transfer_data_preprocessing.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Transfer data preprocessing\n",
    "\n",
    "## Irony"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "ename": "ImportError",
     "evalue": "No module named 'tensorflow.keras.layers.recurrent'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mImportError\u001b[0m                               Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-104-e79477454b05>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mtensorflow\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mkeras\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlayers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrecurrent\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mLSTM\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mImportError\u001b[0m: No module named 'tensorflow.keras.layers.recurrent'"
     ]
    }
   ],
   "source": [
    "from tensorflow.keras.layers import LSTM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "type"
      ]
     },
     "execution_count": 103,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(LSTM)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "irony_labels.hdf5  semeval18_3\r\n"
     ]
    }
   ],
   "source": [
    "!ls data/irony"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SemEval2018-T3-train-taskB_emoji.txt\r\n"
     ]
    }
   ],
   "source": [
    "!ls data/irony/semeval18_3/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "PATH = 'data/irony/semeval18_3/SemEval2018-T3-train-taskB_emoji.txt'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_table(PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Tweet Index</th>\n",
       "      <th>Label</th>\n",
       "      <th>Tweet text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Sweet United Nations video. Just in time for C...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>@mrdahl87 We are rumored to have talked to Erv...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Hey there! Nice to see you Minnesota/ND Winter...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>3 episodes left I'm dying over here</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>I can't breathe! was chosen as the most notabl...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Tweet Index  Label                                         Tweet text\n",
       "0            1      1  Sweet United Nations video. Just in time for C...\n",
       "1            2      1  @mrdahl87 We are rumored to have talked to Erv...\n",
       "2            3      1  Hey there! Nice to see you Minnesota/ND Winter...\n",
       "3            4      0                3 episodes left I'm dying over here\n",
       "4            5      2  I can't breathe! was chosen as the most notabl..."
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3817"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels = df['Label']\n",
    "len(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = np.array(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from retpred.utils.io import save_array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_array('data/irony/irony_labels.hdf5', labels, 'irony_labels')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "texts = df['Tweet text']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "str"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(texts[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from retpred.text import tokenize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    Sweet United Nations video. Just in time for C...\n",
       "1    @mrdahl87 We are rumored to have talked to Erv...\n",
       "2    Hey there! Nice to see you Minnesota/ND Winter...\n",
       "3                  3 episodes left I'm dying over here\n",
       "4    I can't breathe! was chosen as the most notabl...\n",
       "Name: Tweet text, dtype: object"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "texts[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "texts = [tokenize(t) for t in texts]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['sweet united nations video .  just in time for christmas .  <hashtag> imagine <hashtag> no religion  <url>',\n",
       " ' <user>  we are rumored to have talked to erv agent .  <repeat> and the angels asked about ed escobar .  <repeat> that hardly nothing     <smile> ',\n",
       " 'hey there !  nice to see you minnesota / nd <allcaps>  winter weather ',\n",
       " ' <number>  episodes left i am dying over here',\n",
       " 'i can not breathe !  was chosen as the most notable quote of the year in an annual list released by a yale university librarian ']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "texts[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from retpred.utils.io import save_txt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_txt('data/irony/irony_texts.txt', texts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Topic "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train.json\r\n"
     ]
    }
   ],
   "source": [
    "!ls data/topic/us-topics-181109/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "PATH = 'data/topic/us-topics-181109/train.json'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "from retpred.utils.io import load_json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "topic_data = load_json(fname=PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'1057233267047448577': {'id': 1057233267047448577,\n",
       "  'text': \"Life is challenging enough without self-sabotage. Here's @KimFulcher on how to stop it. https://t.co/OzLMcfe64b\",\n",
       "  'topic': 'news'},\n",
       " '1049772181465559042': {'id': 1049772181465559042,\n",
       "  'text': 'Seventy years ago this December, 58 countries came together at the end of World War II to offer the world a roadmap… https://t.co/WkTBgenSGu',\n",
       "  'topic': 'government'},\n",
       " '1058771571391655938': {'id': 1058771571391655938,\n",
       "  'text': '@Jkooza Drunkenly walking through the coals.',\n",
       "  'topic': 'gaming'},\n",
       " '1032209530187333632': {'id': 1032209530187333632,\n",
       "  'text': 'NEW CLASSICS | Introducing our sleek, box-style D-ring bag in a new smaller size https://t.co/v9LhBffW4a https://t.co/b8uZZxsl3b',\n",
       "  'topic': 'fashion'},\n",
       " '1008635429892083712': {'id': 1008635429892083712,\n",
       "  'text': 'Reminiscent of the sailing rope, red tweed trimming by Lesage adds a sailing touch to the Paris-Hamburg… https://t.co/eBGaF5C2vt',\n",
       "  'topic': 'fashion'},\n",
       " '1053495549675089922': {'id': 1053495549675089922,\n",
       "  'text': 'The famous landmarks and statues of Assassin’s Creed Odyssey take center stage in these Share of the Week entries:… https://t.co/d41M7ve0Mu',\n",
       "  'topic': 'gaming'},\n",
       " '1060732381424992257': {'id': 1060732381424992257,\n",
       "  'text': 'RT @CNNPolitics: Pelosi says she advised Democrats campaigning for the midterms to \"not get engaged\" in a fight on immigration where Presid…',\n",
       "  'topic': 'news'},\n",
       " '1059933314331623425': {'id': 1059933314331623425,\n",
       "  'text': 'RT @wil_trapp: No surprises here! Congrats kiddo @zackstef_23. 🙏🏼💪🏼 @MLS',\n",
       "  'topic': 'sports'},\n",
       " '543988313200537600': {'id': 543988313200537600,\n",
       "  'text': \"RT @ABC2020: Tune in tomorrow night for @BarbaraJWalters' '10 #MostFascinatingPeople!' \\n\\nWho will top the list? Find out - 9pm ET http://t.…\",\n",
       "  'topic': 'news'},\n",
       " '928368520202674176': {'id': 928368520202674176,\n",
       "  'text': 'So much love!!!! https://t.co/0zQqgoq5AS',\n",
       "  'topic': 'sports'},\n",
       " '1035609582117122048': {'id': 1035609582117122048,\n",
       "  'text': 'Judy = Three-day weekend mood. https://t.co/0xE5qMuAT6',\n",
       "  'topic': 'entertainment'},\n",
       " '1059372933058084864': {'id': 1059372933058084864,\n",
       "  'text': 'The university was named after President Kwame Nkrumah, the first Prime Minister and President of Ghana. In 1959 Th… https://t.co/RNKSci0Oa0',\n",
       "  'topic': 'government'},\n",
       " '1049640055424339969': {'id': 1049640055424339969,\n",
       "  'text': 'Today, October 9, is the final deadline to register to vote in this critical election if you live in one of these s… https://t.co/2T9k1l6coo',\n",
       "  'topic': 'government'},\n",
       " '1054322511150829570': {'id': 1054322511150829570,\n",
       "  'text': '\\U0001f9df\\u200d♂️ goodmornin https://t.co/IssJdTtjTh',\n",
       "  'topic': 'television'},\n",
       " '1044713175290179589': {'id': 1044713175290179589,\n",
       "  'text': 'Are you interested in joining the #FBI? Apply today through the collegiate hiring initiative. The application close… https://t.co/yB7h6kvW8S',\n",
       "  'topic': 'government'},\n",
       " '704418086661652482': {'id': 704418086661652482,\n",
       "  'text': \"What a night! Touch up glam selfie with Ella Giselle before last night's fabulous #VFOscarParty. https://t.co/1lXYUiwS9p\",\n",
       "  'topic': 'television'},\n",
       " '1033887714095988736': {'id': 1033887714095988736,\n",
       "  'text': 'Need some Sunday night soul motivation? Here it is. You love yourself first, whoever you are, and whatever you want… https://t.co/FWXH3LRJrU',\n",
       "  'topic': 'fashion'},\n",
       " '687806665081647104': {'id': 687806665081647104,\n",
       "  'text': \"The girls are back! Season two of @IAmCait premieres on March 6 at 9 pm. We can't wait! #TCA16 https://t.co/9T2VXvumF1\",\n",
       "  'topic': 'television'},\n",
       " '1042433778881363969': {'id': 1042433778881363969,\n",
       "  'text': 'Today’s @ItCanWait Pledge Day….so join me and @ATT and take the pledge to never drive distracted at… https://t.co/IdrZ2mhjVA',\n",
       "  'topic': 'sports'},\n",
       " '1057098354721603584': {'id': 1057098354721603584,\n",
       "  'text': 'The incomparable @PTXofficial sing “What Is This Feeling?” like you’ve never heard it before. #Wicked15 https://t.co/zEyVMKDjY1',\n",
       "  'topic': 'television'},\n",
       " '1044655558198849537': {'id': 1044655558198849537,\n",
       "  'text': 'On #NationalVoterRegistrationDay THIS IS THE BEST LINK! Make sure to \"add more cats\"! https://t.co/BUraIQhBgW',\n",
       "  'topic': 'gaming'},\n",
       " '1012473765014523907': {'id': 1012473765014523907,\n",
       "  'text': 'RT @PodcastOne: #StarvingforAttention is all new this week with a man so well-respected in the culinary world, he’s been given the nickname…',\n",
       "  'topic': 'food-drink'},\n",
       " '1059606860695662592': {'id': 1059606860695662592,\n",
       "  'text': 'RT @suspiriamovie: We’re not worthy. #Suspiria https://t.co/V8lNss4vFo',\n",
       "  'topic': 'gaming'},\n",
       " '1051926499811504129': {'id': 1051926499811504129,\n",
       "  'text': 'RT @GeorgeTakei: If you are turned away at the polls because your name is not on the register, don’t walk away. Say this: I REQUEST A PROVI…',\n",
       "  'topic': 'funny'},\n",
       " '1012406491448393728': {'id': 1012406491448393728,\n",
       "  'text': 'Reppin the Three Lions today and in this #tbt !!!\\n.\\n.\\n.\\n#fifaworldcup \\n#threelions \\n#46%english\\n#COYG… https://t.co/BLzh40X7z4',\n",
       "  'topic': 'food-drink'},\n",
       " '1046195101951840256': {'id': 1046195101951840256,\n",
       "  'text': '@sadra_amlashi I am flattered you asked.',\n",
       "  'topic': 'gaming'},\n",
       " '1054378219489550337': {'id': 1054378219489550337,\n",
       "  'text': \"Heat's on; cold outside. A flock of wild turkeys marches past the window. Cocoa. Pancakes. Bacon. Winter's coming. Too soon.\",\n",
       "  'topic': 'food-drink'},\n",
       " '1049503252486574080': {'id': 1049503252486574080,\n",
       "  'text': 'RT @ESPNNFL: The Redskins walked into a Saints party in New Orleans 🎶 https://t.co/G2PkSDb4G9',\n",
       "  'topic': 'sports'},\n",
       " '1059500141751689216': {'id': 1059500141751689216,\n",
       "  'text': 'And sew it begins… Here’s your exclusive look at the teaser poster for #UglyDollsMovie starring @Kelly_Clarkson,… https://t.co/36dOFm4CL9',\n",
       "  'topic': 'entertainment'},\n",
       " '1053762378171670528': {'id': 1053762378171670528,\n",
       "  'text': '.@MinkaraSara founded Empowerment Through Integration &amp; is working tirelessly to enable people with disabilities to… https://t.co/tEdtDljzxp',\n",
       "  'topic': 'government'},\n",
       " '1055721418745233409': {'id': 1055721418745233409,\n",
       "  'text': 'thanks for all the kindness sent my way today. i am so grateful for this wonderful life I get to live because of yo… https://t.co/eeAdPn5seP',\n",
       "  'topic': 'music'},\n",
       " '1023988459298381825': {'id': 1023988459298381825,\n",
       "  'text': 'One of us can be dismissed, two of us can be ignored, but together, we are a movement, and #WeAreUnstoppable. Join… https://t.co/rVKhTCn9R2',\n",
       "  'topic': 'books'},\n",
       " '1060667734218858496': {'id': 1060667734218858496,\n",
       "  'text': 'RT @wwwbigbaldhead: Just posted a video https://t.co/gJNOd3nsx2',\n",
       "  'topic': 'gaming'},\n",
       " '665284440579571712': {'id': 665284440579571712,\n",
       "  'text': 'T-minus 10 minutes before my big speech at @LincolnCenter. I HOPE these seats end up getting filled! #WBFNY K🚀 https://t.co/LtLAmH0mkf',\n",
       "  'topic': 'entertainment'},\n",
       " '1060678986177634305': {'id': 1060678986177634305,\n",
       "  'text': \"@Cbsmile99Burgan We're so sorry for the delay, Cheryl! We have replied to your DM!\",\n",
       "  'topic': 'fashion'},\n",
       " '1054476543542517760': {'id': 1054476543542517760,\n",
       "  'text': \"@KatieCavender @WarJessEagle So you're coming right?\",\n",
       "  'topic': 'sports'},\n",
       " '1049347307429416960': {'id': 1049347307429416960,\n",
       "  'text': 'stop copying me bro @_TJWatt https://t.co/f72aR0brvH',\n",
       "  'topic': 'sports'},\n",
       " '1059102349225013249': {'id': 1059102349225013249,\n",
       "  'text': 'RT @montangeran: Thanks to the fans who have already seen #CrimesOfGrindelwald for being so considerate. I’ve never ever tried to avoid any…',\n",
       "  'topic': 'books'},\n",
       " '1042117317369503744': {'id': 1042117317369503744,\n",
       "  'text': '@doozer098 @RueLaLa I can certainly understand your frustration. I would love to help you. Please DM me your Order… https://t.co/f8wxvMrYjc',\n",
       "  'topic': 'fashion'},\n",
       " '1017588328210751488': {'id': 1017588328210751488,\n",
       "  'text': 'Save me a cup!!! https://t.co/2bs0BEzMR2',\n",
       "  'topic': 'music'},\n",
       " '1056146526978957312': {'id': 1056146526978957312,\n",
       "  'text': 'RT @marujatarre: El restorán peruano q mas me gusta en EEUU , es China chilcano de @chefjoseandres en Washington DC.. https://t.co/wWXH8JZm…',\n",
       "  'topic': 'food-drink'},\n",
       " '1059754816640032768': {'id': 1059754816640032768,\n",
       "  'text': \"Brilliant 'Feminist Baby' Books Help Parents Start a Conversation About Gender Equality https://t.co/J1Oby8XkWr https://t.co/9XWNv1vxg5\",\n",
       "  'topic': 'family'},\n",
       " '957322714301149184': {'id': 957322714301149184,\n",
       "  'text': 'Get healthy @boogiecousins You will comeback stronger. If you need anything on my end just holla 🙏🏾',\n",
       "  'topic': 'sports'},\n",
       " '928448490321203200': {'id': 928448490321203200,\n",
       "  'text': 'RT @GMA: CMA Awards Song of the Year: \"Better Man\" - @taylorswift13 \\n\\n@CountryMusic #cmaawards2017 #CMAawards https://t.co/QJlUQXHh64',\n",
       "  'topic': 'music'},\n",
       " '1060206931674087424': {'id': 1060206931674087424,\n",
       "  'text': 'RT @BorgataAC: As we prep our cooking stations for #SavorBorgata this weekend, we want to know... If you could ask our chefs, @chefsymon, @…',\n",
       "  'topic': 'food-drink'},\n",
       " '970759736667844608': {'id': 970759736667844608,\n",
       "  'text': 'Up close with Spring 2018.\\nCaptured by #retoschmid for @thepop \\n#proenzashouler #psspring18 #ss18 https://t.co/q40e44GZ2i',\n",
       "  'topic': 'fashion'},\n",
       " '1060526463856861184': {'id': 1060526463856861184,\n",
       "  'text': 'RT @ItsJulzWest: Quick lil ukulele cover of #WasteItOnMe @BTS_twt @steveaoki 🏝 why not 😉🎶 https://t.co/186hDf3Jz0',\n",
       "  'topic': 'music'},\n",
       " '1058813542290386944': {'id': 1058813542290386944,\n",
       "  'text': 'Not everyone is gonna like what you do. So sit back and ask yourself... DO I LIKE WHAT I’M DOING? IS WHAT IM DOING… https://t.co/6XwkjMr0g9',\n",
       "  'topic': 'television'},\n",
       " '1056665219810947073': {'id': 1056665219810947073,\n",
       "  'text': 'They’ve actually reduced the age for a screening colonoscopy to 45. We need to find out why so many young people ar… https://t.co/bblmT8H934',\n",
       "  'topic': 'news'},\n",
       " '793807240394371072': {'id': 793807240394371072,\n",
       "  'text': 'RT @TheGRAMMYs: Watch @andersoncooper report on the moving music created by inmates for the GRAMMY-nominated @ProjectZomba: https://t.co/TF…',\n",
       "  'topic': 'news'},\n",
       " '1060029819633598465': {'id': 1060029819633598465,\n",
       "  'text': 'RT @lizzwinstead: 100 women have won seats in the house!',\n",
       "  'topic': 'gaming'},\n",
       " '794322003754790913': {'id': 794322003754790913,\n",
       "  'text': \"It's pretty simple: Find a plan, get covered, earn some peace of mind. Start today: https://t.co/PJ7xIKP3Vo https://t.co/ZBQdNz8s80\",\n",
       "  'topic': 'government'},\n",
       " '1059717387963060225': {'id': 1059717387963060225,\n",
       "  'text': '(cont.) Some Americans (foolishly &amp; arrogantly) say who cares what the world thinks? Try asking someone who doesn’t… https://t.co/UOVfkCvz6l',\n",
       "  'topic': 'news'},\n",
       " '1021830445384839168': {'id': 1021830445384839168,\n",
       "  'text': '@CroSmith 😂😂😂',\n",
       "  'topic': 'sports'},\n",
       " '1060411663978033152': {'id': 1060411663978033152,\n",
       "  'text': \"Fox News Host Tucker Carlson's Home Targeted by Mob Chanting, 'We Know Where You Sleep at Night' https://t.co/BNf6bYJQfe\",\n",
       "  'topic': 'entertainment'},\n",
       " '1052718480326385667': {'id': 1052718480326385667,\n",
       "  'text': '“I always thought, How fortunate for me that I got to play the two best Muppets? Playing Big Bird is one of the mos… https://t.co/h3LgJReDPf',\n",
       "  'topic': 'news'},\n",
       " '1058381684540755968': {'id': 1058381684540755968,\n",
       "  'text': \"'House of Cards' Season 6 is #CertifiedFresh at 81% on the #Tomatometer, with 36 reviews https://t.co/JfGBhh9sSl https://t.co/KvviCi7kce\",\n",
       "  'topic': 'entertainment'},\n",
       " '1060047039818555392': {'id': 1060047039818555392,\n",
       "  'text': 'Once the @SabrinaNetflix set was constructed, production designer Lisa Soper (@MaliceBot) put a protection spell on… https://t.co/cfi8t7vAWe',\n",
       "  'topic': 'fashion'},\n",
       " '1059805041450721280': {'id': 1059805041450721280,\n",
       "  'text': 'RT @repbenraylujan: Democrats are committed to fighting #ForThePeople. That means:\\n-Lowering prescription drug prices\\n-Raising wages by reb…',\n",
       "  'topic': 'government'},\n",
       " '798931390855335940': {'id': 798931390855335940,\n",
       "  'text': 'I’ve enjoyed doing shows @BeaconTheatre so much it has become a bit of an obsession. Tickets now available thru 201… https://t.co/QuPTmPFNDh',\n",
       "  'topic': 'funny'},\n",
       " '1057302050755747840': {'id': 1057302050755747840,\n",
       "  'text': 'If you reduce or cut off the Financial Aid you provide @USAID @theOFDA @StateDept etc you will only increase the nu… https://t.co/mbBuLdvP6r',\n",
       "  'topic': 'food-drink'},\n",
       " '1060155917059219461': {'id': 1060155917059219461,\n",
       "  'text': 'If the Democrats think they are going to waste Taxpayer Money investigating us at the House level, then we will lik… https://t.co/04c4QhEvbK',\n",
       "  'topic': 'business'},\n",
       " '1018704994130788353': {'id': 1018704994130788353,\n",
       "  'text': 'Amazing episodes upcoming, including @cheffalkner  @aartipaarti @chefsangyoon @CandiceKumai @PotashTwins AND… https://t.co/BtNltuuwW4',\n",
       "  'topic': 'food-drink'},\n",
       " '1060026119695593472': {'id': 1060026119695593472,\n",
       "  'text': '#LiveFreeOrDie https://t.co/XGK9VpqwCJ',\n",
       "  'topic': 'funny'},\n",
       " '1000940773460721664': {'id': 1000940773460721664,\n",
       "  'text': '#Lebranium 👏🏾',\n",
       "  'topic': 'sports'},\n",
       " '1048135751433682944': {'id': 1048135751433682944,\n",
       "  'text': \"Discover @CaraDelevingne's curated playlist, inspired by the bold, energetic spirit of London #BurberryHer… https://t.co/PN2zvem0xQ\",\n",
       "  'topic': 'fashion'},\n",
       " '959886990442348544': {'id': 959886990442348544,\n",
       "  'text': '🙌 @VULions https://t.co/3SIgKM1VgF',\n",
       "  'topic': 'sports'},\n",
       " '1060294230373994497': {'id': 1060294230373994497,\n",
       "  'text': '@nachosarah They have new ruses to take care of.',\n",
       "  'topic': 'food-drink'},\n",
       " '1058937240707989504': {'id': 1058937240707989504,\n",
       "  'text': 'Here we go!\\n\\n#UFC230 https://t.co/SVLYzhqom0',\n",
       "  'topic': 'sports'},\n",
       " '1060373896040460289': {'id': 1060373896040460289,\n",
       "  'text': 'RT @BoingBoing: #ProtectMueller: Trump protests planned for \\nTHURSDAY NOVEMBER 8 @ 5PM (your local time). \\nThere are 900+ events already. h…',\n",
       "  'topic': 'news'},\n",
       " '1002594259210366976': {'id': 1002594259210366976,\n",
       "  'text': \"NEWMARKET! I can't wait to headline Summer Saturday Live for a special outdoor show on 9th June! 💕Tickets on sale n… https://t.co/elkbDD3tGN\",\n",
       "  'topic': 'music'},\n",
       " '1040689929532174336': {'id': 1040689929532174336,\n",
       "  'text': 'Something special on tonight at 8pm ET on the @NFLNetwork @AZCardinals! - Team BS https://t.co/5NrznCLd4s',\n",
       "  'topic': 'music'},\n",
       " '1056269319326326784': {'id': 1056269319326326784,\n",
       "  'text': 'RT @Muna_Mire: Tbh just about everyone I know is either Muslim or Jewish but the truth is there aren’t that many of us in this country. I f…',\n",
       "  'topic': 'television'},\n",
       " '1052266169942597634': {'id': 1052266169942597634,\n",
       "  'text': '@Dawlight Not exactly. When is art “done”?  If my task is “build a level for game _____” it’s up to me to decide ho… https://t.co/8fAKzPZ5dK',\n",
       "  'topic': 'gaming'},\n",
       " '1057833408242573312': {'id': 1057833408242573312,\n",
       "  'text': 'RT @Bakkt: \"In its first phase Bakkt will work with ICE\\'s markets in clearing to deliver institutional-grade risk management, physical deli…',\n",
       "  'topic': 'business'},\n",
       " '1056263600099143680': {'id': 1056263600099143680,\n",
       "  'text': 'My heart is broken for the families dealing with this senseless violence. Sending prayers to Pittsburgh during this horrible tragedy🙏🏻',\n",
       "  'topic': 'entertainment'},\n",
       " '1013493784615632896': {'id': 1013493784615632896,\n",
       "  'text': '@aim716 @JuniperandIvy 🙏🏻',\n",
       "  'topic': 'food-drink'},\n",
       " '950408731145244672': {'id': 950408731145244672,\n",
       "  'text': 'PSWL drop 2 in stores and online now. Shop the collection @Nordstrom https://t.co/dqWwUZU5r0',\n",
       "  'topic': 'fashion'},\n",
       " '1041756208846262280': {'id': 1041756208846262280,\n",
       "  'text': 'Models backstage ahead of the finale for Riccardo Tisci’s debut runway show, ‘Kingdom’ #BurberryShow #LFW… https://t.co/gCl85UgiIP',\n",
       "  'topic': 'fashion'},\n",
       " '1060826865148067841': {'id': 1060826865148067841,\n",
       "  'text': \"China's state-run media has unveiled an eerie 'AI anchor' to read the news https://t.co/YhyshGTZQY\",\n",
       "  'topic': 'news'},\n",
       " '996553976278470656': {'id': 996553976278470656,\n",
       "  'text': 'RT @FOXSports: The future of the @Suns depends on it. https://t.co/8KwkzkosKc',\n",
       "  'topic': 'sports'},\n",
       " '1049222873607540737': {'id': 1049222873607540737,\n",
       "  'text': 'Graphic lines and rounded shoulder shapes mark the two-toned looks at the #CHANELSpringSummer 2019 show.… https://t.co/Ijm0pmEbvn',\n",
       "  'topic': 'fashion'},\n",
       " '1060170011573186561': {'id': 1060170011573186561,\n",
       "  'text': \"Rare Ernest Hemingway letter documenting '500-pound Marlin' catch surfaces https://t.co/KOEnKCiFot\",\n",
       "  'topic': 'news'},\n",
       " '985631855033638918': {'id': 985631855033638918,\n",
       "  'text': 'My take on the coming Iran-Israel war in Israel\\nhttps://t.co/Qa5gIhCrz0',\n",
       "  'topic': 'books'},\n",
       " '1011706456842932224': {'id': 1011706456842932224,\n",
       "  'text': 'Pickled asparagus, herbs and unripe pine cones https://t.co/lfMCExMD3x',\n",
       "  'topic': 'food-drink'},\n",
       " '821811789285330944': {'id': 821811789285330944,\n",
       "  'text': \"Republicans need help understanding LGBTQ 🏳️\\u200d🌈 issues and I'm here to help!\",\n",
       "  'topic': 'television'},\n",
       " '1045177265439395842': {'id': 1045177265439395842,\n",
       "  'text': 'RT @rosariodawson: 😂\\U0001f923 https://t.co/TWDz0zt39g',\n",
       "  'topic': 'entertainment'},\n",
       " '1057662403943505920': {'id': 1057662403943505920,\n",
       "  'text': 'RT @virgingalactic: VMS Eve headed to the skies over Mojave Air and Spaceport today for flights number 255 and 256. This aircraft is a cust…',\n",
       "  'topic': 'business'},\n",
       " '1059989133664243712': {'id': 1059989133664243712,\n",
       "  'text': 'Reef Heazlewood going mental on the North Shore 🚀 Video by Philip Waller https://t.co/jGBEff6Rlv',\n",
       "  'topic': 'sports'},\n",
       " '819588812468875264': {'id': 819588812468875264,\n",
       "  'text': 'RT @Hoffine44: .@POTUS on today\\'s WTO case against China: \"when other countries cut corners...my Administration stands up for strong trade…',\n",
       "  'topic': 'government'},\n",
       " '1006712374974472192': {'id': 1006712374974472192,\n",
       "  'text': 'Mama has a night out tonight, celebrating @BelvedereVodka’s Single Estate Rye Series in Brooklyn. 🍸 #tastetherye… https://t.co/jTUjeb4cfe',\n",
       "  'topic': 'fashion'},\n",
       " '1057358389762813953': {'id': 1057358389762813953,\n",
       "  'text': 'RT @ScottforFlorida: 1 week until Election Day! I’m confident we’ll have a big win and send a message to the career politicians in Washingt…',\n",
       "  'topic': 'government'},\n",
       " '1038504733907005440': {'id': 1038504733907005440,\n",
       "  'text': 'About Last Night \\U0001f5a4 #BazaarICONS 📸: @GettyVIP @IamJmcCarthy @harpersbazaarus #ToniMaticevski @Gianvito_Rossi… https://t.co/K4wZZW8vl1',\n",
       "  'topic': 'fashion'},\n",
       " '1050120778505744384': {'id': 1050120778505744384,\n",
       "  'text': 'A glimpse inside our London town house, at the #BurberryHer House Party https://t.co/Aw3Ht4CsZX',\n",
       "  'topic': 'fashion'},\n",
       " '1000526337558315008': {'id': 1000526337558315008,\n",
       "  'text': 'New Single “Target” out everywhere on all music sites...I hope youu all enjoy this banger...I appreciate all the po… https://t.co/bDP3Lm5GBP',\n",
       "  'topic': 'sports'},\n",
       " '462618558455742464': {'id': 462618558455742464,\n",
       "  'text': \"RT @ABC2020: Video: @BarbaraJWalters' exclusive intv with V. Stiviano, confidante to LA Clippers owner Donald Sterling: http://t.co/EiNaUml…\",\n",
       "  'topic': 'news'},\n",
       " '865754552766803969': {'id': 865754552766803969,\n",
       "  'text': 'I regret the crude sentence i spoke earlier tonight and followed it up by apologizing on air. It was unprofessional. I am genuinely sorry.',\n",
       "  'topic': 'news'},\n",
       " '826095288666423296': {'id': 826095288666423296,\n",
       "  'text': 'PSA: watch out its ticket time!! #endofthemonth #noididntgetaticket',\n",
       "  'topic': 'sports'},\n",
       " '982504063723065344': {'id': 982504063723065344,\n",
       "  'text': 'RT @stengel: It’s attributed to both Goebbels and to Lenin (don’t care; pick one), but Trump subscribes to and relentlessly practices the i…',\n",
       "  'topic': 'gaming'},\n",
       " '1057848266170130432': {'id': 1057848266170130432,\n",
       "  'text': '#ChiaPetga #HappyHallowen 🌳 https://t.co/ek2qKxBG84',\n",
       "  'topic': 'music'},\n",
       " '487241271535501312': {'id': 487241271535501312,\n",
       "  'text': '@fakeAPchekhov Out: Stella by Starlight. In: Bella by Barlight. http://t.co/4Oc6pmd9xW',\n",
       "  'topic': 'books'},\n",
       " '1055549559701553152': {'id': 1055549559701553152,\n",
       "  'text': 'Throwback Tyra! I went as Sir @richardbranson in 2015, I took off the facial hair but I never lost the ambition! 💛 https://t.co/aCeKgGdFLa',\n",
       "  'topic': 'fashion'},\n",
       " '1047130551839207425': {'id': 1047130551839207425,\n",
       "  'text': '#NightSchool https://t.co/tqybt7qwJe',\n",
       "  'topic': 'entertainment'},\n",
       " '1038546045800595457': {'id': 1038546045800595457,\n",
       "  'text': 'Tomatoes, cucumbers, dill, lemon, ras el hanout. My dish today for @lalovesalexs @alexslemonade in LA ❤️🍋 https://t.co/3fiHVNFSF8',\n",
       "  'topic': 'food-drink'},\n",
       " '1046818495294365696': {'id': 1046818495294365696,\n",
       "  'text': '@aLFRED0SAUCE Awesome video!! Next up try the Ultimate Steak guide in the app, where you sear both before you cook… https://t.co/vkD5CEoMvB',\n",
       "  'topic': 'food-drink'},\n",
       " '794392803027591168': {'id': 794392803027591168,\n",
       "  'text': '@KellyannePolls @11thHour @AC360 that is sickening and abhorrent. Sadly i have stopped reading twitter comments for the same reason',\n",
       "  'topic': 'news'},\n",
       " '794057504871346176': {'id': 794057504871346176,\n",
       "  'text': \"It happened: @Cubs win World Series. That's change even this South Sider can believe in. Want to come to the White House before I leave?\",\n",
       "  'topic': 'government'},\n",
       " '1059587657066536960': {'id': 1059587657066536960,\n",
       "  'text': 'Untrue.  I do. https://t.co/7JskxUJzcB',\n",
       "  'topic': 'food-drink'},\n",
       " '1046139335962238976': {'id': 1046139335962238976,\n",
       "  'text': 'It is pronounced “why-ee” or “yay” or “ye” or ? https://t.co/JAgTFWUKCw',\n",
       "  'topic': 'entertainment'},\n",
       " '967548287438929920': {'id': 967548287438929920,\n",
       "  'text': 'RT @VladGuerrero27: Describe this moment || describan este momento https://t.co/zKrGEMSsxJ',\n",
       "  'topic': 'sports'},\n",
       " '1059991510026833920': {'id': 1059991510026833920,\n",
       "  'text': 'RT @monsterhunter: [PS4] Earn an even more powerful Aloy armor set, plus a layered armor that ensures you’re always representing the Nora i…',\n",
       "  'topic': 'gaming'},\n",
       " '1057038524359294977': {'id': 1057038524359294977,\n",
       "  'text': 'Is it just us, or are Halloween costumes getting scarier? https://t.co/k9LtuYZBSk',\n",
       "  'topic': 'business'},\n",
       " '1059643109942968320': {'id': 1059643109942968320,\n",
       "  'text': 'What a memorable evening in honor of @TheCherShow at @thelambsclub!  @ManhattanmagNYC https://t.co/2Ea15bYWEk',\n",
       "  'topic': 'food-drink'},\n",
       " '1054789002753015809': {'id': 1054789002753015809,\n",
       "  'text': '\"You only leave home when home is the mouth of a shark.\"\\n\\n@BillWeirCNN separates fact from fiction, traveling with… https://t.co/tynuQHv8ka',\n",
       "  'topic': 'news'},\n",
       " '1038962015698669568': {'id': 1038962015698669568,\n",
       "  'text': 'RT @joypreble: Genovia royalty spirits are not dampened by a rainy day or road construction! Look at that full house for the amazing @megca…',\n",
       "  'topic': 'books'},\n",
       " '1047677624783392768': {'id': 1047677624783392768,\n",
       "  'text': 'On the cover of @NYTmag by @MinterMarilyn 🙏 https://t.co/q7MqC2HKSS https://t.co/OUz7L25tGO',\n",
       "  'topic': 'music'},\n",
       " '1003668766486454272': {'id': 1003668766486454272,\n",
       "  'text': '😜 https://t.co/aRu5KlJSOz',\n",
       "  'topic': 'music'},\n",
       " '1040270800711049216': {'id': 1040270800711049216,\n",
