diff --git "a/5541Project (1).ipynb" "b/5541Project (1).ipynb" new file mode 100644--- /dev/null +++ "b/5541Project (1).ipynb" @@ -0,0 +1,9159 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [], + "gpuType": "V100" + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + }, + "accelerator": "GPU" + }, + "cells": [ + { + "cell_type": "markdown", + "source": [ + "Install required packages." + ], + "metadata": { + "id": "1Z5PPOIvuA7b" + } + }, + { + "cell_type": "code", + "source": [ + "!pip install pandas spacy networkx\n", + "!python -m spacy download en_core_web_sm\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "0DmmuIYd0K7k", + "outputId": "abfeb3d0-a70a-4824-e395-b5d83f6975da" + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting en-core-web-sm==3.7.1\n", + " Using cached https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.7.1/en_core_web_sm-3.7.1-py3-none-any.whl (12.8 MB)\n", + "Requirement already satisfied: spacy<3.8.0,>=3.7.2 in /usr/local/lib/python3.10/dist-packages (from en-core-web-sm==3.7.1) (3.7.4)\n", + "Requirement already satisfied: spacy-legacy<3.1.0,>=3.0.11 in /usr/local/lib/python3.10/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (3.0.12)\n", + "Requirement already satisfied: spacy-loggers<2.0.0,>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (1.0.5)\n", + "Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (1.0.10)\n", + "Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.10/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (2.0.8)\n", + "Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /usr/local/lib/python3.10/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (3.0.9)\n", + "Requirement already satisfied: thinc<8.3.0,>=8.2.2 in /usr/local/lib/python3.10/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (8.2.3)\n", + "Requirement already satisfied: wasabi<1.2.0,>=0.9.1 in /usr/local/lib/python3.10/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (1.1.2)\n", + "Requirement already satisfied: srsly<3.0.0,>=2.4.3 in /usr/local/lib/python3.10/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (2.4.8)\n", + "Requirement already satisfied: catalogue<2.1.0,>=2.0.6 in /usr/local/lib/python3.10/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (2.0.10)\n", + "Requirement already satisfied: weasel<0.4.0,>=0.1.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (0.3.4)\n", + "Requirement already satisfied: typer<0.10.0,>=0.3.0 in 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(from spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (67.7.2)\n", + "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (24.0)\n", + "Requirement already satisfied: langcodes<4.0.0,>=3.2.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (3.3.0)\n", + "Requirement already satisfied: numpy>=1.19.0 in /usr/local/lib/python3.10/dist-packages (from spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (1.25.2)\n", + "Requirement already satisfied: annotated-types>=0.4.0 in /usr/local/lib/python3.10/dist-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (0.6.0)\n", + "Requirement already satisfied: pydantic-core==2.16.3 in /usr/local/lib/python3.10/dist-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (2.16.3)\n", + "Requirement already satisfied: typing-extensions>=4.6.1 in /usr/local/lib/python3.10/dist-packages (from pydantic!=1.8,!=1.8.1,<3.0.0,>=1.7.4->spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (4.10.0)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (3.3.2)\n", + "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (3.6)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (2.0.7)\n", + "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests<3.0.0,>=2.13.0->spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (2024.2.2)\n", + "Requirement already satisfied: blis<0.8.0,>=0.7.8 in /usr/local/lib/python3.10/dist-packages (from thinc<8.3.0,>=8.2.2->spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (0.7.11)\n", + "Requirement already satisfied: confection<1.0.0,>=0.0.1 in /usr/local/lib/python3.10/dist-packages (from thinc<8.3.0,>=8.2.2->spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (0.1.4)\n", + "Requirement already satisfied: click<9.0.0,>=7.1.1 in /usr/local/lib/python3.10/dist-packages (from typer<0.10.0,>=0.3.0->spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (8.1.7)\n", + "Requirement already satisfied: cloudpathlib<0.17.0,>=0.7.0 in /usr/local/lib/python3.10/dist-packages (from weasel<0.4.0,>=0.1.0->spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (0.16.0)\n", + "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->spacy<3.8.0,>=3.7.2->en-core-web-sm==3.7.1) (2.1.5)\n", + "\u001b[38;5;2m✔ Download and installation successful\u001b[0m\n", + "You can now load the package via spacy.load('en_core_web_sm')\n", + "\u001b[38;5;3m⚠ Restart to reload dependencies\u001b[0m\n", + "If you are in a Jupyter or Colab notebook, you may need to restart Python in\n", + "order to load all the package's dependencies. You can do this by selecting the\n", + "'Restart kernel' or 'Restart runtime' option.\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Opening the unreliable twitter files and build up some functions to load them." + ], + "metadata": { + "id": "n92N-v3Gtf-l" + } + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "import spacy\n", + "import networkx as nx\n", + "\n", + "# Path to the CSV file\n", + "csv_file_path = 'TEST.csv'\n", + "\n", + "# Read the CSV file\n", + "data = pd.read_csv(csv_file_path)\n", + "\n", + "# Split the data\n", + "evaluation_data = data.head(500) # Last 500 entries for evaluation\n", + "training_data = data.iloc[500:] # All data except the last 500 entries for training\n", + "\n", + "# Save the splits to new CSV files\n", + "evaluation_data.to_csv('TEST_evaluation.csv', index=False)\n", + "training_data.to_csv('TEST_training.csv', index=False)" + ], + "metadata": { + "id": "e08XGRlqm4cB" + }, + "execution_count": 18, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "# Load Spacy's NLP model\n", + "nlp = spacy.load(\"en_core_web_sm\")\n", + "\n", + "# Read the CSV file into a DataFrame\n", + "df = pd.read_csv(\"TEST_training.csv\")\n", + "df['Text'].dtypes\n", + "df['Text'] = df['Text'].astype(str)\n", + "\n", + "# Initialize our graph\n", + "G = nx.Graph()\n", + "\n", + "# Function to process text and add to graph\n", + "def add_to_graph(text, label, graph):\n", + " # Use Spacy to find entities\n", + " doc = nlp(text)\n", + " for ent in doc.ents:\n", + " # Add the entity as a node if it doesn't already exist\n", + " if not graph.has_node(ent.text):\n", + " graph.add_node(ent.text, type=ent.label_, label=label)\n", + " # Now, create edges between all entities found in the same text snippet\n", + " for ent2 in doc.ents:\n", + " if ent != ent2:\n", + " graph.add_edge(ent.text, ent2.text)\n", + "\n", + "# Process each row of the DataFrame and add it to the graph\n", + "for index, row in df.iterrows():\n", + " add_to_graph(row['Text'], row['Label'], G)\n", + "\n", + "# At this point, the graph G has been constructed with entities as nodes and the co-occurrences as edges\n", + "# Further analysis can now be performed on the graph\n", + "# For demonstration purposes, we'll just print out the nodes\n", + "\n", + "for node in G.nodes(data=True):\n", + " print(node) # Prints the node and its attributes\n" + ], + "metadata": { + "id": "tuyOklcf156p", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "6d7297aa-c79d-45a4-e522-f8b0a38c952b" + }, + "execution_count": 19, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/spacy/util.py:1740: UserWarning: [W111] Jupyter notebook detected: if using `prefer_gpu()` or `require_gpu()`, include it in the same cell right before `spacy.load()` to ensure that the model is loaded on the correct device. More information: http://spacy.io/usage/v3#jupyter-notebook-gpu\n", + " warnings.warn(Warnings.W111)\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "\u001b[1;30;43m流式输出内容被截断，只能显示最后 5000 行内容。\u001b[0m\n", + "('the Build Back', {})\n", + "('Build Back', {})\n", + "('the\\xa0Inflation Reduction Act', {})\n", + "('15%', {})\n", + "('@Sen_JoeManchin', {})\n", + "('Catastrophic', {})\n", + "('Court', {})\n", + "('Every day', {})\n", + "('TheMajority', {})\n", + "('Heather Cox Richardson', {})\n", + "('Kate Aronoff', {})\n", + "('ABC White House', {})\n", + "('Mary Alice Parks', {})\n", + "('John Roberts', {})\n", + "('Obama Installing Massive Propane Tanks', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Martha’s Vineyard Property', {})\n", + "('Country Suffers', {})\n", + "('Energy Prices', {})\n", + "('Martha', {})\n", + "('Edgartown', {})\n", + "('The Daily Caller News Foundation', {})\n", + "('79', {})\n", + "('Turkeyland Cove Road', {})\n", + "('DCNF', {})\n", + "('2,500 gallons', {})\n", + "('two 1,000 gallon', {})\n", + "('one 500 gallon', {})\n", + "('54%', {})\n", + "('the U.S. Energy Information Administration', {})\n", + "('26-28%', {})\n", + "('2005', {})\n", + "('multi-million dollar', {})\n", + "('475', {})\n", + "('60th', {})\n", + "('Delta', {})\n", + "('the summer of 2021', {})\n", + "('Committee Says Trust in Public Health', {'type': 'ORG', 'label': 'unreliable'})\n", + "('Breitbart News', {})\n", + "('Republican Study Committee', {})\n", + "('RSC', {})\n", + "('Jim Banks', {})\n", + "('Fauci', {})\n", + "('Banks', {})\n", + "('The Republican Study Committee', {})\n", + "('NIH', {})\n", + "('Breitbart', {})\n", + "('Anthony Fauci', {})\n", + "('his first week', {})\n", + "('Keystone XL', {})\n", + "('FIRST DAY', {'type': 'DATE', 'label': 'unreliable'})\n", + "('Doocy Asks New Press Sec', {})\n", + "('Waukesha', {})\n", + "('Jen Psaki’s', {})\n", + "('May 13th', {})\n", + "('— Joe Biden', {})\n", + "('this past year', {})\n", + "('Buffalo', {})\n", + "('every month', {})\n", + "('48%', {})\n", + "('16%', {})\n", + "('13%', {})\n", + "('11%', {})\n", + "('The Federal Reserve', {})\n", + "('Administration', {})\n", + "('$30 trillion', {})\n", + "('a Federal Reserve', {})\n", + "('8.5%', {})\n", + "('12 month', {})\n", + "('four decades', {})\n", + "('McCarthy Torch', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('33', {})\n", + "('SARAH', {'type': 'ORG', 'label': 'unreliable'})\n", + "(\"Reserve Nominee Withdraws After Manchin's '\", {})\n", + "('Sarah Bloom Raskin', {})\n", + "('the Federal Reserve Board', {})\n", + "('Raskin', {})\n", + "('Sarah Bloom Raskin’s', {})\n", + "('Sarah Raskin', {})\n", + "('Blast Her Own Party', {'type': 'ORG', 'label': 'unreliable'})\n", + "('the Union Response', {})\n", + "('Working Families Party', {})\n", + "('Holly Otterbein', {})\n", + "('BEIJING FIRST', {'type': 'ORG', 'label': 'unreliable'})\n", + "('the UN Climate Conference', {})\n", + "('the several months', {})\n", + "('World Needs', {})\n", + "('Nancy Pelosi’s', {})\n", + "('the last week', {})\n", + "('5000', {})\n", + "('the National Guard', {})\n", + "(\"Nancy Pelosi's\", {})\n", + "('Mary Ellen Klas', {})\n", + "('Fla. National Guard', {})\n", + "('Last night', {})\n", + "('Adjutant', {})\n", + "('Florida National Guard', {})\n", + "('the National Capital Region', {})\n", + "('Lindsey Graham', {})\n", + "('PIC', {'type': 'ORG', 'label': 'unreliable'})\n", + "('Biden Summit', {})\n", + "('the American People Are Not Asking For', {})\n", + "('90 million', {})\n", + "('43 percent', {})\n", + "('NPR/PBS NewsHour/Marist', {})\n", + "('Thirty-six percent', {})\n", + "('55 percent', {})\n", + "('85 percent', {})\n", + "('$3.5 Trillion', {})\n", + "('$6 Trillion', {})\n", + "('just 43%', {})\n", + "('Real Clear Politics', {})\n", + "('Quinnipiac', {})\n", + "('just 38%', {})\n", + "('nearly $5', {})\n", + "('about $5.40', {})\n", + "('Mobil', {})\n", + "('11th Ave', {})\n", + "('the West Side', {})\n", + "('7-year', {})\n", + "('about $3.25', {})\n", + "('GasBuddy', {})\n", + "('3.31', {})\n", + "('the Lundberg Survey', {})\n", + "('Thursdasy', {})\n", + "('Leaf Blowers', {})\n", + "('Golden State', {})\n", + "('2028', {})\n", + "('Marc Berman', {})\n", + "('Sean Clegg', {})\n", + "('NEVER', {})\n", + "('Larry Elder', {})\n", + "('Fox Los Angeles', {})\n", + "('Napa', {})\n", + "('Bill Melugin', {})\n", + "('Fox LA', {})\n", + "(\"Jason Kinney's\", {})\n", + "('Town & Country', {})\n", + "('10pm', {})\n", + "('11/6/2020', {})\n", + "('The French Laundry', {})\n", + "('$5+', {})\n", + "('Gallon', {})\n", + "('Gasoline', {})\n", + "('48', {})\n", + "('210', {})\n", + "('the Infrastructure Bill', {})\n", + "('52', {})\n", + "('the ‘American Rescue Plan', {})\n", + "('March 6', {})\n", + "('half this year', {})\n", + "('the “American Rescue Plan', {})\n", + "('Joe Biden Laughs', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Sinema Being Harassed', {})\n", + "('the Democratic Socialist', {})\n", + "('multi-trillion-dollar', {})\n", + "('a few minutes', {})\n", + "('Unhinged Bernie', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Dems Can’t Pass', {})\n", + "('3.5', {})\n", + "('New Spending', {})\n", + "('Can’t Be Allowed', {})\n", + "('Bipartisan Infrastructure', {})\n", + "('more than two months ago', {})\n", + "('Charles]', {})\n", + "('the WHITE HOUSE', {})\n", + "('the year 2020', {})\n", + "('Townhall.com', {})\n", + "('Biden Vows', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Year 2020', {})\n", + "('ELDER', {'type': 'ORG', 'label': 'unreliable'})\n", + "('Elder', {})\n", + "('Nearly 80%', {})\n", + "('September 14', {})\n", + "('September 14th', {})\n", + "('next month’s', {})\n", + "('a lot of months', {})\n", + "('a few weeks', {})\n", + "('a few years', {})\n", + "('Emerson', {})\n", + "('46%', {})\n", + "('Darry Sragow', {})\n", + "('Sragow', {})\n", + "('the last couple of weeks', {})\n", + "('Hispanic', {})\n", + "('Ashley Zavala', {})\n", + "('Los Angeles Sergeant', {})\n", + "('the Police Protective League', {})\n", + "('Los Angeles Police Protective League', {})\n", + "('Sgt', {})\n", + "('Jerretta Sandoz', {})\n", + "('Fox & Friends', {})\n", + "('the University of California, Berkeley', {})\n", + "('the United States Constitution', {})\n", + "('Dean', {})\n", + "('5,000,001', {})\n", + "('4,999,999', {})\n", + "('1.8 million', {})\n", + "('almost three', {})\n", + "('Clever Traveler', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Airline', {})\n", + "('Page Passenger Named ‘Recall Newsom', {})\n", + "('Cali Airport', {})\n", + "('Recall Newsom', {})\n", + "('the Public Address System', {})\n", + "('Delta Airlines', {})\n", + "('Concourse A', {})\n", + "('Airport', {})\n", + "('Lol', {})\n", + "('Richard Grenell', {})\n", + "('— Brick Suit', {})\n", + "('Californians', {})\n", + "('his first day', {})\n", + "('25 months', {})\n", + "('just 25 months', {})\n", + "('the Budget Committee', {})\n", + "('September 15', {})\n", + "('Facebook Thursday', {})\n", + "('Zuckerberg', {})\n", + "('Facebook’s PR', {})\n", + "('white supremacists & disinformation', {})\n", + "('Human Capital Stock', {})\n", + "('Schumer 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{})\n", + "('Mark Rutte', {})\n", + "('Brighteon.com', {})\n", + "('Robert Lyman', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Canadian