change.org-comments_similarity.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "1e85750f-e5b5-49e3-ae8a-e5bb2afad3c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from get_milestones import main\n",
    "from path import Path\n",
    "import os\n",
    "from collections import Counter\n",
    "import time\n",
    "from tqdm.auto import tqdm\n",
    "from Levenshtein import distance as lev\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "import difflib\n",
    "from bs4 import BeautifulSoup\n",
    "from multiprocessing import Pool\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "bc7117de-7be1-489f-9a2d-a697f13dbc6d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('./data/all_petitions_comments_20211112-095033.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "5292e4cd-6899-4213-a816-2e306d6c2f87",
   "metadata": {},
   "outputs": [],
   "source": [
    "comments = list(df.comment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "b9a18c3b-8694-4fbc-acdf-1068b4fb8945",
   "metadata": {},
   "outputs": [],
   "source": [
    "def preprocess_comment(c):\n",
    "    # removing HTML tags\n",
    "    c = BeautifulSoup(c, \"lxml\").text\n",
    "    \n",
    "    # replacing newlines with a space\n",
    "    c = c.replace(\"\\n\", \" \")\n",
    "    \n",
    "    # removing non-alphanumeric characters\n",
    "    c = re.sub(r'[^A-Za-z0-9. ]+', ' ', c)\n",
    "    \n",
    "    # replacing multiple spaces with a single one\n",
    "    c = ' '.join(c.split())\n",
    "    \n",
    "    # to lowercase\n",
    "    c = c.lower()\n",
    "    \n",
    "    return c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "2d6c6e1e-c650-49f4-88aa-85e38d186e8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def map_parallel(array, fcn):\n",
    "    with Pool(4) as p:\n",
    "        array_out = list(tqdm(p.imap(fcn, array), total=len(array)))\n",
    "        \n",
    "    return array_out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e8291a78-1bd8-4def-b0f8-4a878c6ad43a",
   "metadata": {},
   "outputs": [],
   "source": [
    "comments_processed = map_parallel(comments, preprocess_comment)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "b5f93fa2-cba4-4062-90e3-315e6500c972",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([2.7198e+04, 5.0000e+00, 1.0000e+00, 4.0000e+00, 0.0000e+00,\n",
       "        6.0000e+00, 8.0000e+00, 1.0000e+00, 6.0000e+00, 9.0000e+00]),\n",
       " array([    0. ,  6440.2, 12880.4, 19320.6, 25760.8, 32201. , 38641.2,\n",
       "        45081.4, 51521.6, 57961.8, 64402. ]),\n",
       " <BarContainer object of 10 artists>)"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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uKdZxN/Bt4P8YHBXcyKAf+mng68C/D/2lB7i9q/krwMLQen4PWOpebx8aXwAOd5/5W1acCBqx9jcw+O/nl4HHu9e1s1A/8IvAF7vaDwN/3o1f0f3jWmIQlud14y/t5pe65VcMrevdXX1HGbqy4VzsY5wc7jNRe1fnl7rXkefXPwv7TbfuVwOL3b7zcQbhPBO19315+wFJatAs99wlSasw3CWpQYa7JDXIcJekBhnuktQgw12SGmS4S1KD/h+TQpqJX9OdmgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(list(map(len, comments_processed)), log=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "7c943f7b-45de-457e-af0f-594ff3f59f3a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def mentioning(c):\n",
    "    return 'amber heard' in c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "d30cbd3b-01c6-4f2a-a65b-4379a9d78931",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "01ff1180f1d5435eb8ba8f4e580631aa",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/27238 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "comments_mentioning = [c for c in tqdm(comments_processed) if mentioning(c)]\n",
    "orig_index_mentioning = [i for i, c in enumerate(comments_processed) if mentioning(c)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "90a0d73d-8d0a-4ac9-ac66-da6f9b0d0d1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([3.136e+03, 4.800e+01, 9.000e+00, 2.000e+00, 1.000e+00, 4.000e+00,\n",
       "        3.000e+00, 0.000e+00, 1.000e+00, 3.000e+00]),\n",
       " array([  13. ,  932.1, 1851.2, 2770.3, 3689.4, 4608.5, 5527.6, 6446.7,\n",
       "        7365.8, 8284.9, 9204. ]),\n",
       " <BarContainer object of 10 artists>)"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(list(map(len, comments_mentioning)), log=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "id": "fada5cd7-8642-4d6b-a497-1e1aa113c4a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3207"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(comments_mentioning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "55fe681f-bb1e-48cc-b848-d53cc38cd622",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('the', 26880),\n",
       " ('and', 24989),\n",
       " ('a', 18179),\n",
       " ('to', 18098),\n",
       " ('is', 15215),\n",
       " ('of', 15197),\n",
       " ('i', 11246),\n",
       " ('in', 10626),\n",
       " ('she', 9834),\n",
       " ('johnny', 8315),\n",
       " ('that', 7957),\n",
       " ('for', 7755),\n",
       " ('he', 7546),\n",
       " ('s', 7078),\n",
       " ('be', 6419),\n",
       " ('her', 6353),\n",
       " ('not', 6217),\n",
       " ('this', 6167),\n",
       " ('depp', 6028),\n",
       " ('amber', 5803),\n",
       " ('it', 5768),\n",
       " ('was', 5029),\n",
       " ('with', 4620),\n",
       " ('as', 4211),\n",
       " ('heard', 4105),\n",
       " ('an', 4061),\n",
       " ('t', 4007),\n",
       " ('his', 3843),\n",
       " ('because', 3685),\n",
       " ('no', 3473)]"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Counter(' '.join(comments_processed).split()).most_common(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "id": "6e3f3714-5766-4ffe-9781-e7bbfac352b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6d95be050c2249ef9c4807162b17c64b",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/2752 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fuck amber heard 173 171\n",
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      "1040249785 Callie Ferguson CA hollywood-boycott-aquaman-2-amber-heard\n",
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      "888741453 Dusten Leibert US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1124744341 Austin Tow US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1166329767 Gino Chourbagi CA warner-brothers-give-johnny-deep-his-roles-back\n",
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      "1076371300 Andy Reyes US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1010299657 Nykara Williams US warner-brothers-give-johnny-deep-his-roles-back\n",
      "971743684 Ayden Hoffman US warner-brothers-give-johnny-deep-his-roles-back\n",
      "753779653 Dominic Campbell AU warner-brothers-give-johnny-deep-his-roles-back\n",
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      "1162753920 Andre Gomez US warner-brothers-give-johnny-deep-his-roles-back\n",
      "838827472 Brandon Harvey US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1133476592 John F US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1136846621 Myles Baney US warner-brothers-give-johnny-deep-his-roles-back\n",
      "872980631 Austain Leduc US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1162273963 Ryan Sansbury US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1138884264 Taylor Royal US warner-brothers-give-johnny-deep-his-roles-back\n",
      "553765049 Amy Ibarra US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1162242557 Daniel Sullivan US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1117034127 Obama Binladen CA warner-brothers-give-johnny-deep-his-roles-back\n",
      "1162198641 R G US warner-brothers-give-johnny-deep-his-roles-back\n",
      "837523126 Colton Guernsey US warner-brothers-give-johnny-deep-his-roles-back\n",
      "836808539 Kaiden Taylor US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1215194656 Pranay Mevawala IN dc-entertainment-remove-amber-heard-from-aquaman-2\n",
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      "1124304938 Shirin Rahgozar US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
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      "926114076 Ethan Gutberlet US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
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      "1046414001 Ashley Gibson US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
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      "933887247 Twunt Fundle US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "899353256 Lee Docchar NZ dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1013831936 Cole trumbo US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1049719534 Jade Castro US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1011715470 Thatcher Creech US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1117124935 Dylan Kraus US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "957848036 Marley Highlander US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "960313695 Roman Monteleone US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1099377335 Keely Bowman US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "977850560 Dov Wolbe US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1041952459 Meme Thief US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "13738717 Tabatha Waldon US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "852153826 Jesse Julian US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "917260324 Duncan Whyte ZA dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "889657317 Duane Heinrich US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "893103047 Holy Jesus US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "931482559 Savannah Sutherland US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "855488500 Austin Waboose CA dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "918978688 Vicente Gonzalez US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1160339080 Christopher Varga US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "406737203 Annie Huyen US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1029960718 Shelbi Tamlin CA dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "497728004 Angel Meynell NZ dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1010697829 Faith Yorke CA dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "678778682 Jas Saroya CA dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1080178291 Daniel Pablo US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1124811812 Giovanni Davila-Corso US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "64652389 Nick Hinkell US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "681861086 Brianna Gibbons US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "915801840 kyra canning CA johnnydeppisinnocent\n",
      "931265037 Nicolas Owens US everyone-boycott-warner-brothers-for-blatantly-ignoring-the-proof-that-jonny-depp-is-innocent\n",
      "940345790 Haase Haase US everyone-boycott-warner-brothers-for-blatantly-ignoring-the-proof-that-jonny-depp-is-innocent\n",
      "851026735 Jacob Knight US everyone-boycott-warner-brothers-for-blatantly-ignoring-the-proof-that-jonny-depp-is-innocent\n",
      "1011909020 Tabitha Hoyt US everyone-boycott-warner-brothers-for-blatantly-ignoring-the-proof-that-jonny-depp-is-innocent\n",
      "724982657 Jennifer Daniele US everyone-boycott-warner-brothers-for-blatantly-ignoring-the-proof-that-jonny-depp-is-innocent\n",
      "1005445985 Ian Steward US disney-stop-disney-removing-jack-sparrow\n",