       "  'text': 'RT @foodtechconnect: Join @FERNnews in Brooklyn on Oct 1! for a discussion on the #MeToo\\u2060 \\u2060 movement and issues of equity and inclusion in…',\n",
       "  'topic': 'food-drink'},\n",
       " '1037462517511933952': {'id': 1037462517511933952,\n",
       "  'text': 'RT @BrazosBookstore: It’s going to be a royal affair with @megcabot this Sunday at 5pm! Bring the family. Each ticket admits up to 4 and yo…',\n",
       "  'topic': 'books'},\n",
       " '1059855630087929862': {'id': 1059855630087929862,\n",
       "  'text': 'Here’s a cute picture of @MeCookieMonster campaigning. Now #GoVote! https://t.co/0PhtTlceYv',\n",
       "  'topic': 'family'},\n",
       " '1039904618598158343': {'id': 1039904618598158343,\n",
       "  'text': 'Love and Tomatoes! ❤️🍅#FindItInEverything IG Pic by @adalisab https://t.co/2k36gQ1Fsz',\n",
       "  'topic': 'food-drink'},\n",
       " '1035599559936761856': {'id': 1035599559936761856,\n",
       "  'text': 'RT @UglyFruitAndVeg: Portrait of an Eggplant.  By @annette_behrens #AubergineDream https://t.co/5tXmTWP5TH',\n",
       "  'topic': 'food-drink'},\n",
       " '1053266247268384769': {'id': 1053266247268384769,\n",
       "  'text': 'RT @surlybassey: What an extraordinary two years writing and editing with the amazing women past and present of @lennyletter . @lenadunham…',\n",
       "  'topic': 'television'},\n",
       " '1058607470552084480': {'id': 1058607470552084480,\n",
       "  'text': 'Bought PLANET OF THE VAMPIRES 1965 on DVD from Sci-Fi Masterpiece Movies. https://t.co/3MCU5Hdr81',\n",
       "  'topic': 'gaming'},\n",
       " '1049773401982754816': {'id': 1049773401982754816,\n",
       "  'text': 'November is coming. @nytimes \\nhttps://t.co/L5JMw5OWNl',\n",
       "  'topic': 'entertainment'},\n",
       " '1053345296497950726': {'id': 1053345296497950726,\n",
       "  'text': '@mikkipedia @diancalondon @lennyletter @JenniKonner @JessGrose @geometricsleep @maryjaneweedman @surlybassey… https://t.co/J0XXytWXZH',\n",
       "  'topic': 'television'},\n",
       " '265270458952318976': {'id': 265270458952318976,\n",
       "  'text': 'RT @DianeSawyer: Panpic @ABC #YourVote set. I spy @GStephanopoulos @matthewjdowd @donnabrazile @BarbaraJWalters @katiecouric @jonkarl ht ...',\n",
       "  'topic': 'news'},\n",
       " '808510710770761728': {'id': 808510710770761728,\n",
       "  'text': \"Great to see so many investors come together to work towards a clean energy future. It's a smart investment and it'… https://t.co/aqGx2t7QAZ\",\n",
       "  'topic': 'government'},\n",
       " '1056730589997490177': {'id': 1056730589997490177,\n",
       "  'text': 'Considering the state of the world how did every woman in America not spend the weekend sending Robyn lyrics to their exes?',\n",
       "  'topic': 'television'},\n",
       " '979855577760354304': {'id': 979855577760354304,\n",
       "  'text': 'Have a Hoppy Easter!!! https://t.co/Q3uVmZrBWo',\n",
       "  'topic': 'music'},\n",
       " '877678390836432897': {'id': 877678390836432897,\n",
       "  'text': \"RT @riverheadbooks: Happy #SummerSolstice! Here are some of our all-time favorite summer reads. What's on your list? https://t.co/F1nzUwA8Q1\",\n",
       "  'topic': 'books'},\n",
       " '308697628621828097': {'id': 308697628621828097,\n",
       "  'text': 'Barbara Walters Returns To ‘The View’ http://t.co/jlSSIjZFEd via @tvnewser',\n",
       "  'topic': 'news'},\n",
       " '1060283948213911553': {'id': 1060283948213911553,\n",
       "  'text': 'RT @41Strange: Ultraman https://t.co/30Ik3a2P15',\n",
       "  'topic': 'food-drink'},\n",
       " '867294859438280704': {'id': 867294859438280704,\n",
       "  'text': 'RT @Lucydevito: Thanks for coming @Ryan_Spahn love you!! https://t.co/xGZMWCWWfN',\n",
       "  'topic': 'entertainment'},\n",
       " '1052272974407983105': {'id': 1052272974407983105,\n",
       "  'text': 'RT @youtholympics: 🙀 SLAM 🔥 The #basketball3x3 at #BuenosAires2018 has been fire! Catch yesterday’s dunk contest and today’s games live on…',\n",
       "  'topic': 'sports'},\n",
       " '1036633929544097792': {'id': 1036633929544097792,\n",
       "  'text': 'The #ThomasBurberryMonogram in Soho, New York https://t.co/CMyposL3Xd',\n",
       "  'topic': 'fashion'},\n",
       " '970464159958814720': {'id': 970464159958814720,\n",
       "  'text': 'RT @TwitterMovies: Lights 🔦\\nCamera 🎥\\nAction 🎬\\n\\nThe 90th #Oscars are happening. \\n\\nTap follow in the Moment to receive the biggest updates du…',\n",
       "  'topic': 'fashion'},\n",
       " '1038503929041092608': {'id': 1038503929041092608,\n",
       "  'text': 'RT @KellyCrandall: .@JimmieJohnson showed up to Indianapolis with all the confidence in the world this will be a turnaround weekend. Why? “…',\n",
       "  'topic': 'sports'},\n",
       " '1060710822501105668': {'id': 1060710822501105668,\n",
       "  'text': 'RT @antonioguterres: Women peacekeepers increase the effectiveness of our work in conflict situations. I am happy to announce Major General…',\n",
       "  'topic': 'government'},\n",
       " '1059854607046901760': {'id': 1059854607046901760,\n",
       "  'text': '@TomHazelaar Nice! Just like back in the day.',\n",
       "  'topic': 'gaming'},\n",
       " '1044058685880848384': {'id': 1044058685880848384,\n",
       "  'text': \"@itsrealyJulianZ He'd have to watch Kirby.\",\n",
       "  'topic': 'gaming'},\n",
       " '1059602441354858496': {'id': 1059602441354858496,\n",
       "  'text': \"@setsua28 We're sure you're already planning father/son mining expeditions.\",\n",
       "  'topic': 'gaming'},\n",
       " '1047158377061765120': {'id': 1047158377061765120,\n",
       "  'text': 'This is completely unacceptable. Many countries still don’t allow LGBTQ people to marry. This policy is discriminat… https://t.co/gBj1wb77zM',\n",
       "  'topic': 'government'},\n",
       " '1059493927860998144': {'id': 1059493927860998144,\n",
       "  'text': \"RT @TouchingBasePGP: NEW EPISODE.\\n\\n(2:15) The Gas Station\\n\\n(7:45) Dillon's Injury\\n\\n(20:33) @JaredBorislow on 'Hot Jared' &amp; Disc Golf\\n\\n(44:4…\",\n",
       "  'topic': 'funny'},\n",
       " '1059866655105392642': {'id': 1059866655105392642,\n",
       "  'text': \"@TheMaddWriter We. Can't. Wait. \\n\\nDid you see the new Tangled trailer for it?\",\n",
       "  'topic': 'gaming'},\n",
       " '1055480680933720064': {'id': 1055480680933720064,\n",
       "  'text': 'RT @thejtlewis: @kanyewest My brother was killed in the Sandy Hook shooting. I started “Newtown Helps Rwanda” after, and now I’m advocating…',\n",
       "  'topic': 'music'},\n",
       " '1052854555526889472': {'id': 1052854555526889472,\n",
       "  'text': '@aninhalacerdaa Oi Aninha - Se você não quiser logar no Facebook, pode assistir em nosso site através do seu comput… https://t.co/yzHzE3pqhe',\n",
       "  'topic': 'sports'},\n",
       " '1056960549861371908': {'id': 1056960549861371908,\n",
       "  'text': 'And thank you to them too because they helped us @WCKitchen #chefsforindonesia with people, food, gas and kitchens.… https://t.co/gMMOWY3tsY',\n",
       "  'topic': 'food-drink'},\n",
       " '1060672485807546369': {'id': 1060672485807546369,\n",
       "  'text': \"December cover star Emily Blunt's beauty equation couldn't be more effortlessly modern—or real world wearable—espec… https://t.co/O7PyjJ1OYM\",\n",
       "  'topic': 'fashion'},\n",
       " '1057034606673838080': {'id': 1057034606673838080,\n",
       "  'text': '“He listens to the noise, he hears the noise” https://t.co/mLFwjAk8DW',\n",
       "  'topic': 'news'},\n",
       " '1054254283061788673': {'id': 1054254283061788673,\n",
       "  'text': 'RT @KUWTK: The princess is 1 year older! Leave a ❤️ to wish @KimKardashian a happy birthday! 🎉🎉🎉 https://t.co/35oszHVSQS',\n",
       "  'topic': 'entertainment'},\n",
       " '1059981277020016640': {'id': 1059981277020016640,\n",
       "  'text': '\"The hardest part is that this was so easily prevented and we lost our daughter needlessly.\" https://t.co/ycdJ34UUhX',\n",
       "  'topic': 'family'},\n",
       " '1060224792815697920': {'id': 1060224792815697920,\n",
       "  'text': \"RT @lkherman: You know, 100 women in the House is great. But to apply some Ruth Bader Ginsburg logic here, let's not stop until there are a…\",\n",
       "  'topic': 'fashion'},\n",
       " '1035345593424592896': {'id': 1035345593424592896,\n",
       "  'text': 'Wonderful to see California Assembly taking a solid step forward to #SaveTheInternet. Now, the State Senate must fo… https://t.co/oiM8xns48N',\n",
       "  'topic': 'government'},\n",
       " '1055119890259034112': {'id': 1055119890259034112,\n",
       "  'text': 'Countdown to Halloween: 7 days! The skinless bodysuit I wore in Las Vegas for the first of our 2011 #HeidiHalloween… https://t.co/wHSsBOt1U9',\n",
       "  'topic': 'fashion'},\n",
       " '1057810275259289601': {'id': 1057810275259289601,\n",
       "  'text': '@DotEd https://t.co/gcqr8FzrDN',\n",
       "  'topic': 'gaming'},\n",
       " '1035875084043526145': {'id': 1035875084043526145,\n",
       "  'text': \"We're going out with a barbecue bang to wrap up this summer! Who's in the mood for spiralized pineapple relish hot… https://t.co/5RDJsdhtZZ\",\n",
       "  'topic': 'food-drink'},\n",
       " '1053423072827658240': {'id': 1053423072827658240,\n",
       "  'text': \"Risk-taking isn't only for the young https://t.co/x1WEHmNLoR\",\n",
       "  'topic': 'news'},\n",
       " '1058500521034739712': {'id': 1058500521034739712,\n",
       "  'text': 'https://t.co/PTWxUuIK8S',\n",
       "  'topic': 'news'},\n",
       " '1034545640792117248': {'id': 1034545640792117248,\n",
       "  'text': '@WaltonWalton9 @PatrickClaybon ✌️',\n",
       "  'topic': 'food-drink'},\n",
       " '1057596294296825862': {'id': 1057596294296825862,\n",
       "  'text': 'So proud to be inducted into 2018 Broadcast &amp; Cable Hall of Fame! https://t.co/JAc4f1A3f9',\n",
       "  'topic': 'news'},\n",
       " '1040993651806101506': {'id': 1040993651806101506,\n",
       "  'text': 'House ambassador Penélope Cruz wearing a black and\\nwhite dress from the #CHANELCruise 2018/19 collection at the pre… https://t.co/nOtq62mlkq',\n",
       "  'topic': 'fashion'},\n",
       " '724413917728927744': {'id': 724413917728927744,\n",
       "  'text': 'As far as trans issues, I love being a leftist activist. I love fighting for our community. #IAmCait',\n",
       "  'topic': 'television'},\n",
       " '1060648201928273921': {'id': 1060648201928273921,\n",
       "  'text': 'Trump has blamed U.S. asylum rules for luring thousands of migrants a year from Central American countries https://t.co/OrTdyX2uu5',\n",
       "  'topic': 'news'},\n",
       " '1044706525426708480': {'id': 1044706525426708480,\n",
       "  'text': 'Tissues ready?\\n\\n@NBCThisisUs Season 3 premiere is here. Start Tweeting along at 9pm ET with #ThisIsUs! https://t.co/NUPfGMzbi0',\n",
       "  'topic': 'television'},\n",
       " '1009555795057434624': {'id': 1009555795057434624,\n",
       "  'text': 'been writing some of my most honest music lately. it’s scary but oddly freeing. can’t wait for you to hear it.',\n",
       "  'topic': 'music'},\n",
       " '1060309917217812480': {'id': 1060309917217812480,\n",
       "  'text': 'Bella Hadid is in favor of a different fall neutral. https://t.co/V79mXWwgxi',\n",
       "  'topic': 'fashion'},\n",
       " '1056808615791730688': {'id': 1056808615791730688,\n",
       "  'text': '15 years since we shipped #princeofpersia #sandsoftime. As anyone who knows Montreal weather can guess, this team p… https://t.co/8ipx6iBNBx',\n",
       "  'topic': 'gaming'},\n",
       " '1059941307739705344': {'id': 1059941307739705344,\n",
       "  'text': 'Ariana Grande achieved full-throttle superstardom this year—and #ThankUNext is proof https://t.co/btkphjldWf',\n",
       "  'topic': 'fashion'},\n",
       " '1060477792272429056': {'id': 1060477792272429056,\n",
       "  'text': \"EU predicts growth will stall in the euro zone due to 'many interconnected downside risks' https://t.co/FZckoQ1BnO\",\n",
       "  'topic': 'business'},\n",
       " '1059373262197678080': {'id': 1059373262197678080,\n",
       "  'text': 'RT @ClarenceHouse: The Duchess is presented with Kente robes at a tea with the King’s spouse Lady Julia. Traditionally only woven by men, K…',\n",
       "  'topic': 'government'},\n",
       " '1046894247239020544': {'id': 1046894247239020544,\n",
       "  'text': 'ME! 🎃 https://t.co/569xp1MSq6',\n",
       "  'topic': 'entertainment'},\n",
       " '1027294577831698436': {'id': 1027294577831698436,\n",
       "  'text': \"TONIGHT'S the night! #CMAfest is coming your way at 8|7c on ABC. -Team BS https://t.co/fukTfIXX1G\",\n",
       "  'topic': 'music'},\n",
       " '1029787889754877952': {'id': 1029787889754877952,\n",
       "  'text': 'Looking for some book recommendations? We are here to help! Tweet us your last read between 2-2:30pm ET today with… https://t.co/vtRQLxJZCw',\n",
       "  'topic': 'books'},\n",
       " '1049423669942861824': {'id': 1049423669942861824,\n",
       "  'text': '@jesdaism working on it',\n",
       "  'topic': 'gaming'},\n",
       " '1054858654296358912': {'id': 1054858654296358912,\n",
       "  'text': 'RT @katlovescats13: My #Someone2Turn2 is @EriccRochaa!! No doubt I’ve had to call you at my lowest and darkest moments and know that you wo…',\n",
       "  'topic': 'music'},\n",
       " '1024399473995276288': {'id': 1024399473995276288,\n",
       "  'text': 'Our @CaitJennerFDN trans scholar grantee is conducting a survey on LGBT identity, particularly of those who identif… https://t.co/GYkiBXSn9i',\n",
       "  'topic': 'television'},\n",
       " '1053937999736500225': {'id': 1053937999736500225,\n",
       "  'text': 'Sunday 5 minute pose #livedrawing #modelevivant #sketchbook #inktober à Montpellier, France https://t.co/E1i14MIB7b',\n",
       "  'topic': 'gaming'},\n",
       " '1046489863053164544': {'id': 1046489863053164544,\n",
       "  'text': 'Coco Baudelle with our Box Bag in Rhubarb at our #MJBoxBag lunch in Chinatown, New York 🍇Photographed by Leeor Wild https://t.co/YZdeN9SPJQ',\n",
       "  'topic': 'fashion'},\n",
       " '1060596893846302721': {'id': 1060596893846302721,\n",
       "  'text': 'Netflix placed a gravestone for Frank Underwood in a real South Carolina cemetery https://t.co/aMqvskekTf',\n",
       "  'topic': 'fashion'},\n",
       " '1059643597119602688': {'id': 1059643597119602688,\n",
       "  'text': '@tbum No.',\n",
       "  'topic': 'food-drink'},\n",
       " '1059578409213460480': {'id': 1059578409213460480,\n",
       "  'text': 'Yes https://t.co/BryauRvzOG',\n",
       "  'topic': 'food-drink'},\n",
       " '1059849590105616384': {'id': 1059849590105616384,\n",
       "  'text': 'RT @FantasticBeasts: The moment has come to announce the selected artists for the #FantasticBeasts x @talenthouse campaign. Congrats, Maxim…',\n",
       "  'topic': 'books'},\n",
       " '1055462801131692032': {'id': 1055462801131692032,\n",
       "  'text': 'Shared some of my favourite rock ‘n’ roll tales at the Hollywood #WalkOfFame ceremony, so wanted to share them with… https://t.co/w7kX652Z4X',\n",
       "  'topic': 'business'},\n",
       " '817981204485967873': {'id': 817981204485967873,\n",
       "  'text': 'Watched never say never on Netflix. Great movie',\n",
       "  'topic': 'music'},\n",
       " '822120958194548736': {'id': 822120958194548736,\n",
       "  'text': 'RT @Goldman44: 1/ \"Oh, what a glorious task we are given, to continually try to improve this great nation of ours.\" This from POTUS is why…',\n",
       "  'topic': 'government'},\n",
       " '1042799488002342914': {'id': 1042799488002342914,\n",
       "  'text': 'thoughts? https://t.co/Zrt3duRRXI',\n",
       "  'topic': 'television'},\n",
       " '1055929590806441984': {'id': 1055929590806441984,\n",
       "  'text': 'RT @DiplomacyCenter: Honored to co-host the #WunderbarTogether kick-off ceremony &amp; a panel on U.S.-Germany relations w/ @GermanyinUSA &amp; the…',\n",
       "  'topic': 'government'},\n",
       " '1052974011792154624': {'id': 1052974011792154624,\n",
       "  'text': 'RT @Kanopy: The latest film from award-winning documentarian Frederick Wiseman takes a look into the inner workings of the @nypl as a commu…',\n",
       "  'topic': 'books'},\n",
       " '1059981341888929793': {'id': 1059981341888929793,\n",
       "  'text': 'do you want to feel like an unexciting, lazy, non-traveling pussy? check out my new cliff diving friend on tonight’… https://t.co/Eo5vwsjCia',\n",
       "  'topic': 'funny'},\n",
       " '1011431438665650176': {'id': 1011431438665650176,\n",
       "  'text': 'https://t.co/8ohDGgIEei',\n",
       "  'topic': 'music'},\n",
       " '1017520971274772480': {'id': 1017520971274772480,\n",
       "  'text': 'I feel like the 5th brother in a family portrait where all the other brothers are super successful All-Stars, but m… https://t.co/vbmZtzI0nf',\n",
       "  'topic': 'sports'},\n",
       " '1057394151476482048': {'id': 1057394151476482048,\n",
       "  'text': '@PatrickRothfuss WTF SCREW THIS GUY (NOT YOU PAT). You are amazing and wrote one of my very favorite novels. If you… https://t.co/NBE9VktKb4',\n",
       "  'topic': 'gaming'},\n",
       " '1058039669571678211': {'id': 1058039669571678211,\n",
       "  'text': 'Bring the #NBATwitter community together in real life? ✅ https://t.co/A5vJM2hILI',\n",
       "  'topic': 'sports'},\n",
       " '1060523272499007488': {'id': 1060523272499007488,\n",
       "  'text': 'Connecticut Rep. Jim Himes on the Thousand Oaks shooting: \"I’m embarrassed to say... my first thought was, ‘here we… https://t.co/q1nQIJ27gn',\n",
       "  'topic': 'news'},\n",
       " '1060032332101492736': {'id': 1060032332101492736,\n",
       "  'text': '\"Colonialism—its historical reach, its consummate hold over the history of art and aesthetics—is all that a poll su… https://t.co/CrRlI3VLU1',\n",
       "  'topic': 'fashion'},\n",
       " '1060594103073861633': {'id': 1060594103073861633,\n",
       "  'text': 'Republican candidate Brian Kemp cannot declare victory in their midterm race, as he did on Wednesday, they said, du… https://t.co/d4rMx9gxkD',\n",
       "  'topic': 'fashion'},\n",
       " '1048050366456033281': {'id': 1048050366456033281,\n",
       "  'text': '@magpepper @TwitterSupport Whaaaa?',\n",
       "  'topic': 'gaming'},\n",
       " '1046448586966228992': {'id': 1046448586966228992,\n",
       "  'text': 'Juicy.......Tomato! IG Pic by @thursdaynightpizza https://t.co/sLNl2Xmig7',\n",
       "  'topic': 'food-drink'},\n",
       " '1060243348567547906': {'id': 1060243348567547906,\n",
       "  'text': \"@xKARNAGEMARCIEx Ohhh, that's exciting! Are you bundling any games with it?\",\n",
       "  'topic': 'gaming'},\n",
       " '1051072212231487490': {'id': 1051072212231487490,\n",
       "  'text': 'Thanks again @olivegarden. https://t.co/57ju8Q8TWM',\n",
       "  'topic': 'funny'},\n",
       " '1059588871929892864': {'id': 1059588871929892864,\n",
       "  'text': 'RT @TheDweck: “Back in my day you could tell your biological daughter you wanted to ‘motorboat dem honkers’ and you’d be *saluted* for it.”…',\n",
       "  'topic': 'food-drink'},\n",
       " '1050394360590884864': {'id': 1050394360590884864,\n",
       "  'text': 'RT @bandnewsfmrio: #DebateBandFijan https://t.co/pCnzFkn6Fk',\n",
       "  'topic': 'government'},\n",
       " '904404120387305472': {'id': 904404120387305472,\n",
       "  'text': '😎 7 Sept https://t.co/qPF6VBD3OE',\n",
       "  'topic': 'music'},\n",
       " '1047125398218297344': {'id': 1047125398218297344,\n",
       "  'text': '@JPosnanski @lindaholmes Not loud enough, Joe!',\n",
       "  'topic': 'funny'},\n",
       " '905839960498085888': {'id': 905839960498085888,\n",
       "  'text': 'RT @CY24_7: Please join my amazing @RedSox teammates and I in helping Houston recover!!  Please donate and help spread the word! https://t.…',\n",
       "  'topic': 'sports'},\n",
       " '1059564287780372483': {'id': 1059564287780372483,\n",
       "  'text': 'The slow braiding Weill tenderize ..and yes on browning https://t.co/WN3ul5lL76',\n",
       "  'topic': 'food-drink'},\n",
       " '1043215122242535425': {'id': 1043215122242535425,\n",
       "  'text': 'RT @ColumbiaRecords: You better recognize... 💎💎💎 #rare\\nNew music from @itsruthb out now! https://t.co/obXlDZP3bj https://t.co/p1ijS5II2Z',\n",
       "  'topic': 'music'},\n",
       " '1058435759668150274': {'id': 1058435759668150274,\n",
       "  'text': 'RT @JCCapel: Una satisfacción encontrar en los comercios de #SanFrancisco las magníficas chips de @San_nicasio  con el aval de @chefjoseand…',\n",
       "  'topic': 'food-drink'},\n",
       " '1054179433664397312': {'id': 1054179433664397312,\n",
       "  'text': 'Trump administration eyes defining ‘transgender’ out of existence - The New York Times https://t.co/smB5KbInMx',\n",
       "  'topic': 'news'},\n",
       " '1059939451701551104': {'id': 1059939451701551104,\n",
       "  'text': \"@Comic_Queen_Sam We'd like to look further into this, Sammi. Please send us a DM with the barcode number on your re… https://t.co/RUDKG6OoAd\",\n",
       "  'topic': 'fashion'},\n",
       " '1053763057506230273': {'id': 1053763057506230273,\n",
       "  'text': 'RT @JameaBryant1: @kanyewest @KimKardashian Great job Ye...I love your love and appreciation for your wife and family. You and Kim are both…',\n",
       "  'topic': 'music'},\n",
       " '1056712136146046976': {'id': 1056712136146046976,\n",
       "  'text': 'RT @WICKED_Musical: Tomorrow “A Very #Wicked Halloween: Celebrating 15 Years on #Broadway” finally airs on @nbc at 10 pm ET. Tune in and we…',\n",
       "  'topic': 'television'},\n",
       " '1017906522444189696': {'id': 1017906522444189696,\n",
       "  'text': 'Did you know Nature Cat has a sister? Find out where she went and what she’s been doing on Monday, July 16th in The… https://t.co/0DT4tBO743',\n",
       "  'topic': 'family'},\n",
       " '1022494726929440769': {'id': 1022494726929440769,\n",
       "  'text': '#YaThursday 🎉 RT for a chance to win #TheEmeraldSea by @RichelleMead! @PenguinTeen #Sweepstakes \\n\\nNO PURCHASE NECES… https://t.co/6ksXPpQCCf',\n",
       "  'topic': 'books'},\n",
       " '1003683546924535809': {'id': 1003683546924535809,\n",
       "  'text': 'Hey Nashville! Do you want to attend the Blake &amp; Friends concert at @OleRedNashville this Wednesday!!?? Click below… https://t.co/Hek1cKawCp',\n",
       "  'topic': 'music'},\n",
       " '1029500084986281984': {'id': 1029500084986281984,\n",
       "  'text': '👇🏻 #queenforaday #80s 💕 https://t.co/6heyasPmLp',\n",
       "  'topic': 'entertainment'},\n",
       " '997540525119950849': {'id': 997540525119950849,\n",
       "  'text': '@claudiamcneilly @peter_kreiner Let me get in touch with the team ASAP. Sorry for this',\n",
       "  'topic': 'food-drink'},\n",
       " '1055588388575752192': {'id': 1055588388575752192,\n",
       "  'text': '#Throwback in real-time (also pls vote🗳) https://t.co/1APXnwN3c9',\n",
       "  'topic': 'television'},\n",
       " '1047479479495417858': {'id': 1047479479495417858,\n",
       "  'text': 'sitting here talking with my dad about issues with plastic. proposing initiatives/solutions. Use glass bottles/recy… https://t.co/hnkg7p5LfE',\n",
       "  'topic': 'music'},\n",
       " '1058951318318964737': {'id': 1058951318318964737,\n",
       "  'text': '#NikeSwag https://t.co/EWIDSefIIF',\n",
       "  'topic': 'entertainment'},\n",
       " '1047237385728274432': {'id': 1047237385728274432,\n",
       "  'text': \"Get ready to be spooked on tonight's Halloween episode of #Chopped! Tune into @foodnetwork at 9pm EST. https://t.co/JZYV1JLnxz\",\n",
       "  'topic': 'food-drink'},\n",
       " '1058906792896446464': {'id': 1058906792896446464,\n",
       "  'text': 'RT @LucianaAndrade: We’re ready for the main event! #UFC230 https://t.co/hoqN4Y19ao',\n",
       "  'topic': 'sports'},\n",
       " '1060624357641334784': {'id': 1060624357641334784,\n",
       "  'text': \"@CharlieDavies9 Name a song. We're ready! https://t.co/m0Ht4eUabF\",\n",
       "  'topic': 'sports'},\n",
       " '942484546762694658': {'id': 942484546762694658,\n",
       "  'text': 'Sienna Miller carrying a Hex bucket bag with whipstitch detail. https://t.co/s5xr6tGdqB',\n",
       "  'topic': 'fashion'},\n",
       " '999489673037627393': {'id': 999489673037627393,\n",
       "  'text': '❤️❤️❤️ @chrishemsworth https://t.co/Z2PJqEkRdr',\n",
       "  'topic': 'music'},\n",
       " '1059976280689594368': {'id': 1059976280689594368,\n",
       "  'text': 'RT @staceyabrams: 🚨 FULTON COUNTY POLL EXTENSIONS. GO VOTE NOW! #gapol \\n\\nPittman Park Rec Center NOW OPEN UNTIL 9 PM\\n(Forbes Arena) Morehou…',\n",
       "  'topic': 'government'},\n",
       " '1060624706943021057': {'id': 1060624706943021057,\n",
       "  'text': \"Sears is planning to shut 40 more stores next year. That's in addition to the 142 unprofitable stores already expec… https://t.co/45pO7tifsN\",\n",
       "  'topic': 'business'},\n",
       " '1029577228017786880': {'id': 1029577228017786880,\n",
       "  'text': '@sean__hanley @Flexjet Thanks Sean!',\n",
       "  'topic': 'food-drink'},\n",
       " '1060276573260144640': {'id': 1060276573260144640,\n",
       "  'text': \"RT @FoxNewsResearch: Trump's Recent Attacks on Sessions:\\n8/11: Scared stiff, MIA\\n8/23: Never took control of DOJ\\n8/25: Doesn’t understand w…\",\n",
       "  'topic': 'news'},\n",
       " '768166388892598272': {'id': 768166388892598272,\n",
       "  'text': 'Who’s in for a round of golf? Help me promote social justice &amp; bid on my @charitybuzz auction! #golfingforgood https://t.co/5soLsiD7BY',\n",
       "  'topic': 'television'},\n",
       " '1055443869708386305': {'id': 1055443869708386305,\n",
       "  'text': \"After seeing Jesse Eisenberg's audition for Batman v Superman, there is no question why he won the role of Lex Luth… https://t.co/YL4Dscj8ZT\",\n",
       "  'topic': 'funny'},\n",
       " '1044673934103207936': {'id': 1044673934103207936,\n",
       "  'text': \"Click the link below to make sure you are registered. It's vital. https://t.co/QIHDNn5L7Q… https://t.co/EdeYL938og\",\n",
       "  'topic': 'entertainment'},\n",
       " '1060630793830232066': {'id': 1060630793830232066,\n",
       "  'text': 'Smh https://t.co/rq4Rbmbfwg',\n",
       "  'topic': 'funny'},\n",
       " '467416325229645824': {'id': 467416325229645824,\n",
       "  'text': '@FLOTUS How touching. Our interviews over the years have meant so much to me. http://t.co/XeieSuAUJ1',\n",
       "  'topic': 'news'},\n",
       " '1043342709899972609': {'id': 1043342709899972609,\n",
       "  'text': 'Oh believe me!!!! https://t.co/9nxs4h7gFZ',\n",
       "  'topic': 'music'},\n",
       " '917552278294450176': {'id': 917552278294450176,\n",
       "  'text': 'The Jordan Spieth Family Foundation has added a 4th pillar in 2017, Pediatric Cancer. #SpiethShootout More:… https://t.co/qYlZI8rpZh',\n",
       "  'topic': 'sports'},\n",
       " '1059808339691999232': {'id': 1059808339691999232,\n",
       "  'text': \"If they win, they’ll do great things for America. Let's exercise our birthright as Americans today, put those peopl… https://t.co/FEnyqS5Qrp\",\n",
       "  'topic': 'government'},\n",
       " '1050129450086613014': {'id': 1050129450086613014,\n",
       "  'text': 'Incredible Photos #RhythmicGymnastics @youtholympics #BuenosAires2018 👏 https://t.co/FPI8vJqrTo',\n",
       "  'topic': 'sports'},\n",
       " '1059271857029988353': {'id': 1059271857029988353,\n",
       "  'text': '8-Year-Old Helped Deliver Her Rainbow Baby Sister &amp; the Photos Are Stunning https://t.co/1SapVnsxwT https://t.co/BjadqdZD6d',\n",
       "  'topic': 'family'},\n",
       " '1027692756519591937': {'id': 1027692756519591937,\n",
       "  'text': '\"I’m not a witch! Too many unsatisfied customers.\" #ThursdayThoughts https://t.co/dDgjFQaNbT',\n",
       "  'topic': 'family'},\n",
       " '1023041681283866625': {'id': 1023041681283866625,\n",
       "  'text': '#haters 🖕 https://t.co/Kr02joZIyn',\n",
       "  'topic': 'music'},\n",
       " '1045057548099801089': {'id': 1045057548099801089,\n",
       "  'text': \"The face you make when it's been the longest week ever and it's only Wednesday. https://t.co/iMdH6Yl7W1\",\n",
       "  'topic': 'entertainment'},\n",
       " '1060600613485113344': {'id': 1060600613485113344,\n",
       "  'text': \"Syria's state news agency says troops liberated 19 women and children hostages held by the Islamic State group sinc… https://t.co/I2cdbC4vgP\",\n",
       "  'topic': 'news'},\n",
       " '1028665577014022145': {'id': 1028665577014022145,\n",
       "  'text': 'RT @patrickhealynyt: “We’ve got to get back to being decent.” Wisconsin voters have a major primary Tuesday - with Gov. Scott Walker, Sen.…',\n",
       "  'topic': 'news'},\n",
       " '1059946157844119553': {'id': 1059946157844119553,\n",
       "  'text': 'RT @ClarenceHouse: The Duchess of Cornwall joined a discussion of ideas for a future Women of the World Festival which is to be held in Nig…',\n",
       "  'topic': 'government'},\n",
       " '1052242790254546950': {'id': 1052242790254546950,\n",
       "  'text': \"Patrick's up to no good...but what could it be?! https://t.co/FA41bsmki2\",\n",
       "  'topic': 'family'},\n",
       " '1059088392359686144': {'id': 1059088392359686144,\n",
       "  'text': 'Grey Areas: What are the rules on a work night out?  @bbc5live investigates further https://t.co/HfzdF5V7bF',\n",
       "  'topic': 'business'},\n",
       " '923262012838248448': {'id': 923262012838248448,\n",
       "  'text': 'Just announced @surreybcevents Tree Lighting Festival - Nov. 25 \\n\\nhttps://t.co/uKW3xJG8uZ https://t.co/csoxyRLgQW',\n",
       "  'topic': 'music'},\n",
       " '1059113580317028352': {'id': 1059113580317028352,\n",
       "  'text': 'Hi @BenAskren 👋 https://t.co/y9LeRSfLZB',\n",
       "  'topic': 'sports'},\n",
       " '1054290772567252992': {'id': 1054290772567252992,\n",
       "  'text': 'RT @KrisJenner: Happy birthday @kimkardashian!!! My beautiful girl, I love and adore you and wish for you the most amazing day and year...y…',\n",
       "  'topic': 'entertainment'},\n",
       " '1011745834495459328': {'id': 1011745834495459328,\n",
       "  'text': 'I think the #NFL should allow @LaurentDTardif to wear M.D. on his jersey...\\n#ItsMy2Cents',\n",
       "  'topic': 'news'},\n",
       " '1042853417872510976': {'id': 1042853417872510976,\n",
       "  'text': 'She did!...not that she needed to either...will always support her in whatever she chooses..same with CK...… https://t.co/4deUrG5o1o',\n",
       "  'topic': 'food-drink'},\n",
       " '1000146149532143616': {'id': 1000146149532143616,\n",
       "  'text': 'COME THRU 🌞 https://t.co/ntkYgF9CPi',\n",
       "  'topic': 'music'},\n",
       " '1046149957818839040': {'id': 1046149957818839040,\n",
       "  'text': 'fail',\n",
       "  'topic': 'music'},\n",
       " '1058120549245677568': {'id': 1058120549245677568,\n",
       "  'text': \"#DisneysNutcracker star @mistyonpointe says 'Black Swan,' 'The Red Shoes' and 'Dirty Dancing' set the barre for dan… https://t.co/kq8yCE9D2I\",\n",
       "  'topic': 'entertainment'},\n",
       " '1036407736148353025': {'id': 1036407736148353025,\n",
       "  'text': 'Ortega has to go. https://t.co/4wqlxqbjRy',\n",
       "  'topic': 'government'},\n",
       " '935593077162508288': {'id': 935593077162508288,\n",
       "  'text': 'RT @TheJUNOAwards: WATCH NOW: @itsruthb returns to her former high school to perform ‘Lost Boy’ https://t.co/EaGXHdG0vB @CBCMusic @GrantLaw…',\n",
       "  'topic': 'music'},\n",
       " '1017807808874668032': {'id': 1017807808874668032,\n",
       "  'text': \"RT @_tonyMC: A word from @wizkhalifa: \\n\\n“If you made for the top, then you gon' make it to the top \\nAnd you gon' keep goin' because the gam…\",\n",
       "  'topic': 'music'},\n",
       " '1060285589151461377': {'id': 1060285589151461377,\n",
       "  'text': \"5 new @netflix movies you'll want to curl up with this fall. https://t.co/tTrYydjFMk\",\n",
       "  'topic': 'fashion'},\n",
       " '999432406699474944': {'id': 999432406699474944,\n",
       "  'text': 'I’m emotional. It’s been 7 yrs since the release of “Born This Way.” It’s a celebration of love &amp; diversity that br… https://t.co/qJyLVBE7St',\n",
       "  'topic': 'music'},\n",
       " '1027627817423405057': {'id': 1027627817423405057,\n",
       "  'text': 'VEGAS 😉 @louisvuitton https://t.co/O6jFFQUEYG',\n",
       "  'topic': 'fashion'},\n",