Policy', {})\n", + "('Lyman', {})\n", + "('Ottawa', {})\n", + "('Robert', {})\n", + "('1,000,000,000.00', {})\n", + "('Tom Harris', {})\n", + "('RAIR Foundation USA', {})\n", + "('Action4Canada', {})\n", + "('Bank of Canada', {'type': 'ORG', 'label': 'unreliable'})\n", + "('2021-22', {})\n", + "('the past few years', {})\n", + "('The Parliamentary Budget Office', {})\n", + "('between CA$1,145', {})\n", + "('861', {})\n", + "('1,715', {})\n", + "('40 to 45 percent', {})\n", + "('Parliament Ryan Turnbull of', {})\n", + "(\"Trudeau's Liberal Party\", {})\n", + "('the House of Commons', {})\n", + "('June 2022', {})\n", + "('The Royal Bank of Canada', {})\n", + "('CA$2 trillion', {})\n", + "('$1.503 trillion', {})\n", + "('three decades', {})\n", + "('Ian Lee', {})\n", + "(\"Carleton University's\", {})\n", + "('Sprott School of Business', {})\n", + "('Over half', {})\n", + "('Around 40 percent', {})\n", + "('Lee', {})\n", + "('The American Journal', {})\n", + "('Harrison Smith', {})\n", + "(\"the World Economic Forum's\", {})\n", + "('Jack Posobiec', {})\n", + "('Newspunch', {})\n", + "('Posobiec', {})\n", + "('Covid-19', {})\n", + "('Council for Inclusive Capitalism', {})\n", + "('The Post Millennial', {})\n", + "('Sean Adl-Tabatabai', {})\n", + "('the World Trade Center', {})\n", + "('World War III', {})\n", + "('Truss', {})\n", + "('the end of the month', {})\n", + "('Haarlem', {})\n", + "('GroenLinks', {})\n", + "('Councilor Ziggy Klazes', {})\n", + "('Klazes', {})\n", + "('Groenlinks', {})\n", + "('more than 14 percent', {})\n", + "('the Central Organization for the Meat Sector', {})\n", + "('The Belang van Nederland', {})\n", + "('Haarlem BVNL', {})\n", + "('Joey Rademaker', {})\n", + "('Herman Bröring', {})\n", + "('the University of Groningen', {})\n", + "('Amsterdam', {})\n", + "('the Old Continent', {})\n", + "('Jose 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"('more than 1.3 million', {})\n", + "('Cook', {})\n", + "('11,944', {})\n", + "('the 21 years 1991', {})\n", + "('CC', {})\n", + "('21-year', {})\n", + "('GW', {})\n", + "('97.1%', {})\n", + "('AGW', {})\n", + "('97.2%', {})\n", + "('7,930', {})\n", + "('32.6%', {})\n", + "('only 64', {})\n", + "('0.5%', {})\n", + "('just 0.3%', {})\n", + "('Joseph Goebbels', {})\n", + "('more than 31,000', {})\n", + "('9,029', {})\n", + "('Edward Teller’s', {})\n", + "('more than 4,000', {})\n", + "('only 18%', {})\n", + "('Richard Tol', {})\n", + "('Consensus', {})\n", + "('Michael Crichton', {})\n", + "('28 October 2021', {})\n", + "('INSECTS', {})\n", + "('FNN', {})\n", + "('Angela Frimberger', {})\n", + "('University of California', {})\n", + "('Gregory Okin', {})\n", + "('Fido', {})\n", + "('NewsPunch', {})\n", + "('Baxter Dmitry', {})\n", + "('decay', {})\n", + "('Dmitry', {})\n", + "('Nicole Kidman', {})\n", + "('Noru', {})\n", + "('Ian', {})\n", + "('just six hours', {})\n", + "('Polillo 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"('February\\xa0last year', {})\n", + "('the Global Food Justice Alliance', {})\n", + "('GFJA', {})\n", + "('2.6 percent', {})\n", + "('Hampton Creek Foods', {})\n", + "('Turntide', {})\n", + "('Mangrove Lithium', {})\n", + "('about 270,000 acres', {})\n", + "('farmland', {})\n", + "('thousands of acres', {})\n", + "('Nebraska', {})\n", + "('almost $370 billion', {})\n", + "('the last month', {})\n", + "('$104.6 billion', {})\n", + "('$232 billion', {})\n", + "('Squawk Box', {})\n", + "('Billy G', {})\n", + "('Bill Gates & I', {})\n", + "('CureVac', {})\n", + "(\"National Cattlemen's\", {})\n", + "('Beef Association', {})\n", + "('Colin Woodall', {})\n", + "('Woodall', {})\n", + "('Donald] Trump', {})\n", + "('some 270,000 acres', {})\n", + "(\"last year's\", {})\n", + "('Lab Meat and Lab Dairy', {})\n", + "('Silicon Valley', {})\n", + "('GMO', {})\n", + "('Ireland', {'type': 'GPE', 'label': 'unreliable'})\n", + "('Irish', {})\n", + "('Department of Agriculture', {})\n", + "('45,000 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"('EC', {})\n", + "('The Netherlands', {})\n", + "('the American Dream', {})\n", + "('The UN Climate Change Conference', {})\n", + "('Sunday, Nov. 6', {})\n", + "('Sharm El Sheikh', {})\n", + "('the Sinai Peninsula', {})\n", + "('nearly two weeks', {})\n", + "('the UN Intergovernmental Panel on Climate Change', {})\n", + "('nearly 17 million', {})\n", + "('Ethiopia', {})\n", + "('Steve Bonta', {})\n", + "('Egyptian', {})\n", + "('Cairo', {})\n", + "('Alexandria', {})\n", + "('recent decades', {})\n", + "('Bonta', {})\n", + "('Glistening', {})\n", + "('Grea Thunberg', {})\n", + "('Abdel Fattah', {})\n", + "('Hussein Baoumi', {})\n", + "('Libya', {})\n", + "('Amnesty International', {})\n", + "('Sisi', {})\n", + "('Alaskan', {})\n", + "('Mississippi River', {})\n", + "('Michael Litzow', {})\n", + "('Anchorage', {})\n", + "('Elizabeth Earl', {})\n", + "('the Alaska Journal of Commerce', {})\n", + "('Food and Agriculture Organization', {})\n", + "('FAO', {})\n", + "('Bering Sea', {})\n", + "('Greed', {})\n", + "('The World Wildlife Fund', {})\n", + "('WWF', {})\n", + "('Hilariously', {})\n", + "('Earl', {})\n", + "('Anthony Watts', {})\n", + "('La Nina', {})\n", + "('Lancet', {})\n", + "('Bloomberg News', {})\n", + "('30 degrees Celsius', {})\n", + "('the Potsdam Institute for Climate Impact Research', {})\n", + "('Annika Stechemesser', {})\n", + "('earlier\\xa0this month', {})\n", + "('Stechemesser', {})\n", + "(\"'The Science\", {})\n", + "('between 2005 and 2020', {})\n", + "('the beginning of this century', {})\n", + "('Fascist Trudeau', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Ministry of Climate Change', {})\n", + "('the Ministry of Environment & Climate Change Canada', {})\n", + "('ECCC', {})\n", + "('Winnipeg', {})\n", + "('the \"Environmental Enforcement Directorate', {})\n", + "(\"the Climate Communists'\", {})\n", + "('Keean Bexte', {})\n", + "('The Counter Signal', {})\n", + "('more than 50,000 square feet', {})\n", + "('the final days', {})\n", + "('the Impact Assessment Act', {})\n", + "('IAA', {})\n", + "('Ministerial \"Enforcement Officers', {})\n", + "(\"Trudeau's Climate Police\", {})\n", + "('Bexte', {})\n", + "('Climate Police', {})\n", + "('Saskatchewan', {})\n", + "('78 percent', {})\n", + "('FRIENDS', {})\n", + "('96%', {'type': 'PERCENT', 'label': 'unreliable'})\n", + "('An astounding 96 percent', {})\n", + "('96 percent', {})\n", + "('Heartland Institute', {})\n", + "('Fellow Anthony Watts', {})\n", + "('Requirements and Standards', {})\n", + "('at least 100 feet', {})\n", + "('more than 1,000', {})\n", + "('89 percent', {})\n", + "('at least 13 years', {})\n", + "(\"The Heartland Institute's\", {})\n", + "('H. Sterling Burnett', {})\n", + "(\"the Heartland Institute's\", {})\n", + "('Arthur B. Robinson Center on Climate and Environmental Policy', {})\n", + "('the spring', {})\n", + "('Burnett', {})\n", + "('Second', {})\n", + "('FARTS', {})\n", + "('Wellington', {})\n", + "(\"New Zealand's\", {})\n", + "('550', {})\n", + "('40 tons', {})\n", + "('Maori', {})\n", + "('September 2003', {})\n", + "('400', {})\n", + "('the New Zealand Parliament', {})\n", + "('more than 64,000', {})\n", + "('Tom Lambie', {})\n", + "('the Federated Farmers Union', {})\n", + "('Ed Dowd', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Dowd', {})\n", + "('the \"War Room', {})\n", + "('Cause Unknown', {})\n", + "('2021 to 2022', {})\n", + "('more than 1,650', {})\n", + "('24-year-old', {})\n", + "('Damar Hamlin', {})\n", + "('CPR', {})\n", + "('nine minutes', {})\n", + "('Peter McCullough', {})\n", + "('Hamlin', {})\n", + "('the \\xa0Epoch Times', {})\n", + "('29 per year', {})\n", + "('a month under 29', {})\n", + "(\"Steve Bannon's\", {})\n", + "('Frontpage Magazine', {})\n", + "('Greenfield', {})\n", + "('Murdochs', {})\n", + "('0.04 percent', {})\n", + "('only\\xa0four percent', {})\n", + "('Piers Corbyn', {})\n", + "('WeatherAction', {})\n", + "('U.K. Labor Party', {})\n", + "('Jeremy Corbyn', {})\n", + "('the Copernicus Climate Change Service', {})\n", + "('C3S', {})\n", + "('Freja Vambog', {})\n", + "('The previous summer', {})\n", + "('only a year old', {})\n", + "(\"the University of Reading 's Debate Society\", {})\n", + "('Corbyn', {})\n", + "('Ice', {})\n", + "('the centuries', {})\n", + "('around 500 to 800 years', {})\n", + "('around 500 to 800 years ago', {})\n", + "('200 percent', {})\n", + "('UMich', {})\n", + "('Yingxiao Zhang', {})\n", + "('Allison L. Steiner', {})\n", + "('Pollen', {})\n", + "('up to 40 days earlier in the spring', {})\n", + "('up to 19 days', {})\n", + "('the growing season', {})\n", + "('every precious day', {})\n", + "('Spring', {})\n", + "('Rockefeller Foundation', {'type': 'ORG', 'label': 'unreliable'})\n", + "('World Health Organization', {})\n", + "('WHO', {})\n", + "('Health Emergencies Program', {})\n", + "('Hub', {})\n", + "('the Rockefeller Foundation', {})\n", + "('George Soros', {})\n", + "('Around 88 percent', {})\n", + "('over $27 million', {})\n", + "('the last two decades', {})\n", + "('Chikwe Ihekweazu', {})\n", + "('Rajiv Shah', {})\n", + "('The WHO Pandemic Hub', {})\n", + "('Shah', {})\n", + "('Ickonic', {})\n", + "('David Icke', {})\n", + "('Rockefeller', {})\n", + "('Met Office', {})\n", + "('Christmas 2021', {})\n", + "('70s', {})\n", + "('11,512.6', {})\n", + "('August 2020', {})\n", + "('Trafalgar Square', {})\n", + "('more than 30', {})\n", + "('10 hours', {})\n", + "('Soderland', {})\n", + "('Gastro', {})\n", + "('about 10 percent', {})\n", + "('TV4', {})\n", + "('Can you Imagine Eating Human Flesh', {})\n", + "('Katy Perry', {})\n", + "('Creutzfeldt-Jakob', {})\n", + "('Kuru', {})\n", + "('CJD', {})\n", + "('55 years', {})\n", + "('a year', {})\n", + "('Pacific', {'type': 'LOC', 'label': 'unreliable'})\n", + "('Indian Ocean', {})\n", + "('709', {})\n", + "('Indian Oceans', {})\n", + "('larger than 10 hectares', {})\n", + "('24.7 acres', {})\n", + "('the 1980s', {})\n", + "('National Aeronautics and Space Administration', {})\n", + "('the Gravity Recovery and Climate Experiment', {})\n", + "('GRACE', {})\n", + "('between 2002 and 2014', {})\n", + "('June 21', {'type': 'DATE', 'label': 'unreliable'})\n", + "('the Daily Expose', {})\n", + "('Patrick Moore', {})\n", + "('October 2015', {})\n", + "('Moore', {})\n", + "('less than two million years', {})\n", + "('15 years', {})\n", + "('the environmental movement', {})\n", + "('Expose', {})\n", + "('SVB', {})\n", + "('KQED', {})\n", + "('Nearly half', {})\n", + "('at least $5 billion', {})\n", + "('FDIC', {})\n", + "('the Wall Street Journal', {})\n", + "('Kimberley Strassel', {})\n", + "('fed', {})\n", + "('Strassel', {})\n", + "('Solyndra', {})\n", + "('Fisker Automotive', {})\n", + "('the American Recovery and Reinvestment Act', {})\n", + "('June 2018', {})\n", + "('the next five years', {})\n", + "('Five years later', {})\n", + "('March 12', {})\n", + "('January 2023', {})\n", + "('the Copenhagen Climate Conference', {})\n", + "('the next five to seven years', {})\n", + "('the Arctic ice cap', {})\n", + "('2006', {})\n", + "('An Inconvenient Truth', {})\n", + "('as much as 20 feet', {})\n", + "('1880', {})\n", + "('between 1993 and 2021', {})\n", + "('3.8 inches', {})\n", + "('more than 1,100 years', {})\n", + "('20 feet', {})\n", + "(\"The Gateway Pundit 's\", {})\n", + "('Margaret Flavin', {})\n", + "('20-year-old', {})\n", + "('Gujarat', {})\n", + "('Infowars', {})\n", + "('$50 million', {})\n", + "('SEWA', {})\n", + "('the America-India Foundation', {})\n", + "('Adrienne Arsht-Rockefeller Foundation Resilience Center', {})\n", + "('the\\xa0Desai Foundation', {})\n", + "('the\\xa0Rockefeller Foundation', {})\n", + "('the\\xa0Council for Inclusive Capitalism', {})\n", + "('the\\xa0Algorand Foundation', {})\n", + "('Global Climate Resilience Fund for Women', {})\n", + "('the Self Empowered Women Association', {})\n", + "('the Self Employed Women’s Association', {})\n", + "('the Clinton Global Initiative', {})\n", + "('The\\xa0Council for Inclusive Capitalism', {})\n", + "('Lynn Forester De Rothschild', {})\n", + "('Central Bank Digital Currencies', {})\n", + "('Kansas City Federal Reserve Bank', {})\n", + "('Esther George', {})\n", + "('Jerome]', {})\n", + "('The Federal Reserve Bank', {})\n", + "('New York Innovation Center', {})\n", + "('Sydney', {})\n", + "('Lizard Island', {})\n", + "('Queensland', {})\n", + "('Breakthrough Energy', {})\n", + "('the Lowy Institute', {})\n", + "('the last five days', {})\n", + "('the Australian Open', {})\n", + "('$194 million', {})\n", + "('Gulfstream', {})\n", + "('$70 million', {})\n", + "('as many 18', {})\n", + "('Bombardier Challenger 350s', {})\n", + "('around $27 million', {})\n", + "('Signature Aviation', {})\n", + "('51 billion tons', {})\n", + "('59', {})\n", + "('around 1,600 tons', {})\n", + "('less than 5 tons', {})\n", + "('Transport & Environment', {})\n", + "('at least 150', {})\n", + "('Klara Maria Schenk', {})\n", + "('DECADES', {'type': 'DATE', 'label': 'unreliable'})\n", + "('Make Sunsets', {})\n", + "('Luke Iseman', {})\n", + "('Iseman', {})\n", + "('one gram', {})\n", + "('one-gram', {})\n", + "('one ton', {})\n", + "('a full year', {})\n", + "('Kelly Wanser', {})\n", + "('SilverLining', {})\n", + "('Solar', {})\n", + "('David Keith', {})\n", + "('Sunsets', {})\n", + "('Globalist', {'type': 'NORP', 'label': 'unreliable'})\n", + "('Robert Downey Jr.', {})\n", + "('late-night', {})\n", + "('their formative years', {})\n", + "('81.33 percent', {})\n", + "('206', {})\n", + "('68.67 percent', {})\n", + "('106', {})\n", + "('35.33 percent', {})\n", + "('91', {})\n", + "('30.33 percent', {})\n", + "('Chitosan', {})\n", + "('Astrophysicist', {'type': 'ORG', 'label': 'unreliable'})\n", + "('the past few months', {})\n", + "('United Kingdom Labor Party', {})\n", + "('Teslas', {})\n", + "('Galileo', {})\n", + "('San Francisco Bay', {'type': 'LOC', 'label': 'unreliable'})\n", + "('Some eight million', {})\n", + "('the San Francisco Bay Area', {})\n", + "('eight million', {})\n", + "('David Senn', {})\n", + "('the SF Bay Nutrient Management Strategy of the San Francisco Estuary Institute', {})\n", + "('the San Francisco Bay', {})\n", + "('multibillion-dollar', {})\n", + "('San Jose', {})\n", + "('Santa Clara Regional Wastewater Facility', {})\n", + "('Some 85 million gallons', {})\n", + "('Santa Clara', {})\n", + "('about 5.5 tons', {})\n", + "(\"San Francisco's\", {})\n", + "('55 million gallons', {})\n", + "('9.5 tons', {})\n", + "('Josh Sigurdson', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Schwab', {})\n", + "('Sigurdson', {})\n", + "('$390 million', {})\n", + "('$13.5 million', {})\n", + "('the Land Report', {})\n", + "('196', {})\n", + "('November 2016', {})\n", + "('mid-century', {})\n", + "('a few days', {})\n", + "(\"Josh Sigurdson's\", {})\n", + "('3,000', {})\n", + "('120 percent', {})\n", + "('3.2 gallons', {})\n", + "('5 gallons', {})\n", + "('almost 30 percent', {})\n", + "('DOE', {})\n", + "('$3 billion', {})\n", + "('$100 million', {})\n", + "('Reason', {})\n", + "('89 million', {})\n", + "('Britschgi', {})\n", + "('one hour', {})\n", + "('just last week', {})\n", + "('early February', {})\n", + "('Consumer Product Safety