume': 60500, 'low_top_of_page_bid': 0.25, 'high_top_of_page_bid': 1.49, 'categories': [10014, 10121, 10645, 11915, 13896], 'monthly_searches': [{'year': 2025, 'month': 6, 'search_volume': 74000}, {'year': 2025, 'month': 5, 'search_volume': 74000}, {'year': 2025, 'month': 4, 'search_volume': 49500}, {'year': 2025, 'month': 3, 'search_volume': 49500}, {'year': 2025, 'month': 2, 'search_volume': 33100}, {'year': 2025, 'month': 1, 'search_volume': 40500}, {'year': 2024, 'month': 12, 'search_volume': 40500}, {'year': 2024, 'month': 11, 'search_volume': 40500}, {'year': 2024, 'month': 10, 'search_volume': 49500}, {'year': 2024, 'month': 9, 'search_volume': 60500}, {'year': 2024, 'month': 8, 'search_volume': 74000}, {'year': 2024, 'month': 7, 'search_volume': 90500}], 'search_volume_trend': {'monthly': 0, 'quarterly': 49, 'yearly': -18}}, 'keyword_info_normalized_with_bing': None, 'keyword_info_normalized_with_clickstream': None, 'clickstream_keyword_info': None, 'keyword_properties': {'se_type': 'google', 'core_keyword': 'bicycles road bikes', 'synonym_clustering_algorithm': 'text_processing', 'keyword_difficulty': 29, 'detected_language': 'en', 'is_another_language': False}, 'serp_info': {'se_type': 'google', 'check_url': 'https://www.google.com/search?q=road%20bicycle%20bikes&num=100&hl=en&gl=US&gws_rd=cr&ie=UTF-8&oe=UTF-8&glp=1&uule=w+CAIQIFISCQs2MuSEtepUEUK33kOSuTsc', 'serp_item_types': ['organic', 'explore_brands', 'popular_products', 'product_considerations', 'discussions_and_forums', 'video', 'related_searches'], 'se_results_count': 788000000, 'last_updated_time': '2024-10-12 13:24:47 +00:00', 'previous_updated_time': '2024-08-31 16:02:58 +00:00'}, 'avg_backlinks_info': {'se_type': 'google', 'backlinks': 1536, 'dofollow': 1452.6, 'referring_pages': 1470.8, 'referring_domains': 26.6, 'referring_main_domains': 25.4, 'rank': 117.6, 'main_domain_rank': 400.1, 'last_updated_time': '2024-10-12 13:24:48 +00:00'}, 'search_intent_info': {'se_type': 'google', 'main_intent': 'transactional', 'foreign_intent': None, 'last_updated_time': '2023-03-05 06:27:48 +00:00'}}]}]\n" ] } ], "source": [ "#5 与该关键词语义相关的建议词(如 \"bicycle for road\"),及其搜索量、CPC、竞争度、SEO 难度、用户意图、SERP 类型等结构化数据,可以用limit限制返回数量,从dataforseo数据库中调取\n", "\n", "url = \"https://api.dataforseo.com/v3/dataforseo_labs/google/keyword_suggestions/live\"\n", "\n", "\n", "# 请求体 \n", "payload = [{\n", " \"keyword\": keyword,\n", " \"language_name\": \"English\",\n", " \"location_name\": \"United States\",\n", " \"include_serp_info\":True,\n", " \"include_seed_keyword\":True,\n", " \"limit\":2\n", "}]\n", "# 发起请求\n", "response = requests.post(url, headers=headers, json=payload).json()\n", "print(response[\"tasks\"][0][\"result\"])\n", "\n", "\n", "# # 解析响应\n", "# if response.status_code == 200:\n", "# search_volume = response.json()\n", "# print(json.dumps(search_volume, indent=2))\n", "# else:\n", "# print(f\"Request failed: {response.status_code}\")\n", "# print(response.text)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ks_result = response[\"tasks\"][0][\"result\"]\n", "# 提取关键词的月度搜索量\n", "items = ks_result[0][\"items\"] # 每个 item 是一个 keyword 相关信息\n", "\n", "# 提取并统一时间轴(时间按升序排列)\n", "all_dates = set()\n", "for item in items:\n", " for entry in item[\"keyword_info\"][\"monthly_searches\"]:\n", " all_dates.add((entry[\"year\"], entry[\"month\"]))\n", "sorted_dates = sorted(all_dates)\n", "date_labels = [datetime(year, month, 1) for year, month in sorted_dates]\n", "\n", "# 