       " '1008310588542464002': {'id': 1008310588542464002,\n",
       "  'text': 'Oh,so glad to hear! https://t.co/c6f2AsNPhp',\n",
       "  'topic': 'books'},\n",
       " '1052880807688380423': {'id': 1052880807688380423,\n",
       "  'text': 'So viele Mädchen haben sich für die neue Staffel GNTM beworben, vielen Dank für eure tollen Videos und Fotos. Meine… https://t.co/Nnr6PMCn9A',\n",
       "  'topic': 'fashion'},\n",
       " '1060481011941892097': {'id': 1060481011941892097,\n",
       "  'text': '@ABC7 Video shows people running and helping those with injuries after California bar shooting that left at least 1… https://t.co/4rdg8sZJ8b',\n",
       "  'topic': 'news'},\n",
       " '1059935704275451907': {'id': 1059935704275451907,\n",
       "  'text': '.@RichardEGrant explains why he’ll never feel ashamed of having done Spice World, the bond he built with Melissa Mc… https://t.co/ZEzwkEtL5X',\n",
       "  'topic': 'fashion'},\n",
       " '1055898666110615552': {'id': 1055898666110615552,\n",
       "  'text': '@Fuzzy_Fuzzbutt @hardrock2016 @RealRonHoward @FBI @USPS Thank you everyone for bringing this to our attention',\n",
       "  'topic': 'funny'},\n",
       " '1058525828106108928': {'id': 1058525828106108928,\n",
       "  'text': 'https://t.co/yeEWzkeyrh',\n",
       "  'topic': 'music'},\n",
       " '1059442904991592448': {'id': 1059442904991592448,\n",
       "  'text': '.@SecPompeo: Until #Iran makes major changes in the 12 areas I listed in May, we will be relentless in exerting pre… https://t.co/xaodMAyqge',\n",
       "  'topic': 'government'},\n",
       " '1059806252740603909': {'id': 1059806252740603909,\n",
       "  'text': 'RT @espn: New Jersey Devils center Brian Boyle had a special game on Hockey Fights Cancer night 🙏 https://t.co/BIZUIyP7mm',\n",
       "  'topic': 'sports'},\n",
       " '968482918296375297': {'id': 968482918296375297,\n",
       "  'text': \"@heteshdaya We're sorry for the inconvenience. If there is something we can help with here, please provide us with… https://t.co/auAAIWDfcz\",\n",
       "  'topic': 'family'},\n",
       " '1059828339840573442': {'id': 1059828339840573442,\n",
       "  'text': 'RT @SavannahGuthrie: Gimme that sweet baby - thanks @joannagaines @chipgaines for letting me love up on Baby Crew 👶 🍼 💕 https://t.co/bNpY1G…',\n",
       "  'topic': 'news'},\n",
       " '1060577770894442497': {'id': 1060577770894442497,\n",
       "  'text': \"Here's why investors aren't gobbling up food stocks | via @ChristineRomans https://t.co/P2C2vhi1za https://t.co/jve8APtir2\",\n",
       "  'topic': 'news'},\n",
       " '1059163361106161664': {'id': 1059163361106161664,\n",
       "  'text': '@CAntkow True',\n",
       "  'topic': 'gaming'},\n",
       " '1006238153232060422': {'id': 1006238153232060422,\n",
       "  'text': '💖🌈 https://t.co/ibsNxt4AQA',\n",
       "  'topic': 'music'},\n",
       " '999025157699063808': {'id': 999025157699063808,\n",
       "  'text': 'hey @dominos i have a few questions about your stupid carryout insurance deal.',\n",
       "  'topic': 'funny'},\n",
       " '1060584774421618690': {'id': 1060584774421618690,\n",
       "  'text': 'RT @AP_Top25: Walking away: East Stroudsburg U coach of more than 40 years retired with :12 left in a recent game. Denny Douds tells his am…',\n",
       "  'topic': 'news'},\n",
       " '1024972953728049152': {'id': 1024972953728049152,\n",
       "  'text': 'Transitioning your child from half-day to full-day school this year? Start here! https://t.co/WQkOzGCext',\n",
       "  'topic': 'family'},\n",
       " '1058854472854724609': {'id': 1058854472854724609,\n",
       "  'text': 'What she said. Please 🙏 https://t.co/BmzQhmSPZg',\n",
       "  'topic': 'books'},\n",
       " '975953125646286848': {'id': 975953125646286848,\n",
       "  'text': 'https://t.co/GtLNq6RqQe',\n",
       "  'topic': 'music'},\n",
       " '1060552003951214592': {'id': 1060552003951214592,\n",
       "  'text': 'Tomorrow! https://t.co/eSo2OLn3yl',\n",
       "  'topic': 'food-drink'},\n",
       " '1060757832121880576': {'id': 1060757832121880576,\n",
       "  'text': 'Hyperinflation in Venezuela passes 149,000% https://t.co/R5BCO9jlvY',\n",
       "  'topic': 'news'},\n",
       " '1060572330659930112': {'id': 1060572330659930112,\n",
       "  'text': 'Justice Ruth Bader Ginsburg was hospitalized Thursday morning -- a development that puts renewed emphasis on Trump’… https://t.co/gQbrsgZIwU',\n",
       "  'topic': 'business'},\n",
       " '1045419747406360576': {'id': 1045419747406360576,\n",
       "  'text': 'RT @verygooster: every woman in this pic tho https://t.co/6Y2SvY4YlU',\n",
       "  'topic': 'gaming'},\n",
       " '946399861762674689': {'id': 946399861762674689,\n",
       "  'text': '#FauxFur is the way to go! Synthetics have come a looooong way!!!\\n#crueltyfree https://t.co/37TNVUW1CG',\n",
       "  'topic': 'fashion'},\n",
       " '1050754222818496512': {'id': 1050754222818496512,\n",
       "  'text': 'On Fridays, we have dance parties! \\n#FridayFeeling #ELMOtivation #LetsDance https://t.co/6EiILil08F',\n",
       "  'topic': 'family'},\n",
       " '992139204594298880': {'id': 992139204594298880,\n",
       "  'text': 'Bts of my #ConverseXMiley @converse shoot on @Tumblr! https://t.co/Bj9FhlgtLq https://t.co/xomdajWOZC',\n",
       "  'topic': 'music'},\n",
       " '927596712473980928': {'id': 927596712473980928,\n",
       "  'text': 'Here’s a first look at the music video for Wolves! Tune-in to the @amas Nov 19th to see me perform it live for the… https://t.co/7WGNWDp1CT',\n",
       "  'topic': 'music'},\n",
       " '997333607961300998': {'id': 997333607961300998,\n",
       "  'text': \"@TheAnimeGirlAmy we're still hard at work on it. it's a lot r&amp;d on this one.\",\n",
       "  'topic': 'gaming'},\n",
       " '1059450438943236104': {'id': 1059450438943236104,\n",
       "  'text': 'RT @USTreasury: U.S. government fully re-imposes sanctions on the Iranian regime as part of unprecedented U.S. economic pressure campaign h…',\n",
       "  'topic': 'government'},\n",
       " '1060583885375987712': {'id': 1060583885375987712,\n",
       "  'text': '\"It does not feel real\": California club shooting survivors jumped through windows and under tables to escape gunfi… https://t.co/nA64XFw68k',\n",
       "  'topic': 'news'},\n",
       " '865914906679422976': {'id': 865914906679422976,\n",
       "  'text': 'RT @michikokakutani: Rod Serling in \"The Twilight Zone\": https://t.co/rXcAFDmkuL',\n",
       "  'topic': 'books'},\n",
       " '1060251766300659712': {'id': 1060251766300659712,\n",
       "  'text': 'New #Aquaman character posters show off the detailed Atlantean super suits. https://t.co/wRSzxmDVbM',\n",
       "  'topic': 'entertainment'},\n",
       " '1060594074561007618': {'id': 1060594074561007618,\n",
       "  'text': \"That 'Bad' Interviewee You Just Talked to May Be the Perfect Match for Your Job Opening | by @_AlexGold https://t.co/UMkWyF0Fm3\",\n",
       "  'topic': 'business'},\n",
       " '1060216176696090624': {'id': 1060216176696090624,\n",
       "  'text': 'RT @NewYorkRedBulls: ❌ MLS DEFENDER OF THE YEAR: AARON LONG ❌\\n\\n📰➡️ https://t.co/ohrf2BsiKY\\n\\nCongrats, @A_LoLo12!\\n\\n#RBNY https://t.co/mtAQqO…',\n",
       "  'topic': 'sports'},\n",
       " '1057342051614969856': {'id': 1057342051614969856,\n",
       "  'text': 'Can’t wait for this https://t.co/zcycYxYsJZ',\n",
       "  'topic': 'television'},\n",
       " '1048561309439209473': {'id': 1048561309439209473,\n",
       "  'text': '#NightSchool https://t.co/cKeyWhf0BH',\n",
       "  'topic': 'entertainment'},\n",
       " '1060561751668940800': {'id': 1060561751668940800,\n",
       "  'text': 'You read that correctly.  https://t.co/GlZOYY3AOt',\n",
       "  'topic': 'funny'},\n",
       " '1041838628958171136': {'id': 1041838628958171136,\n",
       "  'text': \"@jengolya @RAICESTEXAS @Stands has a great designer who did it! And no the tees aren't available, it was a limited run!\",\n",
       "  'topic': 'gaming'},\n",
       " '1060238955566706688': {'id': 1060238955566706688,\n",
       "  'text': 'RT @TESOnline: See what Murkmire has brought to #ESO! Read about all the changes, updates, and new features added with Update 20 \\U0001f98e https://…',\n",
       "  'topic': 'gaming'},\n",
       " '1046853255412633600': {'id': 1046853255412633600,\n",
       "  'text': '@TylerFlorence Who dis?',\n",
       "  'topic': 'food-drink'},\n",
       " '1059959150225043457': {'id': 1059959150225043457,\n",
       "  'text': \".@SabrinaNetflix will certainly present a darker side of the teenage witch than we've ever seen before—that is, unl… https://t.co/swCbwNIWhH\",\n",
       "  'topic': 'fashion'},\n",
       " '1059875581599408128': {'id': 1059875581599408128,\n",
       "  'text': \"We're calling it: These\\xa0are the girl and boy names THAT everyone will be buzzing about in 2019! https://t.co/zqr70w6yRq\",\n",
       "  'topic': 'family'},\n",
       " '1060625155393773568': {'id': 1060625155393773568,\n",
       "  'text': 'RT @CNBCMakeIt: .@kevinolearytv shares his No. 1 piece of advice for paying off student loans: https://t.co/i9jCdiBLW2 https://t.co/WhCoCZk…',\n",
       "  'topic': 'business'},\n",
       " '1055545728230195200': {'id': 1055545728230195200,\n",
       "  'text': 'ADIC Sweeney: We continue to advise the American people to remain vigilant, as it remains possible further packages… https://t.co/Ef56oWMPfc',\n",
       "  'topic': 'government'},\n",
       " '1003212321748062208': {'id': 1003212321748062208,\n",
       "  'text': 'C*** https://t.co/HawkMES9IR',\n",
       "  'topic': 'music'},\n",
       " '1060774219552829440': {'id': 1060774219552829440,\n",
       "  'text': \"RT @BloombergAsia: Electric scooters could become a thing in Britain - but there's a catch https://t.co/D49OEneKHn https://t.co/SMY7GQ4cnb\",\n",
       "  'topic': 'news'},\n",
       " '900217597853138944': {'id': 900217597853138944,\n",
       "  'text': 'Fetish (@WeAreGalantis Remix) is out now! Listen here: https://t.co/Vo7E89nmbW https://t.co/1deEHoWGLU',\n",
       "  'topic': 'music'},\n",
       " '988834276492783616': {'id': 988834276492783616,\n",
       "  'text': \"too bad arn can't read! #arnfearstosh https://t.co/LGej1ZBBSD\",\n",
       "  'topic': 'funny'},\n",
       " '778279454179221504': {'id': 778279454179221504,\n",
       "  'text': \"I see what you did there!! Well done..kinda mad I didn't think of that!  https://t.co/uHc6eM8Plz\",\n",
       "  'topic': 'sports'},\n",
       " '951930060025548800': {'id': 951930060025548800,\n",
       "  'text': 'I’ve traveled and worked in Haiti, and across Africa and Central America. The countries the president described wit… https://t.co/P5ro8z1BUC',\n",
       "  'topic': 'government'},\n",
       " '1059465672407703554': {'id': 1059465672407703554,\n",
       "  'text': 'RT @EFineshriber: Super honored to be part of this project. Check out the whole @ShawnMendes and @thegreatkhalid video on @AppleMusic at ht…',\n",
       "  'topic': 'music'},\n",
       " '1048573592387108864': {'id': 1048573592387108864,\n",
       "  'text': '\"I wanted to use the Statue of Liberty because I was thinking about America as a symbol of freedom but also about N… https://t.co/SOsReLOB0D',\n",
       "  'topic': 'fashion'},\n",
       " '1057759270131838978': {'id': 1057759270131838978,\n",
       "  'text': 'Thanks to @ChloeLoopdeloop for this pic of the Frankenstein Pear! 🍐\\U0001f9df\\u200d♂️🎃👻 #HappyHallowen https://t.co/vYBeItgaA3',\n",
       "  'topic': 'food-drink'},\n",
       " '1016230745940152320': {'id': 1016230745940152320,\n",
       "  'text': 'A closer look at Fall-Winter 2018/19 #CHANELHauteCouture collection. #CHANELHighProfile More on… https://t.co/HE5FAeTpna',\n",
       "  'topic': 'fashion'},\n",
       " '1058039029290143746': {'id': 1058039029290143746,\n",
       "  'text': 'Loved having @ClareMalone on the podcast! She provided a lot of great insight on the upcoming midterm elections! Li… https://t.co/sEnZhRrrqI',\n",
       "  'topic': 'news'},\n",
       " '1059608577567064065': {'id': 1059608577567064065,\n",
       "  'text': '@N_Kaminski5 The eternal struggle of adulthood.',\n",
       "  'topic': 'gaming'},\n",
       " '1050873720733097984': {'id': 1050873720733097984,\n",
       "  'text': '50 years ago today the Opening Ceremony of Mexico 1968 was held. These Games marked many iconic moments like this o… https://t.co/kMvJqUuBMW',\n",
       "  'topic': 'sports'},\n",
       " '1058090155771195392': {'id': 1058090155771195392,\n",
       "  'text': 'RT @FortniteGame: Grab onto the new Balloon items and rise above the competition. The more you have, the higher you go!  🎈🎈🎈 https://t.co/S…',\n",
       "  'topic': 'gaming'},\n",
       " '1043210255579078656': {'id': 1043210255579078656,\n",
       "  'text': 'Love love love my @draperjames dress from last night! 💕 https://t.co/5Zbu5H3lLQ',\n",
       "  'topic': 'entertainment'},\n",
       " '1051815720030494720': {'id': 1051815720030494720,\n",
       "  'text': 'Countdown to Halloween: 16 days! In 2002 I dressed as Betty Boop for #HeidiHalloween! I loved those super long eyel… https://t.co/aup52CmR0X',\n",
       "  'topic': 'fashion'},\n",
       " '973594523744874496': {'id': 973594523744874496,\n",
       "  'text': \"Proud to be opening the I’m Still Standing @eltonofficial #GRAMMYSalute April 10 at 9p.m., ET/PT on @CBS. Don't miss it!  #BitchIsBack\",\n",
       "  'topic': 'music'},\n",
       " '1057329960355012608': {'id': 1057329960355012608,\n",
       "  'text': 'My column:  George Washington for President\\nhttps://t.co/2BboYQj5kA',\n",
       "  'topic': 'books'},\n",
       " '1060632580821680128': {'id': 1060632580821680128,\n",
       "  'text': 'Joni Mitchell\\'s birthday party included a performance of \"Our House,\" the song Graham Nash wrote about their happy… https://t.co/3E9R2Q9N8s',\n",
       "  'topic': 'fashion'},\n",
       " '663093578906779648': {'id': 663093578906779648,\n",
       "  'text': '@hayleyjane72 @MasterofNone This is awesome to hear.',\n",
       "  'topic': 'funny'},\n",
       " '1060710070605017089': {'id': 1060710070605017089,\n",
       "  'text': 'Analysis | The Trailer: A 50-state rundown of a divided America https://t.co/ZfG7WuzE7J',\n",
       "  'topic': 'news'},\n",
       " '952927703623233537': {'id': 952927703623233537,\n",
       "  'text': 'RT @vmagazine: .@proenzaschouler unveils earthy SS18 campaign. https://t.co/HR85ApOtnp https://t.co/KkTxmZ1iXW',\n",
       "  'topic': 'fashion'},\n",
       " '1047498426987044865': {'id': 1047498426987044865,\n",
       "  'text': '@abblucia Shopping aka feeling',\n",
       "  'topic': 'fashion'},\n",
       " '995020073235513349': {'id': 995020073235513349,\n",
       "  'text': 'summer 2018 bout to be the best one yet ☀️☀️☀️☀️☀️☀️',\n",
       "  'topic': 'music'},\n",
       " '1060376887883689984': {'id': 1060376887883689984,\n",
       "  'text': 'Military faces greater scrutiny, tighter funding as Democrats take the House https://t.co/NQm07tMvbu',\n",
       "  'topic': 'news'},\n",
       " '1044553368650354689': {'id': 1044553368650354689,\n",
       "  'text': 'Look 71 for ‘Kingdom’, Riccardo Tisci’s debut runway collection #BurberryShow https://t.co/q7IPl9x3CQ https://t.co/7cFe5VPlxz',\n",
       "  'topic': 'fashion'},\n",
       " '1060760747448393728': {'id': 1060760747448393728,\n",
       "  'text': \"Nobody thought 40 percent growth rates would last forever, but investors weren't ready for Ctrip's guidance cut, sa… https://t.co/URV0WH7xgh\",\n",
       "  'topic': 'news'},\n",
       " '659444638894411776': {'id': 659444638894411776,\n",
       "  'text': 'Common-sense reforms to #SocialSecurity in our Bipartisan Budget Agreement will save taxpayers billions: https://t.co/t4F6clM01o',\n",
       "  'topic': 'government'},\n",
       " '1060380459509710848': {'id': 1060380459509710848,\n",
       "  'text': 'RT @mayorethananc: The City &amp; @anchoragemuseum are winners in the @BloombergDotOrg 2018 #PublicArtChallenge, receiving up to $1M to support…',\n",
       "  'topic': 'business'},\n",
       " '715778684272115712': {'id': 715778684272115712,\n",
       "  'text': 'https://t.co/0gJuNbEpZz',\n",
       "  'topic': 'television'},\n",
       " '1059510589607870465': {'id': 1059510589607870465,\n",
       "  'text': 'Thanks soooooooo much Ellen!!!!! Xo https://t.co/lggzYjMaDw',\n",
       "  'topic': 'television'},\n",
       " '1039183531782680577': {'id': 1039183531782680577,\n",
       "  'text': '@BBQsnob Holy smoke barbecue:)',\n",
       "  'topic': 'food-drink'},\n",
       " '1039911487278473216': {'id': 1039911487278473216,\n",
       "  'text': 'RT @lbro878: Joint #ChefsTable last night as @_ab15__ #Sousvide the brisket &amp; short ribs he ground. I made Jamaican spiced potatoes sautéed…',\n",
       "  'topic': 'food-drink'},\n",
       " '1032046410466713600': {'id': 1032046410466713600,\n",
       "  'text': 'Ladies, you always have a leg up on the competition! #agtsTYle https://t.co/1mAsILeCCu',\n",
       "  'topic': 'fashion'},\n",
       " '1050079438300479488': {'id': 1050079438300479488,\n",
       "  'text': '@gomnis It is being worked on right now.',\n",
       "  'topic': 'gaming'},\n",
       " '1014298378283421702': {'id': 1014298378283421702,\n",
       "  'text': 'Exude effortlessly chic with these wear-anywhere accessories. Shop ZAC Zac Posen shoes and handbags at an Extra 50%… https://t.co/xmokDxoy0A',\n",
       "  'topic': 'fashion'},\n",
       " '929150252120027136': {'id': 929150252120027136,\n",
       "  'text': \"RT @BritishVogue: Did you read @zaynmalik's love letter? https://t.co/MkmxmRJgIE #NewVogue https://t.co/1DDLTbuS56\",\n",
       "  'topic': 'music'},\n",
       " '1058890549485162497': {'id': 1058890549485162497,\n",
       "  'text': 'Head kick from Eubanks rocks Modaferri here in round 2! #UFC230 https://t.co/PVStElNmfE',\n",
       "  'topic': 'sports'},\n",
       " '1005154935166652419': {'id': 1005154935166652419,\n",
       "  'text': \"Get your Dad the best gift he could ask for with a subscription to the @GolfDigest Schools platform for Father's Da… https://t.co/IOP9uYE7gV\",\n",
       "  'topic': 'sports'},\n",
       " '1060377202712297473': {'id': 1060377202712297473,\n",
       "  'text': 'Design lovers, this is for you. https://t.co/lr8MPNKqqT',\n",
       "  'topic': 'fashion'},\n",
       " '1057288662310965248': {'id': 1057288662310965248,\n",
       "  'text': \"#ICYMI: #FBI's October #ArtifactoftheMonth is a 1920’s, single-shot pen gun. Don't let the size fool you, this is a… https://t.co/TEShACRzCh\",\n",
       "  'topic': 'government'},\n",
       " '1060510930197495808': {'id': 1060510930197495808,\n",
       "  'text': \"At Least 12 Reportedly Killed in Mass Shooting at Country Night in Calif. Bar: 'Horrific, Blood Everywhere' https://t.co/HFHvLc40TR\",\n",
       "  'topic': 'entertainment'},\n",
       " '1052514606697074688': {'id': 1052514606697074688,\n",
       "  'text': 'Shop the white #ThomasBurberryMonogram T-shirt and sweatshirt now. Available on Instagram, for 24 hours only… https://t.co/OnQSz5E8GJ',\n",
       "  'topic': 'fashion'},\n",
       " '1032643676034543616': {'id': 1032643676034543616,\n",
       "  'text': 'An asymmetric earring from our latest collection, photographed by Laurence Ellis https://t.co/qJY8ykS3po https://t.co/PBIzo7ZTW9',\n",
       "  'topic': 'fashion'},\n",
       " '1059386288367980544': {'id': 1059386288367980544,\n",
       "  'text': 'RT @VFritzNews: Close to 200,000 people will get a pay rise today. Its because they\\'re on the \"real living wage\". What does that mean? And…',\n",
       "  'topic': 'business'},\n",
       " '969587333610786817': {'id': 969587333610786817,\n",
       "  'text': '@LouiseGroves19 Please reach out here for assistance: @ToysRUsUK',\n",
       "  'topic': 'family'},\n",
       " '1056324230114172928': {'id': 1056324230114172928,\n",
       "  'text': 'We mourn the loss of our author and groundbreaking writer Ntozake Shange who brought so much magic unto the world.… https://t.co/E8q35kJDra',\n",
       "  'topic': 'books'},\n",
       " '1019418075588911105': {'id': 1019418075588911105,\n",
       "  'text': '@Bill_Dance1 Thanks buddy. Let’s fish baby.',\n",
       "  'topic': 'music'},\n",
       " '1060573387381194752': {'id': 1060573387381194752,\n",
       "  'text': 'The big winner Tuesday night? Women.\\n\\nWatch The Point with Chris Cillizza on YouTube https://t.co/XodxdNI1hf https://t.co/R5A8rszaiF',\n",
       "  'topic': 'news'},\n",
       " '1043542431470313472': {'id': 1043542431470313472,\n",
       "  'text': \"checking in on scott frost, how's he doing with that hotbed of talent up in nebraska? #trolltweet\",\n",
       "  'topic': 'funny'},\n",
       " '1060550549148450817': {'id': 1060550549148450817,\n",
       "  'text': 'Immigrants arrive with flourishing gut microbes. Then America’s diet trashes them. https://t.co/vTDwJtrvv6',\n",
       "  'topic': 'news'},\n",
       " '1060695232877117441': {'id': 1060695232877117441,\n",
       "  'text': 'The husband of a former sheriff’s deputy in Texas has been sentenced to 25 years in prison for fatally choking a ma… https://t.co/NuHV7JdeA5',\n",
       "  'topic': 'news'},\n",
       " '922828443787628545': {'id': 922828443787628545,\n",
       "  'text': '#PSWL COMING SOON https://t.co/SV0MlkNhxS',\n",
       "  'topic': 'fashion'},\n",
       " '1031571571956232192': {'id': 1031571571956232192,\n",
       "  'text': '#CHANELHolidays\\nPhotographed by Karl Lagerfeld in Los Angeles, starring Shalom Harlow.\\n\\n© CHANEL Spring-Summer 1996 https://t.co/1o8gOAwJAL',\n",
       "  'topic': 'fashion'},\n",
       " '1058894099053457408': {'id': 1058894099053457408,\n",
       "  'text': 'You still have time to experience Tetris Effect ahead of its November 9 launch! Try the free demo before it disappe… https://t.co/XEEBx9Xlfr',\n",
       "  'topic': 'gaming'},\n",
       " '969657944307531776': {'id': 969657944307531776,\n",
       "  'text': 'Congrats on a beautiful show @hirst_official 😘 https://t.co/LwxEzF0sIM',\n",
       "  'topic': 'fashion'},\n",
       " '1058458764620242944': {'id': 1058458764620242944,\n",
       "  'text': \"A young boy gets lessons on dealing with his mother's death from Prince Harry https://t.co/gUzvYK8PVR\",\n",
       "  'topic': 'news'},\n",
       " '1058766008205434882': {'id': 1058766008205434882,\n",
       "  'text': 'Hard pass. https://t.co/Fps5A2E4u6',\n",
       "  'topic': 'funny'},\n",
       " '1057787289647149056': {'id': 1057787289647149056,\n",
       "  'text': 'To see three intelligent black women having a conversation about HIV/AIDS is incredible. All different points of vi… https://t.co/RrcQKXWt3j',\n",
       "  'topic': 'television'},\n",
       " '1048952928399020032': {'id': 1048952928399020032,\n",
       "  'text': 'This is awesome. https://t.co/bqr7uhnTsV',\n",
       "  'topic': 'sports'},\n",
       " '1058216532541669376': {'id': 1058216532541669376,\n",
       "  'text': 'Got tired of the trolls.\\n\\nProtected my shit.\\n\\nThis platform, nor them, deserve my wit.',\n",
       "  'topic': 'gaming'},\n",
       " '1053475168918614017': {'id': 1053475168918614017,\n",
       "  'text': 'In “The Battle of AmfAR” documentary, Liz Taylor said “Bitch, do something!” Last night, I took those words to hear… https://t.co/BpOQrR6Zdh',\n",
       "  'topic': 'music'},\n",
       " '663511318033494017': {'id': 663511318033494017,\n",
       "  'text': \"Arnold's Country Kitchen and Husk https://t.co/DZg1ry1V2M\",\n",
       "  'topic': 'funny'},\n",
       " '1057806508883431424': {'id': 1057806508883431424,\n",
       "  'text': 'RT @ricky_nelson22: Hakeem do got them fire bars though 🔥🔥🔥🔥 #Empire',\n",
       "  'topic': 'television'},\n",
       " '1010915459183628288': {'id': 1010915459183628288,\n",
       "  'text': '“If you were born without wings, don’t do anything to stop them from growing.” \\nGabrielle Chanel knows her future w… https://t.co/lxrWHdLTAX',\n",
       "  'topic': 'fashion'},\n",
       " '1060675120052793348': {'id': 1060675120052793348,\n",
       "  'text': \"TripAdvisor's Stock Has Almost Doubled This Year\\xa0https://t.co/FQlFcDK6Ze\",\n",
       "  'topic': 'business'},\n",
       " '1058154246288351233': {'id': 1058154246288351233,\n",
       "  'text': 'OMG. 😍👶\\U0001f988 https://t.co/2xFtWMEhHX',\n",
       "  'topic': 'family'},\n",
       " '1048800865912573955': {'id': 1048800865912573955,\n",
       "  'text': 'wow 😳',\n",
       "  'topic': 'sports'},\n",
       " '942913054957887488': {'id': 942913054957887488,\n",
       "  'text': 'Late night #windowshopping 🇬🇧\\n\\n#BuffaloPlaid #DSquared2 https://t.co/j1tMYlh11z',\n",
       "  'topic': 'fashion'},\n",
       " '1057360517055082496': {'id': 1057360517055082496,\n",
       "  'text': 'Looking forward to talking with @StephenAtHome tonight on the @colbertlateshow. I hope you’ll take a moment to tune… https://t.co/D6SQk3W2gF',\n",
       "  'topic': 'government'},\n",
       " '1002599078679793665': {'id': 1002599078679793665,\n",
       "  'text': 'I wanna wear heels already 😩😩😩',\n",
       "  'topic': 'music'},\n",
       " '1057772272050569216': {'id': 1057772272050569216,\n",
       "  'text': 'This dance by @official_tWitch and friends is so good it’s scary. @JajaVankova #HappyHalloween https://t.co/sHw6aFM9q3',\n",
       "  'topic': 'entertainment'},\n",
       " '940630996118114305': {'id': 940630996118114305,\n",
       "  'text': 'As the holidays are approaching, I think I’ll start tweeting gifts that I find cool and/or want, and perhaps you ca… https://t.co/1fyv9bIU6H',\n",
       "  'topic': 'funny'},\n",
       " '1052351538356731904': {'id': 1052351538356731904,\n",
       "  'text': \"RT @templemj: Watching the first episode of #GoodEatsReloaded.  Thank you @altonbrown , thank you.  Can't wait for new episodes. #FavoriteS…\",\n",
       "  'topic': 'food-drink'},\n",
       " '488409498248568832': {'id': 488409498248568832,\n",
       "  'text': 'RT @leoeoleo: São Paulo, 46th minute #thetimeofthegame http://t.co/0YjlMayTgK',\n",
       "  'topic': 'books'},\n",
       " '960306622739505155': {'id': 960306622739505155,\n",
       "  'text': 'Here it is - the first trailer for #MissionImpossible Fallout https://t.co/q2x1ug92bl',\n",
       "  'topic': 'entertainment'},\n",
       " '1057281683840393221': {'id': 1057281683840393221,\n",
       "  'text': 'Please pray for my friend @MarcusHyde https://t.co/QIctCk8uhv',\n",
       "  'topic': 'entertainment'},\n",
       " '1060845726555664384': {'id': 1060845726555664384,\n",
       "  'text': 'Meet the Chinese MMA fighter taking on the Grandmasters of kung fu https://t.co/dKYrf3Kdan',\n",
       "  'topic': 'news'},\n",
       " '1058058998136688647': {'id': 1058058998136688647,\n",
       "  'text': 'A classic done right! https://t.co/UrkAUlVq5t',\n",
       "  'topic': 'food-drink'},\n",
       " '1060215945434722305': {'id': 1060215945434722305,\n",
       "  'text': 'RT @BeastsMovieUK: From the creator of Harry Potter, don’t miss #FantasticBeasts: The Crimes of Grindelwald in cinemas November 16 – book t…',\n",
       "  'topic': 'books'},\n",
       " '1058385941105012736': {'id': 1058385941105012736,\n",
       "  'text': \".@Palm is out today. Let's get it baby!!  🙌🏽 🙌🏽 🙌🏽 https://t.co/XDT84EOrSr\",\n",
       "  'topic': 'sports'},\n",
       " '1059555553754529793': {'id': 1059555553754529793,\n",
       "  'text': 'Most anticipated featherweight title bout since _________? \\n\\n#UFC231 https://t.co/eb2ETofWBD',\n",
       "  'topic': 'sports'},\n",
       " '1030222837284388864': {'id': 1030222837284388864,\n",
       "  'text': 'Thank you. This made my day! https://t.co/J704knPBHU',\n",
       "  'topic': 'funny'},\n",
       " '1060600369061998592': {'id': 1060600369061998592,\n",
       "  'text': '#BClassic: a curation of contemporary @Burberry icons, including the diamond quilted parka https://t.co/Ie2JYsaDis https://t.co/27dZIggKSA',\n",
       "  'topic': 'fashion'},\n",
       " '967187910087905281': {'id': 967187910087905281,\n",
       "  'text': '@makmak47 @NancySilverton @dominiquecrenn @ruthreichl @thejgold @FUNWITHKATE Insane story. Hopefully it’s done tomo… https://t.co/urM0LJCDL4',\n",
       "  'topic': 'food-drink'},\n",
       " '999460014547963906': {'id': 999460014547963906,\n",
       "  'text': 'Steam is trolling me. https://t.co/WOStbR4clI',\n",
       "  'topic': 'gaming'},\n",
       " '1059681249659367424': {'id': 1059681249659367424,\n",
       "  'text': \"RT @BrennanCenter: Whatever the results of tomorrow's election, extreme gerrymandering will continue to distort election results, until we…\",\n",
       "  'topic': 'news'},\n",
       " '1060255260722118657': {'id': 1060255260722118657,\n",
       "  'text': 'Send us your best Hanx memes for #30DaysOfHanksgiving https://t.co/tJlQxT6R7i',\n",
       "  'topic': 'funny'},\n",
       " '1044211536816951296': {'id': 1044211536816951296,\n",
       "  'text': 'Start off your week being a champion for someone else! Who are you gonna cheer for? 💛 https://t.co/IeluXbUI5W',\n",
       "  'topic': 'fashion'},\n",
       " '1017563507250946048': {'id': 1017563507250946048,\n",
       "  'text': 'For young kids, family meals are opportunities for back-and-forth conversations, which help develop language and li… https://t.co/vA0mKBBIdx',\n",
       "  'topic': 'family'},\n",
       " '1060395933228261376': {'id': 1060395933228261376,\n",
       "  'text': 'Serena Williams Says She Embraces the Controversy Surrounding Her to Promote Her Brand &amp; Message https://t.co/mW84Fp5igO',\n",
       "  'topic': 'entertainment'},\n",
       " '1051916976254156800': {'id': 1051916976254156800,\n",
       "  'text': 'RT @Greg_Palast: BREAKING: Are YOU one of the 550,000 voters on the #Illinois Purge List?\\nCheck NOW. You have until Sunday, Oct 21 to regis…',\n",
       "  'topic': 'food-drink'},\n",
       " '1056968948573442048': {'id': 1056968948573442048,\n",
       "  'text': 'Former Swiss Bank Executive Sentenced to Prison for Role in Billion-Dollar International Money Laundering Scheme In… https://t.co/ZGH6MzCFWx',\n",
       "  'topic': 'government'},\n",
       " '1030214436915695622': {'id': 1030214436915695622,\n",
       "  'text': 'RT @HoustonTexans: Cancer picked the wrong #Texans fan.\\n\\n#TexansCamp https://t.co/R7WWIyAYcG',\n",
       "  'topic': 'sports'},\n",
       " '1047228664784416769': {'id': 1047228664784416769,\n",
       "  'text': '@KirbyNYC The beginning was rocky but enjoyed Tom Hardy/Venom interactions!',\n",
       "  'topic': 'gaming'},\n",
       " '1056984355401273345': {'id': 1056984355401273345,\n",
       "  'text': 'Tickets for #29Rooms LA are AVAILABLE NOW! This year\\'s all new “Expand Your Reality\" tour has 29 NEW ROOMS - Come s… https://t.co/engmv2ND7f',\n",
       "  'topic': 'fashion'},\n",
       " '1019355083803222017': {'id': 1019355083803222017,\n",
       "  'text': 'Also joining me tomorrow is @MelissaLeo! What do you want to ask the acclaimed actress? Comment below...https://t.co/gsJesTiR4e',\n",
       "  'topic': 'news'},\n",
       " '1054836984542310400': {'id': 1054836984542310400,\n",
       "  'text': '@essamnayyer Do you think they can go all the way and win the competition?',\n",
       "  'topic': 'sports'},\n",
       " '663501021293973504': {'id': 663501021293973504,\n",
       "  'text': 'RT @netflix: .@MasterofNone marathon tonight? https://t.co/dEHDoPZGnG',\n",
       "  'topic': 'funny'},\n",
       " '1057426226904674305': {'id': 1057426226904674305,\n",
       "  'text': 'RT @SportsCenter: Try to pull this off more than once 😳 #SCtop10 https://t.co/RqP4UTSG9m',\n",
       "  'topic': 'sports'},\n",
       " '1057789265470464001': {'id': 1057789265470464001,\n",
       "  'text': 'RT @QuentinLeePark2: @JussieSmollett so happy that this was a topic of tonight episodes.. Prep...  Hopefully it will get people to open the…',\n",
       "  'topic': 'television'},\n",
       " '732842988133568513': {'id': 732842988133568513,\n",
       "  'text': 'Donald, Save Your Golf Greens, and the Planet https://t.co/KPJydfYLps',\n",
       "  'topic': 'books'},\n",
       " '1054806545337368578': {'id': 1054806545337368578,\n",
       "  'text': '2003 was the last time @ManUtd and @JuventusFC met, can you remember the score?',\n",
       "  'topic': 'sports'},\n",
       " '1058447528188727296': {'id': 1058447528188727296,\n",
       "  'text': 'The next four #Avatar porn parodies will also have unique titles\\n\\nAvatar: The Vajay of Water\\nAvatar: The Seed Weare… https://t.co/F1GxfOmKy8',\n",
       "  'topic': 'funny'},\n",
       " '1060551202826608640': {'id': 1060551202826608640,\n",