Commission', {})\n", + "('Richard Trumka Jr.', {})\n", + "('Alex Hoehn-Saric', {})\n", + "('RICE', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Rice', {})\n", + "('around 10 percent', {})\n", + "('two decades', {})\n", + "('about 80', {})\n", + "('Bjoern Ole Sander', {})\n", + "('the International Rice Research Institute', {})\n", + "('ten minute', {})\n", + "('80 percent', {})\n", + "('About 40 million pounds', {})\n", + "('2.8 million acres', {})\n", + "(\"Blacklock's Report\", {'type': 'WORK_OF_ART', 'label': 'unreliable'})\n", + "('Science and Inuit Quajimajatuquangit', {})\n", + "('Labrador', {})\n", + "('Manitoba', {})\n", + "('16,000', {})\n", + "('Inuit', {})\n", + "('Kennedy Hall', {})\n", + "('Jan. 4', {})\n", + "('Paul Nicklen', {})\n", + "('Catherine McKenna', {})\n", + "('2015 to 2019', {})\n", + "('McKenna', {})\n", + "('Nicklen', {})\n", + "('the Academy Award', {})\n", + "('up to', {})\n", + "('60 miles', {})\n", + "('David Attenborough', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('this entire century', {})\n", + "('100 or so years from 1992', {})\n", + "('up to the year 2099', {})\n", + "('each decade', {})\n", + "('2040', {})\n", + "('Agenda 2050', {})\n", + "('States', {})\n", + "('Agenda 2030', {})\n", + "('15-year', {})\n", + "('the end of 2030', {})\n", + "('UN Statistics Division', {})\n", + "('Goodall', {})\n", + "('Attenborough', {})\n", + "('Prince Philip', {})\n", + "('Population Matters', {})\n", + "('the past 20 years', {})\n", + "('A couple of years later', {})\n", + "('Royal Society for Arts', {})\n", + "('RSA', {})\n", + "('’s Lecture', {})\n", + "('People and Planet', {})\n", + "('the Overpopulation Project', {})\n", + "('Fifty years ago', {})\n", + "('about 3 billion', {})\n", + "('Thomas Malthus', {})\n", + "('16 March 2011', {})\n", + "('22', {})\n", + "('Julian Huxley', {})\n", + "('the British Eugenics Society', {})\n", + "('Huxley', {})\n", + "('Wellcome Trust', {})\n", + "('Trust', {})\n", + "('the Galton Institute', {})\n", + "('the Eugenics Society', {})\n", + "('Galton Institute', {})\n", + "('the Wellcome Trust', {})\n", + "('20 July 2012', {})\n", + "('Our Planet ‘', {})\n", + "('February 2021', {})\n", + "('Klaus', {})\n", + "('450 million', {})\n", + "('8 billion', {})\n", + "('Davos 2020', {})\n", + "('8 years', {})\n", + "('2-minute', {})\n", + "('8 years earlier', {})\n", + "('the Covid/Great Reset', {})\n", + "('the 1%', {})\n", + "('University of Oxford Imperial College London', {})\n", + "('Heathrow', {})\n", + "('Belfast', {})\n", + "('2029', {})\n", + "('between 2029 and 2049', {})\n", + "('2049', {})\n", + "('Exposé', {})\n", + "('the Climate Change Act', {})\n", + "('The remaining 50 percent', {})\n", + "('between 2030 and 2049', {})\n", + "('the past two and half years', {})\n", + "('HOAX', {})\n", + "('Ponzi', {})\n", + "('DC Democrats', {})\n", + "('poles', {})\n", + "('the next century', {})\n", + "('CCDC', {})\n", + "('The \"Church of Global Warming', {})\n", + "('Gulf', {})\n", + "('David Bekaert', {})\n", + "('the last Ice Age', {})\n", + "('Gulf Coast', {})\n", + "('Bekaert', {})\n", + "('about 17', {})\n", + "('0.67 inches', {})\n", + "('the Crescent City', {})\n", + "('150 mm', {})\n", + "('5.9', {})\n", + "('500 mm', {})\n", + "('19.7', {})\n", + "('the Mississippi River', {})\n", + "('Norco', {})\n", + "('Michoud', {})\n", + "('50 mm', {})\n", + "('1.97', {})\n", + "('The Bonnet Carre Spillway', {})\n", + "('the Pelican State', {})\n", + "('40 mm', {})\n", + "('1.57', {})\n", + "('two mm', {})\n", + "('0.04', {})\n", + "('0.08', {})\n", + "('Empire State Building', {})\n", + "('Chrysler Building', {})\n", + "('nearly 1.7 trillion pounds', {})\n", + "('140 million', {})\n", + "('Tom Parsons', {})\n", + "('the U.S. Geological Survey', {})\n", + "('Matt Wei', {})\n", + "(\"the Big Apple's\", {})\n", + "('Wei', {})\n", + "('Norfolk', {})\n", + "('millions of years ago', {})\n", + "('Softer', {})\n", + "('Finding Genius Podcast', {})\n", + "('Feldstein', {})\n", + "('Operation Warp Speed', {})\n", + "('Birth', {})\n", + "('tens of millions', {})\n", + "('the Centre for Biological Diversity', {})\n", + "('only two', {})\n", + "('the Green Cult', {})\n", + "('bush', {})\n", + "('The Jane Effect', {})\n", + "('Jane Goodall', {})\n", + "('just 450 million', {})\n", + "('50 million', {})\n", + "('Georgia Guidestones', {})\n", + "('500 million', {})\n", + "('next 10 years', {})\n", + "('the University of Oxford', {})\n", + "('Imperial College London', {})\n", + "('ICL', {})\n", + "('Between 2020 and 2029', {})\n", + "('the year 2050', {})\n", + "('Absolute Zero', {})\n", + "('the University of Cambridge', {})\n", + "('the University of Nottingham', {})\n", + "('the University of Bath', {})\n", + "('April 2021', {})\n", + "('just 12 years', {})\n", + "('Steve Wilson', {})\n", + "('Kenya', {})\n", + "('Amol Rajan', {})\n", + "('Breakthrough Energy Group', {})\n", + "('$70 million dollar', {})\n", + "('no fewer than', {})\n", + "('FOUR', {})\n", + "('$194 million dollars', {})\n", + "('Linnaeus University', {})\n", + "('Stefan Gössling', {})\n", + "('more than 213,000 miles', {})\n", + "('an estimated 1,760 tons', {})\n", + "('the World Bank', {})\n", + "('Conspiracy Theories', {})\n", + "('Epstein', {})\n", + "('Ash Kaira', {})\n", + "('Mars', {})\n", + "('814', {})\n", + "('Edwin', {})\n", + "('Sander van Diepen', {})\n", + "('LTO Nederland', {})\n", + "(\"the European Union's\", {})\n", + "('only about seven years', {})\n", + "('Insane', {'type': 'NORP', 'label': 'unreliable'})\n", + "('Agence France Presse', {})\n", + "('AFP News Agency', {})\n", + "('the Food and Agriculture Organization', {})\n", + "('Over 50 percent', {})\n", + "('about 80 percent', {})\n", + "('About 95 percent', {})\n", + "('around 10%', {})\n", + "('AFP', {})\n", + "('IRRI', {})\n", + "('centuries', {})\n", + "(\"Johnny Rotten's\", {})\n", + "('American Cousin (@EERCANE) ', {})\n", + "('Cody', {})\n", + "('Carolina Brew', {})\n", + "('Jeff Bezos', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('$124 billion', {})\n", + "('Lauren Sanchez', {})\n", + "('Bezos', {})\n", + "('American Dream', {})\n", + "('the Bloomberg Billionaires Index', {})\n", + "('Bezos Earth Fund', {})\n", + "('417-foot', {})\n", + "('Sanchez', {})\n", + "('more than five million', {})\n", + "('two consecutive quarters', {})\n", + "('the Great Reset:', {'type': 'FAC', 'label': 'unreliable'})\n", + "('The Great Reset: A Paradigm Shift', {})\n", + "('a Sinister Ploy', {})\n", + "('Trojan', {})\n", + "('The Great Reset’s', {})\n", + "('Puppet Master', {})\n", + "('the Bill & Melinda Gates Foundation', {})\n", + "('the Gates Foundation', {})\n", + "('Vaccines', {})\n", + "('the Emergency Use Authorization', {})\n", + "('8 to 10 years', {})\n", + "('Phase 1', {})\n", + "('Phase 2', {})\n", + "('thousands to tens of thousands', {})\n", + "('the US Food and Drug Administration', {})\n", + "('the European Medicines Agency', {})\n", + "('EMA', {})\n", + "('The Emergency Use Authorization', {})\n", + "('Melinda Gates Foundation', {})\n", + "('the Coalition for Epidemic Preparedness Innovations', {})\n", + "('CEPI', {})\n", + "('Gavi', {})\n", + "('the Vaccine Alliance', {})\n", + "('EUA', {})\n", + "('the UK Medicine Regulator', {})\n", + "('MHRA', {})\n", + "('980,000', {})\n", + "('over $3 million', {})\n", + "('$20 million', {})\n", + "('Moderna', {})\n", + "('up to $100 million', {})\n", + "('September 2019', {})\n", + "('the Gates Foundation’s', {})\n", + "('Ovarian Cancer', {})\n", + "('an astounding $75 billion', {})\n", + "('the European Medicine Agency’s', {})\n", + "('Pfizer COVID-19', {})\n", + "('12 to 15', {})\n", + "('Spain', {})\n", + "('Italy', {})\n", + "('760%', {})\n", + "('to week 12 of 2023', {})\n", + "('The World Economic Forum', {})\n", + "('The Power of Discernment', {})\n", + "('ivermectin', {})\n", + "('Department for Business, Energy and Industrial Strategy', {})\n", + "('4.4 percent', {})\n", + "('30-day', {})\n", + "('one-week', {})\n", + "('Jet', {})\n", + "('some 175,000', {})\n", + "('Millions of tons', {})\n", + "('43,000ft (13km', {})\n", + "('60 degrees', {})\n", + "('the Shetland Islands', {})\n", + "('Falklands', {})\n", + "('at least 13 million tons', {})\n", + "('spring', {})\n", + "('about 2 degrees Celsius', {})\n", + "('more than two days', {})\n", + "('less than one percent', {})\n", + "('nearly $11.5 billion', {})\n", + "('Wake Smith', {})\n", + "('Smith', {})\n", + "('Obamas', {})\n", + "('David King', {})\n", + "('the Centre for Climate Repair', {})\n", + "('CCR', {})\n", + "('Shaun Fitzgerald', {})\n", + "('Jaap Hanekamp', {})\n", + "('University College Roosevelt', {})\n", + "('Middleburg', {})\n", + "('Hanekamp', {})\n", + "('William Briggs', {})\n", + "('The Epoch Times', {})\n", + "('Article by Alex Newman', {})\n", + "('21 \\xa0Conference of the Parties', {})\n", + "('the next 15 years', {})\n", + "('around 2030', {})\n", + "('at least 15 years', {})\n", + "('Communist', {})\n", + "('between now and 2025', {})\n", + "('Global Energy Monitor’s', {})\n", + "('the Global Carbon Project', {})\n", + "('about 5 billion tons', {})\n", + "('about 11.5 billion', {})\n", + "('1975', {})\n", + "('around 3 cents', {})\n", + "('15 cents', {})\n", + "('Later that year', {})\n", + "('around $4', {})\n", + "('Almost 80 percent', {})\n", + "('almost half a million', {})\n", + "('around 200,000', {})\n", + "('about $20,000', {})\n", + "('over $2.5 trillion', {})\n", + "('Global Policy', {})\n", + "('0.05 degrees C', {})\n", + "('0.086 degrees', {})\n", + "('Science Czar”', {})\n", + "('John Holdren', {})\n", + "('Human Ecology', {})\n", + "('Holdren', {})\n", + "('the UN Framework Convention on Climate Change Christiana Figueres', {})\n", + "('Figueres', {})\n", + "('about one third', {})\n", + "('at least 150 years', {})\n", + "('the Industrial Revolution', {})\n", + "('Feb. 4, 2015', {})\n", + "('Five years', {})\n", + "('the UN Intergovernmental Panel on Climate Change’s', {})\n", + "('Ottmar Edenhofer', {})\n", + "('NZZ Online', {})\n", + "('Politburo', {})\n", + "('Klein Ltd.', {})\n", + "('Retired Princeton', {})\n", + "('William Happer', {})\n", + "('a fraction', {})\n", + "('the U.S. House of Representatives', {})\n", + "('Dec. 2', {})\n", + "('Article 145.I', {})\n", + "('less than two and a', {})\n", + "('Orly', {})\n", + "('Lyon', {})\n", + "('Nantes', {})\n", + "('Bordeaux', {})\n", + "('Reports', {})\n", + "('Rennes', {})\n", + "('Marseille', {})\n", + "('several months', {})\n", + "('Clement Beaune', {})\n", + "('Karima Delli', {})\n", + "('the Green Party', {})\n", + "('four hours', {})\n", + "('Thomas Gelin', {})\n", + "('European Union', {})\n", + "('around 60 percent', {})\n", + "('three-day', {})\n", + "('Dec. 3 to 4', {})\n", + "('SNCF', {})\n", + "(\"New Year's\", {})\n", + "('Trains à Grande Vitesse', {})\n", + "('TGV', {})\n", + "('Trains', {})\n", + "('About four', {})\n", + "('Intercity', {})\n", + "('Dec. 3', {})\n", + "('Dec. 8', {})\n", + "('Haalan', {})\n", + "('1.9', {})\n", + "('Hawley pressing Haalan', {})\n", + "('the last 20 years', {})\n", + "('more than three million', {})\n", + "('January of 2021', {})\n", + "('Article by', {})\n", + "('Jim Hoft', {})\n", + "('seven kilometers', {})\n", + "('162 million tons', {})\n", + "('every single day', {})\n", + "('600,000', {})\n", + "('Hiroshima', {})\n", + "('December 13, 2008', {})\n", + "('the North Polar Ice Cap', {})\n", + "('Al', {})\n", + "('North', {})\n", + "('5 years', {})\n", + "('the North Pole', {})\n", + "('14 years ago', {})\n", + "('January 2006', {})\n", + "('At least 8', {})\n", + "('Hochul', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Marc Morano', {})\n", + "('more than 6%', {})\n", + "('$200 million', {})\n", + "('up to 800,000', {})\n", + "('under $75,000', {})\n", + "('#\\r Climate', {})\n", + "('Just a few days earlier', {})\n", + "('the Consumer Product Safety Commission', {})\n", + "('Energy Affordability Guarantee', {})\n", + "('the New Yorker', {})\n", + "('Andreas Malm', {})\n", + "('Swedish Security Service', {})\n", + "('SAPO', {})\n", + "('anti-Earth', {})\n", + "('Malm', {})\n", + 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Permanente', {})\n", + "('Humana', {})\n", + "('the Tennessee Department of Health', {})\n", + "('Joe Smyser', {})\n", + "('Stanford University', {})\n", + "('the \"Vitality Project', {})\n", + "(\"The New York City Health Department's\", {})\n", + "('Shots Heard', {})\n", + "('the United Nations Verified Initiative', {})\n", + "('the Vaccine Confidence Project', {})\n", + "('Team Halo', {})\n", + "('Mary Talley Bowden', {})\n", + "('Stanford', {})\n", + "('Zachary Rubin', {})\n", + "('Christina Kim', {})\n", + "('Bowden', {})\n", + "('Houston Methodist Hospital', {})\n", + "('the following months', {})\n", + "('Houston Chronicle', {})\n", + "('Savannah', {})\n", + "('Asian', {})\n", + "('AI – Brighteon', {'type': 'FAC', 'label': 'unreliable'})\n", + "('the Fourth Industrial Revolution', {})\n", + "('Mitson', {})\n", + "('Bobinski', {})\n", + "('Corporate Strategy in the Age of AI', {})\n", + "('The \"Keep The Republic', {})\n", + "('Brad Little', {})\n", + "('Keep The Republic', {})\n", + "('the Toronto Star', {})\n", + "('Daniel Bobinski', {})\n", + "('4 p.m.', {})\n", + "('anesthesia', {})\n", + "(\"the United Kingdom's\", {})\n", + "('National Health Service', {})\n", + "('NHS', {})\n", + "('early 2024', {})\n", + "('The European Union', {})\n", + "('Jan. 1, 2026', {})\n", + "('an average day', {})\n", + "('500 kilograms', {})\n", + "(\"the Aneurin Bevan University Health Board's\", {})\n", + "('25 kg', {})\n", + "('Desflurane', {})\n", + "('2,590', {})\n", + "('240 ml bottle', {})\n", + "('886 kg', {})\n", + "('Centre for Sustainable Healthcare', {})\n", + "('Sevoflurane', {})\n", + "('just 130', {})\n", + "('almost 300', {})\n", + "('more than 100 years', {})\n", + "(\"the '90s\", {})\n", + "(\"the '60s\", {})\n", + "(\"'70s\", {})\n", + "('about 20 minutes', {})\n", + "('70 years', {})\n", + "('the 1950s', {})\n", + "('Antarctic', {})\n", + "('Activist', {})\n", + "('Justin Rowlatt', {})\n", + "('Rowlatt', {})\n", + "('the South Pole', {})\n", + "('1957', {})\n", + "('Morrison', {})\n", + "('Singh', {})\n", + "('Polvani', {})\n", + "('at least the past seven decades', {})\n", + "('Antarctic sea', {})\n", + "('147', {})\n", + "('26,500,000', {})\n", + "('0.0005 percent', {})\n", + "('about 200,000 years', {})\n", + "('Aussie', {})\n", + "('COW', {})\n", + "(\"Gates' Breakthrough Energy Ventures\", {})\n", + "('BEV', {})\n", + "('Harvest Road Group', {})\n", + "('$12 million', {})\n", + "('Perth', {})\n", + "('Western Australia', {})\n", + "('more than 85 percent', {})\n", + "('two tons', {})\n", + "('The Indian Council of Agricultural Research', {})\n", + "(\"the United Nations' Intergovernmental Panel on Climate Change\", {})\n", + "('80', {})\n", + "('the first 20 years', {})\n", + "('around 30 percent', {})\n", + "('32 percent', {})\n", + "('Carmichael Roberts', {})\n", + "('over 100', {})\n", + "('103rd', {})\n", + "('Michael Fullilove', {})\n", + "('around six percent', {})\n", + "('six percent', {})\n", + "(\"Bill Clinton's\", {})\n", + "('one