      "970762680 Bee Bumble US warner-brothers-remove-amber-heard-from-aquaman-2-f43643eb-dce2-411c-82e1-c234eeb64c13\n",
      "1172208572 Matthew Tatum US warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "1165659436 Kyle Westland US warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "908293327 Ellis Temlak US warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "2459320 renee hagon CA warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "1009403338 Brenden Woyahn US warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "1162621958 Joshua Brooks GB warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "1125335898 Joshua Carter US warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "823945717 Sam Woltjer US warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "1162301808 James Cook US warner-brothers-boycott-aquaman-2-and-l-oreal\n",
      "581460065 Gabriel Estrada US everyone-replace-amber-heard-with-jacksepticeye-in-auqaman\n",
      "1165566903 Tony Simmons US warner-brothers-boycott-warner-bros-until-they-fire-amber-heard\n",
      "1115978806 paul fitzpatrick CA l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1162684554 Jonathan Castellanos US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1133093075 Nicole Soto US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "876207781 Daniel Garvey CA l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1102650780 tuscan crandall US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "439164986 Nathaniel Clem US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "857359687 Francesca Morgan GB l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "312220041 Brittany Dreger CA l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1163739372 BreeYanna Matheny US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1163565402 James Stoves AU l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1045092239 Bashar Alroumi SA l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "951327803 Andy Bonham AU l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1117079357 Pavel Turek CZ l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1143057822 Dylan Beach US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1151371097 Jesse Pasillas US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1163317414 Angel Hamilton US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1013531276 Gunnar Garbanzo US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "843954512 Alex Reed US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "950314972 Drew Fitzpatrick US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1145676954 Jackson Thornton US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "978018352 Angel Zamora US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "918729973 Veronica Rausch US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "917328509 Anastasia Hannah GB l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1160364435 Harrison Deane US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1129438284 Bastyn Randolph US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "90643960 David Marjanović HR l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "904057125 John Smith US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1125267743 I dont Know US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1051455259 Melissa Bokelman US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1160309698 Charles Patton US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "976751516 Tyler Turner US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1022176780 Jacob Duong-Tran US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1037247198 Michelle Hörnschemeyer DE l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1158217942 Lestat Macadaan PH l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "204974231 Albert Clifford-Slater GB l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "72375280 Arielle Walker US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1133066998 Carolyn Grey US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "449702786 Jacklyn Coomes US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1040003881 Dheeraj Prakash MY l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "320563035 haley mock US justice-for-johnny-depp\n",
      "926944046 Ryan Licce US justice-for-johnny-depp\n",
      "1168932021 juliana davila US justice-for-johnny-depp\n",
      "885879338 Kirsten Hawke US justice-for-johnny-depp\n",
      "1134589135 Yannick Eleuthere LC justice-for-johnny-depp\n",
      "591509711 Austin Hester US justice-for-johnny-depp\n",
      "331888439 Emily May GB justice-for-johnny-depp\n",
      "1003988042 Jimmy Nuetron US justice-for-johnny-depp\n",
      "1048430883 Colin Smiley US justice-for-johnny-depp\n",
      "977752230 Isaac Harvey AU justice-for-johnny-depp\n",
      "885829186 Terry Dexter US justice-for-johnny-depp\n",
      "1000119117 Duncan Comstock US justice-for-johnny-depp\n",
      "1011970883 Noah Smith US justice-for-johnny-depp\n",
      "1090880995 Olivia Ferguson US justice-for-johnny-depp\n",
      "1163643027 Mathew Brjdj US justice-for-johnny-depp\n",
      "1163617644 Eli Carman US justice-for-johnny-depp\n",
      "1161660890 Caitlin Mortimer ZA justice-for-johnny-depp\n",
      "1140173276 Alex Conlon GB justice-for-johnny-depp\n",
      "289463193 Oliva Stoker US justice-for-johnny-depp\n",
      "819473557 Nathaniel Berry US justice-for-johnny-depp\n",
      "670026932 Daniel Bullock US justice-for-johnny-depp\n",
      "26386826 bob bill US justice-for-johnny-depp\n",
      "950314972 Drew Fitzpatrick US justice-for-johnny-depp\n",
      "1136092637 Taimur Khan PK justice-for-johnny-depp\n",
      "1163013027 Edwin Gomez US justice-for-johnny-depp\n",
      "1160345822 Austin Nelson US justice-for-johnny-depp\n",
      "922199882 Antonios Boudreau US justice-for-johnny-depp\n",
      "1156453170 kai saddler US justice-for-johnny-depp\n",
      "1162659545 Eli Turner US justice-for-johnny-depp\n",
      "855443966 AJ Williams US justice-for-johnny-depp\n",
      "868802431 Duke Kurgett US justice-for-johnny-depp\n",
      "1129579022 Conrad Jean US justice-for-johnny-depp\n",
      "76989494 Sarah Vossler US justice-for-johnny-depp\n",
      "1011107722 Shayan Aamir US justice-for-johnny-depp\n",
      "877868076 Esraa Elbehery EG justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is an abuser 24 24\n",
      "1170861517 Karla Cisneros US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "16351887 Michelle Wilson US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "778977511 Eliasz Sobinski GB dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "842594913 Walker Jefferson US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1124093012 Nevaeh Boyd US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "846505873 Amira Hammoud CA dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "919063006 Erika Cruz US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1086106569 sam byndom US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1124658967 Jackelyne Anaya US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1164868370 Matthew Tomlin US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1123112982 Lily Hannay AU dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "763095241 Santiago Perez CO dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "229186331 Charlie Allison GB warner-brothers-boycott-aquaman-2-and-l-oreal\n",
      "934435330 Amy Lake US warner-brothers-boycott-aquaman-2-and-l-oreal\n",
      "1032336420 Seth Cruz US united-states-supreme-court-put-amber-heard-behind-bars\n",
      "214952611 Abbi Hosking AU l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "36593319 Christopher Casiano US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "895230567 Lord Nocturnal GH l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "785044378 Haley Dyer US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1162974388 Perrin Leslie US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "27935252 brenda brown CA l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "989233821 Сусанна Маркарян RU l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "867647725 Marina Moura BR l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "766874983 Daniel Luna US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a liar 19 14\n",
      "969956832 Mary Turney US hollywood-boycott-aquaman-2-amber-heard\n",
      "969956832 Mary Turney US change-org-blacklist-amber-heard-from-hollywood\n",
      "458285850 Kathy Hisey US warner-brothers-give-johnny-deep-his-roles-back\n",
      "2538604 Corrie Neyrinck CA warner-brothers-give-johnny-deep-his-roles-back\n",
      "1163775926 Sarah Rodriguez SG warner-brothers-give-johnny-deep-his-roles-back\n",
      "1172914715 Niels Hansen US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "732499004 Archie Summers GB dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "855402551 Alex matthee ZA dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1164918319 Kabir Manchanda IN dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "969956832 Mary Turney US johnnydeppisinnocent\n",
      "458285850 Kathy Hisey US warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "36916348 Kelli Hamill US warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "1163515900 Austin Dow US warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "969956832 Mary Turney US people-with-common-sense-amber-heard-must-be-fired-too\n",
      "1030257969 Chelsea Mccalla JM l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "458285850 Kathy Hisey US justice-for-johnny-depp\n",
      "1163832356 Andrew Black CA justice-for-johnny-depp\n",
      "938196357 Alexander Ansel Hadipranoto NL justice-for-johnny-depp\n",
      "173798994 Kate Newland GB justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is an unstable violent abusive manipulative liar and cheater who has hurt the entire metoo movement by twisting it to fit her agenda of extortion and destruction. she deserves to be fully investigated and be made to face the social legal and financial consequences for her own vile behavior. 17 1\n",
      "847337 Joann Hess US hollywood-boycott-aquaman-2-amber-heard\n",
      "847337 Joann Hess US change-org-blacklist-amber-heard-from-hollywood\n",
      "847337 Joann Hess US the-walt-disney-company-get-disney-to-re-hire-johnny-depp\n",
      "847337 Joann Hess US aclu-to-remove-an-unsuitable-proven-abuser-from-being-an-advocate-for-domestic-violence\n",
      "847337 Joann Hess US warner-brothers-warner-bros-warner-media-and-dc-films-fire-amber-heard-from-her-role-as-mera-in-the-dceu\n",
      "847337 Joann Hess US the-walt-disney-company-restore-johnny-depp-after-amber-heard-evidence-proves-innocence\n",
      "847337 Joann Hess US warner-brothers-fire-cancel-blacklist-amber-heard-clear-depp-s-name-johnnydeppisinnocent\n",
      "847337 Joann Hess US united-nations-development-programme-remove-dishonorable-amber-heard-from-9th-annual-social-good-summit-2018\n",
      "847337 Joann Hess US johnnydeppisinnocent\n",
      "847337 Joann Hess US disney-let-johnny-depp-back-into-the-pirates-movie-series\n",
      "847337 Joann Hess US cbs-remove-amber-heard-from-the-stand-2020\n",
      "847337 Joann Hess US andrew-nicol-amber-heard-is-the-abuser-supporting-johnny-depp\n",
      "847337 Joann Hess US warner-brothers-boycott-aquaman-2-and-l-oreal\n",
      "847337 Joann Hess US warner-brothers-amber-heard-does-not-deserve-to-play-mera-in-the-next-aquaman-film\n",