       "  'text': 'JUST IN: Police identify gunman who opened fire inside California bar, killing 12 https://t.co/PvITYr54AX',\n",
       "  'topic': 'news'},\n",
       " '1060017838465970176': {'id': 1060017838465970176,\n",
       "  'text': '“The base demands it”—as the Democrats seize the House, MAGA-land predicts impeachment. https://t.co/HEHFZTituO #ElectionNight',\n",
       "  'topic': 'fashion'},\n",
       " '1054070557048680449': {'id': 1054070557048680449,\n",
       "  'text': 'RT @Roxy: #CarolineMarks made history when she qualified for the @wsl World Championship Tour, and it’s safe to say her rookie year has bee…',\n",
       "  'topic': 'sports'},\n",
       " '1060213709023469568': {'id': 1060213709023469568,\n",
       "  'text': 'I love this fried lobster! https://t.co/LEZCSj1rPV',\n",
       "  'topic': 'food-drink'},\n",
       " '1060833728665174017': {'id': 1060833728665174017,\n",
       "  'text': \"US stocks set to open lower after Fed says it sees 'further gradual increases' in rates https://t.co/z0zYRhjDSH\",\n",
       "  'topic': 'business'},\n",
       " '1060800539917774848': {'id': 1060800539917774848,\n",
       "  'text': 'These are the victims of the Thousand Oaks Borderline Bar shooting in California https://t.co/9ocGJdBiDP',\n",
       "  'topic': 'news'},\n",
       " '1052956928207409155': {'id': 1052956928207409155,\n",
       "  'text': \"Thank you very much! It's hard to keep a handle on all these things! https://t.co/Pri30zbhsG\",\n",
       "  'topic': 'books'},\n",
       " '1032055183939760128': {'id': 1032055183939760128,\n",
       "  'text': 'Brand new limited edition FemFreq t-shirts dropping tomorrow! Stay tuned. https://t.co/vVEx5fQTze',\n",
       "  'topic': 'gaming'},\n",
       " '1058066468812787712': {'id': 1058066468812787712,\n",
       "  'text': '.@AsstSecStateAF travels to #Togo, #Guinea, #Mali, and #Nigeria to engage with governments, businesses, and civil s… https://t.co/EuKYPehbCd',\n",
       "  'topic': 'government'},\n",
       " '1048902657614778368': {'id': 1048902657614778368,\n",
       "  'text': 'It’s go time people....I’m about to put Marathon #2 in the books....I love &amp; appreciate my @nike team....your suppo… https://t.co/YbiB9c21Dt',\n",
       "  'topic': 'entertainment'},\n",
       " '1015012157963096070': {'id': 1015012157963096070,\n",
       "  'text': \"I'll make a couple more from the great beyond, okay? https://t.co/dDu86uJ15y\",\n",
       "  'topic': 'gaming'},\n",
       " '1060081959282634752': {'id': 1060081959282634752,\n",
       "  'text': '@realbuntyking Yoshi',\n",
       "  'topic': 'gaming'},\n",
       " '969012023345500160': {'id': 969012023345500160,\n",
       "  'text': 'Lock in! #DubNation',\n",
       "  'topic': 'sports'},\n",
       " '863472057111035904': {'id': 863472057111035904,\n",
       "  'text': 'Pre-save #BadLiar on @Spotify to be the first to hear it when it comes out 5.18. https://t.co/JlTnPGbM4K https://t.co/dCcezFhQm8',\n",
       "  'topic': 'music'},\n",
       " '1059882450619453440': {'id': 1059882450619453440,\n",
       "  'text': 'RT @WomenRead: \"I believe in the resistance as I believe there can be no light without shadow; or rather, no shadow unless there is also li…',\n",
       "  'topic': 'books'},\n",
       " '928114362837061637': {'id': 928114362837061637,\n",
       "  'text': 'Juanita Perez Williams ran an incredible campaign in Syracuse. So proud of the work she did. And still hoping for a… https://t.co/51yXACbGLp',\n",
       "  'topic': 'government'},\n",
       " '1052710630778519552': {'id': 1052710630778519552,\n",
       "  'text': '@NBCBlindspot https://t.co/5bCbk8AgY9',\n",
       "  'topic': 'television'},\n",
       " '1057834750633750528': {'id': 1057834750633750528,\n",
       "  'text': 'These costumes just get scarier and scarier \\n\\n📸: https://t.co/fs5018b1t4 https://t.co/Ma4f6TFGVo',\n",
       "  'topic': 'business'},\n",
       " '723656379643236352': {'id': 723656379643236352,\n",
       "  'text': '\"Let\\'s be Frank...\" Playing Nixon was a lot harder than it looks ..... #ElvisAndNixon now in theaters everywhere https://t.co/kWS82FKuU2',\n",
       "  'topic': 'entertainment'},\n",
       " '1050707623274778624': {'id': 1050707623274778624,\n",
       "  'text': '🎀 pink it was love at first sight 🎀 @ New York, New York https://t.co/PSrLAnyvkg',\n",
       "  'topic': 'music'},\n",
       " '1056731344540237825': {'id': 1056731344540237825,\n",
       "  'text': 'Basque Country boasts the highest concentration of Michelin stars per capita, and offers a culinary scene ranging f… https://t.co/M2mU08VfTX',\n",
       "  'topic': 'food-drink'},\n",
       " '1001508646642208768': {'id': 1001508646642208768,\n",
       "  'text': 'A classic red lip never goes out of style 💋@AllThingsAH #AllThingsAdrienne https://t.co/vsi7LmFl32',\n",
       "  'topic': 'family'},\n",
       " '1059656876902834176': {'id': 1059656876902834176,\n",
       "  'text': 'Déraciné is almost here. Learn more about the new FromSoftware / Japan Studio collaboration in our new interview wi… https://t.co/BNQ2s7qIxL',\n",
       "  'topic': 'gaming'},\n",
       " '1030104587510931458': {'id': 1030104587510931458,\n",
       "  'text': 'Congrats @ConstanceWu @jonmchu got my tickets!! #crazyrichasians https://t.co/AU54PtH5UX',\n",
       "  'topic': 'entertainment'},\n",
       " '880971863236673537': {'id': 880971863236673537,\n",
       "  'text': 'RT @CNNTonight: Tonight, @andersoncooper returns to the #PulseNightclub. CNN Special Report: The Pulse of Orlando: Terror at the Nightclub…',\n",
       "  'topic': 'news'},\n",
       " '995034981482180608': {'id': 995034981482180608,\n",
       "  'text': 'Check out #BackToYou on @AppleMusic’s Selena Gomez Essentials Playlist!  https://t.co/uwSrgwqJJY',\n",
       "  'topic': 'music'},\n",
       " '674620587252297728': {'id': 674620587252297728,\n",
       "  'text': \"Thrilled to be nom'd alongside #PeterDinklage #JonHamm @ItsRamiMalek &amp; @mrbobodenkirk in B.A. Drama category! @SAGawards #sagawardsnoms K🚀\",\n",
       "  'topic': 'entertainment'},\n",
       " '1058331697127800832': {'id': 1058331697127800832,\n",
       "  'text': 'New book @gqwinatlife features some business tips from yours truly, so thought I would share an extract with you al… https://t.co/Wn7eVxnoXW',\n",
       "  'topic': 'business'},\n",
       " '938104348571205633': {'id': 938104348571205633,\n",
       "  'text': 'Love is the cure! Join me in ending AIDS by sending my ❤️ to people you ❤️ via the Elton John AIDS Foundation chann… https://t.co/kMPImluXZa',\n",
       "  'topic': 'funny'},\n",
       " '1060175078472728577': {'id': 1060175078472728577,\n",
       "  'text': 'Last night women made history with a record number now going to congress.\\n\\nMeanwhile an article looks at the label… https://t.co/RPf5M6k5As',\n",
       "  'topic': 'news'},\n",
       " '1060260620522655746': {'id': 1060260620522655746,\n",
       "  'text': 'Here are 9 lessons from the 2018 midterm elections https://t.co/kmEy472MYZ',\n",
       "  'topic': 'news'},\n",
       " '1059624795329818624': {'id': 1059624795329818624,\n",
       "  'text': 'RT @PodSaveAmerica: Voting is easy. You barely have to threaten anyone.\\n\\nMake sure you vote: https://t.co/nVq2paZVin #votesaveamerica #pods…',\n",
       "  'topic': 'sports'},\n",
       " '837871206334353408': {'id': 837871206334353408,\n",
       "  'text': 'RT @BrownBasketball: FINAL: Brown beats Columbia 88-68 behind 20 points from senior Steven Spieth! #GoBruno #IvyHoops https://t.co/64bowKp4…',\n",
       "  'topic': 'sports'},\n",
       " '1059130568930144256': {'id': 1059130568930144256,\n",
       "  'text': 'he knows i like to give him some grief...with a golf swing like that he is used to it!...lol https://t.co/I7JRF4TCHc',\n",
       "  'topic': 'food-drink'},\n",
       " '1050785943538536453': {'id': 1050785943538536453,\n",
       "  'text': 'Happy Friday everybody! Hope everyone enjoyed the premier it just gets better and better. For reals 🤘🏾❤️ https://t.co/4VR1Bi27uF',\n",
       "  'topic': 'television'},\n",
       " '1059905058828095494': {'id': 1059905058828095494,\n",
       "  'text': 'RT @JustinMeram: Congrats superstar 👊🏼 https://t.co/OZmdFcgmFn',\n",
       "  'topic': 'sports'},\n",
       " '1017763919367110658': {'id': 1017763919367110658,\n",
       "  'text': 'RT @brandynmarshall: Wiz is back @wizkhalifa',\n",
       "  'topic': 'music'},\n",
       " '844005752465477633': {'id': 844005752465477633,\n",
       "  'text': 'Know what 鸡蛋里挑骨头 means? If not, @rachelkhong has you covered with this guide to egg idioms! https://t.co/RuRuB84rJZ https://t.co/5oZjLNuti2',\n",
       "  'topic': 'food-drink'},\n",
       " '1060717374758928384': {'id': 1060717374758928384,\n",
       "  'text': 'President Macron has very ambitious goals -- all the more reason to give himself time to recharge https://t.co/s8AHwXlRCT',\n",
       "  'topic': 'news'},\n",
       " '971811755230887943': {'id': 971811755230887943,\n",
       "  'text': 'RT @starwars: It’s #JediDay! Raise your lightsabers in honor of @HamillHimself as he receives his star on the Hollywood Walk of Fame. Follo…',\n",
       "  'topic': 'family'},\n",
       " '1056804999701950464': {'id': 1056804999701950464,\n",
       "  'text': 'Congrats @RedSox and #Boston !!! https://t.co/iNq3TR73HM',\n",
       "  'topic': 'entertainment'},\n",
       " '1059854380726472706': {'id': 1059854380726472706,\n",
       "  'text': '@AttackNerds Sticking together, and overwhelming nuclear might!',\n",
       "  'topic': 'gaming'},\n",
       " '1040303287411650560': {'id': 1040303287411650560,\n",
       "  'text': 'More great work from @salkhanacademy #edreform https://t.co/YUvA4w3HVx',\n",
       "  'topic': 'government'},\n",
       " '923224732979400704': {'id': 923224732979400704,\n",
       "  'text': 'Introducing PSWL a new collection composed of everyday wardrobe staples available 11/6/17. Sign up for updates on https://t.co/rtzKz5Pxx2.',\n",
       "  'topic': 'fashion'},\n",
       " '1042136663613427715': {'id': 1042136663613427715,\n",
       "  'text': 'The most Tweeted-about celebrities at the #Emmys were:\\n\\n➖ @IamSandraOh\\n➖ @BettyMWhite\\n➖ @DarrenCriss\\n➖ Peter Dinkla… https://t.co/TQjEcDZsOQ',\n",
       "  'topic': 'television'},\n",
       " '1052651759129321474': {'id': 1052651759129321474,\n",
       "  'text': 'Anxiety affects how we learn, so could it be a learning disability? There’s not enough science to give a definitive… https://t.co/nZyalTEYp0',\n",
       "  'topic': 'news'},\n",
       " '980829476392198144': {'id': 980829476392198144,\n",
       "  'text': 'Support the crafts people:  Here’s a mix of the pieces made for our seafood season, all done by 5 amazing potters… https://t.co/cDNazzwlbm',\n",
       "  'topic': 'food-drink'},\n",
       " '1008799248111071233': {'id': 1008799248111071233,\n",
       "  'text': \"RT @seriouseats: Here's @TheFoodLab's better, faster way to freeze and defrost your food: https://t.co/JVwTPO85JH\",\n",
       "  'topic': 'food-drink'},\n",
       " '1027720274555232256': {'id': 1027720274555232256,\n",
       "  'text': \"We've only got one of these beautiful, velvety posters left. Be bold. Be thought-provoking. Be critical of the medi… https://t.co/sTuPIyY9ws\",\n",
       "  'topic': 'gaming'},\n",
       " '1054393129753817088': {'id': 1054393129753817088,\n",
       "  'text': 'It’s time to bring dignity back to the legislative branch. Congress shouldn’t be doing its work at the speed of lig… https://t.co/0G7Xf2cKz7',\n",
       "  'topic': 'government'},\n",
       " '488375589175181312': {'id': 488375589175181312,\n",
       "  'text': '@xfelk @blprnt Nope. Just the minute and the location. Instructions here: https://t.co/Ixgoxnge5R',\n",
       "  'topic': 'books'},\n",
       " '924019355209355264': {'id': 924019355209355264,\n",
       "  'text': \"New parents will love Day 20's pick! #FoodLabCookbookADay https://t.co/DQWLLM17RA\",\n",
       "  'topic': 'food-drink'},\n",
       " '1060523315872325632': {'id': 1060523315872325632,\n",
       "  'text': \"RT @DanRather: Trump treats showdowns with the press as theater of the absurd. Don't let the act fool you. This is about questions he will…\",\n",
       "  'topic': 'television'},\n",
       " '657664090572259328': {'id': 657664090572259328,\n",
       "  'text': 'The @uscapitol #ChristmasTree may soon be coming to your neck of the woods. https://t.co/bDdd2Ka6Ok',\n",
       "  'topic': 'government'},\n",
       " '1054766411162288128': {'id': 1054766411162288128,\n",
       "  'text': 'The Library provides access to a wide range of online learning tools like https://t.co/QqcbwV4fIE, Mango Languages,… https://t.co/ARA7DC8cb6',\n",
       "  'topic': 'books'},\n",
       " '1048170682700500992': {'id': 1048170682700500992,\n",
       "  'text': 'RT @PostOpinions: We are holding a spot for Jamal Khashoggi in Friday’s newspaper https://t.co/gBro1ilFZC https://t.co/eCLKqJYHwT',\n",
       "  'topic': 'news'},\n",
       " '1053690046069399553': {'id': 1053690046069399553,\n",
       "  'text': '@GuiFlemming @MEOpt @ripcurl_europe If you use a desktop, you don’t need a Facebook account. Just go to https://t.co/ie0ZfNdmHw',\n",
       "  'topic': 'sports'},\n",
       " '1060815500651978752': {'id': 1060815500651978752,\n",
       "  'text': \"You know things are bad for China's stocks if an entire week without gains can be spun positively https://t.co/dWjbZzu0Mz\",\n",
       "  'topic': 'news'},\n",
       " '1054795706429399040': {'id': 1054795706429399040,\n",
       "  'text': 'I bought everyone in my audience lotto tickets. They better cut me in. https://t.co/nITbkhgTeE',\n",
       "  'topic': 'entertainment'},\n",
       " '1002307148695646209': {'id': 1002307148695646209,\n",
       "  'text': 'https://t.co/sEYEiNPtWj\\n\\n“point, aim, close, range.” 🔥🔥 https://t.co/TKQp9C2Otb',\n",
       "  'topic': 'sports'},\n",
       " '1058002782588817408': {'id': 1058002782588817408,\n",
       "  'text': 'RT @NintendoVS: Super #SmashBrosUltimate features 59 assist trophy characters! Summon some help from many different game universes! https:/…',\n",
       "  'topic': 'gaming'},\n",
       " '1059507659081216000': {'id': 1059507659081216000,\n",
       "  'text': 'There No Way TV Character Could Actually Afford Big ‘New York City’ Coffee Mug https://t.co/7TDgvNruV7 https://t.co/EcjD6mBtwG',\n",
       "  'topic': 'funny'},\n",
       " '1051943134874259457': {'id': 1051943134874259457,\n",
       "  'text': 'California, it’s time to enroll or re-enroll in high-quality, affordable coverage for 2019. 80% of people in… https://t.co/stBcptEueU',\n",
       "  'topic': 'government'},\n",
       " '942161444744908800': {'id': 942161444744908800,\n",
       "  'text': \"My exclusive Signature Collection makes the perfect gift this season, and it's available for a… https://t.co/WZkiK8300a\",\n",
       "  'topic': 'fashion'},\n",
       " '1030945504006291457': {'id': 1030945504006291457,\n",
       "  'text': 'Just pledged to fund this home gym workout system that seems great for core and handstand work. Must. Accomplish. H… https://t.co/RmFfplBLZg',\n",
       "  'topic': 'funny'},\n",
       " '820731335400529920': {'id': 820731335400529920,\n",
       "  'text': 'RT @Bkstg: Where it all began. Celebrate a decade of @justinbieber on YouTube 🎥 #10YearsOfKidrauhl https://t.co/NK08BLQzzW https://t.co/yMp…',\n",
       "  'topic': 'music'},\n",
       " '1060016702975557632': {'id': 1060016702975557632,\n",
       "  'text': 'RT @CauseAndCulture: @kerrywashington https://t.co/IKyQhsGaQJ',\n",
       "  'topic': 'television'},\n",
       " '1051972703308017669': {'id': 1051972703308017669,\n",
       "  'text': 'RT @AnitaLoNYC: Two weeks to go til my new cookbook SoLo is out!  Pics by @juliarothman @AAKnopf https://t.co/91Sws2M5Gh',\n",
       "  'topic': 'food-drink'},\n",
       " '1041843735032725504': {'id': 1041843735032725504,\n",
       "  'text': 'Awesometown! Welcome to the club! Glad he’s reading the first - Book Two comes out soon! https://t.co/bsQacrngLV',\n",
       "  'topic': 'funny'},\n",
       " '1050688828699107328': {'id': 1050688828699107328,\n",
       "  'text': 'RT @ABC: Harry and Meghan, the Duke and Duchess of Sussex, arrive, followed by William and Kate, the Duke and Duchess of Cambridge, for the…',\n",
       "  'topic': 'books'},\n",
       " '1034126690492923904': {'id': 1034126690492923904,\n",
       "  'text': 'RT @TippleSociety: 🎶 I’m your venison. I’m your fire. At your desire. 🎶 \\n\\n@ChefSteps @177MilkStreet https://t.co/ptTlCRGcDv',\n",
       "  'topic': 'food-drink'},\n",
       " '1060200711957463041': {'id': 1060200711957463041,\n",
       "  'text': 'How a new wave of graphic novels is revitalizing classics — and pushing diversity https://t.co/pZcn522w7a',\n",
       "  'topic': 'entertainment'},\n",
       " '1060355232776048640': {'id': 1060355232776048640,\n",
       "  'text': 'Analysis: Voters in Betsy DeVos’s home state, Michigan, elect a governor who is a sharp critic. And it wasn’t the o… https://t.co/gAINjxLlF4',\n",
       "  'topic': 'news'},\n",
       " '1012395865514938370': {'id': 1012395865514938370,\n",
       "  'text': 'Chef Anthony Wells from @JuniperandIvy killing the foie gras and cherry jam crepe cake game... https://t.co/qToQbgrfTL',\n",
       "  'topic': 'food-drink'},\n",
       " '1042845608074203136': {'id': 1042845608074203136,\n",
       "  'text': 'A year after #HurricaneMaria devastated #PuertoRico &amp; the #USVirginIslands, our fellow Americans are still struggli… https://t.co/gyNuFRirXv',\n",
       "  'topic': 'government'},\n",
       " '1056918531244285954': {'id': 1056918531244285954,\n",
       "  'text': 'RT @pewenvironment: Ocean life knows no borders. Neither should conservation. #OneOceanOnePlanet #OurOcean https://t.co/52a4h0NfiT',\n",
       "  'topic': 'books'},\n",
       " '1055836452611858432': {'id': 1055836452611858432,\n",
       "  'text': 'Ruta Gyvyte spotted with our #MJSoftshot bag \\U0001f5a4 https://t.co/b5zRqmY2Pq',\n",
       "  'topic': 'fashion'},\n",
       " '1027711811674468352': {'id': 1027711811674468352,\n",
       "  'text': '#FlyEaglesFly',\n",
       "  'topic': 'sports'},\n",
       " '1060810489196933120': {'id': 1060810489196933120,\n",
       "  'text': 'Everything your kitchen needs to be an ultimate entertaining hub: https://t.co/CQKKsXuXcB https://t.co/RQTsNqsCFa',\n",
       "  'topic': 'food-drink'},\n",
       " '1047765767939186688': {'id': 1047765767939186688,\n",
       "  'text': 'Introducing the ‘side packs’, bags carried in duo and crossing over each hip. #CHANELByTheSea #CHANELSpringSummer… https://t.co/bHJKzlfPbn',\n",
       "  'topic': 'fashion'},\n",
       " '1034547203581403136': {'id': 1034547203581403136,\n",
       "  'text': 'RT @changedapps: Say goodbye to your #studentloans. Officially have knocked out $1,000,000 in student loan payments. Here is to the next mi…',\n",
       "  'topic': 'business'},\n",
       " '1054352788266930176': {'id': 1054352788266930176,\n",
       "  'text': 'yummmmm 😋 #GDNY https://t.co/nfAzAEXp6L',\n",
       "  'topic': 'news'},\n",
       " '993884204999036928': {'id': 993884204999036928,\n",
       "  'text': 'Carousel, Bryant Park #sketchbook #spring #fb https://t.co/BNazrun5A0 https://t.co/BVq6YNO0av',\n",
       "  'topic': 'gaming'},\n",
       " '1059457231329079296': {'id': 1059457231329079296,\n",
       "  'text': 'RT @ICE_Markets: Record commodities &amp; energy volume for October 2018: \\n\\n-Natural gas ADV ⬆️ 20% y/y with record basis market OI\\n-Record gas…',\n",
       "  'topic': 'business'},\n",
       " '1054715068192047105': {'id': 1054715068192047105,\n",
       "  'text': 'This language and these images will be used by @realDonaldTrump as a powerful motivator leading up to the midterms.… https://t.co/i2AJArv3Gz',\n",
       "  'topic': 'news'},\n",
       " '1051963397640732673': {'id': 1051963397640732673,\n",
       "  'text': 'RT @BhavishaPatel: What Paul Allen gave to the city of Seattle, what he gave to the world — could never be summed up in a tweet or an obitu…',\n",
       "  'topic': 'business'},\n",
       " '1059984784896729095': {'id': 1059984784896729095,\n",
       "  'text': 'RT @dabeard: His first vote was in 1944 in the Central Pacific. Voting tomorrow, 98 and legally blind, Roger Angell says: \"What I said I wo…',\n",
       "  'topic': 'books'},\n",
       " '1059842549769220097': {'id': 1059842549769220097,\n",
       "  'text': 'RT @realDonaldTrump: “Bill Nelson is kind of an empty figure in Washington. You never hear his name, he’s never in debates on key issues -…',\n",
       "  'topic': 'business'},\n",
       " '1060724938607419392': {'id': 1060724938607419392,\n",
       "  'text': \"A judge has refused to limit Arizona's vote counting and set a hearing in the razor-close Senate race https://t.co/fQHbwUoL7k\",\n",
       "  'topic': 'news'},\n",
       " '1059256441372954626': {'id': 1059256441372954626,\n",
       "  'text': 'RT @DiegoAmarosa: Last night I was enjoying my \"special blend\" hookah, and binge watching @SarahKSilverman on Hulu, great stuff! But when i…',\n",
       "  'topic': 'funny'},\n",
       " '1060378642612699136': {'id': 1060378642612699136,\n",
       "  'text': \"The White House Pulls Jim Acosta's Credentials as Trump Claims CNN Reporter 'Put Hands' on Intern https://t.co/R7IPTvA6xS\",\n",
       "  'topic': 'entertainment'},\n",
       " '1059870907131445248': {'id': 1059870907131445248,\n",
       "  'text': 'RT @FLOTUS: Vote Red 🇺🇸 MAGA 🇺🇸 https://t.co/i95OiBimxA https://t.co/ncvDcAP8LZ',\n",
       "  'topic': 'business'},\n",
       " '935624947182993410': {'id': 935624947182993410,\n",
       "  'text': \"RT @CBCMusic: This is precious! Watch @itsruthb B return to her high school in Edmonton to perform 'Lost Boy' with the choir https://t.co/W…\",\n",
       "  'topic': 'music'},\n",
       " '1036993703720706049': {'id': 1036993703720706049,\n",
       "  'text': 'The numbers are all over the place except none of them rise above 10%. #whataretheyhiding this man will WORK FOR YO… https://t.co/QWQjCmOzIg',\n",
       "  'topic': 'entertainment'},\n",
       " '667799334621200385': {'id': 667799334621200385,\n",
       "  'text': 'Today is Transgender Day of Remembrance. Join me and commit to making the world a safer place for all trans people. https://t.co/5rERFBrOLt',\n",
       "  'topic': 'television'},\n",
       " '1051961631465451520': {'id': 1051961631465451520,\n",
       "  'text': '@tamramccraw Thank you!',\n",
       "  'topic': 'food-drink'},\n",
       " '1018343820264525825': {'id': 1018343820264525825,\n",
       "  'text': 'I just love music. I love what it does to our souls. Like how for a couple minutes, nothing exists except for you a… https://t.co/lv30771woJ',\n",
       "  'topic': 'music'},\n",
       " '821017081269329921': {'id': 821017081269329921,\n",
       "  'text': 'RT @NSC44: Statement by @POTUS on the One-Year Anniversary of Implementation Day Under the Joint Comprehensive Plan of Action:\\nhttps://t.co…',\n",
       "  'topic': 'government'},\n",
       " '1059721235070771200': {'id': 1059721235070771200,\n",
       "  'text': 'Hi! Any update on the death toll in Florida? Why I feel the number is much bigger? @FLGovScott any updates? https://t.co/6d5XOV27EV',\n",
       "  'topic': 'food-drink'},\n",
       " '931239807291977728': {'id': 931239807291977728,\n",
       "  'text': 'RT @Titleist: Have you heard? Now you can join us for a behind-the-scenes tour of Titleist Ball Plant 3, home of #ProV1 and #ProV1x, just l…',\n",
       "  'topic': 'sports'},\n",
       " '1060366296456392704': {'id': 1060366296456392704,\n",
       "  'text': 'An all-new episode of #TUF28 starts NOW on @FS1. https://t.co/E8MFrQr6IG',\n",
       "  'topic': 'sports'},\n",
       " '1060474120134123522': {'id': 1060474120134123522,\n",
       "  'text': \"RT @rafaelshimunov: 1) Took @PressSec Sarah Sanders' video of briefing\\n2) Tinted red and made transparent over CSPAN video\\n3) Red motion is…\",\n",
       "  'topic': 'books'},\n",
       " '1033727666816528384': {'id': 1033727666816528384,\n",
       "  'text': \"RT @dallasmavs: MFFLs, today is our #TeamDay on @NBATV. Don't forget to set your DVRs! 📺\\n\\nHere's the full slate of programming: https://t.c…\",\n",
       "  'topic': 'business'},\n",
       " '1055895230812119040': {'id': 1055895230812119040,\n",
       "  'text': 'https://t.co/Uk5x6tnruQ',\n",
       "  'topic': 'music'},\n",
       " '1060173629923753984': {'id': 1060173629923753984,\n",
       "  'text': 'Olá, pessoas lindas! https://t.co/CwmDLnvcju',\n",
       "  'topic': 'books'},\n",
       " '1017951681449881600': {'id': 1017951681449881600,\n",
       "  'text': '@Daniel_SuarezG @TeamJJF @ARRIS Thanks pal!',\n",
       "  'topic': 'sports'},\n",
       " '979944699875221504': {'id': 979944699875221504,\n",
       "  'text': 'Shoutout to two of my all time fav @UConnWBB players on the end of an amazing collegiate career @KayNurse11 @MochaTrapuccino 🙌🙌',\n",
       "  'topic': 'sports'},\n",
       " '1060362536246263809': {'id': 1060362536246263809,\n",
       "  'text': \"The White House has revoked press credentials for CNN's Jim Acosta after a heated news conference https://t.co/wCFxZX5kFV\",\n",
       "  'topic': 'news'},\n",
       " '1032790936382627840': {'id': 1032790936382627840,\n",
       "  'text': 'This was so heartwarming! @Pink you are such an inspiration! 💕 https://t.co/a3MGiyEXe3',\n",
       "  'topic': 'entertainment'},\n",
       " '1059515090817507330': {'id': 1059515090817507330,\n",
       "  'text': 'Thanks again for doing our first ever Classroom Instruments with us. We’ve done it many times since and it’s still… https://t.co/XtTx7wi3H6',\n",
       "  'topic': 'funny'},\n",
       " '1042921122222694402': {'id': 1042921122222694402,\n",
       "  'text': 'Until my restaurant sells, I’m going to show you some of my favorite memories of my restaurants: Lincoln, Sunshine… https://t.co/qEueOLUTQt',\n",
       "  'topic': 'food-drink'},\n",
       " '1048287787286503426': {'id': 1048287787286503426,\n",
       "  'text': '@03Hagan SpongeBob is always a mood',\n",
       "  'topic': 'family'},\n",
       " '1058043661789753344': {'id': 1058043661789753344,\n",
       "  'text': \"I was a guest on @GoingAnalogShow and I'll tell you a secret: I did the whole thing using an old USB mic from Rock… https://t.co/Q0rD5OuEoe\",\n",
       "  'topic': 'gaming'},\n",
       " '1026915913512017920': {'id': 1026915913512017920,\n",
       "  'text': 'RT @ParkTheaterLV: .@ladygaga ENIGMA - THE LAS VEGAS RESIDENCY arrives in December and includes 4 JAZZ &amp; PIANO shows. Tickets go sale 8/13…',\n",
       "  'topic': 'music'},\n",
       " '1052236476992217089': {'id': 1052236476992217089,\n",
       "  'text': \"It's time to rock n' roll! Starlink: Battle for Atlas is available now on #NintendoSwitch. #StarlinkGame… https://t.co/xC3QRjZnTH\",\n",
       "  'topic': 'gaming'},\n",
       " '978044991770648576': {'id': 978044991770648576,\n",
       "  'text': 'RT @maggieNYT: NEWS - Trump had dinner with Michael Cohen last night. Night before the Stormy Daniels interview.',\n",
       "  'topic': 'news'},\n",
       " '1050470658067456002': {'id': 1050470658067456002,\n",
       "  'text': 'Fantasy football ?: going into the weekend w both Ryan and Winston plus both of their 3rd WR’s on the roster, what’… https://t.co/NRqL81Qj4T',\n",
       "  'topic': 'food-drink'},\n",
       " '1007210173893697538': {'id': 1007210173893697538,\n",
       "  'text': 'The finished product. https://t.co/6s5U2ZEZKl',\n",
       "  'topic': 'sports'},\n",
       " '931164511054303232': {'id': 931164511054303232,\n",
       "  'text': 'RT @thevelvetTO: .@itsruthb gives us 💕 with her performance of \"If This Is Love\" https://t.co/udXhm3QhzG. Don\\'t miss her at #TheVelvet on N…',\n",
       "  'topic': 'music'},\n",
       " '1054028173460099072': {'id': 1054028173460099072,\n",
       "  'text': 'Do you like joy? Here it is for you, bottled at the source 👏👏👏 https://t.co/V1Ur3YV7If',\n",
       "  'topic': 'television'},\n",
       " '1056729325913833472': {'id': 1056729325913833472,\n",
       "  'text': 'On our show tonight I met with the March For Our Lives kids and learned so much from them! I will be voting Nov 6th… https://t.co/nBZfhEaXrG',\n",
       "  'topic': 'entertainment'},\n",
       " '999417482938060800': {'id': 999417482938060800,\n",
       "  'text': 'The Jordan Spieth Family Foundation is so honored to support @leukemiatexas- highlight of the week was meeting two… https://t.co/8LpPUL6o1y',\n",
       "  'topic': 'sports'},\n",
       " '1012100091958702080': {'id': 1012100091958702080,\n",
       "  'text': 'RT @cb30music: When Brody forgets what today is \\U0001f926🏻\\u200d♂️ #NationalSunglassesDay \\nListen to @LukeBryanOnline’s  🕶 playlist now to hear #LikeIts…',\n",
       "  'topic': 'music'},\n",
       " '1060373019045060608': {'id': 1060373019045060608,\n",
       "  'text': 'Put simply, saving early is the smartest money “hack” you can do in your life. Here’s how to start. https://t.co/Mxd4XNZRbX',\n",
       "  'topic': 'fashion'},\n",
       " '1060353229748400130': {'id': 1060353229748400130,\n",
       "  'text': 'Health care proved important but apparently not pivotal in the 2018 midterm elections. Via @KHNews:… https://t.co/4WUutypKyA',\n",
       "  'topic': 'news'},\n",
       " '819013710102536193': {'id': 819013710102536193,\n",
       "  'text': '\"Not just because you have been a great Vice President, but because in the bargain, I gained a brother.\" —@POTUS https://t.co/ItRq7re37L',\n",
       "  'topic': 'government'},\n",
       " '1059641865526489088': {'id': 1059641865526489088,\n",
       "  'text': \"@LoriLeal1 We're working on it now, Lori! ♥\",\n",
       "  'topic': 'fashion'},\n",
       " '1058690511614197760': {'id': 1058690511614197760,\n",
       "  'text': 'https://t.co/982ZYZqSip',\n",
       "  'topic': 'funny'},\n",
       " '1057059603605831680': {'id': 1057059603605831680,\n",
       "  'text': 'CNN and others in the Fake News Business keep purposely and inaccurately reporting that I said the “Media is the En… https://t.co/RQt2MhFTlr',\n",
       "  'topic': 'business'},\n",
       " '1050020427836391425': {'id': 1050020427836391425,\n",
       "  'text': '@JerseyD06084970 Never too young for SpongeBob',\n",
       "  'topic': 'family'},\n",
       " '993723773328146433': {'id': 993723773328146433,\n",
       "  'text': 'RT @JUSTlNW: Jhene Aiko and her daughter singing together https://t.co/HxKd9CZXsP',\n",
       "  'topic': 'music'},\n",
       " '1051499178738819072': {'id': 1051499178738819072,\n",
       "  'text': '#Students - today is your last day to apply for the #FBI #internship!  Read more about internship opportunities &amp; a… https://t.co/9TJBaOaeMa',\n",
       "  'topic': 'government'},\n",
       " '1058035041580634112': {'id': 1058035041580634112,\n",
       "  'text': '@hitRECordJoe Us trying to pick just one 💭 https://t.co/3JVTyg2zzh',\n",
       "  'topic': 'entertainment'},\n",
       " '633273472454651904': {'id': 633273472454651904,\n",
       "  'text': '\"Swimming With Sharks\" 🐋 That\\'s me trying not to flinch as my leg spasms at the most inappropriate moment 🍗 http://t.co/qna4mhOQzL',\n",
       "  'topic': 'television'},\n",
       " '1055761163181539328': {'id': 1055761163181539328,\n",
       "  'text': 'Happy Birthday, @Cary_Elwes! From #ThePrincessBride to #Saw, this English actor has 122 acting credits.  Inconceiva… https://t.co/cUtoj55Q3A',\n",
       "  'topic': 'entertainment'},\n",
       " '1016676447946039297': {'id': 1016676447946039297,\n",
       "  'text': 'RT @kevineastman: Great goal as you are at work today.  Bring some energy and  positivity to each room you walk into. Will make that room a…',\n",
       "  'topic': 'sports'},\n",
       " '1044994182157348864': {'id': 1044994182157348864,\n",
       "  'text': 'RT @AlexOBrien2493: @YazzTheGreatest  so glad @EmpireFOX is back! So hyped! You’re such a legend #Respect 💪🏻👊🏻',\n",
       "  'topic': 'television'},\n",
       " '897177405160173568': {'id': 897177405160173568,\n",
       "  'text': 'Or 16 Candles https://t.co/Nae7ifyv67',\n",
       "  'topic': 'music'},\n",
       " '1011014366618177536': {'id': 1011014366618177536,\n",
       "  'text': 'Such a surprise and honor to win this award today.  I miss you Buyrnsie, we all do! https://t.co/crnX07x1U6',\n",
       "  'topic': 'sports'},\n",
       " '674352812625653760': {'id': 674352812625653760,\n",