billion', {})\n", + "('Unless America', {})\n", + "('just a few million', {})\n", + "('about a billion', {})\n", + "('John Nolte', {})\n", + "('0-47', {})\n", + "('GPS', {})\n", + "('over 300%', {})\n", + "('Advance Democracy', {})\n", + "('Perkins Coie', {})\n", + "('between April 2016 and October 2016', {})\n", + "('Fusion', {})\n", + "('6,051,251', {})\n", + "('Yonder', {})\n", + "('New Knowledge', {})\n", + "('the\\xa0 NY Times', {})\n", + "('Net Zero Asset Managers', {})\n", + "('the Steering Committee for Climate Action', {})\n", + "('NZAM', {})\n", + "('Mark Brnovich', {})\n", + "('• Florida', {})\n", + "('CFO', {})\n", + "('early 2023', {})\n", + "('• Texas', {})\n", + "('Texans', {})\n", + "('• Louisiana', {})\n", + "('$794 million', {})\n", + "('BlackRock, Inc.', {})\n", + "('approximately $500 million', {})\n", + "('• Utah', {})\n", + "('Fidelity Investments', {})\n", + "('State Street Global Advisors', {})\n", + "('Morgan Stanley', {})\n", + "('JPMorgan Chase', {})\n", + "('• Brookfield Asset Management', {})\n", + "('• Coutts & Co.', {})\n", + "('• Rockefeller Asset Management', {})\n", + "('• Rothschild & Co Asset Management Europe', {})\n", + "('Royal London Asset Management', {})\n", + "('the Federal Energy Regulatory Commission', {})\n", + "(\"Consumers' Research Executive\", {})\n", + "('the Environmental, Social and Governance', {})\n", + "('just last year', {})\n", + "('FERC', {})\n", + "('FTX', {})\n", + "('December 1', {})\n", + "(\"The International Energy Agency's\", {})\n", + "('Jimmy Patronis', {})\n", + "('Treasury Division', {})\n", + "('Patronis', {})\n", + "('Jack Bogle', {})\n", + "('the Vanguard Group', {})\n", + "('Bogle', {})\n", + "('290', {})\n", + "('State Street', {})\n", + "('JPMorgan Asset Management', {})\n", + "('Legal & General', {})\n", + "('Fidelity', {})\n", + "('Pimco', {})\n", + "('Gaia Vance', {})\n", + "('another 200 million', {})\n", + "('The World Bank', {})\n", + "('216 million', {})\n", + "('86 million', {})\n", + "('Global Risks Report 2022', {})\n", + "('nativist', {})\n", + "('many decades', {})\n", + "('WOKE', {})\n", + "('Citigroup', {})\n", + "('Morgan Chase', {})\n", + "('Wells Fargo', {})\n", + "('Epoch Times', {})\n", + "('Laura Ingraham', {})\n", + "('the Missouri AG', {})\n", + "('Watch Glenn Beck', {})\n", + "('Slow Food', {'type': 'ORG', 'label': 'unreliable'})\n", + "('Uganda', {})\n", + "('almost 37 percent', {})\n", + "('Edward Mukiibi', {})\n", + "('Mukiibi', {})\n", + "('Aryn Baker', {})\n", + "('Baker', {})\n", + "('Eric Worrall', {})\n", + "('the Black Sea', {})\n", + "('Foreign Ministry', {})\n", + "('Maria Zakharova', {})\n", + "('September 29', {})\n", + "('the Russian Agricultural Bank', {})\n", + "('Zakharova', {})\n", + "('Rosselkhozbank', {})\n", + "('Black Sea', {})\n", + "('John-Henry Westen', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Morano', {})\n", + "('around seven percent', {})\n", + "('One year later', {})\n", + "('almost overnight', {})\n", + "(\"the United Nations' Intergovernmental Panel on Climate Change (IPCC\", {})\n", + "('IPCC', {})\n", + "('Leonardo DiCaprio', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Dan Emmett', {})\n", + "('Ann Carlson', {})\n", + "('UCLA', {})\n", + "('Sher Edling', {})\n", + "('DiCaprio', {})\n", + "('the Leonardo DiCaprio Foundation', {})\n", + "('Government Accountability & Oversight', {})\n", + "('GAO', {})\n", + "('Emmett', {})\n", + "('Carlson', {})\n", + "('Chuck Savitt', {})\n", + "(\"Sher Edling's\", {})\n", + "('Terry Tamminen', {})\n", + "(\"the Leonardo DiCaprio Foundation's\", {})\n", + "('between 2016 and 2019', {})\n", + "('the UCLA Emmett Institute on Climate Change & the Environment', {})\n", + "('July 22, 2017', {})\n", + "('three days', {})\n", + "('Savitt', {})\n", + "('Edling', {})\n", + "('the Collective Action Fund for Accountability, Resilience and Adaptation', {})\n", + "('Resources Legacy Fund', {})\n", + "('the Collective Action Fund', {})\n", + "('37', {})\n", + "('Titanic', {})\n", + "('the Rockefeller Brothers Fund', {})\n", + "('Chris Horner', {})\n", + "('Between 2017 and 2020', {})\n", + "('RLF', {})\n", + "('more than $5.2 million', {})\n", + "('the Texas State Legislature', {})\n", + "('March 29', {})\n", + "('below 18 years old', {})\n", + "('the Texas Medical Board', {})\n", + "('Donna Campbell', {})\n", + "('Sept. 1, 2023', {})\n", + "('Campbell', {})\n", + "('Jose Menendez', {})\n", + "('90 days', {})\n", + "('the Texas Senate', {})\n", + "('MTF', {})\n", + "('GOP State', {})\n", + "('Mayes Middleton', {})\n", + "('March 28', {})\n", + "('HB', {})\n", + "('K-12', {})\n", + "('tertiary', {})\n", + "('Valoree Swanson', {})\n", + "(\"HB 25's\", {})\n", + "('Texas Tribune', {})\n", + "('JD Rucker', {})\n", + "('the Kentucky General Assembly', {})\n", + "('West Oakland', {})\n", + "('More than 130', {})\n", + "('Rachel Morello-Frosch', {})\n", + "('Toxic Tides', {})\n", + "('UC Berkeley', {})\n", + "(\"West Oakland's\", {})\n", + "('75-year-old', {})\n", + "('Margaret Gordon', {})\n", + "('Gordon', {})\n", + "('The Club of Rome', {'type': 'ORG', 'label': 'unreliable'})\n", + "('Brandon Smith', {})\n", + "('IMF', {})\n", + "('SDR', {})\n", + "('1971', {})\n", + "('the early 1970s', {})\n", + "('the beginning of the end for the west', {})\n", + "('Jimmy Carter', {})\n", + "('Clinton Administration', {})\n", + "('Strobe Talbot', {})\n", + "('Council on Foreign Relations', {})\n", + "('Richard Gardner', {})\n", + "('Foreign Affairs Magazine', {})\n", + "('1974', {})\n", + "('William James', {})\n", + "('Philosopher Kings', {})\n", + "('Plato’s Republic', {})\n", + "('EMBRACE', {})\n", + "('Infection Fatality Rate', {})\n", + "('0.23%', {})\n", + "('at least 1972', {})\n", + "('the Club Of Rome', {})\n", + "('‘The Limits Of Growth’', {})\n", + "('MIT', {})\n", + "('Twenty years later', {})\n", + "('the Australian Public Broadcasting Service', {})\n", + "('50 years ago', {})\n", + "('half a century', {})\n", + "('Club', {})\n", + "('Greg Miller', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Freight Waves', {})\n", + "('just 6.1 percent', {})\n", + "('several years', {})\n", + "('Jefferies', {})\n", + "('Omar Nokta', {})\n", + "('several dismal years', {})\n", + "('the two worst years', {})\n", + "('three-year', {})\n", + "('Miller', {})\n", + "('last 20-25 years', {})\n", + "('the latter years', {})\n", + "('covid hysteria', {})\n", + "('Bob Burke', {})\n", + "('Ridgebury Tankers', {})\n", + "('two and a half years from now', {})\n", + "('Maersk Tankers', {})\n", + "('Christian Ingerslev', {})\n", + "('Gregory Wrightstone', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('the CO2 Coalition', {})\n", + "('97 percent', {})\n", + "('The \"97 percent', {})\n", + "('just 45 percent', {})\n", + "('less than half', {})\n", + "('NaturalNews.com University of Canterbury', {'type': 'ORG', 'label': 'unreliable'})\n", + "('November 29', {})\n", + "('Hiscox', {})\n", + "('Heinemann', {})\n", + "('Wimpy', {})\n", + "('Popeye', {})\n", + "('the Cult of Climate Change', {})\n", + "('University of Canterbury', {})\n", + "('Tessa Hiscox', {})\n", + "('Jack Heinemann', {})\n", + "('BILLIONS', {'type': 'CARDINAL', 'label': 'unreliable'})\n", + "('American tax dollars', {})\n", + "('Partnerships for Climate-Smart Commodities', {})\n", + "('GE', {})\n", + "('USDA', {})\n", + "('$2.8 billion', {})\n", + "('more than $3 billion', {})\n", + "('bison', {})\n", + "('$7 million and $5 million', {})\n", + "('Verified Regenerative Bison Products', {})\n", + "('Cheyenne', {})\n", + "('Arapaho Tribes', {})\n", + "('Climate-Smart Commodities', {})\n", + "('Lincoln University', {})\n", + "('The Institute for Strategic Dialogue', {})\n", + "('Deny, Deceive, Delay: Documenting and Responding to Climate Disinformation at COP26 & Beyond', {})\n", + "('Exposé News', {})\n", + "('the Centre for the Analysis of Social Media', {})\n", + "('the Conscious Advertising Network', {})\n", + "('CAN', {})\n", + "('Climate Nexus', {})\n", + "(\"a 'War Room'\", {})\n", + "('at least 16', {})\n", + "('507,000', {})\n", + "('Bjorn Lomborg', {})\n", + "(\"North America's\", {})\n", + "('Soros', {})\n", + "('Swiss', {'type': 'NORP', 'label': 'unreliable'})\n", + "('Jerome R. Corsi', {})\n", + "('Ph.D.', {})\n", + "('1827', {})\n", + "('Jean Baptiste', {})\n", + "('Joseph Fourier', {})\n", + "('Terrestre', {})\n", + "('IR', {})\n", + "('some 200 years', {})\n", + "('Allmendinger', {})\n", + "('the\\xa0 International Journal of Physical Sciences', {})\n", + "('O2', {})\n", + "('The Refutation of the Climate Greenhouse Theory', {})\n", + "('Environmental Pollution and Climate Change', {})\n", + "('CO2, O2', {})\n", + "('N2', {})\n", + "('argon', {})\n", + "('The Real Cause of Global Warming', {})\n", + "('the\\xa0 SciFed Journal of Global Warming', {})\n", + "('Thomas Kuhn', {})\n", + "('The Structure of Scientific Revolutions', {})\n", + "('Thomas Allmendinger', {})\n", + "(\"The Organic Prepper 's\", {})\n", + "('Aden Tate', {})\n", + "('Tate', {})\n", + "('Super AI', {})\n", + "('Midjourney', {})\n", + "('Grammarly', {})\n", + "('Jarvis', {})\n", + "('Iron Man', {})\n", + "('Initially', {})\n", + "('Danielle Jones', {})\n", + "('OBGYN', {})\n", + "('RNA', {})\n", + "('the Centers for Disease Control and Prevention', {})\n", + "('the Public Health Communications Collaborative', {})\n", + "('the CDC Foundation', {})\n", + "('between 1930s pre-Holocaust and 2020s', {'type': 'DATE', 'label': 'unreliable'})\n", + "('Never Again', {})\n", + "('Vera Sharav', {})\n", + "('Jan. 30', {})\n", + "('Michoel Green', {})\n", + "('Orthodox', {})\n", + "('Green', {})\n", + "('the 1930s', {})\n", + "('Polish', {})\n", + "('the U.S. Holocaust Memorial Museum', {})\n", + "('non-Jewish', {})\n", + "('Poles', {})\n", + "('Shanghai', {})\n", + "(\"the Chinese Communist Party's\", {})\n", + "('Charlie Baker', {})\n", + "('The Sentinel Report', {})\n", + "('Alex Newman', {})\n", + "('Ministry of Truth', {'type': 'ORG', 'label': 'unreliable'})\n", + "('Match Biden', {})\n", + "('Wikipedia', {})\n", + "('More than 70', {})\n", + "('Article by Allum Bokhari', {})\n", + "('the\\xa0National Bureau of Economic Research', {})\n", + "('more than a few months', {})\n", + "('Jimmy Wales', {})\n", + "('Rosdiana Ciaravolo', {})\n", + "('the United Kingdom’s', {})\n", + "('Julius Shiskin', {})\n", + "('the White House Council of Economic Advisers Cecilia Rouse', {})\n", + "('at least two quarters', {})\n", + "('More than a dozen', {})\n", + "('Munich', {})\n", + "('Eastern Germany', {})\n", + "('at least $1.5 million', {})\n", + "('Bavaria to Trieste', {})\n", + "('the past few weeks', {})\n", + "('nearly every day', {})\n", + "('Olaf Scholtz', {})\n", + "('Green Party', {})\n", + "('Scholtz', {})\n", + "('Aimee van Baalen', {})\n", + "('Nancy Faeser', {})\n", + "('1,600', {})\n", + "('as much as six months', {})\n", + "('up to a year', {})\n", + "('the River Thames', {})\n", + "('more than 40 hours', {})\n", + "('2.5 years', {})\n", + "('Formula 1', {})\n", + "('A22', {})\n", + "('Office of Climate & Environmental Justice', {})\n", + "(\"New York City's\", {})\n", + "('EcoData', {})\n", + "('American Express', {})\n", + "('Health + Hospitals', {})\n", + "('Adams', {})\n", + "('Beyond Meat and Impossible Foods', {})\n", + "(\"a hundred thousand years' time\", {})\n", + "('the Global Climate Intelligence Group', {})\n", + "('the Climate Intelligence Foundation', {})\n", + "('GCIG', {})\n", + "('Belgium', {})\n", + "('Chile', {})\n", + "('Greece', {})\n", + "('Hungary', {})\n", + "('the Netherlands', {})\n", + "('the Little Ice Age', {})\n", + "('around the 13th or 14th century', {})\n", + "('Intergovernmental Panel on Climate Change', {})\n", + "('the \"Health Ranger Report', {})\n", + "('One year ago', {})\n", + "('some 1,140', {})\n", + "('About 13 percent', {})\n", + "('The Brennan Center for Justice', {})\n", + "('Technocracy.news', {})\n", + "('Oslo', {})\n", + "('Videos', {})\n", + "('Stopp Oljeletinga', {})\n", + "('Stop Oil Exploration', {})\n", + "('Astrid Rem', {})\n", + "('64 percent', {})\n", + "('late October', {})\n", + "('Letzte Generation', {})\n", + "('Claude Monet', {})\n", + "('Potsdam Museum', {})\n", + "('#MashedPotatoes', {})\n", + "(\"Johannes Vermeer's\", {})\n", + "('Belgian', {})\n", + "('Museo Nacional del Prado', {})\n", + "('Madrid', {})\n", + "('Francisco de Goya', {})\n", + "(\"Intergovernmental Panel on Climate Change's\", {})\n", + "('1.5 degrees Celsius', {})\n", + "('2.7 degrees', {})\n", + "('Paul Ehrlich', {})\n", + "('The Population Bomb', {})\n", + "('Ehrlich', {})\n", + "('coming decades', {})\n", + "('Smithsonian Magazine', {})\n", + "(\"Ron Howard's\", {})\n", + "('Inferno', {})\n", + "('Bertrand Zobrist', {})\n", + "('TED Talk-like', {})\n", + "('Joseph Vazquez', {})\n", + "('Zobrist', {})\n", + "(\"the '70s\", {})\n", + "('1960', {})\n", + "('channel Ehrlich', {})\n", + "(\"'The Population Bomb\", {})\n", + "('Margi Murphy', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Murphy', {})\n", + "('Energy Policy Advocates', {})\n", + "('WhatsApp', {})\n", + "('Signal', {})\n", + "('Associated Press ', {})\n", + "('Climate Feedback', {})\n", + "('Steve Koonin', {})\n", + "('the week', {})\n", + "('Watts', {})\n", + "('The Sierra Club', {'type': 'ORG', 'label': 'unreliable'})\n", + "('Homeowners', {})\n", + "('Jerry Sonnenberg', {})\n", + "('R-Colo.', {})\n", + "('Denver Gazette', {})\n", + "('R', {})\n", + "('Colo.', {})\n", + "('around 61 percent', {})\n", + "('Another 19 percent', {})\n", + "('just 20 percent', {})\n", + "('Colorado Oil and Gas Association', {})\n", + "('Dan Haley', {})\n", + "('Sierra Club', {})\n", + "('Sonnenberg', {})\n", + "('up to decade', {})\n", + "('winters', {})\n", + "('up to ten years', {})\n", + "('Peter Caddle', {})\n", + "('Fears', {})\n", + "('this coming winter', {})\n", + "('up to a decade', {})\n", + "('Les 5 à', {})\n", + "('la facture énergétique de 770', {})\n", + "('Tinne Van der Straeten', {})\n", + "('Abundance', {})\n", + "('Macron Warns', {})\n", + "('Romanian', {})\n", + "('Terhes', {})\n", + "('TCS', {})\n", + "('The Ministry of Environment & Climate Change Canada', {})\n", + "('Firearms Storage', {})\n", + "('The Globalist War', {})\n", + "('85%', {})\n", + "('Sri Lankan', {})\n", + "('$450 million', {})\n", + "('Rajanganaya', {})\n", + "('2.5 acres', {})\n", + "('Sri Lanka’s', {})\n", + "('$1.3 billion', {})\n", + "('71 percent', {})\n", + "('23 years', {})\n", + "('Situation Update', {})\n", + "('Thomas Renz', {})\n", + "('intel', {})\n", + "('each day', {})\n", + "('Telegram', {})\n", + "('Ghost World', {})\n", + "('The Global Reset Survival Guide', {})\n", + "('The Contagious Mind', {})\n", + "('Resilient Prepping', {})\n", + "('NaturalNews.com', {})\n", + "('Amazon.com', {})\n", + "('ICP-MS', {})\n", + "('Bank Term Funding Program', {})\n", + "('BTFP', {})\n", + "('up to one year', {})\n", + "('U.S. Treasuries', {})\n", + "('the Department of the Treasury', {})\n", + "('up to $25 billion', {})\n", + "('the Exchange Stabilization Fund', {})\n", + "('Silicon Valley Bank and Signature Bank', {})\n", + "('Board', {})\n", + "('just 4 days ago', {})\n", + "('50bps', {})\n", + "('about 