      "847337 Joann Hess US no-one-black-list-amber-heard\n",
      "847337 Joann Hess US justice-for-johnny-depp\n",
      "847337 Joann Hess US directors-of-pirates-of-the-caribbean-bring-back-johhny-depp-as-captain-jack-sparrow-in-potc\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a bitch 17 17\n",
      "1181778856 Takeshi Kovacs IN dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "555996476 Hunter Farquhar US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "966290988 Sophie Deiser US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1164604288 Kyler Grotz US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1147731283 Kaitlin Milne CA dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1159202311 Jo Lowden US johnnydeppisinnocent\n",
      "1171233151 Billy Fox US warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "1162742091 Joseph Cook US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1159394788 Toby MacDonald AU l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1143009231 Sam Blasdell US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "928949966 Joe Larkin GB l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "382454328 Marcos Gramelich BR l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1131551061 Sindre Abrahamsson NO justice-for-johnny-depp\n",
      "1163864234 Thor Odinson US justice-for-johnny-depp\n",
      "1160469018 Dyllon Hoskins US justice-for-johnny-depp\n",
      "905089840 Seth May US justice-for-johnny-depp\n",
      "1224701414 Jerren Yee US warner-bros-pictures-justice-for-depp\n",
      "========\n",
      "\n",
      "\n",
      "amber heard sucks 15 15\n",
      "1175744593 Davain minyard US hollywood-boycott-aquaman-2-amber-heard\n",
      "1171431297 Kevin Meneses US hollywood-boycott-aquaman-2-amber-heard\n",
      "851425340 Shannon Massengale US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1164740854 Meme forShrek US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1162047255 Zak Oliver US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "699044516 Jayme Grant CA dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1027771273 Suyash Bhagat IN dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1214225254 Projjwal Mukhopadhyay IN dc-replace-amber-heard-with-danny-devito-in-aquaman\n",
      "824867407 Russia Bunny CA dc-replace-amber-heard-with-danny-devito-in-aquaman\n",
      "1017679584 Luke Lasanga US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "670177670 Drake Noah US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1162301808 James Cook US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1162165326 Jackson Jamison US justice-for-johnny-depp\n",
      "986516336 John Wang TW justice-for-johnny-depp\n",
      "1088217207 stephen walters US justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "fuck amber heard. 10 10\n",
      "1217754408 Michael Adams US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "206772791 Nick Daniel US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1070698846 rhiann urban US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "359908000 Kayla Conner US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "126207275 Lacey Miller US disney-stop-disney-removing-jack-sparrow\n",
      "888741453 Dusten Leibert US johnny-s-fans-to-get-johnny-depp-s-career-back\n",
      "1142033193 Lizette Jade Owen US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1147076557 Valerie Ramirez US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1056768907 Pedro Sebastián Revolledo Alegre PE l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1166295812 Lauren Collins US justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "johnny depp is one of the most respected beloved actors in the world. this is what it took to tear him down to the ground 1. the perjury of one proven abuser liar. 2. a story in a tabloid you wouldn t use to line a cat box. 3. one corrupt and or compromised judge. terrifying and shameful this is spitting in the face of true victims of violence. there are millions of us worldwide fighting for justice. amber heard belongs in prison. johnny depp deserves so much better than this. 9 1\n",
      "847337 Joann Hess US warner-brothers-give-johnny-depp-back-his-role-of-grindelwald\n",
      "847337 Joann Hess US high-court-justice-for-johnny-depp\n",
      "847337 Joann Hess US warner-brothers-for-johnny-depp-to-keep-his-job-as-grindelwald\n",
      "847337 Joann Hess US warner-bro-s-justice-for-johnny-depp\n",
      "847337 Joann Hess US justice-for-johnny-depp-05cf0fb4-ff7a-4156-aa57-041d791c781b\n",
      "847337 Joann Hess US warner-brothers-get-johnny-depp-back-on-fantastic-beasts\n",
      "847337 Joann Hess US people-fight-with-johnny-depp\n",
      "847337 Joann Hess US royal-courts-of-justice-london-justice-for-johnny-depp\n",
      "847337 Joann Hess US warner-brothers-we-bring-back-johnny-depp-as-grindelwald\n",
      "========\n",
      "\n",
      "\n",
      "screw amber heard 9 8\n",
      "1164686690 Matt Krom US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1061804862 Mariana Jehiely US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1145888649 Andrew Dungan US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "921792808 William McCollum US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1164692939 Benjamin Castaneda US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1164686690 Matt Krom US johnny-s-fans-to-get-johnny-depp-s-career-back\n",
      "1125788791 Camden Kreibich US justice-for-johnny-depp\n",
      "1161085298 Tatum Quinley US justice-for-johnny-depp\n",
      "1132699441 Squirtle In a mango US justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "because fuck amber heard 9 9\n",
      "1160365620 James Lande US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1162175600 Alex Mendez US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1099130565 sterling schumacher US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "765542731 Patience Baxter US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "714264944 Maricruz Toribio US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "922265087 Marc Calderon US warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "1129969330 Destiny Morrison US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "127723695 Fernando Medellin US justice-for-johnny-depp\n",
      "1113625671 Adithya Adarsh IN justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a violent abuser who has lied and hurt real abuse victims over over. 8 1\n",
      "847337 Joann Hess US warner-brothers-keep-johnny-depp-as-grindlewald\n",
      "847337 Joann Hess US everyone-cancel-amber-heard-domestic-abuser\n",
      "847337 Joann Hess US warner-brothers-justice-for-johnny-depp-05f8b1e1-9f45-4f3a-99a5-ba483539fbbd\n",
      "847337 Joann Hess US jhonny-deep-fans-justicieforjhonnydeep-i-propose-not-to-watch-another-movie-in-the-franchise-in-support-of-actor-jhonny-deep\n",
      "847337 Joann Hess US warner-brothers-change-amber-heard-to-a-different-actress-in-aquaman-2\n",
      "847337 Joann Hess US the-sun-justiceforjohnnydepp\n",
      "847337 Joann Hess US warner-brothers-let-s-show-warner-bros-that-if-amber-heard-is-in-aquaman-2-we-won-t-go-see-the-movie\n",
      "847337 Joann Hess US change-org-enough-is-enough-justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "amber heard has proven herself to be a narcissistic abuser with borderline personality disorder. she continues to play the victim with wild accusations and counter claims that only serve to reveal her damaged and manipulative personality. this woman should not be the face or representative of anything. i wouldn t trust her with a pair of scissors. i d suggest her affiliation with any product charity or company would be irreparably damaging to the brand. cut her loose and save yourselves. 8 1\n",
      "467550870 James Silverman GB l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "467550870 James Silverman GB l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "467550870 James Silverman GB l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "467550870 James Silverman GB l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "467550870 James Silverman GB l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "467550870 James Silverman GB l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "467550870 James Silverman GB l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "467550870 James Silverman GB l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "i hate amber heard 7 7\n",
      "1181083435 Miran Sonmez SE hollywood-boycott-aquaman-2-amber-heard\n",
      "896444631 kate lloyd US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "417233126 Aman Singh IN dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1164103210 Kariem Barsoum US warner-brothers-we-re-not-getting-paid-for-this-fire-amber-heard\n",
      "1157081541 Toleen AL hassan JO movie-fans-emilia-clarke-should-replace-amber-heard-as-mera-in-aquaman-2-movie\n",
      "1135382881 John Doe US warner-brothers-remove-amber-heard-from-aquaman-2-8e6401e6-50bb-4731-b699-16e3ffa06768\n",
      "1162673428 Person Unknown ZA justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "i believe that they re using black hat seo to stop journalists from reporting on amber heard rose mcgowan brittany murphy and other women who are victims of these crimes. 7 1\n",
      "1124132159 Lizzy McQuire US dc-entertainment-keep-amber-heard-as-mera-womens-rights-ambassador-for-aclu-united-nations-champion-lgbt-and-elon-musk\n",
      "1124132159 Lizzy McQuire US support-amber-heard-in-aquaman-2-her-life-and-public-safety-to-save-lives-warner-bros-mera-loreal-united-nations-aclu\n",
      "1124132159 Lizzy McQuire US united-nations-save-amber-heard-women-s-rights-activists\n",
      "1124132159 Lizzy McQuire US warner-brothers-keep-amber-heard-in-aquaman-3\n",
      "1124132159 Lizzy McQuire US warner-bros-for-amber-heard-to-continue-on-aquaman-2\n",
      "1124132159 Lizzy McQuire US warner-brothers-do-not-fire-amber-heard-of-aquaman-2\n",
      "1124132159 Lizzy McQuire US change-org-petitions-to-remove-amber-heard-from-aquaman-perpetuates-abuse-towards-women-who-speak-up\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is dangerous and everyone i know intend to boycott movies and products promoting this psycho. she has set back women s empowerment immeasurably with her theatrics. men have rights too. 6 1\n",
      "1132848785 Karenina Per CA hollywood-boycott-aquaman-2-amber-heard\n",
      "1132848785 Karenina Per CA change-org-blacklist-amber-heard-from-hollywood\n",
      "1132848785 Karenina Per CA warner-brothers-warner-bros-warner-media-and-dc-films-fire-amber-heard-from-her-role-as-mera-in-the-dceu\n",
      "1132848785 Karenina Per CA united-nations-development-programme-remove-dishonorable-amber-heard-from-9th-annual-social-good-summit-2018\n",
      "1132848785 Karenina Per CA johnnydeppisinnocent\n",
      "1132848785 Karenina Per CA california-state-courts-amber-heard-brought-to-justice\n",
      "========\n",
      "\n",
      "\n",
      "i am neither russian nor a bot. amber heard has accosted dv victims the entire world over with her crying wolf shenanigans. what she s done is criminal there needs to be swift severe punishment in order to be made an example of. justiceforjohnnydepp 6 1\n",
      "45110623 MELISSA F US warner-brothers-warner-bros-warner-media-and-dc-films-fire-amber-heard-from-her-role-as-mera-in-the-dceu\n",
