{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Identifying Influencers\n",
    "\n",
    "Using a sample of some interesting artists, we will look for who followed them, ideally early, and of those who followed multiple.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from importlib import reload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys; sys.path.append(\"/Users/joel/src/thundr/tracker\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "os.environ['WL_INSTA_WEBDRIVER_HOST'] = 'http://localhost:4444'\n",
    "os.environ['WL_LOG_PLAIN_TEXT'] = 'true'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "No buildsha.py defined. sha will be 'NOT_SET'\n",
      "Not using secrets manager\n",
      "use_my_whitelist_cache False\n"
     ]
    }
   ],
   "source": [
    "from tracker import db\n",
    "db.Session.remove(); db.setup_session()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Collecting itsaziya"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random, json, time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tracker.instagram import instascrape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "dr = instascrape.get_configured_driver()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def login(driver):\n",
    "    instascrape._login_to_instagram(\n",
    "        driver, \n",
    "        username='joellst.in', \n",
    "        password='thisisinstagram'\n",
    "    )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "class PrivateAccountError(RuntimeError):\n",
    "    pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_total_follows(driver):\n",
    "    return int(driver.execute_script(\n",
    "        'return __initialData.data.entry_data.ProfilePage[0].graphql.user.edge_follow.count'\n",
    "    ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_total_followers(driver):\n",
    "    return int(driver.execute_script(\n",
    "        'return __initialData.data.entry_data.ProfilePage[0].graphql.user.edge_followed_by.count'\n",
    "    ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def open_dialog_and_get_scroll_class(\n",
    "    driver,\n",
    "    influencer_inid,\n",
    "    scrape_followers=True,\n",
    "    load_sleep=15\n",
    ") -> str:\n",
    "    \n",
    "#     instascrape._login_to_instagram(\n",
    "#         driver, username='joellst.in', password='thisisinstagram'\n",
    "#     )\n",
    "\n",
    "    \n",
    "    url = \"https://www.instagram.com/{}\".format(influencer_inid)\n",
    "    print(f\"Visiting: {url} sleeping for 15 seconds\")\n",
    "    driver.get(url)\n",
    "    time.sleep(load_sleep)\n",
    "\n",
    "    # driver.wait_and_get_element_by_css_selector(\"h1[title='{}' i]\".format(influencer_inid))\n",
    "    # driver.wait_for_text_to_be_present(\"main header\", influencer_inid)\n",
    "    \n",
    "    header_text = driver.find_element_by_css_selector('main header').text.lower()\n",
    "    if influencer_inid.lower() not in header_text:\n",
    "        raise RuntimeException(f\"Didn't seem to find the page for {url}\")\n",
    "\n",
    "    is_private = driver.execute_script(\n",
    "        'return __initialData.data.entry_data.ProfilePage[0].graphql.user.is_private'\n",
    "    )\n",
    "    is_followed = driver.execute_script(\n",
    "        'return __initialData.data.entry_data.ProfilePage[0].graphql.user.followed_by_viewer'\n",
    "    )\n",
    "    \n",
    "    if is_private and not is_followed:\n",
    "        raise PrivateAccountError(influencer_inid)\n",
    "       \n",
    "    if scrape_followers:\n",
    "        link_text = 'followers'\n",
    "        box_label = 'Followers'\n",
    "    else:\n",
    "        link_text = 'following'\n",
    "        box_label = 'Following'\n",
    "    \n",
    "    driver.find_element_by_partial_link_text(link_text).click()\n",
    "    time.sleep(2)\n",
    "    els = driver.find_element_by_css_selector(\"div[role=dialog]\")\n",
    "    print(f\"Opened {link_text}\")\n",
    "    dialoghtml = els.get_attribute(\"innerHTML\")\n",
    "    soup = BeautifulSoup(dialoghtml, \"html5lib\")\n",
    "    sib = [d for d in soup.find_all(\"div\") if d.text.strip() == box_label][0]\n",
    "    scrollClass = list(sib.parent.children)[-1]\n",
    "    scroll = scrollClass.attrs[\"class\"][0]\n",
    "    print(f\"Found scroll class: {scroll}\")\n",
    "    return scroll\n",
    "\n",
    "def parse_insta_page(ulhtml):\n",
    "    data = {}\n",
    "    lis = BeautifulSoup(ulhtml, \"html5lib\").select('li')\n",
    "    for li in lis:\n",
    "        try:\n",
    "            f = instascrape.parse_li(li)\n",
    "            inid = f['id']\n",
    "        except Exception as e:\n",
    "            print(\"Failed to parse list item. {} error: {}\".format(li, e))\n",
    "        else:\n",
    "            data[inid] = f\n",
    "    return data\n",
    "\n",
    "def collect_accounts_from_dialog(driver, scroll_class, outfilename, target_total_accounts=None):\n",
    "    data_dict = {}\n",
    "    for i in range(100):\n",
    "        print(f\"Scrolling {i}...\")\n",
    "        driver.execute_script(\n",
    "            f\"document.getElementsByClassName('{scroll_class}')[0].scrollTop = 100000000\"\n",
    "        )\n",
    "        time.sleep(4)\n",
    "        ul = driver.find_element_by_class_name(scroll_class).get_attribute(\"innerHTML\")\n",
    "        data_dict = parse_insta_page(str(ul))\n",
    "        print(f\"Parsed, collected {len(data_dict)} items\")\n",
    "        \n",
    "        with open(outfilename, \"w\") as outfile:\n",
    "            json.dump(data_dict, outfile)\n",
    "            print(\"Wrote to file.\")\n",
    "        \n",
    "        if target_total_accounts is not None and len(data_dict) >= target_total_accounts:\n",
    "            print(\"Collected target, done.\")\n",
    "            return\n",
    "        \n",
    "        sleepsec = 40 + random.randint(0, 60)\n",
    "        print(f\"Sleeping {sleepsec} seconds.\\n\")\n",
    "        time.sleep(sleepsec)\n",
    "        \n",
    "    return data_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def collect_all(driver, inidlist):\n",
    "    \n",
    "    for inid in inidlist:\n",
    "        try:\n",
    "            scroll_class = open_dialog_and_get_scroll_class(driver, inid, scrape_followers=False, load_sleep=5)\n",
    "            follows = get_total_follows(driver)\n",
    "            print(f\"Found {follows} follows for {inid}\")\n",
    "            collect_accounts_from_dialog(driver, scroll_class, f'../infollows_{inid}.json', min(follows, 1000))\n",
    "        except PrivateAccountError as pe:\n",
    "            print(f\"Private account {inid}\")\n",
    "       \n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "def collect_all_followers(driver, inidlist):\n",
    "    \n",
    "    for inid in inidlist:\n",
    "        try:\n",
    "            scroll_class = open_dialog_and_get_scroll_class(driver, inid, scrape_followers=True, load_sleep=5)\n",
    "            follows = get_total_followers(driver)\n",
    "            print(f\"Found {follows} follows for {inid}\")\n",
    "            collect_accounts_from_dialog(driver, scroll_class, f'../infollowers_{inid}.json', min(follows, 20000))\n",
    "        except PrivateAccountError as pe:\n",
    "            print(f\"Private account {inid}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "meme_start_inids = [\n",
    "    'shitheadsteve',\n",
    "    'memes',\n",
    "    'fuckjerry',\n",
    "    'memezar',\n",
    "    'remixgodsuede',\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "login(dr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Visiting: https://www.instagram.com/jakebugg sleeping for 15 seconds\n",
      "Opened followers\n",
      "Found scroll class: isgrP\n",
      "Found 341612 follows for jakebugg\n",
      "Scrolling 0...\n",
      "Parsed, collected 24 items\n",
      "Wrote to file.\n",
      "Sleeping 50 seconds.\n",
      "\n",
      "Scrolling 1...\n",
      "Parsed, collected 36 items\n",
      "Wrote to file.\n",
      "Sleeping 83 seconds.\n",
      "\n",
      "Scrolling 2...\n",
      "Parsed, collected 48 items\n",
      "Wrote to file.\n",
      "Sleeping 43 seconds.\n",
      "\n",
      "Scrolling 3...\n",
      "Parsed, collected 60 items\n",
      "Wrote to file.\n",
      "Sleeping 41 seconds.\n",
      "\n",
      "Scrolling 4...\n",
      "Parsed, collected 72 items\n",
      "Wrote to file.\n",
      "Sleeping 88 seconds.\n",
      "\n",
      "Scrolling 5...\n",
      "Parsed, collected 84 items\n",
      "Wrote to file.\n",
      "Sleeping 48 seconds.\n",
      "\n",
      "Scrolling 6...\n",
      "Parsed, collected 96 items\n",
      "Wrote to file.\n",
      "Sleeping 93 seconds.\n",
      "\n",
      "Scrolling 7...\n",
      "Parsed, collected 108 items\n",
      "Wrote to file.\n",
      "Sleeping 94 seconds.\n",
      "\n",
      "Scrolling 8...\n",
      "Parsed, collected 120 items\n",
      "Wrote to file.\n",
      "Sleeping 96 seconds.\n",
      "\n",
      "Scrolling 9...\n",
      "Parsed, collected 132 items\n",
      "Wrote to file.\n",
      "Sleeping 88 seconds.\n",
      "\n",
      "Scrolling 10...\n",
      "Parsed, collected 144 items\n",
      "Wrote to file.\n",
      "Sleeping 50 seconds.\n",
      "\n",
      "Scrolling 11...\n",
      "Parsed, collected 156 items\n",
      "Wrote to file.\n",
      "Sleeping 70 seconds.\n",
      "\n",
      "Scrolling 12...\n",
      "Parsed, collected 168 items\n",
      "Wrote to file.\n",
      "Sleeping 95 seconds.\n",
      "\n",
      "Scrolling 13...\n",
      "Parsed, collected 180 items\n",
      "Wrote to file.\n",
      "Sleeping 89 seconds.\n",
      "\n",
      "Scrolling 14...\n",
      "Parsed, collected 192 items\n",
      "Wrote to file.\n",
      "Sleeping 60 seconds.\n",
      "\n",
      "Scrolling 15...\n",
      "Parsed, collected 204 items\n",
      "Wrote to file.\n",
      "Sleeping 58 seconds.\n",
      "\n",
      "Scrolling 16...\n",
      "Parsed, collected 216 items\n",
      "Wrote to file.\n",
      "Sleeping 87 seconds.\n",
      "\n",
      "Scrolling 17...\n",
      "Parsed, collected 228 items\n",
      "Wrote to file.\n",
      "Sleeping 49 seconds.\n",
      "\n",
      "Scrolling 18...\n",
      "Parsed, collected 240 items\n",
      "Wrote to file.\n",
      "Sleeping 80 seconds.\n",
      "\n",
      "Scrolling 19...\n",
      "Parsed, collected 252 items\n",
      "Wrote to file.\n",
      "Sleeping 79 seconds.\n",
      "\n",
      "Scrolling 20...\n",
      "Parsed, collected 264 items\n",
      "Wrote to file.\n",
      "Sleeping 75 seconds.\n",
      "\n",
      "Scrolling 21...\n",
      "Parsed, collected 276 items\n",
      "Wrote to file.\n",
      "Sleeping 43 seconds.\n",
      "\n",
      "Scrolling 22...\n",
      "Parsed, collected 288 items\n",
      "Wrote to file.\n",
      "Sleeping 97 seconds.\n",
      "\n",
      "Scrolling 23...\n",
      "Parsed, collected 300 items\n",
      "Wrote to file.\n",
      "Sleeping 92 seconds.\n",
      "\n",
      "Scrolling 24...\n",
      "Parsed, collected 312 items\n",
      "Wrote to file.\n",
      "Sleeping 75 seconds.\n",
      "\n",
      "Scrolling 25...\n",
      "Parsed, collected 324 items\n",
      "Wrote to file.\n",
      "Sleeping 69 seconds.\n",
      "\n",
      "Scrolling 26...\n",
      "Parsed, collected 336 items\n",
      "Wrote to file.\n",
      "Sleeping 43 seconds.\n",
      "\n",
      "Scrolling 27...\n",
      "Parsed, collected 348 items\n",
      "Wrote to file.\n",
      "Sleeping 63 seconds.\n",
      "\n",
      "Scrolling 28...\n",
      "Parsed, collected 360 items\n",
      "Wrote to file.\n",
      "Sleeping 80 seconds.\n",
      "\n",
      "Scrolling 29...\n",
      "Parsed, collected 372 items\n",
      "Wrote to file.\n",
      "Sleeping 78 seconds.\n",
      "\n",
      "Scrolling 30...\n",
      "Parsed, collected 384 items\n",
      "Wrote to file.\n",
      "Sleeping 96 seconds.\n",
      "\n",
      "Scrolling 31...\n",
      "Parsed, collected 396 items\n",
      "Wrote to file.\n",
      "Sleeping 46 seconds.\n",
      "\n",
      "Scrolling 32...\n",
      "Parsed, collected 408 items\n",
      "Wrote to file.\n",
      "Sleeping 53 seconds.\n",
      "\n",
      "Scrolling 33...\n",
      "Parsed, collected 420 items\n",
      "Wrote to file.\n",
      "Sleeping 94 seconds.\n",
      "\n",
      "Scrolling 34...\n",
      "Parsed, collected 432 items\n",
      "Wrote to file.\n",
      "Sleeping 70 seconds.\n",
      "\n",
      "Scrolling 35...\n",
      "Parsed, collected 444 items\n",
      "Wrote to file.\n",
      "Sleeping 86 seconds.\n",
      "\n",
      "Scrolling 36...\n",
      "Parsed, collected 456 items\n",
      "Wrote to file.\n",
      "Sleeping 64 seconds.\n",
      "\n",
      "Scrolling 37...\n",
      "Parsed, collected 468 items\n",
      "Wrote to file.\n",
      "Sleeping 48 seconds.\n",
      "\n",
      "Scrolling 38...\n",
      "Parsed, collected 480 items\n",
      "Wrote to file.\n",
      "Sleeping 76 seconds.\n",
      "\n",
      "Scrolling 39...\n",
      "Parsed, collected 492 items\n",
      "Wrote to file.\n",
      "Sleeping 61 seconds.\n",
      "\n",
      "Scrolling 40...\n",
      "Parsed, collected 504 items\n",
      "Wrote to file.\n",
      "Sleeping 43 seconds.\n",
      "\n",
      "Scrolling 41...\n",
      "Parsed, collected 516 items\n",
      "Wrote to file.\n",
      "Sleeping 60 seconds.\n",
      "\n",
      "Scrolling 42...\n",
      "Parsed, collected 528 items\n",
      "Wrote to file.\n",
      "Sleeping 58 seconds.\n",
      "\n",
      "Scrolling 43...\n",
      "Parsed, collected 540 items\n",
      "Wrote to file.\n",
      "Sleeping 96 seconds.\n",
      "\n",
      "Scrolling 44...\n",
      "Parsed, collected 552 items\n",
      "Wrote to file.\n",
      "Sleeping 86 seconds.\n",
      "\n",
      "Scrolling 45...\n",
      "Parsed, collected 564 items\n",
      "Wrote to file.\n",
      "Sleeping 72 seconds.\n",
      "\n",
      "Scrolling 46...\n",
      "Parsed, collected 576 items\n",
      "Wrote to file.\n",
      "Sleeping 85 seconds.\n",
      "\n",
      "Scrolling 47...\n",
      "Parsed, collected 588 items\n",
      "Wrote to file.\n",
      "Sleeping 56 seconds.\n",
      "\n",
      "Scrolling 48...\n",
      "Parsed, collected 600 items\n",
      "Wrote to file.\n",
      "Sleeping 99 seconds.\n",
      "\n",
      "Scrolling 49...\n",
      "Parsed, collected 612 items\n",
      "Wrote to file.\n",
      "Sleeping 59 seconds.\n",
      "\n",
      "Scrolling 50...\n",
      "Parsed, collected 624 items\n",
      "Wrote to file.\n",
      "Sleeping 65 seconds.\n",
      "\n",
      "Scrolling 51...\n",
      "Parsed, collected 636 items\n",
      "Wrote to file.\n",
      "Sleeping 48 seconds.\n",
      "\n",
      "Scrolling 52...\n",
      "Parsed, collected 648 items\n",
      "Wrote to file.\n",
      "Sleeping 54 seconds.\n",
      "\n",
      "Scrolling 53...\n",
      "Parsed, collected 660 items\n",
      "Wrote to file.\n",
      "Sleeping 96 seconds.\n",
      "\n",
      "Scrolling 54...\n",
      "Parsed, collected 672 items\n",
      "Wrote to file.\n",
      "Sleeping 43 seconds.\n",
      "\n",
      "Scrolling 55...\n",
      "Parsed, collected 684 items\n",
      "Wrote to file.\n",
      "Sleeping 86 seconds.\n",
      "\n",
      "Scrolling 56...\n",
      "Parsed, collected 708 items\n",
      "Wrote to file.\n",
      "Sleeping 62 seconds.\n",
      "\n",
      "Scrolling 57...\n",
      "Parsed, collected 720 items\n",
      "Wrote to file.\n",
      "Sleeping 61 seconds.\n",
      "\n",
      "Scrolling 58...\n",
      "Parsed, collected 732 items\n",