       "  'text': 'RT @WNTonight: On @WNTonight w/@DavidMuir @BarbaraJWalters asks @realDonaldTrump: \"Do you regret your proposal?\" \"Are you a bigot?\" https:/…',\n",
       "  'topic': 'news'},\n",
       " '1043636116908326912': {'id': 1043636116908326912,\n",
       "  'text': 'We’ve teamed up with @TheWiggles for an awesome YouTube Playlist! Sing along with us and check out all the videos h… https://t.co/l38uQQy4JD',\n",
       "  'topic': 'family'},\n",
       " '700718280592457728': {'id': 700718280592457728,\n",
       "  'text': \"I miss Harris Wittels dearly. He passed away a year ago today. I'm glad I knew him as a friend and collaborator.\",\n",
       "  'topic': 'funny'},\n",
       " '1055228431691104256': {'id': 1055228431691104256,\n",
       "  'text': 'RT @coachoncall: Beautifully said and so important. https://t.co/yR7dF8Z2He',\n",
       "  'topic': 'funny'},\n",
       " '1050108101632897025': {'id': 1050108101632897025,\n",
       "  'text': 'RT @GrandexGaming: NEW EPISODE: On today’s Grandex Gaming podcast, we talk Red Dead SZN, PS5/Xbox Scarlett release dates, and @JaredBorislo…',\n",
       "  'topic': 'funny'},\n",
       " '1021457106229256193': {'id': 1021457106229256193,\n",
       "  'text': \"RT @seriouseats: .@thefoodlab's frijoles charros are easy, inexpensive, hearty, and great for potlucks. https://t.co/6OfeFr6eyL\",\n",
       "  'topic': 'food-drink'},\n",
       " '1059608074233745408': {'id': 1059608074233745408,\n",
       "  'text': \"@Gsqwadgaming We can't wait to see it!\",\n",
       "  'topic': 'gaming'},\n",
       " '1050052536453885953': {'id': 1050052536453885953,\n",
       "  'text': 'The Lemon Who Always Wanted To Be A Pear! 🍋😏🍐 IG Pic by @DiscoSopaChile https://t.co/yVlNWoxAHx',\n",
       "  'topic': 'food-drink'},\n",
       " '1060278611415101441': {'id': 1060278611415101441,\n",
       "  'text': \"@yangus82 The crossbar got in the way on this one. Let's see what else @PauDybala_JR has up his sleeve. #JUVMUN https://t.co/iJmW78eZYw\",\n",
       "  'topic': 'sports'},\n",
       " '246043709194530816': {'id': 246043709194530816,\n",
       "  'text': 'Best in TV Revealed! http://t.co/tUVjBduE',\n",
       "  'topic': 'news'},\n",
       " '1001513520687669249': {'id': 1001513520687669249,\n",
       "  'text': 'What do you guys think of this @Fabletics Flare outfit? #Demi4Fabletics https://t.co/t8YYlLunqV https://t.co/YYLxCDRYCe',\n",
       "  'topic': 'music'},\n",
       " '1059090662505791488': {'id': 1059090662505791488,\n",
       "  'text': 'How do you capture fairytale Germany? The editor of the Book Review takes a literary journey to southern Germany in… https://t.co/MdBAtHMQdx',\n",
       "  'topic': 'books'},\n",
       " '1052269651533721603': {'id': 1052269651533721603,\n",
       "  'text': 'NOW LIVE from @HarvardIOP where I will be discussing how the @HouseDemocrats agenda is #ForThePeople: lower health… https://t.co/zrljeaEkP7',\n",
       "  'topic': 'government'},\n",
       " '621079933952069632': {'id': 621079933952069632,\n",
       "  'text': 'Obama Makes His Case on Iran Nuclear Deal http://t.co/cID29LECfZ',\n",
       "  'topic': 'books'},\n",
       " '1058125544636596224': {'id': 1058125544636596224,\n",
       "  'text': 'RT @craftingmystyle: \"I’m still losing people to AIDS.\" -- I spoke with Jussie Smollett &amp; Brett Mahoney, #EmpireFox showrunner, about Jamal…',\n",
       "  'topic': 'television'},\n",
       " '1046077446691459072': {'id': 1046077446691459072,\n",
       "  'text': 'You guys there is a vending machine for hats for CATS in Japan:\\nhttps://t.co/VxVbgeQ8zT https://t.co/JZmse01s2j',\n",
       "  'topic': 'books'},\n",
       " '1055101360587395073': {'id': 1055101360587395073,\n",
       "  'text': 'RT @FCPS_ACE: #WasteNotWednesday Hint: Save asparagus bottoms, carrot tops, mushroom stems, and other vegetable parts in freezer bags or co…',\n",
       "  'topic': 'food-drink'},\n",
       " '920401211378905089': {'id': 920401211378905089,\n",
       "  'text': \"Can't wait for you all to meet #TheMagicMisfits. @EW revealed the official tour so see you soon... https://t.co/cyagrFIKrS @LittleBrownYR\",\n",
       "  'topic': 'funny'},\n",
       " '820729993617674240': {'id': 820729993617674240,\n",
       "  'text': \"RT @ddiamond: The bad optics that began Paul Ryan's town hall: Ex-Reagan campaign worker thanks Obamacare for saving his life. https://t.co…\",\n",
       "  'topic': 'government'},\n",
       " '1047186883241857024': {'id': 1047186883241857024,\n",
       "  'text': '@rikilindhome That was legit incredible.',\n",
       "  'topic': 'gaming'},\n",
       " '1060001717381677056': {'id': 1060001717381677056,\n",
       "  'text': 'RT @USATODAY: Election results: Live coverage of Senate, House and gubernatorial races across the U.S. https://t.co/aMCGsgQ5gE',\n",
       "  'topic': 'news'},\n",
       " '975806226998153216': {'id': 975806226998153216,\n",
       "  'text': 'RT @WDWToday: Oh, boy! A new design of Mickey Ray-Ban sunglasses will be available tomorrow at @SunglassHut! Visit the West Side at @Disney…',\n",
       "  'topic': 'family'},\n",
       " '1052734361806618624': {'id': 1052734361806618624,\n",
       "  'text': 'New Manga, Tile, and Kaleidoscope filters have also been added to Snapshot Mode in #SuperMarioOdyssey! https://t.co/BHKgoYIrKp',\n",
       "  'topic': 'gaming'},\n",
       " '929759375392104448': {'id': 929759375392104448,\n",
       "  'text': 'RT @cloud_surferrr: When you were born and raised in the South and somebody says “oh you don’t have to say yes ma’am/no ma’am to me” https:…',\n",
       "  'topic': 'sports'},\n",
       " '1037385264182841346': {'id': 1037385264182841346,\n",
       "  'text': 'This week, @JordinSparks is sharing her signature Strawberry Moscato Cupcakes! #HeartoftheBatter… https://t.co/0VmU34bQGr',\n",
       "  'topic': 'family'},\n",
       " '1051921865516544000': {'id': 1051921865516544000,\n",
       "  'text': 'RT @PTXofficial: In NYC rehearsing for “A Very Wicked Halloween: Celebrating 15 Years On Broadway” and we can’t wait to show you what we’ve…',\n",
       "  'topic': 'television'},\n",
       " '914827485006544897': {'id': 914827485006544897,\n",
       "  'text': 'I can’t wrap my head around the atrocity in Vegas. Sending my heart and deepest regrets to the families and friends affected. #prayforvegas',\n",
       "  'topic': 'funny'},\n",
       " '1049688304990527490': {'id': 1049688304990527490,\n",
       "  'text': 'Happy birthday @CountVonCount! Can you count how old he is today? Ah Ah Ah! https://t.co/n1qSY1UlG2',\n",
       "  'topic': 'family'},\n",
       " '1057582957492350976': {'id': 1057582957492350976,\n",
       "  'text': 'A clip from Under The Skin with @DavidSRudolf\\nWatch it here: https://t.co/ILH0tTSnY1 https://t.co/NZVA56xVF9',\n",
       "  'topic': 'funny'},\n",
       " '730515858460704773': {'id': 730515858460704773,\n",
       "  'text': 'RT @LukeRussert: Spotted on the Hill---Mrs. Boehner! Welcome back. https://t.co/u9wTWEZLzR',\n",
       "  'topic': 'government'},\n",
       " '1060188933684912129': {'id': 1060188933684912129,\n",
       "  'text': '.@iammollymchugh with a great roundup of mindful technology and using technology to disengage from technology https://t.co/HOF3nGNO3u',\n",
       "  'topic': 'news'},\n",
       " '1060356503050375169': {'id': 1060356503050375169,\n",
       "  'text': 'Opinion: Trump is leaving a trail of ruin behind him https://t.co/8Jm6Juwzfs',\n",
       "  'topic': 'news'},\n",
       " '1011394638811238400': {'id': 1011394638811238400,\n",
       "  'text': 'You guys were great!! It was a pleasure talking to you!! https://t.co/oJyYu5EOno',\n",
       "  'topic': 'news'},\n",
       " '1055478162946174977': {'id': 1055478162946174977,\n",
       "  'text': \"RT @SafeCatSafeBird: .@MargaretAtwood's #AngelCatbird, now available in Spanish! https://t.co/ZRWdFdRiM7\",\n",
       "  'topic': 'books'},\n",
       " '1057325809466171392': {'id': 1057325809466171392,\n",
       "  'text': 'Last night I was honored to trecieve the Gift Of Life Impact Award and am so grateful to play a part in matching re… https://t.co/ZsC8HEi85N',\n",
       "  'topic': 'entertainment'},\n",
       " '807597416941752320': {'id': 807597416941752320,\n",
       "  'text': '#ArmyNavyGameDay today.. more than just football. One of the coolest days of the year',\n",
       "  'topic': 'sports'},\n",
       " '663092290085343236': {'id': 663092290085343236,\n",
       "  'text': 'The songs are in the order they appear in the series. Also - we are working on an official soundtrack release (vinyl too).',\n",
       "  'topic': 'funny'},\n",
       " '977249727455612929': {'id': 977249727455612929,\n",
       "  'text': '@OldSchoolGamerP Thank YOU!',\n",
       "  'topic': 'gaming'},\n",
       " '1060628232280641541': {'id': 1060628232280641541,\n",
       "  'text': 'Floridians are facing the prospect of a recount in several of Tuesday’s key political battles https://t.co/WuZxBJErQw',\n",
       "  'topic': 'news'},\n",
       " '1057272562336579585': {'id': 1057272562336579585,\n",
       "  'text': 'RT @visitRaleigh: It’s been a remarkable (and well-deserved!) run for Raleigh’s Cheetie Kumar—two @beardfoundation nominations + nods from…',\n",
       "  'topic': 'food-drink'},\n",
       " '1054110145473667074': {'id': 1054110145473667074,\n",
       "  'text': 'TONIGHT!!! 👊🏽👊🏽👊🏽👊🏽👊🏽 https://t.co/ztNdZJ4HGc',\n",
       "  'topic': 'television'},\n",
       " '1050936434318667777': {'id': 1050936434318667777,\n",
       "  'text': 'RT @angiemartinez: this @Drake interview on #TheShopHBO is kinda incredible!',\n",
       "  'topic': 'sports'},\n",
       " '959137792591884288': {'id': 959137792591884288,\n",
       "  'text': 'RT @bidenfoundation: One year ago, our journey started. We’re thankful for this year of progress, collaboration, and purpose, and we’re eag…',\n",
       "  'topic': 'government'},\n",
       " '1050749978635882497': {'id': 1050749978635882497,\n",
       "  'text': 'Liz and I are here for work...you should have said hi https://t.co/SS3mVrG9pQ',\n",
       "  'topic': 'food-drink'},\n",
       " '1054055883666276353': {'id': 1054055883666276353,\n",
       "  'text': 'RT @knightktm: Trump Administration Eyes Defining Transgender Out of Existence -  https://t.co/QDLcXKR7mz',\n",
       "  'topic': 'news'},\n",
       " '996810581184335872': {'id': 996810581184335872,\n",
       "  'text': \"@henixon12 You're invited to watch LIVE coverage from the #RoyalWedding on Twitter!\\n\\n📅 Saturday, May 19\\n⏰ 6am BST /… https://t.co/0vCKf5vVrh\",\n",
       "  'topic': 'fashion'},\n",
       " '663507657769230336': {'id': 663507657769230336,\n",
       "  'text': \"There's a deleted scene about that in episode 4. Has happened to Alan and I many times!  https://t.co/HBgz1dblNy\",\n",
       "  'topic': 'funny'},\n",
       " '955797425427423232': {'id': 955797425427423232,\n",
       "  'text': 'What?? This is beyond the realm of imagination. It means so much that the @TheAcademy deemed #DearBasketball worthy… https://t.co/dC7Yxkcioo',\n",
       "  'topic': 'sports'},\n",
       " '950562285113790464': {'id': 950562285113790464,\n",
       "  'text': '@LilyIvey Booked my flight. If sinuses and weather cooperate I’ll be there.',\n",
       "  'topic': 'books'},\n",
       " '1060230566916866048': {'id': 1060230566916866048,\n",
       "  'text': 'Pinching ourselves because two of our favorite bakers have teamed up! @JordinHOTB and @Yolanda_gampp are baking a T… https://t.co/zTEaTDT7Ob',\n",
       "  'topic': 'family'},\n",
       " '1057350307603210241': {'id': 1057350307603210241,\n",
       "  'text': 'All I want to know about #RedDeadRedemption2 is if I can punch out a horse like Mongo in Blazing Saddles.… https://t.co/i0hzxdst2E',\n",
       "  'topic': 'gaming'},\n",
       " '1047582642454089728': {'id': 1047582642454089728,\n",
       "  'text': 'The @nypl is amazing!\\n\\n(via @washingtonpost) https://t.co/2bHw70q2Zv',\n",
       "  'topic': 'books'},\n",
       " '1053734627645505542': {'id': 1053734627645505542,\n",
       "  'text': '\"Sometimes you gotta get through your fear to see the beauty on the other side.\" https://t.co/MLHCDo7OXI',\n",
       "  'topic': 'family'},\n",
       " '1049306922149728257': {'id': 1049306922149728257,\n",
       "  'text': 'Spin cycle!!! https://t.co/9IqtWxNwO2',\n",
       "  'topic': 'sports'},\n",
       " '1055668598851555328': {'id': 1055668598851555328,\n",
       "  'text': \"@jackryanamazon @johnkrasinski Guess who's ready?! https://t.co/bsj8xkb1hd\",\n",
       "  'topic': 'entertainment'},\n",
       " '1023981603473768451': {'id': 1023981603473768451,\n",
       "  'text': 'Just got a pool floatie shaped like friends that want to come over and hang out with me.',\n",
       "  'topic': 'funny'},\n",
       " '1059869775621513222': {'id': 1059869775621513222,\n",
       "  'text': \"@XboxGamerxXx The community is what does that! We're just happy to be a part of it.\",\n",
       "  'topic': 'gaming'},\n",
       " '1060459411087519744': {'id': 1060459411087519744,\n",
       "  'text': 'Tesla names Robyn Denholm as Chairman to replace Elon Musk (via @FoxBusiness) https://t.co/SKjBXxUdOD',\n",
       "  'topic': 'news'},\n",
       " '1060495115364560896': {'id': 1060495115364560896,\n",
       "  'text': 'For high-profile Republicans in the midterm elections, the message is clear, if it wasn’t after 2016: Trump’s divis… https://t.co/2O5AY0vNlA',\n",
       "  'topic': 'books'},\n",
       " '1035657693372055559': {'id': 1035657693372055559,\n",
       "  'text': 'Free Speech Is Not the Same As Free Reach https://t.co/MEEYDuAPaJ',\n",
       "  'topic': 'business'},\n",
       " '1051838360984141824': {'id': 1051838360984141824,\n",
       "  'text': '@joleanart @Zendaya @TomHolland1996 👏👏👏',\n",
       "  'topic': 'entertainment'},\n",
       " '1060682660786462725': {'id': 1060682660786462725,\n",
       "  'text': 'The acting attorney general, Matthew Whitaker, once espoused the view that the courts “are supposed to be the infer… https://t.co/kUzigi1cd2',\n",
       "  'topic': 'news'},\n",
       " '1056329663838973953': {'id': 1056329663838973953,\n",
       "  'text': 'Love #MammaMia? We’re LIVE with @FrankieJGrande and #MammaMia2 star @jessicakwynn at our MAMMA MIA! Here We Go Agai… https://t.co/6PovheDgxj',\n",
       "  'topic': 'entertainment'},\n",
       " '1056961807099793408': {'id': 1056961807099793408,\n",
       "  'text': '@suzannesamin If you’d ever like to discuss the project, I like to receive perspectives and engage in dialogue ❤️',\n",
       "  'topic': 'television'},\n",
       " '956512199694061574': {'id': 956512199694061574,\n",
       "  'text': 'Get ready. #MissionImpossible https://t.co/zJAYWVLqmt',\n",
       "  'topic': 'entertainment'},\n",
       " '988145420068061187': {'id': 988145420068061187,\n",
       "  'text': 'Shatteringly crisp on the outside and light, fluffy, almost crumbly on the inside. https://t.co/sFiz56zhIN',\n",
       "  'topic': 'food-drink'},\n",
       " '1060342938117513216': {'id': 1060342938117513216,\n",
       "  'text': 'RT @thomasdtamika: #empire Hakeem was goin hard!🔥🔥🎵🎵 . 🔥🔥🎵 like always',\n",
       "  'topic': 'television'},\n",
       " '1025174235394625536': {'id': 1025174235394625536,\n",
       "  'text': 'It was a thrill chatting with @_DionneWarwick in front of a live audience at the @paleycenter last night. So many w… https://t.co/saOy1Ye6sM',\n",
       "  'topic': 'news'},\n",
       " '1012801231021006848': {'id': 1012801231021006848,\n",
       "  'text': 'RT @THWofD: Cynthia Germanotta (@momgerm) explains what she learned about #mentalhealth from @ladygaga and why the @BTWFoundation has teame…',\n",
       "  'topic': 'music'},\n",
       " '1048065843509309441': {'id': 1048065843509309441,\n",
       "  'text': 'Os emojis mais usados no Twitter na noite desta quinta-feira, 4 de outubro para comentar sobre as #Eleições2018 do… https://t.co/4CjFUZyCM2',\n",
       "  'topic': 'government'},\n",
       " '1054759903531798529': {'id': 1054759903531798529,\n",
       "  'text': 'RT @arawnsley: New York Times reports that Cyber Command is messaging Russian intelligence operatives \"telling them that American operative…',\n",
       "  'topic': 'news'},\n",
       " '1027896074059620352': {'id': 1027896074059620352,\n",
       "  'text': '#FlashbackFriday One year ago today... 😎🙌🏽 #FBF https://t.co/LcVj3wbO4v',\n",
       "  'topic': 'fashion'},\n",
       " '984881355732512769': {'id': 984881355732512769,\n",
       "  'text': 'RT @byron_auguste: Technology doesn\\'t work like gravity.  What #AI \"does\" to jobs depends on our *choices* in research, investments, market…',\n",
       "  'topic': 'books'},\n",
       " '1058816734130569217': {'id': 1058816734130569217,\n",
       "  'text': 'Their Royal Highness visited the cultural corner of Accra meeting young people and local artists. \\nThe Prince of Wa… https://t.co/FGvJBQ62WY',\n",
       "  'topic': 'government'},\n",
       " '1053848493826031616': {'id': 1053848493826031616,\n",
       "  'text': 'Kershaw coming in for the close!\\n\\nLet’s go #Dodgers !!!!\\n\\n#NLCS #Game7\\n\\nTIME TO END THIS!!!!!!! https://t.co/L46GBGIP7E',\n",
       "  'topic': 'gaming'},\n",
       " '1058116476773662720': {'id': 1058116476773662720,\n",
       "  'text': 'Latinas typically earn only $0.54 cents for every dollar earned by White, non-Hispanic men and must work nearly 23… https://t.co/ec0UB12egX',\n",
       "  'topic': 'fashion'},\n",
       " '1050172871799013376': {'id': 1050172871799013376,\n",
       "  'text': 'PS I think when that goes live at 6 there will be some sort of live chat where you and I can also talk about Metal.… https://t.co/MfL2SvsGhM',\n",
       "  'topic': 'gaming'},\n",
       " '1057027220684791808': {'id': 1057027220684791808,\n",
       "  'text': '@TwitterTV #NationalCatDay https://t.co/8qPmvrbXjU',\n",
       "  'topic': 'entertainment'},\n",
       " '1057260723104026624': {'id': 1057260723104026624,\n",
       "  'text': 'The most important thing to end poverty and hunger in the 21rst century is @cleancooking stoves in every household… https://t.co/BYldofnw7q',\n",
       "  'topic': 'food-drink'},\n",
       " '1058416511721836546': {'id': 1058416511721836546,\n",
       "  'text': '#ICYMI: Attorney General Jeff Sessions Announced a New Initiative to Combat Chinese Economic Espionage… https://t.co/SlQSHs7Eeu',\n",
       "  'topic': 'government'},\n",
       " '1030907185193091072': {'id': 1030907185193091072,\n",
       "  'text': 'Brisket is pricey and finicky. Chuck is cheap and foolproof and makes fantastic barbecue. Try it out!\\nhttps://t.co/KWDdCSwOWM',\n",
       "  'topic': 'food-drink'},\n",
       " '1060653230940717056': {'id': 1060653230940717056,\n",
       "  'text': \"White House press secretary tweets misleading video from InfoWars personality to justify revoking CNN reporter's cr… https://t.co/CJmMyqWrW7\",\n",
       "  'topic': 'news'},\n",
       " '1060478066764455936': {'id': 1060478066764455936,\n",
       "  'text': 'UPDATE: At least 11 wounded in shooting at California bar, gunman dead, police say https://t.co/awRowfbeRy',\n",
       "  'topic': 'news'},\n",
       " '1049438744846192640': {'id': 1049438744846192640,\n",
       "  'text': '@IDAWestRegion @WITAwardsDublin Thank you!',\n",
       "  'topic': 'gaming'},\n",
       " '1060401783292420096': {'id': 1060401783292420096,\n",
       "  'text': \"Former SEAL Mocked by 'SNL' Wins TX House Seat, Calls for More Vets in Congress https://t.co/T0PAhopphH… https://t.co/qhS5BVOE2U\",\n",
       "  'topic': 'news'},\n",
       " '1050382953048625152': {'id': 1050382953048625152,\n",
       "  'text': \"RT @olympicchannel: It's time to swim for the win!  #Swimming competitions are taking place right now at #BuenosAires2018. 🏊🏻\\n\\nTune in live…\",\n",
       "  'topic': 'sports'},\n",
       " '1059991414891798528': {'id': 1059991414891798528,\n",
       "  'text': 'RT @jkottke: Can’t bear to watch the election returns? How about these calming and relaxing videos instead... https://t.co/aEs55xZxKu',\n",
       "  'topic': 'news'},\n",
       " '1033007419301933058': {'id': 1033007419301933058,\n",
       "  'text': '𝐅𝐨𝐮𝐫𝐳𝐞𝐫𝐨𝐭𝐰𝐨 thanked the bus driver.',\n",
       "  'topic': 'gaming'},\n",
       " '1047210794897760257': {'id': 1047210794897760257,\n",
       "  'text': 'https://t.co/64ouji20rb',\n",
       "  'topic': 'music'},\n",
       " '925117591374381056': {'id': 925117591374381056,\n",
       "  'text': \"RT @MarcJSpearsESPN: The story of how and why Warriors star @KlayThompson used his scoring to aid the Bay Area's firestorm victims. https:/…\",\n",
       "  'topic': 'sports'},\n",
       " '1050060504809529344': {'id': 1050060504809529344,\n",
       "  'text': 'On #WorldMentalHealthDay, remember to read, rest, and relax.\\n\\n@adamsmedia @TEDbooks @SimonBooks… https://t.co/pmIyKnU3rh',\n",
       "  'topic': 'books'},\n",
       " '1055632664747638784': {'id': 1055632664747638784,\n",
       "  'text': \"It's an extra-special episode of the PlayStation Blogcast, featuring guest host Shawn Layden with new details on th… https://t.co/3R7LxOjgyU\",\n",
       "  'topic': 'gaming'},\n",
       " '1054800093814112256': {'id': 1054800093814112256,\n",
       "  'text': 'Best way to catch up is over your people’s soul food. NYC https://t.co/VMnMQN3Gh5',\n",
       "  'topic': 'food-drink'},\n",
       " '1052712108180365313': {'id': 1052712108180365313,\n",
       "  'text': 'RT @BorgataAC: So many PASTA-bilities! You can find us at Angeline by @chefsymon tonight celebrating #NationalPastaDay. 😋🍝 https://t.co/EL0…',\n",
       "  'topic': 'food-drink'},\n",
       " '1048243132016541697': {'id': 1048243132016541697,\n",
       "  'text': 'RT @_amberALERT17: Hakeem is really making this season of #Empire . Cause every time he comes on he makes me laugh.',\n",
       "  'topic': 'television'},\n",
       " '1053035890833059840': {'id': 1053035890833059840,\n",
       "  'text': 'Principal Deputy Assistant Attorney General John P. Cronan of the Justice Department’s Criminal Division Delivers R… https://t.co/A8NxCj9wnE',\n",
       "  'topic': 'government'},\n",
       " '1060506736665264129': {'id': 1060506736665264129,\n",
       "  'text': \"RT @emoti0nalshawty: can't wait for this xx🎄 https://t.co/KEBVwpcZxT\",\n",
       "  'topic': 'business'},\n",
       " '1060200253457162240': {'id': 1060200253457162240,\n",
       "  'text': \"Once Steve Israel sat in the Oval Office, but now he's the hapless guy at book fairs hoping someone will buy his no… https://t.co/BxrGO9Dtv6\",\n",
       "  'topic': 'books'},\n",
       " '1060016011053809664': {'id': 1060016011053809664,\n",
       "  'text': 'RT @EllaaCin: @kerrywashington Voted in Brooklyn today... #VoteWithUs ✊🏾❤️ https://t.co/NFsiwv7Mjl',\n",
       "  'topic': 'television'},\n",
       " '924058755838377984': {'id': 924058755838377984,\n",
       "  'text': 'RT @ClintonFdn: The airlift will help people in need in Puerto Rico. To support @DirectRelief visit: https://t.co/BdSyTqdg1E',\n",
       "  'topic': 'government'},\n",
       " '1060726719567589377': {'id': 1060726719567589377,\n",
       "  'text': 'RT @RossBolenPod: Episode 104 is available now for subscribers.\\n\\n(6:54) Honor Student Bumper Stickers\\n(14:26) American College\\n(27:03) Famo…',\n",
       "  'topic': 'funny'},\n",
       " '986300890020589569': {'id': 986300890020589569,\n",
       "  'text': 'Watch @emrata Aidy Brant and I show you the last thing on our phones @glamourmag https://t.co/kYrFlY9e3G',\n",
       "  'topic': 'television'},\n",
       " '858292791495061504': {'id': 858292791495061504,\n",
       "  'text': 'Today is indie #BookstoreDay. Getting ready to celebrate. First, oatmeal at Sarabeth’s. Then @booksandbookskw. Visit your indie bookshop!',\n",
       "  'topic': 'books'},\n",
       " '970431174316363776': {'id': 970431174316363776,\n",
       "  'text': \"RT @TwitterMovies: It's time for Hollywood's biggest night!\\n\\nWatch #Oscars interviews and commentary with some of the biggest stars in cine…\",\n",
       "  'topic': 'fashion'},\n",
       " '1013027240727269376': {'id': 1013027240727269376,\n",
       "  'text': 'RT @NumbersMuncher: Andre the Giant laying down some truth about civility right here. I think after this week we can all use this wisdom! h…',\n",
       "  'topic': 'funny'},\n",
       " '1047607223860510721': {'id': 1047607223860510721,\n",
       "  'text': 'The #MJBoxBag in Peony and Rhubarb 🌸🔮🌸 https://t.co/Jnxc0Djzxs https://t.co/hh3C5IYQLd',\n",
       "  'topic': 'fashion'},\n",
       " '1040335287933517825': {'id': 1040335287933517825,\n",
       "  'text': \".@Bharper3407's baseball card set for @topps is nice!! Appreciate the spot in CF!! \\n\\nPick up your set here:… https://t.co/rbjoxG5Vtt\",\n",
       "  'topic': 'sports'},\n",
       " '972974486239637505': {'id': 972974486239637505,\n",
       "  'text': '@TigerWoods is back !!!! #Let’s Go',\n",
       "  'topic': 'sports'},\n",
       " '659449128942895104': {'id': 659449128942895104,\n",
       "  'text': 'A regular guy can’t do a big job alone. #ThankYou to all the staff here in the @uscapitol &amp; around the country.\\nhttps://t.co/9NdlvCnUUr',\n",
       "  'topic': 'government'},\n",
       " '777119074430115840': {'id': 777119074430115840,\n",
       "  'text': 'I love you Terry! #rip #bobarr #forcee',\n",
       "  'topic': 'sports'},\n",
       " '1056923033141698561': {'id': 1056923033141698561,\n",
       "  'text': 'Great job being done by Congressman Keith Rothfus of Pennsylvania. Thank you Keith!',\n",
       "  'topic': 'business'},\n",
       " '1054826231152152576': {'id': 1054826231152152576,\n",
       "  'text': '@UNILADFooty https://t.co/rlccQF8a5y',\n",
       "  'topic': 'sports'},\n",
       " '821498035050020865': {'id': 821498035050020865,\n",
       "  'text': 'RT @ks44: How to follow @POTUS &amp; @FLOTUS after Jan. 20 (at @BarackObama &amp; @MichelleObama) &amp; more on the digital transition: https://t.co/85…',\n",
       "  'topic': 'government'},\n",
       " '1060706550384353282': {'id': 1060706550384353282,\n",
       "  'text': \"Here's a rich, creamy soup with turnips, carrots, potatoes and leeks https://t.co/qW0mcqzUyd\",\n",
       "  'topic': 'news'},\n",
       " '1045774309959106561': {'id': 1045774309959106561,\n",
       "  'text': 'Iguana shedding on my bike seat in Key West while I’m away. Could it have anything to do with the Senate hearings? https://t.co/fWLm8bcYd1',\n",
       "  'topic': 'books'},\n",
       " '1008075010513268736': {'id': 1008075010513268736,\n",
       "  'text': 'Meanwhile this little baguette is SO ready for his first trip to France today!! ✈️ NYC -&gt; PARIS 🇫🇷 #iverconran https://t.co/hz0HbT70xk',\n",
       "  'topic': 'fashion'},\n",
       " '1008310163902738433': {'id': 1008310163902738433,\n",
       "  'text': 'Wait. It’s #NationalFudgeDay? https://t.co/3CLEXaAuBi',\n",
       "  'topic': 'books'},\n",
       " '1056054943935655936': {'id': 1056054943935655936,\n",
       "  'text': 'What an accomplished young man. It’s heartbreaking to lose someone like this so young. Rest in power, Tyrone. ❤️ https://t.co/Qb3s5F0iQs',\n",
       "  'topic': 'funny'},\n",
       " '987100030963040257': {'id': 987100030963040257,\n",
       "  'text': 'RT @bandt: Episode 3 of our video series with @kincommunityAU is out, this time featuring @YouTube creator @tina_yong! #WomenToWatch https:…',\n",
       "  'topic': 'family'},\n",
       " '1001911475718492160': {'id': 1001911475718492160,\n",
       "  'text': 'RT @astroehlein: Europe has: \\n \\n✅ people with mental health conditions \\n \\n✅ kids who take ADHD meds \\n \\n✅ boys who’ve been rejected by girls…',\n",
       "  'topic': 'gaming'},\n",
       " '1060269011433349120': {'id': 1060269011433349120,\n",
       "  'text': 'Watch what happened when @LadyGaga invited us into her LA home and answered #73questions. https://t.co/kN0ihfLf9q',\n",
       "  'topic': 'fashion'},\n",
       " '1053351926333665282': {'id': 1053351926333665282,\n",
       "  'text': 'RT @ODNIgov: Joint Statement from the ODNI, DOJ, FBI and DHS: Combating Foreign Influence in U.S. Elections https://t.co/n7nQELE2vW https:/…',\n",
       "  'topic': 'government'},\n",
       " '996477172427575296': {'id': 996477172427575296,\n",
       "  'text': 'what do i do with the other $50?! https://t.co/unIqeP5X0t',\n",
       "  'topic': 'funny'},\n",
       " '928445467045675009': {'id': 928445467045675009,\n",
       "  'text': 'RT @RoxanneSteele: There will one day be a museum for @carrieunderwood and her outfits from the #CMAawards and I will visit it!',\n",
       "  'topic': 'fashion'},\n",
       " '1056567520776212480': {'id': 1056567520776212480,\n",
       "  'text': '@TonyBaumann and you evidently failed history.',\n",
       "  'topic': 'food-drink'},\n",
       " '1032037908201406466': {'id': 1032037908201406466,\n",
       "  'text': 'RT @gardenandgun: Eight Southern ways to sous vide: https://t.co/0M9oD8kzTd https://t.co/3TjY11S2P3',\n",
       "  'topic': 'food-drink'},\n",
       " '1060534804851113984': {'id': 1060534804851113984,\n",
       "  'text': 'Supreme Court Justice Ruth Bader Ginsburg, 85, has broken her ribs in a fall https://t.co/HIMX7LCbKm',\n",
       "  'topic': 'business'},\n",
       " '1060541849037914114': {'id': 1060541849037914114,\n",
       "  'text': 'Roku drops 13% after missing expectations on platform revenue https://t.co/eIZV4TyYIo https://t.co/AHv1PGntza',\n",
       "  'topic': 'business'},\n",
       " '1029084136361709575': {'id': 1029084136361709575,\n",
       "  'text': 'RT @Earthjustice: Confirming Kavanaugh would make it even more likely that #SCOTUS would gut laws like the Clean Air Act and the Clean Wate…',\n",
       "  'topic': 'funny'},\n",
       " '819995908578353153': {'id': 819995908578353153,\n",
       "  'text': \"RT @NSC44: This morning, @NSC44's Lisa Monaco joined @AspenCyber to discuss @POTUS' commitment to #cybersecurity. Watch here: https://t.co/…\",\n",
       "  'topic': 'government'},\n",
       " '910572361891459072': {'id': 910572361891459072,\n",
       "  'text': 'RT @TwitterMoments: Happy 69th birthday to @GameOfThrones author, George R. R. Martin (@GRRMspeaking)! #GoT https://t.co/wd7pW7UD80',\n",
       "  'topic': 'books'},\n",
       " '1056259233765826562': {'id': 1056259233765826562,\n",
       "  'text': '📣Calling all voters! The midterm elections are fast approaching. Rock this limited edition merch &amp; vote Nov. 6. Ord… https://t.co/MNKWAl5KBm',\n",
       "  'topic': 'fashion'},\n",
       " '1050055128810745856': {'id': 1050055128810745856,\n",
       "  'text': 'It’s crucial that however it comes out, Brexit should not be allowed to undermine the peace and prosperity that has been so dearly won here.',\n",
       "  'topic': 'government'},\n",
       " '1056214051095789568': {'id': 1056214051095789568,\n",
       "  'text': 'Stop 4 of the Super #SmashBrosUltimate with Wendy’s College Tailgate Tour makes a special Halloween-themed appearan… https://t.co/pWmoNZk3yL',\n",
       "  'topic': 'gaming'},\n",
       " '1056989112723537921': {'id': 1056989112723537921,\n",
       "  'text': 'RT @infinitebuffalo: @NightValeChat @uh_what_pgh @MargaretAtwood This is a real thing, called Green Burial. @PennForest in Verona/Penn Hill…',\n",
       "  'topic': 'books'},\n",
       " '1058802268013805571': {'id': 1058802268013805571,\n",
       "  'text': 'Are you a nervous public speaker? Great lessons from some (young) old pros. https://t.co/lsuN06h1hR',\n",
       "  'topic': 'news'},\n",
       " '1053698860051161088': {'id': 1053698860051161088,\n",
       "  'text': '@DH_PDX 6-0',\n",
       "  'topic': 'food-drink'},\n",
       " '1060225331729035264': {'id': 1060225331729035264,\n",
       "  'text': 'RT @Paws_Up: Join us for another Cookbook Live event on December 7-9th with James Beard finalist @jennlouis https://t.co/8tosuxwn2K #travel…',\n",
       "  'topic': 'food-drink'},\n",
       " '1053706938964295680': {'id': 1053706938964295680,\n",
       "  'text': 'The most beautiful birthday flowers in the world!!!!! I have the sweetest most creative husband! Thank you babe lov… https://t.co/fiDRKzefQP',\n",
       "  'topic': 'entertainment'},\n",
       " '1060759986995900416': {'id': 1060759986995900416,\n",
       "  'text': 'Mourning father recalls last conversation he had with his son, who was later killed in Thousand Oaks mass shooting:… https://t.co/JhtZ0mxw6j',\n",
       "  'topic': 'news'},\n",
       " '1058869800800264193': {'id': 1058869800800264193,\n",
       "  'text': 'Fact Check: #Jobs\\nLast 21 months of Obama admin:  +4.46 million \\nFirst 21 months of Trump admin:   +4.05 million \\nS… https://t.co/orTCuFGOhB',\n",