      "45110623 MELISSA F US warner-brothers-give-johnny-deep-his-roles-back\n",
      "45110623 MELISSA F US dc-replace-amber-heard-with-danny-devito-in-aquaman\n",
      "45110623 MELISSA F US warner-brothers-amber-heard-does-not-deserve-to-play-mera-in-the-next-aquaman-film\n",
      "45110623 MELISSA F US warner-brothers-dc-entertainment-emilia-clarke-become-mera-to-replace-amber-heard-in-aquaman-2\n",
      "45110623 MELISSA F US justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is trash 6 6\n",
      "1103562031 Lily Parks US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "186914821 Emmeline Adu-Beng US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "809030212 Ying jao US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1061694420 Seth Faupel US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1169755590 JT Pollock US dc-replace-amber-heard-with-danny-devito-in-aquaman\n",
      "449652618 Shawn Bedford CA justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "f amber heard 5 5\n",
      "373269420 Dustin Kieffer US warner-brothers-give-johnny-deep-his-roles-back\n",
      "839126259 Henri Smith US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "35137157 Stephanie White CA dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1155047263 Jack Didd US everyone-boycott-warner-brothers-for-blatantly-ignoring-the-proof-that-jonny-depp-is-innocent\n",
      "886164364 Milla Salminen FI l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a proven violent unstable liar cheater user and abuser who has made a mockery of the metoo movement. to have her in any position of admiration or power is despicable. 4 1\n",
      "847337 Joann Hess US warner-brothers-replace-actress-amber-heard-in-aquaman-2\n",
      "847337 Joann Hess US warner-brothers-drop-amber-heard-from-aquaman-2\n",
      "847337 Joann Hess US the-governors-of-the-states-california-texas-virginia-and-to-johnny-depp-usa-save-the-life-of-johnny-depp-and-his-career\n",
      "847337 Joann Hess US california-state-courts-amber-heard-brought-to-justice\n",
      "========\n",
      "\n",
      "\n",
      "her portrait photo is amazing for zack snyder s movie she s sexy and the entire world can see how sexy she is without depp. amber heard is historically iconic. 4 1\n",
      "1195117499 Leilani Garry SE walt-disney-johnny-depp-is-a-wife-beater-amber-heard-is-innocent\n",
      "1195117499 Leilani Garry SE dc-entertainment-keep-amber-heard-as-mera-womens-rights-ambassador-for-aclu-united-nations-champion-lgbt-and-elon-musk\n",
      "1195117499 Leilani Garry SE who-ever-makes-the-movie-keep-amber-heard-as-mera\n",
      "1195117499 Leilani Garry SE change-org-petitions-to-remove-amber-heard-from-aquaman-perpetuates-abuse-towards-women-who-speak-up\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a horrible person 4 4\n",
      "50056010 Lenny Pinter SE warner-brothers-warner-bros-warner-media-and-dc-films-fire-amber-heard-from-her-role-as-mera-in-the-dceu\n",
      "611811938 LR B US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1015362805 Reyna Harry US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "987760267 Evan Anderson US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "johnny depp is one of the most respected beloved actors in the world. this is what it took to tear him down to the ground 1. the perjury of one proven abuser liar. 2. a story in a tabloid you wouldn t use to line a cat box. 3. one corrupt and or compromised judge. terrifying and shameful this is spitting in the face of true victims of violence. there are millions of us worldwide fighting for justice. amber heard belongs in prison. johnny depp deserves so much better than this from warner bros and disney. you should be ashamed. 4 1\n",
      "847337 Joann Hess US warner-brothers-give-johnny-deep-his-roles-back\n",
      "847337 Joann Hess US warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "847337 Joann Hess US the-royal-courts-of-justice-london-justice-for-johnny-depp\n",
      "847337 Joann Hess US warner-bros-pictures-justice-for-depp\n",
      "========\n",
      "\n",
      "\n",
      "fuck amber heard all my homies hate amber heard 4 4\n",
      "935010703 Kadan Gustafson US warner-brothers-give-johnny-deep-his-roles-back\n",
      "979473623 Manny Verdugo US warner-brothers-amber-heard-does-not-deserve-to-play-mera-in-the-next-aquaman-film\n",
      "1163213186 Hosea Johnson US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1003515656 Ivan H US justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "pass the shield act to stop exploitation of people and women s images aka revenge porn in the united states now it can save lives representative jackie spier vice president kamala harris katelyn bowden and amber heard spoke to support this bill in 2019 what happened to it we need protection now millions of adults especially women are at risk without this federal law to prevent their intimate images from being used for abuse. 4 1\n",
      "1180307193 Swift M US warner-brothers-support-amber-heard-in-aquaman-2\n",
      "1180307193 Swift M US support-amber-heard-in-aquaman-2-her-life-and-public-safety-to-save-lives-warner-bros-mera-loreal-united-nations-aclu\n",
      "1180307193 Swift M US warner-brothers-keep-amber-heard-in-aquaman-3\n",
      "1180307193 Swift M US warner-brothers-do-not-fire-amber-heard-of-aquaman-2\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is an abuser. 4 4\n",
      "1174705950 Cindy Gimnes CA dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "22241328 Marney Andersen US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "622591226 Rob Holbrook AU l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "963361972 Nicholas Meyer US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "fuck you amber heard 4 4\n",
      "1225251506 Nahal Kamali IR dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "248598011 Richard Anderson-Wicks GB dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "599340941 Kayla Booze US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "918268103 Jacob Savage US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a lying bitch 4 4\n",
      "1076796990 James simms CA dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1116312955 Samyak Jain IN warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "1162798585 Cole Thompson US ministry-of-justice-grant-johnny-depp-his-appeal\n",
      "284398401 Joseph Nash CA l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "it s simple. amber heard is a liar an abuser a cheater a thief and an extortionist. johnny depp s only crime is falling for her and for that he has been vilified for years. he is now speaking out and we can clearly see who is the abuser and who is the abused. johnny depp should be in movies amber heard should be in jail. 4 1\n",
      "847337 Joann Hess US state-of-california-file-criminal-charges-against-people-that-falsify-evidence-in-domestic-violence-cases\n",
      "847337 Joann Hess US united-nations-human-rights-council-stop-abusing-men-in-any-way\n",
      "847337 Joann Hess US walt-disney-studios-demand-disney-keep-johnny-depp-in-pirates-of-the-carribean\n",
      "847337 Joann Hess US getting-justice-for-johnny-getting-justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "amber heard has history of abusing her ex. believe patterns i believe johnny depp is the victim. he should not be removed from any project while amber heard keeps her career. it s been clearly proven in court with supporting evidences that amber had been extremely abusive physically and verbally towards johnny depp. 3 1\n",
      "1108284348 nicole sim SG warner-brothers-save-johnny-depp-as-gellert-grindelwald-in-the-movie-fantastic-beasts\n",
      "1108284348 nicole sim SG warner-brothers-warner-brothers-apologise-to-johnny-depp-and-give-him-his-job-back\n",
      "1108284348 nicole sim SG the-royal-courts-of-justice-london-justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is guilty 3 3\n",
      "1058732023 Olivia Myers AU hollywood-boycott-aquaman-2-amber-heard\n",
      "26630755 vickie luck AU aclu-to-remove-an-unsuitable-proven-abuser-from-being-an-advocate-for-domestic-violence\n",
      "894191059 Alley Lenton CA united-states-supreme-court-put-amber-heard-behind-bars\n",
      "========\n",
      "\n",
      "\n",
      "given that 1 suicide is a leading cause of death in men 2 divorce is a leading cause of male suicide 3 amber heard just filed for divorce against johnny depp 4 her petition for divorce was just filed days after the death of his mother which is one of the times in a man s life when he will be at his lowest point and needs all the support that he can get 5 through her action in filing for divorce amber has shown herself to be an absolutely contemptible human being completely devoid of any compassion for anyone other than herself we the undersigned have chosen to stand in solidarity with mr. depp and swear for the rest of our lives to boycott anything and everything that has been in any way touched by amber heard including any and all media she is involved with including but not limited to her movies tv shows music books blogs etc. past present and future as well as any charities she is involved with now or in the future regardless of our own personal feelings for said charities so long as she is a spokesperson. even if she changes her mind later on perhaps because of this petition we the undersigned will not. 3 2\n",
      "37570455 Shashwat Sinha IN hollywood-boycott-aquaman-2-amber-heard\n",
      "22109716 Marianna Anagnostopoulou GR everybody-boycott-amber-heard\n",
      "37570455 Shashwat Sinha IN warner-brothers-warner-brothers-apologise-to-johnny-depp-and-give-him-his-job-back\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is evil. 3 2\n",
      "1042580551 Deborah Ivey CA hollywood-boycott-aquaman-2-amber-heard\n",
      "246783571 Melinda Cagliuso US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1042580551 Deborah Ivey CA warner-brothers-boycott-aquaman-2-and-l-oreal\n",
      "========\n",
      "\n",
      "\n",
      "amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witness the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. 3 1\n",
      "1163771063 Ann Arroyo US warner-brothers-replace-actress-amber-heard-in-aquaman-2\n",
      "1163771063 Ann Arroyo US warner-brothers-warner-bros-warner-media-and-dc-films-fire-amber-heard-from-her-role-as-mera-in-the-dceu\n",
      "1163771063 Ann Arroyo US johnnydeppisinnocent\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is an abuser and a liar. 3 3\n",
      "847337 Joann Hess US warner-brothers-emilia-clarke-to-replace-amber-heard-on-aquaman\n",
      "947796376 Brent Madison US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "725421749 Casey Patridge US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "remove amber heard 3 3\n",
      "249123541 Tanya Waterfield GB warner-brothers-emilia-clarke-to-replace-amber-heard-on-aquaman\n",
      "1029938699 LEE YEE HERN SG l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "108221925 Bernadette McKinley AU l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "johnny depp has already lost his grindelwald role and will probably lose future jack sparrow reprisals due to his involvement in litigation. by that logic amber heard should also be fired from aquaman as she s involved in the same legal cases with depp. 3 1\n",
      "717422093 Jennifer Charter US zack-snyder-amber-heard-out-ir-justice-league\n",