      "Wrote to file.\n",
      "Sleeping 97 seconds.\n",
      "\n",
      "Scrolling 59...\n",
      "Parsed, collected 744 items\n",
      "Wrote to file.\n",
      "Sleeping 63 seconds.\n",
      "\n",
      "Scrolling 60...\n",
      "Parsed, collected 756 items\n",
      "Wrote to file.\n",
      "Sleeping 80 seconds.\n",
      "\n",
      "Scrolling 61...\n",
      "Parsed, collected 768 items\n",
      "Wrote to file.\n",
      "Sleeping 82 seconds.\n",
      "\n",
      "Scrolling 62...\n",
      "Parsed, collected 780 items\n",
      "Wrote to file.\n",
      "Sleeping 87 seconds.\n",
      "\n",
      "Scrolling 63...\n",
      "Parsed, collected 792 items\n",
      "Wrote to file.\n",
      "Sleeping 46 seconds.\n",
      "\n",
      "Scrolling 64...\n",
      "Parsed, collected 804 items\n",
      "Wrote to file.\n",
      "Sleeping 73 seconds.\n",
      "\n",
      "Scrolling 65...\n",
      "Parsed, collected 816 items\n",
      "Wrote to file.\n",
      "Sleeping 95 seconds.\n",
      "\n",
      "Scrolling 66...\n",
      "Parsed, collected 828 items\n",
      "Wrote to file.\n",
      "Sleeping 64 seconds.\n",
      "\n",
      "Scrolling 67...\n",
      "Parsed, collected 840 items\n",
      "Wrote to file.\n",
      "Sleeping 71 seconds.\n",
      "\n",
      "Scrolling 68...\n",
      "Parsed, collected 852 items\n",
      "Wrote to file.\n",
      "Sleeping 61 seconds.\n",
      "\n",
      "Scrolling 69...\n",
      "Parsed, collected 864 items\n",
      "Wrote to file.\n",
      "Sleeping 67 seconds.\n",
      "\n",
      "Scrolling 70...\n",
      "Parsed, collected 876 items\n",
      "Wrote to file.\n",
      "Sleeping 42 seconds.\n",
      "\n",
      "Scrolling 71...\n",
      "Parsed, collected 888 items\n",
      "Wrote to file.\n",
      "Sleeping 97 seconds.\n",
      "\n",
      "Scrolling 72...\n",
      "Parsed, collected 900 items\n",
      "Wrote to file.\n",
      "Sleeping 65 seconds.\n",
      "\n",
      "Scrolling 73...\n",
      "Parsed, collected 912 items\n",
      "Wrote to file.\n",
      "Sleeping 72 seconds.\n",
      "\n",
      "Scrolling 74...\n",
      "Parsed, collected 924 items\n",
      "Wrote to file.\n",
      "Sleeping 93 seconds.\n",
      "\n",
      "Scrolling 75...\n",
      "Parsed, collected 936 items\n",
      "Wrote to file.\n",
      "Sleeping 61 seconds.\n",
      "\n",
      "Scrolling 76...\n",
      "Parsed, collected 948 items\n",
      "Wrote to file.\n",
      "Sleeping 62 seconds.\n",
      "\n",
      "Scrolling 77...\n",
      "Parsed, collected 960 items\n",
      "Wrote to file.\n",
      "Sleeping 82 seconds.\n",
      "\n",
      "Scrolling 78...\n",
      "Parsed, collected 972 items\n",
      "Wrote to file.\n",
      "Sleeping 50 seconds.\n",
      "\n",
      "Scrolling 79...\n",
      "Parsed, collected 984 items\n",
      "Wrote to file.\n",
      "Sleeping 41 seconds.\n",
      "\n",
      "Scrolling 80...\n",
      "Parsed, collected 996 items\n",
      "Wrote to file.\n",
      "Sleeping 48 seconds.\n",
      "\n",
      "Scrolling 81...\n",
      "Parsed, collected 1008 items\n",
      "Wrote to file.\n",
      "Sleeping 52 seconds.\n",
      "\n",
      "Scrolling 82...\n",
      "Parsed, collected 1020 items\n",
      "Wrote to file.\n",
      "Sleeping 48 seconds.\n",
      "\n",
      "Scrolling 83...\n",
      "Parsed, collected 1032 items\n",
      "Wrote to file.\n",
      "Sleeping 62 seconds.\n",
      "\n",
      "Scrolling 84...\n",
      "Parsed, collected 1044 items\n",
      "Wrote to file.\n",
      "Sleeping 84 seconds.\n",
      "\n",
      "Scrolling 85...\n",
      "Parsed, collected 1056 items\n",
      "Wrote to file.\n",
      "Sleeping 72 seconds.\n",
      "\n",
      "Scrolling 86...\n",
      "Parsed, collected 1068 items\n",
      "Wrote to file.\n",
      "Sleeping 44 seconds.\n",
      "\n",
      "Scrolling 87...\n",
      "Parsed, collected 1080 items\n",
      "Wrote to file.\n",
      "Sleeping 66 seconds.\n",
      "\n",
      "Scrolling 88...\n",
      "Parsed, collected 1092 items\n",
      "Wrote to file.\n",
      "Sleeping 84 seconds.\n",
      "\n",
      "Scrolling 89...\n",
      "Parsed, collected 1104 items\n",
      "Wrote to file.\n",
      "Sleeping 58 seconds.\n",
      "\n",
      "Scrolling 90...\n",
      "Parsed, collected 1116 items\n",
      "Wrote to file.\n",
      "Sleeping 83 seconds.\n",
      "\n",
      "Scrolling 91...\n",
      "Parsed, collected 1128 items\n",
      "Wrote to file.\n",
      "Sleeping 83 seconds.\n",
      "\n",
      "Scrolling 92...\n",
      "Parsed, collected 1140 items\n",
      "Wrote to file.\n",
      "Sleeping 93 seconds.\n",
      "\n",
      "Scrolling 93...\n",
      "Parsed, collected 1152 items\n",
      "Wrote to file.\n",
      "Sleeping 55 seconds.\n",
      "\n",
      "Scrolling 94...\n",
      "Parsed, collected 1164 items\n",
      "Wrote to file.\n",
      "Sleeping 78 seconds.\n",
      "\n",
      "Scrolling 95...\n",
      "Parsed, collected 1176 items\n",
      "Wrote to file.\n",
      "Sleeping 96 seconds.\n",
      "\n",
      "Scrolling 96...\n",
      "Parsed, collected 1188 items\n",
      "Wrote to file.\n",
      "Sleeping 68 seconds.\n",
      "\n",
      "Scrolling 97...\n",
      "Parsed, collected 1200 items\n",
      "Wrote to file.\n",
      "Sleeping 46 seconds.\n",
      "\n",
      "Scrolling 98...\n",
      "Parsed, collected 1212 items\n",
      "Wrote to file.\n",
      "Sleeping 69 seconds.\n",
      "\n",
      "Scrolling 99...\n",
      "Parsed, collected 1224 items\n",
      "Wrote to file.\n",
      "Sleeping 90 seconds.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "collect_all_followers(dr, ['jakebugg'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'shitheadsteve\\nVerified\\nFollow\\n7,065 posts\\n5.6m followers\\n78 following\\nShitheadsteve\\nBest meme page of 2020 10 years in a row\\nOriginals watermarked @shitheadsteve\\nBy @doingthings\\n👇Joe Exotic non-medical mask\\nbit.ly/39LZBt4\\nFollowed by devofharris, johnnybrockle, brad_leone + 4 more'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dr.find_element_by_css_selector('main header').text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "scroll_class = login_and_get_scroll_class(dr, 'itsaziya')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = collect_followers(dr, scroll_class, 'itsaziya')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "curl 'https://www.instagram.com/graphql/query/?query_hash=c76146de99bb02f6415203be841dd25a&variables=%7B%22id%22%3A%221834147587%22%2C%22include_reel%22%3Atrue%2C%22fetch_mutual%22%3Atrue%2C%22first%22%3A24%7D' -H 'authority: www.instagram.com' -H 'x-ig-www-claim: hmac.AR0Gtv_iFU9Anxpk1PyJqktnnAZbK46CeJWwmTxYAcqutTvx' -H 'user-agent: Mozilla/5.0 (Macintosh; Intel Mac OS X 10_14_6) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/80.0.3987.149 Safari/537.36' -H 'accept: */*' -H 'sec-fetch-dest: empty' -H 'x-requested-with: XMLHttpRequest' -H 'x-csrftoken: PtUg21ImMKq3sXajcE5dTCxZidXYFqZl' -H 'x-ig-app-id: 936619743392459' -H 'sec-fetch-site: same-origin' -H 'sec-fetch-mode: cors' -H 'referer: https://www.instagram.com/itsaziya/followers/' -H 'accept-language: en-GB,en-US;q=0.9,en;q=0.8' -H 'cookie: mcd=3; ds_user_id=5540370585; csrftoken=PtUg21ImMKq3sXajcE5dTCxZidXYFqZl; mid=W_x5KgAEAAHa4sq9qWJ_3Kp8oVqi; sessionid=5540370585%3AArPVZELwjPowLz%3A17; datr=Tc5AXJRMQwXYog3CB2oqqNy5; ig_cb=1; ig_did=D00E90C0-8DA6-4882-A5D3-B2D76913BC08; shbid=14788; rur=FRC; shbts=1585944593.5616858; urlgen=\"{\\\"149.248.105.137\\\": 36445}:1jLTDS:8Gesb-KMzZsG6A_hE-tlGCqeYRY\"' --compressed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "json.dump?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "curl 'https://www.instagram.com/graphql/query/?query_hash=c76146de99bb02f6415203be841dd25a&variables=%7B%22id%22%3A%221834147587%22%2C%22include_reel%22%3Atrue%2C%22fetch_mutual%22%3Afalse%2C%22first%22%3A12%2C%22after%22%3A%22QVFBdTFHMzdlZXZGZzB1QW53cHlmQ0R6SFRhZDE0Q2NCVmhTYkZfTWhVYXVBamkzbjlZN3BFUnd0UGU1ZzhtNmRwdGlPdktoZmpXYWRjem9DVGllOGxKaw%3D%3D%22%7D' -H 'authority: www.instagram.com' -H 'x-ig-www-claim: hmac.AR0Gtv_iFU9Anxpk1PyJqktnnAZbK46CeJWwmTxYAcqutTvx' -H 'user-agent: Mozilla/5.0 (Macintosh; Intel Mac OS X 10_14_6) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/80.0.3987.149 Safari/537.36' -H 'accept: */*' -H 'sec-fetch-dest: empty' -H 'x-requested-with: XMLHttpRequest' -H 'x-csrftoken: PtUg21ImMKq3sXajcE5dTCxZidXYFqZl' -H 'x-ig-app-id: 936619743392459' -H 'sec-fetch-site: same-origin' -H 'sec-fetch-mode: cors' -H 'referer: https://www.instagram.com/itsaziya/followers/' -H 'accept-language: en-GB,en-US;q=0.9,en;q=0.8' -H 'cookie: mcd=3; ds_user_id=5540370585; csrftoken=PtUg21ImMKq3sXajcE5dTCxZidXYFqZl; mid=W_x5KgAEAAHa4sq9qWJ_3Kp8oVqi; sessionid=5540370585%3AArPVZELwjPowLz%3A17; datr=Tc5AXJRMQwXYog3CB2oqqNy5; ig_cb=1; ig_did=D00E90C0-8DA6-4882-A5D3-B2D76913BC08; shbid=14788; rur=FRC; shbts=1585944593.5616858; urlgen=\"{\\\"149.248.105.137\\\": 36445}:1jLTDm:5dgFeOsjtF4XLBeaHFmrj-RND3A\"' --compressed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "parse.unquote('%7B%22id%22%3A%221834147587%22%2C%22include_reel%22%3Atrue%2C%22fetch_mutual%22%3Afalse%2C%22first%22%3A12%2C%22after%22%3A%22QVFBdTFHMzdlZXZGZzB1QW53cHlmQ0R6SFRhZDE0Q2NCVmhTYkZfTWhVYXVBamkzbjlZN3BFUnd0UGU1ZzhtNmRwdGlPdktoZmpXYWRjem9DVGllOGxKaw%3D%3D%22%7D')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = json.load(open('/Users/joel/src/thundr/tracker/scripts/infollowers_catburns.json'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"/Users/joel/Desktop/catburns.csv\", \"w\") as fout:\n",
    "    \n",
    "    fout.write(\"Page Account or URL,List\\n\")\n",
    "    for i in data.keys():\n",
    "        fout.write(f\"https://www.instagram.com/{i},Another\\n\")\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "crowdtangle_data = open('/Users/joel/Desktop/ctdata1.txt').read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['',\n",
       " 'Account',\n",
       " 'Name',\n",
       " 'Total',\n",
       " 'Interactions',\n",
       " 'Interaction',\n",
       " 'Rate',\n",
       " 'Avg. Posts Per Day',\n",
       " 'Video',\n",
       " 'Views',\n",
       " 'Account',\n",
       " 'Followers',\n",
       " 'Growth',\n",
       " '% and #',\n",
       " 'AverageTotal',\n",
       " '1,161.74',\n",
       " '4.115%',\n",
       " '0.14',\n",
       " '3,041.42',\n",
       " '5,428.81',\n",
       " '0%',\n",
       " ' ',\n",
       " '1',\n",
       " '',\n",
       " 'eatreatsmk',\n",
       " '―',\n",
       " '―',\n",
       " '―',\n",
       " '―',\n",
       " '―',\n",
       " '―',\n",
       " ' ',\n",
       " '2',\n",
       " '',\n",
       " 'treasureosiria',\n",
       " '29,846',\n",
       " '23.163%',\n",
       " '0.3',\n",
       " '―',\n",
       " '16,055',\n",
       " '+27.65%',\n",
       " '+3,478',\n",
       " ' ',\n",
       " '3',\n",
       " '',\n",
       " 'iamparkerphillips',\n",
       " '2,324',\n",
       " '8.341%',\n",
       " '0.07',\n",
       " '3,566',\n",
       " '15,584',\n",
       " '+26.93%',\n",
       " '+3,306',\n",
       " ' ',\n",
       " '4',\n",
       " '',\n",
       " 'marinachello',\n",
       " '4,457',\n",
       " '8.57%',\n",
       " '0.4',\n",
       " '23,438',\n",
       " '4,723',\n",
       " '+20.03%',\n",
       " '+788',\n",
       " ' ',\n",
       " '5',\n",
       " '',\n",
       " 'eight9fly',\n",
       " '490',\n",
       " '5.354%',\n",
       " '0.07',\n",
       " '612',\n",
       " '4,776',\n",
       " '+9.14%',\n",
       " '+400',\n",
       " ' ',\n",
       " '6',\n",
       " '',\n",
       " 'j_fuller4 ',\n",
       " '5,501',\n",
       " '14.091%',\n",
       " '0.03',\n",
       " '22,912',\n",
       " '40,635',\n",
       " '+8.52%',\n",
       " '+3,191',\n",
       " ' ',\n",
       " '7',\n",
       " '',\n",
       " 'loukashair',\n",
       " '489',\n",
       " '6.475%',\n",
       " '0.2',\n",
       " '―',\n",
       " '1,279',\n",
       " '+4.58%',\n",
       " '+56',\n",
       " ' ',\n",
       " '8',\n",
       " '',\n",
       " 'moniquejade1',\n",
       " '―',\n",
       " '―',\n",
       " '―',\n",
       " '―',\n",
       " '243',\n",
       " '+4.29%',\n",
       " '+10',\n",
       " ' ',\n",
       " '9',\n",
       " '',\n",
       " 'ervinajohnson',\n",
       " '1,763',\n",
       " '2.59%',\n",
       " '0.93',\n",
       " '632',\n",
       " '2,426',\n",
       " '+2.75%',\n",
       " '+65',\n",
       " ' ',\n",
       " '10',\n",
       " '',\n",
       " 'julyjones ',\n",
       " '15,209',\n",
       " '4.747%',\n",
       " '0.43',\n",
       " '28,232',\n",
       " '24,944',\n",
       " '+2.62%',\n",
       " '+638',\n",
       " ' ',\n",
       " '11',\n",
       " '',\n",
       " 'jennclemenamusic',\n",
       " '1,342',\n",
       " '3.444%',\n",
       " '0.3',\n",
       " '3,188',\n",
       " '4,374',\n",
       " '+2.24%',\n",
       " '+96',\n",
       " ' ',\n",
       " '12',\n",
       " '',\n",
       " 'sonnysocials',\n",
       " '1,544',\n",
       " '5.788%',\n",
       " '0.17',\n",
       " '1,767',\n",
       " '5,376',\n",
       " '+2.07%',\n",
       " '+109',\n",
       " ' ',\n",
       " '13',\n",
       " '',\n",
       " 'paygeturnermusic',\n",
       " '1,598',\n",
       " '5.921%',\n",
       " '0.23',\n",
       " '1,670',\n",
       " '3,889',\n",
       " '+1.99%',\n",
       " '+76',\n",
       " ' ',\n",
       " '14',\n",
       " '',\n",
       " 'iamadmt',\n",
       " '777',\n",
       " '2.156%',\n",
       " '0.27',\n",
       " '2,362',\n",
       " '4,531',\n",
       " '+1.43%',\n",
       " '+64',\n",
       " ' ',\n",
       " '15',\n",
       " '',\n",
       " 'sinner.free',\n",
       " '301',\n",
       " '10.977%',\n",
       " '0.07',\n",
       " '1,267',\n",
       " '1,375',\n",
       " '+1.25%',\n",
       " '+17',\n",
       " ' ',\n",
       " '16',\n",
       " '',\n",
       " 'vip_f.9',\n",
       " '77',\n",
       " '0.756%',\n",
       " '0.07',\n",
       " '117',\n",
       " '5,050',\n",
       " '+0.86%',\n",
       " '+43',\n",
       " ' ',\n",
       " '17',\n",
       " '',\n",
       " 'itsmegjsingh',\n",
       " '―',\n",
       " '―',\n",
       " '―',\n",
       " '―',\n",
       " '559',\n",
       " '+0.72%',\n",
       " '+4',\n",
       " ' ',\n",
       " '18',\n",
       " '',\n",
       " 'kari____kari',\n",
       " '29,513',\n",
       " '0.78%',\n",
       " '0.2',\n",
       " '43,128',\n",
       " '632,746',\n",
       " '+0.61%',\n",
       " '+3,834',\n",
       " ' ',\n",
       " '19',\n",
       " '',\n",
       " 'genesnotjeans',\n",
       " '3,628',\n",
       " '0.972%',\n",
       " '1.23',\n",
       " '6,950',\n",
       " '10,112',\n",
       " '+0.57%',\n",
       " '+57',\n",
       " ' ',\n",
       " '20',\n",
       " '',\n",
       " 'stephaniecheapeofficial ',\n",
       " '67',\n",
       " '3.354%',\n",
       " '0.03',\n",
       " '―',\n",
       " '2,003',\n",
       " '+0.55%',\n",
       " '+11',\n",
       " ' ',\n",
       " '21',\n",
       " '',\n",
       " 'alaydestyles',\n",
       " '159',\n",
       " '0.716%',\n",
       " '0.13',\n",
       " '332',\n",
       " '5,458',\n",
       " '+0.53%',\n",
       " '+29',\n",
       " ' ',\n",
       " '22',\n",
       " '',\n",
       " 'erykahbandeaux',\n",
       " '―',\n",
       " '―',\n",
       " '―',\n",
       " '―',\n",
       " '1,775',\n",
       " '+0.51%',\n",
       " '+9',\n",
       " ' ',\n",
       " '23',\n",
       " '',\n",
       " 'justfrankmusic',\n",
       " '115',\n",
       " '2.024%',\n",
       " '0.23',\n",
       " '259',\n",
       " '792',\n",
       " '+0.38%',\n",
       " '+3',\n",
       " ' ',\n",
       " '24',\n",