48 hours', {})\n", + "('Bill Ackman', {})\n", + "('DEATH', {'type': 'ORG', 'label': 'unreliable'})\n", + "('more than $250 million', {})\n", + "('at least 65,000', {})\n", + "('the next three years', {})\n", + "('the Department of Agriculture, Food', {})\n", + "('Marine', {})\n", + "('37.5 per cent', {})\n", + "('Kerrygold', {})\n", + "('White House’s', {'type': 'ORG', 'label': 'unreliable'})\n", + "('the\\xa0Office of Environmental Justice', {})\n", + "('Office of Environmental Justice', {})\n", + "('H.R. 1', {})\n", + "('the Lower Energy Costs Act', {})\n", + "('Alfredo Ortiz', {})\n", + "('the Job Creators Network', {})\n", + "('Ortiz', {})\n", + "('Wayne Crews', {})\n", + "('Peter Navarro', {})\n", + "(\"Taking Back Trump's America\", {})\n", + "('Navarro', {})\n", + "('East Palestine', {})\n", + "(\"Taking Back Trump's\", {})\n", + "('the Daily Mail', {})\n", + "('Powering Up Britain', {})\n", + "('the Global Methane Pledge', {})\n", + "('Green Alliance', {})\n", + "('Dustin Benson', {})\n", + "('the National Food Strategy of', {})\n", + "('Department for Environment', {})\n", + "('Vicki Hird', {})\n", + "('Sustain', {})\n", + "('around 14 percent', {})\n", + "('Downing Street', {})\n", + "('92 percent', {})\n", + "('2037', {})\n", + "('between 2033 and 2037', {})\n", + "('Tom Burke', {})\n", + "('E3G', {})\n", + "('3.1 million acres', {})\n", + "('the Irish Daily Mail', {})\n", + "('Freedom of Information', {})\n", + "('up to 86,500', {})\n", + "('20,000 acres', {})\n", + "('875,000 hectares', {})\n", + "('up to 302,000', {})\n", + "('Mattie McGrath', {})\n", + "('Teachtai Dála', {})\n", + "('McGrath', {})\n", + "('Taoiseach Leo Vradkar', {})\n", + "('Agriculture', {})\n", + "('Charlie McConalogue', {})\n", + "('Nature Restoration Law', {})\n", + "(\"Irish Farmers' Association\", {})\n", + "('Stephen Canavan', {})\n", + "('the English Government', {})\n", + "('Susan Duclos', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Edible Insects', {})\n", + "('WISN', {})\n", + "('1970', {})\n", + "('the Smithsonian Institute', {})\n", + "('between 75 and 80 percent', {})\n", + "('Line Magazine -\\xa0', {})\n", + "('1985', {})\n", + "('one half', {})\n", + "('the year 2000', {})\n", + "('some 70 million', {})\n", + "('the 70s', {})\n", + "('Pete Gunter -\\xa0', {})\n", + "('James Hansen', {})\n", + "('nearly 2 degrees', {})\n", + "('the last 100,000 years', {})\n", + "('Two years later', {})\n", + "('Hansen', {})\n", + "('the Hudson River', {})\n", + "('July 23, 2022', {})\n", + "('7/17-7/23', {})\n", + "('Maria', {})\n", + "('NYT', {})\n", + "('• Turns', {})\n", + "('Summers', {})\n", + "('Lyle', {})\n", + "('Nickerson', {})\n", + "('Yellowjackets', {})\n", + "('Tenebrio', {})\n", + "('Nicholas Harris', {})\n", + "('UnHerd', {})\n", + "('five-foot', {})\n", + "('Cassandra', {})\n", + "('United Nations Conference of the Parties', {})\n", + "('COP', {})\n", + "('Texas A&M', {'type': 'ORG', 'label': 'unreliable'})\n", + "('NTD', {})\n", + "('Texas A&M University', {})\n", + "('the Qingdao\\xa0National Laboratory for Marine Science and Technology', {})\n", + "('February 2022', {})\n", + "('$2 million', {})\n", + "('the International Laboratory for High-Resolution Earth System Prediction', {})\n", + "('The Department of Defense', {})\n", + "('TAMU', {})\n", + "('the Senate Foreign Relations Committee', {})\n", + "('Senate Select Committee on Intelligence', {})\n", + "(\"the People's Republic of China\", {})\n", + "('The College Station', {})\n", + "('the Federal Bureau of Investigation', {})\n", + "('M. Katherine Banks', {})\n", + "('John Sharp', {})\n", + "('Jamil N. Jaffer', {})\n", + "('Jaffer', {})\n", + "('the National Security Institute', {})\n", + "(\"George Mason University 's\", {})\n", + "('Antonin Scalia Law School', {})\n", + "('Cheng', {})\n", + "('Guangdong University of Technology', {})\n", + "('2012 to', {})\n", + "('the Department of Justice', {})\n", + "('SHUTTERED', {})\n", + "('some 54,000', {})\n", + "('around one-fifth', {})\n", + "('Thousands upon thousands', {})\n", + "('The Burning Platform', {})\n", + "('the Middle Ages', {})\n", + "('Between 2016-2019', {'type': 'DATE', 'label': 'unreliable'})\n", + "('1,114', {})\n", + "('1,130', {})\n", + "('98.6 percent', {})\n", + "('1.4 percent', {})\n", + "('The World Professional Association for Transgender Health', {})\n", + "('About 20 percent', {})\n", + "('around $40,000', {})\n", + "('Vanderbilt Hospital', {})\n", + "('Vanderbilt', {})\n", + "(\"VUMC Clinic for Transgender Health's\", {})\n", + "('Shayne Sebold', {})\n", + "('Taylor', {})\n", + "('Grand Rounds', {})\n", + "('the U.S. Food and Drug Administration', {})\n", + "('Grand View Research', {})\n", + "('last year alone', {})\n", + "('$1.9 billion', {})\n", + "('Russell Tytler', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Deakin University', {})\n", + "('Peter Freebody', {})\n", + "('the University of Wollongong', {})\n", + "('Tytler', {})\n", + "('Freebody', {})\n", + "('Alex Wodak', {})\n", + "('New South Wales', {})\n", + "('NSW', {})\n", + "('Australians', {})\n", + "('Wodak', {})\n", + "('the early 1900s', {})\n", + "('1906', {})\n", + "('Coca-Cola', {})\n", + "('the year 1903', {})\n", + "('the War on Drugs', {})\n", + "('SAVE', {'type': 'ORG', 'label': 'unreliable'})\n", + "('STARVE', {})\n", + "('the\\xa0 Department of Agriculture', {})\n", + "(\"the Department of Agriculture's\", {})\n", + "('AIM for Climate Summit', {})\n", + "('eight billion fellow', {})\n", + "('another half', {})\n", + "('Fake', {})\n", + "('AIM for Climate', {})\n", + "('Louisville', {})\n", + "('21,000', {})\n", + "('only six', {})\n", + "('seventh', {})\n", + "('at least 1,000 feet', {})\n", + "('Petaluma', {})\n", + "('Santa Rosa', {})\n", + "('Sonoma County', {})\n", + "('Electric Vehicles', {})\n", + "('the Louisville City Council', {})\n", + "('September 2023', {})\n", + "('three-ton', {'type': 'QUANTITY', 'label': 'unreliable'})\n", + "('Schellnhuber', {})\n", + "('three tons', {})\n", + "('CO2 per year', {})\n", + "('about 10 tons', {})\n", + "('100 tons', {})\n", + "('the Paris World Inequality Lab', {})\n", + "('more than 2,000 tons', {})\n", + "('Alibaba', {})\n", + "('Alibaba Group', {})\n", + "('J. Michael Evans', {})\n", + "('Evans', {})\n", + "('Emissions Trading Scheme', {})\n", + "('about 10,000', {})\n", + "('less than 30 years', {})\n", + "('55%', {})\n", + "('Peter Liese', {})\n", + "('the European Parliament', {})\n", + "('Liese', {})\n", + "('Pascal Canfin', {})\n", + "(\"the European Parliament's\", {})\n", + "('almost 50 percent', {})\n", + "('around €100', {})\n", + "('2027', {})\n", + "('Anthony Albanese', {})\n", + "('Digital Reporter', {})\n", + "('September 5, 2022', {})\n", + "('10:45AM', {})\n", + "('44.2 cents', {})\n", + "('the March Budget', {})\n", + "('22 cents', {})\n", + "('Albanese', {})\n", + "('$2.5 billion', {})\n", + "('$6 billion', {})\n", + "('$12 billion', {})\n", + "('0.09', {})\n", + "('$0.33 / gallon', {})\n", + "('50L', {})\n", + "('4.50', {})\n", + "('2/3', {})\n", + "('3 months', {})\n", + "('The Australian Reserve Bank', {})\n", + "('131', {})\n", + "('a third', {})\n", + "('62 percent', {})\n", + "('Venus', {})\n", + "('Paris Climate Treaties', {})\n", + "('Paris Climate Treaty', {})\n", + "('Climate Science Center', {})\n", + "('Climate Inform Labels', {})\n", + "('the Climate Science Center', {})\n", + "('Climate Science Literacy Initiative', {})\n", + "('Climate Pledges', {})\n", + "('the Climate Pledges', {})\n", + "('the Monash Climate Change Communication Research Hub', {})\n", + "('Decision-Making Laboratory', {})\n", + "('the Yale Program on Climate Change Communication', {})\n", + "('Mark Kelly', {})\n", + "('Jordan Conradson', {})\n", + "('Trump-Endorsed Blake Masters', {})\n", + "('U.S. Senate Press', {})\n", + "('Radical Left', {})\n", + "('the Arizona Legislature', {})\n", + "('The Gateway Pundit', {})\n", + "('National Motto', {})\n", + "('In God We Trust', {})\n", + "('Cole', {})\n", + "('the “Equality Act', {})\n", + "('Melissa Moschella', {})\n", + "('Tumblr', {})\n", + "('Moschella', {})\n", + "('“Transgender Day Of Visibility', {})\n", + "('up to 25', {'type': 'CARDINAL', 'label': 'unreliable'})\n", + "('the University of California,', {})\n", + "('Davis', {})\n", + "('UC Davis', {})\n", + "('the UC Davis', {})\n", + "('between 542 pounds', {})\n", + "('246 kg', {})\n", + "('3,325 pounds', {})\n", + "('1,508 kg', {})\n", + "('between four and 25', {})\n", + "('Mark Post', {})\n", + "('Maastricht University', {})\n", + "('cyanobacteria', {})\n", + "('April 21', {})\n", + "('PDF', {})\n", + "('Tony Fauci', {})\n", + "('1961', {})\n", + "('the Oval Office of the White House', {})\n", + "(\"Robert F. Kennedy Jr.'s\", {})\n", + "('this Climate Community Project', {})\n", + "('Southern California Edison', {})\n", + "('SCE', {})\n", + "('the Climate Community Project', {})\n", + "('subpar batteries', {})\n", + "('A Green New Deal for Transportation', {})\n", + "('many years', {})\n", + "(\"Willis Eschenbach's\", {})\n", + "('Willis', {})\n", + "('Artificial Intelligence', {})\n", + "('ChatGPT definitively', {})\n", + "('Rule of Models', {})\n", + "('Bing', {})\n", + "('AI ChatBot', {})\n", + "('Steele Dossier', {})\n", + "('Daniel Jones', {})\n", + "('Russiagate', {})\n", + "('300 percent', {})\n", + "('140,000', {})\n", + "('more than $6 million', {})\n", + "('540,000', {})\n", + "('Doug Jones', {})\n", + "('Roy Moore', {})\n", + "('pre-Musk', {})\n", + "('Comet Research Group', {'type': 'ORG', 'label': 'unreliable'})\n", + "('Younger Dryas', {})\n", + "('the earth', {})\n", + "('12,800 years ago', {})\n", + "('10 degrees Celsius', {})\n", + "('18 degrees', {})\n", + "('about 1,400 years', {})\n", + "('Dryas', {})\n", + "('YD', {})\n", + "('about two million years', {})\n", + "('Tens of millions', {})\n", + "('Mammoths', {})\n", + "('As much as 60 percent', {})\n", + "('tons and tons', {})\n", + "('The Comet Research Group', {})\n", + "('• Craters', {})\n", + "('• Diamonds', {})\n", + "('• M', {})\n", + "('• Black', {})\n", + "('• Mass', {})\n", + "('• Climate', {})\n", + "('Rachel” Levine,', {'type': 'WORK_OF_ART', 'label': 'unreliable'})\n", + "('Pediatrician', {})\n", + "('Rollyn Ornstein', {})\n", + "(\"Penn State Hershey Children's Hospital\", {})\n", + "('Levine', {})\n", + "('age 18', {})\n", + "('Megan Brock', {})\n", + "('Daily Caller News Foundation', {})\n", + "('Ornstein', {})\n", + "('early 2021', {})\n", + "('ED', {})\n", + "('under 18', {})\n", + "('Johns Hopkins Medicine', {})\n", + "('The Zelenko Report', {'type': 'ORG', 'label': 'unreliable'})\n", + "('Sargis Sangari', {})\n", + "('Brighteon', {})\n", + "('Ann Vandersteel', {})\n", + "('Jan. 16', {})\n", + "('Sangari', {})\n", + "('more than 20 years', {})\n", + "('Near East Center for Strategic Engagement', {})\n", + "('NEC', {})\n", + "('Vandersteel', {})\n", + "('The Zelenko Freedom Foundation', {})\n", + "('Peter Pry', {})\n", + "('EMP', {})\n", + "('South America', {})\n", + "('1-2 p.m.', {})\n", + "('Greta Thunberg ROASTED', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('then-15-year-old', {})\n", + "('only five years', {})\n", + "('June 21, 2023', {})\n", + "('five-year date', {})\n", + "(\"Greta Thunberg's\", {})\n", + "('about 12 years', {})\n", + "('GLOBALISTS', {'type': 'ORG', 'label': 'unreliable'})\n", + "('Keep', {})\n", + "('$1.78 to $', {})\n", + "('7.00', {})\n", + "('400 percent', {})\n", + "('$5 billion', {})\n", + "('pervert Jeffrey Epstein', {})\n", + "('around 500 to 600', {})\n", + "('as early as next year', {})\n", + "('Wednesday, October 5', {})\n", + "('Around] 500 to 600', {})\n", + "('Eva Vlaardingerbroek', {})\n", + "('Tens of thousands', {})\n", + "('Vlaardingerbroek', {})\n", + "('Willem Engel', {})\n", + "('about a third', {})\n", + "('the Tristate City', {})\n", + "('around 45 million', {})\n", + "('Engel', {})\n", + "('over 100 million', {})\n", + "('Rudi Buis', {})\n", + "('the Netherlands Agricultural and', {})\n", + "('Horticultural Organization', {})\n", + "('LTO', {})\n", + "('five to seven years', {})\n", + "('NEW WORLD', {'type': 'ORG', 'label': 'unreliable'})\n", + "('Clinton Global Initiative', {})\n", + "('UN General Assembly', {})\n", + "('Jamie White', {})\n", + "('September 19-27', {})\n", + "('Voldoymyr Zelensky', {})\n", + "('Emmnauel Macron', {})\n", + "('Liz Truss', {})\n", + "('Ebrahim Raisi', {})\n", + "('Chelsea Clinton', {})\n", + "('Sept. 19-20', {})\n", + "('6 years', {})\n", + "('CGI', {})\n", + "('Commitments to Action', {})\n", + "('This September', {})\n", + "('the United Nations General Assembly', {})\n", + "('Melinda Gates', {})\n", + "('Matt Damon', {})\n", + "('Kathy Hochul', {})\n", + "('Cindy McCain', {})\n", + "('Fareed Zakaria', {})\n", + "('Xavier Becerra', {})\n", + "('Brian Deese', {})\n", + "('Vivek Murthy', {})\n", + "('Gina Raimondo', {})\n", + "('Marty Walsh', {})\n", + "('Sept. 19-22', {})\n", + "('Stephanie Ruhle', {})\n", + "('Rachel Smolkin', {})\n", + "('BlackRock VP', {})\n", + "('Pamela Chan', {})\n", + "('Build Back Better” agenda', {})\n", + "('the Sustainable Development Impact Meetings', {})\n", + "('the Sustainable Development Goals', {})\n", + "('the months ahead', {})\n", + "('Matrixxx Grooove', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Shady', {})\n", + "('The Matrixxx Grooove Show', {})\n", + "('July 19', {})\n", + "('10 percent', {})\n", + "('years, decades', {})\n", + "('Shannon', {})\n", + "('ShadyGrooove', {})\n", + "('The \"Matrixxx Grooove', {})\n", + "('Pedersen', {})\n", + "('the American Revolution of 1776', {})\n", + "('Townsend', {})\n", + "(\"Dinesh D'Souza\", {})\n", + "('Mules', {})\n", + "('Monday to Friday', {})\n", + "('12-1 p.m.', {})\n", + "('Patricia Adams & Lawrence Solomon', {'type': 'ORG', 'label': 'unreliable'})\n", + "('Alice-in-Wonderland', {})\n", + "('malaria', {})\n", + "('4,000', {})\n", + "('the U.N. Intergovernmental Panel on Climate Change (IPCC', {})\n", + "('Freeman Dyson', {})\n", + "('Albert Einstein', {})\n", + "('Princeton', {})\n", + "('three-decade-long', {})\n", + "('195', {})\n", + "('Gallup', {})\n", + "('“just 1 percent', {})\n", + "('/Siena College', {})\n", + "('under 30', {})\n", + "('IEA', {})\n", + "('democrats', {})\n", + "('Christian Democratic Union of Germany', {})\n", + "('Albert Stegemann', {})\n", + "('The Green Party', {})\n", + "('VAT', {})\n", + "('Rober Habeck', {})\n", + "('Vox Media', {})\n", + "('Linus Mattauch', {})\n", + "('the School of Geography', {})\n", + "('at least 75 percent', {})\n", + "('14.5 percent', {})\n", + "('North Americans', {})\n", + "('Matin Qaim', {})\n", + "('Washington State Department of Health', {'type': 'ORG', 'label': 'unreliable'})\n", + "('Climate Change & Pregnancy', {})\n", + "('WSDH', {})\n", + "('the Washington Tracking Network', {})\n", + "('the Next Generation Science Standards', {})\n", + "('Todd Myers', {})\n", + "('Washington Policy Center', {})\n", + "('Myers', {})\n", + "('Bible', {})\n", + "('Quran', {})\n", + "('the International Monetary Fund', {})\n", + "('Antigua', {})\n", + "('Barbuda', {})\n", + "('$8.9 billion', {})\n", + "('Adelle Thomas', {})\n", + "('the Climate Change