绘图\n", "plt.figure(figsize=(14, 6))\n", "\n", "for item in items:\n", " keyword = item[\"keyword\"]\n", " monthly_data = { (e[\"year\"], e[\"month\"]): e[\"search_volume\"] for e in item[\"keyword_info\"][\"monthly_searches\"] }\n", " volumes = [monthly_data.get((dt.year, dt.month), 0) for dt in date_labels]\n", " plt.plot(date_labels, volumes, marker='o', label=keyword)\n", "\n", "plt.title(\"Monthly Search Volume Comparison for Top Related Keywords\")\n", "plt.xlabel(\"Month\")\n", "plt.ylabel(\"Search Volume\")\n", "plt.xticks(rotation=45)\n", "plt.legend()\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 6. Google Trends Explore API\n", "\n", "**解释**: 获取 Google Trends 趋势数据\n", "\n", "**输入**:\n", "```json\n", "payload = [\n", " {\n", " \"keywords\": [\"road bicycle\"], # ✅ 输入关键词(seed)\n", " \"location_code\": 2840, # 美国\n", " \"language_code\": \"en\",\n", " \"date_from\": \"2024-07-01\",\n", " \"date_to\": \"2025-07-01\"\n", " }\n", "]\n", "```\n", "\n", "**输出**:\n", "```\n", "见图表\n", "```" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'version': '0.1.20250724', 'status_code': 20000, 'status_message': 'Ok.', 'time': '14.1097 sec.', 'cost': 0.009, 'tasks_count': 1, 'tasks_error': 0, 'tasks': [{'id': '07281113-1014-0173-0000-79483a7a02c1', 'status_code': 20000, 'status_message': 'Ok.', 'time': '14.0412 sec.', 'cost': 0.009, 'result_count': 1, 'path': ['v3', 'keywords_data', 'google_trends', 'explore', 'live'], 'data': {'api': 'keywords_data', 'function': 'explore', 'se': 'google_trends', 'keywords': ['road bicycle'], 'location_code': 2840, 'language_code': 'en', 'date_from': '2024-07-01', 'date_to': '2025-07-01'}, 'result': [{'keywords': ['road bicycle'], 'type': 'trends', 'location_code': 2840, 'language_code': 'en', 'check_url': 'https://trends.google.com/trends/explore?hl=en&geo=US&date=2024-07-01%202025-07-01&q=road%20bicycle', 'datetime': '2025-07-28 08:13:35 +00:00', 'items_count': 1, 'items': [{'position': 1, 'type': 'google_trends_graph', 'title': None, 'keywords': ['road bicycle'], 'data': [{'date_from': '2024-06-30', 'date_to': '2024-07-06', 'timestamp': 1719705600, 'missing_data': False, 'values': [88]}, {'date_from': '2024-07-07', 'date_to': '2024-07-13', 'timestamp': 1720310400, 'missing_data': False, 'values': [90]}, {'date_from': '2024-07-14', 'date_to': '2024-07-20', 'timestamp': 1720915200, 'missing_data': False, 'values': [84]}, {'date_from': '2024-07-21', 'date_to': '2024-07-27', 'timestamp': 1721520000, 'missing_data': False, 'values': [94]}, {'date_from': '2024-07-28', 'date_to': '2024-08-03', 'timestamp': 1722124800, 'missing_data': False, 'values': [97]}, {'date_from': '2024-08-04', 'date_to': '2024-08-10', 'timestamp': 1722729600, 'missing_data': False, 'values': [96]}, {'date_from': '2024-08-11', 'date_to': '2024-08-17', 'timestamp': 1723334400, 'missing_data': False, 'values': [100]}, {'date_from': '2024-08-18', 'date_to': '2024-08-24', 'timestamp': 1723939200, 'missing_data': False, 'values': [96]}, {'date_from': '2024-08-25', 'date_to': '2024-08-31', 'timestamp': 1724544000, 'missing_data': False, 'values': [88]}, {'date_from': '2024-09-01', 'date_to': '2024-09-07', 'timestamp': 1725148800, 'missing_data': False, 'values': [78]}, {'date_from': '2024-09-08', 'date_to': '2024-09-14', 'timestamp': 1725753600, 'missing_data': False, 'values': [74]}, {'date_from': '2024-09-15', 'date_to': '2024-09-21', 'timestamp': 1726358400, 'missing_data': False, 'values': [80]}, {'date_from': '2024-09-22', 