      "717422093 Jennifer Charter US people-with-common-sense-amber-heard-must-be-fired-too\n",
      "717422093 Jennifer Charter US warner-brothers-amber-heard-does-not-deserve-to-play-mera-in-the-next-aquaman-film\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is an abusive liar. 3 2\n",
      "847337 Joann Hess US zack-snyder-amber-heard-out-ir-justice-league\n",
      "890229670 andrew wortham US warner-brothers-give-johnny-deep-his-roles-back\n",
      "847337 Joann Hess US warner-brothers-dc-entertainment-emilia-clarke-become-mera-to-replace-amber-heard-in-aquaman-2\n",
      "========\n",
      "\n",
      "\n",
      "hypocrisy if you re going to fire someone over unproven allegations you should definitely fire the one who has been proven an abuser an abuser is an abuser gender doesn t matter amber heard has admitted in her own words and voice that she just loses control and can t promise not to get physical again and that she meant to hit another human being. 3 1\n",
      "348341136 Michele Hensley US warner-brothers-warner-bros-warner-media-and-dc-films-fire-amber-heard-from-her-role-as-mera-in-the-dceu\n",
      "348341136 Michele Hensley US people-with-common-sense-amber-heard-must-be-fired-too\n",
      "348341136 Michele Hensley US warner-brothers-fire-amber-heard-from-aquaman-2\n",
      "========\n",
      "\n",
      "\n",
      "i hate amber heard and everyone who believes her lies 3 1\n",
      "1125619728 Nathan Fishman US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1125619728 Nathan Fishman US warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "1125619728 Nathan Fishman US the-royal-courts-of-justice-london-justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "he s a legend has countless accounts of his gentlemanly nature. his acting is second to none. amber heard is the guilty one. 3 1\n",
      "62297583 Elizabeth Griffin GB warner-brothers-give-johnny-deep-his-roles-back\n",
      "62297583 Elizabeth Griffin GB warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "62297583 Elizabeth Griffin GB justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "i m signing because fuck amber heard 3 3\n",
      "1162396992 Remy Fox US warner-brothers-give-johnny-deep-his-roles-back\n",
      "929364728 Blake Connolly US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1078138297 Ian Mason US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a cunt 3 3\n",
      "25882876 bob beaver US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "935069407 Kevin Ruano US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1162701641 Jacob Laughlin US justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "all my homies hate amber heard 3 3\n",
      "1138055683 cart lew US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "894345229 Eli Shealey US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "869801043 Ariadni Koropouli GR justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "i dont know how warner bros and disney are not able to see the drama amber heard is creating by playing the victim cause she is such a terrible actor even though everyone knows she is the abuser. i am surprised she was not able to learn even a tiny bit of acting from johnny. johnnydeservesjustice 3 1\n",
      "866445713 ANANT PRATAP SINGH IN johnny-s-fans-to-get-johnny-depp-s-career-back\n",
      "866445713 ANANT PRATAP SINGH IN johnny-s-fans-to-get-johnny-depp-s-career-back\n",
      "866445713 ANANT PRATAP SINGH IN johnny-s-fans-to-get-johnny-depp-s-career-back\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a liar and johnny depp doesn t deserve to be punished for her stupidity 3 1\n",
      "1165153935 Freddie Mercury US warner-brothers-remove-amber-heard-from-aquaman-2-f43643eb-dce2-411c-82e1-c234eeb64c13\n",
      "1165153935 Freddie Mercury US amber-heard-queremos-salvar-la-carrera-de-johnny-depp\n",
      "1165153935 Freddie Mercury US the-royal-courts-of-justice-london-justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "because amber heard is a liar. 3 3\n",
      "43651461 Diane Valentine US warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "955890710 Taylor Valle US the-judicial-conduct-investigations-office-a-official-review-the-judicial-misconduct-of-judge-nicol-in-the-johnny-depp-libel-case\n",
      "937043543 Akriti Akhaury IN l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "her portrait photo is amazing for zack snyder s movie she s sexy and he entire world can see how sexy she is without depp. amber heard is historically iconic. 3 1\n",
      "1195117499 Leilani Garry SE warner-brothers-keep-amber-heard-in-aquaman-3\n",
      "1195117499 Leilani Garry SE warner-bros-for-amber-heard-to-continue-on-aquaman-2\n",
      "1195117499 Leilani Garry SE warner-brothers-do-not-fire-amber-heard-of-aquaman-2\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a monster 3 3\n",
      "1152284481 Sean O'Brien US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "270583781 Christina Rojas US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "887944598 Mercedez Reyes US justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "i m signing because amber heard is a terrible person 2 2\n",
      "855031024 Jade Guiao US hollywood-boycott-aquaman-2-amber-heard\n",
      "835050198 Jonathan Quernemoen US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "========\n",
      "\n",
      "\n",
      "amber heard should be in jail 2 2\n",
      "73544839 Dellwen Austin II US hollywood-boycott-aquaman-2-amber-heard\n",
      "1113499801 Samantha Williamson CA justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a known and proven domestic abuser warner brothers and dc entertainment should and must remove heard from their aquaman 2 film project. they must not ignore the suffering of heard s victims and must not glamorize a domestic abuser. men are victims of domestic abuse just like women. this must be recognized and action must be taken to prevent a known abuser from being celebrated within the entertainment industry 2 1\n",
      "1124161465 Diony Mae Nasalga PH hollywood-boycott-aquaman-2-amber-heard\n",
      "1124161465 Diony Mae Nasalga PH justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "i look forward to an hbo max show for mera with amber heard and amber winning a 2nd time in virginia usa in may. we re working hard to try to make her safer by taking down issues online as much as we can when this era hates women so much with these companies. how difficult is it to click and sit at a computer the freedom riders got attacked in the 1960s off buses. people now are getting attacked over politics. it is very serious to have hate petitions and campaigns out there. don t let ceos or your leaders decide sure change.org. but it s the ceos your representatives and leaders who prevent democracy from turning into mob rule. she is progressive and she s attacked for that. don t think it s only just over depp. i would have never heard of the sustainable development goals world identity network lgbt culture and so much more if it wasn t for amber heard s positions which are so progressive it s more progressive than the usa democrats. we need more strong women on television. they can do as much as they can to harass any strong female role with reviews with bots with harassment but one day women will come back online. you cannot keep doing this forever or hiding the truth. 2 1\n",
      "1124132159 Lizzy McQuire US dc-entertainment-keep-amber-heard-as-mera-womens-rights-ambassador-for-aclu-united-nations-champion-lgbt-and-elon-musk\n",
      "1124132159 Lizzy McQuire US warner-brothers-do-not-fire-amber-heard-of-aquaman-2\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is the epitome of toxic femininity. 2 1\n",
      "1002136371 Daniel Hunt US warner-brothers-warner-bros-warner-media-and-dc-films-fire-amber-heard-from-her-role-as-mera-in-the-dceu\n",
      "1002136371 Daniel Hunt US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "fire amber heard 2 2\n",
      "224385431 Rebekah Cohen US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1161491040 میترا پرند IR warner-brothers-remove-amber-heard-from-aquaman-2-8e6401e6-50bb-4731-b699-16e3ffa06768\n",
      "========\n",
      "\n",
      "\n",
      "frick amber heard 2 2\n",
      "1162323992 Andrew Rodriguez US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1163580550 Ariel Pool US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is the embodiment of hell 2 1\n",
      "1091203579 Clanka battle droid 000047 CA warner-brothers-give-johnny-deep-his-roles-back\n",
      "1091203579 Clanka battle droid 000047 CA warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a poopy head 2 2\n",
      "1023026492 joseph hutto US warner-brothers-give-johnny-deep-his-roles-back\n",
      "1166470336 Andreanna Ocampo US people-with-common-sense-amber-heard-must-be-fired-too\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is innocent support her in aquaman 2 wb l oreal united nations and aclu amber heard won and is innocent... uk judge nicol ruled that 12 domestic violence incidents against amber heard were valid on november 2 2020 with a winning case for her and ngn news. we support the facts legal rulings and science supporting amber amber heard is innocent and we support her leadership such as her advocacy with the united nations and american civil liberties union being a spokesperson for l oreal her contracts with businesses nonprofits and causes and her largest movie role as mera in aquaman. we should be able to speak out to create change. we defend against the hate groups harming her online. we support her humanitarian work and human lives. we support new technology for safety and equality. we support warner bros who removed her ex from his role and is supporting amber s life by keeping her in aquaman 2. we can change culture to improve lives... see evidence below. the abuse against amber includes choking her repeatedly a concussion over a dozen physical experiences of violence pushing control of travel isolation losing weight and physical health while with depp losing confidence and intimidation. in deposition videos in 2016 she said that she screamed for help and that no one interfered. society is not only not victim centered to tell women to protect themselves it isn t proactive to tell us to help victims. gathering data and leading for change is exactly what amber heard should have done amber heard showed accurate and detailed evidence of photos texts audios videos data medical references and descriptions of abuse threats injuries distress and violence from depp in her legal filings in her dismissals in the cases of retaliation against her for saying she was abused and in court. amber heard has extensive evidence supporting her uk judge nicol ruled on november 2 2020 that the abuse against amber is valid. he validated 12 physical assaults against amber with a winning case for her ngn in the united kingdom and that depp put her in fear of her life. 129 pages . her first april 2019 dismissal has photos texts and descriptions https www.documentcloud.org documents 5835867 amber heard motion to dismiss.html her detailed statements and citations of evidence including her injuries in uk s july 2020 ngn trial statement 1 statement 2 statement 3 statement 4 statement 5 statement 6 and statement 7. ngn s evidence in closing submissions for the uk trial. videos of amber heard is innocent video one video two and video three on our channel. also her side of audio two where she feared for her