Adaptation and Resilience Research Center', {})\n", + "('each passing year', {})\n", + "('Walton Webson', {})\n", + "('BOMBS', {})\n", + "('the Christmas week', {})\n", + "('the coming week', {})\n", + "('Luciferians', {})\n", + "('around Christmas Day', {})\n", + "('the last few weeks', {})\n", + "('the last six years or so', {})\n", + "('Breitbart.com', {})\n", + "('TGP', {})\n", + "('NaturalNews', {})\n", + "('NN', {})\n", + "('Redneck Revolt', {})\n", + "('Going Down', {})\n", + "(\"Redneck Revolt's\", {})\n", + "('Bloomberg.com', {})\n", + "('The Climate Movement Needs', {})\n", + "('Pipeline', {})\n", + "('Mother Earth', {})\n", + "('Stephen L. Miller', {})\n", + "('Intel', {})\n", + "('the Day of Christ (', {})\n", + "('Nearly two-thirds', {})\n", + "('#', {})\n", + "('the summer of 2019', {})\n", + "('Health Ranger', {})\n", + "('Oblivion Agenda', {})\n", + "('iTunes', {})\n", + "('Food Compass', {})\n", + "('the Friedman School of Nutrition Science and Policy', {})\n", + "('late 2021', {})\n", + "('The Food Compass', {})\n", + "('87', {})\n", + "('Lucky Charms', {})\n", + "('Joseph Mercola', {})\n", + "('the Food Compass', {})\n", + "('Eating', {})\n", + "('Mercola', {})\n", + "('Dutch Parliament', {})\n", + "('billions die', {})\n", + "('Society Foundation', {})\n", + "('the Munich Security Conference', {})\n", + "('seven meters', {})\n", + "('University of Cambridge', {})\n", + "('arctic', {})\n", + "('The Arctic Circle', {})\n", + "('Charles III', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Christian Patriot News', {})\n", + "('the Prince of Wales', {})\n", + "(\"Elizabeth II's\", {})\n", + "('Peter Dutton', {})\n", + "('Dutton', {})\n", + "('the Liberal Party of Australia', {})\n", + "(\"Charles III's\", {})\n", + "('the Australian Labor Party', {})\n", + "('ALP', {})\n", + "('the Labor Party', {})\n", + "('Sky News Australia', {})\n", + "('Virtual', {})\n", + "('June 2020', {})\n", + "('Google/YouTube', {})\n", + "('Chris Menahan', {})\n", + "('the ‘Benadryl Challenge', {})\n", + "('a dozen', {})\n", + "('Benadryl', {})\n", + "('the Benadryl Challenge', {})\n", + "('Arson', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('Edward Struzik', {})\n", + "(\"Queen's Institute for Energy and Environmental Policy\", {})\n", + "('coming weeks earlier', {})\n", + "('coming weeks later', {})\n", + "('Struzik', {})\n", + "('Steven Guibeault', {})\n", + "('Principal', {})\n", + "('Gerald Butts', {})\n", + "('Butts', {})\n", + "('Wide Awake Media', {})\n", + "('the \\xa0Meteorology Department', {})\n", + "('June 2', {})\n", + "('Toronto Sun', {})\n", + "('Hugues Beaulieu', {})\n", + "('The Royal Canadian Mounted Police (RCMP', {})\n", + "('Nova Scotia', {})\n", + "('Yukon', {})\n", + "('British Columbia', {})\n", + "('Alberta', {})\n", + "('Albertan', {})\n", + "('Cold Lake', {})\n", + "('Edmonton', {})\n", + "('the Church of Jesus Christ', {})\n", + "('Latter-Day Saints', {})\n", + "('Cherry Grove', {})\n", + "('about 4.8 million hectares', {})\n", + "('11.86 million acres', {})\n", + "('millions of acres', {})\n", + "('Western Canada', {})\n", + "('Gerald Cheng', {})\n", + "('Monday, June 12', {})\n", + "('Air Quality Health Index', {})\n", + "('Fort McMurray', {})\n", + "('Nearly 5,000', {})\n", + "('Anita', {})\n", + "('Edson', {})\n", + "('DEFLATING', {'type': 'ORG', 'label': 'unreliable'})\n", + "('Tyre Extinguishers', {})\n", + "('Czech Republic', {})\n", + "('Austria', {})\n", + "('the last month alone', {})\n", + "('some 42', {})\n", + "('Beacon Hill', {})\n", + "('Howie Carr', {})\n", + "('Louisburg Square', {})\n", + "('Carr', {})\n", + "('1997', {})\n", + "('May 2', {})\n", + "('the European Commission', {})\n", + "('the Green Deal', {})\n", + "('roughly €1.47 billion', {})\n", + "('$1.62 billion', {})\n", + "('up to 100 percent', {})\n", + "('The EU Commission', {})\n", + "('February of 2028', {})\n", + "('five consecutive years', {})\n", + "('the National Statistics Office', {})\n", + "('€122.3 billion', {})\n", + "('Robbin Voorend', {})\n", + "('90-95%', {})\n", + "('Martin Neppelenbroek', {})\n", + "('€975 million', {})\n", + "('$1.77 billion', {})\n", + "('up to 120%', {})\n", + "('an additional 20%', {})\n", + "('Blackrock’s', {})\n", + "('Texas AG', {})\n", + "('Ken Paxton', {})\n", + "('August 8', {})\n", + "('Arizona AG', {})\n", + "(\"Mark Brnovich's\", {})\n", + "('West Virginia AG', {})\n", + "('Patrick Morrisey', {})\n", + "('Morrisey', {})\n", + "('Woke Inc.', {})\n", + "('Vivek Ramaswamy', {})\n", + "('the Conservative Political Action Conference', {})\n", + "('Strive', {})\n", + "('Fink', {})\n", + "('the first-half', {})\n", + "('year 2022', {})\n", + "('the end of June', {})\n", + "('only about a quarter', {})\n", + "('Robert Vautard', {'type': 'PERSON', 'label': 'unreliable'})\n", + "('the France Climate and Environment Sciences Laboratory', {})\n", + "('VOA', {})\n", + "('More than a thousand', {})\n", + "('Peter Koenig', {})\n", + "('Global Research', {})\n", + "('Rutte', {})\n", + "('Koenig', {})\n", + "('some 30 percent', {})\n", + "('Holland', {})\n", + "('the Ukraine war', {})\n", + "('the two-thirds', {})\n", + "('the Austrian Parliament', {})\n", + "('Gerald Hauser', {})\n", + "('Johannes Rauch', {})\n", + "('Hauser', {})\n", + "('Lützerath', {})\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Use Clauset-Newman-Moore greedy modularity maximization to generate the graph and have better results." + ], + "metadata": { + "id": "c0Q0k84yuFmI" + } + }, + { + "cell_type": "code", + "source": [ + "import networkx as nx\n", + "\n", + "# Calculate degree centrality\n", + "degree_centrality = nx.degree_centrality(G)\n", + "# Print the node with the highest degree centrality\n", + "max_degree = max(degree_centrality, key=degree_centrality.get)\n", + "print(f\"Node with highest degree centrality: {max_degree}\")\n", + "\n", + "# Identify communities using the Clauset-Newman-Moore greedy modularity maximization\n", + "from networkx.algorithms.community import greedy_modularity_communities\n", + "communities = list(greedy_modularity_communities(G))\n", + "print(f\"Number of communities found: {len(communities)}\")\n", + "\n", + "# Let's inspect the first community\n", + "first_community = communities[0]\n", + "print(f\"First community: {first_community}\")\n", + "\n", + "# For nodes, you might want to see the 'type' and 'label' attributes\n", + "for node in first_community:\n", + " data = G.nodes[node]\n", + " print(f\"Entity: {node}, Type: {data.get('type')}, Label: {data.get('label')}\")\n", + "\n", + "# Save the graph if you haven't already\n", + "nx.write_graphml(G, 'knowledge_graph.graphml')\n", + "\n" + ], + "metadata": { + "id": "mcmArc9mHZJL", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "74d66168-1098-48e3-e345-1df4d384dbcd" + }, + "execution_count": 20, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Node with highest degree centrality: first\n", + "Number of communities found: 21\n", + "First community: frozenset({'Press Sec', 'Under The Desk News', 'Maria Sacchetti', 'C-SPAN', 'Barr', 'Texas Bar', 'Thrifty Sue', '10%', 'Elizabeth Warren Unveils', 'Middle East', 'Power the Future', 'African-Americans', 'the Daily Caller News Foundation', 'Emma Thompson', 'Larry Elder', 'Tommy Pigott', '3 hours', 'Airline', 'Nearly 80%', 'Liberal Hate-Fest', 'just days ago', 'Versus', 'Tamarkin', 'zero dollars', 'weeks ago', 'late last week', '100%', 'City Hall', 'Kick Catholic Dems', 'FAA Records Show Kerry’s Family Still Owns Private Jet', 'Jessica Layton', 'Iran-Contra', '🇺🇸', 'National Security', 'Protect Planet', 'DMV', 'Honduras', 'Georgetown University', 'Reuters Top News', 'AOC Warns Social Media of ‘Climate-Vulnerable Foods’ Like Grapes, Coffee, Berries', 'the UN Food and Agriculture Organization', 'the last decade this week', 'Bernie Sanders Spent', 'Fox', 'more than $300 million', 'an entire year', 'the University of California San Diego', 'VitalSleep', 'DONALD TRUMP', 'the Logan Act', 'this morning', 'Some 21 months', 'Create 240k', 'up to $10 billion', 'the Department of the Interior', 'Caravan', 'Congressional Meeting', '37,567', 'March 6', 'Whirlpool', 'Amazon', 'New York Post Op-Ed \\n ', 'Chuck', 'SHE', 'New York City', 'TONIGHT', '9/11', 'Christopher Bedford', 'Shut Down', 'HILLARY', 'FEC', 'Super Tuesday States –', 'Vegan', 'Outgoing', 'Nah', 'over 500', 'Some 88%', 'CEI', 'Virginia', 'a few weeks', 'Clarence Thomas ‘Uncle Clarence’ During', '152', '25%', 'Bill Passes', '$0 \\n ', 'Monthly', 'the University of Maryland', 'The Congresswoman @AOC', 'Legendary', 'Nazism', 'the committee & making decisions', 'Universal Healthcare', 'Catholic', 'at least $100', 'Sunshine State', 'Native American', 'Blackburn', 'South', 'Bold', 'John Harrington', 'Kim Jong Un', 'Cortez’ ‘Green New Deal', '180 degree', 'a few years', 'Walmart', '@MaddowBlog', 'Washington Post Blames Hurricane Florence', '$4 million', 'Israeli', '-Kamala', 'El Paso’s', 'Nancy', 'Quriyat', '10 days', 'Canberra', 'a “day', 'Planned Parenthood', 'just weeks', 'Monday', '61% and 50%', 'Pennsylvania', 'Hawley Amid', 'Your Direct Action', 'Vitus Spehar', 'over $2 million', 'Amy Klobuchar', '297,685.50', 'The Daily Caller:', '20 percent', 'the South Carolina', 'Fox LA', 'de Blasio', 'Los Angeles Police Protective League', '2020', '36', 'Gov', 'Humans', 'two cents', '$3 million', 'Klobuchar', '0.1 percent', '10-year', 'Bartiromo', '$1.2 billion', 'rape+incest', 'Gen Z', 'Joe Manchin’s', 'Suggest ‘New Deal’ Will Stop MIDWEST TORNADOES', '11.5 billion', '12 pm', 'Cory Booker', 'Tennessee', '@MikeBloomberg', 'the US Bureau of Land Management', 'Team Joyless', 'Rainbows', 'South Carolina’s', 'Nashville', 'Second Amendment', '— Ed Markey', 'the Big Apple’s', 'the Civil War', 'east coast', 'Darry Sragow', 'Andrew Tavani', '1.2 million', 'Blames Immigration Chaos', 'American Enterprise Institute', 'the Rawah District', 'Higher Wages', 'Transportation', '70,000-ton', 'Almost a third', 'Four', 'MACY', 'Trump War Room', 'Henniges Automotive', 'Compton', '77%', 'West Hollywood', '18 LONG months', 'an estimated 2.5 million', '7:00 p.m. EST', 'more than 2.4 billion metric tons', 'the ten years', 'John’s Grill', 'Camp David', 'Russians', 'Us', 'Ali Velshi', 'Michigan', 'Warren Support Climate', 'March 26', 'BDS', 'these past 14 months', '21%', 'the Palestinian Authority', 'Washington DC', '1984', 'Trump hours', '$93 trillion', 'Super', 'Peter Doocy', 'Thereby', 'Four years ago', 'Sean', 'Henderson', 'just seven hours', 'I’m 40', '500', 'the American Civil Liberties Union', 'Kay Coles James', 'National Guard', 'Scene', 'Al Aqsa', 'a trillion dollars', 'Change Cooling', 'ICE', '23', 'Musk Blasts', 'an additional $1.6 million', 'Channel 4', '8 year old', 'Border Burns \\n ', 'Capping the State and Local Tax', 'Today the Senate', 'more than a year', \"'Work Together' With China\", 'Biden Releases', 'GasBuddy', 'Calif.', 'Project Veritas Action Fund', 'winter', 'less than 24 hours', 'Biden Administration ‘Muzzling’ Border Agents from Speaking', 'Jim Crow', 'HILARIOUS', 'Bernie Sanders Blames HEAT WAVE', 'A century ago', 'a week ago', 'Los Angeles Lakers', 'Kirsten Gillibrand', 'Morning Consult', '$3 TRILLION', 'the last five years', 'Section 5', '48', 'The Republican National Committee', 'Ken Langone', 'Reines', 'Brian Burch', 'Kavanaugh', 'storytell & cry', 'hundreds of gallons', 'MUMBLIN', 'Washington', 'just hours', 'Loser', '1PM', 'Phil Murphy', 'Sanders', 'the Grand Canyon State', 'Hobart', 'Biden Naps', 'Dean', 'Emily Schrader', 'Vermont \\n ', 'pro-Palestine', 'Don’t Flinch', '10.058 million', 'fifth', 'NYPD', '30,000', 'Nearly one million', 'HGTV', 'over 230,000 kilowatt hours', 'up to 8mm', '246 years', 'Occupy London', 'Ted Lieu', 'at least 50%', 'ten year', 'Joe Tell', 'WORLD WAR II', 'BDS movement &', 'Newsome', 'MPP', 'the ‘Sunrise Movement', '@JennaEllisEsq', '$13.2 million', 'desk anymore', 'Bill de Blasio', 'DRILL', 'AVIC', 'Fake News', 'Richard Grenell', 'Labor Department', 'EVERYONE', '“150 million', 'NEPA', 'Bush', 'the Electoral College', 'Children Across', 'NYC', 'between $42.8 trillion', 'Islam', 'Jake Tapper', 'Boulder City', 'Eric Adams', 'Yang', 'Larry Murphree', 'Jorge Ramos', 'BioScience', 'Vermont', 'National Climate Advisor', 'Sarah Dolan', 'Sragow', 'January 3rd', 'Centennial Hills', 'Texan', 'American Millennials are ‘Killing Paper Napkins', 'African Americans', 'Uber or Lyft', 'early October', 'more than $1 billion', 'every week', 'Infrastructure, Climate Change', 'Hirono', '35%', 'the Northern Triangle', 'Range Rover', 'Just weeks', 'George Washington', 'two days later', 'Robert Mueller’s', 'Butte County Sheriff Kory Honea', '$94 million', 'The Enemy of the People: A Dangerous Time to Tell the Truth in America', 'Arizona', 'Floridians', 'the Soviet Union’s', 'WINTER', 'Homan', 'September 15', 'Maue', 'Hawaiian', 'Andy Goldman', 'Nelson Mandela', 'Hurricane Dorian', 'more than a fourth', 'Blames ‘Acid Rain', 'the Infrastructure Bill', 'every four years', 'one-tenth', 'AmeriCorps', 'Green New Deal', '90 million', 'the Great Plains', 'the next decade', 'Stephen Miller', 'Pens Op-Ed Warning', 'nights', 'New Voting Rights Act', 'about $71,000', 'Strong Borders', 'Homelessness', 'Stop Climate Change', 'Ocasio-Cortez ‘Hell Bent’ on', 'Only a few days ago', '26% to 24%', 'Iran', 'McCarthy', 'Saudi Arabia’s', 'Loses Votes', 'PBS', 'evening', 'New York State', 'David Wright', 'the Gulf Coast', 'one week', 'Yahoo News', 'Biden’s', 'Jimmy Van Bramer', 'Los Angeles Sergeant', 'over $1 million', 'Tijuana', '28 days', '62% to 23%', 'about tonight', 'Stop Americans', 'Destructive Witch Hunt', 'Punchbowl', 'next Tuesday', 'Facebook’s Climate Science Information Center', '32%', 'Benjamins', 'George Wallace', 'Sept. 23', 'Climate Protest Outside Pelosi’s Office', '40%', 'CNN & MSNBC', 'early 2019', 'NBC News Graphics (@NBCNewsGraphics', 'Warren Promises Free College', 'Bloomberg Flies ‘Melting Ice', '$30 trillion', 'Dennis Herrera', 'Blames Border Disaster', 'up to six months', 'The Washington Post', '$$ \\n ', 'Brooklyn', 'Housing for All', 'DNC Chair', 'DISGUSTING', 'Del Rio', 'suspends', 'Homeland Security', 'last May', 'the end of October', 'Elizabeth Warren’s', '11', 'Tuesday night', '— John Jenkins', 'their ‘Green New Deal', 'Times Square Rips ‘Job Loss', 'The Reidout', '17%', 'more than 12%', 'POLITICO', 'n’t &', 'Ashley Zavala', 'al Qaeda', 'Sarah Dolan Schneider', 'Daniel Taylor', 'Starburst', 'Summer', 'Morning Edition', 'Burger King', 'Safest Big City', 'LeBron James', 'DOUBLE', 'Mahmoud Abbas', '’s', '$100-trillion', 'Town Hall', 'Joe Biden Tells Terrified Voter', '— Gavin Newsom', 'Buttigieg', 'Michael Mann', '64 days', 'Anarchists', 'her ‘Concentration Camp', 'Marc Thiessen', 'more than 11,000', 'Asthma, Pensions', 'Sean Illing', 'Alvin Valley', 'more than $94 million', 'Joe Biden Laughs', 'James Carville', 'An Inconvenient Sequel', 'the House Floor', 'US', 'Rashida Tlaib', 'the British Treasury', 'Central American', 'Catholic Democrats', 'Kamala Harris Posts Video', 'NBC', '@TCPigott', 'Accu-Adjust System', 'boycotts', 'Team Biden', 'Heather Cox Richardson', 'Dan Crenshaw BLASTS', 'Longtime Democratic', 'Last year’s', 