'date_to': '2024-09-28', 'timestamp': 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{'date_from': '2024-11-24', 'date_to': '2024-11-30', 'timestamp': 1732406400, 'missing_data': False, 'values': [60]}, {'date_from': '2024-12-01', 'date_to': '2024-12-07', 'timestamp': 1733011200, 'missing_data': False, 'values': [60]}, {'date_from': '2024-12-08', 'date_to': '2024-12-14', 'timestamp': 1733616000, 'missing_data': False, 'values': [53]}, {'date_from': '2024-12-15', 'date_to': '2024-12-21', 'timestamp': 1734220800, 'missing_data': False, 'values': [49]}, {'date_from': '2024-12-22', 'date_to': '2024-12-28', 'timestamp': 1734825600, 'missing_data': False, 'values': [51]}, {'date_from': '2024-12-29', 'date_to': '2025-01-04', 'timestamp': 1735430400, 'missing_data': False, 'values': [50]}, {'date_from': '2025-01-05', 'date_to': '2025-01-11', 'timestamp': 1736035200, 'missing_data': False, 'values': [50]}, {'date_from': '2025-01-12', 'date_to': '2025-01-18', 'timestamp': 1736640000, 'missing_data': False, 'values': [58]}, {'date_from': '2025-01-19', 'date_to': '2025-01-25', 'timestamp': 1737244800, 'missing_data': False, 'values': [55]}, {'date_from': '2025-01-26', 'date_to': '2025-02-01', 'timestamp': 1737849600, 'missing_data': False, 'values': [57]}, {'date_from': '2025-02-02', 'date_to': '2025-02-08', 'timestamp': 1738454400, 'missing_data': False, 'values': [65]}, {'date_from': '2025-02-09', 'date_to': '2025-02-15', 'timestamp': 1739059200, 'missing_data': False, 'values': [60]}, {'date_from': '2025-02-16', 'date_to': '2025-02-22', 'timestamp': 1739664000, 'missing_data': False, 'values': [57]}, {'date_from': '2025-02-23', 'date_to': '2025-03-01', 'timestamp': 1740268800, 'missing_data': False, 'values': [66]}, {'date_from': '2025-03-02', 'date_to': '2025-03-08', 'timestamp': 1740873600, 'missing_data': False, 'values': [58]}, {'date_from': '2025-03-09', 'date_to': '2025-03-15', 'timestamp': 1741478400, 'missing_data': False, 'values': [62]}, {'date_from': '2025-03-16', 'date_to': '2025-03-22', 'timestamp': 1742083200, 'missing_data': False, 'values': [68]}, {'date_from': '2025-03-23', 'date_to': '2025-03-29', 'timestamp': 1742688000, 'missing_data': False, 'values': [66]}, {'date_from': '2025-03-30', 'date_to': '2025-04-05', 'timestamp': 1743292800, 'missing_data': False, 'values': [69]}, {'date_from': '2025-04-06', 'date_to': '2025-04-12', 'timestamp': 1743897600, 'missing_data': False, 'values': [80]}, {'date_from': '2025-04-13', 'date_to': '2025-04-19', 'timestamp': 1744502400, 'missing_data': False, 'values': [74]}, {'date_from': '2025-04-20', 'date_to': '2025-04-26', 'timestamp': 1745107200, 'missing_data': False, 'values': [82]}, {'date_from': '2025-04-27', 'date_to': '2025-05-03', 'timestamp': 1745712000, 'missing_data': False, 'values': [83]}, {'date_from': '2025-05-04', 'date_to': '2025-05-10', 'timestamp': 1746316800, 'missing_data': False, 'values': [82]}, {'date_from': '2025-05-11', 'date_to': '2025-05-17', 'timestamp': 1746921600, 'missing_data': False, 'values': [83]}, {'date_from': '2025-05-18', 'date_to': '2025-05-24', 'timestamp': 1747526400, 'missing_data': False, 'values': [80]}, {'date_from': '2025-05-25', 'date_to': '2025-05-31', 'timestamp': 1748131200, 'missing_data': False, 'values': [91]}, {'date_from': '2025-06-01', 'date_to': '2025-06-07', 'timestamp': 1748736000, 'missing_data': False, 'values': [87]}, {'date_from': '2025-06-08', 'date_to': '2025-06-14', 'timestamp': 1749340800, 