life. see over 16 videos including audio which was cut out of leaks on incredibly incredible s channel such as jd telling amber to write to him every morning to tell him to not hurt her and text messages... https www.youtube.com channel ucjknc woalnxt0h yj8rxjg io tillett witnessed amber s blood on a pillow and saw her injuries after amber woke up from a violent fight that nearly suffocated her. io was the first to call 911 to protect amber from her husband https www.latimes.com entertainment gossip la et mg amber heard io tillett 911 call 20160608 snap story.html staff were on ndas witnessed the couple fighting yet would stop interfering and would check on amber after their fights. they supported amber and said she was kicked repeatedly hit and crying but they were too afraid to witness. screenshots.. in the july 2020 uk ngn court trial s exposures showing strong support for amber heard the statements that she was abused are supported by seen physical injuries and distress of amber damaged property witnessed abuse and staff being bystanders by not helping her in the witness statements by josh drew melanie inglessis whitney henriquez kristina sexton io tillet wright raquel pennington and by other statements data and recordings as referenced in ngn s closing submissions. there are more witnesses supporting her for the 2nd virginia united states case about her washington post op ed. here are more evidence and facts of this abusive deadly and enabled situation that is to create violence against women and leaders like amber heard who try to bring awareness even to the united nations general assembly. what you should know background ellen barkin is an ex of johnny depp and made a deposition statement supporting amber heard for her virginia usa case. she wrote online that they only care about women after they are dead after she re posted an article about amber. and we never will be...unless we re dead. kate moss was found crouched in a corner after police were called when depp was destroying his hotel room. staff members believe he pushed kate and that staff would walk away. witnesses in the trial speaking for depp may be paid 100 000 as patrons of depp receive free housing free jet plane rides food events and followers who will even create accounts to support them. even a 3 time felon can stay on twitter but amberheard italia and other pages can be hacked. amber grew up in a violent household where her mother stayed with her father despite this. to amber heard as shown in this video about splitting marriage and relationships are long term even with violence. elon musk offered 24 7 security to amber heard when she wanted a restraining order against johnny depp. texts show she had mentioned violence to musk prior to this escalation. amber data collected the abuse against her with technology before 911 systems could collect real time data from applications. 911 cannot even locate with data to know where a caller is or use text information. see truehollywoodtalk s article showing the issues of public safety technology and culture amber heard s story of cyber abuse inspires change to public safety to save lives https www.truehollywoodtalk.com amber heards story cyberabuse inspires change public safety save lives amber heard took photos texts recordings and evidence using her cell phone before it was culturally accepted. heard who tried to lead and speak against abuse such as supporting a sexual assault survivors bill of rights and going to the united nations general assembly just months before a defamation lawsuit was filed has been retaliated against and silenced on the internet. domestic violence is the most common incident experienced by 911 dispatchers in america yet no one talks about this or tries to do anything about it. there are up to 900 000 to 3 million reports of domestic violence a year in the usa. then retaliation such as seen against amber heard makes people too afraid to try to create change or to even speak about change. when people tabloids or agendas on the internet attack amber they are preventing the public from knowing that while you can see a food delivery or ridesharing services responding on a map you cannot see first responders coming or when they ve arrived. you cannot get language translations for 911 or an accurate location from data to public safety services. there s no way to tell social media platforms to pull up data proactively to help crime victims or disaster victims. by criticizing her metadata and harassing the organizations that provided her opportunities they re preventing progress. when witnesses reporters businesses and nonprofits supporting her are attacked online with 24 7 daily online harassment in attempts to remove any of her economic or relational support and to even make people afraid of testifying it s enabling the culture of abuse preventing change that amber heard first wrote about in the washington post in december 2018. two audios were framed on the internet in february 2020 leaving out her saying she did fear for her life that she was kicked repeatedly that bodyguards said that she would be killed and being told that there were three physical fights since she hadn t worked on yelling. it s rationalizing harming women with escalations to a crime scene. see our first shadowbanned unable to be seen in search on change or google petition we support amber heard in aquaman 2 her life and public safety to save lives https www.change.org p we support amber heard in aquaman 2 her life and public safety to save lives on november 6 2020 her abusive ex husband depp was removed from his role by warner bros studios. amber is still in aquaman 2 spokesperson for l oreal and involved with nonprofits and we support this. we support businesses that help women who are domestically abused. you should support amber heard in aquaman l oreal the united nations and aclu. don t let hate groups on the internet dictate what should happen... amber heard inspires us we support her life her role in aquaman 2 her humanitarian work and any work she has. we support her evidence and public safety to save lives. amber heard does humanitarian work supporter of born this way foundation glaad habitat for humanity the trevor project risenowus sam s usa cyber civil rights initiative shield act center for inquiry world identity network sexual assault survivors bill of rights and human rights campaign spoke at global events like the un social good summit global citizen festival one young world conference l oreal women of worth and emery awards gala 2 1\n",
      "1081693988 Tess Mercer US warner-brothers-support-amber-heard-in-aquaman-2\n",
      "1081693988 Tess Mercer US warner-brothers-keep-amber-heard-in-aquaman-3\n",
      "========\n",
      "\n",
      "\n",
      "we support amber heard s counterclaim against cyberabuse adam waldman who attacks reporters and witnesses supporting amber online. here are more evidence and facts of this abusive deadly and enabled situation that is to create violence against women and leaders like amber heard who try to bring awareness even to the united nations general assembly. what you should know background ellen barkin is an ex of johnny depp and made a deposition statement supporting amber heard for her virginia usa case. she wrote online that they only care about women after they are dead after she re posted an article about amber. and we never will be...unless we re dead. kate moss was found crouched in a corner after police were called when depp was destroying his hotel room. staff members believe he pushed kate and that staff would walk away. witnesses in the trial speaking for depp may be paid 100 000 as patrons of depp receive free housing free jet plane rides food events and followers who will even create accounts to support them. even a 3 time felon can stay on twitter but amberheard italia and other pages can be hacked. amber grew up in a violent household where her mother stayed with her father despite this. to amber heard as shown in this video about splitting marriage and relationships are long term even with violence. elon musk offered 24 7 security to amber heard when she wanted a restraining order against johnny depp. texts show she had mentioned violence to musk prior to this escalation. in this video posted on motivator network which is hardly seen of course amber heard s side audio leak 1 domestic violence with johnny depp 2015 . the yelling led to 3 physical fights in 1 2 months 0 34 screaming led to escalating fights including possibility of a crime scene 2 37 and getting killed 4 00 . she was kicked kicked and kicked 2 06 . there was a physical fight on their honeymoon 1 15 and a fight in san francisco 1 32 ... 2 1\n",
      "1129808400 Christina Taft US warner-brothers-support-amber-heard-in-aquaman-2\n",
      "1129808400 Christina Taft US warner-brothers-do-not-fire-amber-heard-of-aquaman-2\n",
      "========\n",
      "\n",
      "\n",
      "i stand by amber heard and her courage to confront such personal trauma publicly. she stands up for all women who are victims of ipv. amber is a hero. 2 1\n",
      "402143156 Erin Kroncke US support-amber-heard-in-aquaman-2-her-life-and-public-safety-to-save-lives-warner-bros-mera-loreal-united-nations-aclu\n",
      "402143156 Erin Kroncke US support-amber-heard-in-aquaman-2-her-life-and-public-safety-to-save-lives-warner-bros-mera-loreal-united-nations-aclu\n",
      "========\n",
      "\n",
      "\n",
      "change culture so that women can say they re victims of domestic abuse. those saying they re victims while attacking amber are fake... maybe i didn t get beat up or sexually abused physically but i could have been. then it s so scary to ever say that because it s silenced and retaliated. women cannot just leave their homes or get away from abusers. abusers continue to harm women even when they put distance between them. it s happening right now with amber s example too. men often are richer then they use this power and leverage to harm women that leave them and their children such as myself. the stalking the phone calls of breathing this and that. now depp can harm amber the same way but using others since he s rich enough. now they want to invalidate 12 times of domestic violence really when we see this how many more years will it be in the united states until people like myself can ever say we were victims when i see this how can i say i m a victim or others because harassment didn t lead to violence when it could have because we avoided it amber heard is a victim and it s so great that she spoke out. i know there s fear in saying that but i definitely call her a victim as a 3rd party. she went through extreme violence. it s horrible enough to think of what could have happened let alone what did. 2 1\n",
      "1195117499 Leilani Garry SE support-amber-heard-in-aquaman-2-her-life-and-public-safety-to-save-lives-warner-bros-mera-loreal-united-nations-aclu\n",
      "1195117499 Leilani Garry SE warner-brothers-do-not-fire-amber-heard-of-aquaman-2\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is undeniably and undoubtedly one of the loveliest ever but she s just the loveliest that i ve ever seen. she really slays and stuns me with her absolutely breathtaking one of a kind and out of this world beauty charm. i really love her smile it s just one of the loveliest smiles that i ve ever seen. she looks even lovelier when she smiles and i don t need big houses an island bodyguards drug dealers as minions to be a good person unlike sniveling depp. i don t need 650 million or millions of dollars or an army of hate bots so smile 2 1\n",