       " '',\n",
       " 'joycrookes ',\n",
       " '110,498',\n",
       " '7.668%',\n",
       " '0.27',\n",
       " '166,522',\n",
       " '180,468',\n",
       " '+0.38%',\n",
       " '+675',\n",
       " ' ',\n",
       " '25',\n",
       " '',\n",
       " 'rahbiraw',\n",
       " '7,886',\n",
       " '1.544%',\n",
       " '1.13',\n",
       " '38,853',\n",
       " '14,988',\n",
       " '+0.33%',\n",
       " '+49',\n",
       " ' ',\n",
       " '26',\n",
       " '',\n",
       " 'chef_singer',\n",
       " '602',\n",
       " '5.206%',\n",
       " '0.1',\n",
       " '371',\n",
       " '3,846',\n",
       " '+0.23%',\n",
       " '+9',\n",
       " ' ',\n",
       " '27',\n",
       " '',\n",
       " 'lukeburr ',\n",
       " '3,049',\n",
       " '1.136%',\n",
       " '0.33',\n",
       " '22,937',\n",
       " '26,779',\n",
       " '+0.17%',\n",
       " '+46',\n",
       " ' ',\n",
       " '28',\n",
       " '',\n",
       " 'hgcapparel',\n",
       " '152,199',\n",
       " '0.814%',\n",
       " '1.73',\n",
       " '871,993',\n",
       " '359,544',\n",
       " '+0.09%',\n",
       " '+311',\n",
       " ' ',\n",
       " '29',\n",
       " '',\n",
       " 'therealjorrelmusic',\n",
       " '494',\n",
       " '2.147%',\n",
       " '0.1',\n",
       " '1,597',\n",
       " '7,643',\n",
       " '+0.08%',\n",
       " '+6',\n",
       " ' ',\n",
       " '30',\n",
       " '',\n",
       " 'bronaghcmonahan',\n",
       " '352',\n",
       " '3.708%',\n",
       " '0.23',\n",
       " '―',\n",
       " '1,349',\n",
       " '+0.07%',\n",
       " '+1',\n",
       " ' ',\n",
       " '31',\n",
       " '',\n",
       " 'cortneyhicksonair',\n",
       " '4,102',\n",
       " '1.617%',\n",
       " '0.73',\n",
       " '11,994',\n",
       " '11,500',\n",
       " '―',\n",
       " ' ',\n",
       " '32',\n",
       " '',\n",
       " 'shaniajoic',\n",
       " '―',\n",
       " '―',\n",
       " '―',\n",
       " '―',\n",
       " '159',\n",
       " '―',\n",
       " ' ',\n",
       " '33',\n",
       " '',\n",
       " 'yogabaspam',\n",
       " '―',\n",
       " '―',\n",
       " '―',\n",
       " '―',\n",
       " '168',\n",
       " '―',\n",
       " ' ',\n",
       " '34',\n",
       " '',\n",
       " 'dianaadi96',\n",
       " '33',\n",
       " '8.168%',\n",
       " '0.03',\n",
       " '―',\n",
       " '404',\n",
       " '―',\n",
       " ' ',\n",
       " '35',\n",
       " '',\n",
       " 'entrophy._.valeria',\n",
       " '―',\n",
       " '―',\n",
       " '―',\n",
       " '―',\n",
       " '3,222',\n",
       " '―',\n",
       " ' ',\n",
       " '36',\n",
       " '',\n",
       " 'janne.vs.the.world',\n",
       " '19',\n",
       " '6.429%',\n",
       " '0.07',\n",
       " '―',\n",
       " '140',\n",
       " '―',\n",
       " ' ',\n",
       " '37',\n",
       " '',\n",
       " 'jerisspencer',\n",
       " '1,478',\n",
       " '6.625%',\n",
       " '0.23',\n",
       " '2,849',\n",
       " '3,185',\n",
       " '―',\n",
       " ' ',\n",
       " '38',\n",
       " '',\n",
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       " '727',\n",
       " '3,357',\n",
       " '―',\n",
       " ...]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['Rownum',\n",
       "  'Insta',\n",
       "  'Total Interactions',\n",
       "  'Interaction Rate',\n",
       "  'Avg. Posts Per Day',\n",
       "  'Video Views',\n",
       "  'Followers',\n",
       "  'Growth'],\n",
       " ['1', '', 'eatreatsmk', '―', '―', '―', '―', '―', '―'],\n",
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       "  '29,846',\n",
       "  '23.163%',\n",
       "  '0.3',\n",
       "  '―',\n",
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       "  '',\n",
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       "  '4,374',\n",
       "  '+2.24%',\n",
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       "  '1,767',\n",
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       "  '',\n",
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       "  '+1.25%',\n",
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       "  '43,128',\n",
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       "  '',\n",
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       "  '1.23',\n",
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       "  '+0.57%',\n",
       "  '+57'],\n",
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       " ['22', '', 'erykahbandeaux', '―', '―', '―', '―', '1,775', '+0.51%', '+9'],\n",
       " ['23',\n",
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       "  '0.23',\n",
       "  '259',\n",
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       "  '0.27',\n",
       "  '166,522',\n",
       "  '180,468',\n",
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       "  '1.13',\n",
       "  '38,853',\n",
       "  '14,988',\n",
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       "  '602',\n",
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       "  '0.1',\n",
       "  '371',\n",
       "  '3,846',\n",
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       " ['27',\n",
       "  '',\n",
       "  'lukeburr ',\n",
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       "  '0.33',\n",
       "  '22,937',\n",
       "  '26,779',\n",
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       "  '152,199',\n",
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       "  '1.73',\n",
       "  '871,993',\n",
       "  '359,544',\n",
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       "  '+311'],\n",
       " ['29',\n",
       "  '',\n",
       "  'therealjorrelmusic',\n",
       "  '494',\n",
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       "  '0.1',\n",
       "  '1,597',\n",
       "  '7,643',\n",
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       "  '+6'],\n",
       " ['30',\n",
       "  '',\n",
       "  'bronaghcmonahan',\n",
       "  '352',\n",
       "  '3.708%',\n",
       "  '0.23',\n",
       "  '―',\n",
       "  '1,349',\n",
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       " ['31',\n",
       "  '',\n",
       "  'cortneyhicksonair',\n",
       "  '4,102',\n",
       "  '1.617%',\n",
       "  '0.73',\n",
       "  '11,994',\n",
       "  '11,500',\n",
       "  '―'],\n",
       " ['32', '', 'shaniajoic', '―', '―', '―', '―', '159', '―'],\n",
       " ['33', '', 'yogabaspam', '―', '―', '―', '―', '168', '―'],\n",
       " ['34', '', 'dianaadi96', '33', '8.168%', '0.03', '―', '404', '―'],\n",
       " ['35', '', 'entrophy._.valeria', '―', '―', '―', '―', '3,222', '―'],\n",
       " ['36', '', 'janne.vs.the.world', '19', '6.429%', '0.07', '―', '140', '―'],\n",
       " ['37', '', 'jerisspencer', '1,478', '6.625%', '0.23', '2,849', '3,185', '―'],\n",
       " ['38', '', 'ashluv20', '68', '4.126%', '0.13', '59', '412', '―'],\n",
       " ['39', '', 'varapskoy_kg', '57', '9.211%', '0.27', '65', '76', '―'],\n",
       " ['40', '', 'darealjewellz', '625', '19.635%', '0.07', '―', '1,589', '―'],\n",
       " ['41', '', 'saralousilv', '691', '5.046%', '0.23', '―', '1,942', '―'],\n",
       " ['42', '', 'makeupbyadesua', '273', '6.523%', '0.1', '―', '1,395', '―'],\n",
       " ['43', '', 'ruthlovesrudi', '368', '8.791%', '0.5', '―', '273', '―'],\n",
       " ['44', '', 'denzilcooper_colour', '186', '5.193%', '0.2', '150', '597', '―'],\n",
       " ['45', '', 'bin_omerh', '18', '2.179%', '0.03', '―', '826', '―'],\n",
       " ['46', '', 'na_givenchyy', '40', '3.581%', '0.03', '―', '1,117', '―'],\n",
       " ['47', '', 'cloud_kiyah22', '―', '―', '―', '―', '315', '―'],\n",
       " ['48', '', 'flomatey', '31', '14.027%', '0.03', '112', '221', '―'],\n",
       " ['49', '', 'ruhani_345', '769', '15.349%', '0.77', '―', '215', '―'],\n",
       " ['50', '', 'han_eli5za', '13', '3.604%', '0.1', '―', '111', '―'],\n",
       " ['51', '', 'th3_studio', '428', '3.299%', '0.37', '3,935', '1,152', '―'],\n",
       " ['52', '', 'silence_kills310', '―', '―', '―', '―', '66', '―'],\n",
       " ['53', '', 'fb_ddp', '―', '―', '―', '―', '937', '―'],\n",
       " ['54', '', 'kirstymcdonagh', '52', '5.514%', '0.03', '―', '943', '―'],\n",
       " ['55', '', 'kristian.freeman', '429', '32.426%', '0.03', '―', '1,323', '―'],\n",
       " ['56', '', 'symonee._', '406', '9.128%', '0.07', '―', '2,224', '―'],\n",
       " ['57', '', 'rustamboyev_20_01', '59', '10.092%', '0.17', '94', '109', '―'],\n",
       " ['58', '', 'roza_vetrov13', '―', '―', '―', '―', '347', '―'],\n",
       " ['59',\n",
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       "  '176',\n",
       "  '0.839%',\n",
       "  '0.5',\n",
       "  '99',\n",
       "  '1,311',\n",
       "  '―'],\n",
       " ['60', '', 'caztime_', '―', '―', '―', '―', '787', '―'],\n",
       " ['61', '', 'khristinetolentinoyoga', '8', '―', '0.33', '―', '8', '―'],\n",
       " ['62', '', 'notjustnicole', '305', '9.157%', '0.07', '79', '1,660', '―'],\n",
       " ['63', '', 'clairegordita', '209', '4.14%', '0.27', '320', '628', '―'],\n",
       " ['64', '', 'tbarb1', '103', '8.162%', '0.03', '―', '1,262', '―'],\n",
       " ['65',\n",
       "  '',\n",
       "  'munyaradzi_mnyat_jeranyama',\n",
       "  '95',\n",
       "  '4.49%',\n",
       "  '0.27',\n",
       "  '152',\n",
       "  '245',\n",
       "  '―'],\n",
       " ['66', '', 'jusalifestyle', '1,390', '6.841%', '0.33', '1,302', '2,032', '―'],\n",
       " ['67', '', 'bab.ylon', '154', '9.425%', '0.03', '―', '1,634', '―'],\n",
       " ['68', '', 'afronerd92', '56', '10.667%', '0.03', '―', '525', '―'],\n",
       " ['69', '', 'irka9238', '4', '12.903%', '0.03', '―', '31', '―'],\n",
       " ['70', '', 'ladyvomg', '106', '4.796%', '0.07', '―', '1,105', '―'],\n",
       " ['71',\n",
       "  '',\n",
       "  'alexoshaughnessymusic',\n",
       "  '442',\n",
       "  '6.428%',\n",
       "  '0.03',\n",
       "  '761',\n",
       "  '6,876',\n",
       "  '―'],\n",
       " ['72', '', 'eyeland.photog', '190', '10.55%', '0.27', '―', '218', '―'],\n",
       " ['73', '', 'daneyshkaaa', '―', '―', '―', '―', '440', '―'],\n",
       " ['74', '', 'sidikov.03', '32', '11.15%', '0.03', '2,195', '287', '―'],\n",
       " ['75', '', 'dmsnidris', '4,491', '12.526%', '0.5', '14,276', '2,387', '―'],\n",
       " ['76', '', 'ockhuismicaela', '―', '―', '―', '―', '26', '―'],\n",
       " ['77', '', 'kingjermaineee', '978', '2.659%', '0.1', '306', '12,258', '―'],\n",
       " ['78', '', 'arlenneepaulino', '―', '―', '―', '―', '1,256', '―'],\n",
       " ['79', '', 'annagloa', '―', '―', '―', '―', '237', '―'],\n",
       " ['80', '', '_rebel_surya_', '22', '7.237%', '0.03', '―', '304', '―'],\n",
       " ['81', '', 'mal_adroite', '439', '12.044%', '0.13', '―', '905', '―'],\n",
       " ['82', '', 'cannedass', '115', '3.704%', '0.17', '110', '621', '―'],\n",
       " ['83', '', 'housecoatmommy', '966', '11.124%', '0.33', '3,538', '863', '―'],\n",
       " ['84', '', '_gulo_x', '132', '38.824%', '0.13', '342', '85', '―'],\n",
       " ['85', '', 'chiglet', '―', '―', '―', '―', '443', '―'],\n",
       " ['86', '', 'sarjaphillips', '561', '3.137%', '1.07', '122', '542', '―'],\n",
       " ['87', '', 'rorisangmawela', '―', '―', '―', '―', '229', '―'],\n",
       " ['88', '', 'dalestjulesmusic', '―', '―', '―', '―', '1,955', '―'],\n",
       " ['89', '', 'anordruther', '―', '―', '―', '―', '277', '―'],\n",
       " ['90', '', 'ase.goddess', '23', '1.752%', '0.03', '―', '1,313', '―'],\n",
       " ['91', '', 'ayshardaker', '781', '6.949%', '0.07', '1,090', '5,612', '―'],\n",
       " ['92', '', 'damntoon', '―', '―', '―', '―', '670', '―'],\n",
       " ['93', '', 'assel_jumabek', '93', '9.118%', '0.1', '20', '340', '―'],\n",
       " ['94', '', 'meeerraaah', '―', '―', '―', '―', '377', '―'],\n",
       " ['95', '', 'zennorrosez', '115', '3.426%', '0.03', '727', '3,357', '―'],\n",
       " ['96', '', 'zilton_dos_santos_', '100', '4.333%', '0.13', '―', '577', '―'],\n",
       " ['97', '', 'hellooitsandy', '232', '48.739%', '0.07', '―', '238', '―'],\n",
       " ['98', '', '_.iamjayy_', '―', '―', '―', '―', '124', '―'],\n",
       " ['99', '', 'iconherbals', '12', '4%', '0.07', '―', '150', '―'],\n",
       " ['100', '', 'dvmi.ph', '43', '10.941%', '0.03', '―', '393', '―'],\n",
       " ['101', '', 'darkness_sharkzulu', '30', '6.944%', '0.1', '12', '144', '―'],\n",
       " ['102', '', 'annaablom', '41', '8.471%', '0.03', '―', '484', '―'],\n",
       " ['103', '', 'electra.a.a', '―', '―', '―', '―', '291', '―'],\n",
       " ['104', '', 'jesusygod', '714', '4.593%', '0.67', '―', '762', '―'],\n",
       " ['105', '', 'el_picon', '234', '4.252%', '0.13', '311', '1,364', '―'],\n",
       " ['106', '', 'ihateeverythingunderlight', '―', '―', '―', '―', '144', '―'],\n",
       " ['107', '', 'kiisa_murrieta', '―', '―', '―', '―', '410', '―'],\n",
       " ['108', '', 'lepublicspace', '14,466', '101.967%', '0.3', '―', '1,576', '―'],\n",
       " ['109', '', 'virgokiwanis', '1,034', '5.016%', '2.07', '224', '319', '―'],\n",
       " ['110', '', 'bshennell', '762', '5.926%', '0.2', '1,465', '2,143', '―'],\n",
       " ['111', '', 'whatdedesays', '368', '3.024%', '0.2', '177', '2,017', '―'],\n",
       " ['112', '', 'andraealexander', '873', '2%', '0.17', '―', '8,702', '―'],\n",
       " ['113', '', 'ninajo_music', '―', '―', '―', '―', '276', '―'],\n",
       " ['114', '', 'rafi_shamss', '10', '0.73%', '0.03', '58', '1,369', '―'],\n",
       " ['115', '', 'miz.kmj.78', '―', '―', '―', '―', '8', '―'],\n",
       " ['116', '', 'antpluto', '306', '7.78%', '0.1', '―', '1,311', '―'],\n",
       " ['117', '', 'livefastslym', '963', '4.287%', '0.2', '628', '3,732', '―'],\n",
       " ['118', '', 'aliyavirji_', '―', '―', '―', '―', '979', '―'],\n",
       " ['119', '', 'itsjademusic', '13', '50%', '0.1', '―', '8', '―'],\n",
       " ['120', '', 'sadeeyerhs', '34', '12.941%', '0.1', '―', '85', '―'],\n",
       " ['121', '', 'amplify_artists', '6', '―', '0.3', '―', '20', '―'],\n",
       " ['122', '', 'entay.i', '18', '1.795%', '0.03', '―', '1,003', '―'],\n",
       " ['123', '', 'nayankchawda2', '149', '26.923%', '0.1', '51', '182', '―'],\n",
       " ['124', '', 'miya.donnelly', '―', '―', '―', '―', '1,517', '―'],\n",
       " ['125', '', 'joanainsta', '567', '20.792%', '0.1', '―', '909', '―'],\n",
       " ['126', '', 'chisomuzokwe', '―', '―', '―', '―', '1,014', '―'],\n",
       " ['127', '', 'shakathewise', '79', '7.677%', '0.07', '―', '508', '―'],\n",
       " ['128', '', 'daehollar', '227', '10.281%', '0.03', '―', '2,208', '―'],\n",
       " ['129', '', 'yikesitsjr', '603', '12.156%', '0.27', '497', '617', '―'],\n",
       " ['130', '', 'daniel_faumuina', '608', '7.775%', '0.13', '―', '1,955', '―'],\n",
       " ['131', '', 'jess_isagba', '―', '―', '―', '―', '353', '―'],\n",
       " ['132', '', 'callmecager', '936', '1.508%', '1.43', '3,067', '1,393', '―'],\n",
       " ['133', '', 'ellieeball', '619', '6.093%', '0.4', '139', '837', '―'],\n",
       " ['134', '', 'denzel_sanders21', '―', '―', '―', '―', '27', '―'],\n",
       " ['135', '', 'iam.masterkey', '―', '―', '―', '―', '1,262', '―'],\n",
       " ['136', '', 'niamhbubb', '53', '9.298%', '0.03', '―', '570', '―'],\n",
       " ['137', '', 'mykal.ks', '―', '―', '―', '―', '1,291', '―'],\n",
       " ['138', '', 'echo.ninja', '324', '8.504%', '0.2', '203', '635', '―'],\n",
       " ['139', '', 'adaira10', '123', '7.389%', '0.27', '153', '203', '―'],\n",
       " ['140', '', 'bayleyatkins', '55', '7.65%', '0.03', '―', '719', '―'],\n",
       " ['141', '', 'samiry316', '35', '3.448%', '0.2', '6', '145', '―'],\n",
       " ['142', '', 'jannifer_winget_hatim_', '―', '―', '―', '―', '82', '―'],\n",
       " ['143', '', 'mbloomsmusic', '60', '16.129%', '0.07', '―', '186', '―'],\n",
       " ['144', '', 'm.w.a_lili', '―', '―', '―', '―', '471', '―'],\n",