'missing_data': False, 'values': [95]}, {'date_from': '2025-06-15', 'date_to': '2025-06-21', 'timestamp': 1749945600, 'missing_data': False, 'values': [84]}, {'date_from': '2025-06-22', 'date_to': '2025-06-28', 'timestamp': 1750550400, 'missing_data': False, 'values': [90]}, {'date_from': '2025-06-29', 'date_to': '2025-07-01', 'timestamp': 1751155200, 'missing_data': False, 'values': [87]}], 'averages': []}]}]}]}\n" ] } ], "source": [ "#6 输入关键词、时间范围、地区,输出该关键词在 Google Trends 上的历史趋势数据(每周一个值,范围 0–100)\n", "url = \"https://api.dataforseo.com/v3/keywords_data/google_trends/explore/live\"\n", "headers = {\n", " \"Content-Type\": \"application/json\",\n", " \"Authorization\": f\"Basic {base64_creds}\"\n", "}\n", "\n", "# 请求体 \n", "payload = [\n", " {\n", " \"keywords\": [\"road bicycle\"], # ✅ 输入关键词(seed)\n", " \"location_code\": 2840, # 美国\n", " \"language_code\": \"en\",\n", " \"date_from\": \"2024-07-01\",\n", " \"date_to\": \"2025-07-01\"\n", " }\n", "]\n", "\n", "\n", "\n", "response = requests.post(url, headers=headers, json=payload)\n", "# 发起请求\n", "\n", "result = response.json()\n", "\n", "print(result)\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from datetime import datetime\n", "\n", "\n", "trend_data = result[\"tasks\"][0][\"result\"][0][\"items\"][0][\"data\"]\n", "\n", "# 解析时间和趋势值\n", "dates = [datetime.strptime(item[\"date_from\"], \"%Y-%m-%d\") for item in trend_data]\n", "values = [item[\"values\"][0] for item in trend_data]\n", "\n", "# 画图\n", "plt.figure(figsize=(12, 5))\n", "plt.plot(dates, values, marker='o')\n", "plt.title(\"Google Trends: 'road bicycle'\")\n", "plt.xlabel(\"Date\")\n", "plt.ylabel(\"Trend Value (0-100)\")\n", "plt.grid(True)\n", "plt.tight_layout()\n", "plt.xticks(rotation=45)\n", "plt.show()\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "\n", "url = \"https://api.dataforseo.com/v3/dataforseo_labs/google/serp_competitors/live\"\n", "headers = {\n", " \"Content-Type\": \"application/json\",\n", " \"Authorization\": f\"Basic {base64_creds}\"\n", "}\n", "\n", "# 请求体 \n", "payload = [\n", " {\n", " \"keywords\": [\n", " \"road bike\"\n", " ],\n", " \"language_name\": \"English\",\n", " \"location_code\": 2840,\n", " \"item_types\": [\"organic\"],\n", " \"limit\": 15\n", " }\n", "]\n", "\n", "\n", "response = requests.post(url, headers=headers, json=payload)\n", "# 发起请求\n", "\n", "result_search = response.json()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Estimated traffic volume\n", "表示指定关键词为网站带来的预估月流量,\n", "计算方式为:将每个指定关键词的搜索量与其在搜索结果页(SERP)中对应排名位置的点击率(CTR)相乘,并将所有结果求和。\n", "详细了解该指标的计算方法,请参阅帮助中心文章。" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "bikesonline.com 18392\n", "www.canyon.com 9801\n", "www.trekbikes.com 5886.65\n", "www.specialized.com 3986.95\n", "www.giant-bicycles.com 2837.45\n", "buycycle.com 2044.8999999999999\n", "www.reddit.com 1548.8000000000002\n", "www.liv-cycling.com 907.5\n", "en.wikipedia.org 683.65\n", "www.rei.com 550.5500000000001\n", "www.bikeexchange.com 453.75\n", "www.cannondale.com 356.95\n", "www.walmart.com 338.8\n", "www.cyclingweekly.com 308.55\n", "www.strictlybicycles.com 260.15\n" ] } ], "source": [ "items = result_search[\"tasks\"][0][\"result\"][0][\"items\"]\n", "\n", "for item in items:\n", " print(item[\"domain\"], item[\"etv\"]) #Estimated Traffic Volume" ] } ], "metadata": { "kernelspec": { "display_name": "clip_env", "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": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 2 }