       "  'topic': 'news'},\n",
       " '1060257676238733313': {'id': 1060257676238733313,\n",
       "  'text': 'Y’all don’t wait too late to get your tix for @emilyann_music on November 23rd they’re going fast!! And… https://t.co/mmsSNlNpaT',\n",
       "  'topic': 'music'},\n",
       " '1052217859105935361': {'id': 1052217859105935361,\n",
       "  'text': 'Man that was a movement back then! AL had the city on 🔥🔥🔥🔥🔥🔥🔥🔥🔥 https://t.co/qTf0PMj259',\n",
       "  'topic': 'sports'},\n",
       " '1060287187135184896': {'id': 1060287187135184896,\n",
       "  'text': '10 of the Most Romantic Celebrity Wedding Performances https://t.co/DtQfix5UR4',\n",
       "  'topic': 'entertainment'},\n",
       " '978680365974880256': {'id': 978680365974880256,\n",
       "  'text': 'RT @undisputed: LiAngelo Ball declares for 2018 NBA draft https://t.co/TAHBPjyVpr',\n",
       "  'topic': 'sports'},\n",
       " '1058076679481053190': {'id': 1058076679481053190,\n",
       "  'text': '@SaraswDevi yes, yes, yes, yes, yes, and yes!',\n",
       "  'topic': 'family'},\n",
       " '1046967605599330304': {'id': 1046967605599330304,\n",
       "  'text': 'RT @ESPNNFL: Patrick Mahomes looked like Uncle Rico on Monday night. https://t.co/1xYyejHEV7',\n",
       "  'topic': 'sports'},\n",
       " '864277371033014272': {'id': 864277371033014272,\n",
       "  'text': 'TransNation 2017:\\nFilm Festival: 10/13,14 &amp;15 @ The Cinefamily \\nQueen USA: October 22 @ The ACE Theatre \\nApplicatio… https://t.co/JtTHR1R3rS',\n",
       "  'topic': 'television'},\n",
       " '1054453498765557761': {'id': 1054453498765557761,\n",
       "  'text': '@Prabjot12346 https://t.co/wnMXhRSInj',\n",
       "  'topic': 'sports'},\n",
       " '1060222200211537920': {'id': 1060222200211537920,\n",
       "  'text': \"@ozglo_ No spoilers! We're glad you're having an amazing time with it.\",\n",
       "  'topic': 'gaming'},\n",
       " '1058480118316830722': {'id': 1058480118316830722,\n",
       "  'text': '\"We must do all we can now to end human suffering and avoid the worst humanitarian crisis in the world from getting… https://t.co/tn06SBZSNX',\n",
       "  'topic': 'government'},\n",
       " '956071215789232130': {'id': 956071215789232130,\n",
       "  'text': \"RT @PennLaRube: Was a awesome to see @itsruthb perform tonight! Such an incredible artist! Can't wait to see how far she goes! https://t.co…\",\n",
       "  'topic': 'music'},\n",
       " '973975122297139203': {'id': 973975122297139203,\n",
       "  'text': 'Saying goodbye to @gabehabash and @juliebuntin \\nHurry back to Key West!  We and @booksandbookskw loved having you.… https://t.co/JlfhsSQso3',\n",
       "  'topic': 'books'},\n",
       " '1010917761726459905': {'id': 1010917761726459905,\n",
       "  'text': 'Loved performing and watching @itstonybennett sing last night. He’s a dream. That’s showbiz, baby! https://t.co/8YmhwIr07d',\n",
       "  'topic': 'music'},\n",
       " '1060231207139598338': {'id': 1060231207139598338,\n",
       "  'text': 'You can always count on Tilda Swinton and her partner, artist Sandro Kopp, to have a fresh take on couple’s style. https://t.co/aGDpjSw0us',\n",
       "  'topic': 'fashion'},\n",
       " '1050369670124048385': {'id': 1050369670124048385,\n",
       "  'text': \"Tweet us the best Shrek content. It's for science.\",\n",
       "  'topic': 'entertainment'},\n",
       " '1059108052044075009': {'id': 1059108052044075009,\n",
       "  'text': 'Elected On This Day. \\n1884: Grover Cleveland, 22d president. The \"Buffalo Hangman\" won 48.9% of the popular vote an… https://t.co/yJVw5TMuxE',\n",
       "  'topic': 'news'},\n",
       " '1041848729496514560': {'id': 1041848729496514560,\n",
       "  'text': 'First of many Pro Gamers to be on the cover of ESPN. Amazing and I love that @ninja is the one breaking this ground! https://t.co/SV8V0U9imC',\n",
       "  'topic': 'gaming'},\n",
       " '1052988287625953281': {'id': 1052988287625953281,\n",
       "  'text': 'RT @IndivisibleTeam: Good morning to everyone who has already made a plan to canvass and phonebank this weekend \\n\\nReady to help GOTV and bu…',\n",
       "  'topic': 'government'},\n",
       " '1060570588530569216': {'id': 1060570588530569216,\n",
       "  'text': \"Acosta video posted by White House's Sanders contains extra frames: Storyful https://t.co/LflnSIFvzN\",\n",
       "  'topic': 'business'},\n",
       " '1049367845010694144': {'id': 1049367845010694144,\n",
       "  'text': 'RT @Bravotv: .@ConnieBritton &amp; @EricBana67 star in #DirtyJohn, based on the chilling true story and critically acclaimed podcast.\\n\\nLimited…',\n",
       "  'topic': 'television'},\n",
       " '1054430119379550208': {'id': 1054430119379550208,\n",
       "  'text': 'Alabama, California and South Dakota - Your deadline to register to vote is today! Check your voter registration he… https://t.co/rS8Y5SbOOq',\n",
       "  'topic': 'television'},\n",
       " '855528473967775744': {'id': 855528473967775744,\n",
       "  'text': 'Living authentically really is a wonderful thing! #SecretsOfMyLife https://t.co/0nM6YPt71V',\n",
       "  'topic': 'television'},\n",
       " '1055181501652848640': {'id': 1055181501652848640,\n",
       "  'text': 'Morning #kitty à Montpellier, France https://t.co/QSdVg5u4wR',\n",
       "  'topic': 'gaming'},\n",
       " '979413466137030656': {'id': 979413466137030656,\n",
       "  'text': 'Ways to celebrate #InternationalMermaidDay: Visit Ariel’s Grotto, ride Under the Sea ~ Journey of the Little Mermai… https://t.co/TIGJaJjD6U',\n",
       "  'topic': 'family'},\n",
       " '1000373817787731968': {'id': 1000373817787731968,\n",
       "  'text': 'RT @nicodelort: https://t.co/9JxGEmg8LB',\n",
       "  'topic': 'gaming'},\n",
       " '1057716405850771463': {'id': 1057716405850771463,\n",
       "  'text': 'Eight Maryland TTG Members and Associates Convicted on Federal Racketeering and Drug Conspiracy Charges, Including… https://t.co/L1ILHsA3e4',\n",
       "  'topic': 'government'},\n",
       " '1007341063579815936': {'id': 1007341063579815936,\n",
       "  'text': 'Make sure to tune into my @spotify Original Podcast Amy Schumer Presents: 3 Girls, 1 Keith on 6/21. #3Girls1Spotify https://t.co/5NE7elf0lX',\n",
       "  'topic': 'television'},\n",
       " '1049396888892579840': {'id': 1049396888892579840,\n",
       "  'text': \"If you're reading, you're winning. https://t.co/B7UHAUD6O8\",\n",
       "  'topic': 'books'},\n",
       " '1047169219215818758': {'id': 1047169219215818758,\n",
       "  'text': 'RT @FierceReads: Happy book birthday to HISTORY VS WOMEN by @anitasarkeesian &amp; @ebonyaster—a powerful and gorgeous book about women through…',\n",
       "  'topic': 'gaming'},\n",
       " '1057064817977122816': {'id': 1057064817977122816,\n",
       "  'text': 'Volusia County Republican headquarters shooting: STOP! https://t.co/gcVRNxbg8l',\n",
       "  'topic': 'government'},\n",
       " '1044341362873774082': {'id': 1044341362873774082,\n",
       "  'text': '@CelesteHarte This is amazing. Book Twitter basics ✓',\n",
       "  'topic': 'books'},\n",
       " '1060016423806877696': {'id': 1060016423806877696,\n",
       "  'text': 'RT @SandraHarlan: @kerrywashington https://t.co/vJO1a3x30g',\n",
       "  'topic': 'television'},\n",
       " '1034829305140924416': {'id': 1034829305140924416,\n",
       "  'text': '.@Burberry silk shirts feature in an advertising campaign captured in the English countryside. Archive inspiration,… https://t.co/y1CEQfbs6n',\n",
       "  'topic': 'fashion'},\n",
       " '1042103721314975744': {'id': 1042103721314975744,\n",
       "  'text': 'RT @shoemakermike: VOTE\\n(thanks @jimmyfallon!)\\nhttps://t.co/yZipuG5JVd',\n",
       "  'topic': 'funny'},\n",
       " '1060111001545330688': {'id': 1060111001545330688,\n",
       "  'text': '@MissSpoiledGirl We hope you love your new set! Train like an angel, and dress like one too!',\n",
       "  'topic': 'fashion'},\n",
       " '1060766468336435202': {'id': 1060766468336435202,\n",
       "  'text': \"Chinese dissident writer Ma Jian's talks canceled amid growing fears for Hong Kong's free expression https://t.co/fh6zhSOmd0\",\n",
       "  'topic': 'news'},\n",
       " '488695052919914496': {'id': 488695052919914496,\n",
       "  'text': \"@EthanZ (He's so grown up!)\",\n",
       "  'topic': 'books'},\n",
       " '1049435114940362752': {'id': 1049435114940362752,\n",
       "  'text': 'RT @olympicchannel: Watch #Breaking LIVE from #BuenosAires2018 Youth Olympics. https://t.co/2dKeIF0DQl',\n",
       "  'topic': 'sports'},\n",
       " '1060752651938217984': {'id': 1060752651938217984,\n",
       "  'text': \"@PatrickKul Well, I totally get the complaints. They're not invalid. But I'm often baffled at how people talk about… https://t.co/tIyTxLlSmB\",\n",
       "  'topic': 'gaming'},\n",
       " '1000934043402342400': {'id': 1000934043402342400,\n",
       "  'text': 'Lebron🔥🔥🔥🔥#wow',\n",
       "  'topic': 'sports'},\n",
       " '1045024398804049920': {'id': 1045024398804049920,\n",
       "  'text': 'RT @BryanFriel: NY strip steak over smashed potatoes w a plum sauce #CookwithJoule https://t.co/vH3LFDTKAU',\n",
       "  'topic': 'food-drink'},\n",
       " '1060698993355829249': {'id': 1060698993355829249,\n",
       "  'text': \"You mean you don't have one? https://t.co/7WMPRoWm5l\",\n",
       "  'topic': 'funny'},\n",
       " '1059831618129575943': {'id': 1059831618129575943,\n",
       "  'text': 'RT @BeastsMovieUK: Lumos! Reply using #WandsReady for the chance to have your Twitter handle light up the Wands tonight.',\n",
       "  'topic': 'books'},\n",
       " '1049410704590159873': {'id': 1049410704590159873,\n",
       "  'text': 'RT @AmericanIdol: ✨ Roses are red, violets are blue. In order to win #TheRevivalShow of 2018 — we need YOU! #NationalPoetryDay ✨ \\n\\nRT to vo…',\n",
       "  'topic': 'music'},\n",
       " '1060641901244792834': {'id': 1060641901244792834,\n",
       "  'text': \"33 priests 'credibly accused' of sexually abusing minors in Missouri, diocese probe finds https://t.co/FrhMCPV3Tf\",\n",
       "  'topic': 'news'},\n",
       " '1057761227714088960': {'id': 1057761227714088960,\n",
       "  'text': 'RT @theLukeBaker: @Kaizerkunkun @ChuaChua007 https://t.co/EceNXzRdOa',\n",
       "  'topic': 'gaming'},\n",
       " '1057100105981976576': {'id': 1057100105981976576,\n",
       "  'text': 'RT @xoxo_Starlights: “Our future is unlimited.” SING IT IDINA. YOU DEFY THAT GRAVITY. #AVeryWickedHalloween #Wicked15',\n",
       "  'topic': 'television'},\n",
       " '993513955791458305': {'id': 993513955791458305,\n",
       "  'text': 'Punk ball! Babies first MET! @marcjacobs 🍒 https://t.co/3hNT2vhRpU',\n",
       "  'topic': 'music'},\n",
       " '1058803499587166208': {'id': 1058803499587166208,\n",
       "  'text': '🌿 The #MJSoftshot in Cement 🌿 https://t.co/pfQEvuNAUA https://t.co/tBcIHjsokA',\n",
       "  'topic': 'fashion'},\n",
       " '1059973235603849218': {'id': 1059973235603849218,\n",
       "  'text': 'RT @ladygaga: If you’re in line, stay in line. Every vote counts! 🇺🇸 #StayInLine https://t.co/QnlMkY0SA5',\n",
       "  'topic': 'food-drink'},\n",
       " '1060668644689170432': {'id': 1060668644689170432,\n",
       "  'text': 'The weather is favoring China in its trade war with the U.S. https://t.co/bd8lRpkyYQ',\n",
       "  'topic': 'news'},\n",
       " '1005630381297717248': {'id': 1005630381297717248,\n",
       "  'text': \"But there is so much talent and love that goes into the MP space. I'm in awe of the people who can do it/play it. https://t.co/nqhbnVBr69\",\n",
       "  'topic': 'gaming'},\n",
       " '1024756456506249217': {'id': 1024756456506249217,\n",
       "  'text': '@TeamKatisha @FilmFatale_NYC I would like to send some books.',\n",
       "  'topic': 'entertainment'},\n",
       " '984299700630237184': {'id': 984299700630237184,\n",
       "  'text': 'Kansas City ✈️✈️✈️✈️✈️!!',\n",
       "  'topic': 'sports'},\n",
       " '1059237549066149889': {'id': 1059237549066149889,\n",
       "  'text': 'https://t.co/xWSmLFC3jN. Greg Nicotero talks tonight’s episode',\n",
       "  'topic': 'television'},\n",
       " '1060751588489416704': {'id': 1060751588489416704,\n",
       "  'text': 'RT @EscoBlades: \"Please upload your resume...then input your entire work history manually\" https://t.co/DrT97IID25',\n",
       "  'topic': 'funny'},\n",
       " '1059785107056312320': {'id': 1059785107056312320,\n",
       "  'text': 'Despite a tough loss on the road, Chris Armas is feeling good about @NewYorkRedBulls coming home for Leg 2 of the E… https://t.co/y0KjRjMdUA',\n",
       "  'topic': 'sports'},\n",
       " '1002945408572637186': {'id': 1002945408572637186,\n",
       "  'text': 'https://t.co/wNhISpoDio',\n",
       "  'topic': 'music'},\n",
       " '1050418135168368641': {'id': 1050418135168368641,\n",
       "  'text': 'Tonight: @JonahHill, Charles Barkley and music from @bazzi! Plus, @PostMalone takes me to Olive Garden #FallonTonight',\n",
       "  'topic': 'funny'},\n",
       " '925707249573605377': {'id': 925707249573605377,\n",
       "  'text': 'Don’t let politics &amp; misinformation keep your loved ones from getting health insurance. Call/text them today to make sure they sign up!',\n",
       "  'topic': 'government'},\n",
       " '1059606829699751936': {'id': 1059606829699751936,\n",
       "  'text': \"After the group's intro on #DCUTitans, we're taking a deep dive into the history and future of @TheDCUniverse's Doo… https://t.co/HY6KHg6FA1\",\n",
       "  'topic': 'entertainment'},\n",
       " '1059967134770647041': {'id': 1059967134770647041,\n",
       "  'text': 'The company behind your favorite indestructible phone case also makes wine glasses: https://t.co/T77eZvlvZl https://t.co/WmSo1H37xj',\n",
       "  'topic': 'food-drink'},\n",
       " '1059652050739478528': {'id': 1059652050739478528,\n",
       "  'text': 'Another royal first for Meghan Markle and her mother, Doria Ragland https://t.co/SxlGaxfkzg',\n",
       "  'topic': 'fashion'},\n",
       " '1060455458270515202': {'id': 1060455458270515202,\n",
       "  'text': 'RT @CMG_BBC: After 5 years of talking about folding devices, Samsung unveiled theirs at #SDC18 https://t.co/9ppPcav978',\n",
       "  'topic': 'business'},\n",
       " '1060291756015673346': {'id': 1060291756015673346,\n",
       "  'text': 'Democrats have gained control of the U.S. House of Representatives, flipping at least 27 seats from Republican to D… https://t.co/aDsOclsDt7',\n",
       "  'topic': 'fashion'},\n",
       " '1056582641250717697': {'id': 1056582641250717697,\n",
       "  'text': 'The quality of our commute makes a huge difference in our quality of our life. https://t.co/5wKUluyOyg',\n",
       "  'topic': 'news'},\n",
       " '1044315290006245376': {'id': 1044315290006245376,\n",
       "  'text': 'RT @jason_fox: Another successful steak adventure thanks to @ChefSteps Joule, @broilkingbbq, @GrillGrate and @meathead. https://t.co/ySUU7e…',\n",
       "  'topic': 'food-drink'},\n",
       " '1060321080517238797': {'id': 1060321080517238797,\n",
       "  'text': 'Since Dennis Hof will be unable to serve on on the state assembly, the seat is currently considered vacant https://t.co/3IEORdNW50',\n",
       "  'topic': 'fashion'},\n",
       " '1049017467748544512': {'id': 1049017467748544512,\n",
       "  'text': 'I am READY for Halloween',\n",
       "  'topic': 'music'},\n",
       " '1059913221543362560': {'id': 1059913221543362560,\n",
       "  'text': 'Watch live as @StateStreetETFs celebrate the 20th Anniversary of the launch of the Select Sector SPDR ETFs https://t.co/nTSGVvbdxW',\n",
       "  'topic': 'business'},\n",
       " '1037105032775262209': {'id': 1037105032775262209,\n",
       "  'text': 'This Merida Flannel Shirt Is Just What Your Fall Wardrobe Needs (@DisneyStyle): https://t.co/cqbdgGUmZa https://t.co/pK5wYvXUab',\n",
       "  'topic': 'family'},\n",
       " '1047916438319579136': {'id': 1047916438319579136,\n",
       "  'text': 'RT @ClickHole: Silent Hero: This Dog Has No Idea It Is Single-Handedly Supporting Nearly Every Conversation At This Party https://t.co/eSo1…',\n",
       "  'topic': 'funny'},\n",
       " '841046282659602433': {'id': 841046282659602433,\n",
       "  'text': '20 basic foods to make for your Bachelor finale party—equal parts boring and delicious, just like Nick Viall:… https://t.co/vyZD15EDBZ',\n",
       "  'topic': 'food-drink'},\n",
       " '1057328651501559808': {'id': 1057328651501559808,\n",
       "  'text': 'RT @TouchingBasePGP: NEW EPISODE.\\n\\n(0:00) It Micah\\n\\n(13:16) #BlockedGate\\n\\n(25:55) Dave\\'s Ghost Stories — The Finale\\n\\n(41:10) T-Man LOVES \"M…',\n",
       "  'topic': 'funny'},\n",
       " '1032254044167970817': {'id': 1032254044167970817,\n",
       "  'text': \"Getting the ball rolling for #WorkoutWednesday this morning! Who's with me? Put #TeamZakarian 👇. https://t.co/Zia7sB70V2\",\n",
       "  'topic': 'food-drink'},\n",
       " '930494619263135744': {'id': 930494619263135744,\n",
       "  'text': 'I will be at Tata Literature Live! The Mumbai Litfest 2017 on November 16 &amp; 17!  Admission to the festival at NCPA… https://t.co/LcNffNgiyc',\n",
       "  'topic': 'books'},\n",
       " '929441570276954113': {'id': 929441570276954113,\n",
       "  'text': '#reputaylurking #reputation ❤️ https://t.co/hxD5n2KrxW',\n",
       "  'topic': 'music'},\n",
       " '1048885319301361665': {'id': 1048885319301361665,\n",
       "  'text': 'RT @RealHunterJHill: #UnderTheSkin back soon! One of the best podcasts out there. Prepare to be enlightened! Check it out ---&gt; https://t.co…',\n",
       "  'topic': 'funny'},\n",
       " '1060181090370011136': {'id': 1060181090370011136,\n",
       "  'text': 'Manager Slits Own Throat After Realizing Some Members Of Company Not On Same Page https://t.co/PE752vHJwe https://t.co/tWsEdUvwUH',\n",
       "  'topic': 'funny'},\n",
       " '1059618911740661760': {'id': 1059618911740661760,\n",
       "  'text': \"Dwight Garner reviews Jonathan Lethem's latest, in which a disillusioned journalist goes in search of her friend's… https://t.co/kuAlASb2XF\",\n",
       "  'topic': 'books'},\n",
       " '780906000391864320': {'id': 780906000391864320,\n",
       "  'text': \"Couldn't be more proud of @HillaryClinton. Her vision and command during last night's debate showed that she's ready to be our next @POTUS.\",\n",
       "  'topic': 'government'},\n",
       " '950225967494123521': {'id': 950225967494123521,\n",
       "  'text': '😘 https://t.co/VxuI9fxTP9',\n",
       "  'topic': 'fashion'},\n",
       " '1060518393974083584': {'id': 1060518393974083584,\n",
       "  'text': \"Hey there! If you're a fan of @AC360 and want to visit the set with 3 friends and say hi -- bid on this… https://t.co/1XKbOqmqYm\",\n",
       "  'topic': 'news'},\n",
       " '1060702549446017024': {'id': 1060702549446017024,\n",
       "  'text': 'RT @asahi_globe: 「ゲームの歴史上、もっともクリエティブな才能」との評も。連載「突破する力」、  #メタルギアソリッド で知られるゲームデザイナーの #小島秀夫 さん@Kojima_Hideo が登場します。コナミを離れた今、どんな思いで新作 #デス・ストランデ…',\n",
       "  'topic': 'gaming'},\n",
       " '1030595933266825216': {'id': 1030595933266825216,\n",
       "  'text': \"Jim Villas, who had more fun than most people in this life, is gone. Wherever he is, I know he's drinking a julep.  RIP.\",\n",
       "  'topic': 'food-drink'},\n",
       " '1059585781294157824': {'id': 1059585781294157824,\n",
       "  'text': 'Thank you, @MayorKirkHNL, for the tour and your commitment to ambitious climate action. Congratulations again to Ho… https://t.co/gAJXg8GWom',\n",
       "  'topic': 'business'},\n",
       " '938015072160571392': {'id': 938015072160571392,\n",
       "  'text': 'RT @keithboykin: So Kushner was essentially working for Israel, Michael Flynn was working for Turkey, Paul Manafort was working for Ukraine…',\n",
       "  'topic': 'entertainment'},\n",
       " '1058820901406355456': {'id': 1058820901406355456,\n",
       "  'text': \"All 51 of Nicole Kidman's films ranked by #Tomatometer. Which is your favorite? https://t.co/TntmnFnbpZ\",\n",
       "  'topic': 'entertainment'},\n",
       " '1049021636911849478': {'id': 1049021636911849478,\n",
       "  'text': 'RT @UglyFruitAndVeg: VOTER REGISTRATION DEADLINES IN EVERY STATE 👇 https://t.co/ooVJEUlROC',\n",
       "  'topic': 'food-drink'},\n",
       " '996624842383282176': {'id': 996624842383282176,\n",
       "  'text': '*you’re (leaves twitter)',\n",
       "  'topic': 'music'},\n",
       " '1058758825300365312': {'id': 1058758825300365312,\n",
       "  'text': 'Get out and VOTE for @DeanHeller! https://t.co/4HEkpQL3oy',\n",
       "  'topic': 'business'},\n",
       " '1055215730608758784': {'id': 1055215730608758784,\n",
       "  'text': 'RT @BorderGrill: We are proud to join @beardfoundation in the industry wide movement to #wastenot \\n\\n40% of all food produced in the US gets…',\n",
       "  'topic': 'food-drink'},\n",
       " '1009778355724587008': {'id': 1009778355724587008,\n",
       "  'text': 'Last night’s CLOSER LOOK https://t.co/sex8a2SP5v',\n",
       "  'topic': 'funny'},\n",
       " '1057665716432842752': {'id': 1057665716432842752,\n",
       "  'text': '@Android_Blues @fistfulofholler what show is it?',\n",
       "  'topic': 'gaming'},\n",
       " '1060377148412870656': {'id': 1060377148412870656,\n",
       "  'text': \"Bastian Baker Says Touring with Shania Twain Is 'Like Being with My Family' https://t.co/hFbpPtxOiD\",\n",
       "  'topic': 'entertainment'},\n",
       " '825397047016566784': {'id': 825397047016566784,\n",
       "  'text': 'Yep. Today https://t.co/bYTi9z4jM6',\n",
       "  'topic': 'music'},\n",
       " '1057302473860435968': {'id': 1057302473860435968,\n",
       "  'text': 'Muhamad Farid Husen, the medal maker \\U0001f947\\U0001f948\\U0001f949 @BuenosAires2018 @youtholympics\\n\\nhttps://t.co/g53GR4hslE',\n",
       "  'topic': 'sports'},\n",
       " '1054506828329963520': {'id': 1054506828329963520,\n",
       "  'text': \".@TajBurrowAus is often referred to as the best surfer to have never won a world title. In @billabong1973's latest… https://t.co/eItR6EftE9\",\n",
       "  'topic': 'sports'},\n",
       " '1060734535992856576': {'id': 1060734535992856576,\n",
       "  'text': 'The weather is favoring China in its trade war with the U.S. https://t.co/lzIDfIZQLv',\n",
       "  'topic': 'news'},\n",
       " '1036281468798943237': {'id': 1036281468798943237,\n",
       "  'text': 'The Punies songs are catching on with Bianka. LOL! Newest episode is live. Listen here: https://t.co/abgVIt4iZ9… https://t.co/soQnGTKdg1',\n",
       "  'topic': 'sports'},\n",
       " '1060659762176630784': {'id': 1060659762176630784,\n",
       "  'text': 'Loot team has created some cool inaugural goodies - check it out! https://t.co/59HbZPBgIQ',\n",
       "  'topic': 'gaming'},\n",
       " '1049739523817525249': {'id': 1049739523817525249,\n",
       "  'text': 'Tom Hunt delivers a nail-biting novel about a hit and run, and a lie that goes horribly wrong…\\n\\nStart reading on… https://t.co/GNNjNSiQk5',\n",
       "  'topic': 'books'},\n",
       " '1042065949074108418': {'id': 1042065949074108418,\n",
       "  'text': 'Every morning, my roommate would wake up to Neil Diamond’s cover of “O Holy Night.” #MyWeirdRoommate',\n",
       "  'topic': 'funny'},\n",
       " '1053682290327502848': {'id': 1053682290327502848,\n",
       "  'text': 'At least one (very good) way we can be like the royals. https://t.co/6PfLMBilMy',\n",
       "  'topic': 'news'},\n",
       " '1059748189715206144': {'id': 1059748189715206144,\n",
       "  'text': 'WWR is honored to have followers in 172 countries. What are your thoughts on President Trump, today’s election, and… https://t.co/gEHQCOlMaZ',\n",
       "  'topic': 'news'},\n",
       " '1060642210687922176': {'id': 1060642210687922176,\n",
       "  'text': 'It was a volatile day for stocks. The market came down from the post-midterm rally of yesterday, with the Dow swing… https://t.co/3rQHUgbhkB',\n",
       "  'topic': 'business'},\n",
       " '1046829038386499584': {'id': 1046829038386499584,\n",
       "  'text': \"Jasmine Clark is running to represent District 108 in Georgia's House. A microbiologist, she serves as faculty at u… https://t.co/hvn6nUz4g6\",\n",
       "  'topic': 'government'},\n",
       " '1055473028006502400': {'id': 1055473028006502400,\n",
       "  'text': \"RT @Cinemark: .@KevinHart4real, @BryanCranston and Nicole Kidman star in Neil Burger's #TheUpside - in theaters January 2019. \\n\\nhttps://t.c…\",\n",
       "  'topic': 'entertainment'},\n",
       " '1037655908019564545': {'id': 1037655908019564545,\n",
       "  'text': 'Take-home pay has risen considerably thanks to tax reform, writes @AndyPuzder https://t.co/9nJZeuNd89',\n",
       "  'topic': 'government'},\n",
       " '1026521997000372224': {'id': 1026521997000372224,\n",
       "  'text': 'RT @PhilRosenthal: You gotta love Larry.\\n@kingsthings https://t.co/LlOHIGwVjm',\n",
       "  'topic': 'news'},\n",
       " '850571725481922560': {'id': 850571725481922560,\n",
       "  'text': 'Amarcord...Bernie Sanders... our only hope...OWK',\n",
       "  'topic': 'entertainment'},\n",
       " '1058076879716929536': {'id': 1058076879716929536,\n",
       "  'text': '\"Be Careful What You Wish For\" - \\'Leprechaun Returns\\' on December 11 https://t.co/fRefMYvEgj',\n",
       "  'topic': 'entertainment'},\n",
       " '988842637401698305': {'id': 988842637401698305,\n",
       "  'text': 'My @koraorganics Noni Radiant Eye Oil available @sephora ✨❤️✨ https://t.co/aKYUSYHkQh',\n",
       "  'topic': 'fashion'},\n",
       " '1057789563756785665': {'id': 1057789563756785665,\n",
       "  'text': 'RT @Classy8308: #EMPIRE cookie hearing this little secret @TherealTaraji  @JussieSmollett https://t.co/hcwgnKHd9O',\n",
       "  'topic': 'television'},\n",
       " '819648423653679104': {'id': 819648423653679104,\n",
       "  'text': '\"The best Vice President America has ever had, Mr. Joe Biden.\" —@POTUS https://t.co/cl5tygVlHU',\n",
       "  'topic': 'government'},\n",
       " '1046872015712354304': {'id': 1046872015712354304,\n",
       "  'text': 'Plus i guess if im being honest i dont post a lot because i worry its not “good” enough.. whatever that truly means… https://t.co/u19vNupWDD',\n",
       "  'topic': 'music'},\n",
       " '987126659353665536': {'id': 987126659353665536,\n",
       "  'text': 'KG &amp; DD https://t.co/HMBzepZAba',\n",
       "  'topic': 'entertainment'},\n",
       " '1044640245180915712': {'id': 1044640245180915712,\n",
       "  'text': '.@EliLake says that @FedericaMog thinks “diplomacy with dictators should not aim to transition these countries to o… https://t.co/9mztNh7A1h',\n",
       "  'topic': 'news'},\n",
       " '1053480341816537088': {'id': 1053480341816537088,\n",
       "  'text': '@JosephJBroni Level up and get better gear, bitch!',\n",
       "  'topic': 'gaming'},\n",
       " '1060419195861721088': {'id': 1060419195861721088,\n",
       "  'text': 'PSA: Dad Is Not the Babysitter https://t.co/POHY7aWMsq https://t.co/9BtUPZxF4r',\n",
       "  'topic': 'family'},\n",
       " '1060580516452356096': {'id': 1060580516452356096,\n",
       "  'text': 'The Fed is unlikely to make any new comments at all after its meeting today, but that could cause rates to rise in… https://t.co/JP7XAGyWyg',\n",
       "  'topic': 'business'},\n",
       " '1057380117801025542': {'id': 1057380117801025542,\n",
       "  'text': 'RT @colbertlateshow: ✨✨✨TONIGHT: @SJP talks the film \"Here and Now\" and Leader @NancyPelosi chats with @StephenAtHome! #LSSC ✨✨✨ https://t.…',\n",
       "  'topic': 'government'},\n",
       " '1059626795304173568': {'id': 1059626795304173568,\n",
       "  'text': '#GoodEatsReloaded https://t.co/qJiIw6Yu5q',\n",
       "  'topic': 'food-drink'},\n",
       " '1058469982177296384': {'id': 1058469982177296384,\n",
       "  'text': '@TwitterMusic @jungbokshil @beautyfulRM @hphungkc @BTS_twt https://t.co/eCmRowhkib',\n",
       "  'topic': 'sports'},\n",
       " '1058848390484819969': {'id': 1058848390484819969,\n",
       "  'text': 'RT @ClarenceHouse: The youngster is not only a DJ but a talented dancer. #RoyalVisitGhana 🇬🇭 https://t.co/Df6xKLeOfj',\n",
       "  'topic': 'government'},\n",
       " '817084374948675584': {'id': 817084374948675584,\n",
       "  'text': 'Today I’m discussing with @Lagarde my new book Thank You for Being Late. Follow on https://t.co/xvHQRrGSi7 https://t.co/WuXKpE34WT',\n",
       "  'topic': 'books'},\n",
       " '1017242152844308483': {'id': 1017242152844308483,\n",
       "  'text': 'Bob Ray was an honorable man and an excellent governor. He believed politics was noble and treated everyone with ki… https://t.co/cHCVFJtsGH',\n",
       "  'topic': 'government'},\n",
       " '1020032006430658560': {'id': 1020032006430658560,\n",
       "  'text': 'RT @BTWFoundation: #WhenWeAllVote, we shape our communities, the laws that affect them, and the people who represent us. #BeKind + be a cha…',\n",
       "  'topic': 'music'},\n",
       " '1049336050915663872': {'id': 1049336050915663872,\n",
       "  'text': '@tyrusmuffin https://t.co/bqP0jdvLHb',\n",
       "  'topic': 'television'},\n",
       " '1053754066134659072': {'id': 1053754066134659072,\n",
       "  'text': 'RT @kkwbeauty: ROLLIE. A hot pink with a yellow gold flip \\n#FlashingLights Loose &amp; Pressed Powder Pigments are available NOW + shop our sal…',\n",
       "  'topic': 'entertainment'},\n",
       " '996864837060775936': {'id': 996864837060775936,\n",
       "  'text': 'RT @FOXSports: Luka Doncic coming for that No. 1 spot.\\n\\n@jasonrmcintyre reveals his first mock with T-minus 36 days until the #NBADraft: ht…',\n",
       "  'topic': 'sports'},\n",
       " '1055494525534248960': {'id': 1055494525534248960,\n",
       "  'text': \"I'm reading through a 13653 line code file (an OMX component).  It isn't clear that it would be more understandable… https://t.co/CoPEtsDGWr\",\n",
       "  'topic': 'gaming'},\n",
       " '1047285792715022336': {'id': 1047285792715022336,\n",
       "  'text': 'RT @usweekly: Model @cocorocha told Us why it is important to style her bump!  https://t.co/D4oiVl0n3a',\n",
       "  'topic': 'fashion'},\n",
       " '1059531051750580224': {'id': 1059531051750580224,\n",
       "  'text': 'For more exemplary journalism, visit https://t.co/csf5QUbhed. https://t.co/csnQvG2Mw4',\n",
       "  'topic': 'funny'},\n",
       " '1029439496494841856': {'id': 1029439496494841856,\n",
       "  'text': \"RT @RachelFeltman: I couldn't pick a monologue to audition for my sister's feminist theater collective but then I realized the only feminis…\",\n",
       "  'topic': 'funny'},\n",
       " '821019718316425217': {'id': 821019718316425217,\n",
       "  'text': 'RT @repjohnlewis: He protested for us. #goodtrouble https://t.co/DDkjh7USxD',\n",
       "  'topic': 'government'},\n",
       " '1053288493944922112': {'id': 1053288493944922112,\n",
       "  'text': '#FridayFeeling for a very loooooooong week. \\n\\n#ELMOtivation #LetsDance https://t.co/zI1gGBJQnf',\n",
       "  'topic': 'family'},\n",
       " '1060197067778215936': {'id': 1060197067778215936,\n",
       "  'text': '#HawaiianPro. #VansWorldCup. #BillabongPipeMasters. Six weeks of surfing in Hawaii begins November 12th. Watch the… https://t.co/hPEnYaqcji',\n",
       "  'topic': 'sports'},\n",
       " '1046804449652441088': {'id': 1046804449652441088,\n",
       "  'text': '@JoshDallas @NBCManifest ✈️✈️✈️',\n",
       "  'topic': 'television'},\n",
       " '1053661964247941120': {'id': 1053661964247941120,\n",
       "  'text': 'When they ask you to cry on set 😢#advancedmodelmove #methodmodeling #danieldaylewiseatyourheartout https://t.co/RyE78qvJzD',\n",
       "  'topic': 'fashion'},\n",
       " '1047967622397120512': {'id': 1047967622397120512,\n",
       "  'text': 'Sunday!!!!❤️ https://t.co/Xixo6aiSbG',\n",
       "  'topic': 'television'},\n",
       " '1060840103269093376': {'id': 1060840103269093376,\n",
       "  'text': 'From no-brainer staples to the travel essentials you never knew you needed, we’ve found the 25 accessories you shou… https://t.co/TIzQ3dYP5i',\n",
       "  'topic': 'fashion'},\n",
       " '1060479546594676736': {'id': 1060479546594676736,\n",
       "  'text': 'Explore how people of multiple generations are taking on retirement planning: https://t.co/RGg3x3IGke #paid… https://t.co/MeruyFBnZ7',\n",
       "  'topic': 'business'},\n",
       " '1053638120166621184': {'id': 1053638120166621184,\n",