'Kirstjen M. Nielsen', 'the NY Post', 'New Yorkers', 'the Senate Floor', 'the middle of the night', 'West Germany', 'Blake', 'Abraham Lincoln', 'More than 500', '$500 Million', '5%', 'Union Square', 'Congressional', 'Leon Cooperman', 'Fairy Dust or Unicorn Urine', 'Native Americans', 'Claims Biden’s', 'Last night', 'ReidOut', 'ENOUGH', 'Bay Area', '@NYCMayor', '57', '@MaxMillerOH', 'as few as 20 Representatives', 'presidential campaign weeks ago', 'the busy summer months', 'Internal Affairs Bureau', 'New York City’s', '$3.5 trillion', 'Hurricane Harvey', 'Nancy Pelosi', 'BUSTED!', 'Obama-era', 'Karine Jean-Pierre', 'the Berlin Wall', 'Veterans', '— Julie Zauzmer', 'the South China Sea', 'my first year', 'Mike Lawler', 'Kari Lake', 'Biden Botches Introduction', 'Bernie Sanders Introduces', '@Cmkahn', 'San Fran', 'the end of next year', 'Dangerous', 'Ciudad Juarez', 'Patrick Lynch', 'Recount', 'Second Amendment and Defund', 'Keith Olbermann', 'Booker', 'more than 600', 'Trump Tower', 'Delta Airlines', 'Susie Garza', 'NPR/PBS NewsHour/Marist', '2028', '$3 Million Dollar', 'Thompson', 'tonight', 'a mere seven hours', 'Adminstration', 'Cold War', 'nearly 2/3', 'RoJe Williams', '10,000 square foot', 'the last week', 'February', '@thehill', '$5+', 'Medicare', 'Elizabeth Warren', 'midfield', 'Stacey Abrams 2018', 'Holly Otterbein', 'John King', 'Jail', 'the weeks and months', 'Williamson', 'BMJ', '-5%', 'Abuses His Power', 'more than 300', 'Exhibit A. Want', 'Boris', 'Forget Midwest Droughts', 'SpeakerNancy Pelosi', 'dozens', 'TRILLIONS', 'Sarah Bloom Raskin', '50 or', 'two-years', '9.5 million tonnes', 'Harlem', 'up to 300', 'Florida', 'Terrorism', '$4 trillion', 'Ocasio-Cortez’ ‘Green New Deal', 'Jim Eagle', 'R-CO', 'AOC CORP', '“Climate Corp”', 'Mike Crispi', '$1.5 trillion', 'Housing and Urban Development', 'about 135 days', 'earlier Monday', 'more than 10 years', 'her first full week', 'Congresswoman', 'Francis Brennan', '0 to 5', 'Juan Rodriguez', 'the Empire State', '15th', 'Look, Joe', 'Elizabeth Warren Promises', 'Oklahoma', '108.7 degrees', 'Every Billionaire', 'Midwestern', 'the final three months of 2019', 'six-year', 'December the 7', 'FIRST DAY', 'Argonauts', 'Bowser', 'Giant', 'just months', 'Reid', 'TRUMP', 'Jimmy] Van Bramer', 'the Black Lives Matter', 'Gholam Reza Jalali', 'Jenna Johnson', 'nearly 10 degrees', 'the Arizona Republic', 'Mami Hara', 'later that evening', 'IRAN', 'our last 12 years', 'New York’s', 'a Federal Reserve', 'Jennifer Lawrence Blames Trump Supporters', 'more than $300 billion', 'Perform ‘Interpretive Yoga', 'Savannah Guthrie', '12 years', 'Candi CdeBaca', 'Silver Star', 'last 12 years', 'FDNY EMS', 'just 38%', 'Tehran', 'US Home', 'Moments UK & Ireland', 'Follow Him', 'New Year', '60 million', 'American Voters', 'Central America', 'the Centers for Disease Control', 'Lake Mead', 'Bernie', 'the National Center for Public Policy Research', 'August 28th', 'Georgians', '9/20', 'Biden Warns', 'the US Senate', 'Sacramento', 'the Golden State', 'New Spending', 'over 250', 'AG Sessions', 'Lecturing Energy Workers', 'Son and Police” Debate Comments \\n The hostile', 'Elliott Abrams', 'Minneapolis', 'Biden Moves on Light', 'three-minute', 'the end of', 'the Climate Crisis', '297,658.50', 'AOC Flies', 'the “first day', 'Capitol', 'Goldsmiths', 'Mexico', 'The Real News Network', 'AL GORE', 'Bill Clinton', 'nine-day', 'Highlands', 'Oct. 10', 'Republicans', 'Facebook’s PR', 'Capito', 'SCHIFF', '250', '$150 trillion', '250,000', 'approximately 21x', 'Princeton University', '89-10', '$433 billion', 'four days', 'day one', 'DC', '43% to 31%', 'Northern Hemisphere', 'White House', '@ewarren', 'Epi', 'Watches', 'the Select Committee', 'Castro', 'Sean Clegg', 'Apple', 'Veep', 'the Huffington Post', 'Mike Bloomberg’s', 'Abandon Next Two Debates', '-Stacey Abrams', '4-year-old', 'between 1981 and 1996', 'Booker hours', '& & & Stop', 'the 1 percent', 'just weeks ago', 'January 6', 'FDNY', 'World Needs', 'FRONT AND CENTER:', 'College for Illegal Immigrants', 'May 13th', 'the Civil Right Movement', 'USSR', 'Northern California', 'the year 2020', '3.31', 'June 21, 2014', 'the past year', 'Gasoline', 'Martin Luther King', 'Catastrophic', 'age 0 to 5', '$645 million', 'TOO', 'THE FAILING TIMES', 'Late Show', 'Coal', '@sarahedolan', 'Kirstjen Nielsen', 'Zelensky', 'almost 20 percent', 'Ice Watch', 'ten-year', 'Wisconsin', 'Trump Order', 'Abram', 'Rod Zencones', 'Doocy', 'Lahren Lampoons', 'Sun', 'Meat, Energy, Transportation', 'Ocasio-Cortez Blames Flint', '$3 Trillion', '8 percent', 'Humans Can Save the Earth', 'Dear : Let me serve as your private professor here.', 'gallon', 'hours', 'FDR', 'Crenshaw', '3.2%', 'October 10', 'any given day', 'Ralph Northam', 'a Pine Knot', 'at least eleven', 'GI Bill', 'Lauren Boebert', '@ReutersIndia', 'San Francisco’s', 'El Salvador', '3 percent', 'Woodside', 'Gardner', 'CMIP5', '23 days', 'Joey Saladino', 'Apollo Jets', 'JOE', 'Carville', 'Unionized Tree Planters', 'NAZIS', 'Monmouth University', 'last quarter', 'the eve of the', 'just nine days', 'AP', 'al-Anbar', '‘Germany', 'WWII', 'Agreement', '3.21', '2500', 'More than two million', '2%', '12 year', \"'The View'\", 'Sept. 3 to 4', 'Dick Durbin', 'a Republican Party', 'the first week', 'just 25 months', 'w/', 'Milwaukee', 'approximately 12 years', 'Michael R. Bloomberg', 'zero percent', 'Justin T. Haskins', 'just 11 years', 'Iraqi', 'Breaking News', 'earlier Wednesday', 'Matthew Abdullah', 'over $100 trillion', 'Nickelodeon', 'Bottles of Wine for Just $65 With This Best-Selling Summer Bundle \\n Be the', 'Anderson Cooper', '’s ‘Remain', 'Ali Özkök', 'The Daily Caller', '— Jon Nicosia', 'Joe Biden’s ‘Build Back', 'nearly one third', 'Pittsburgh', 'Pete', '55 percent', 'Sarah Raskin', '12 Years', 'Congress Must Eliminate', 'Congressional Budget Office', 'Cindy Axne', 'Union Hill', 'Queens', 'last night', '5AM July 31', 'Netanyahu', '40,000', 'Holly Collins', 'Katie Hobbs', 'about 26 percent', 'Scalise', 'Tenn.', '38.6 percent', 'Goldman Sachs', '️The past 5 years', 'Memorial Day', 'Barack Obama’s', 'just two years', 'more than 5,000', 'Starbursts', 'Bill Requiring Biden', '2 Feet', '@Sen_JoeManchin', 'FALSE Biden', 'Hoffman', 'billion-dollar', 'The Secretaries of State', 'the final quarter of 2019', 'Congressmembers', 'Fox & Friends', 'Bernie Suggests Climate Crisis Could Impact ‘Grand Children', '3:30 in the morning', 'She’s Tired of America’s ‘Freeloading Billionaires', 'MLK', 'the Budget Committee', 'Howard Sachs', '33', 'Charlamagne', 'Crusader Elizabeth Warren', 'At least 29', 'about 15', 'the last year', '@patagonia', 'The Ghost of Pete (@hillbillywench', '26 percent', 'Mar', 'Ari Cohn', 'Benny', 'LA Street Services', 'the age of 2', 'the Trump Dossier', 'Sarah Bloom Raskin’s', 'the Democratic Party', 'Hawley', 'NAFTA', 'the Wall Street Journal Editorial Page', 'pro-Israel', 'Irma Telethon', 'Clever Traveler', 'AOC ON DC', 'trillions of dollars', 'over 1,000 pounds', 'Minnesota', 'the Mid East', 'Trillions', 'Food and Agricultural Organization', 'Suburbs', 'earlier this week', 'Mueller Report', 'five more cents', 'Ocasio-Cortez’ ‘New Deal’', 'CBP', 'Justine Calma', 'Liberal', 'Dec. 31, 2018', 'Jacob Weindling', 'this Saturday', 'Thursday', 'Dems Can’t Pass', 'the Oval Office', 'the Supreme Court’s', 'Left-Wing Extremist', 'the Al-Anbar Province', 'the Democratic Convention', 'Somali', 'afternoon', 'Poland', 'St. Louis', 'EPIC', 'First Day', '‘The Enemy of the People’ Monday', 'over $10 billion', '’15', '— Ashley Zavala', '$1 million', 'more than 178,000', 'the National Weather Service', 'Discovery', '-4%', 'millions of dollars', 'Creepy', 'Rob DiRienzo', 'Sean Hannity \\n ', 'CO 2', 'the Democratic National Committee', 'Cabinet', 'SW', '14-minute', 'EVERYTHING', 'LLC', 'Friday 9/20', 'Cortez Complains', 'Shutdown the Economy', 'Kitchn', '15', 'the Champs-Elysees', 'this winter', 'Jen Psaki', '1991', 'Tom Homan', 'George Floyd’s', 'Mike Bloomberg', 'Def Top', 'hundreds of acres', 'Any Green New', 'Future of Democracy', '4,999,999', 'Sunday night', 'nearly 18 million', 'harden', 'Screams', 'San Francisco-', 'Inauguration Day', 'Arthur Schwartz', '$111 billion', 'Them Sue', '8%', 'the\\xa0Big Apple’s', 'minutes', '$16 trillion', 'Veronica Escobar', 'Recall Newsom', 'the ‘Green New Deal’ hours', 'Joe Biden', 'over $37,000', 'H.R. 40', 'Donald Trump Jr.', 'Just $161', 'De Blasio', 'late afternoon', '15%', 'over $23,000', 'MESS', 'RFK', 'Philippe Reines', 'Tweet About Climate \\n Be the', '— Alex Pfeiffer', 'Zuckerberg', 'one or two days', 'Electrifying America’s', 'Racist', 'Haitian', '$3 trillion', '2,000 miles', 'Gallon', 'Radical Left Dem Primaries', 'Trey Gowdy', 'BHR', 'Kyrsten Sinema', 'just days', 'Fox News Politics', 'Taxes', 'From ‘The Enemy of the People’ – ‘We', '2 percent', 'PGA', 'Schumer', 'Chelsea', 'Gaffes', 'Cortez', 'Islamic Jihad', 'nearly $700 million', 'Chris Heinz', 'FISA', 'Saturday', 'CoolSeal', 'The Biden/ Harris', 'Combat Climate Change', 'Haiti', '4 million', 'Home Depot', 'the Department of Transportation', 'Intercept', '10 years', '2mph', '“tens of billions of dollars', 'Mark Knoller', 'Unhinged Bernie', 'Krysten Sinema', 'Sept. 30', 'the Department of Energy', '1,400', \"Delaware Memorial Bridge Veteran's\", '11/6/2020', 'Northeast', 'Bernie Votes Against New Trade Deal', 'Shut Down DC Traffic', '9.1%', 'the ‘Green New Deal’', 'Megatsunami', 'Agata Kornhauser-Duda', 'Court', '— Free Beacon', '— Eric Trump', 'Capitol Hill', 'Suffolk University-Boston Globe', 'Kellyanne Blasts ‘', 'Bernie Sanders', \"Beto O'Rourke\", 'Joe Ukraine', 'the Freedom of Information Act', 'at least 25,000', 'The Fake News Media', 'Gabbard', '$1.7 trillion', 'Bernie BLASTED', 'Arctic National Wildlife Refuge', 'Hurricane Dorian hours', 'Straight Perspective', '@andrewtavani', 'Air Force Veteran', 'DON', 'late last year', 'Seattle Public Utilities', 'Biden Appears', 'more than one million', '10pm', '24', 'AT&T', 'Cortez Equates GLOBAL WARMING ‘Threat', 'BX', 'All Offshore Drilling,’ Source', 'Two cents', 'D.C. \\n ', '7-year', 'Nancy Pelosi’s', 'Just days', 'Pushes Biden', 'Beto Tells', 'Bernie Marcus', 'no more than 12 years', '$300 million dollars', 'Indiana', 'the 90s', 'Senate', 'Seattle', 'The Washington Post Editorial Board', 'pro-Israeli', 'The Intercept (@theintercept', '@MSNBC', 'un-American', 'Ilhan Omar ‘', 'History', 'An Incovenient Truth', 'Howie Kurtz', 'Sunnyside', 'Mark T. Esper', 'The University of Wisconsin', 'the National Urban League Conference', 'Brown', 'Corbin Trent', 'Two years ago', '16%', 'the White House National Economic Council', '2022 Biggest Year', 'Summerlin', 'Baghdad', 'Hizzoner', 'Doorbuster Sale', 'Black Americans', 'John F. Kennedy', 'Louis Anemone', 'Abrams', 'just 43%', 'Mark Zandi', 'BLIND SIDED', 'Rachel Dolezal', 'between 1900 and 1946', '1-Quid Pro Quo Joe Ukraine', 'the Democratic National Committee’s', 'the climate crisis & environmental injustice', 'late June', 'Downtown L.A. With', 'TOTALLY BOTCHES Quote \\n Be', 'GLOBAL WARMING Behind Frigid Temps', 'Year 2020', 'Pelosi', 'Guatemala', 'Department-', 'Ilhan', 'more than a million', 'Stockholm School of Economics', 'Islamic', 'the US', 'Bernie Compares Fight', 'CIA', 'THE UNITED STATES SUPREME COURT', 'Bill de Blasio ‘Registers ZERO Support', 'Christian Climate Action', 'Elizabeth Warren Climbs', 'Election Night', 'the Priestley International Centre for Climate', 'James O’Keefe', '@kjantzer', 'Goldman', 'recent days', '$8.5 million dollars', 'USA Today', 'earlier Tuesday night', '$80.6 trillion', 'Rebel News', 'at least 23', '5 minutes', 'WaPo', '$6 Trillion', 'Stop & Frisk', 'Asks ‘What Are We Gon', 'every month', 'Gastro Summit', 'next month’s', 'New York', 'Blast Her Own Party', '️This June', 'PowerPoint', 'Raskin', 'the Trump Administration', 'The U.S. Energy Department', 'Bill De Blasio', 'some warmer days', 'an additional $400 billion', 'Hanover', '$80 MILLION', '48%', 'ex-Lansing Catholic High School', '7 percent', 'this week', 'Free Healthcare', 'Steve Guest', '$1.2 MILLION', 'the Customs and Border Protection Agency', 'the 70 percent', 'Green New Deal Now', 'Wilmington', 'A Lot of the Stories We’re Told in the United States About, You Know', \"AnyClip End '\", 'the Energy Department’s', 'Bill de Blasio’s', 'Mazie Hirono', '32,000', 'Kundera', 'Scared to Death', 'US House of Representatives', 'the New Year’s', 'Marianne Williamson', 'the third quarter of 2017', 'The Atlanta Journal-Constitution', 'Easter Controversy', 'two months', 'Shadow Diplomacy', 'six months', 'JOE TOLD ‘', '$1 trillion', 'JOE NO', 'ACOSTA', 'later today', 'hours later', '2030 Half', '359', '2 million', 'NH', 'Joe Pokes', 'Jim Jordan', 'Hurricane Laura', 'Palestinian-American', '1,000', 'Michael Mansfield QC', 'Grand Bahama Island', '59% to 36%', 'Nancy Skinner', 'Siena', '17th', 'Beltway', 'Giuliani', 'Biden Homeland Security', \"El Paso's\", '25 months', 'just 4 days', 'Neil Cavuto', 'a billion dollars', 'Akiko Fujita', 'Ida', 'Kay Ivey', '‘Save the Planet', '@People4Bernie', '$6 trillion', 'the Biden Administration’s', 'VTDigger', 'Matt Viser', 'Civil Liberties', 'Phil Kingston', 'Illegal Immigration', 'Just 44 percent', 'two-thirds', 'the Second Amendment on Facebook', 'Ronna McDaniel', 'anti-Israeli', 'Warren Vows', 'handbags', 'Downtown L.A.', 'The Week', 'the late ’70s', 'Friday night', 'World Cup', 'the West Side', 'Strip', 'Massachusetts', 'Restore California', 'Brietbart', '900,000', 'North American', 'the Second Amendment', 'Friends of Bernie Sanders', 'Merkley', 'Biden-Sanders ‘Task Force’ Calls for Halt on Deportations, Wage Hike', 'Texas Senate', 'the\\xa0day', 'More than 1200', 'Politico', 'Derek Chauvin', '@JeremyRedfernFL', 'the White House', 'Biden Arrives', 'Martin Luther King Jr.', 'Chris Taylor', 'minimum daily', 'Multiple Border Patrol', 'G-20', '133', 'I’m Scared to Death', 'Congresswoman Tlaib', 'Washington Bureaucrats', 'more than a decade', 'November 4 th , 2016', 'Jake Sullivan', 'MAGICAL MYSTERY TOUR', 'Baltimore', 'the Crucial Framework', 'Teachers Giving In-Person Instruction to Migrants But Not US Students', 'A week ago', 'Joe Rogan', 'Bernie Claims he', 'Green New', 'Hispanics', 'about 65%', 'earlier this year', 'Chris Kahn', 'That ‘Pigs', 'KAMALACARE', 'Motels', 'this past weekend', 'Tlaib', 'Ray Cross', 'Jonathan Diller’s', 'the next few weeks', 'A-List Actress', 'Gettysburg', 'up to $3 trillion', 'Watch Weir’s', 'weekend', '@Ocasio2018', 'Manchin', 'Spehar', 'the moon', 'Hunter Biden’s', 'the American Sort of Norm', 'Redfern', 'McConnell', '46%', '$4-5000', 'recent doomsday', 'Boeing', '180', '88022', 'the Energy Department', '15 percent', '120', 'Election Day', 'next November', 'Saudi', '1987', 'Jodi Seth', 'Jerry Dunleavy', 'the National Republican Senatorial Committee', 'approximately $2 million', '24 to 28 weeks', 'only 2', '2045', 'Climate Walk-Out', 'Abbas', 'One third', 'San Antonio', 'Abbott', 'the US Constitution', 'Psaki Grilled', '$32 trillion', 'Omar', 'Zach Purser Brown', 'Empire Staters', 'September 20', 'New York] Post', 'Dermot Shea', 'Matt Whitlock', 'Janet Yellen', 'CA', '92-year-old', 'almost three', 'Californians', 