      "1189755305 Jose Cruz US support-amber-heard-in-aquaman-2-her-life-and-public-safety-to-save-lives-warner-bros-mera-loreal-united-nations-aclu\n",
      "1189755305 Jose Cruz US warner-brothers-keep-amber-heard-in-aquaman-3\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a positive influence and importantly fought back against an abusive man and abusive system. 2 2\n",
      "634973591 Jang Hyung yoon KR support-amber-heard-in-aquaman-2-her-life-and-public-safety-to-save-lives-warner-bros-mera-loreal-united-nations-aclu\n",
      "895793079 Stephanie Vega US support-amber-heard-in-aquaman-2-her-life-and-public-safety-to-save-lives-warner-bros-mera-loreal-united-nations-aclu\n",
      "========\n",
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      "amber heard is a husband beater. 2 2\n",
      "695543513 Amie De Martin AU dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1178099892 Chesney Vela US united-states-supreme-court-put-amber-heard-behind-bars\n",
      "========\n",
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      "\n",
      "amber heard is a psychopath 2 2\n",
      "897199918 R Janki NL dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "929479529 Hayden Nelson US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "amber heard sux 2 2\n",
      "1022027513 Ron Swanson US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1213261693 Paige Curtis US dc-replace-amber-heard-with-danny-devito-in-aquaman\n",
      "========\n",
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      "amber heard is a bad person 2 2\n",
      "1121242216 Abigail bright US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1043242055 Jessica Padeanu GB justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "amber heard needs to be held accountable for her actions. 2 2\n",
      "1143032978 Cassie Fason US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1164477309 Jon Baum CA dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "========\n",
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      "\n",
      "f ck amber heard 2 2\n",
      "1081791285 natalia guerra US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "637856828 mallory scott US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "========\n",
      "\n",
      "\n",
      "i m signing because amber heard is a bitch 2 2\n",
      "1164984773 Steve Irwin US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "478742322 Sebastian Breier US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "========\n",
      "\n",
      "\n",
      "want to make a big difference don t support anything amber heard is in. keep your wallet closed. the only way to get the message across is hurt them in their pockets. don t see this movie. don t watch the stand. avoid anything amber heard is in. look what happened with the star wars franchise. they changed their plans because it hurt them in their bank accounts. keep those wallets closed this will get a message to the wb 2 1\n",
      "1093181410 Rob’s Rules US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "1093181410 Rob’s Rules US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a monster. 2 2\n",
      "622719194 Christina Hutcheson US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "24448735 Jeanne Larson US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
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      "amber heard is a piece of shit 2 2\n",
      "989088911 Im not putting my name here US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "668672033 Emma Rapp US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
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      "amber heard is abusive 2 2\n",
      "939120093 Nickolas Hofmann US dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "921862279 Curtis Manley CA johnnydeppisinnocent\n",
      "========\n",
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      "\n",
      "remove amber heard from aquaman 2 2 2\n",
      "870697306 Brij Rana IN dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "970016877 楊 茹閔 TW dc-entertainment-remove-amber-heard-from-aquaman-2\n",
      "========\n",
      "\n",
      "\n",
      "johnny depp is innocent amber heard abuser 2 2\n",
      "1167581639 Ахмерова Таисия UA johnnydeppisinnocent\n",
      "1164122527 Mouhamed MOUNIR TN johnnydeppisinnocent\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a liar and abuser 2 2\n",
      "752737135 Даниил Затулывитер UA johnnydeppisinnocent\n",
      "970400591 mazlien marni MY l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "amber heard inspires us we support her life her role in aquaman 2 her humanitarian work and any work she has. we support her evidence and public safety to save lives. amber is not only powerful as mera but she is also an activist for human rights. she was the first american actress to be named human rights champion to the united nations human rights office. she s an ambassador for the aclu donor to women s rights groups protector of refugees and does charity. she has spent years helping children. she s an inner philanthropist and advocate who should have a voice. we want to see her in more films movies shows modeling and work in the entertainment industry. we want to see more equal rights advocacy she s a positive influence on us and we should see more of her we want powerful women who can be respected and treated equally. we created this petition because we support women who have been domestically abused and we would prevent violence against women. we want her humanitarian work and leadership to continue... would you stand up to prevent or stop domestic abuse the social question is also would you save her we support amber heard s life and her humanitarian work... amber heard was domestically abused by her ex husband and is still abused by johnny depp and his followers with coercive control threats incited hate financially emotionally and online daily. we would rather not refer to him but we need to support women who go against powerful people and believe the victims. amber heard wrote in the washington post as an ambassador for the aclu about how she had to change her phone number weekly due to death threats from depp fans and how she supports rights amber heard i spoke up against sexual violence and faced our culture s wrath. that has to change. amber heard is innocent and we support her leadership such as her advocacy with the united nations and american civil liberties union being a spokesperson for l oreal her contracts with businesses nonprofits and causes and her largest movie role as mera in aquaman. we should be able to speak out to create change. we can change culture to improve lives... the abuse against amber includes choking her repeatedly a concussion over a dozen physical experiences of violence pushing control of travel isolation losing weight and physical health while with depp losing confidence and intimidation. in deposition videos in 2016 she said that she screamed for help and that no one interfered. society is not only not victim centered to tell women to protect themselves it isn t proactive to tell us to help victims. gathering data and leading for change is exactly what amber heard should have done amber heard showed accurate and detailed evidence of photos texts audios videos data medical references and descriptions of abuse threats injuries distress and violence from depp in her legal filings in her dismissals in the cases of retaliation against her for saying she was abused and in court. she has extensive evidence supporting her uk judge nicol ruled on november 2 2020 that the abuse against amber is valid. he validated 12 physical assaults against amber with a winning case for her ngn in the united kingdom and that depp put her in fear of her life. 129 pages . her first april 2019 dismissal has photos texts and descriptions https www.documentcloud.org documents 5835867 amber heard motion to dismiss.html her detailed statements and citations of evidence including her injuries in uk s july 2020 ngn trial statement 1 statement 2 statement 3 statement 4 statement 5 statement 6 and statement 7. ngn s evidence in closing submissions for the uk trial. videos of amber heard is innocent video one video two and video three on our channel. also her side of audio two where she feared for her life. see over 16 videos including audio which was cut out of leaks on incredibly incredible s channel such as jd telling amber to write to him every morning to tell him to not hurt her and text messages... io tillett witnessed amber s blood on a pillow and saw her injuries after amber woke up from a violent fight that nearly suffocated her. io was the first to call 911 to protect amber from her husband https www.latimes.com entertainment gossip la et mg amber heard io tillett 911 call 20160608 snap story.html according to an anonymous source saying she was the partner of ex jd staff on social media march 29 to april 2019 staff were on ndas witnessed the couple fighting yet would stop interfering and would check on amber after their fights. they supported amber and said she was kicked repeatedly hit and crying but they were too afraid to witness. screenshots google folder and video. in the july 2020 uk ngn court trial s exposures showing strong support for amber heard the statements that she was abused are supported by seen physical injuries and distress of amber damaged property witnessed abuse and staff being bystanders by not helping her in the witness statements by josh drew melanie inglessis whitney henriquez kristina sexton io tillet wright raquel pennington and by other statements data and recordings as referenced in ngn s closing submissions. there are more witnesses supporting her for the 2nd virginia united states case about her washington post op ed. 2 1\n",
      "948054032 Motivator Network US mera-solo-movie\n",
      "948054032 Motivator Network US warner-brothers-let-women-thrive-in-hollywood\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a rat 2 2\n",
      "719676362 Mollie Chapman GB warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "1151187927 Fina Bammerlin US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
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      "amber heard is a narcissist evil should never win 2 1\n",
      "70810967 Erin Murphy US warner-brothers-keep-johnny-depp-as-grindelwald\n",
      "70810967 Erin Murphy US justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is the real abuser 2 1\n",
      "943100372 Stephanie Brown US movie-and-tv-watchers-have-amber-heard-removed-from-acting-all-together\n",
      "943100372 Stephanie Brown US no-one-black-list-amber-heard\n",
      "========\n",
      "\n",
      "\n",
      "johnny depp is an innocent man who has had his life destroyed by the vindictive lies of his abuser amber heard. we want justice for johnny 2 1\n",
      "847337 Joann Hess US everyone-replace-amber-heard-with-jacksepticeye-in-auqaman\n",
      "847337 Joann Hess US royal-court-of-justice-london-johnny-depp-be-dropped-of-all-charges-and-allegations-from-amber-heard\n",
      "========\n",
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      "amber heard lied 2 2\n",
      "964951331 Darian Vargas-Rosales US the-judicial-conduct-investigations-office-a-official-review-the-judicial-misconduct-of-judge-nicol-in-the-johnny-depp-libel-case\n",
      "1142317504 Irving uribe US warner-bros-pictures-justice-for-depp\n",