       "  'text': 'Countdown to Halloween: 11 days! I meow-ed down the #HeidiHalloween red carpet in 2007 😹 #HeidiHalloween2018… https://t.co/qxn9THdD4W',\n",
       "  'topic': 'fashion'},\n",
       " '1057069774566555648': {'id': 1057069774566555648,\n",
       "  'text': 'RT @JaberChefDC: Thank you @chefjoseandres @billtelepan and Nancy Easton @WITSinSchools for coming to support @FoodPrintsDC cafeteria conne…',\n",
       "  'topic': 'food-drink'},\n",
       " '1017880191039889408': {'id': 1017880191039889408,\n",
       "  'text': 'RT @DavidArquette: Thank you @wizkhalifa for the honor of track #11 on #RollingPapers2 song @BootsyBellows https://t.co/TS7x0Q3y7Q',\n",
       "  'topic': 'music'},\n",
       " '1054655512074162176': {'id': 1054655512074162176,\n",
       "  'text': 'RT @BrainzAntidote: Interesting viewpoint by Jesus about Yeezus. https://t.co/pPOhjqBxFB',\n",
       "  'topic': 'funny'},\n",
       " '1053890648397565952': {'id': 1053890648397565952,\n",
       "  'text': 'Grateful for people outside in the street at those times when I can’t move my body at all and I hear them having fu… https://t.co/luVgejUaQO',\n",
       "  'topic': 'television'},\n",
       " '1038604503665102849': {'id': 1038604503665102849,\n",
       "  'text': 'You are a raw and real and amazing talent, @Naomi_Osaka_. And you made history today. Hold your head up high and ce… https://t.co/z814tkGmt2',\n",
       "  'topic': 'fashion'},\n",
       " '1035195581357084672': {'id': 1035195581357084672,\n",
       "  'text': 'GIVEAWAY TIME! One lucky student (or parent) will win my exclusive #BackToSchoolGZ bundle: #ProForHome containers,… https://t.co/J9jhuI0sG1',\n",
       "  'topic': 'food-drink'},\n",
       " '968116892836810753': {'id': 968116892836810753,\n",
       "  'text': '@Andres_tresmil Good news, you can find it available here for Pickup today! https://t.co/nznPFX4g99. If you would l… https://t.co/w7iL3iKgos',\n",
       "  'topic': 'family'},\n",
       " '1060758928986984448': {'id': 1060758928986984448,\n",
       "  'text': \"Diego Luna on 'Narcos', Mexican cinema and the conflict at the border https://t.co/QHVlzVUxvu\",\n",
       "  'topic': 'news'},\n",
       " '1060736886224969728': {'id': 1060736886224969728,\n",
       "  'text': 'Skechers kicked with class action case alleging it peddled unsafe light-up shoes for kids https://t.co/qvjNmI0g8c',\n",
       "  'topic': 'business'},\n",
       " '1059373245852512257': {'id': 1059373245852512257,\n",
       "  'text': 'RT @ClarenceHouse: The Asantehene has a long standing relationship with the British Monarchy having met The Prince of Wales in Glasgow wher…',\n",
       "  'topic': 'government'},\n",
       " '1033875371869925376': {'id': 1033875371869925376,\n",
       "  'text': '🐝, but make it fashion. @CTV #iHeartRadioMMVAs https://t.co/DVULNGa0GB',\n",
       "  'topic': 'fashion'},\n",
       " '947275147278393345': {'id': 947275147278393345,\n",
       "  'text': 'Lock in! #DubNation',\n",
       "  'topic': 'sports'},\n",
       " '1060014383361863687': {'id': 1060014383361863687,\n",
       "  'text': \"Pround to be in your new limited-edition collectors’ book @NomadRJ ‘Angels by Russell James'. You can pre-order the… https://t.co/e8ajc8r3vA\",\n",
       "  'topic': 'fashion'},\n",
       " '1060581857660682241': {'id': 1060581857660682241,\n",
       "  'text': 'Democrat Katie Hill is the apparent winner in California House race, unseating GOP Rep. Steve Knight https://t.co/Pr02fqlH7Z',\n",
       "  'topic': 'business'},\n",
       " '1055209063385047045': {'id': 1055209063385047045,\n",
       "  'text': 'Got a GIF that always helps people read between the lines? Now it will appear in your frequently used GIFs tab. https://t.co/BNZ9wBjD7a',\n",
       "  'topic': 'books'},\n",
       " '821469383952371714': {'id': 821469383952371714,\n",
       "  'text': 'FACT: In commuting the sentences of 209 people today, @POTUS has now granted more commutations than any president i… https://t.co/Oxl5RyFvso',\n",
       "  'topic': 'government'},\n",
       " '1060293332088307712': {'id': 1060293332088307712,\n",
       "  'text': 'The Democratic Party seized complete control of the New York State government in the midterms. Now Democrats have t… https://t.co/Lck5miQ9Ca',\n",
       "  'topic': 'news'},\n",
       " '1042851062162620416': {'id': 1042851062162620416,\n",
       "  'text': 'One of my favorite things to order for brunch is a plateau of seafood. I discovered this one @tideandvine with… https://t.co/iWkSVYMRxs',\n",
       "  'topic': 'food-drink'},\n",
       " '1058433561500491777': {'id': 1058433561500491777,\n",
       "  'text': 'Zack Morris is full sexual predator in the latest episode of Zack Morris Is Trash. (Full Episode in link)',\n",
       "  'topic': 'funny'},\n",
       " '1023240559979384832': {'id': 1023240559979384832,\n",
       "  'text': \"RT @StyleCaster: We're so honored to have interviewed @cocorocha! She chats with us about motherhood, her evolving style, and dealing with…\",\n",
       "  'topic': 'fashion'},\n",
       " '1060718936696782848': {'id': 1060718936696782848,\n",
       "  'text': \"The best wines to bring to Thanksgiving dinner when you're a guest: https://t.co/XbKPQ1hdbX https://t.co/yfk6mu3LAm\",\n",
       "  'topic': 'food-drink'},\n",
       " '1058062511168208896': {'id': 1058062511168208896,\n",
       "  'text': 'Once again, the argument of \"you\\'re a Nazi for not validating my Nazi beliefs\" is NOT a valid argument. \\n\\nIt\\'s lite… https://t.co/CMT51BMINc',\n",
       "  'topic': 'gaming'},\n",
       " '1050950730599653376': {'id': 1050950730599653376,\n",
       "  'text': '“Our government is not just the President of the United States.” https://t.co/62JXIj79lL',\n",
       "  'topic': 'funny'},\n",
       " '1060337549347041280': {'id': 1060337549347041280,\n",
       "  'text': 'Former Governor John Sununu: \"What really made a big difference in the House races around the country last night is… https://t.co/HYFtiI57mO',\n",
       "  'topic': 'news'},\n",
       " '1058070615960080385': {'id': 1058070615960080385,\n",
       "  'text': '⬇️⬇️⬇️⬇️⬇️⬇️⬇️ https://t.co/9h0YPWKU61',\n",
       "  'topic': 'funny'},\n",
       " '1050482202247618560': {'id': 1050482202247618560,\n",
       "  'text': 'RT @TeamHendrick: “It’s the right time for the company with what we have going on... with having four teams under one roof. I love racing,…',\n",
       "  'topic': 'sports'},\n",
       " '1045720336648437760': {'id': 1045720336648437760,\n",
       "  'text': 'Tickets for my 18-city stand-up tour are on sale now @ https://t.co/JERw0JAX9l #ConanAndFriends https://t.co/5BJGGQYGem',\n",
       "  'topic': 'funny'},\n",
       " '976911402228056064': {'id': 976911402228056064,\n",
       "  'text': 'When it comes to meat sauces, ragù bolognese is the undisputed heavyweight champion of the world. https://t.co/mJm7ajU5wq',\n",
       "  'topic': 'food-drink'},\n",
       " '1042061476071198720': {'id': 1042061476071198720,\n",
       "  'text': 'Are you there? https://t.co/6RYBFW5YNJ',\n",
       "  'topic': 'gaming'},\n",
       " '1058456259425456128': {'id': 1058456259425456128,\n",
       "  'text': '“Liane is a private person,” said Ber Carroll, an Irish Australian novelist who has been doing shared readings with… https://t.co/xSQXPRw7Gt',\n",
       "  'topic': 'books'},\n",
       " '988538407319154694': {'id': 988538407319154694,\n",
       "  'text': 'Like my new shades? #😎 https://t.co/gSUaRYaKD2',\n",
       "  'topic': 'fashion'},\n",
       " '1051272577123987457': {'id': 1051272577123987457,\n",
       "  'text': \"@raj_s Thanks for checking on this! Sadly Joule is currently not available in India or Australia. If you'd like to… https://t.co/3msixnmutV\",\n",
       "  'topic': 'food-drink'},\n",
       " '928448941615656961': {'id': 928448941615656961,\n",
       "  'text': 'In NYC for SNL rehearsals. I️ LOVE YOU @littlebigtown and CMAs. https://t.co/3QT7bX6yOe',\n",
       "  'topic': 'music'},\n",
       " '974382900417368066': {'id': 974382900417368066,\n",
       "  'text': 'The world is an incredible place. We blew past $30K so why not triple it? Can we hit $90K?! 👉🏼… https://t.co/wScXEN2nHK',\n",
       "  'topic': 'sports'},\n",
       " '1059657887126044675': {'id': 1059657887126044675,\n",
       "  'text': 'Here are some pros and cons to consider. https://t.co/T5V46UGQrd',\n",
       "  'topic': 'business'},\n",
       " '953025741301596160': {'id': 953025741301596160,\n",
       "  'text': 'Keep moving!  #ThankYouMLK50 https://t.co/tdbHQlQb3s',\n",
       "  'topic': 'sports'},\n",
       " '1052535055082561536': {'id': 1052535055082561536,\n",
       "  'text': '@tom_forsyth Normally, frame N is predicted from frame N-constant for a given GOP layout, suggesting something like… https://t.co/ilNj87ToOK',\n",
       "  'topic': 'gaming'},\n",
       " '1047917659910819847': {'id': 1047917659910819847,\n",
       "  'text': 'RT @_DSP5: @KevinHart4real Just saw #NightSchool and I was CACKLING. When Big Mac jumped the roof and broke his arm I literately was not br…',\n",
       "  'topic': 'entertainment'},\n",
       " '1060389003566964736': {'id': 1060389003566964736,\n",
       "  'text': '\"Roman was waiting for his chance. Here it is. So he’ll be ready.”\\n\\nThe time to step up is now:… https://t.co/Q3xPoCeB65',\n",
       "  'topic': 'sports'},\n",
       " '1054809887857930242': {'id': 1054809887857930242,\n",
       "  'text': \"They say everything's bigger in Texas... and @Joelle_Fletcher and @JRodgers11 seem to agree! Hear them talk about t… https://t.co/pN0SyTJ6zW\",\n",
       "  'topic': 'family'},\n",
       " '1001390144153321472': {'id': 1001390144153321472,\n",
       "  'text': 'My babies Batman and Cinderella https://t.co/1ReIX6oR2Z',\n",
       "  'topic': 'music'},\n",
       " '1057369579989753856': {'id': 1057369579989753856,\n",
       "  'text': 'RT @ABCPolitics: HAPPENING NOW: Countdown to the 2018 midterm elections https://t.co/OXUbLutjAl',\n",
       "  'topic': 'news'},\n",
       " '1060729362163658752': {'id': 1060729362163658752,\n",
       "  'text': 'King Kong comes to Broadway with a breathtaking puppet in a mediocre musical: EW review https://t.co/Bu8uNocrub',\n",
       "  'topic': 'entertainment'},\n",
       " '1059585489571696640': {'id': 1059585489571696640,\n",
       "  'text': \"@ComedyCentral @JuddApatow @roywoodjr @mrbobodenkirk @natashaleggero @therealrussellp @WhitneyCummings 🙌wouldn't miss it.\",\n",
       "  'topic': 'television'},\n",
       " '1040703285022339072': {'id': 1040703285022339072,\n",
       "  'text': 'These @Everytown &amp; @MomsDemand volunteers in Seattle are working hard to push for common-sense gun laws. Thank you… https://t.co/i6yErslBnF',\n",
       "  'topic': 'business'},\n",
       " '1057404782145613826': {'id': 1057404782145613826,\n",
       "  'text': '\"You can literally island-hop right here in New York City without ever getting on a plane.” After our recent… https://t.co/1Tt24TrriC',\n",
       "  'topic': 'food-drink'},\n",
       " '1018187216416333826': {'id': 1018187216416333826,\n",
       "  'text': 'Haters will see you walk on water and say it’s because you can’t swim! https://t.co/EWw5z3iMjC',\n",
       "  'topic': 'fashion'},\n",
       " '1048061627541544960': {'id': 1048061627541544960,\n",
       "  'text': 'RT @espn: Wrong basket, @kylekuzma 😂 https://t.co/phOszAMm0d',\n",
       "  'topic': 'sports'},\n",
       " '1017490055865274370': {'id': 1017490055865274370,\n",
       "  'text': 'Every father wants to hear those precious words: \"Daddy, I won the lottery.\"',\n",
       "  'topic': 'funny'},\n",
       " '1060306782810193920': {'id': 1060306782810193920,\n",
       "  'text': 'RT @TexansPR: #Texans DE @JJWatt recorded his ninth sack of the season on Sunday at Denver. He has the second-most sacks through Week 9 in…',\n",
       "  'topic': 'sports'},\n",
       " '940942193740697600': {'id': 940942193740697600,\n",
       "  'text': 'Saddened by the loss of my friend, Mayor Ed Lee. I’ll always be grateful for his leadership and his steadfast suppo… https://t.co/XNWqujyFmF',\n",
       "  'topic': 'government'},\n",
       " '697536641343291394': {'id': 697536641343291394,\n",
       "  'text': \"Watch Big Bud Lil' Bud: https://t.co/dHZ4WJ7aPo\",\n",
       "  'topic': 'funny'},\n",
       " '1047572291939422208': {'id': 1047572291939422208,\n",
       "  'text': 'https://t.co/8dnSUq2BGB',\n",
       "  'topic': 'music'},\n",
       " '1060347101929005056': {'id': 1060347101929005056,\n",
       "  'text': 'RT @guided_the: @TaRhondajay @EmpireFOX @JussieSmollett \\U0001f923\\U0001f923\\U0001f923😂😂😂',\n",
       "  'topic': 'television'},\n",
       " '1056961181070643200': {'id': 1056961181070643200,\n",
       "  'text': 'RT @TheDemocrats: They can’t vote, but you can. Watch our new campaign: \"Vote For Me.\" #IWillVote https://t.co/TRfqY9WYpY',\n",
       "  'topic': 'government'},\n",
       " '1056870296819515393': {'id': 1056870296819515393,\n",
       "  'text': 'Truffle cheese. Tangy.  Creamy without being heavy.  I have a loaf of sourdough bread.  Crunchy crust, still warm f… https://t.co/8EX4dJpI08',\n",
       "  'topic': 'food-drink'},\n",
       " '1058720859140116481': {'id': 1058720859140116481,\n",
       "  'text': '.@Resist_School has excellent trainings on canvassing best practices, including how to encourage someone to commit… https://t.co/PAU9d4myy6',\n",
       "  'topic': 'government'},\n",
       " '1057799704950530051': {'id': 1057799704950530051,\n",
       "  'text': 'RT @NoirRock: YESSSSSSSSS!!!! @JussieSmollett @toby_onwumere #EmpireFox',\n",
       "  'topic': 'television'},\n",
       " '1060183092692967424': {'id': 1060183092692967424,\n",
       "  'text': 'Now this is the type of news we wanna hear! 🙌 🎄🎅https://t.co/ywTjPMub2N',\n",
       "  'topic': 'family'},\n",
       " '1049352790491914240': {'id': 1049352790491914240,\n",
       "  'text': 'That one time I failed miserably at making my famous Baked Brie. Instead I made it explode. It happens people.… https://t.co/dmLluQ337a',\n",
       "  'topic': 'entertainment'},\n",
       " '1034531062766948352': {'id': 1034531062766948352,\n",
       "  'text': \"We're still going strong with the Japanese comfort food. This time @dgritzer shows us how easy it is to make omurai… https://t.co/5YPW6XKhDG\",\n",
       "  'topic': 'food-drink'},\n",
       " '1060513538463141889': {'id': 1060513538463141889,\n",
       "  'text': '\"It is unacceptable and un-American for the president to expel a reporter for doing his job aggressively,\" the Amer… https://t.co/OFjb6gjgRp',\n",
       "  'topic': 'news'},\n",
       " '1058765886633447424': {'id': 1058765886633447424,\n",
       "  'text': 'RT @TexasTFXC: Appreciate the love, @KevinHart4real! 🤘#HookEm https://t.co/5C4ue8zQ1o',\n",
       "  'topic': 'entertainment'},\n",
       " '1060551331398799360': {'id': 1060551331398799360,\n",
       "  'text': 'The suspected gunman in last night’s deadly Thousand Oaks shooting has been identified as 28-year-old Ian David Lon… https://t.co/6kNMruMM03',\n",
       "  'topic': 'news'},\n",
       " '1054537951802261505': {'id': 1054537951802261505,\n",
       "  'text': '#GoodEatsReloaded https://t.co/RZVsqnPlY3',\n",
       "  'topic': 'food-drink'},\n",
       " '1060418516577329152': {'id': 1060418516577329152,\n",
       "  'text': 'https://t.co/zsSw4almIH',\n",
       "  'topic': 'business'},\n",
       " '1029035035029057536': {'id': 1029035035029057536,\n",
       "  'text': '#CHANELHolidays\\nPhotographed by Karl Lagerfeld in Monaco, starring Amber Valletta.\\n\\n© CHANEL Cruise 1995/96 https://t.co/er0AA5J8kB',\n",
       "  'topic': 'fashion'},\n",
       " '674506674238025728': {'id': 674506674238025728,\n",
       "  'text': '#You Ain’t No American, Bro https://t.co/f4dmrwQzpD',\n",
       "  'topic': 'books'},\n",
       " '1043570669294899202': {'id': 1043570669294899202,\n",
       "  'text': 'Historical fact: The city of Buffalo, New York was founded by Dutch trader Anton van Wild Wings.',\n",
       "  'topic': 'funny'},\n",
       " '1059941637198090245': {'id': 1059941637198090245,\n",
       "  'text': 'RT @TheOnion: Georgia Election Worker Assures Black Man Ballot Scanner Supposed To Sound Like Shredder https://t.co/Laubw3AXcu https://t.co…',\n",
       "  'topic': 'food-drink'},\n",
       " '1043681300492824576': {'id': 1043681300492824576,\n",
       "  'text': 'Y’all ready for this? The #iHeartFestival starts now watch it here: https://t.co/pmWyC7nMnM https://t.co/LlqB0mw097',\n",
       "  'topic': 'music'},\n",
       " '1057667157931278336': {'id': 1057667157931278336,\n",
       "  'text': 'Off on another adventure with my crew!! 🛫 #iverconran #ioniconran @jamesconran https://t.co/jOiVemI8Hy',\n",
       "  'topic': 'fashion'},\n",
       " '995072432737316865': {'id': 995072432737316865,\n",
       "  'text': 'RT @charli_xcx: 💕CHARLI💕CAMILA💕TAYLOR💕 SEE U 2NIGHT SANTA CLARA !!!!!! https://t.co/dCaEIaFmRR',\n",
       "  'topic': 'music'},\n",
       " '870434024979927040': {'id': 870434024979927040,\n",
       "  'text': \"I cannot understand the spelling and pronunciation of Worcester, Mass.\\nSo I'm coming in for 2 shows Saturday night to figure it out.\",\n",
       "  'topic': 'funny'},\n",
       " '683022912748711937': {'id': 683022912748711937,\n",
       "  'text': 'Few things more difficult than saying goodbye to a friend. Mike Oxley was an Ohio original. Loved to serve, loved those he served. RIP, Ox.',\n",
       "  'topic': 'government'},\n",
       " '1047883238738464768': {'id': 1047883238738464768,\n",
       "  'text': 'Week 2. Let’s go! #FarmTour2018 @djrockd11 @JonTLangston @ThePeachPickers @ChaseRiceMusic https://t.co/n3qpATeWAM',\n",
       "  'topic': 'music'},\n",
       " '1048748874544775168': {'id': 1048748874544775168,\n",
       "  'text': 'Shawarma chopped chicken liver, pickled vegetable, on semolina sourdough, my canape tonight @celebcheftour… https://t.co/9ydubJOdNh',\n",
       "  'topic': 'food-drink'},\n",
       " '1048310786416943106': {'id': 1048310786416943106,\n",
       "  'text': \"RT @DOJBJA: Deputy AG Rosenstein announced BJA’s Violent Crime Operations Guide today at the Major City Chiefs conference with BJA's Kriste…\",\n",
       "  'topic': 'government'},\n",
       " '679801501066199041': {'id': 679801501066199041,\n",
       "  'text': 'Seasons greetings from my home to yours! You asked about my holiday traditions. Now I want to hear yours! #AskCait\\nhttps://t.co/c7zSnDXeNI',\n",
       "  'topic': 'television'},\n",
       " '1058789037757120512': {'id': 1058789037757120512,\n",
       "  'text': \"Well at least he hasn't dubbed his horse a Senator. https://t.co/lWH6y0wgqC\",\n",
       "  'topic': 'books'},\n",
       " '1058267718422413312': {'id': 1058267718422413312,\n",
       "  'text': '\"Reporting is not a crime. Together, let\\'s stand up for journalists, for truth and for justice.\" --… https://t.co/ahS2n1DYQ8',\n",
       "  'topic': 'government'},\n",
       " '1060305210411601920': {'id': 1060305210411601920,\n",
       "  'text': 'I think I’m gonna be the next #Bachelorette! \\U0001f91e🏻 https://t.co/lyGqF6x8t5',\n",
       "  'topic': 'entertainment'},\n",
       " '1043713429062799360': {'id': 1043713429062799360,\n",
       "  'text': 'A solid night for us. After all of that we are still on the outside looking in. I never thought I would say this bu… https://t.co/qsFUKCFuQj',\n",
       "  'topic': 'sports'},\n",
       " '1060200208028651520': {'id': 1060200208028651520,\n",
       "  'text': \"When spreadsheets aren't enough - managing accounting standards changes @Workday #paid\\nhttps://t.co/NE16xlidWR https://t.co/zzUISRcge5\",\n",
       "  'topic': 'business'},\n",
       " '1057723812345757697': {'id': 1057723812345757697,\n",
       "  'text': 'An open letter to non-readers, so that we can get back to the book we’re reading. 📖\\n \\n(via @BookRiot) #bibliophile… https://t.co/JYrcrD1Yic',\n",
       "  'topic': 'books'},\n",
       " '1059430283085266945': {'id': 1059430283085266945,\n",
       "  'text': '@JamesHenryEades Please don’t die.',\n",
       "  'topic': 'books'},\n",
       " '1039956094632833024': {'id': 1039956094632833024,\n",
       "  'text': 'Excited to spend the coming year with @Penn students and the @Penn community! https://t.co/4MjPry7Z45',\n",
       "  'topic': 'government'},\n",
       " '1058314069101502464': {'id': 1058314069101502464,\n",
       "  'text': 'What does your DNA really say about you? And why does identity hold such importance for us? https://t.co/icQNM04qok',\n",
       "  'topic': 'news'},\n",
       " '1050888639318712320': {'id': 1050888639318712320,\n",
       "  'text': \"RT @annasale: We've got your Friday night plans right here, San Francisco. \\nJoin me and @anitasarkeesian at 826 Valencia to hear about her…\",\n",
       "  'topic': 'gaming'},\n",
       " '957453232728506368': {'id': 957453232728506368,\n",
       "  'text': 'Thanks angel. Stay away from those mixed signals okaaaaay. Love you ❤️ https://t.co/I9GuIDc32O',\n",
       "  'topic': 'music'},\n",
       " '887367995999137793': {'id': 887367995999137793,\n",
       "  'text': 'My wedding day Beauty Secrets 👰🏻💄💋(click link in bio for full video) @voguemagazine @sophfei https://t.co/O9jIMypDGu',\n",
       "  'topic': 'fashion'},\n",
       " '1055478841911754753': {'id': 1055478841911754753,\n",
       "  'text': 'This hearty potato salad is so delicious! 😍\\nFULL RECIPE: https://t.co/PBHMJZlGC1 https://t.co/KBCnxIthKx',\n",
       "  'topic': 'food-drink'},\n",
       " '1049962739534364672': {'id': 1049962739534364672,\n",
       "  'text': 'Thank you @tiffanyandco for having me at your beautiful Blue Book event and letting me wear some pretty serious jew… https://t.co/sCufd2xrdh',\n",
       "  'topic': 'entertainment'},\n",
       " '1057374381293404170': {'id': 1057374381293404170,\n",
       "  'text': '#ICYMI The Elphabas and Glindas joined forces for #Wicked15.💚💗\\n\\nWatch A Very Wicked Halloween here:… https://t.co/BRcLfYrchz',\n",
       "  'topic': 'television'},\n",
       " '1060332867958517760': {'id': 1060332867958517760,\n",
       "  'text': 'How Trump lost -- and why it will get worse, according to @TimMullaney  https://t.co/nCPU6PvOjO',\n",
       "  'topic': 'business'},\n",
       " '669681379752460288': {'id': 669681379752460288,\n",
       "  'text': 'You Ready For Tonight? 😝 #Empire https://t.co/IM9THLiuJG',\n",
       "  'topic': 'television'},\n",
       " '1001785147031719938': {'id': 1001785147031719938,\n",
       "  'text': 'Sometimes you have to end an era to begin talking about a new chapter of your life. #D7',\n",
       "  'topic': 'music'},\n",
       " '1055826385858674688': {'id': 1055826385858674688,\n",
       "  'text': 'I’m loving Anne Hathaway showing &lt;3 for her Oceans 8 co-star @awkwafina https://t.co/21JuVoneR1 via @variety',\n",
       "  'topic': 'books'},\n",
       " '1054771935257735168': {'id': 1054771935257735168,\n",
       "  'text': \"Just because you heard something doesn't mean it actually happened. https://t.co/wIE1GfqGrU\",\n",
       "  'topic': 'funny'},\n",
       " '1059336610423230464': {'id': 1059336610423230464,\n",
       "  'text': 'May their memories be a blessing. Thank you NBC News https://t.co/FIm3AmfakL',\n",
       "  'topic': 'food-drink'},\n",
       " '1053695485356244992': {'id': 1053695485356244992,\n",
       "  'text': 'RT @statedeptspox: U.S. welcomes the decision by #Macedonia’s Parliament to initiate the constitutional changes needed to implement the Pre…',\n",
       "  'topic': 'government'},\n",
       " '1060628328867119105': {'id': 1060628328867119105,\n",
       "  'text': 'Stocks stay mostly lower as the Fed stands pat on interest rates https://t.co/tnbCJGQQKD https://t.co/vt0gk4JYN2',\n",
       "  'topic': 'business'},\n",
       " '939256346049961984': {'id': 939256346049961984,\n",
       "  'text': '@neyney2go 🙏🏽😘',\n",
       "  'topic': 'fashion'},\n",
       " '1020413647493840896': {'id': 1020413647493840896,\n",
       "  'text': \"Don't miss our latest episode of Feminist Frequency Radio, where we go all in on the brilliant new comedy… https://t.co/G4ZVMqFMgs\",\n",
       "  'topic': 'gaming'},\n",
       " '924139500451848192': {'id': 924139500451848192,\n",
       "  'text': 'RT @KimKardashian: I got you babe @foodgod https://t.co/gXeANOqcDd',\n",
       "  'topic': 'fashion'},\n",
       " '1053014155861663744': {'id': 1053014155861663744,\n",
       "  'text': 'Doing your to-do lists https://t.co/rwvV8ZRc9z https://t.co/mGQaPOGNN9',\n",
       "  'topic': 'business'},\n",
       " '1059107040721862656': {'id': 1059107040721862656,\n",
       "  'text': \"Share this with any friends or family members who think their vote doesn't matter. https://t.co/kmwFxw4bIe\",\n",
       "  'topic': 'government'},\n",
       " '1060267658057277441': {'id': 1060267658057277441,\n",
       "  'text': \".@senatemajldr releases a statement following AG Jeff Sessions' resignation https://t.co/SfA26v0ock https://t.co/e8BPukvmHN\",\n",
       "  'topic': 'news'},\n",
       " '1060674935121559552': {'id': 1060674935121559552,\n",
       "  'text': 'RT @Fallout: Got caps? Guess the number of bottlecaps fit in this suit of Power Armor for a chance to win @Xbox Live Gold for life. Reply u…',\n",
       "  'topic': 'gaming'},\n",
       " '1059098202438283264': {'id': 1059098202438283264,\n",
       "  'text': '(304): I would accept a super bowl ring as an engagement ring',\n",
       "  'topic': 'funny'},\n",
       " '1002133710295183360': {'id': 1002133710295183360,\n",
       "  'text': '\"Breakfast\" means to break your fast. The French word for lunch is breakfast (dejeuner). This helps explain why in… https://t.co/Mka587MjIY',\n",
       "  'topic': 'gaming'},\n",
       " '1012002629407436800': {'id': 1012002629407436800,\n",
       "  'text': 'The two lovers: Gabrielle Chanel and Boy Capel in Biarritz. \\nThey live fast, attending fashionable parties, intoxic… https://t.co/55s37jAo4g',\n",
       "  'topic': 'fashion'},\n",
       " '1050217930284101632': {'id': 1050217930284101632,\n",
       "  'text': 'If that insane hypothesis were true, then the scientific community itself would speak out in protest. But they have… https://t.co/Wg10pGns8d',\n",
       "  'topic': 'funny'},\n",
       " '1060539464618033152': {'id': 1060539464618033152,\n",
       "  'text': 'Hundreds of people were inside the bar when police responded to the scene in Thousand Oaks, about 40 miles west of… https://t.co/mufhZQETW5',\n",
       "  'topic': 'news'},\n",
       " '1055623445210415105': {'id': 1055623445210415105,\n",
       "  'text': '@morganapple “it me”',\n",
       "  'topic': 'television'},\n",
       " '1059715042982182912': {'id': 1059715042982182912,\n",
       "  'text': \"From today women qualify for state pension at 65, like men. But that doesn't mean men and women will see the same r… https://t.co/zAdTAEuaG4\",\n",
       "  'topic': 'business'},\n",
       " '1051125077696221184': {'id': 1051125077696221184,\n",
       "  'text': '@TheWhistlerHP 👍',\n",
       "  'topic': 'food-drink'},\n",
       " '1030868071865561089': {'id': 1030868071865561089,\n",
       "  'text': 'Kofi Annan knew that human beings acting together could make the world better. He dedicated his life to that belief… https://t.co/vbBeVwMQlb',\n",
       "  'topic': 'government'},\n",
       " '1047214826198454273': {'id': 1047214826198454273,\n",
       "  'text': \"Tomorrow I'll welcome the delightful #EllieKemper to #LarryKingNow! Questions for the @KimmySchmidt star? Send them… https://t.co/ozAu4MeWnW\",\n",
       "  'topic': 'news'},\n",
       " '1060759386837131264': {'id': 1060759386837131264,\n",
       "  'text': 'One third of all food produced is lost or wasted. \\n\\nBuy only what you need, use what you can &amp; freeze your leftover… https://t.co/vMh2zOEh9R',\n",
       "  'topic': 'government'},\n",
       " '1047303588194799621': {'id': 1047303588194799621,\n",
       "  'text': 'This season kicks ass.  Just sayin https://t.co/vEsLtEUKF5',\n",
       "  'topic': 'television'},\n",
       " '1060264865837838336': {'id': 1060264865837838336,\n",
       "  'text': '\"We do know that the @POTUS, this morning, asked for the resignation of Jeff Sessions.\"\\n\\n@johnrobertsFox reports li… https://t.co/vNdGMbY6zB',\n",
       "  'topic': 'news'},\n",
       " '961685111501676544': {'id': 961685111501676544,\n",
       "  'text': 'RT @criscarter80: Hungry dogs run faster‼️ Kelce can play for my team damn #Underdogs',\n",
       "  'topic': 'sports'},\n",
       " '1060652565266862080': {'id': 1060652565266862080,\n",
       "  'text': 'https://t.co/5XbXGvez1T',\n",
       "  'topic': 'business'},\n",
       " '930625035408236545': {'id': 930625035408236545,\n",
       "  'text': 'Australia voted YES! #lovewins 🌈❤️ https://t.co/tH8la48xMD',\n",
       "  'topic': 'fashion'},\n",
       " '605997954235813889': {'id': 605997954235813889,\n",
       "  'text': 'Planting Seeds in Baltimore http://t.co/UxJgdzdyVo',\n",
       "  'topic': 'books'},\n",
       " '1055188645236391936': {'id': 1055188645236391936,\n",
       "  'text': 'Kimchi stew w pork and tofu, little fishes NYC https://t.co/goYPB31kwC',\n",
       "  'topic': 'food-drink'},\n",
       " '836082745436737536': {'id': 836082745436737536,\n",
       "  'text': 'did i miss anything at the end?!',\n",
       "  'topic': 'news'},\n",
       " '1054206176798404608': {'id': 1054206176798404608,\n",
       "  'text': \"Just has the most TD passes through a player's first 8 games in NFL history, NBD. https://t.co/Xjq9tkBktu\",\n",
       "  'topic': 'sports'},\n",
       " '954492239719182337': {'id': 954492239719182337,\n",
       "  'text': 'RT @thedanieb: Guess who I’m wearing for Sag this year? Okay I’m easy...  I’ll just tell you. 😉 @MarcBouwer https://t.co/0T5JnmgQo5',\n",
       "  'topic': 'fashion'},\n",
       " '1060748597074018305': {'id': 1060748597074018305,\n",
       "  'text': 'RT @DavidGuzmanCR: My view at the stadium and all my support and good vibes to my teammates! #RCTID #GoTimbers #DG20 https://t.co/b4NVFMc2HO',\n",
       "  'topic': 'sports'},\n",
       " '1053505845856792576': {'id': 1053505845856792576,\n",
       "  'text': '@Elizabethann1 @Aerie Girl if you need recovery tips I am in it right now and this is lucky #12 surgery wise.',\n",
       "  'topic': 'television'},\n",
       " '989597437856645120': {'id': 989597437856645120,\n",
       "  'text': 'Making music n’ stuff. 💕 https://t.co/pfbzkWGDAG',\n",
       "  'topic': 'music'},\n",
       " '488413613279830018': {'id': 488413613279830018,\n",
       "  'text': '@AlisonLKent *waves* Fax me a pint.',\n",
       "  'topic': 'books'},\n",
       " '1058477374872920064': {'id': 1058477374872920064,\n",
       "  'text': 'Fantastic #MAGARally🇺🇸in West Virginia, thank you. Everyone get out and VOTE for Patrick @MorriseyWV and… https://t.co/ULTwmDpsiR',\n",
       "  'topic': 'business'},\n",
       " '1060509278237278213': {'id': 1060509278237278213,\n",
       "  'text': 'Kellyanne Conway defends Trump after he calls black reporter’s question \"racist\" https://t.co/pestkrHHPw',\n",
       "  'topic': 'news'},\n",
       " '1058939443325874176': {'id': 1058939443325874176,\n",
       "  'text': \"Expectant Mom Says Her Late Husband's Spirit Appears in Her Stunning Maternity Photos https://t.co/oDUOwCHvzg https://t.co/j3CDi2oneZ\",\n",
       "  'topic': 'family'},\n",
       " '1023658562797678597': {'id': 1023658562797678597,\n",
       "  'text': '@LivBCampbell @masterclass 3 ring binders.  I print out on 3 hole paper so they can go right into the binder. One f… https://t.co/7ubrBmHgGF',\n",
       "  'topic': 'books'},\n",
       " '971388098591502336': {'id': 971388098591502336,\n",
       "  'text': 'From the menu: fresh sea urchin covered with (peeled) pumpkin seeds https://t.co/1nCB9137gF',\n",
       "  'topic': 'food-drink'},\n",
       " '1022491881953882112': {'id': 1022491881953882112,\n",
       "  'text': 'What’s goody https://t.co/RziQsdmqYo',\n",
       "  'topic': 'music'},\n",
       " '1044720957477310464': {'id': 1044720957477310464,\n",
       "  'text': 'Spectacular 32,000-Piece Domino Maze Celebrates #ToyStoryLand at @WaltDisneyWorld (@DisneyParks):… https://t.co/ccLgwZCXmq',\n",
       "  'topic': 'family'},\n",
       " '1060208786038775808': {'id': 1060208786038775808,\n",
       "  'text': \"RT @PEOPLE_Comms: .@andreaboehlke doesn't look too convinced 😎 #SexiestManAlive https://t.co/I8Vcc4UTHf\",\n",
       "  'topic': 'entertainment'},\n",
       " '1060080749519536129': {'id': 1060080749519536129,\n",
       "  'text': 'RT @deray: There are a lot of wins tonight and we need to celebrate them. Taking back the House is huge. And even the candidates we loved t…',\n",
       "  'topic': 'news'},\n",
       " '1038458043640565761': {'id': 1038458043640565761,\n",
       "  'text': 'WE’RE SO EXCITED HERE: Fungus migrates successfully from Mexico to flavor Danish corn •\\n(Corn smut is a plant disea… https://t.co/o2McUgmwMe',\n",
       "  'topic': 'food-drink'},\n",
       " '467278308980170752': {'id': 467278308980170752,\n",
       "  'text': 'RT @ABC2020: A @BarbaraJWalters #ABC2020 tattoo? We like it but Barbara says \"don\\'t try it.\" #CelebrateBarbara',\n",
       "  'topic': 'news'},\n",
       " '1060556668889636864': {'id': 1060556668889636864,\n",
       "  'text': 'What it felt like for a Florida man with a felony to regain his voting rights: https://t.co/i9BDF9qQ48 https://t.co/0uy8SInDYa',\n",
       "  'topic': 'books'},\n",
       " '1048997814527840257': {'id': 1048997814527840257,\n",
       "  'text': 'Go ahead @_TJWatt!!!!!!',\n",
       "  'topic': 'sports'},\n",
       " '1036835197461749760': {'id': 1036835197461749760,\n",
       "  'text': 'Japanese lunch for two. #ConanJapan https://t.co/7rsFXD5V4F',\n",
       "  'topic': 'funny'},\n",
       " '1052215136159580160': {'id': 1052215136159580160,\n",
       "  'text': '.@RealOwenWright takes the win over @_miguelblanco__ in Rd 2, Heat 2 of the MEO #RipCurlPro | Watch Live 👉… https://t.co/CZuwqeGWZp',\n",
       "  'topic': 'sports'},\n",
       " '1057094671308996608': {'id': 1057094671308996608,\n",
       "  'text': \"@Bradrak We're having an OZsome time! #Wicked15\",\n",
       "  'topic': 'television'},\n",
       " '1051635997811793920': {'id': 1051635997811793920,\n",
       "  'text': 'Its Sunday .... but that does not hold us up from shooting another episode of @agt the CHAMPIONS https://t.co/PUI2Kz7MPU',\n",
       "  'topic': 'fashion'},\n",
       " '1044635736564256768': {'id': 1044635736564256768,\n",
       "  'text': \"@JBrooksBSI That was definitely the thing that discussions in the 70's and 80's missed -- it wasn't about reusing f… https://t.co/pCOxwbJtmb\",\n",
       "  'topic': 'gaming'},\n",
       " '1060491071921315840': {'id': 1060491071921315840,\n",
       "  'text': \"Here are the 51 stores Lowe's is closing https://t.co/Ib4eOtp1SI\",\n",
       "  'topic': 'business'},\n",
       " '1052007940947730432': {'id': 1052007940947730432,\n",
       "  'text': '#GoodEatsReloaded https://t.co/mpr7IyKszH',\n",
       "  'topic': 'food-drink'},\n",
       " '1058091319359348736': {'id': 1058091319359348736,\n",
       "  'text': 'Don\\'t just serve crème brûlée on its own. Follow James Beard and \"gild the lily a bit,\" serving the custardy desser… https://t.co/Reh0il5uzF',\n",
       "  'topic': 'food-drink'},\n",
       " '1057181813087526912': {'id': 1057181813087526912,\n",
       "  'text': '9 out of 10 people breathe air containing high levels of pollutants. \\n\\n@WHO conference on air pollution &amp; health wi… https://t.co/ODyDIBgIV8',\n",
       "  'topic': 'government'},\n",
       " '958553443429478400': {'id': 958553443429478400,\n",
       "  'text': 'Proud to call you a friend, @RepJoeKennedy. You captured the idealism and optimism of our party — and this nation.… https://t.co/pVmZ4Rwsmq',\n",
       "  'topic': 'government'},\n",
       " '1053001767355604993': {'id': 1053001767355604993,\n",
       "  'text': 'Watch my full, exclusive interview with @tomfriedman about #JamalKhashoggi: https://t.co/21eylcESJw https://t.co/MMna9PICII',\n",
       "  'topic': 'news'},\n",
       " '1058213128721362945': {'id': 1058213128721362945,\n",
       "  'text': 'RT @PaulRieckhoff: It makes a huge difference in times like these, &amp; on issues like this, when the reporter is also a veteran him/herself—l…',\n",
       "  'topic': 'news'},\n",
       " '1047110895401340933': {'id': 1047110895401340933,\n",
       "  'text': 'RT @CNN: One of the women who confronted Sen. Jeff Flake about Supreme Court nominee Brett Kavanaugh on Friday told CNN that the shame she…',\n",
       "  'topic': 'news'},\n",
       " '1051677939312537600': {'id': 1051677939312537600,\n",
       "  'text': 'Medellin 🇨🇴 Colombia we made a movie 🍿 last night!! FaceTimed @jbalvin in his hometown &amp; @nickyjampr w/ our song… https://t.co/ZhGDjFLNOF',\n",
       "  'topic': 'music'},\n",
       " '1060667551884214272': {'id': 1060667551884214272,\n",
       "  'text': 'Explosive and destructive Camp Fire in Northern California is burning 80 acres per minute https://t.co/fMT2IeXeEd',\n",
       "  'topic': 'news'},\n",
       " '1059128334993551361': {'id': 1059128334993551361,\n",
       "  'text': 'Robots delivering food, personalised services and other innovations we can expect from the hotel room of the future… https://t.co/MUXqvEqYt9',\n",
       "  'topic': 'business'},\n",
       " '1054568092653633536': {'id': 1054568092653633536,\n",
       "  'text': 'Starting on 10/23 at 12am PT, Loki: The Trickster, Kliff: Curious Spirit, and Owain: Chosen One will appear in a ne… https://t.co/KMB7RUJzbJ',\n",
       "  'topic': 'gaming'},\n",
       " '963967302365581312': {'id': 963967302365581312,\n",
       "  'text': 'She’s right. https://t.co/A9DF8UEAsu',\n",
       "  'topic': 'government'},\n",
       " '992132185623674880': {'id': 992132185623674880,\n",
       "  'text': \"RT @wonderlandmag: Who's that chick that's rockin' kicks? 💕 Our Spring cover babe @MileyCyrus has teamed up with @Converse to create the sh…\",\n",
       "  'topic': 'music'},\n",
       " '988265314969407489': {'id': 988265314969407489,\n",
       "  'text': '@michaeldchen And there are snacks.',\n",
       "  'topic': 'gaming'},\n",
       " ...}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "topic_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "texts = []\n",
    "labels = []\n",
    "for tid in topic_data:\n",
    "    topic = topic_data[tid]\n",
    "    texts.append(topic['text'])\n",
    "    labels.append(topic['topic'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[\"Life is challenging enough without self-sabotage. Here's @KimFulcher on how to stop it. https://t.co/OzLMcfe64b\",\n",
       " 'Seventy years ago this December, 58 countries came together at the end of World War II to offer the world a roadmap… https://t.co/WkTBgenSGu',\n",
       " '@Jkooza Drunkenly walking through the coals.',\n",
       " 'NEW CLASSICS | Introducing our sleek, box-style D-ring bag in a new smaller size https://t.co/v9LhBffW4a https://t.co/b8uZZxsl3b',\n",
       " 'Reminiscent of the sailing rope, red tweed trimming by Lesage adds a sailing touch to the Paris-Hamburg… https://t.co/eBGaF5C2vt']"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "texts[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['news', 'government', 'gaming', 'fashion', 'fashion']"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "texts = [tokenize(t) for t in texts]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['life is challenging enough without self - sabotage .  here  <user>  on how to stop it .  <url>',\n",
       " 'seventy years ago this december,  <number>  countries came together at the end of world war ii <allcaps>  to offer the world a roadmap  .  <repeat> <url>',\n",
       " ' <user>  drunkenly walking through the coals . ',\n",
       " 'new <allcaps>  classics <allcaps>  | introducing our sleek, box - style d - ring bag in a new smaller size <url> <url>',\n",
       " 'reminiscent of the sailing rope, red tweed trimming by lesage adds a sailing touch to the paris - hamburg  .  <repeat> <url>']"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "texts[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_txt('data/topic/topic_texts.txt', texts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = pd.Series(data=labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = labels.astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    10\n",
       "1     8\n",
       "2     7\n",
       "3     4\n",
       "4     4\n",
       "dtype: int8"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels.cat.codes[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0          news\n",
       "1    government\n",
       "2        gaming\n",
       "3       fashion\n",
       "4       fashion\n",
       "dtype: category\n",
       "Categories (13, object): [books, business, entertainment, family, ..., music, news, sports, television]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "categories = labels.cat.categories.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_txt('data/topic/categories.txt', categories)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = np.array(labels.cat.codes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_array('data/topic/topic_labels.hdf5', labels, 'topic_labels')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Offensive language"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "davison_2017  hatespeech_waseem_hovy_16\r\n"
     ]
    }
   ],
   "source": [
    "!ls data/offensive_lang/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "labeled_data.csv\r\n"
     ]
    }
   ],
   "source": [
    "!ls data/offensive_lang/davison_2017/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>count</th>\n",
       "      <th>hate_speech</th>\n",
       "      <th>offensive_language</th>\n",
       "      <th>neither</th>\n",
       "      <th>class</th>\n",
       "      <th>tweet</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>!!! RT @mayasolovely: As a woman you shouldn't...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>!!!!! RT @mleew17: boy dats cold...tyga dwn ba...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>!!!!!!! RT @UrKindOfBrand Dawg!!!! RT @80sbaby...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>!!!!!!!!! RT @C_G_Anderson: @viva_based she lo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>!!!!!!!!!!!!! RT @ShenikaRoberts: The shit you...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id  count  hate_speech  offensive_language  neither  class  \\\n",
       "0   0      3            0                   0        3      2   \n",
       "1   1      3            0                   3        0      1   \n",
       "2   2      3            0                   3        0      1   \n",
       "3   3      3            0                   2        1      1   \n",
       "4   4      6            0                   6        0      1   \n",
       "\n",
       "                                               tweet  \n",
       "0  !!! RT @mayasolovely: As a woman you shouldn't...  \n",
       "1  !!!!! RT @mleew17: boy dats cold...tyga dwn ba...  \n",
       "2  !!!!!!! RT @UrKindOfBrand Dawg!!!! RT @80sbaby...  \n",
       "3  !!!!!!!!! RT @C_G_Anderson: @viva_based she lo...  \n",
       "4  !!!!!!!!!!!!! RT @ShenikaRoberts: The shit you...  "
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('data/offensive_lang/davison_2017/labeled_data.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "categories = ['hate_speech', 'offensive_language', 'neither']\n",
    "save_txt('data/offensive_lang/categories.txt', categories)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "texts = df['tweet']\n",
    "labels = df['class']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[\" !  <repeat> rt <allcaps>   <user>  :  as a woman you shouldn't complain about cleaning up your house .  &amp ;  as a man you should always take the trash out .  <repeat>\",\n",
       " ' !  <repeat> rt <allcaps>   <user>  :  boy dats cold .  <repeat>tyga dwn bad for cuffin dat hoe in the  <number> st place !  <repeat>',\n",
       " ' !  <repeat> rt <allcaps>   <user>  dawg !  <repeat> rt <allcaps>   <user>  :  you ever fuck a bitch and she start to cry ?  you be confused as shit',\n",
       " ' !  <repeat> rt <allcaps>   <user>  :   <user>  she look like a tranny',\n",
       " ' !  <repeat> rt <allcaps>   <user>  :  the shit you hear about me might be true or it might be faker than the bitch who told it to ya &# <number>  ; ',\n",
       " ' !  <repeat>\" <user>  :  the shit just blows me .  <repeat>claim you so faithful and down for somebody but still fucking with hoes !  &# <number>  ; &# <number>  ; &# <number>  ; \"',\n",
       " ' !  <repeat>\" <user>  :  i can not just sit up and hate <allcaps>  on another bitch  .  <repeat> i got too much shit going on ! \"',\n",
       " ' !  <repeat>&# <number>  ;  <user>  :  cause i am tired of you big bitches coming for us skinny girls !  <repeat>&# <number>  ; ',\n",
       " '\" &amp ;  you might not get ya bitch back &amp ;  thats that \"',\n",
       " '\"  <user>   : hobbies include :  fighting mariam\"\\n\\nbitch']"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "texts = [tokenize(t) for t in texts]\n",
    "texts[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_txt('data/offensive_lang/offlang_texts.txt', texts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = np.array(labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "save_array('data/offensive_lang/offlang_labels.hdf5', labels, 'offlang_labels')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Sentiment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "semeval15_11  semeval18_1\r\n"
     ]
    }
   ],
   "source": [
    "!ls data/sentiment/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-E-c-En-train.txt\t      EI-oc-En-fear-train.txt\r\n",
      "2018-E-c-En-train.zip\t      EI-oc-En-joy-train.txt\r\n",
      "2018-Valence-oc-En-train.txt  EI-oc-En-sadness-train.txt\r\n",
      "2018-Valence-oc-En-train.zip  EI-oc-En-train.zip\r\n",
      "EI-oc-En-anger-train.txt\r\n"
     ]
    }
   ],
   "source": [
    "!ls data/sentiment/semeval18_1/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "88894\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Tweet</th>\n",
       "      <th>anger</th>\n",
       "      <th>anticipation</th>\n",
       "      <th>disgust</th>\n",
       "      <th>fear</th>\n",
       "      <th>joy</th>\n",
       "      <th>love</th>\n",
       "      <th>optimism</th>\n",
       "      <th>pessimism</th>\n",
       "      <th>sadness</th>\n",
       "      <th>surprise</th>\n",
       "      <th>trust</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-En-21441</td>\n",
       "      <td>“Worry is a down payment on a problem you may ...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-En-31535</td>\n",
       "      <td>Whatever you decide to do make sure it makes y...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-En-21068</td>\n",
       "      <td>@Max_Kellerman  it also helps that the majorit...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-En-31436</td>\n",
       "      <td>Accept the challenges so that you can literall...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-En-22195</td>\n",
       "      <td>My roommate: it's okay that we can't spell bec...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              ID                                              Tweet  anger  \\\n",
       "0  2017-En-21441  “Worry is a down payment on a problem you may ...      0   \n",
       "1  2017-En-31535  Whatever you decide to do make sure it makes y...      0   \n",
       "2  2017-En-21068  @Max_Kellerman  it also helps that the majorit...      1   \n",
       "3  2017-En-31436  Accept the challenges so that you can literall...      0   \n",
       "4  2017-En-22195  My roommate: it's okay that we can't spell bec...      1   \n",
       "\n",
       "   anticipation  disgust  fear  joy  love  optimism  pessimism  sadness  \\\n",
       "0             1        0     0    0     0         1          0        0   \n",
       "1             0        0     0    1     1         1          0        0   \n",
       "2             0        1     0    1     0         1          0        0   \n",
       "3             0        0     0    1     0         1          0        0   \n",
       "4             0        1     0    0     0         0          0        0   \n",
       "\n",
       "   surprise  trust  \n",
       "0         0      1  \n",
       "1         0      0  \n",
       "2         0      0  \n",
       "3         0      0  \n",
       "4         0      0  "
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_ec = pd.read_table('data/sentiment/semeval18_1/2018-E-c-En-train.txt')\n",
    "print(df_ec.size)\n",
    "df_ec.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4724\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Tweet</th>\n",
       "      <th>Affect Dimension</th>\n",
       "      <th>Intensity Class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-En-30153</td>\n",
       "      <td>@liamch88 yeah! :) playing well</td>\n",
       "      <td>valence</td>\n",
       "      <td>0: neutral or mixed emotional state can be inf...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-En-40929</td>\n",
       "      <td>At least I don't have a guy trying to discoura...</td>\n",
       "      <td>valence</td>\n",
       "      <td>0: neutral or mixed emotional state can be inf...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-En-22012</td>\n",
       "      <td>UPLIFT: If you're still discouraged it means y...</td>\n",
       "      <td>valence</td>\n",
       "      <td>0: neutral or mixed emotional state can be inf...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-En-30837</td>\n",
       "      <td>...at your age, the heyday in the blood is tam...</td>\n",
       "      <td>valence</td>\n",
       "      <td>0: neutral or mixed emotional state can be inf...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-En-30838</td>\n",
       "      <td>i was so embarrassed when she saw us i was lik...</td>\n",
       "      <td>valence</td>\n",
       "      <td>-2: moderately negative emotional state can be...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              ID                                              Tweet  \\\n",
       "0  2017-En-30153                   @liamch88 yeah! :) playing well    \n",
       "1  2017-En-40929  At least I don't have a guy trying to discoura...   \n",
       "2  2017-En-22012  UPLIFT: If you're still discouraged it means y...   \n",
       "3  2017-En-30837  ...at your age, the heyday in the blood is tam...   \n",
       "4  2017-En-30838  i was so embarrassed when she saw us i was lik...   \n",
       "\n",
       "  Affect Dimension                                    Intensity Class  \n",
       "0          valence  0: neutral or mixed emotional state can be inf...  \n",
       "1          valence  0: neutral or mixed emotional state can be inf...  \n",
       "2          valence  0: neutral or mixed emotional state can be inf...  \n",
       "3          valence  0: neutral or mixed emotional state can be inf...  \n",
       "4          valence  -2: moderately negative emotional state can be...  "
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_voc = pd.read_table('data/sentiment/semeval18_1/2018-Valence-oc-En-train.txt')\n",
    "print(df_voc.size)\n",
    "df_voc.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = df_voc['Intensity Class'].astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = labels.cat.reorder_categories([\n",
    "    '-3: very negative emotional state can be inferred',\n",
    "    '-2: moderately negative emotional state can be inferred',\n",
    "    '-1: slightly negative emotional state can be inferred',\n",
    "    '0: neutral or mixed emotional state can be inferred',\n",
    "    '1: slightly positive emotional state can be inferred',\n",
    "    '2: moderately positive emotional state can be inferred',\n",
    "    '3: very positive emotional state can be inferred'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['-3: very negative emotional state can be inferred',\n",
       "       '-2: moderately negative emotional state can be inferred',\n",
       "       '-1: slightly negative emotional state can be inferred',\n",
       "       '0: neutral or mixed emotional state can be inferred',\n",
       "       '1: slightly positive emotional state can be inferred',\n",
       "       '2: moderately positive emotional state can be inferred',\n",
       "       '3: very positive emotional state can be inferred'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels.cat.categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "categories = labels.cat.categories.tolist()\n",
    "save_txt('data/sentiment/valence_categories.txt', categories)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = np.array(labels.cat.codes)\n",
    "save_array('data/sentiment/valence_labels.hdf5', labels, 'valence_labels')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "texts = df_voc['Tweet']\n",
    "texts = [tokenize(t) for t in texts]\n",
    "save_txt('data/sentiment/valence_texts.txt', texts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1701\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Tweet</th>\n",
       "      <th>Affect Dimension</th>\n",
       "      <th>Intensity Class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-En-10264</td>\n",
       "      <td>@xandraaa5 @amayaallyn6 shut up hashtags are c...</td>\n",
       "      <td>anger</td>\n",
       "      <td>2: moderate amount of anger can be inferred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-En-10072</td>\n",
       "      <td>it makes me so fucking irate jesus. nobody is ...</td>\n",
       "      <td>anger</td>\n",
       "      <td>3: high amount of anger can be inferred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-En-11383</td>\n",
       "      <td>Lol Adam the Bull with his fake outrage...</td>\n",
       "      <td>anger</td>\n",
       "      <td>1: low amount of anger can be inferred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-En-11102</td>\n",
       "      <td>@THATSSHAWTYLO passed away early this morning ...</td>\n",
       "      <td>anger</td>\n",
       "      <td>0: no anger can be inferred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-En-11506</td>\n",
       "      <td>@Kristiann1125 lol wow i was gonna say really?...</td>\n",
       "      <td>anger</td>\n",
       "      <td>1: low amount of anger can be inferred</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              ID                                              Tweet  \\\n",
       "0  2017-En-10264  @xandraaa5 @amayaallyn6 shut up hashtags are c...   \n",
       "1  2017-En-10072  it makes me so fucking irate jesus. nobody is ...   \n",
       "2  2017-En-11383         Lol Adam the Bull with his fake outrage...   \n",
       "3  2017-En-11102  @THATSSHAWTYLO passed away early this morning ...   \n",
       "4  2017-En-11506  @Kristiann1125 lol wow i was gonna say really?...   \n",
       "\n",
       "  Affect Dimension                              Intensity Class  \n",
       "0            anger  2: moderate amount of anger can be inferred  \n",
       "1            anger      3: high amount of anger can be inferred  \n",
       "2            anger       1: low amount of anger can be inferred  \n",
       "3            anger                  0: no anger can be inferred  \n",
       "4            anger       1: low amount of anger can be inferred  "
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_aoc = pd.read_table('data/sentiment/semeval18_1/EI-oc-En-anger-train.txt')\n",
    "print(len(df_aoc))\n",
    "df_aoc.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2252\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Tweet</th>\n",
       "      <th>Affect Dimension</th>\n",
       "      <th>Intensity Class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-En-20968</td>\n",
       "      <td>@RockSolidShow @Pat_Francis #revolting cocks i...</td>\n",
       "      <td>fear</td>\n",
       "      <td>0: no fear can be inferred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-En-21816</td>\n",
       "      <td>@Its_just_Huong I will beat you !!! Always tho...</td>\n",
       "      <td>fear</td>\n",
       "      <td>1: low amount of fear can be inferred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-En-21532</td>\n",
       "      <td>“What worries you masters you.” - Haddon Robin...</td>\n",
       "      <td>fear</td>\n",
       "      <td>1: low amount of fear can be inferred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-En-20740</td>\n",
       "      <td>@carlybigelow13 first you take the room now yo...</td>\n",
       "      <td>fear</td>\n",
       "      <td>0: no fear can be inferred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-En-20022</td>\n",
       "      <td>@RogueCoder250 We are in so much trouble!! I d...</td>\n",
       "      <td>fear</td>\n",
       "      <td>3: high amount of fear can be inferred</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              ID                                              Tweet  \\\n",
       "0  2017-En-20968  @RockSolidShow @Pat_Francis #revolting cocks i...   \n",
       "1  2017-En-21816  @Its_just_Huong I will beat you !!! Always tho...   \n",
       "2  2017-En-21532  “What worries you masters you.” - Haddon Robin...   \n",
       "3  2017-En-20740  @carlybigelow13 first you take the room now yo...   \n",
       "4  2017-En-20022  @RogueCoder250 We are in so much trouble!! I d...   \n",
       "\n",
       "  Affect Dimension                         Intensity Class  \n",
       "0             fear              0: no fear can be inferred  \n",
       "1             fear   1: low amount of fear can be inferred  \n",
       "2             fear   1: low amount of fear can be inferred  \n",
       "3             fear              0: no fear can be inferred  \n",
       "4             fear  3: high amount of fear can be inferred  "
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_foc = pd.read_table('data/sentiment/semeval18_1/EI-oc-En-fear-train.txt')\n",
    "print(len(df_foc))\n",
    "df_foc.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1616\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Tweet</th>\n",
       "      <th>Affect Dimension</th>\n",
       "      <th>Intensity Class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-En-30793</td>\n",
       "      <td>@david_garrett Quite saddened.....no US dates,...</td>\n",
       "      <td>joy</td>\n",
       "      <td>0: no joy can be inferred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-En-30070</td>\n",
       "      <td>2 days until #GoPackGo and 23 days until #GoGi...</td>\n",
       "      <td>joy</td>\n",
       "      <td>3: high amount of joy can be inferred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-En-30692</td>\n",
       "      <td>Positive #psychology research shows salespeopl...</td>\n",
       "      <td>joy</td>\n",
       "      <td>0: no joy can be inferred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-En-31323</td>\n",
       "      <td>As the birds chirp and the cows moo we need to...</td>\n",
       "      <td>joy</td>\n",
       "      <td>1: low amount of joy can be inferred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-En-31553</td>\n",
       "      <td>Howling with laughter at “WELL DONE BEZZA!” #b...</td>\n",
       "      <td>joy</td>\n",
       "      <td>3: high amount of joy can be inferred</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              ID                                              Tweet  \\\n",
       "0  2017-En-30793  @david_garrett Quite saddened.....no US dates,...   \n",
       "1  2017-En-30070  2 days until #GoPackGo and 23 days until #GoGi...   \n",
       "2  2017-En-30692  Positive #psychology research shows salespeopl...   \n",
       "3  2017-En-31323  As the birds chirp and the cows moo we need to...   \n",
       "4  2017-En-31553  Howling with laughter at “WELL DONE BEZZA!” #b...   \n",
       "\n",
       "  Affect Dimension                        Intensity Class  \n",
       "0              joy              0: no joy can be inferred  \n",
       "1              joy  3: high amount of joy can be inferred  \n",
       "2              joy              0: no joy can be inferred  \n",
       "3              joy   1: low amount of joy can be inferred  \n",
       "4              joy  3: high amount of joy can be inferred  "
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_joc = pd.read_table('data/sentiment/semeval18_1/EI-oc-En-joy-train.txt')\n",
    "print(len(df_joc))\n",
    "df_joc.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1533\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>Tweet</th>\n",
       "      <th>Affect Dimension</th>\n",
       "      <th>Intensity Class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-En-40023</td>\n",
       "      <td>This the most depressing shit ever</td>\n",
       "      <td>sadness</td>\n",
       "      <td>3: high amount of sadness can be inferred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-En-40983</td>\n",
       "      <td>final vestiges of my 90's childhood were just ...</td>\n",
       "      <td>sadness</td>\n",
       "      <td>0: no sadness can be inferred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-En-20751</td>\n",
       "      <td>@ManUnitedWriter He has had a dreadful first h...</td>\n",
       "      <td>sadness</td>\n",
       "      <td>1: low amount of sadness can be inferred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-En-41232</td>\n",
       "      <td>feel really sad and down today😒</td>\n",
       "      <td>sadness</td>\n",
       "      <td>3: high amount of sadness can be inferred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-En-40797</td>\n",
       "      <td>Wow just watched Me Before You and it was seri...</td>\n",
       "      <td>sadness</td>\n",
       "      <td>2: moderate amount of sadness can be inferred</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              ID                                              Tweet  \\\n",
       "0  2017-En-40023                 This the most depressing shit ever   \n",
       "1  2017-En-40983  final vestiges of my 90's childhood were just ...   \n",
       "2  2017-En-20751  @ManUnitedWriter He has had a dreadful first h...   \n",
       "3  2017-En-41232                    feel really sad and down today😒   \n",
       "4  2017-En-40797  Wow just watched Me Before You and it was seri...   \n",
       "\n",
       "  Affect Dimension                                Intensity Class  \n",
       "0          sadness      3: high amount of sadness can be inferred  \n",
       "1          sadness                  0: no sadness can be inferred  \n",
       "2          sadness       1: low amount of sadness can be inferred  \n",
       "3          sadness      3: high amount of sadness can be inferred  \n",
       "4          sadness  2: moderate amount of sadness can be inferred  "
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_soc = pd.read_table('data/sentiment/semeval18_1/EI-oc-En-sadness-train.txt')\n",
    "print(len(df_soc))\n",
    "df_soc.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "processing anger dataset\n",
      "processing fear dataset\n",
      "processing joy dataset\n",
      "processing sadness dataset\n"
     ]
    }
   ],
   "source": [
    "affects = ['anger', 'fear', 'joy', 'sadness']\n",
    "for a in affects:\n",
    "    print('processing {} dataset'.format(a))\n",
    "    path = 'data/sentiment/semeval18_1/EI-oc-En-{}-train.txt'.format(a)\n",
    "    df = pd.read_table(path)\n",
    "    texts = df['Tweet']\n",
    "    texts = [tokenize(t) for t in texts]\n",
    "    save_txt('data/sentiment/{}_texts.txt'.format(a), texts)\n",
    "    labels = np.array(df['Intensity Class'].astype('category').cat.codes)\n",
    "    save_array('data/sentiment/{}_labels.hdf5'.format(a), labels, '{}_labels'.format(a))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "anger_labels.hdf5  joy_texts.txt\tvalence_categories.txt\r\n",
      "anger_texts.txt    sadness_labels.hdf5\tvalence_labels.hdf5\r\n",
      "fear_labels.hdf5   sadness_texts.txt\tvalence_texts.txt\r\n",
      "fear_texts.txt\t   semeval15_11\r\n",
      "joy_labels.hdf5    semeval18_1\r\n"
     ]
    }
   ],
   "source": [
    "!ls data/sentiment/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.preprocessing.text import Tokenizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = [1,2]\n",
    "b = [3,4]\n",
    "c = [5,6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[1, 2], [3, 4], [5, 6]]"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[a,b,c]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 2, 3, 4, 5, 6]"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a + b + c"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## GloVe data download"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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