       " ['145', '', 'tadeuszan', '―', '―', '―', '―', '544', '―'],\n",
       " ['146', '', 'kxng_bonezz', '―', '―', '―', '―', '2,296', '―'],\n",
       " ['147', '', 'zan_.el', '231', '8.348%', '0.17', '36', '551', '―'],\n",
       " ['148', '', 'moraga.music', '386', '115.569%', '0.03', '2,865', '334', '―'],\n",
       " ['149', '', 'neasha_music', '―', '―', '―', '―', '3,310', '―'],\n",
       " ['150', '', 'itsaboutsensory', '984', '10.553%', '0.4', '―', '777', '―'],\n",
       " ['151', '', 'yasminebale_', '―', '―', '―', '―', '2,051', '―'],\n",
       " ['152', '', 'terence_music', '196', '7.55%', '0.03', '―', '2,596', '―'],\n",
       " ['153', '', 'lyssib', '―', '―', '―', '―', '1,829', '―'],\n",
       " ['154', '', 'mass_oui', '―', '―', '―', '―', '2', '―'],\n",
       " ['155', '', 'scoobydajawn', '71', '6.25%', '0.07', '168', '560', '―'],\n",
       " ['156', '', 'kai_gotfans', '697', '29.079%', '0.17', '647', '478', '―'],\n",
       " ['157', '', 'roxana_leiner', '―', '―', '―', '―', '716', '―'],\n",
       " ['158', '', 'ells_diana', '160', '17.434%', '0.1', '―', '304', '―'],\n",
       " ['159', '', 'maksimalipov4', '94', '4.93%', '0.4', '―', '142', '―'],\n",
       " ['160', '', 'mattmilesfilms', '―', '―', '―', '―', '1,481', '―'],\n",
       " ['161', '', 'poodie5232005', '2', '14.286%', '0.03', '―', '14', '―'],\n",
       " ['162', '', 'sofia_camporese', '―', '―', '―', '―', '1,240', '―'],\n",
       " ['163', '', 'byno0427', '―', '―', '―', '―', '250', '―'],\n",
       " ['164', '', 'lumonaakyemo', '178', '21.369%', '0.03', '162', '833', '―'],\n",
       " ['165', '', '_mk_bass', '―', '―', '―', '―', '403', '―'],\n",
       " ['166', '', 'nabounana911', '461', '2.564%', '1.27', '97', '468', '―'],\n",
       " ['167', '', 'kitchentravels', '279', '8.091%', '0.37', '550', '309', '―'],\n",
       " ['168', '', 'certi._drizzy', '―', '―', '―', '―', '760', '―'],\n",
       " ['169', '', 'jhoncanta', '19', '0.802%', '0.03', '―', '2,370', '―'],\n",
       " ['170', '', 'rose2earth', '―', '―', '―', '―', '15', '―'],\n",
       " ['171', '', 'shannaisastar', '113', '5.333%', '0.23', '―', '300', '―'],\n",
       " ['172', '', '_6ailey_', '―', '―', '―', '―', '4,601', '―'],\n",
       " ['173', '', 'kiyanak_', '741', '5.119%', '0.2', '1,431', '2,403', '―'],\n",
       " ['174', '', 'brad_p16', '―', '―', '―', '―', '238', '―'],\n",
       " ['175',\n",
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       "  '0.23',\n",
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       "  '9,449',\n",
       "  '―'],\n",
       " ['176', '', 'sh.yb2364', '411', '0.92%', '2.87', '234', '435', '―'],\n",
       " ['177', '', 'parramaira980', '15', '27.778%', '0.03', '―', '54', '―'],\n",
       " ['178', '', 'bill___ocean', '27', '2.245%', '0.07', '―', '579', '―'],\n",
       " ['179', '', 'qlxw', '507', '12.688%', '0.07', '173', '1,994', '―'],\n",
       " ['180', '', 'brittmo88', '―', '―', '―', '―', '307', '―'],\n",
       " ['181', '', 'edilson_abdul', '―', '―', '―', '―', '834', '―'],\n",
       " ['182', '', 'abstract_kat', '92', '4.073%', '0.03', '528', '2,259', '―'],\n",
       " ['183', '', 'nonhlengubane_20', '193', '33.333%', '0.03', '―', '579', '―'],\n",
       " ['184', '', 'ellals13', '―', '―', '―', '―', '1,260', '―'],\n",
       " ['185', '', 'theemk_', '―', '―', '―', '―', '642', '―'],\n",
       " ['186', '', 'culturestreamradio', '54', '0.398%', '0.37', '20', '1,006', '―'],\n",
       " ['187',\n",
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       "  '475',\n",
       "  '14.303%',\n",
       "  '0.07',\n",
       "  '1,264',\n",
       "  '1,657',\n",
       "  '―'],\n",
       " ['188', '', 'itsnosajjaye', '43', '1.043%', '0.07', '33', '2,013', '―'],\n",
       " ['189', '', 'eat.outlondon', '167', '5.389%', '0.57', '18', '167', '―'],\n",
       " ['190', '', 'chry5ta1', '―', '―', '―', '―', '1,853', '―'],\n",
       " ['191', '', 'nayla.music', '―', '―', '―', '―', '1,833', '―'],\n",
       " ['192', '', 'jamelsworld1', '42', '21.106%', '0.03', '―', '199', '―'],\n",
       " ['193', '', 'vanessa_sibanda', '802', '4.889%', '0.5', '258', '1,084', '―'],\n",
       " ['194', '', 'snhung10', '―', '―', '―', '―', '320', '―'],\n",
       " ['195', '', 'a1ianordin_', '―', '―', '―', '―', '388', '―'],\n",
       " ['196',\n",
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       "  '0.188%',\n",
       "  '1.47',\n",
       "  '567',\n",
       "  '2,129',\n",
       "  '―'],\n",
       " ['197', '', 'dawn441', '―', '―', '―', '―', '137', '―'],\n",
       " ['198', '', 'fan.cy_kid', '―', '―', '―', '―', '1,024', '―'],\n",
       " ['199', '', 'skaia.1', '―', '―', '―', '―', '11', '―'],\n",
       " ['200', '', '_jasdadutchz', '456', '0.482%', '1.4', '―', '2,073', '―'],\n",
       " ['201', '', 'othmanelgrouani', '158', '25.902%', '0.03', '―', '610', '―'],\n",
       " ['202', '', 'teranljm', '―', '―', '―', '―', '198', '―'],\n",
       " ['203', '', '_two18', '837', '5.706%', '0.47', '383', '1,034', '―'],\n",
       " ['204', '', 'imani._.0', '29', '9.177%', '0.03', '―', '316', '―'],\n",
       " ['205', '', 'kkatbro', '―', '―', '―', '―', '408', '―'],\n",
       " ['206', '', 'avozdopretobr', '212', '1.105%', '2.9', '―', '181', '―'],\n",
       " ['207', '', 'indigo.viibe', '171', '0.654%', '0.07', '408', '12,994', '―'],\n",
       " ['208', '', 'annieecheevers', '857', '17.498%', '0.07', '552', '2,446', '―'],\n",
       " ['209', '', 'dontget_tired', '25', '8.361%', '0.03', '―', '299', '―'],\n",
       " ['210', '', 'transitioningcurls', '13', '2.29%', '0.07', '―', '262', '―'],\n",
       " ['211', '', 'azariah_oliver', '―', '―', '―', '―', '638', '―'],\n",
       " ['212', '', 'edenrphotography', '―', '―', '―', '―', '639', '―'],\n",
       " ['213', '', 'itscarknotmark', '546', '17.556%', '0.07', '454', '1,555', '―'],\n",
       " ['214', '', 'aliciamould', '345', '17.53%', '0.1', '―', '656', '―'],\n",
       " ['215', '', '_phriendly', '―', '―', '―', '―', '1,151', '―'],\n",
       " ['216', '', 'seannnyboy97', '12', '4.255%', '0.2', '16', '47', '―'],\n",
       " ['217', '', 'curly_serena', '784', '5.133%', '1.03', '459', '487', '―'],\n",
       " ['218',\n",
       "  '',\n",
       "  'shantellekingofficial',\n",
       "  '2,090',\n",
       "  '7.342%',\n",
       "  '0.23',\n",
       "  '2,369',\n",
       "  '4,059',\n",
       "  '―'],\n",
       " ['219',\n",
       "  '',\n",
       "  'ananas___________________',\n",
       "  '228',\n",
       "  '4.025%',\n",
       "  '0.13',\n",
       "  '―',\n",
       "  '1,416',\n",
       "  '―'],\n",
       " ['220', '', 'shxnia_', '108', '13.028%', '0.03', '―', '829', '―'],\n",
       " ['221',\n",
       "  '',\n",
       "  'styledbybreceleeay',\n",
       "  '669',\n",
       "  '12.049%',\n",
       "  '0.13',\n",
       "  '31',\n",
       "  '1,386',\n",
       "  '―'],\n",
       " ['222', '', '_bessem_237', '―', '―', '―', '―', '911', '―'],\n",
       " ['223', '', 'rj_collins1998', '58', '7.934%', '0.03', '―', '731', '―'],\n",
       " ['224', '', 'x.avablack', '153', '20.079%', '0.03', '106', '762', '―'],\n",
       " ['225', '', 'captured.studio', '―', '―', '―', '―', '521', '―'],\n",
       " ['226', '', 'redd_drummer_mann', '37', '3.358%', '0.03', '208', '1,102', '―'],\n",
       " ['227', '', '2_i_l_6_o_2', '4', '6.557%', '0.03', '149', '61', '―'],\n",
       " ['228', '', 'tlnyonc', '61', '0.766%', '0.73', '155', '261', '―'],\n",
       " ['229', '', 'slaymiks_', '―', '―', '―', '―', '1,295', '―'],\n",
       " ['230', '', 'alexcia_j', '222', '8.216%', '0.07', '―', '1,351', '―'],\n",
       " ['231', '', 'staying_woke_710', '265', '2.58%', '0.13', '336', '2,558', '―'],\n",
       " ['232', '', 'shanwavey', '―', '―', '―', '―', '536', '―'],\n",
       " ['233',\n",
       "  '',\n",
       "  'everyoneknowsgabe',\n",
       "  '108',\n",
       "  '8.926%',\n",
       "  '0.03',\n",
       "  '350',\n",
       "  '1,210',\n",
       "  '―'],\n",
       " ['234', '', 'imdivinejoy', '―', '―', '―', '―', '224', '―'],\n",
       " ['235', '', 'nekjharris', '22', '2.461%', '0.07', '―', '447', '―'],\n",
       " ['236', '', 'raschan3', '88', '3.158%', '0.23', '156', '380', '―'],\n",
       " ['237', '', 'dboyzmusic', '241', '2.459%', '0.27', '509', '1,220', '―'],\n",
       " ['238', '', 'zara_jones__', '804', '10.562%', '0.13', '―', '1,903', '―'],\n",
       " ['239', '', 'shagunkatoch4', '151', '14.409%', '0.1', '―', '347', '―'],\n",
       " ['240', '', 'toproudtobeblack', '7', '4.348%', '0.03', '―', '161', '―'],\n",
       " ['241', '', '__gabrielapadilha', '―', '―', '―', '―', '655', '―'],\n",
       " ['242', '', 'bbychxr.s', '―', '―', '―', '―', '1,650', '―'],\n",
       " ['243', '', 'will_ney_', '―', '―', '―', '―', '1,202', '―'],\n",
       " ['244', '', 'briz_glowingdays', '―', '―', '―', '―', '26', '―'],\n",
       " ['245', '', '_nin2.0', '―', '―', '―', '―', '313', '―'],\n",
       " ['246', '', 'cajunlaq225', '―', '―', '―', '―', '626', '―'],\n",
       " ['247', '', 'call_him_x.o', '715', '7.277%', '0.13', '―', '2,446', '―'],\n",
       " ['248', '', 'dehmaciel', '323', '2.49%', '0.1', '814', '4,298', '―'],\n",
       " ['249', '', 'chessnotcheckers.0x', '1', '1.923%', '0.03', '―', '52', '―'],\n",
       " ['250',\n",
       "  '',\n",
       "  'collins_blaq_255_official',\n",
       "  '56',\n",
       "  '2.12%',\n",
       "  '0.3',\n",
       "  '39',\n",
       "  '283',\n",
       "  '―'],\n",
       " ['251', '', 'pastuchaa_', '―', '―', '―', '―', '659', '―'],\n",
       " ['252', '', 'janellapy_urban_hippie', '―', '―', '―', '―', '714', '―'],\n",
       " ['253', '', 'itschristinety', '75', '9.439%', '0.07', '25', '392', '―'],\n",
       " ['254', '', 'shopsoulrebel', '116', '1.397%', '0.13', '―', '2,076', '―'],\n",
       " ['255', '', 'joeymaze_', '―', '―', '―', '―', '787', '―'],\n",
       " ['256', '', 'kayleighadoherty', '42', '10.422%', '0.03', '―', '403', '―'],\n",
       " ['257', '', '_kxreem', '836', '24.274%', '0.07', '―', '1,722', '―'],\n",
       " ['258', '', 'kendallwilli4ms', '―', '―', '―', '―', '280', '―'],\n",
       " ['259', '', 'gv_035', '―', '―', '―', '―', '196', '―'],\n",
       " ['260', '', 'mihail.jc', '16', '0.68%', '0.07', '―', '1,177', '―'],\n",
       " ['261', '', 'maiyah_g', '251', '19.654%', '0.07', '―', '636', '―'],\n",
       " ['262', '', 'hayley.snow', '―', '―', '―', '―', '666', '―'],\n",
       " ['263', '', '_isa.belleee_', '―', '―', '―', '―', '968', '―'],\n",
       " ['264', '', '__treasureo__', '―', '―', '―', '―', '1,362', '―'],\n",
       " ['265', '', 'johnitacrysten', '227', '8.466%', '0.23', '―', '378', '―'],\n",
       " ['266', '', 'organic4lyfe', '295', '13.592%', '0.1', '―', '721', '―'],\n",
       " ['267', '', 'justintbaizas', '314', '19.335%', '0.07', '―', '812', '―'],\n",
       " ['268', '', 'anthonygenerette', '―', '―', '―', '―', '87', '―'],\n",
       " ['269', '', 'coachdanirenee', '411', '0.477%', '0.17', '810', '17,179', '―'],\n",
       " ['270', '', 'pg13chris7', '―', '―', '―', '―', '44', '―'],\n",
       " ['271', '', 'ranjesluther', '198', '1.759%', '0.33', '332', '1,080', '―'],\n",
       " ['272', '', 'barnaba_arts', '19', '9.375%', '0.1', '―', '64', '―'],\n",
       " ['273', '', 'pelolondon', '134', '13.2%', '0.13', '―', '250', '―'],\n",
       " ['274', '', 'queenof_4js', '12', '4.444%', '0.03', '57', '270', '―'],\n",
       " ['275', '', '0livia._.mae', '311', '36.675%', '0.03', '―', '848', '―'],\n",
       " ['276', '', 'sangajellemia', '―', '―', '―', '―', '92', '―'],\n",
       " ['277', '', 'garotodigital', '―', '―', '―', '―', '1,524', '―'],\n",
       " ['278', '', 'ekhlmv', '24', '26.374%', '0.03', '―', '91', '―'],\n",
       " ['279', '', 'mshennesse', '136', '17%', '0.03', '―', '800', '―'],\n",
       " ['280', '', 'king.onye', '―', '―', '―', '―', '1,595', '―'],\n",
       " ['281', '', 'flavoursome_', '―', '―', '―', '―', '75', '―'],\n",
       " ['282', '', 'gayousra8', '―', '―', '―', '―', '47', '―'],\n",
       " ['283', '', 'abbiepercy_', '―', '―', '―', '―', '473', '―'],\n",
       " ['284', '', 'unleashed._', '21', '2.8%', '0.03', '―', '750', '―'],\n",
       " ['285', '', 'ikethawrita', '142', '3.208%', '0.1', '419', '1,465', '―'],\n",
       " ['286', '', 'incap._niyah', '100', '3.016%', '0.07', '738', '1,658', '―'],\n",
       " ['287', '', 'zola_mide', '―', '―', '―', '―', '182', '―'],\n",
       " ['288', '', 'offixial_.kidd', '―', '―', '―', '―', '1,406', '―'],\n",
       " ['289', '', 'jevon_teka22', '―', '―', '―', '―', '206', '―'],\n",
       " ['290',\n",
       "  '',\n",
       "  'peterlumambo_official',\n",
       "  '511',\n",
       "  '3.533%',\n",
       "  '0.2',\n",
       "  '703',\n",
       "  '2,406',\n",
       "  '―'],\n",
       " ['291', '', 'imleilafaustino', '11', '2.326%', '0.1', '56', '129', '―'],\n",
       " ['292', '', 'seth_sonder', '11', '3.846%', '0.03', '60', '286', '―'],\n",
       " ['293', '', 'dj_blankcheck', '347', '2.005%', '0.43', '645', '1,297', '―'],\n",
       " ['294', '', 'alemieux16', '―', '―', '―', '―', '120', '―'],\n",
       " ['295', '', 'papouzee', '―', '―', '―', '―', '10', '―'],\n",
       " ['296', '', 'lataviaarosee', '571', '35.225%', '0.03', '―', '1,621', '―'],\n",
       " ['297', '', 'jemimaaaa.x', '66', '17.054%', '0.03', '121', '387', '―'],\n",
       " ['298', '', 'aaimani_', '237', '9.883%', '0.03', '1,673', '2,398', '―'],\n",
       " ['299', '', 'iamlisaclaire', '116', '27.536%', '0.1', '―', '138', '―'],\n",
       " ['300', '', 'michellexox_x', '294', '13.713%', '0.07', '166', '1,072', '―'],\n",
       " ['301', '', 'sneila_classic', '134', '0.864%', '0.27', '250', '1,851', '―'],\n",
       " ['302', '', 'yukheisbabie', '395', '5.85%', '0.6', '185', '359', '―'],\n",
       " ['303', '', 'ashleyshadon', '99', '3.248%', '0.1', '―', '1,016', '―'],\n",
       " ['304', '', 'ayalevis', '11', '7.143%', '0.03', '―', '154', '―'],\n",
       " ['305', '', 'giveshbassi', '―', '―', '―', '―', '419', '―'],\n",
       " ['306', '', 'flygirl.jen90sbaby', '―', '―', '―', '―', '343', '―'],\n",
       " ['307', '', 'meemahjackson', '911', '9.224%', '0.2', '―', '1,637', '―'],\n",
       " ['308', '', 'clowpanicboy', '―', '―', '―', '―', '3,722', '―'],\n",
       " ['309', '', 'joegrovesactor', '―', '―', '―', '―', '11', '―'],\n",
       " ['310', '', 'h3lpm3pl3as384', '―', '―', '―', '―', '2', '―'],\n",
       " ['311', '', 'aliceb_music', '2,642', '9.126%', '0.47', '1,357', '2,060', '―'],\n",
       " ['312', '', 'lexynailedit_', '70', '1.119%', '0.13', '―', '1,519', '―'],\n",
       " ['313', '', 'curlyhead_corey_', '―', '―', '―', '―', '1,503', '―'],\n",
       " ['314', '', 'aquarius_prince_', '―', '―', '―', '―', '1,333', '―'],\n",
       " ['315',\n",
       "  '',\n",
       "  'sanctionedantonioguidetti',\n",
       "  '260',\n",
       "  '13.292%',\n",
       "  '0.07',\n",
       "  '131',\n",
       "  '978',\n",
       "  '―'],\n",
       " ['316', '', 'beebeerenz', '561', '20.833%', '0.13', '144', '672', '―'],\n",
       " ['317', '', 'taj.makeup_', '356', '1.764%', '0.2', '575', '3,345', '―'],\n",
       " ['318', '', 'kaint.jattz_', '280', '1.136%', '4.27', '1,424', '176', '―'],\n",
       " ['319',\n",
       "  '',\n",
       "  'gebrinacoutee',\n",
       "  '86,181',\n",
       "  '8.747%',\n",
       "  '1.43',\n",
       "  '24,078',\n",
       "  '22,912',\n",
       "  '―'],\n",
       " ['320', '', 'tyreesehaynes', '―', '―', '―', '―', '1,056', '―'],\n",
       " ['321', '', 'niylaann', '―', '―', '―', '―', '368', '―'],\n",
       " ['322', '', 'nickirosepots', '―', '―', '―', '―', '366', '―'],\n",
       " ['323', '', 'weaveslayer', '820', '0.884%', '0.13', '3,679', '23,192', '―'],\n",
       " ['324', '', 'hana_n4004', '―', '―', '―', '―', '47', '―'],\n",
       " ['325', '', 'tasha.mainn', '―', '―', '―', '―', '704', '―'],\n",
       " ['326', '', 'byronm60', '―', '―', '―', '―', '146', '―'],\n",
       " ['327', '', 'megankellyx3', '―', '―', '―', '―', '1,084', '―'],\n",
       " ['328', '', 'quay_mason', '―', '―', '―', '―', '735', '―'],\n",
       " ['329', '', 'lestcrouch_', '242', '15.22%', '0.07', '―', '795', '―'],\n",
       " ['330', '', 'likeblackboys', '429', '51.449%', '0.2', '―', '138', '―'],\n",
       " ['331', '', 'camila_arrigo', '356', '20.917%', '0.03', '―', '1,702', '―'],\n",
       " ['332', '', 'zoe.mortelmans', '228', '2.092%', '0.03', '―', '10,900', '―'],\n",
       " ['333', '', 'sunnynihilist', '737', '2.233%', '1.23', '84', '851', '―'],\n",
       " ['334', '', 'brandobean', '69', '2.697%', '0.17', '103', '482', '―'],\n",
       " ['335', '', 'amilka_offiacial', '28', '5.325%', '0.1', '―', '169', '―'],\n",
       " ['336', '', 'jawzeezy', '―', '―', '―', '―', '596', '―'],\n",
       " ['337', '', 'real_guzzler', '―', '―', '―', '―', '180', '―'],\n",
       " ['338', '', 'biggdisneygal', '1,917', '6.979%', '0.7', '―', '1,304', '―'],\n",
       " ['339',\n",
       "  '',\n",
       "  'olivia_harpist',\n",
       "  '535',\n",
       "  '11.358%',\n",
       "  '0.13',\n",
       "  '1,275',\n",
       "  '1,171',\n",
       "  '―'],\n",
       " ['340', '', 'beeboisseau', '465', '0.208%', '0.73', '1,057', '10,110', '―'],\n",
       " ['341', '', '_juliajordan', '―', '―', '―', '―', '359', '―'],\n",
       " ['342', '', 'iamniji._nimi', '―', '―', '―', '―', '506', '―'],\n",
       " ['343', '', 'ajay.murky', '―', '―', '―', '―', '50', '―'],\n",
       " ['344', '', 'meghanrmiddleton', '609', '7.704%', '0.1', '―', '2,635', '―'],\n",
       " ['345', '', 'raw.maz', '―', '―', '―', '―', '145', '―'],\n",
       " ['346', '', 'alltheravo', '150', '12.92%', '0.1', '124', '387', '―'],\n",
       " ['347', '', 'alexinaboxx', '650', '10.573%', '0.3', '330', '681', '―'],\n",
       " ['348', '', 'ryandromusic', '―', '―', '―', '―', '22,078', '―'],\n",
       " ['349', '', 'bas_kari_ka_ducati', '―', '―', '―', '―', '222', '―'],\n",
       " ['350', '', '_keva_g', '58', '2.39%', '0.1', '93', '795', '―'],\n",
       " ['351', '', 'tytruscorpio', '66', '3.952%', '0.07', '―', '835', '―'],\n",
       " ['352', '', 'bluemberbooks', '18', '0.611%', '0.07', '23', '1,472', '―'],\n",
       " ['353', '', 'wumipopoola__', '―', '―', '―', '―', '1,507', '―'],\n",
       " ['354', '', 'amaessien_3', '―', '―', '―', '―', '217', '―'],\n",
       " ['355', '', 'gira_soule', '―', '―', '―', '―', '1,628', '―'],\n",
       " ['356', '', '_envy.arii', '33', '8.73%', '0.03', '45', '378', '―'],\n",
       " ['357', '', 'brotherhami', '33', '1.639%', '0.5', '46', '122', '―'],\n",
       " ['358', '', 'cocoaliciousbaby', '―', '―', '―', '―', '32', '―'],\n",
       " ['359', '', 'aimee.jackson.50309', '18', '3.333%', '0.07', '54', '270', '―'],\n",
       " ['360', '', 'laprincessleonard', '―', '―', '―', '―', '84', '―'],\n",
       " ['361', '', 'mr_black_jesus', '194', '1.597%', '0.4', '119', '1,002', '―'],\n",
       " ['362', '', 'christelmulongoy', '―', '―', '―', '―', '165', '―'],\n",
       " ['363', '', 'kylaj.m', '905', '18.802%', '0.07', '761', '2,404', '―'],\n",
       " ['364', '', 'jonesia_luv', '93', '7.395%', '0.07', '44', '622', '―'],\n",
       " ['365', '', 'saridae', '446', '2.071%', '0.1', '―', '7,148', '―'],\n",
       " ['366', '', 'a_true_jem', '―', '―', '―', '―', '2,394', '―'],\n",
       " ['367', '', 'danny_.2k07', '―', '―', '―', '―', '468', '―'],\n",
       " ['368', '', 'guadadm_', '60', '4.038%', '0.07', '294', '743', '―'],\n",
       " ['369', '', 'emilyparis_', '3,232', '4.839%', '0.67', '12,150', '3,327', '―'],\n",
       " ['370', '', '_issa.platy69_tz', '128', '3.282%', '0.07', '―', '1,950', '―'],\n",
       " ['371', '', 'tamaracarmen', '63', '5.181%', '0.03', '―', '1,216', '―'],\n",
       " ['372', '', 'c__laud', '―', '―', '―', '―', '1,097', '―'],\n",
       " ['373', '', 'ddturnerspages', '―', '―', '―', '―', '6', '―'],\n",
       " ['374', '', '3k_risadas', '316', '2.007%', '1.6', '517', '299', '―'],\n",
       " ['375', '', 'desta_oculi', '318', '17.677%', '0.3', '224', '198', '―'],\n",
       " ['376', '', 'tee.exclusive.x', '―', '―', '―', '―', '502', '―'],\n",
       " ['377', '', 'annabellegoozee', '―', '―', '―', '―', '482', '―'],\n",
       " ['378', '', 'th0ughtful_rose', '29', '7.214%', '0.03', '60', '402', '―'],\n",
       " ['379', '', 'dylanrosesmith', '553', '29.843%', '0.03', '―', '1,853', '―'],\n",
       " ['380', '', 'talia.annn', '―', '―', '―', '―', '1,037', '―'],\n",
       " ['381', '', 'nevaeh_das.it', '48', '33.803%', '0.07', '34', '71', '―'],\n",
       " ['382', '', 'melissa_eleni', '325', '6.795%', '0.13', '1,472', '1,192', '―'],\n",
       " ['383', '', 'briggukgirly_', '―', '―', '―', '―', '91', '―'],\n",
       " ['384', '', 'japhneia', '―', '―', '―', '―', '372', '―'],\n",
       " ['385', '', 'iamamiramusic', '213', '21.545%', '0.07', '―', '492', '―'],\n",
       " ['386', '', 'ny_lyks', '―', '―', '―', '―', '323', '―'],\n",
       " ['387', '', 'bojonne', '56', '90.323%', '0.03', '230', '62', '―'],\n",
       " ['388', '', 'iamandysenatus', '45', '1.029%', '0.03', '315', '4,374', '―'],\n",
       " ['389', '', 'princeayende', '871', '10.677%', '0.03', '―', '8,158', '―'],\n",
       " ['390', '', 'anniehopkinsx', '1,303', '4.196%', '0.43', '978', '2,383', '―'],\n",
       " ['391',\n",
       "  '',\n",
       "  'desireedrobinson',\n",
       "  '1,076',\n",
       "  '3.099%',\n",
       "  '0.73',\n",
       "  '537',\n",
       "  '1,549',\n",
       "  '―'],\n",
       " ['392', '', 'popchellie', '―', '―', '―', '―', '42', '―'],\n",
       " ['393', '', 'littlemixxtouch', '480', '1.238%', '0.53', '298', '2,423', '―'],\n",
       " ['394', '', 'themayneevent', '―', '―', '―', '―', '871', '―'],\n",
       " ['395', '', 'play__luke', '565', '4.48%', '0.4', '1,532', '1,049', '―'],\n",
       " ['396', '', 'heaven.grimes08', '―', '―', '―', '―', '35', '―'],\n",
       " ['397', '', 'myssperri', '―', '―', '―', '―', '1,234', '―'],\n",
       " ['398', '', 'powell_luce', '130', '4.861%', '0.2', '―', '432', '―'],\n",
       " ['399', '', 'giancabelin', '―', '―', '0.1', '3', '2', '―'],\n",
       " ['400', '', 'etrinitymabry', '578', '22.884%', '0.1', '340', '839', '―'],\n",
       " ['401', '', '_hayleycarlin_', '1,770', '26.31%', '0.13', '―', '1,680', '―'],\n",
       " ['402', '', 'ayessaitch', '15', '14.286%', '0.07', '―', '49', '―'],\n",
       " ['403', '', 'wytotpodcast', '37', '5.751%', '0.07', '59', '313', '―'],\n",
       " ['404', '', 'sarita.xo', '―', '―', '―', '―', '576', '―'],\n",
       " ['405', '', 'ogendidi', '―', '―', '―', '―', '801', '―'],\n",
       " ['406', '', 'o_reoluwa_', '364', '10.431%', '0.1', '442', '1,160', '―'],\n",
       " ['407', '', 'emanuelly9225', '―', '―', '―', '―', '557', '―'],\n",
       " ['408', '', 'lera_marchuk', '8,184', '2.018%', '0.3', '2,390', '45,034', '―'],\n",
       " ['409', '', 'therealtonyc', '827', '18.194%', '0.2', '192', '753', '―'],\n",
       " ['410', '', 'journeyofmarie', '―', '―', '―', '―', '528', '―'],\n",
       " ['411', '', 'dareal.yanaaa_', '72', '4.571%', '0.03', '―', '1,575', '―'],\n",
       " ['412', '', 'ay.an.na', '―', '―', '―', '―', '366', '―'],\n",
       " ['413', '', 'racheljoylamb', '132', '11.168%', '0.03', '―', '1,182', '―'],\n",
       " ['414', '', 'osarentin4557', '28', '12.069%', '0.13', '15', '58', '―'],\n",
       " ['415', '', 'revtjerrodlanesr', '22', '1.86%', '0.03', '―', '1,183', '―'],\n",
       " ['416', '', 'crafty_to_a_t', '94', '13.462%', '0.4', '―', '52', '―'],\n",
       " ['417', '', 'coleyadams7', '―', '―', '―', '―', '1,333', '―'],\n",
       " ['418', '', 'vic_cings_', '―', '―', '―', '―', '2,778', '―'],\n",
       " ['419', '', 'skullcrushersmith43', '44', '3.146%', '0.1', '167', '445', '―'],\n",
       " ['420', '', 'qumeasuo', '1', '8.333%', '0.03', '―', '12', '―'],\n",
       " ['421', '', 'midget_kay', '―', '―', '―', '―', '1,009', '―'],\n",
       " ['422', '', 'itz_realms', '17', '1.25%', '0.2', '33', '160', '―'],\n",
       " ['423', '', 'pauulagraciia', '―', '―', '―', '―', '629', '―'],\n",
       " ['424', '', 'apeacefulmind__', '―', '―', '―', '―', '24', '―'],\n",
       " ['425', '', '_holliegee', '245', '18.561%', '0.03', '―', '1,320', '―'],\n",
       " ['426', '', 'n3daj_', '―', '―', '―', '―', '1,020', '―'],\n",
       " ['427', '', 'amjacheessentials', '―', '―', '―', '―', '103', '―'],\n",
       " ['428', '', 'sajkowika_', '189', '15.711%', '0.1', '―', '401', '―'],\n",
       " ['429', '', 'lala_adasia', '97', '15.446%', '0.03', '498', '628', '―'],\n",
       " ['430', '', 'deenine_boy', '193', '1.574%', '0.27', '30', '1,525', '―'],\n",
       " ['431', '', 'lucie_pearson', '―', '―', '―', '―', '518', '―'],\n",
       " ['432', '', 'funkilsdonk', '138', '19.492%', '0.07', '70', '354', '―'],\n",
       " ['433', '', 'admclouston', '328', '3.597%', '0.03', '―', '9,118', '―'],\n",
       " ['434', '', '__.manti', '―', '―', '―', '―', '887', '―'],\n",
       " ['435', '', 'dejwan_', '405', '23.245%', '0.07', '―', '869', '―'],\n",
       " ['436', '', 'jeremysylvanise', '50', '12.887%', '0.07', '238', '194', '―'],\n",
       " ['437', '', 'sheismagic', '―', '―', '―', '―', '390', '―'],\n",
       " ['438', '', 'mariana.baps', '―', '―', '―', '―', '1,884', '―'],\n",
       " ['439', '', 'junior_theolus', '―', '―', '―', '―', '12,765', '―'],\n",
       " ['440', '', 'niyahz', '―', '―', '―', '―', '529', '―'],\n",
       " ['441', '', 'mcnair8914', '―', '―', '―', '―', '388', '―'],\n",
       " ['442', '', 'withoutfurtheradu', '―', '―', '―', '―', '792', '―'],\n",
       " ['443', '', 'miikii_thaproducer', '62', '1.153%', '0.17', '47', '1,041', '―'],\n",
       " ['444', '', 'mahboub_nura', '121', '7.717%', '0.17', '18', '311', '―'],\n",
       " ['445', '', 'aaronjames216', '50', '3.353%', '0.03', '239', '1,491', '―'],\n",
       " ['446', '', 'shanicecaprice', '―', '―', '―', '―', '203', '―'],\n",
       " ['447', '', 'lshcooper', '―', '―', '―', '―', '348', '―'],\n",
       " ['448', '', 'gedoni_boanerges', '25', '4.065%', '0.03', '―', '615', '―'],\n",
       " ['449', '', 'nicewarrigal1', '519', '4.488%', '0.3', '885', '1,270', '―'],\n",
       " ['450', '', 'raneemishaban', '154', '3%', '0.1', '499', '1,700', '―'],\n",
       " ['451', '', 'its.kylaaa05', '46', '17.49%', '0.03', '673', '263', '―'],\n",
       " ['452', '', 'jozzy_51', '22', '2.789%', '0.1', '―', '251', '―'],\n",
       " ['453', '', 'teeemantv', '3,654', '3.687%', '0.27', '19,830', '12,369', '―'],\n",
       " ['454', '', '_emilymacdougall', '290', '27.804%', '0.03', '―', '1,043', '―'],\n",
       " ['455', '', 'ana_queen0200', '―', '―', '―', '―', '274', '―'],\n",
       " ['456', '', 'lucky_ladymh', '―', '―', '―', '―', '170', '―'],\n",
       " ['457', '', 'elinamarleena', '―', '―', '―', '―', '343', '―'],\n",
       " ['458', '', 'kayla_cuteas21', '60', '14.925%', '0.03', '82', '402', '―'],\n",
       " ['459', '', 'titi_b456', '266', '40.798%', '0.03', '―', '652', '―'],\n",
       " ['460', '', 'kwakuspriggs', '―', '―', '―', '―', '124', '―'],\n",
       " ['461', '', 'kxngeats', '62', '2.206%', '0.33', '37', '272', '―'],\n",
       " ['462', '', 'mulbahhh', '―', '―', '―', '―', '3,033', '―'],\n",
       " ['463', '', 'nihalverma38', '186', '4.156%', '0.37', '159', '385', '―'],\n",
       " ['464', '', 'marieg37', '―', '―', '―', '―', '281', '―'],\n",
       " ['465', '', 'terrellantwon_', '112', '0.653%', '0.17', '―', '3,370', '―'],\n",
       " ['466', '', 'lynorigriffin', '―', '―', '―', '―', '1,048', '―'],\n",
       " ['467', '', 'davedthekid', '235', '18.095%', '0.4', '―', '105', '―'],\n",
       " ['468', '', 'joshchippendale_', '47', '54.762%', '0.07', '―', '42', '―'],\n",
       " ['469', '', '_.jxde.___', '149', '21.47%', '0.03', '―', '694', '―'],\n",
       " ['470', '', 'alexandraxmx', '311', '9.735%', '0.1', '1,054', '1,058', '―'],\n",
       " ['471', '', 'conor_jamesiv', '186', '12.576%', '0.03', '―', '1,479', '―'],\n",
       " ['472', '', 'minacoconutz', '―', '―', '―', '―', '266', '―'],\n",
       " ['473', '', 'faiyaz_barbiana', '405', '12.226%', '0.2', '244', '548', '―'],\n",
       " ['474', '', 'agape_gcwabss', '―', '―', '―', '―', '1,057', '―'],\n",
       " ['475', '', 'mae_likethemonth', '36', '7.392%', '0.03', '―', '487', '―'],\n",
       " ['476', '', '__tireless', '24', '9.375%', '0.13', '24', '64', '―'],\n",
       " ['477', '', 'wesleywilliams2009', '6', '0.515%', '0.2', '―', '194', '―'],\n",
       " ['478', '', 'g5madethetrack', '179', '3.809%', '0.1', '603', '1,549', '―'],\n",
       " ['479', '', 'omari_darnell', '―', '―', '―', '―', '738', '―'],\n",
       " ['480', '', 'the_chicken24', '―', '―', '―', '―', '43', '―'],\n",
       " ['481', '', 'avidclinic', '163', '0.175%', '0.33', '458', '9,158', '―'],\n",
       " ['482', '', 'cahlebb', '951', '9.766%', '0.07', '―', '4,864', '―'],\n",
       " ['483', '', 'smael_doubai', '―', '―', '―', '―', '1,399', '―'],\n",
       " ['484', '', '_.annecia', '―', '―', '―', '―', '1,215', '―'],\n",
       " ['485', '', 'keziahhodgson', '173', '8.968%', '0.03', '―', '1,929', '―'],\n",
       " ['486',\n",
       "  '',\n",
       "  '_royalthroughpressure',\n",
       "  '373',\n",
       "  '4.844%',\n",
       "  '0.03',\n",
       "  '―',\n",
       "  '7,700',\n",
       "  '―'],\n",
       " ['487', '', 'shd.ertn', '―', '―', '―', '―', '281', '―'],\n",
       " ['488', '', 'bermudezdwvan', '―', '―', '―', '―', '261', '―'],\n",
       " ['489', '', 'stefanboateng', '―', '―', '―', '―', '1,110', '―'],\n",
       " ['490', '', 'bkalm', '901', '5.209%', '0.1', '107', '5,759', '―'],\n",
       " ['491', '', 'kishanbansare8', '65', '11.511%', '0.13', '―', '139', '―'],\n",
       " ['492', '', 'onlyspaulding', '170', '1.133%', '0.4', '534', '1,236', '―'],\n",
       " ['493', '', 'abigail.adeyales', '―', '―', '―', '―', '28', '―'],\n",
       " ['494', '', 'gravieldf', '―', '―', '―', '―', '932', '―'],\n",
       " ['495', '', 'freshprinceera', '997', '7.887%', '0.13', '2,208', '3,157', '―'],\n",
       " ['496', '', 'theoriginal_kingduke', '―', '―', '―', '―', '315', '―'],\n",
       " ['497', '', 'r.shanice.t', '357', '12.151%', '0.03', '―', '2,938', '―'],\n",
       " ['498', '', 'kingrojae', '―', '―', '―', '―', '2,431', '―'],\n",
       " ['499', '', 'kinghinds_6', '219', '1.253%', '1.23', '207', '399', '―'],\n",
       " ['500',\n",
       "  '',\n",
       "  'xlt._goon',\n",
       "  '―',\n",
       "  '―',\n",
       "  '―',\n",
       "  '―',\n",
       "  '93',\n",
       "  '―',\n",
       "  '501',\n",
       "  '',\n",
       "  'anaisroc',\n",
       "  '183',\n",
       "  '6.348%',\n",
       "  '0.1',\n",
       "  '―',\n",
       "  '961',\n",
       "  '―'],\n",
       " ['502', '', 'yvng_cafro', '―', '―', '―', '―', '1,040', '―'],\n",
       " ['503', '', 'georgieleroux', '249', '0.512%', '0.1', '781', '16,216', '―'],\n",
       " ['504', '', 'shawnie.nyc', '―', '―', '―', '―', '1,808', '―'],\n",
       " ['505', '', 'whitecottoninteriors', '63', '9.589%', '0.3', '29', '73', '―'],\n",
       " ['506', '', 'ele.pb', '159', '16.916%', '0.07', '―', '467', '―'],\n",
       " ['507',\n",
       "  '',\n",
       "  'lifeandstylesofkira',\n",
       "  '582',\n",
       "  '11.412%',\n",
       "  '0.1',\n",
       "  '233',\n",
       "  '1,700',\n",
       "  '―'],\n",
       " ['508', '', 'queenmpromotions', '―', '―', '―', '―', '4', '―'],\n",
       " ['509', '', 'lanette1969', '15', '3.289%', '0.03', '―', '456', '―'],\n",
       " ['510', '', 'brandonjlarge', '984', '19.07%', '0.13', '2,903', '1,290', '―'],\n",
       " ['511', '', 'blacbarbie42', '54', '0.441%', '0.1', '533', '4,082', '―'],\n",
       " ['512', '', 'erika_conceicao2005', '95', '3.84%', '0.13', '―', '599', '―'],\n",
       " ['513', '', 'itzniyababyyy', '1,316', '23.099%', '0.27', '175', '710', '―'],\n",