'Camerota', '20,000', 'Iconic Wall Street Bull', 'Lemon', 'this past year', 'Dan Olsen', 'Killing', 'My Administration', 'Behar', 'Rudy Giuliani', 'Shadow Diplomacy on the very', 'only 11,000 kilowatt hours', 'the coming days', 'the Orange County Board of Supervisors', 'the Great Depression', 'Ocasio-Cortez ‘On Much of Anything', 'Gravis Marketing', 'African American', '✌', 'between $8.3 trillion', '@Carlos_Saucedo', 'Saviours', 'the New York City Police Benevolent Association', '50–90', 'Massive Jet to', '9', 'the United Church of Christ’s Commission', 'the City Council', 'just one symbolic euro', 'Michael Bloomberg', 'Dems', 'Ocasio-Cortez \\n Daily', 'the Queens Library', 'E-Cigarettes', 'Muriel Bowser', 'This Week', 'Halloween', '75 years', '69%', 'HOA', 'Doubles Down', 'Monday night', 'South Carolina', 'an additional $3 trillion', 'Jacob Soboroff', 'Nicaragua', 'GEN McKenzie', 'This June', 'Jalali', 'the United States', 'more than half', 'the first year', 'PLAN', 'the moon shot', 'the North American Free Trade Agreement', 'Alabama', 'Texas', 'Dem', 'the 99%', 'Nazi Germany', 'Mary Alice Parks', '-Climate', 'Israel Holocaust Center', 'Lake Huron', 'Acosta', 'The United States Navy Hospital Ship Comfort', 'more than two months ago', 'Fox Business', 'Lower Manhattan', 'as tens of thousands', 'three decades from now', 'Jane Sanders', 'About Babies, Want ‘Hell on Earth', 'George Floyd', 'SCARY', '1,800', 'a “few days', 'Bill Weir', 'As the Times', 'The Real News', '📸', 'the Fur Information Council of America', 'Sarah Huckabee Sanders', 'Obrador', 'Schwarzenegger', 'KARINE!', '650,000', 'The Great Commonwealth of', '19 percent', 'Clarence Thomas', 'The Biden Admin', 'Warren Calls', 'Andrzej Duda', 'Taliban', 'April Ryan', '$10 billion', 'Thirty-two percent', 'the Metro Blue Line Station', 'ELDER', 'the National Bureau of Economic Research', \"Jim Acosta's\", 'the last 10 days', 'Warren Wants Equity', '33 percent', 'Adam Schiff', '$13 million', 'ten years', 'Fight Food Shortages', '3.30', 'Cali Airport', 'ACA', 'Ilhan Omar’s', \"Resurgence of Deadly Terrorist Group '\", 'Illinois', 'Al Gore Set to', 'Stockton', 'the ‘Green New Deal', 'Massachusetts Avenue', 'Bedford', 'the House of Representatives', 'Biden Erupts', 'Hugh Hewitt', 'f—-', 'The Energy Department', 'CNN Climate', 'Cortez Compares Her ‘Green', 'Working Families Party', 'Soderlund', 'Steele', 'Doug Kaplan', 'Joe Manchin ‘Anti-Black', '580', 'next month', '@Acosta', 'Charlie Spiering', 'NTA', 'Americans', 'Northern Jerusalem', 'Pentagon', 'Doocy Asks New Press Sec', 'Warren Demands', '— Tom Elliott', 'age 2', 'Trump Should Declare National Emergency', 'Marc Berman', 'A Lot of Those People Who Do That Kind of Work', 'Jim Acosta Posts', 'David Tamarkin', 'the House Intelligence Committee’s', 'the Second World War', 'Lindsey', 'Kevin Jantzer', '$20 billion', 'Yellow Vest', 'Sparks Speculation of Potential White House', 'Henry Rodgers', 'a ‘Medicare For', '4 more years', 'Jews', 'Designate Climate Change ‘National Emergency’', '500 acres', 'Mayor de Blasio', 'Ameen', 'Sept. 20 through Sept. 27', 'Mother Nature', 'Clashes', 'LATIN AMERICA', 'Palestinians &', 'Administration', 'Kari', 'the Vermont Senator', 'Joseph Resnick', 'Pete Aguilar', 'Paramount Pictures', 'more than a dozen', '52', 'January 4th', 'Trump Challenging ‘', 'just 18 months', 'AOC Reportedly Considering a Primary Challenge', 'Beto', 'WARREN', 'California', '— Chuck Schumer', '22%', 'the opening hours', 'two-year', 'the University of Leeds', 'PBA', 'REP', 'Katherine Stewart', 'Nature Communications', 'George Stephanopoulos', 'Sean Hannity', 'Republican', 'Conway', 'the Foreign Agents Registration Act', 'Anderson Cooper Donald Trump', 'Big Apple', 'Hundreds', 'Burlington', 'Biden & Co.', 'Shelley Moore Capito', '@DonaldJTrumpJr', 'fifty', 'BBC News', 'the National Center for Atmospheric Research', 'New Hampshire’s', 'An Inconvenient Sequal: Truth to Power', 'the coming weeks', 'Global Warming', 'Vox', 'House Foreign Affairs', 'Omar Abdulsattar Ameen', 'the South Bronx', 'the US National Anthem', 'the “American Rescue Plan', 'about $257,534', 'Alisyn Camerota', '🙏🏾💪🏾 \\n ', 'Democratic', 'Garza', 'Papers Show ‘Climate Czar’ Invested in Oil Companies Before Joining Biden Admin', 'The Administrative Tribunal', 'the World Affairs Council of Philadelphia', 'the Migrant Protection Protocols', 'Alexandria Ocasio-Cortez', 'RASHIDA', 'Kellyanne Conway', 'Hamas', 'Chloe Waterman', '60-degree', '28 years ago this month', 'Mobil', 'Jen Psaki’s', 'Hurricane Dorian’s', '’ winter', 'CNN', 'days ago', 'Fox News’ Targets Minorities', 'Upper West Side', 'Axelrod', 'Ed Markey', \"last week's\", 'Macy', 'the ‘New Deal', 'more than 400', '11%', 'last week', 'Ed Fallon', \"Nancy Pelosi's\", 'Wednesday morning', 'California Cities Consider ‘Banning Natural Gas', 'Teresa', '1.1 million', 'Billionaire Mike Bloomberg', 'John Konstin', '@JoyAnnReid', 'McDonald’s', 'LA', '$3.5 billion', 'Erin Burnett', 'BERNIE', 'East Coast', 'a lovely few days', 'Boebert', 'Change Similar', 'BIDEN ON UKRAINE', 'Vanity Fair', 'the age of two', 'Berkeley Institutes ‘', 'East', 'NWS Los Angeles', '210', '$1.25 million', 'August 2017', 'one percent', 'Mansfield', 'Donald Trump’s', 'Andrew Cuomo', 'Minneapolis Police Office', 'New Jersey', \"Ocasio-Cortez's '\", 'just months ago', 'an estimated $4.35 trillion', 'Senate Energy and Natural Resources Committee', 'the Foreign Affairs Committee', 'Pod Save America', '1941', 'the House', 'The Climate Crisis', 'Hitler’s', 'Adam Schiff Blames', 'the American People Are Not Asking For', 'Mike Pompeo', 'nearly a century', 'Bloomberg Pledges', 'Milley', 'Louisiana', 'Shelve Biden’s Climate', 'Earth Day', 'Beef', '2,403', 'Instagram', 'Dan Crenshaw', 'Tweet', '-30 million', 'Mitch McConnell', 'Garland', 'Bob Mueller', 'the Energy Dept', 'Gavin N', '8,000', 'Mickey Mouse', 'more than 100 million', 'Miftah', 'McKenzie', 'the Church of Climate Change', 'Angela Merkel', 'the Lundberg Survey', 'the Daily Wire', 'a month ago', 'Abu Dhabi', '280', '10 million', 'Moody’s Analytics', '2 to 3 feet', '9.7%', '750,000', 'BANK', 'this fall', 'Justice Department', '1.5 million', 'the 71%', 'BONG', '13%', 'New Orleans', 'Farrakhan', 'Tampa', 'Delaware', 'John Kennedy', 'the next two years', '$86 million', 'Fremont', 'Coronavirus', '$10 TRILLION', 'Yale University', '284,000', 'United Arab Emirates', 'Trump War Room – Text TRUMP', 'U.S. Supreme Court', 'the White House’s', 'State Department', '4-month old', '$740 Billion', 'Concourse A', '22 Celsius', 'the Emerald City', 'Mike Endorses', '6', 'Libs of TikTok', 'Aviation Industry Corporation', 'Jackson Heights', 'Hurricane Florence’s', '1,049', 'Daily Caller', '1,000+ miles', 'Chairs', 'MSNBC News', 'First Year', 'first', 'Meghan McCain', 'at least four', 'the New York Post', 'KJP', '11th Ave', 'Biden Suspends', 'forty-four', '19 years', 'The New York Post', 'months ago', 'Independent Vermont', 'Island', 'Newsweek', 'Jesse Hunt', 'Joseph R. Biden Jr.', 'Copenhagen', '3.5%', 'Warren', 'Goldsmiths, University of London', 'Put Immigrants', 'Chris Manning', 'Speak at Event About ‘Risks to Journalists Covering Trump', 'Democratic Party', 'Thursdasy', 'Harris', 'Air Force One', 'New Mexico', 'the Competitive Enterprise Institute', 'Cuomo', 'BOOKER GOES BERSERK', '24-Hour', 'the next 3 decades', 'Langer Research Associates', 'Watch Pelosi’s', 'more than $10,000', 'U.S.-Mexico', 'the Democratic-Socialist', 'Painting Streets White', 'Thanksgiving', 'PUT', 'three short years', '174 days', 'OSSE', 'nearly 130 feet', 'Refineries', 'the Catholic Church', 'Twister', 'more than $400,000', '14-Minute', 'Clymer', 'CRISIS', 'only 44 percent', 'Anaheim', 'Eight', 'Joe Biden Knows', '— Anthony Adragna', 'McCarthy Torch', 'three or four', 'Kamala Harris Promises', '6’x10′', 'healthcare & little', '$739 billion', 'Rapidly', 'Richard Blumenthal', 'Conservative Dems', '4%', 'Stacey Abrams Should ‘', 'Pacific Gas & Electric', 'Focus on ‘Climate Change and Income Inequality', 'Diamond Rings', 'an estimated 400,000', 'at least six months', '24-hour', 'Late last year', 'RNC', 'Chuck Schumer', 'the United Nations Nikki Haley', 'Call for ‘Birth Strike', 'Guthrie', 'Independent Angus', '45 million', 'twelve years', 'Forget Biden', 'more than 36 hours', 'a lot of months', 'the ‘American Rescue Plan', 'SCHEMIN', 'Detroit', 'NBC News', '$331 Million', 'Bill Melugin', 'Boebert GOES OFF', '6 percent', '34 days', 'Kris Radcliffe', 'Albany', 'Digital', 'the Gaza Strip', 'SB310', 'the Public Address System', 'hundreds of years', '’30 Years', 'Mike Pompeo’s', 'Dartmouth', 'Joe Biden Claims Nearly Two-Thirds Of Entire Population Have Died', 'Social Media', '8.5%', 'Brett Kavanaugh', 'Health and Human Services', 'over $14 million', 'Looks like Dems', 'Kill Coal Jobs', '@madeleinerivera', 'nearly 2 million Lower', 'Islamophobia', 'Fossil Fuel Executives', 'the First National People of Color Environmental Leadership Summit', 'United States', '69 percent', 'Alex Susskind', 'LNG Western', 'Melissa Russo', 'Robert Kennedy', 'Sow', 'ActBlue', 'about 7.2%', 'mosques', '85 percent', 'the National Park Service', '230-plus years ago', 'Google’s All-Hands Meeting As Company Drops Heritage Foundation', 'Teammate Kabbalah Richards', 'Waltons', 'Graham', 'Commuters', 'LaGuardia', 'trillions', 'Kamala Harris Urged Activists', 'Brian Monahan', 'Canning Town', 'BIDEN', 'last Friday', 'De Blasio’s', 'Booker co-sponsored', 'Easter Sunday THE FAILING TIMES', '-33%', 'Nevada', 'View', 'Twitter', 'Calling Vote', '25', 'Arlington', 'Israel', 'Maggie Hoffman', 'Fox Los Angeles', 'Tea Partiers', 'Watch Abrams', 'four more years', '9/20 #', 'the WHITE HOUSE', 'the Netroots Nation Conference', 'Latest New York Presidential Poll', 'Proposition 64', 'two and a half months', 'Doorbuster Price', '7-Eleven', 'the Sierra Club', 'Carbon Dioxide', 'May 18', 'the Office of Professional Responsibility', 'eight weeks', 'Buffalo', 'at least $15.00', 'Nazis', 'NAZI GERMANY', 'less than two years', 'Green Agenda', 'each month', '40k', 'This day', 'September 14th', 'the\\xa0Inflation Reduction Act', 'Outer Space', 'Manhattan', 'Representatives Ocasio-Cortez', 'PVA', '’s Teacher’s Cabinet', 'Disney', 'only 21 days', 'the Democratic Socialist', 'Kathy Castor', 'Pew Research', 'National Hurricane Center', 'Velshi & Ruhle', 'June 22', 'Biden Sweeps Primaries', '23,000', 'some very dark days', 'Deonte Lee Murray', 'More than 11,000', 'Palestinian', 'Facebook', 'the last 5', 'The Green New Deal for Public Housing', 'roughly 15', 'April', 'Charlotte Clymer', 'Sean Hannity \\n Be', 'U.S.-Mexico-Canada Agreement', 'Jamie Rohme', 'Brandon Darby', 'Mansion Uses', 'Wildfires', 'one second', 'Long Island City', 'Biden & Harris', '111-year-old', 'the next 20 years', 'the end of 2019', 'Orange County', 'at least millions', 'Good Morning America', 'The Office', '$5 to $10 billion', 'the University of California, Berkeley', 'hourly', '146 Days on', 'Compsat', 'DNC', 'just a few years earlier', 'Richard Zuniga', 'Greenland', 'Sponge', 'Stockholm', 'nearly 2 million ‘Dreamers', 'Google', 'Jerry Brown', '1/10', '$2.5 trillion', 'Cost-Saving Energy Efficiency Standards', 'a few minutes', 'about $5.40', 'MSNBC Legal', 'Americans Say ‘FAKE NEWS’ a Bigger Threat', 'San Francisco', 'Elizabeth', 'the “Extinction Crisis', 'Deliver Prime Time Address at', 'Bobby Kennedy', 'Sophia Koropeckyj', 'two days', 'around $3.75', '54%', 'World War 2', '2014', 'Tavia Galonski', 'Bernie Sanders Warns', 'Steve Scalise', 'an end of days', 'a ‘Special Committee', 'Conservative', '14,000', 'less than 15%', 'a full 63 percent', 'the next 18 months', '$1 TRILLION', 'September 9, 2019', 'two weeks ago', '$1.6 million', 'Townhall.com', '70,000', 'Faiz Shakir', '12 YEARS', 'Don Lemon', 'Ind.', 'Flint River', 'Watch Kennedy', 'World War II', 'Bedminster', 'Rohme', 'Guardian Australia', '$16.3 trillion', 'Throw Confetti', 'more than 50 percent', '$3 million dollar', 'Haley', 'Texas Representative', 'George', '@JJHunt10', 'over 230 years', 'Chuck Todd', 'O’Rourke', 'about $3.25', '11 million', 'an incredible decade', 'Tucker Carlson Tonight', 'more than two', 'over 5,000', 'the Daily Mail', 'the ‘House of Mouse', 'Avocado Toast', 'Biden Vows', 'Justice-', 'Forget Straws', 'Sinema Being Harassed', 'Schumer Unveils Dems’ Massive', '29', 'Elder', 'Australia & Pacific \\n ', 'the first day', 'The United States Energy Information Administration', 'Airport', 'Shea', 'Ocasio-Cortez’ ‘Green New Deal’ Will Help ‘Create Jobs', 'the House Select Committee on Climate Crisis', 'Bored Biden Checks His Watch', 'UN Climate Summit', 'Fox News', 'Cori Bush', 'Tammy Duckworth', 'Greg Gutfeld', 'nearly $5', 'a Category 2', 'Skip School for ‘Climate Walk-Out', 'Chris Cuomo', 'The Enemy of the People', 'Mainstream Media', '-21', 'tomorrow', 'Murphree', 'more than 100 percent', 'Hillary Dismisses Border', 'West Texas', 'more than $100 billion', 'Last Decade', 'Blames ‘Voter Suppression', 'AZ', 'Tlaib Ties', '14%', 'Ignores Obama', 'just 3.6%', 'Pre-K', 'as high as $93 trillion', \"Jason Kinney's\", 'MAYORKAS', '50 years', '— Joe Biden', '64,577', 'Hurricane Irma', '8.6 million', 'national debate &', 'February 24', 'Protesters for Throwing ‘Fake Blood’ on', 'Caleb Hull', 'her worst month', '25,000', 'SARAH', 'Bernie Falls', '$93 Trillion', 'at least 25', 'Utah', 'CARVILLE', 'healthcare', 'Maine', 'two-nights', 'New York Harbor', 'Bidens H1N1', 'Democrats', 'TheMajority', '600 miles', 'Satellite Radio', 'Hurricane Sandy', 'Fellow James Coleman', 'RNC Research', 'Martin Luther King Jr', 'between $2.5 and $3 million', 'her ‘Green New Deal', '— Public Citizen (@Public_Citizen', 'African-American', 'February and March', 'GOP', '$10 trillion', '15 year', 'Abrams .', 'National Parks', 'Bernie Slams ‘Wealth Inequality', '500,000', '21x', 'the Democratic Party’s', 'KENNEDY', 'two-mile', 'Left Before Climate', 'Venezuelan', 'as over a dozen', '9.91 million', 'a couple of decades from now', 'mid-August', 'Blasio', 'Gaza', 'Live Near Their Job', 'Confessions', '146 days', '9.3 million barrels', 'this White House’s', 'Palestinians', 'Every day', 'at least three weeks', 'Biden Exits Giant Private Jet', '$3.5 TRILLION', 'Will Focus', 'West Virgina', 'over $32 million', '‘The Rachel Maddow Show', 'Brittany Packnett Cunningham', 'Washington Post Live', 'Tax Credit for Energy Workers ‘', 'Universal Child Care', 'nearly $40,000', 'another century', 'Colorado', 'the year 2018', '$9 billion', 'Napa', \"Green New Deal'\", 'Hunter', 'West Palm Beach', 'Brian Stelter', 'Kevin McCarthy', 'ISIS', 'One-third', '11 am', 'more than 40 years', 'the National Capital Region', 'Jones', 'Michael Lynn III', 'All Life', 'the United States Constitution', 'Breath Clean Air', 'Boycott, Divestment', '$1.5 billion', 'his first days', 'Haitians', 'Shut Down Harvard', 'East Germans', 'Sarah Sanders', 'Heritage Foundation', '$70 billion', 'Harvey', '1,000 miles', 'Build Back', 'Robby Mook', '27-year-old', 'the ‘Berlin Wall’', 'Kevin Hassett', 'Monday morning', 'the NY Times', \"Musk Reminds Joe '\", 'Angeles', 'Eating Beef', 'Konstin', 'Ocasio-Cortez', 'Veterans Affairs', 'hose', 'Miami', 'Tom Perez', 'