Google_Suggestions.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Google Suggestions",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/noahlearner/autosuggest/blob/main/Google_Suggestions.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HxY0yNatnDIB"
      },
      "source": [
        "#@title\n",
        "#load libraries\n",
        "import pandas as pd \n",
        "import requests\n",
        "from bs4 import BeautifulSoup\n",
        "from string import ascii_lowercase\n",
        "import json "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        ""
      ],
      "metadata": {
        "id": "z08TCFnJCKBb"
      }
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RDk57v1xqmO9",
        "cellView": "form"
      },
      "source": [
        "#Get input from users\n",
        "#@markdown ### Enter your Keyword\n",
        "seed_kw = \"plumber\" #@param {type:\"string\"}\n",
        "#@markdown ### Enter the country (Search Volume is assigned at the country level)\n",
        "country = \"US\" #@param {type:\"string\"}"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#Dataset with Table name variable\n",
        "import pandas_gbq\n",
        "\n",
        "#@markdown ### Enter your BigQuery Project ID - Leave As crawling-284315 unless you want to put data elsewhere.\n",
        "#BQproject name variable\n",
        "project='crawling-284315' #@param {type:\"string\"}\n",
        "# pandas-gbq method to load data\n",
        "# append data if data table exists in BQ project \n",
        "# set chunk size of records to be inserted\n",
        "#@markdown ### Enter your BigQuery dataset. For TO team, leave the dataset as \"autosuggest\".\n",
        "dataset='autosuggest' #@param {type:\"string\"}\n",
        "\n",
        "#@markdown ### Enter your BigQuery table.  Replace 'plumber' with website name.\n",
        "table='brett' #@param {type:\"string\"}\n",
        "\n",
        "#@markdown ---\n",
        "bqTable = dataset + '.'+ table\n"
      ],
      "metadata": {
        "id": "XE5u0Vk7vLkH",
        "cellView": "form"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QZRKG-Icop1j"
      },
      "source": [
        "#@title\n",
        "#convert seed keyword to list\n",
        "keywords = [seed_kw]\n",
        "#create aditionnal seeed by appending a-z & 0-9 to it\n",
        "for c in ascii_lowercase:\n",
        "  for c2 in ascii_lowercase:\n",
        "    keywords.append(seed_kw+' '+c+c2)\n",
        "    keywords.append(c+c2+' '+seed_kw+' '+c+c2)\n",
        "for i in range(0,10):\n",
        "  keywords.append(seed_kw+' '+str(i))\n",
        "\n",
        "#gett all suggestions from Google\n",
        "sugg_all = []\n",
        "i=1\n",
        "\n",
        "for kw in keywords:\n",
        "  r = requests.get('http://suggestqueries.google.com/complete/search?output=toolbar&hl={}&q={}'.format(country,kw))\n",
        "  soup = BeautifulSoup(r.content, 'html.parser')\n",
        "  sugg = [sugg['data'] for sugg in soup.find_all('suggestion')]\n",
        "  sugg_all.extend(sugg)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "P8UYaMWHrjla",
        "cellView": "form"
      },
      "source": [
        "#@title\n",
        "#remove duplicated\n",
        "sugg_all = pd.Series(sugg_all).drop_duplicates(keep='first')\n",
        "if len(sugg_all)==0:\n",
        "  print('There are no suggestion. The script can\\'t work :(')\n",
        "  \n",
        "#get search volume data \n",
        "#prepare keywords for encoding\n",
        "data = sugg_all.str.replace(' ','%20').unique()\n",
        "#divide kws into chunks of kws\n",
        "chunks = [data[x:x+25] for x in range(0, len(data), 25)]\n",
        "\n",
        "#create dataframe to receive data from API\n",
        "results = pd.DataFrame(columns=['keyword','volume'])\n",
        "\n",
        "#get data \n",
        "for chunk in chunks:\n",
        "  url = (\n",
        "      'https://db2.keywordsur.fr/keyword_surfer_keywords?country={}&keywords=[%22'.format(country)+\n",
        "      '%22,%22'.join(chunk)+\n",
        "      '%22]'\n",
        "  )\n",
        "\n",
        "  r = requests.get(url)\n",
        "  try:\n",
        "    data = json.loads(r.text)\n",
        "  except:\n",
        "    continue\n",
        "\n",
        "  for key in data.keys():\n",
        "    results.loc[len(results)] = [key,data[key]['search_volume']]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qROiWRO6tR3D",
        "cellView": "form"
      },
      "source": [
        "#@title\n",
        "results = (\n",
        "    sugg_all\n",
        "    .to_frame()\n",
        "    .rename({0:'keyword'},axis=1)\n",
        "    .merge(results,on='keyword',how='left')\n",
        "    .fillna(0)\n",
        ")\n",
        "filtered_results = results.query('volume >0')\n",
        "filtered_results.sort_values(by='volume',ascending=False).to_csv('data.csv',index=False)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 624
        },
        "id": "_69YqWISrtfh",
        "outputId": "9ee9993c-e806-4d20-dead-ad3145365e4f"
      },
      "source": [
        "#@title\n",
        "%load_ext google.colab.data_table\n",
        "filtered_results"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.module+javascript": "\n      import \"https://ssl.gstatic.com/colaboratory/data_table/81f25a011006ed3d/data_table.js\";\n\n      window.createDataTable({\n        data: [[{\n            'v': 0,\n            'f': \"0\",\n        },\n\"plumbers near me\",\n{\n            'v': 450000,\n            'f': \"450000\",\n        }],\n [{\n            'v': 1,\n            'f': \"1\",\n        },\n\"plumber\",\n{\n            'v': 368000,\n            'f': \"368000\",\n        }],\n [{\n            'v': 2,\n            'f': \"2\",\n        },\n\"plumber salary\",\n{\n            'v': 18100,\n            'f': \"18100\",\n        }],\n [{\n            'v': 3,\n            'f': \"3\",\n        },\n\"plumbers putty\",\n{\n            'v': 18100,\n            'f': \"18100\",\n        }],\n [{\n            'v': 4,\n            'f': \"4\",\n        },\n\"plumbers tape\",\n{\n            'v': 18100,\n            'f': \"18100\",\n        }],\n [{\n            'v': 5,\n            'f': \"5\",\n        },\n\"plumbers supply\",\n{\n            'v': 165000,\n            'f': \"165000\",\n        }],\n [{\n            'v': 6,\n            'f': \"6\",\n        },\n\"plumbers near me reviews\",\n{\n            'v': 1300,\n            'f': \"1300\",\n        }],\n [{\n            'v': 7,\n            'f': \"7\",\n        },\n\"plumbers wrench\",\n{\n            'v': 9900,\n            'f': \"9900\",\n        }],\n [{\n            'v': 8,\n            'f': \"8\",\n        },\n\"plumbers snake\",\n{\n            'v': 40500,\n            'f': \"40500\",\n        }],\n [{\n            'v': 9,\n            'f': \"9\",\n        },\n\"plumbers crack\",\n{\n            'v': 8100,\n            'f': \"8100\",\n        }],\n [{\n            'v': 11,\n            'f': \"11\",\n        },\n\"plumber salary texas\",\n{\n            'v': 390,\n            'f': \"390\",\n        }],\n [{\n            'v': 12,\n            'f': \"12\",\n        },\n\"plumber salary california\",\n{\n            'v': 590,\n            'f': \"590\",\n        }],\n [{\n            'v': 13,\n            'f': \"13\",\n        },\n\"plumber san diego\",\n{\n            'v': 3600,\n            'f': \"3600\",\n        }],\n [{\n            'v': 14,\n            'f': \"14\",\n        },\n\"plumber salary florida\",\n{\n            'v': 390,\n            'f': \"390\",\n        }],\n [{\n            'v': 15,\n            'f': \"15\",\n        },\n\"plumber san antonio\",\n{\n            'v': 4400,\n            'f': \"4400\",\n        }],\n [{\n            'v': 16,\n            'f': \"16\",\n        },\n\"plumber salary new york\",\n{\n            'v': 110,\n            'f': \"110\",\n        }],\n [{\n            'v': 17,\n            'f': \"17\",\n        },\n\"plumber salary massachusetts\",\n{\n            'v': 110,\n            'f': \"110\",\n        }],\n [{\n            'v': 18,\n            'f': \"18\",\n        },\n\"plumber san francisco\",\n{\n            'v': 2400,\n            'f': \"2400\",\n        }],\n [{\n            'v': 19,\n            'f': \"19\",\n        },\n\"plumber abilene tx\",\n{\n            'v': 720,\n            'f': \"720\",\n        }],\n [{\n            'v': 20,\n            'f': \"20\",\n        },\n\"plumber aberdeen wa\",\n{\n            'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 21,\n            'f': \"21\",\n        },\n\"plumber abingdon va\",\n{\n            'v': 90,\n            'f': \"90\",\n        }],\n [{\n            'v': 22,\n            'f': \"22\",\n        },\n\"plumber aberdeen sd\",\n{\n            'v': 170,\n            'f': \"170\",\n        }],\n [{\n            'v': 23,\n            'f': \"23\",\n        },\n\"plumber abq\",\n{\n            'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 25,\n            'f': \"25\",\n        },\n\"plumber aberdeen nc\",\n{\n            'v': 40,\n            'f': \"40\",\n        }],\n [{\n            'v': 30,\n            'f': \"30\",\n        },\n\"plumber acworth ga\",\n{\n            'v': 210,\n            'f': \"210\",\n        }],\n [{\n            'v': 31,\n            'f': \"31\",\n        },\n\"plumber acton ma\",\n{\n            'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 33,\n            'f': \"33\",\n        },\n\"plumber accessories\",\n{\n            'v': 320,\n            'f': \"320\",\n        }],\n [{\n            'v': 35,\n            'f': \"35\",\n        },\n\"plumber accident\",\n{\n            'v': 40,\n            'f': \"40\",\n        }],\n [{\n            'v': 36,\n            'f': \"36\",\n        },\n\"plumber academy\",\n{\n            'v': 110,\n            'f': \"110\",\n        }],\n [{\n            'v': 38,\n            'f': \"38\",\n        },\n\"plummer actor\",\n{\n            'v': 390,\n            'f': \"390\",\n        }],\n [{\n            'v': 39,\n            'f': \"39\",\n        },\n\"plumbing access panel\",\n{\n            'v': 1900,\n            'f': \"1900\",\n        }],\n [{\n            'v': 40,\n            'f': \"40\",\n        },\n\"plumber ada ok\",\n{\n            'v': 170,\n            'f': \"170\",\n        }],\n [{\n            'v': 42,\n            'f': \"42\",\n        },\n\"plumber advice\",\n{\n            'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 43,\n            'f': \"43\",\n        },\n\"plumber ads\",\n{\n            'v': 320,\n            'f': \"320\",\n        }],\n [{\n            'v': 46,\n            'f': \"46\",\n        },\n\"plumber adrian mi\",\n{\n            'v': 110,\n            'f': \"110\",\n        }],\n [{\n            'v': 56,\n            'f': \"56\",\n        },\n\"plumber afterpay\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 62,\n            'f': \"62\",\n        },\n\"plumber agawam ma\",\n{\n            'v': 50,\n            'f': \"50\",\n        }],\n [{\n            'v': 71,\n            'f': \"71\",\n        },\n\"plumber ahwatukee\",\n{\n            'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 73,\n            'f': \"73\",\n        },\n\"plumber ahmedabad\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 76,\n            'f': \"76\",\n        },\n\"plumber shop\",\n{\n            'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 81,\n            'f': \"81\",\n        },\n\"plumber aiken sc\",\n{\n            'v': 320,\n            'f': \"320\",\n        }],\n [{\n            'v': 87,\n            'f': \"87\",\n        },\n\"plumber airdrie\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 91,\n            'f': \"91\",\n        },\n\"plumber ajax\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 99,\n            'f': \"99\",\n        },\n\"ajay plumber\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 100,\n            'f': \"100\",\n        },\n\"ajm plumbing\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 101,\n            'f': \"101\",\n        },\n\"plumber akron ohio\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 105,\n            'f': \"105\",\n        },\n\"plumber akron oh\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 111,\n            'f': \"111\",\n        },\n\"plumber allentown pa\",\n{\n            'v': 390,\n            'f': \"390\",\n        }],\n [{\n            'v': 112,\n            'f': \"112\",\n        },\n\"plumber albuquerque\",\n{\n            'v': 2400,\n            'f': \"2400\",\n        }],\n [{\n            'v': 113,\n            'f': \"113\",\n        },\n\"plumber albany ga\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 114,\n            'f': \"114\",\n        },\n\"plumber alpharetta\",\n{\n            'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 115,\n            'f': \"115\",\n        },\n\"plumber albany ny\",\n{\n            'v': 720,\n            'f': \"720\",\n        }],\n [{\n            'v': 116,\n            'f': \"116\",\n        },\n\"plumber allen tx\",\n{\n            'v': 390,\n            'f': \"390\",\n        }],\n [{\n            'v': 117,\n            'f': \"117\",\n        },\n\"plumber alexandria va\",\n{\n            'v': 590,\n            'f': \"590\",\n        }],\n [{\n            'v': 118,\n            'f': \"118\",\n        },\n\"plumber albany oregon\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 119,\n            'f': \"119\",\n        },\n\"plumber alvin tx\",\n{\n            'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 120,\n            'f': \"120\",\n        },\n\"plumber alameda\",\n{\n            'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 121,\n            'f': \"121\",\n        },\n\"plumber alabaster al\",\n{\n            'v': 70,\n            'f': \"70\",\n        }],\n [{\n            'v': 124,\n            'f': \"124\",\n        },\n\"neighborhood plumber alabaster al\",\n{\n            'v': 20,\n            'f': \"20\",\n        }],\n [{\n            'v': 125,\n            'f': \"125\",\n        },\n\"plumber amarillo\",\n{\n            'v': 1000,\n            'f': \"1000\",\n        }],\n [{\n            'v': 127,\n            'f': \"127\",\n        },\n\"plumber ames iowa\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 128,\n            'f': \"128\",\n        },\n\"plumber amsterdam ny\",\n{\n            'v': 90,\n            'f': \"90\",\n        }],\n [{\n            'v': 129,\n            'f': \"129\",\n        },\n\"plumber amarillo tx\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 130,\n            'f': \"130\",\n        },\n\"plumber amherst ma\",\n{\n            'v': 70,\n            'f': \"70\",\n        }],\n [{\n            'v': 131,\n            'f': \"131\",\n        },\n\"plumber american fork\",\n{\n            'v': 70,\n            'f': \"70\",\n        }],\n [{\n            'v': 132,\n            'f': \"132\",\n        },\n\"plumber ames ia\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 135,\n            'f': \"135\",\n        },\n\"plumber annual salary\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 136,\n            'f': \"136\",\n        },\n\"plumber anchorage\",\n{\n            'v': 1000,\n            'f': \"1000\",\n        }],\n [{\n            'v': 137,\n            'f': \"137\",\n        },\n\"plumber and pipefitters union\",\n{\n            'v': 720,\n            'f': \"720\",\n        }],\n [{\n            'v': 138,\n            'f': \"138\",\n        },\n\"plumber and electrician near me\",\n{\n            'v': 590,\n            'f': \"590\",\n        }],\n [{\n            'v': 139,\n            'f': \"139\",\n        },\n\"plumber ann arbor\",\n{\n            'v': 720,\n            'f': \"720\",\n        }],\n [{\n            'v': 140,\n            'f': \"140\",\n        },\n\"plumber and heating near me\",\n{\n            'v': 5400,\n            'f': \"5400\",\n        }],\n [{\n            'v': 141,\n            'f': \"141\",\n        },\n\"plumber and pipefitters\",\n{\n            'v': 880,\n            'f': \"880\",\n        }],\n [{\n            'v': 142,\n            'f': \"142\",\n        },\n\"plumber and electrician\",\n{\n            'v': 1300,\n            'f': \"1300\",\n        }],\n [{\n            'v': 143,\n            'f': \"143\",\n        },\n\"plumber annapolis\",\n{\n            'v': 320,\n            'f': \"320\",\n        }],\n [{\n            'v': 144,\n            'f': \"144\",\n        },\n\"plumber anaheim\",\n{\n            'v': 590,\n            'f': \"590\",\n        }],\n [{\n            'v': 159,\n            'f': \"159\",\n        },\n\"plumber apprenticeship\",\n{\n            'v': 9900,\n            'f': \"9900\",\n        }],\n [{\n            'v': 162,\n            'f': \"162\",\n        },\n\"plumber apprentice jobs\",\n{\n            'v': 2400,\n            'f': \"2400\",\n        }],\n [{\n            'v': 163,\n            'f': \"163\",\n        },\n\"plumber apprentice salary\",\n{\n            'v': 1300,\n            'f': \"1300\",\n        }],\n [{\n            'v': 164,\n            'f': \"164\",\n        },\n\"plumber apprentice\",\n{\n            'v': 9900,\n            'f': \"9900\",\n        }],\n [{\n            'v': 165,\n            'f': \"165\",\n        },\n\"plumber apprenticeship near me\",\n{\n            'v': 1000,\n            'f': \"1000\",\n        }],\n [{\n            'v': 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'v': 1632,\n            'f': \"1632\",\n        },\n\"plumber jefferson ga\",\n{\n            'v': 110,\n            'f': \"110\",\n        }],\n [{\n            'v': 1633,\n            'f': \"1633\",\n        },\n\"plumber jetter\",\n{\n            'v': 590,\n            'f': \"590\",\n        }],\n [{\n            'v': 1634,\n            'f': \"1634\",\n        },\n\"plumber jet blaster\",\n{\n            'v': 30,\n            'f': \"30\",\n        }],\n [{\n            'v': 1635,\n            'f': \"1635\",\n        },\n\"plumber jeffersonville indiana\",\n{\n            'v': 90,\n            'f': \"90\",\n        }],\n [{\n            'v': 1637,\n            'f': \"1637\",\n        },\n\"plumber jensen beach\",\n{\n            'v': 210,\n            'f': \"210\",\n        }],\n [{\n            'v': 1639,\n            'f': \"1639\",\n        },\n\"plumber jersey city nj\",\n{\n            'v': 170,\n            'f': \"170\",\n        }],\n [{\n            'v': 1644,\n            'f': \"1644\",\n        },\n\"plumber jhb\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 1653,\n            'f': \"1653\",\n        },\n\"plumber jim\",\n{\n            'v': 720,\n            'f': \"720\",\n        }],\n [{\n            'v': 1654,\n            'f': \"1654\",\n        },\n\"plumber jobs\",\n{\n            'v': 8100,\n            'f': \"8100\",\n        }],\n [{\n            'v': 1657,\n            'f': \"1657\",\n        },\n\"plumber jokes\",\n{\n            'v': 1600,\n            'f': \"1600\",\n        }],\n [{\n            'v': 1658,\n            'f': \"1658\",\n        },\n\"plumber job description\",\n{\n            'v': 880,\n            'f': \"880\",\n        }],\n [{\n            'v': 1660,\n            'f': \"1660\",\n        },\n\"plumber journeyman salary\",\n{\n            'v': 1000,\n            'f': \"1000\",\n        }],\n [{\n            'v': 1661,\n            'f': \"1661\",\n        },\n\"plumber job 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     }],\n [{\n            'v': 1808,\n            'f': \"1808\",\n        },\n\"plumber knoxville tn\",\n{\n            'v': 880,\n            'f': \"880\",\n        }],\n [{\n            'v': 1809,\n            'f': \"1809\",\n        },\n\"plumber knee pads\",\n{\n            'v': 110,\n            'f': \"110\",\n        }],\n [{\n            'v': 1810,\n            'f': \"1810\",\n        },\n\"plumber knoxville\",\n{\n            'v': 1600,\n            'f': \"1600\",\n        }],\n [{\n            'v': 1811,\n            'f': \"1811\",\n        },\n\"plumber knightdale\",\n{\n            'v': 20,\n            'f': \"20\",\n        }],\n [{\n            'v': 1813,\n            'f': \"1813\",\n        },\n\"plumber knightdale nc\",\n{\n            'v': 70,\n            'f': \"70\",\n        }],\n [{\n            'v': 1814,\n            'f': \"1814\",\n        },\n\"plumber knowledge\",\n{\n            'v': 90,\n            'f': \"90\",\n        }],\n [{\n            'v': 1818,\n            'f': \"1818\",\n        },\n\"plumber kona\",\n{\n            'v': 170,\n            'f': \"170\",\n        }],\n [{\n            'v': 1820,\n            'f': \"1820\",\n        },\n\"plumber kokomo indiana\",\n{\n            'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 1846,\n            'f': \"1846\",\n        },\n\"plumber wichita ks\",\n{\n            'v': 1600,\n            'f': \"1600\",\n        }],\n [{\n            'v': 1847,\n            'f': \"1847\",\n        },\n\"plumber lawrence ks\",\n{\n            'v': 590,\n            'f': \"590\",\n        }],\n [{\n            'v': 1848,\n            'f': \"1848\",\n        },\n\"plumber topeka ks\",\n{\n            'v': 720,\n            'f': \"720\",\n        }],\n [{\n            'v': 1849,\n            'f': \"1849\",\n        },\n\"plumber olathe ks\",\n{\n            'v': 210,\n            'f': \"210\",\n        }],\n [{\n            'v': 1850,\n            'f': \"1850\",\n        },\n\"plumber manhattan ks\",\n{\n            'v': 320,\n            'f': \"320\",\n        }],\n [{\n            'v': 1851,\n            'f': \"1851\",\n        },\n\"plumber salina ks\",\n{\n            'v': 320,\n            'f': \"320\",\n        }],\n [{\n            'v': 1852,\n            'f': \"1852\",\n        },\n\"plumber hutchinson ks\",\n{\n            'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 1853,\n            'f': \"1853\",\n        },\n\"plumber ottawa ks\",\n{\n            'v': 110,\n            'f': \"110\",\n        }],\n [{\n            'v': 1854,\n            'f': \"1854\",\n        },\n\"plumber shawnee ks\",\n{\n            'v': 90,\n            'f': \"90\",\n        }],\n [{\n            'v': 1862,\n            'f': \"1862\",\n        },\n\"plumber kukatpally\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 1866,\n            'f': \"1866\",\n        },\n\"plumber kurri kurri\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 1880,\n            'f': \"1880\",\n        },\n\"plumber kyle tx\",\n{\n            'v': 210,\n            'f': \"210\",\n        }],\n [{\n            'v': 1890,\n            'f': \"1890\",\n        },\n\"ky plumber georgetown ky\",\n{\n            'v': 40,\n            'f': \"40\",\n        }],\n [{\n            'v': 1902,\n            'f': \"1902\",\n        },\n\"plumber las vegas\",\n{\n            'v': 4400,\n            'f': \"4400\",\n        }],\n [{\n            'v': 1903,\n            'f': \"1903\",\n        },\n\"plumber lawrenceville ga\",\n{\n            'v': 320,\n            'f': \"320\",\n        }],\n [{\n            'v': 1905,\n            'f': \"1905\",\n        },\n\"plumber lafayette la\",\n{\n            'v': 880,\n            'f': \"880\",\n        }],\n [{\n            'v': 1906,\n            'f': \"1906\",\n        },\n\"plumber lancaster pa\",\n{\n            'v': 590,\n            'f': \"590\",\n        }],\n [{\n            'v': 1907,\n            'f': \"1907\",\n        },\n\"plumber lake worth\",\n{\n            'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 1908,\n            'f': \"1908\",\n        },\n\"plumber lakeland\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 1909,\n            'f': \"1909\",\n        },\n\"plumber lawton ok\",\n{\n            'v': 590,\n            'f': \"590\",\n        }],\n [{\n            'v': 1910,\n            'f': \"1910\",\n        },\n\"plumber lancaster ca\",\n{\n            'v': 390,\n            'f': \"390\",\n        }],\n [{\n            'v': 1912,\n            'f': \"1912\",\n        },\n\"plumber laplace la\",\n{\n            'v': 30,\n            'f': \"30\",\n        }],\n [{\n            'v': 1914,\n            'f': \"1914\",\n        },\n\"plumber lake charles la\",\n{\n            'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 1917,\n            'f': \"1917\",\n        },\n\"plumber lbi\",\n{\n            'v': 70,\n            'f': \"70\",\n        }],\n [{\n            'v': 1923,\n            'f': \"1923\",\n        },\n\"london plumber\",\n{\n            'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 1924,\n            'f': \"1924\",\n        },\n\"plumber lexington ky\",\n{\n            'v': 1600,\n            'f': \"1600\",\n        }],\n [{\n            'v': 1925,\n            'f': \"1925\",\n        },\n\"plumber lexington sc\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 1926,\n            'f': \"1926\",\n        },\n\"plumber leak detection\",\n{\n            'v': 1300,\n            'f': \"1300\",\n        }],\n [{\n            'v': 1927,\n            'f': \"1927\",\n        },\n\"plumber level\",\n{\n            'v': 880,\n            'f': \"880\",\n        }],\n [{\n            'v': 1928,\n            'f': \"1928\",\n        },\n\"plumber league city\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 1929,\n            'f': \"1929\",\n        },\n\"plumber leak detection cost\",\n{\n            'v': 40,\n            'f': \"40\",\n        }],\n [{\n            'v': 1930,\n            'f': \"1930\",\n        },\n\"plumber leesburg va\",\n{\n            'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 1931,\n            'f': \"1931\",\n        },\n\"plumber lees summit\",\n{\n            'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 1932,\n            'f': \"1932\",\n        },\n\"plumber lewisville\",\n{\n            'v': 320,\n            'f': \"320\",\n        }],\n [{\n            'v': 1933,\n            'f': \"1933\",\n        },\n\"plumber levittown pa\",\n{\n            'v': 110,\n            'f': \"110\",\n        }],\n [{\n            'v': 1937,\n            'f': \"1937\",\n        },\n\"slc plumber\",\n{\n            'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 1938,\n            'f': \"1938\",\n        },\n\"plumber in lahore\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 1939,\n            'f': \"1939\",\n        },\n\"plumber license\",\n{\n            'v': 3600,\n            'f': \"3600\",\n        }],\n [{\n            'v': 1940,\n            'f': \"1940\",\n        },\n\"plumber license texas\",\n{\n            'v': 1300,\n            'f': \"1300\",\n        }],\n [{\n            'v': 1941,\n            'f': \"1941\",\n        },\n\"plumber license california\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 1942,\n            'f': \"1942\",\n        },\n\"plumber license lookup\",\n{\n            'v': 590,\n            'f': \"590\",\n        }],\n [{\n            'v': 1943,\n            'f': \"1943\",\n        },\n\"plumber lincoln ne\",\n{\n            'v': 1600,\n            'f': \"1600\",\n        }],\n [{\n            'v': 1944,\n            'f': \"1944\",\n        },\n\"plumber liquid\",\n{\n            'v': 9900,\n            'f': \"9900\",\n        }],\n [{\n            'v': 1945,\n            'f': \"1945\",\n        },\n\"plumber little rock\",\n{\n            'v': 590,\n            'f': \"590\",\n        }],\n [{\n            'v': 1946,\n            'f': \"1946\",\n        },\n\"plumber license florida\",\n{\n            'v': 590,\n            'f': \"590\",\n        }],\n [{\n            'v': 1947,\n            'f': \"1947\",\n        },\n\"plumber license lookup texas\",\n{\n            'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 1948,\n            'f': \"1948\",\n        },\n\"plumber livingston tx\",\n{\n            'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 1951,\n            'f': \"1951\",\n        },\n\"ljm plumbing\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 1957,\n            'f': \"1957\",\n        },\n\"plumber llandudno\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 1972,\n            'f': \"1972\",\n        },\n\"plumber los angeles\",\n{\n            'v': 1900,\n            'f': \"1900\",\n        }],\n [{\n            'v': 1973,\n            'f': \"1973\",\n        },\n\"plumber logo\",\n{\n            'v': 3600,\n            'f': \"3600\",\n        }],\n [{\n            'v': 1974,\n            'f': \"1974\",\n        },\n\"plumber louisville ky\",\n{\n            'v': 1600,\n            'f': \"1600\",\n        }],\n [{\n            'v': 1976,\n            'f': \"1976\",\n        },\n\"plumber loganville ga\",\n{\n            'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 1977,\n            'f': \"1977\",\n        },\n\"plumber local 1\",\n{\n            'v': 1600,\n            'f': \"1600\",\n        }],\n [{\n            'v': 1978,\n            'f': \"1978\",\n        },\n\"plumber longmont\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 1979,\n            'f': \"1979\",\n        },\n\"plumber longview tx\",\n{\n            'v': 720,\n            'f': \"720\",\n        }],\n [{\n            'v': 1980,\n            'f': \"1980\",\n        },\n\"plumber local 130\",\n{\n            'v': 1900,\n            'f': \"1900\",\n        }],\n [{\n            'v': 1998,\n            'f': \"1998\",\n        },\n\"reliable plumber ltd\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 2001,\n            'f': \"2001\",\n        },\n\"my plumber ltd\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 2007,\n            'f': \"2007\",\n        },\n\"plumber lubbock tx\",\n{\n            'v': 590,\n            'f': \"590\",\n        }],\n [{\n            'v': 2008,\n            'f': \"2008\",\n        },\n\"plumber 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}],\n [{\n            'v': 3028,\n            'f': \"3028\",\n        },\n\"plumber rutland vt\",\n{\n            'v': 110,\n            'f': \"110\",\n        }],\n [{\n            'v': 3029,\n            'f': \"3029\",\n        },\n\"plumber russellville ar\",\n{\n            'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 3030,\n            'f': \"3030\",\n        },\n\"plumber rutherford nj\",\n{\n            'v': 70,\n            'f': \"70\",\n        }],\n [{\n            'v': 3032,\n            'f': \"3032\",\n        },\n\"plumber ruskin fl\",\n{\n            'v': 50,\n            'f': \"50\",\n        }],\n [{\n            'v': 3041,\n            'f': \"3041\",\n        },\n\"rv plumber near me\",\n{\n            'v': 320,\n            'f': \"320\",\n        }],\n [{\n            'v': 3044,\n            'f': \"3044\",\n        },\n\"mobile rv plumber\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 3048,\n       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},\n\"plumber sherman tx\",\n{\n            'v': 390,\n            'f': \"390\",\n        }],\n [{\n            'v': 3112,\n            'f': \"3112\",\n        },\n\"plumber shreveport\",\n{\n            'v': 390,\n            'f': \"390\",\n        }],\n [{\n            'v': 3114,\n            'f': \"3114\",\n        },\n\"plumber shower repair\",\n{\n            'v': 70,\n            'f': \"70\",\n        }],\n [{\n            'v': 3115,\n            'f': \"3115\",\n        },\n\"plumber shawnee ok\",\n{\n            'v': 320,\n            'f': \"320\",\n        }],\n [{\n            'v': 3116,\n            'f': \"3116\",\n        },\n\"plumber shelby nc\",\n{\n            'v': 210,\n            'f': \"210\",\n        }],\n [{\n            'v': 3118,\n            'f': \"3118\",\n        },\n\"plumber sioux falls\",\n{\n            'v': 880,\n            'f': \"880\",\n        }],\n [{\n            'v': 3121,\n            'f': \"3121\",\n        },\n\"plumber silver spring md\",\n{\n  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'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 3169,\n            'f': \"3169\",\n        },\n\"plumber somerset ky\",\n{\n            'v': 170,\n            'f': \"170\",\n        }],\n [{\n            'v': 3170,\n            'f': \"3170\",\n        },\n\"plumber somerset nj\",\n{\n            'v': 110,\n            'f': \"110\",\n        }],\n [{\n            'v': 3171,\n            'f': \"3171\",\n        },\n\"plumber spokane\",\n{\n            'v': 1600,\n            'f': \"1600\",\n        }],\n [{\n            'v': 3172,\n            'f': \"3172\",\n        },\n\"plumber spring tx\",\n{\n            'v': 720,\n            'f': \"720\",\n        }],\n [{\n            'v': 3173,\n            'f': \"3173\",\n        },\n\"plumber springfield mo\",\n{\n            'v': 1000,\n            'f': \"1000\",\n        }],\n [{\n            'v': 3174,\n            'f': \"3174\",\n        },\n\"plumber spring hill fl\",\n{\n            'v': 320,\n            'f': 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}],\n [{\n            'v': 3181,\n            'f': \"3181\",\n        },\n\"plumber squamish\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 3186,\n            'f': \"3186\",\n        },\n\"squidbillies plumber bubba\",\n{\n            'v': 30,\n            'f': \"30\",\n        }],\n [{\n            'v': 3190,\n            