      "========\n",
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      "amber heard is bitch 2 2\n",
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      "remove amber heard as l oreal spokesperson 2 2\n",
      "1162465145 mhmd huss IL l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "577504154 Muvindu Perera LK l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
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      "amber heard is an abusive piece of shit. 2 2\n",
      "56330107 Graham McGettigan GB l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "918663066 Karla Marrero US justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is evil 2 2\n",
      "88779614 Julian Quah SG l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "966836048 Patrick Crooker US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is the abuser 2 2\n",
      "823218664 Chloe Summers GB l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1128355221 Kris shaf US justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a domestic abuser. 2 2\n",
      "1131609166 Sylvester Lewis GB l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "259854231 Amanda McKay CA l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a liar and an abuser. 2 2\n",
      "1057610575 Rita Corrales PA l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "1045953551 Michael Kyv DK l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "amber heard was recorded admitting to hitting johnny depp. she has also abused her former lovers and her own sister. she is a disgrace. i for one will never buy any products made by l oreal as long as they continue to employ her and or show previously recorded commercials with her in them. 2 1\n",
      "951852190 Jacqueline Vega US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "951852190 Jacqueline Vega US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a liar. 2 2\n",
      "1134961031 Emily Kohl US l-oréal-remove-amber-heard-as-l-oreal-spokesperson\n",
      "961835465 Jane Sampson GB justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "estoy firmando porque yo creo que es lo justo sea esto no es la segunda guerra mundial para que queramos escribir linchar a amber heard porque yo se que eso es algo que jam s le har a a mi peor enemigo porque no ser a diferente de lo que l hizo adem s me enter de que tratan de echar a jason momoa de aquaman 2 y a brie larson de capitana marvel y convertirla en villana eso es injusto y hago esto porque tengo una frase para la confianza que dice yo nunca me equivoco en lo que digo y escribo s lo espero que se encuentre una soluci n pac fica y amber heard y johnny deep conserven sus papeles en dos buen simas pel culas 2 1\n",
      "1058694551 Jorge Alfredo Gamba Álvarez CO warner-brothers-do-not-fire-amber-heard-of-aquaman-2\n",
      "1058694551 Jorge Alfredo Gamba Álvarez CO warner-brothers-do-not-fire-amber-heard-of-aquaman-2\n",
      "========\n",
      "\n",
      "\n",
      "amber heard is a fucking bitch 2 2\n",
      "1031573473 Daniel Guzman US justice-for-johnny-depp\n",
      "1115055701 Melek Cam NL justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "he s innocent fuck amber heard 2 2\n",
      "1106047034 Jessica Palmer GB justice-for-johnny-depp\n",
      "1162355069 Jasmine Neisinger US justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "johnny depp was severely abused both physically and emotionally by amber heard her free loading scum friends lived off johnny heard tried to extort money out of johnny and blackmail him. yet the corrupt biased judge nicol ruled in her favour because she played the victim card and lied and lied. she should be held accountable and there should be justice for johnny johnny should get his life back 2 1\n",
      "641763023 Marianne Lloyd ZA justice-for-johnny-depp\n",
      "641763023 Marianne Lloyd ZA justice-for-johnny-depp\n",
      "========\n",
      "\n",
      "\n",
      "johnny depp is innocent amber heard is a lier amber heard is an abuser johnny depp needs to comeback gellert grindelwald for fantastic beast 3. 1 1\n"
     ]
    }
   ],
   "source": [
    "for comment, count in tqdm(Counter(comments_mentioning).most_common()):\n",
    "    ids_found = [orig_index_mentioning[i] for i, c in enumerate(comments_mentioning) if c == comment]\n",
    "    \n",
    "    rows = df.iloc[ids_found]\n",
    "    num_people = len(set(rows['user.id']))\n",
    "    \n",
    "    print(comment, count, num_people)#, ids_found)\n",
    "    \n",
    "    if count < 2:\n",
    "        break\n",
    "    \n",
    "    for _, row in rows.iterrows():\n",
    "        print(row['user.id'], row['user.display_name'], row['user.country_code'], row['commentable_entity.slug'])#, row['user.description'])\n",
    "        \n",
    "    print(\"========\\n\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "id": "bd505739-76d9-43b6-bb4b-866265ccd180",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0        2020-12-07T02:33:21Z\n",
       "1        2020-12-01T19:45:00Z\n",
       "2        2020-11-10T17:14:31Z\n",
       "3        2020-11-10T00:54:56Z\n",
       "4        2020-11-08T15:03:27Z\n",
       "                 ...         \n",
       "27233    2020-11-07T23:26:11Z\n",
       "27234    2020-11-07T16:28:43Z\n",
       "27235    2020-11-07T15:18:29Z\n",
       "27236    2020-11-07T14:31:40Z\n",
       "27237    2020-11-07T04:07:28Z\n",
       "Name: created_at, Length: 27238, dtype: object"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.created_at"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "id": "e0412070-4f29-4783-920d-0411809152fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0        US\n",
       " 1        US\n",
       " 2        LK\n",
       " 3        UA\n",
       " 4        CA\n",
       "          ..\n",
       " 27233    AU\n",
       " 27234    US\n",
       " 27235    US\n",
       " 27236    US\n",
       " 27237    US\n",
       " Name: user.country_code, Length: 27238, dtype: object,\n",
       " 0         CA\n",
       " 1         TX\n",
       " 2        NaN\n",
       " 3        NaN\n",
       " 4        NaN\n",
       "         ... \n",
       " 27233    NaN\n",
       " 27234    NaN\n",
       " 27235    NaN\n",
       " 27236     MO\n",
       " 27237     WA\n",
       " Name: user.state_code, Length: 27238, dtype: object,\n",
       " 0            Santa Ana\n",
       " 1        Missouri City\n",
       " 2            Kadawatha\n",
       " 3                  NaN\n",
       " 4         Wasaga Beach\n",
       "              ...      \n",
       " 27233              NaN\n",
       " 27234              NaN\n",
       " 27235        Watertown\n",
       " 27236       Kirksville\n",
       " 27237           Yakima\n",
       " Name: user.city, Length: 27238, dtype: object)"
      ]
     },
     "execution_count": 119,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['user.country_code'], df['user.state_code'], df['user.city']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "id": "fa26132f-822b-4aff-a29c-9d33e1f253be",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting whenareyou\n",
      "  Downloading whenareyou-0.3.2-py3-none-any.whl (449 kB)\n",
      "\u001b[K     |████████████████████████████████| 449 kB 12.4 MB/s eta 0:00:01\n",
      "\u001b[?25hCollecting requests~=2.13.0\n",
      "  Downloading requests-2.13.0-py2.py3-none-any.whl (584 kB)\n",
      "\u001b[K     |████████████████████████████████| 584 kB 27.3 MB/s eta 0:00:01\n",
      "\u001b[?25hCollecting tzwhere\n",
      "  Downloading tzwhere-3.0.3.tar.gz (23.7 MB)\n",
      "\u001b[K     |████████████████████████████████| 23.7 MB 9.1 MB/s eta 0:00:01\n",
      "\u001b[?25hCollecting pytz~=2016.10\n",
      "  Downloading pytz-2016.10-py2.py3-none-any.whl (483 kB)\n",
      "\u001b[K     |████████████████████████████████| 483 kB 25.3 MB/s eta 0:00:01\n",
      "\u001b[?25hCollecting shapely\n",
      "  Downloading Shapely-1.8.0-cp37-cp37m-manylinux_2_5_x86_64.manylinux1_x86_64.whl (1.1 MB)\n",
      "\u001b[K     |████████████████████████████████| 1.1 MB 25.9 MB/s eta 0:00:01\n",
      "\u001b[?25hBuilding wheels for collected packages: tzwhere\n",
      "  Building wheel for tzwhere (setup.py) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for tzwhere: filename=tzwhere-3.0.3-py3-none-any.whl size=23742600 sha256=193ec17a3ac3f2aa2965d25640b31dd117a718a4f7db15c5430f717394cf36a0\n",
      "  Stored in directory: /home/sergia/.cache/pip/wheels/a4/27/39/8c57d78844da3630f08a30bfe9da5eac9a290e0a7edcb98218\n",
      "Successfully built tzwhere\n",
      "Installing collected packages: shapely, tzwhere, requests, pytz, whenareyou\n",
      "  Attempting uninstall: requests\n",
      "    Found existing installation: requests 2.26.0\n",
      "    Uninstalling requests-2.26.0:\n",
      "      Successfully uninstalled requests-2.26.0\n",
      "  Attempting uninstall: pytz\n",
      "    Found existing installation: pytz 2021.3\n",
      "    Uninstalling pytz-2021.3:\n",
      "      Successfully uninstalled pytz-2021.3\n",
      "\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
      "pandas 1.3.3 requires pytz>=2017.3, but you have pytz 2016.10 which is incompatible.\u001b[0m\n",
      "Successfully installed pytz-2016.10 requests-2.13.0 shapely-1.8.0 tzwhere-3.0.3 whenareyou-0.3.2\n"
     ]
    }
   ],
   "source": [
    "!pip install whenareyou"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "699935aa-73da-404d-a5f9-ffd5e99ddd25",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting timezonefinder\n",
      "  Downloading timezonefinder-5.2.0-py36.py37.py38-none-any.whl (43.0 MB)\n",
      "\u001b[K     |████████████████████████████████| 43.0 MB 28.3 MB/s eta 0:00:01     |██████████████████████▊         | 30.6 MB 28.3 MB/s eta 0:00:01\n",
      "\u001b[?25hRequirement already satisfied: numpy>=1.16 in /home/sergia/miniconda3/envs/rst-changeorg-data/lib/python3.7/site-packages (from timezonefinder) (1.21.2)\n",
      "Installing collected packages: timezonefinder\n",
      "Successfully installed timezonefinder-5.2.0\n"
     ]
    }
   ],
   "source": [
    "!pip install timezonefinder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "8411ca50-2247-4974-bc27-9f118629de37",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.created_at = pd.to_datetime(df.created_at)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "a65f7a29-0bae-4ce5-94c2-24476fca94a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "times = [x.time() for x in df.created_at]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "id": "ec26698c-4c40-4908-b93a-3cc70a7409d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "times_h = [t.hour + t.minute / 60. + t.second / 3600. for t in times]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "152506d2-3f39-43c1-9ad3-6b6244fa2217",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([2895., 2587., 2181., 1796., 1531., 2420., 3237., 3652., 3598.,\n",
       "        3341.]),\n",
       " array([3.05555556e-03, 2.40272222e+00, 4.80238889e+00, 7.20205556e+00,\n",
       "        9.60172222e+00, 1.20013889e+01, 1.44010556e+01, 1.68007222e+01,\n",
       "        1.92003889e+01, 2.16000556e+01, 2.39997222e+01]),\n",
       " <BarContainer object of 10 artists>)"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.hist(times_h)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a589e80d-ec2d-432f-98af-7cce01cf249e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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