       " ['514', '', 'bertieboi_', '83', '5.933%', '0.07', '216', '691', '―'],\n",
       " ['515', '', 'high__demandd', '42', '5.455%', '0.03', '―', '770', '―'],\n",
       " ['516', '', 'keygajiya', '―', '―', '―', '―', '663', '―'],\n",
       " ['517', '', 'x_mopelade_x', '―', '―', '―', '―', '726', '―'],\n",
       " ['518', '', 'aaron_seafous', '―', '―', '―', '―', '125', '―'],\n",
       " ['519', '', 'heartlesskj', '17', '0.906%', '0.03', '52', '1,876', '―'],\n",
       " ['520', '', 'artwerkbytiffany', '145', '7.407%', '0.1', '―', '648', '―'],\n",
       " ['521', '', 'dylan_mavakla', '―', '―', '―', '―', '1,123', '―'],\n",
       " ['522', '', 'teelee_11', '181', '13.081%', '0.07', '―', '688', '―'],\n",
       " ['523', '', 'tainui_dixon_', '―', '―', '―', '―', '238', '―'],\n",
       " ['524', '', 'danihobbsmusic', '530', '5.597%', '0.33', '1,083', '947', '―'],\n",
       " ['525', '', 'katieb_manuel', '―', '―', '―', '―', '648', '―'],\n",
       " ['526',\n",
       "  '',\n",
       "  'narcissistic_atreyam',\n",
       "  '200',\n",
       "  '3.07%',\n",
       "  '0.17',\n",
       "  '468',\n",
       "  '1,303',\n",
       "  '―'],\n",
       " ['527', '', 'akirajahanna', '―', '―', '―', '―', '976', '―'],\n",
       " ['528', '', 'pamelaaaa_xxo', '104', '11.017%', '0.03', '―', '944', '―'],\n",
       " ['529', '', 'bendekirenk', '14', '4%', '0.2', '―', '50', '―'],\n",
       " ['530', '', 'chaechaeduhhh', '211', '1.715%', '0.4', '469', '991', '―'],\n",
       " ['531', '', 'bownieee.06', '―', '―', '―', '―', '1,050', '―'],\n",
       " ['532', '', 'galactictribe', '―', '―', '―', '―', '556', '―'],\n",
       " ['533', '', 'mr__cacao', '―', '―', '―', '―', '172', '―'],\n",
       " ['534', '', 'emmarobinson0', '―', '―', '―', '―', '397', '―'],\n",
       " ['535', '', '13thhashira', '―', '―', '―', '―', '990', '―'],\n",
       " ['536', '', 'tokyo_hippiee', '350', '3.511%', '0.2', '―', '1,652', '―'],\n",
       " ['537', '', 'o.griot', '124', '6.575%', '0.03', '587', '1,886', '―'],\n",
       " ['538', '', 'beckyylaura96', '326', '6.971%', '0.13', '―', '1,162', '―'],\n",
       " ['539', '', 'atty_manxane', '29', '7.25%', '0.03', '―', '400', '―'],\n",
       " ['540', '', 'd.s.production', '376', '44.603%', '0.03', '―', '843', '―'],\n",
       " ['541', '', 'sincerely_vii', '909', '23.598%', '0.1', '―', '1,284', '―'],\n",
       " ['542', '', 'jodieannkelly_', '116', '17.683%', '0.07', '224', '328', '―'],\n",
       " ['543', '', 'kingkamenatz', '―', '―', '―', '―', '243', '―'],\n",
       " ['544', '', 'd.k.artlife215', '742', '6.271%', '0.27', '270', '1,467', '―'],\n",
       " ['545', '', 'mayataavon', '294', '24.603%', '0.03', '647', '1,195', '―'],\n",
       " ['546', '', 'eccentric_nalani', '―', '―', '―', '―', '145', '―'],\n",
       " ['547', '', 'sick___g.iuli', '―', '―', '―', '―', '103', '―'],\n",
       " ['548', '', 'musicbyzehra', '―', '―', '―', '―', '991', '―'],\n",
       " ['549', '', 'willisrose_', '―', '―', '―', '―', '3,257', '―'],\n",
       " ['550', '', 'newamontani', '221', '0.899%', '0.9', '658', '890', '―'],\n",
       " ['551', '', 'denzel.ian', '―', '―', '―', '―', '2,574', '―'],\n",
       " ['552', '', 'shalomngor', '―', '―', '―', '―', '2,072', '―'],\n",
       " ['553', '', 'dr_komi_hits', '―', '―', '―', '―', '760', '―'],\n",
       " ['554', '', 'loren1992', '―', '―', '―', '―', '327', '―'],\n",
       " ['555', '', 'nezacharmae', '120', '5.941%', '0.07', '―', '1,010', '―'],\n",
       " ['556', '', 'fighthewards', '―', '―', '―', '―', '835', '―'],\n",
       " ['557', '', 'ericanoterykah', '―', '―', '―', '―', '1,211', '―'],\n",
       " ['558', '', 'daviniakay', '681', '3.555%', '1.5', '236', '422', '―'],\n",
       " ['559', '', 'kholo_feylo', '215', '4.975%', '0.1', '―', '1,427', '―'],\n",
       " ['560',\n",
       "  '',\n",
       "  'why_amisodope',\n",
       "  '1,008',\n",
       "  '9.871%',\n",
       "  '0.13',\n",
       "  '3,035',\n",
       "  '2,553',\n",
       "  '―'],\n",
       " ['561', '', 'chill.itsjustv', '―', '―', '―', '―', '1,360', '―'],\n",
       " ['562', '', 'mrsmlwalker', '7', '1.029%', '0.03', '―', '680', '―'],\n",
       " ['563', '', 'shayymar__', '216', '8.308%', '0.07', '―', '1,300', '―'],\n",
       " ['564', '', 'lamarscruggs', '94', '4.244%', '0.03', '170', '2,215', '―'],\n",
       " ['565', '', 'adidinouo', '―', '―', '―', '―', '702', '―'],\n",
       " ['566', '', 'rabiyakiyeyeu00', '138', '0.503%', '1.27', '151', '596', '―'],\n",
       " ['567', '', 'mannychekuri', '79', '7.241%', '0.03', '―', '1,091', '―'],\n",
       " ['568', '', 'judylabeaute', '452', '8.101%', '0.17', '―', '1,111', '―'],\n",
       " ['569', '', '_.toola._', '73', '13.153%', '0.03', '―', '555', '―'],\n",
       " ['570', '', 'anthony_the_virgo', '139', '21.89%', '0.03', '―', '635', '―'],\n",
       " ['571', '', 'bridget.eaton', '―', '―', '―', '―', '462', '―'],\n",
       " ['572', '', 'msnickhali7', '92', '3.152%', '0.17', '―', '571', '―'],\n",
       " ['573', '', 'terrybigboihall', '283', '11.164%', '0.13', '704', '627', '―'],\n",
       " ['574', '', 'iambirchahal', '―', '―', '―', '―', '35', '―'],\n",
       " ['575', '', '_.aniela.__', '―', '―', '―', '―', '1,497', '―'],\n",
       " ['576', '', 'supreme.reynaaa', '―', '―', '―', '―', '273', '―'],\n",
       " ['577', '', 'v.eyonce', '―', '―', '―', '―', '755', '―'],\n",
       " ['578', '', 'jaejaerose', '317', '8.386%', '0.07', '―', '1,884', '―'],\n",
       " ['579', '', 'rebecca.elizabethx', '―', '―', '―', '―', '5,176', '―'],\n",
       " ['580', '', 'axmed.ova3444', '16', '22.857%', '0.07', '―', '35', '―'],\n",
       " ['581', '', 'nickhailr', '74', '5.355%', '0.07', '―', '691', '―'],\n",
       " ['582', '', 'ckabango', '359', '17.918%', '0.07', '―', '999', '―'],\n",
       " ['583', '', 'oamamusic', '16', '88.889%', '0.03', '―', '18', '―'],\n",
       " ['584', '', 'broganmcfarlane', '―', '―', '―', '―', '1,272', '―'],\n",
       " ['585', '', 'purewdumaa', '21', '6.522%', '0.2', '23', '46', '―'],\n",
       " ['586', '', 'justgroovin', '672', '15.954%', '0.13', '―', '1,053', '―'],\n",
       " ['587', '', 'puppentanzen', '44', '29.333%', '0.03', '―', '150', '―'],\n",
       " ['588', '', 'kyo.nne', '657', '28.349%', '0.07', '2,769', '1,157', '―'],\n",
       " ['589', '', 'yonata.a', '―', '―', '―', '―', '1,002', '―'],\n",
       " ['590', '', 'b_trisss', '126', '11.27%', '0.07', '95', '559', '―'],\n",
       " ['591', '', 'ladyketha78', '22', '11.458%', '0.03', '―', '192', '―'],\n",
       " ['592', '', 'highxpose', '―', '―', '―', '―', '5,294', '―'],\n",
       " ['593', '', 'omgitstien', '―', '―', '―', '―', '2,099', '―'],\n",
       " ['594', '', 'gavinboucherr', '12', '4.082%', '0.03', '55', '294', '―'],\n",
       " ['595', '', 'nadiakhrsd', '976', '26.171%', '0.2', '565', '619', '―'],\n",
       " ['596', '', 'jarjmusic', '685', '18.947%', '0.07', '503', '1,805', '―'],\n",
       " ['597', '', 'itzjenesus', '467', '7.604%', '0.47', '1,138', '434', '―'],\n",
       " ['598', '', 'iamdj100grand', '271', '3.379%', '0.4', '495', '651', '―'],\n",
       " ['599', '', 'oh.my.livia', '―', '―', '―', '―', '429', '―'],\n",
       " ['600', '', 'brionne._', '―', '―', '―', '―', '1,389', '―'],\n",
       " ['601', '', 'cliffleeagency', '―', '―', '―', '―', '361', '―'],\n",
       " ['602', '', 'martaazenaidada', '―', '―', '―', '―', '558', '―'],\n",
       " ['603', '', 'leoniglesiass', '153', '14.627%', '0.03', '385', '1,046', '―'],\n",
       " ['604', '', 'the_sadia', '8', '0.257%', '0.03', '―', '3,118', '―'],\n",
       " ['605', '', 'squeaky_pip', '―', '―', '―', '―', '371', '―'],\n",
       " ['606', '', 'x.o.suzy', '1,932', '1.416%', '0.6', '2,948', '7,556', '―'],\n",
       " ['607', '', 'sasha.layelle', '218', '7.775%', '0.1', '243', '926', '―'],\n",
       " ['608', '', 'sym_dimples', '278', '5.978%', '0.1', '403', '1,539', '―'],\n",
       " ['609', '', 'supermarioland', '651', '20%', '0.07', '―', '1,625', '―'],\n",
       " ['610', '', 'this_munachimso', '491', '9.271%', '0.13', '―', '1,316', '―'],\n",
       " ['611', '', 'matlhodi_marcia', '299', '6.39%', '0.13', '―', '1,158', '―'],\n",
       " ['612', '', 'rosieeverard', '147', '7.006%', '0.07', '938', '1,042', '―'],\n",
       " ['613', '', 'ariesreloaded', '―', '―', '―', '―', '145', '―'],\n",
       " ['614', '', 'supemma', '30', '9.836%', '0.03', '―', '305', '―'],\n",
       " ['615', '', 'lula_bay_', '―', '―', '―', '―', '393', '―'],\n",
       " ['616', '', 'posterboypretty', '273', '13.039%', '0.07', '―', '1,043', '―'],\n",
       " ['617', '', 'naelle_ln', '―', '―', '―', '―', '581', '―'],\n",
       " ['618', '', 'alicecharley', '100', '2.572%', '0.2', '―', '622', '―'],\n",
       " ['619', '', 'harmonybrownwizzy', '48', '4.629%', '0.03', '―', '1,037', '―'],\n",
       " ['620', '', 'helenambodo.mbodo', '22', '12.644%', '0.03', '―', '174', '―'],\n",
       " ['621',\n",
       "  '',\n",
       "  'marquisenelson_sutton',\n",
       "  '618',\n",
       "  '6.39%',\n",
       "  '0.17',\n",
       "  '1,290',\n",
       "  '1,925',\n",
       "  '―'],\n",
       " ['622', '', 'nasrin.jb', '―', '―', '―', '―', '1,252', '―'],\n",
       " ['623', '', 'poetry.by.darcy', '146', '10.127%', '0.1', '―', '474', '―'],\n",
       " ['624', '', 'yatvavintage', '410', '1.296%', '1.87', '2,787', '540', '―'],\n",
       " ['625', '', 'official_edreez', '75', '7.331%', '0.1', '―', '341', '―'],\n",
       " ['626', '', 'numba.1.cub', '―', '―', '―', '―', '173', '―'],\n",
       " ['627', '', '_its_tasha', '―', '―', '―', '―', '315', '―'],\n",
       " ['628', '', 'prometheusjackson', '15', '10.145%', '0.07', '43', '69', '―'],\n",
       " ['629', '', 'afuae', '―', '―', '―', '―', '627', '―'],\n",
       " ['630', '', 'nanc_97', '58', '10.701%', '0.03', '320', '542', '―'],\n",
       " ['631', '', 'sniperwiti', '58', '3.801%', '0.07', '66', '763', '―'],\n",
       " ['632', '', 'escapetosouvenir', '108', '1.063%', '0.03', '―', '10,156', '―'],\n",
       " ['633', '', 'babayan_alen', '27', '6.207%', '0.1', '―', '145', '―'],\n",
       " ['634', '', 'xiele_archives', '14', '―', '1.23', '7', '40', '―'],\n",
       " ['635', '', 'elin__wikstrom', '―', '―', '―', '―', '166', '―'],\n",
       " ['636', '', 'jnicholson771', '13', '7.692%', '0.03', '―', '169', '―'],\n",
       " ['637', '', 'wordliferashawn', '304', '1.775%', '0.33', '114', '1,690', '―'],\n",
       " ['638', '', 'graciespringthorpex', '―', '―', '―', '―', '1,026', '―'],\n",
       " ['639', '', 'abi_fisherx', '―', '―', '―', '―', '572', '―'],\n",
       " ['640', '', 'paulinaananas', '―', '―', '―', '―', '816', '―'],\n",
       " ['641',\n",
       "  '',\n",
       "  'halofullservicesalon',\n",
       "  '96',\n",
       "  '7.738%',\n",
       "  '0.23',\n",
       "  '110',\n",
       "  '168',\n",
       "  '―'],\n",
       " ['642', '', 'tiffwilkinson', '325', '5.373%', '0.3', '2,205', '670', '―'],\n",
       " ['643', '', 'courtflemxo', '237', '17.608%', '0.03', '―', '1,346', '―'],\n",
       " ['644', '', 'r.acheljae', '―', '―', '―', '―', '938', '―'],\n",
       " ['645', '', 'd.baderin', '171', '46.341%', '0.1', '125', '123', '―'],\n",
       " ['646', '', 'babygirl_.k', '―', '―', '―', '―', '1,888', '―'],\n",
       " ['647', '', 'just.create._', '279', '2.291%', '0.3', '―', '1,353', '―'],\n",
       " ['648', '', 'lexkbell', '―', '―', '―', '―', '713', '―'],\n",
       " ['649', '', 'missywymer', '126', '18.806%', '0.03', '111', '670', '―'],\n",
       " ['650', '', 'siob.quorn', '―', '―', '―', '―', '911', '―'],\n",
       " ['651', '', 'd.j_ellis_jr', '52', '4.207%', '0.13', '―', '309', '―'],\n",
       " ['652', '', 'sassii_beast', '―', '―', '―', '―', '772', '―'],\n",
       " ['653', '', 'eazeezae', '10', '32.258%', '0.03', '25', '31', '―'],\n",
       " ['654',\n",
       "  '',\n",
       "  'affirmclothingapparel',\n",
       "  '46',\n",
       "  '2.424%',\n",
       "  '0.37',\n",
       "  '97',\n",
       "  '165',\n",
       "  '―'],\n",
       " ['655', '', '_pixler_', '765', '11.446%', '0.33', '―', '664', '―'],\n",
       " ['656', '', 'veramue', '―', '―', '―', '―', '922', '―'],\n",
       " ['657', '', 'itsellaruby', '321', '4.116%', '0.07', '―', '3,887', '―'],\n",
       " ['658', '', 'pimp_miya_', '―', '―', '―', '―', '66', '―'],\n",
       " ['659', '', 'pfrim_', '―', '―', '―', '―', '515', '―'],\n",
       " ['660', '', 'kodiefuller', '488', '2.446%', '0.1', '117', '6,624', '―'],\n",
       " ['661',\n",
       "  '',\n",
       "  'breakingsoundradio',\n",
       "  '968',\n",
       "  '0.41%',\n",
       "  '0.6',\n",
       "  '466',\n",
       "  '12,935',\n",
       "  '―'],\n",
       " ['662', '', '_jalley', '―', '―', '―', '―', '1,722', '―'],\n",
       " ['663', '', 'hyshler', '268', '7.581%', '0.1', '81', '1,174', '―'],\n",
       " ['664',\n",
       "  '',\n",
       "  'beautiful_yettaboo10',\n",
       "  '143',\n",
       "  '3.082%',\n",
       "  '0.1',\n",
       "  '―',\n",
       "  '1,525',\n",
       "  '―'],\n",
       " ['665', '', 'danikkajanee', '49', '28.125%', '0.17', '70', '32', '―'],\n",
       " ['666', '', 'kobsblack', '―', '―', '―', '―', '196', '―'],\n",
       " ['667', '', 'livnm8', '17', '28.333%', '0.03', '―', '60', '―'],\n",
       " ['668', '', 'sst7076', '―', '―', '―', '―', '48', '―'],\n",
       " ['669', '', '_lati_ife_', '―', '―', '―', '―', '121', '―'],\n",
       " ['670', '', 'mayowaa_', '―', '―', '―', '―', '567', '―'],\n",
       " ['671',\n",
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       "  'timblacksmith',\n",
       "  '3,160',\n",
       "  '3.372%',\n",
       "  '0.53',\n",
       "  '8,424',\n",
       "  '5,843',\n",
       "  '―'],\n",
       " ['672', '', 'fallon_de_anna', '38', '2.844%', '0.07', '―', '668', '―'],\n",
       " ['673', '', 'jae_boogz', '2,625', '6.885%', '0.47', '6,343', '2,716', '―'],\n",
       " ['674', '', 'jess.samms', '―', '―', '―', '―', '1,623', '―'],\n",
       " ['675', '', 'maame', '―', '―', '―', '―', '1,499', '―'],\n",
       " ['676', '', 'demimichy', '11', '1.187%', '0.03', '―', '927', '―'],\n",
       " ['677', '', 'bangagurl', '―', '―', '―', '―', '155', '―'],\n",
       " ['678', '', 'kat_hleenmiller', '779', '11.266%', '0.2', '643', '1,145', '―'],\n",
       " ['679', '', 'sircalvinbutler', '―', '―', '―', '―', '999', '―'],\n",
       " ['680', '', 'glitterboxxmafia', '―', '―', '―', '―', '26', '―'],\n",
       " ['681', '', 'khunjie.shologu', '―', '―', '―', '―', '18', '―'],\n",
       " ['682', '', 'saramarie1984', '―', '―', '―', '―', '183', '―'],\n",
       " ['683', '', 'shiwandasheard', '49', '3.598%', '0.07', '―', '667', '―'],\n",
       " ['684', '', 'germainebruining', '―', '―', '―', '―', '364', '―'],\n",
       " ['685',\n",
       "  '',\n",
       "  'iam_the_slay_gawd_',\n",
       "  '624',\n",
       "  '7.218%',\n",
       "  '0.3',\n",
       "  '1,226',\n",
       "  '956',\n",
       "  '―'],\n",
       " ['686', '', 'mecyver', '761', '5.491%', '0.27', '1,915', '1,730', '―'],\n",
       " ['687', '', 'amyfarre', '―', '―', '―', '―', '2,547', '―'],\n",
       " ['688', '', '_symphonysings', '165', '13.221%', '0.1', '447', '416', '―'],\n",
       " ['689', '', 'maisiescrivens', '68', '16%', '0.03', '―', '425', '―'],\n",
       " ['690',\n",
       "  '',\n",
       "  '2snapsandatwirl',\n",
       "  '2,964',\n",
       "  '2.359%',\n",
       "  '0.43',\n",
       "  '2,054',\n",
       "  '9,666',\n",
       "  '―'],\n",
       " ['691', '', 'daoshia123', '―', '―', '―', '―', '910', '―'],\n",
       " ['692', '', 'hannahberrymakes', '330', '3.897%', '0.23', '―', '1,206', '―'],\n",
       " ['693', '', 'nieceyz', '823', '3.694%', '0.5', '481', '1,462', '―'],\n",
       " ['694', '', 'magre372', '―', '―', '―', '―', '6', '―'],\n",
       " ['695',\n",
       "  '',\n",
       "  '_ebony_king_',\n",
       "  '24,744',\n",
       "  '1.498%',\n",
       "  '1.2',\n",
       "  '18,954',\n",
       "  '45,848',\n",
       "  '―'],\n",
       " ['696', '', 'fisstylesnaija', '248', '5.994%', '0.2', '―', '684', '―'],\n",
       " ['697', '', 'shanerarichardson', '197', '17.909%', '0.03', '―', '1,100', '―'],\n",
       " ['698', '', 'natydread21', '―', '―', '―', '―', '304', '―'],\n",
       " ['699', '', 'shagyafricanfashion', '27', '4.779%', '0.03', '―', '565', '―'],\n",
       " ['700', '', 'jim_makes_music', '―', '―', '―', '―', '263', '―'],\n",
       " ['701', '', 'santemoonie', '75', '6.261%', '0.07', '―', '591', '―'],\n",
       " ['702', '', 'meperkinsowen', '101', '6.904%', '0.1', '197', '478', '―'],\n",
       " ['703', '', 'm3gstarrr', '172', '78.182%', '0.13', '―', '55', '―'],\n",
       " ['704', '', 'nenyeasotie', '―', '―', '―', '―', '441', '―'],\n",
       " ['705', '', 'da_bombz', '―', '―', '―', '―', '2,083', '―'],\n",
       " ['706', '', 'asouthlondonstyle', '―', '―', '―', '―', '4,238', '―'],\n",
       " ['707', '', 'buzzs_tyle', '―', '―', '―', '―', '66', '―'],\n",
       " ['708', '', 'milly.thorpe_xx', '―', '―', '―', '―', '1,251', '―'],\n",
       " ['709',\n",
       "  '',\n",
       "  'savonn_champelle',\n",
       "  '2,345',\n",
       "  '2.73%',\n",
       "  '0.83',\n",
       "  '3,888',\n",
       "  '3,407',\n",
       "  '―'],\n",
       " ['710', '', 'elen_c_k', '―', '―', '―', '―', '77', '―'],\n",
       " ['711', '', 'mariamufundi', '338', '6.314%', '0.3', '106', '586', '―'],\n",
       " ['712', '', 'iam.confidenc', '79', '7.143%', '0.03', '―', '1,106', '―'],\n",
       " ['713', '', 'thedynamiczq', '―', '―', '―', '―', '2,707', '―'],\n",
       " ['714', '', 'besparta029', '―', '―', '―', '―', '764', '―'],\n",
       " ['715', '', 'therianking', '303', '6.242%', '0.07', '601', '2,419', '―'],\n",
       " ['716', '', 'itslalasworld_', '336', '5.23%', '0.13', '―', '1,606', '―'],\n",
       " ['717',\n",
       "  '',\n",
       "  'official_kondegang_fanpage',\n",
       "  '9',\n",
       "  '3.96%',\n",
       "  '0.07',\n",
       "  '11',\n",
       "  '101',\n",
       "  '―'],\n",
       " ['718', '', 'hyndrixvincent', '6', '4.58%', '0.03', '―', '131', '―'],\n",
       " ['719', '', 'valentinalindahl', '796', '31.51%', '0.1', '―', '841', '―'],\n",
       " ['720', '', 'talulah.bh', '―', '―', '―', '―', '468', '―'],\n",
       " ['721', '', 'phyldogg', '236', '21.913%', '0.03', '―', '1,077', '―'],\n",
       " ['722', '', 'vasjones_', '1,304', '5.537%', '0.33', '―', '2,348', '―'],\n",
       " ['723', '', '_yunggbre', '12', '3.488%', '0.07', '12', '172', '―'],\n",
       " ['724', '', 'kwazii_khalo', '―', '―', '―', '―', '562', '―'],\n",
       " ['725', '', 'bodybynae', '1,194', '1.403%', '0.37', '1,200', '7,698', '―'],\n",
       " ['726', '', '_aramasa', '―', '―', '―', '―', '1,091', '―'],\n",
       " ['727', '', 'stellakza', '―', '―', '―', '―', '298', '―'],\n",
       " ['728', '', 'indisingz', '171', '15.654%', '0.07', '650', '543', '―'],\n",
       " ['729', '', 'liaarthman', '―', '―', '―', '―', '527', '―'],\n",
       " ['730',\n",
       "  '',\n",
       "  'thereggaebrunch',\n",
       "  '3,130',\n",
       "  '0.545%',\n",
       "  '0.67',\n",
       "  '34,824',\n",
       "  '28,631',\n",
       "  '―'],\n",
       " ['731', '', 'perrin_is_sharin', '20', '16.529%', '0.03', '―', '121', '―'],\n",
       " ['732', '', 'amy.westray', '370', '20.109%', '0.07', '―', '920', '―'],\n",
       " ['733', '', 'ace_boogz_', '65', '4.18%', '0.03', '154', '1,555', '―'],\n",
       " ['734',\n",
       "  '',\n",
       "  'manuel_makamba_oficial',\n",
       "  '152',\n",
       "  '8.736%',\n",
       "  '0.13',\n",
       "  '54',\n",
       "  '435',\n",
       "  '―'],\n",
       " ['735', '', 'celinearbuah', '132', '8.98%', '0.07', '―', '735', '―'],\n",
       " ['736', '', 'tshego.leswalo', '39', '19.212%', '0.03', '―', '203', '―'],\n",
       " ['737', '', 'coopersmusicpage', '161', '10.582%', '0.13', '367', '378', '―'],\n",
       " ['738', '', 'ivan_illustrations', '308', '4.167%', '0.2', '―', '1,224', '―'],\n",
       " ['739', '', 'dan.ivan', '―', '―', '―', '―', '382', '―'],\n",
       " ['740',\n",
       "  '',\n",
       "  'romangianarthur',\n",
       "  '726',\n",
       "  '2.843%',\n",
       "  '0.03',\n",
       "  '2,392',\n",
       "  '25,531',\n",
       "  '-0.05%',\n",
       "  '-12'],\n",
       " ['741', '', 'frtchx', '1,221', '6.612%', '0.1', '―', '6,153', '-0.08%', '-5'],\n",
       " ['742',\n",
       "  '',\n",
       "  'glitzngrits',\n",
       "  '488',\n",
       "  '0.688%',\n",
       "  '0.13',\n",
       "  '1,560',\n",
       "  '17,713',\n",
       "  '-0.10%',\n",
       "  '-17'],\n",
       " ['743',\n",
       "  '',\n",
       "  'marzzofficiall',\n",
       "  '3,819',\n",
       "  '3.286%',\n",
       "  '0.3',\n",
       "  '5,346',\n",
       "  '12,893',\n",
       "  '-0.17%',\n",
       "  '-22'],\n",
       " ['744',\n",
       "  '',\n",
       "  'victoriaemes ',\n",
       "  '779',\n",
       "  '0.18%',\n",
       "  '0.1',\n",
       "  '24,862',\n",
       "  '143,801',\n",
       "  '-0.25%',\n",
       "  '-362'],\n",
       " ['745', '', 'thatgirlnandi', '―', '―', '―', '―', '7,627', '-0.35%', '-27'],\n",
       " ['746',\n",
       "  '',\n",
       "  'kendallpbeatz',\n",
       "  '170',\n",
       "  '0.726%',\n",
       "  '0.13',\n",
       "  '―',\n",
       "  '5,774',\n",
       "  '-0.36%',\n",
       "  '-21'],\n",
       " ['747', '', 'keepitjelle', '―', '―', '―', '―', '8,997', '-0.38%', '-34'],\n",
       " ['748',\n",
       "  '',\n",
       "  'bobbyfeeno ',\n",
       "  '185',\n",
       "  '0.081%',\n",
       "  '0.03',\n",
       "  '1,758',\n",
       "  '226,983',\n",
       "  '-0.42%',\n",
       "  '-966'],\n",
       " ['749',\n",
       "  '',\n",
       "  'thehook ',\n",
       "  '151,216',\n",
       "  '0.276%',\n",
       "  '1.83',\n",
       "  '692,191',\n",
       "  '994,560',\n",
       "  '-0.44%',\n",
       "  '-4,408'],\n",
       " ['750',\n",
       "  '',\n",
       "  'louiselabelle',\n",
       "  '79',\n",
       "  '0.425%',\n",
       "  '0.03',\n",
       "  '―',\n",
       "  '18,563',\n",
       "  '-0.47%',\n",
       "  '-88'],\n",
       " ['751',\n",
       "  '',\n",
       "  'jaxjones ',\n",
       "  '55,585',\n",
       "  '3.257%',\n",
       "  '0.3',\n",
       "  '41,157',\n",
       "  '189,139',\n",
       "  '-0.52%',\n",
       "  '-987'],\n",
       " ['752', '', 'fivefontaire', '―', '―', '―', '―', '2,023', '-1.22%', '-25'],\n",
       " ['753', '', 'loosechangemusic', '―', '―', '―', '―', '677', '-1.31%', '-9'],\n",
       " ['754',\n",
       "  '',\n",
       "  'unique.ciity',\n",
       "  '305',\n",
       "  '1.366%',\n",
       "  '0.1',\n",
       "  '2,474',\n",
       "  '7,329',\n",
       "  '-1.77%',\n",
       "  '-132'],\n",
       " ['755',\n",
       "  '',\n",
       "  'siboorsphotography',\n",
       "  'Saboor Bryant',\n",
       "  '1,498',\n",
       "  '1.411%',\n",
       "  '0.8',\n",
       "  '―',\n",
       "  '3,787',\n",
       "  '-24.31%',\n",
       "  '-1,216']]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lines = crowdtangle_data.splitlines()\n",
    "csv_data = []\n",
    "csv_data.append([\n",
    "    \"Rownum\", \"Insta\", \"Total Interactions\", \"Interaction Rate\", \"Avg. Posts Per Day\", \"Video Views\", \n",
    "    \"Followers\", \"Growth\"\n",
    "])\n",
    "for i, cell in enumerate(lines[21:]):\n",
    "    if cell == ' ':\n",
    "        csv_data.append([])\n",
    "    else:\n",
    "        csv_data[-1].append(cell)\n",
    "csv_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('/Users/joel/Desktop/catburns_recent_followers.csv', 'w') as fout:\n",
    "    w = csv.writer(fout)\n",
    "    w.writerows(csv_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<_csv.writer at 0x10a52e888>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  1  eatreatsmk\n",
      "  2  treasureosiria\n",
      "  3  iamparkerphillips\n",
      "  4  marinachello\n",
      "  5  eight9fly\n",
      "  6  j_fuller4 \n",
      "  7  loukashair\n",
      "  8  moniquejade1\n",
      "  9  ervinajohnson\n",
      "  10  julyjones \n",
      "  11  jennclemenamusic\n",
      "  12  sonnysocials\n",
      "  13  paygeturnermusic\n",
      "  14  iamadmt\n",
      "  15  sinner.free\n",
      "  16  vip_f.9\n",
      "  17  itsmegjsingh\n",
      "  18  kari____kari\n",
      "  19  genesnotjeans\n",
      "  20  stephaniecheapeofficial \n",
      "  21  alaydestyles\n",
      "  22  erykahbandeaux\n",
      "  23  justfrankmusic\n",
      "  24  joycrookes \n",
      "  25  rahbiraw\n",
      "  26  chef_singer\n",
      "  27  lukeburr \n",
      "  28  hgcapparel\n",
      "  29  therealjorrelmusic\n",
      "  30  bronaghcmonahan\n",
      "  31  cortneyhicksonair\n",
      "  32  shaniajoic\n",
      "  33  yogabaspam\n",
      "  34  dianaadi96\n",
      "  35  entrophy._.valeria\n",
      "  36  janne.vs.the.world\n",
      "  37  jerisspencer\n",
      "  38  ashluv20\n",
      "  39  varapskoy_kg\n",
      "  40  darealjewellz\n",
      "  41  saralousilv\n",
      "  42  makeupbyadesua\n",
      "  43  ruthlovesrudi\n",
      "  44  denzilcooper_colour\n",
      "  45  bin_omerh\n",
      "  46  na_givenchyy\n",
      "  47  cloud_kiyah22\n",
      "  48  flomatey\n",
      "  49  ruhani_345\n",
      "  50  han_eli5za\n",
      "  51  th3_studio\n",
      "  52  silence_kills310\n",
      "  53  fb_ddp\n",
      "  54  kirstymcdonagh\n",
      "  55  kristian.freeman\n",
      "  56  symonee._\n",
      "  57  rustamboyev_20_01\n",
      "  58  roza_vetrov13\n",
      "  59  fundi_sofa_tabata___relini\n",
      "  60  caztime_\n",
      "  61  khristinetolentinoyoga\n",
      "  62  notjustnicole\n",
      "  63  clairegordita\n",
      "  64  tbarb1\n",
      "  65  munyaradzi_mnyat_jeranyama\n",
      "  66  jusalifestyle\n",
      "  67  bab.ylon\n",
      "  68  afronerd92\n",
      "  69  irka9238\n",
      "  70  ladyvomg\n",
      "  71  alexoshaughnessymusic\n",
      "  72  eyeland.photog\n",
      "  73  daneyshkaaa\n",
      "  74  sidikov.03\n",
      "  75  dmsnidris\n",
      "  76  ockhuismicaela\n",
      "  77  kingjermaineee\n",
      "  78  arlenneepaulino\n",
      "  79  annagloa\n",
      "  80  _rebel_surya_\n",
      "  81  mal_adroite\n",
      "  82  cannedass\n",
      "  83  housecoatmommy\n",
      "  84  _gulo_x\n",
      "  85  chiglet\n",
      "  86  sarjaphillips\n",
      "  87  rorisangmawela\n",
      "  88  dalestjulesmusic\n",
      "  89  anordruther\n",
      "  90  ase.goddess\n",
      "  91  ayshardaker\n",
      "  92  damntoon\n",
      "  93  assel_jumabek\n",
      "  94  meeerraaah\n",
      "  95  zennorrosez\n",
      "  96  zilton_dos_santos_\n",
      "  97  hellooitsandy\n",
      "  98  _.iamjayy_\n",
      "  99  iconherbals\n",
      "  100  dvmi.ph\n",
      "  101  darkness_sharkzulu\n",
      "  102  annaablom\n",
      "  103  electra.a.a\n",
      "  104  jesusygod\n",
      "  105  el_picon\n",
      "  106  ihateeverythingunderlight\n",
      "  107  kiisa_murrieta\n",
      "  108  lepublicspace\n",
      "  109  virgokiwanis\n",
      "  110  bshennell\n",
      "  111  whatdedesays\n",
      "  112  andraealexander\n",
      "  113  ninajo_music\n",
      "  114  rafi_shamss\n",
      "  115  miz.kmj.78\n",
      "  116  antpluto\n",
      "  117  livefastslym\n",
      "  118  aliyavirji_\n",
      "  119  itsjademusic\n",
      "  120  sadeeyerhs\n",
      "  121  amplify_artists\n",
      "  122  entay.i\n",
      "  123  nayankchawda2\n",
      "  124  miya.donnelly\n",
      "  125  joanainsta\n",
      "  126  chisomuzokwe\n",
      "  127  shakathewise\n",
      "  128  daehollar\n",
      "  129  yikesitsjr\n",
      "  130  daniel_faumuina\n",
      "  131  jess_isagba\n",
      "  132  callmecager\n",
      "  133  ellieeball\n",
      "  134  denzel_sanders21\n",
      "  135  iam.masterkey\n",
      "  136  niamhbubb\n",
      "  137  mykal.ks\n",
      "  138  echo.ninja\n",
      "  139  adaira10\n",
      "  140  bayleyatkins\n",
      "  141  samiry316\n",
      "  142  jannifer_winget_hatim_\n",
      "  143  mbloomsmusic\n",
      "  144  m.w.a_lili\n",
      "  145  tadeuszan\n",
      "  146  kxng_bonezz\n",
      "  147  zan_.el\n",
      "  148  moraga.music\n",
      "  149  neasha_music\n",
      "  150  itsaboutsensory\n",
      "  151  yasminebale_\n",
      "  152  terence_music\n",
      "  153  lyssib\n",
      "  154  mass_oui\n",
      "  155  scoobydajawn\n",
      "  156  kai_gotfans\n",
      "  157  roxana_leiner\n",
      "  158  ells_diana\n",
      "  159  maksimalipov4\n",
      "  160  mattmilesfilms\n",
      "  161  poodie5232005\n",
      "  162  sofia_camporese\n",
      "  163  byno0427\n",
      "  164  lumonaakyemo\n",
      "  165  _mk_bass\n",
      "  166  nabounana911\n",
      "  167  kitchentravels\n",
      "  168  certi._drizzy\n",
      "  169  jhoncanta\n",
      "  170  rose2earth\n",
      "  171  shannaisastar\n",
      "  172  _6ailey_\n",
      "  173  kiyanak_\n",
      "  174  brad_p16\n",
      "  175  emmaeliseofficial\n",
      "  176  sh.yb2364\n",
      "  177  parramaira980\n",
      "  178  bill___ocean\n",
      "  179  qlxw\n",
      "  180  brittmo88\n",
      "  181  edilson_abdul\n",
      "  182  abstract_kat\n",
      "  183  nonhlengubane_20\n",
      "  184  ellals13\n",
      "  185  theemk_\n",
      "  186  culturestreamradio\n",
      "  187  duvaljefferson\n",
      "  188  itsnosajjaye\n",
      "  189  eat.outlondon\n",
      "  190  chry5ta1\n",
      "  191  nayla.music\n",
      "  192  jamelsworld1\n",
      "  193  vanessa_sibanda\n",
      "  194  snhung10\n",
      "  195  a1ianordin_\n",
      "  196  publicenemysectionwu\n",
      "  197  dawn441\n",
      "  198  fan.cy_kid\n",
      "  199  skaia.1\n",
      "  200  _jasdadutchz\n",
      "  201  othmanelgrouani\n",
      "  202  teranljm\n",
      "  203  _two18\n",
      "  204  imani._.0\n",
      "  205  kkatbro\n",
      "  206  avozdopretobr\n",
      "  207  indigo.viibe\n",
      "  208  annieecheevers\n",
      "  209  dontget_tired\n",
      "  210  transitioningcurls\n",
      "  211  azariah_oliver\n",
      "  212  edenrphotography\n",
      "  213  itscarknotmark\n",
      "  214  aliciamould\n",
      "  215  _phriendly\n",
      "  216  seannnyboy97\n",
      "  217  curly_serena\n",
      "  218  shantellekingofficial\n",
      "  219  ananas___________________\n",
      "  220  shxnia_\n",
      "  221  styledbybreceleeay\n",
      "  222  _bessem_237\n",
      "  223  rj_collins1998\n",
      "  224  x.avablack\n",
      "  225  captured.studio\n",
      "  226  redd_drummer_mann\n",
      "  227  2_i_l_6_o_2\n",
      "  228  tlnyonc\n",
      "  229  slaymiks_\n",
      "  230  alexcia_j\n",
      "  231  staying_woke_710\n",
      "  232  shanwavey\n",
      "  233  everyoneknowsgabe\n",
      "  234  imdivinejoy\n",
      "  235  nekjharris\n",
      "  236  raschan3\n",
      "  237  dboyzmusic\n",
      "  238  zara_jones__\n",
      "  239  shagunkatoch4\n",
      "  240  toproudtobeblack\n",
      "  241  __gabrielapadilha\n",
      "  242  bbychxr.s\n",
      "  243  will_ney_\n",
      "  244  briz_glowingdays\n",
      "  245  _nin2.0\n",
      "  246  cajunlaq225\n",
      "  247  call_him_x.o\n",
      "  248  dehmaciel\n",
      "  249  chessnotcheckers.0x\n",
      "  250  collins_blaq_255_official\n",
      "  251  pastuchaa_\n",
      "  252  janellapy_urban_hippie\n",
      "  253  itschristinety\n",
      "  254  shopsoulrebel\n",
      "  255  joeymaze_\n",
      "  256  kayleighadoherty\n",
      "  257  _kxreem\n",
      "  258  kendallwilli4ms\n",
      "  259  gv_035\n",
      "  260  mihail.jc\n",
      "  261  maiyah_g\n",
      "  262  hayley.snow\n",
      "  263  _isa.belleee_\n",
      "  264  __treasureo__\n",
      "  265  johnitacrysten\n",
      "  266  organic4lyfe\n",
      "  267  justintbaizas\n",
      "  268  anthonygenerette\n",
      "  269  coachdanirenee\n",
      "  270  pg13chris7\n",
      "  271  ranjesluther\n",
      "  272  barnaba_arts\n",
      "  273  pelolondon\n",
      "  274  queenof_4js\n",
      "  275  0livia._.mae\n",
      "  276  sangajellemia\n",
      "  277  garotodigital\n",
      "  278  ekhlmv\n",
      "  279  mshennesse\n",
      "  280  king.onye\n",
      "  281  flavoursome_\n",
      "  282  gayousra8\n",
      "  283  abbiepercy_\n",
      "  284  unleashed._\n",
      "  285  ikethawrita\n",
      "  286  incap._niyah\n",
      "  287  zola_mide\n",
      "  288  offixial_.kidd\n",
      "  289  jevon_teka22\n",
      "  290  peterlumambo_official\n",
      "  291  imleilafaustino\n",
      "  292  seth_sonder\n",
      "  293  dj_blankcheck\n",
      "  294  alemieux16\n",
      "  295  papouzee\n",
      "  296  lataviaarosee\n",
      "  297  jemimaaaa.x\n",
      "  298  aaimani_\n",
      "  299  iamlisaclaire\n",
      "  300  michellexox_x\n",
      "  301  sneila_classic\n",
      "  302  yukheisbabie\n",
      "  303  ashleyshadon\n",
      "  304  ayalevis\n",
      "  305  giveshbassi\n",
      "  306  flygirl.jen90sbaby\n",
      "  307  meemahjackson\n",
      "  308  clowpanicboy\n",
      "  309  joegrovesactor\n",
      "  310  h3lpm3pl3as384\n",
      "  311  aliceb_music\n",
      "  312  lexynailedit_\n",
      "  313  curlyhead_corey_\n",
      "  314  aquarius_prince_\n",
      "  315  sanctionedantonioguidetti\n",
      "  316  beebeerenz\n",
      "  317  taj.makeup_\n",
      "  318  kaint.jattz_\n",
      "  319  gebrinacoutee\n",
      "  320  tyreesehaynes\n",
      "  321  niylaann\n",
      "  322  nickirosepots\n",
      "  323  weaveslayer\n",
      "  324  hana_n4004\n",
      "  325  tasha.mainn\n",
      "  326  byronm60\n",
      "  327  megankellyx3\n",
      "  328  quay_mason\n",
      "  329  lestcrouch_\n",
      "  330  likeblackboys\n",
      "  331  camila_arrigo\n",
      "  332  zoe.mortelmans\n",
      "  333  sunnynihilist\n",
      "  334  brandobean\n",
      "  335  amilka_offiacial\n",
      "  336  jawzeezy\n",
      "  337  real_guzzler\n",
      "  338  biggdisneygal\n",
      "  339  olivia_harpist\n",
      "  340  beeboisseau\n",
      "  341  _juliajordan\n",
      "  342  iamniji._nimi\n",
      "  343  ajay.murky\n",
      "  344  meghanrmiddleton\n",
      "  345  raw.maz\n",
      "  346  alltheravo\n",
      "  347  alexinaboxx\n",
      "  348  ryandromusic\n",
      "  349  bas_kari_ka_ducati\n",
      "  350  _keva_g\n",
      "  351  tytruscorpio\n",
      "  352  bluemberbooks\n",
      "  353  wumipopoola__\n",
      "  354  amaessien_3\n",
      "  355  gira_soule\n",
      "  356  _envy.arii\n",
      "  357  brotherhami\n",
      "  358  cocoaliciousbaby\n",
      "  359  aimee.jackson.50309\n",
      "  360  laprincessleonard\n",
      "  361  mr_black_jesus\n",
      "  362  christelmulongoy\n",
      "  363  kylaj.m\n",
      "  364  jonesia_luv\n",
      "  365  saridae\n",
      "  366  a_true_jem\n",
      "  367  danny_.2k07\n",
      "  368  guadadm_\n",
      "  369  emilyparis_\n",
      "  370  _issa.platy69_tz\n",
      "  371  tamaracarmen\n",
      "  372  c__laud\n",
      "  373  ddturnerspages\n",
      "  374  3k_risadas\n",
      "  375  desta_oculi\n",
      "  376  tee.exclusive.x\n",
      "  377  annabellegoozee\n",
      "  378  th0ughtful_rose\n",
      "  379  dylanrosesmith\n",
      "  380  talia.annn\n",
      "  381  nevaeh_das.it\n",
      "  382  melissa_eleni\n",
      "  383  briggukgirly_\n",
      "  384  japhneia\n",
      "  385  iamamiramusic\n",
      "  386  ny_lyks\n",
      "  387  bojonne\n",
      "  388  iamandysenatus\n",
      "  389  princeayende\n",
      "  390  anniehopkinsx\n",
      "  391  desireedrobinson\n",
      "  392  popchellie\n",
      "  393  littlemixxtouch\n",
      "  394  themayneevent\n",
      "  395  play__luke\n",
      "  396  heaven.grimes08\n",
      "  397  myssperri\n",
      "  398  powell_luce\n",
      "  399  giancabelin\n",
      "  400  etrinitymabry\n",
      "  401  _hayleycarlin_\n",
      "  402  ayessaitch\n",
      "  403  wytotpodcast\n",
      "  404  sarita.xo\n",
      "  405  ogendidi\n",
      "  406  o_reoluwa_\n",
      "  407  emanuelly9225\n",
      "  408  lera_marchuk\n",
      "  409  therealtonyc\n",
      "  410  journeyofmarie\n",
      "  411  dareal.yanaaa_\n",
      "  412  ay.an.na\n",
      "  413  racheljoylamb\n",
      "  414  osarentin4557\n",
      "  415  revtjerrodlanesr\n",
      "  416  crafty_to_a_t\n",
      "  417  coleyadams7\n",
      "  418  vic_cings_\n",
      "  419  skullcrushersmith43\n",
      "  420  qumeasuo\n",
      "  421  midget_kay\n",
      "  422  itz_realms\n",
      "  423  pauulagraciia\n",
      "  424  apeacefulmind__\n",
      "  425  _holliegee\n",
      "  426  n3daj_\n",
      "  427  amjacheessentials\n",
      "  428  sajkowika_\n",
      "  429  lala_adasia\n",
      "  430  deenine_boy\n",
      "  431  lucie_pearson\n",
      "  432  funkilsdonk\n",
      "  433  admclouston\n",
      "  434  __.manti\n",
      "  435  dejwan_\n",
      "  436  jeremysylvanise\n",
      "  437  sheismagic\n",
      "  438  mariana.baps\n",
      "  439  junior_theolus\n",
      "  440  niyahz\n",
      "  441  mcnair8914\n",
      "  442  withoutfurtheradu\n",
      "  443  miikii_thaproducer\n",
      "  444  mahboub_nura\n",
      "  445  aaronjames216\n",
      "  446  shanicecaprice\n",
      "  447  lshcooper\n",
      "  448  gedoni_boanerges\n",
      "  449  nicewarrigal1\n",
      "  450  raneemishaban\n",
      "  451  its.kylaaa05\n",
      "  452  jozzy_51\n",
      "  453  teeemantv\n",
      "  454  _emilymacdougall\n",
      "  455  ana_queen0200\n",
      "  456  lucky_ladymh\n",
      "  457  elinamarleena\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  458  kayla_cuteas21\n",
      "  459  titi_b456\n",
      "  460  kwakuspriggs\n",
      "  461  kxngeats\n",
      "  462  mulbahhh\n",
      "  463  nihalverma38\n",
      "  464  marieg37\n",
      "  465  terrellantwon_\n",
      "  466  lynorigriffin\n",
      "  467  davedthekid\n",
      "  468  joshchippendale_\n",
      "  469  _.jxde.___\n",
      "  470  alexandraxmx\n",
      "  471  conor_jamesiv\n",
      "  472  minacoconutz\n",
      "  473  faiyaz_barbiana\n",
      "  474  agape_gcwabss\n",
      "  475  mae_likethemonth\n",
      "  476  __tireless\n",
      "  477  wesleywilliams2009\n",
      "  478  g5madethetrack\n",
      "  479  omari_darnell\n",
      "  480  the_chicken24\n",
      "  481  avidclinic\n",
      "  482  cahlebb\n",
      "  483  smael_doubai\n",
      "  484  _.annecia\n",
      "  485  keziahhodgson\n",
      "  486  _royalthroughpressure\n",
      "  487  shd.ertn\n",
      "  488  bermudezdwvan\n",
      "  489  stefanboateng\n",
      "  490  bkalm\n",
      "  491  kishanbansare8\n",
      "  492  onlyspaulding\n",
      "  493  abigail.adeyales\n",
      "  494  gravieldf\n",
      "  495  freshprinceera\n",
      "  496  theoriginal_kingduke\n",
      "  497  r.shanice.t\n",
      "  498  kingrojae\n",
      "  499  kinghinds_6\n",
      "  500  xlt._goon\n",
      "  502  yvng_cafro\n",
      "  503  georgieleroux\n",
      "  504  shawnie.nyc\n",
      "  505  whitecottoninteriors\n",
      "  506  ele.pb\n",
      "  507  lifeandstylesofkira\n",
      "  508  queenmpromotions\n",
      "  509  lanette1969\n",
      "  510  brandonjlarge\n",
      "  511  blacbarbie42\n",
      "  512  erika_conceicao2005\n",
      "  513  itzniyababyyy\n",
      "  514  bertieboi_\n",
      "  515  high__demandd\n",
      "  516  keygajiya\n",
      "  517  x_mopelade_x\n",
      "  518  aaron_seafous\n",
      "  519  heartlesskj\n",
      "  520  artwerkbytiffany\n",
      "  521  dylan_mavakla\n",
      "  522  teelee_11\n",
      "  523  tainui_dixon_\n",
      "  524  danihobbsmusic\n",
      "  525  katieb_manuel\n",
      "  526  narcissistic_atreyam\n",
      "  527  akirajahanna\n",
      "  528  pamelaaaa_xxo\n",
      "  529  bendekirenk\n",
      "  530  chaechaeduhhh\n",
      "  531  bownieee.06\n",
      "  532  galactictribe\n",
      "  533  mr__cacao\n",
      "  534  emmarobinson0\n",
      "  535  13thhashira\n",
      "  536  tokyo_hippiee\n",
      "  537  o.griot\n",
      "  538  beckyylaura96\n",
      "  539  atty_manxane\n",
      "  540  d.s.production\n",
      "  541  sincerely_vii\n",
      "  542  jodieannkelly_\n",
      "  543  kingkamenatz\n",
      "  544  d.k.artlife215\n",
      "  545  mayataavon\n",
      "  546  eccentric_nalani\n",
      "  547  sick___g.iuli\n",
      "  548  musicbyzehra\n",
      "  549  willisrose_\n",
      "  550  newamontani\n",
      "  551  denzel.ian\n",
      "  552  shalomngor\n",
      "  553  dr_komi_hits\n",
      "  554  loren1992\n",
      "  555  nezacharmae\n",
      "  556  fighthewards\n",
      "  557  ericanoterykah\n",
      "  558  daviniakay\n",
      "  559  kholo_feylo\n",
      "  560  why_amisodope\n",
      "  561  chill.itsjustv\n",
      "  562  mrsmlwalker\n",
      "  563  shayymar__\n",
      "  564  lamarscruggs\n",
      "  565  adidinouo\n",
      "  566  rabiyakiyeyeu00\n",
      "  567  mannychekuri\n",
      "  568  judylabeaute\n",
      "  569  _.toola._\n",
      "  570  anthony_the_virgo\n",
      "  571  bridget.eaton\n",
      "  572  msnickhali7\n",
      "  573  terrybigboihall\n",
      "  574  iambirchahal\n",
      "  575  _.aniela.__\n",
      "  576  supreme.reynaaa\n",
      "  577  v.eyonce\n",
      "  578  jaejaerose\n",
      "  579  rebecca.elizabethx\n",
      "  580  axmed.ova3444\n",
      "  581  nickhailr\n",
      "  582  ckabango\n",
      "  583  oamamusic\n",
      "  584  broganmcfarlane\n",
      "  585  purewdumaa\n",
      "  586  justgroovin\n",
      "  587  puppentanzen\n",
      "  588  kyo.nne\n",
      "  589  yonata.a\n",
      "  590  b_trisss\n",
      "  591  ladyketha78\n",
      "  592  highxpose\n",
      "  593  omgitstien\n",
      "  594  gavinboucherr\n",
      "  595  nadiakhrsd\n",
      "  596  jarjmusic\n",
      "  597  itzjenesus\n",
      "  598  iamdj100grand\n",
      "  599  oh.my.livia\n",
      "  600  brionne._\n",
      "  601  cliffleeagency\n",
      "  602  martaazenaidada\n",
      "  603  leoniglesiass\n",
      "  604  the_sadia\n",
      "  605  squeaky_pip\n",
      "  606  x.o.suzy\n",
      "  607  sasha.layelle\n",
      "  608  sym_dimples\n",
      "  609  supermarioland\n",
      "  610  this_munachimso\n",
      "  611  matlhodi_marcia\n",
      "  612  rosieeverard\n",
      "  613  ariesreloaded\n",
      "  614  supemma\n",
      "  615  lula_bay_\n",
      "  616  posterboypretty\n",
      "  617  naelle_ln\n",
      "  618  alicecharley\n",
      "  619  harmonybrownwizzy\n",
      "  620  helenambodo.mbodo\n",
      "  621  marquisenelson_sutton\n",
      "  622  nasrin.jb\n",
      "  623  poetry.by.darcy\n",
      "  624  yatvavintage\n",
      "  625  official_edreez\n",
      "  626  numba.1.cub\n",
      "  627  _its_tasha\n",
      "  628  prometheusjackson\n",
      "  629  afuae\n",
      "  630  nanc_97\n",
      "  631  sniperwiti\n",
      "  632  escapetosouvenir\n",
      "  633  babayan_alen\n",
      "  634  xiele_archives\n",
      "  635  elin__wikstrom\n",
      "  636  jnicholson771\n",
      "  637  wordliferashawn\n",
      "  638  graciespringthorpex\n",
      "  639  abi_fisherx\n",
      "  640  paulinaananas\n",
      "  641  halofullservicesalon\n",
      "  642  tiffwilkinson\n",
      "  643  courtflemxo\n",
      "  644  r.acheljae\n",
      "  645  d.baderin\n",
      "  646  babygirl_.k\n",
      "  647  just.create._\n",
      "  648  lexkbell\n",
      "  649  missywymer\n",
      "  650  siob.quorn\n",
      "  651  d.j_ellis_jr\n",
      "  652  sassii_beast\n",
      "  653  eazeezae\n",
      "  654  affirmclothingapparel\n",
      "  655  _pixler_\n",
      "  656  veramue\n",
      "  657  itsellaruby\n",
      "  658  pimp_miya_\n",
      "  659  pfrim_\n",
      "  660  kodiefuller\n",
      "  661  breakingsoundradio\n",
      "  662  _jalley\n",
      "  663  hyshler\n",
      "  664  beautiful_yettaboo10\n",
      "  665  danikkajanee\n",
      "  666  kobsblack\n",
      "  667  livnm8\n",
      "  668  sst7076\n",
      "  669  _lati_ife_\n",
      "  670  mayowaa_\n",
      "  671  timblacksmith\n",
      "  672  fallon_de_anna\n",
      "  673  jae_boogz\n",
      "  674  jess.samms\n",
      "  675  maame\n",
      "  676  demimichy\n",
      "  677  bangagurl\n",
      "  678  kat_hleenmiller\n",
      "  679  sircalvinbutler\n",
      "  680  glitterboxxmafia\n",
      "  681  khunjie.shologu\n",
      "  682  saramarie1984\n",
      "  683  shiwandasheard\n",
      "  684  germainebruining\n",
      "  685  iam_the_slay_gawd_\n",
      "  686  mecyver\n",
      "  687  amyfarre\n",
      "  688  _symphonysings\n",
      "  689  maisiescrivens\n",
      "  690  2snapsandatwirl\n",
      "  691  daoshia123\n",
      "  692  hannahberrymakes\n",
      "  693  nieceyz\n",
      "  694  magre372\n",
      "  695  _ebony_king_\n",
      "  696  fisstylesnaija\n",
      "  697  shanerarichardson\n",
      "  698  natydread21\n",
      "  699  shagyafricanfashion\n",
      "  700  jim_makes_music\n",
      "  701  santemoonie\n",
      "  702  meperkinsowen\n",
      "  703  m3gstarrr\n",
      "  704  nenyeasotie\n",
      "  705  da_bombz\n",
      "  706  asouthlondonstyle\n",
      "  707  buzzs_tyle\n",
      "  708  milly.thorpe_xx\n",
      "  709  savonn_champelle\n",
      "  710  elen_c_k\n",
      "  711  mariamufundi\n",
      "  712  iam.confidenc\n",
      "  713  thedynamiczq\n",
      "  714  besparta029\n",
      "  715  therianking\n",
      "  716  itslalasworld_\n",
      "  717  official_kondegang_fanpage\n",
      "  718  hyndrixvincent\n",
      "  719  valentinalindahl\n",
      "  720  talulah.bh\n",
      "  721  phyldogg\n",
      "  722  vasjones_\n",
      "  723  _yunggbre\n",
      "  724  kwazii_khalo\n",
      "  725  bodybynae\n",
      "  726  _aramasa\n",
      "  727  stellakza\n",
      "  728  indisingz\n",
      "  729  liaarthman\n",
      "  730  thereggaebrunch\n",
      "  731  perrin_is_sharin\n",
      "  732  amy.westray\n",
      "  733  ace_boogz_\n",
      "  734  manuel_makamba_oficial\n",
      "  735  celinearbuah\n",
      "  736  tshego.leswalo\n",
      "  737  coopersmusicpage\n",
      "  738  ivan_illustrations\n",
      "  739  dan.ivan\n",
      "  740  romangianarthur\n",
      "  741  frtchx\n",
      "  742  glitzngrits\n",
      "  743  marzzofficiall\n",
      "  744  victoriaemes \n",
      "  745  thatgirlnandi\n",
      "  746  kendallpbeatz\n",
      "  747  keepitjelle\n",
      "  748  bobbyfeeno \n",
      "  749  thehook \n",
      "  750  louiselabelle\n",
      "  751  jaxjones \n",
      "  752  fivefontaire\n",
      "  753  loosechangemusic\n",
      "  754  unique.ciity\n",
      "  755  siboorsphotography\n"
     ]
    }
   ],
   "source": [
    "for i, cell in enumerate(lines[21:]):\n",
    "    if cell == ' ':\n",
    "        print(cell, lines[21 + i+1], lines[21 + i+2], lines[21 + i+3])\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.1"
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 },
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 "nbformat_minor": 2
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