'f': \"3190\",\n        },\n\"plumber kennett square pa\",\n{\n            'v': 50,\n            'f': \"50\",\n        }],\n [{\n            'v': 3206,\n            'f': \"3206\",\n        },\n\"sds lumber\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 3208,\n            'f': \"3208\",\n        },\n\"plumbersstock\",\n{\n            'v': 1900,\n            'f': \"1900\",\n        }],\n [{\n            'v': 3209,\n            'f': \"3209\",\n        },\n\"plumber starting salary\",\n{\n            'v': 210,\n            'f': \"210\",\n        }],\n [{\n            'v': 3210,\n      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},\n\"plumber supply store\",\n{\n            'v': 60500,\n            'f': \"60500\",\n        }],\n [{\n            'v': 3230,\n            'f': \"3230\",\n        },\n\"plumber sugar land\",\n{\n            'v': 590,\n            'f': \"590\",\n        }],\n [{\n            'v': 3231,\n            'f': \"3231\",\n        },\n\"plumber supply house near me\",\n{\n            'v': 9900,\n            'f': \"9900\",\n        }],\n [{\n            'v': 3232,\n            'f': \"3232\",\n        },\n\"plumber supply st louis\",\n{\n            'v': 720,\n            'f': \"720\",\n        }],\n [{\n            'v': 3233,\n            'f': \"3233\",\n        },\n\"plumber summerville sc\",\n{\n            'v': 390,\n            'f': \"390\",\n        }],\n [{\n            'v': 3234,\n            'f': \"3234\",\n        },\n\"plumber surprise az\",\n{\n            'v': 320,\n            'f': \"320\",\n        }],\n [{\n            'v': 3252,\n            'f': \"3252\",\n        },\n\"plumber swampscott ma\",\n{\n            'v': 20,\n            'f': \"20\",\n        }],\n [{\n            'v': 3255,\n            'f': \"3255\",\n        },\n\"plumber synonym\",\n{\n            'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 3256,\n            'f': \"3256\",\n        },\n\"plumber syracuse ny\",\n{\n            'v': 590,\n            'f': \"590\",\n        }],\n [{\n            'v': 3257,\n            'f': \"3257\",\n        },\n\"plumber sycamore il\",\n{\n            'v': 90,\n            'f': \"90\",\n        }],\n [{\n            'v': 3258,\n            'f': \"3258\",\n        },\n\"plumber symbol\",\n{\n            'v': 1000,\n            'f': \"1000\",\n        }],\n [{\n            'v': 3260,\n            'f': \"3260\",\n        },\n\"plumber syracuse\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 3264,\n            'f': \"3264\",\n        },\n\"plumber syosset\",\n{\n            'v': 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'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 3307,\n            'f': \"3307\",\n        },\n\"plumber thousand oaks\",\n{\n            'v': 880,\n            'f': \"880\",\n        }],\n [{\n            'v': 3313,\n            'f': \"3313\",\n        },\n\"plumber that takes payments\",\n{\n            'v': 30,\n            'f': \"30\",\n        }],\n [{\n            'v': 3318,\n            'f': \"3318\",\n        },\n\"thomas the plumber\",\n{\n            'v': 50,\n            'f': \"50\",\n        }],\n [{\n            'v': 3319,\n            'f': \"3319\",\n        },\n\"plumber tip\",\n{\n            'v': 1000,\n            'f': \"1000\",\n        }],\n [{\n            'v': 3320,\n            'f': \"3320\",\n        },\n\"plumber tinley park\",\n{\n            'v': 110,\n            'f': \"110\",\n        }],\n [{\n            'v': 3322,\n            'f': \"3322\",\n        },\n\"plumber tifton ga\",\n{\n            'v': 110,\n            'f': 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}],\n [{\n            'v': 3374,\n            'f': \"3374\",\n        },\n\"plumber training program\",\n{\n            'v': 110,\n            'f': \"110\",\n        }],\n [{\n            'v': 3376,\n            'f': \"3376\",\n        },\n\"plumber trade school cost\",\n{\n            'v': 170,\n            'f': \"170\",\n        }],\n [{\n            'v': 3377,\n            'f': \"3377\",\n        },\n\"plumber trade\",\n{\n            'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 3378,\n            'f': \"3378\",\n        },\n\"plumber tracy ca\",\n{\n            'v': 110,\n            'f': \"110\",\n        }],\n [{\n            'v': 3379,\n            'f': \"3379\",\n        },\n\"plumber truckee\",\n{\n            'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 3380,\n            'f': \"3380\",\n        },\n\"plumber trainer\",\n{\n            'v': 1300,\n            'f': \"1300\",\n        }],\n [{\n            'v': 3382,\n     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'v': 3439,\n            'f': \"3439\",\n        },\n\"plumber tyler\",\n{\n            'v': 390,\n            'f': \"390\",\n        }],\n [{\n            'v': 3451,\n            'f': \"3451\",\n        },\n\"ua plumbers 78\",\n{\n            'v': 20,\n            'f': \"20\",\n        }],\n [{\n            'v': 3465,\n            'f': \"3465\",\n        },\n\"uc plumber\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 3498,\n            'f': \"3498\",\n        },\n\"plumber ukiah\",\n{\n            'v': 90,\n            'f': \"90\",\n        }],\n [{\n            'v': 3499,\n            'f': \"3499\",\n        },\n\"plumber ukiah ca\",\n{\n            'v': 90,\n            'f': \"90\",\n        }],\n [{\n            'v': 3500,\n            'f': \"3500\",\n        },\n\"plumber uk\",\n{\n            'v': 50,\n            'f': \"50\",\n        }],\n [{\n            'v': 3501,\n            'f': \"3501\",\n        },\n\"plumber uk salary\",\n{\n    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'v': 3538,\n            'f': \"3538\",\n        },\n\"plumber upper east side\",\n{\n            'v': 40,\n            'f': \"40\",\n        }],\n [{\n            'v': 3539,\n            'f': \"3539\",\n        },\n\"plumber upper west side\",\n{\n            'v': 20,\n            'f': \"20\",\n        }],\n [{\n            'v': 3540,\n            'f': \"3540\",\n        },\n\"plumber upland ca\",\n{\n            'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 3544,\n            'f': \"3544\",\n        },\n\"plumber upper darby pa\",\n{\n            'v': 30,\n            'f': \"30\",\n        }],\n [{\n            'v': 3545,\n            'f': \"3545\",\n        },\n\"plumber urban dictionary\",\n{\n            'v': 90,\n            'f': \"90\",\n        }],\n [{\n            'v': 3546,\n            'f': \"3546\",\n        },\n\"plumber urgent\",\n{\n            'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 3548,\n            'f': 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},\n\"plumber virginia beach\",\n{\n            'v': 720,\n            'f': \"720\",\n        }],\n [{\n            'v': 3616,\n            'f': \"3616\",\n        },\n\"plumber vineland nj\",\n{\n            'v': 110,\n            'f': \"110\",\n        }],\n [{\n            'v': 3617,\n            'f': \"3617\",\n        },\n\"plumber visalia\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 3619,\n            'f': \"3619\",\n        },\n\"plumber victorville\",\n{\n            'v': 170,\n            'f': \"170\",\n        }],\n [{\n            'v': 3621,\n            'f': \"3621\",\n        },\n\"plumber villa rica ga\",\n{\n            'v': 70,\n            'f': \"70\",\n        }],\n [{\n            'v': 3622,\n            'f': \"3622\",\n        },\n\"plumber vienna va\",\n{\n            'v': 110,\n            'f': \"110\",\n        }],\n [{\n            'v': 3626,\n            'f': \"3626\",\n        },\n\"plumber voorhees nj\",\n{\n     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'v': 110,\n            'f': \"110\",\n        }],\n [{\n            'v': 3646,\n            'f': \"3646\",\n        },\n\"plumber vs hvac\",\n{\n            'v': 320,\n            'f': \"320\",\n        }],\n [{\n            'v': 3648,\n            'f': \"3648\",\n        },\n\"plumber vs doctor\",\n{\n            'v': 50,\n            'f': \"50\",\n        }],\n [{\n            'v': 3649,\n            'f': \"3649\",\n        },\n\"plumber vs electrician vs hvac\",\n{\n            'v': 30,\n            'f': \"30\",\n        }],\n [{\n            'v': 3653,\n            'f': \"3653\",\n        },\n\"electrician vs plumber vs hvac\",\n{\n            'v': 30,\n            'f': \"30\",\n        }],\n [{\n            'v': 3660,\n            'f': \"3660\",\n        },\n\"plumber brattleboro vt\",\n{\n            'v': 50,\n            'f': \"50\",\n        }],\n [{\n            'v': 3667,\n            'f': \"3667\",\n        },\n\"plumber colchester vt\",\n{\n            'v': 40,\n            'f': \"40\",\n        }],\n [{\n            'v': 3677,\n            'f': \"3677\",\n        },\n\"plumber wage\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 3678,\n            'f': \"3678\",\n        },\n\"plumber water heater\",\n{\n            'v': 1300,\n            'f': \"1300\",\n        }],\n [{\n            'v': 3679,\n            'f': \"3679\",\n        },\n\"plumber wage per hour\",\n{\n            'v': 70,\n            'f': \"70\",\n        }],\n [{\n            'v': 3680,\n            'f': \"3680\",\n        },\n\"plumber wake forest\",\n{\n            'v': 390,\n            'f': \"390\",\n        }],\n [{\n            'v': 3681,\n            'f': \"3681\",\n        },\n\"plumber warehouse\",\n{\n            'v': 1900,\n            'f': \"1900\",\n        }],\n [{\n            'v': 3682,\n            'f': \"3682\",\n        },\n\"plumber washington dc\",\n{\n            'v': 390,\n            'f': \"390\",\n        }],\n [{\n     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'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 3742,\n            'f': \"3742\",\n        },\n\"plumber with free estimates\",\n{\n            'v': 2400,\n            'f': \"2400\",\n        }],\n [{\n            'v': 3743,\n            'f': \"3743\",\n        },\n\"plumber winston salem\",\n{\n            'v': 590,\n            'f': \"590\",\n        }],\n [{\n            'v': 3744,\n            'f': \"3744\",\n        },\n\"plumber winchester va\",\n{\n            'v': 390,\n            'f': \"390\",\n        }],\n [{\n            'v': 3756,\n            'f': \"3756\",\n        },\n\"emergency plumber cost\",\n{\n            'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 3757,\n            'f': \"3757\",\n        },\n\"emergency plumber glasgow\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 3759,\n            'f': \"3759\",\n        },\n\"when to call emergency plumber\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 3762,\n            'f': \"3762\",\n        },\n\"plumber work\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 3763,\n            'f': \"3763\",\n        },\n\"plumber woodstock ga\",\n{\n            'v': 390,\n            'f': \"390\",\n        }],\n [{\n            'v': 3764,\n            'f': \"3764\",\n        },\n\"plumber worcester ma\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 3765,\n            'f': \"3765\",\n        },\n\"plumber woodbridge va\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 3766,\n            'f': \"3766\",\n        },\n\"plumber woodland hills\",\n{\n            'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 3767,\n            'f': \"3767\",\n        },\n\"plumber work hours\",\n{\n            'v': 50,\n            'f': \"50\",\n        }],\n [{\n            'v': 3768,\n            'f': \"3768\",\n        },\n\"plumber work environment\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 3769,\n            'f': \"3769\",\n        },\n\"plumber worcester\",\n{\n            'v': 260,\n            'f': \"260\",\n        }],\n [{\n            'v': 3770,\n            'f': \"3770\",\n        },\n\"plumber woodbridge nj\",\n{\n            'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 3776,\n            'f': \"3776\",\n        },\n\"american plumber wpd-110\",\n{\n            'v': 30,\n            'f': \"30\",\n        }],\n [{\n            'v': 3779,\n            'f': \"3779\",\n        },\n\"plumber wrench\",\n{\n            'v': 9900,\n            'f': \"9900\",\n        }],\n [{\n            'v': 3786,\n            'f': \"3786\",\n        },\n\"plumber wrentham ma\",\n{\n            'v': 20,\n            'f': \"20\",\n        }],\n [{\n            'v': 3788,\n            'f': \"3788\",\n        },\n\"plumber wrexham\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 3795,\n            'f': \"3795\",\n        },\n\"plumber quad cities\",\n{\n            'v': 320,\n            'f': \"320\",\n        }],\n [{\n            'v': 3802,\n            'f': \"3802\",\n        },\n\"american plumber wvc34\",\n{\n            'v': 170,\n            'f': \"170\",\n        }],\n [{\n            'v': 3816,\n            'f': \"3816\",\n        },\n\"plumber wylie tx\",\n{\n            'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 3819,\n            'f': \"3819\",\n        },\n\"plumber wylie texas\",\n{\n            'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 3821,\n            'f': \"3821\",\n        },\n\"plumber wynnum\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 3826,\n            'f': \"3826\",\n        },\n\"plumber xenia ohio\",\n{\n            'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 3832,\n            'f': \"3832\",\n        },\n\"plumber yakima\",\n{\n            'v': 880,\n            'f': \"880\",\n        }],\n [{\n            'v': 3833,\n            'f': \"3833\",\n        },\n\"plumber yardley pa\",\n{\n            'v': 90,\n            'f': \"90\",\n        }],\n [{\n            'v': 3834,\n            'f': \"3834\",\n        },\n\"plumber yakima wa\",\n{\n            'v': 170,\n            'f': \"170\",\n        }],\n [{\n            'v': 3836,\n            'f': \"3836\",\n        },\n\"plumber yarmouth ma\",\n{\n            'v': 20,\n            'f': \"20\",\n        }],\n [{\n            'v': 3837,\n            'f': \"3837\",\n        },\n\"plumber yarmouth\",\n{\n            'v': 20,\n            'f': \"20\",\n        }],\n [{\n            'v': 3840,\n            'f': \"3840\",\n        },\n\"plumber yarraville\",\n{\n            'v': 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}],\n [{\n            'v': 3862,\n            'f': \"3862\",\n        },\n\"plumber yorkville il\",\n{\n            'v': 50,\n            'f': \"50\",\n        }],\n [{\n            'v': 3863,\n            'f': \"3863\",\n        },\n\"plumber youngsville nc\",\n{\n            'v': 40,\n            'f': \"40\",\n        }],\n [{\n            'v': 3864,\n            'f': \"3864\",\n        },\n\"plumber york sc\",\n{\n            'v': 50,\n            'f': \"50\",\n        }],\n [{\n            'v': 3865,\n            'f': \"3865\",\n        },\n\"plumber youtube\",\n{\n            'v': 170,\n            'f': \"170\",\n        }],\n [{\n            'v': 3866,\n            'f': \"3866\",\n        },\n\"plumber yorktown va\",\n{\n            'v': 70,\n            'f': \"70\",\n        }],\n [{\n            'v': 3867,\n            'f': \"3867\",\n        },\n\"plumber york maine\",\n{\n            'v': 70,\n            'f': \"70\",\n        }],\n [{\n            'v': 3869,\n            'f': \"3869\",\n        },\n\"plumber ypsilanti\",\n{\n            'v': 140,\n            'f': \"140\",\n        }],\n [{\n            'v': 3870,\n            'f': \"3870\",\n        },\n\"plumber ypsilanti mi\",\n{\n            'v': 90,\n            'f': \"90\",\n        }],\n [{\n            'v': 3873,\n            'f': \"3873\",\n        },\n\"your plumber\",\n{\n            'v': 170,\n            'f': \"170\",\n        }],\n [{\n            'v': 3880,\n            'f': \"3880\",\n        },\n\"plumber yuba city\",\n{\n            'v': 320,\n            'f': \"320\",\n        }],\n [{\n            'v': 3881,\n            'f': \"3881\",\n        },\n\"plumber yuma az\",\n{\n            'v': 480,\n            'f': \"480\",\n        }],\n [{\n            'v': 3882,\n            'f': \"3882\",\n        },\n\"plumber yucca valley\",\n{\n            'v': 170,\n            'f': \"170\",\n        }],\n [{\n            'v': 3883,\n            'f': \"3883\",\n        },\n\"plumber yukon 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3961,\n            'f': \"3961\",\n        },\n\"plumber 19147\",\n{\n            'v': 20,\n            'f': \"20\",\n        }],\n [{\n            'v': 3962,\n            'f': \"3962\",\n        },\n\"plumber 19403\",\n{\n            'v': 20,\n            'f': \"20\",\n        }],\n [{\n            'v': 3963,\n            'f': \"3963\",\n        },\n\"plumber 11215\",\n{\n            'v': 10,\n            'f': \"10\",\n        }],\n [{\n            'v': 3969,\n            'f': \"3969\",\n        },\n\"plumber 2 the rescue\",\n{\n            'v': 40,\n            'f': \"40\",\n        }],\n [{\n            'v': 3970,\n            'f': \"3970\",\n        },\n\"plumber 24 hours near me\",\n{\n            'v': 8100,\n            'f': \"8100\",\n        }],\n [{\n            'v': 3971,\n            'f': \"3971\",\n        },\n\"plumber 2\",\n{\n            'v': 50,\n            'f': \"50\",\n        }],\n [{\n            'v': 3972,\n            'f': \"3972\",\n        },\n\"plumber 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              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>keyword</th>\n",
              "      <th>volume</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>plumbers near me</td>\n",
              "      <td>450000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>plumber</td>\n",
              "      <td>368000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>plumber salary</td>\n",
              "      <td>18100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>plumbers putty</td>\n",
              "      <td>18100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>plumbers tape</td>\n",
              "      <td>18100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4037</th>\n",
              "      <td>plumber 911</td>\n",
              "      <td>1000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4041</th>\n",
              "      <td>plumber 90045</td>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4042</th>\n",
              "      <td>plumber 90066</td>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4044</th>\n",
              "      <td>plumber 92130</td>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4046</th>\n",
              "      <td>plumber 90026</td>\n",
              "      <td>10</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1550 rows × 2 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-77eb666c-20da-4410-bbc7-01d4289d7b48')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-77eb666c-20da-4410-bbc7-01d4289d7b48 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-77eb666c-20da-4410-bbc7-01d4289d7b48');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "               keyword  volume\n",
              "0     plumbers near me  450000\n",
              "1              plumber  368000\n",
              "2       plumber salary   18100\n",
              "3       plumbers putty   18100\n",
              "4        plumbers tape   18100\n",
              "...                ...     ...\n",
              "4037       plumber 911    1000\n",
              "4041     plumber 90045      10\n",
              "4042     plumber 90066      10\n",
              "4044     plumber 92130      10\n",
              "4046     plumber 90026      10\n",
              "\n",
              "[1550 rows x 2 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title\n",
        "\n",
        "filtered_results.to_gbq(bqTable, project,chunksize=10000, if_exists='append')\n",
        "print('success!!!')"
      ],
      "metadata": {
        "id": "LRek5H_BX_3d"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}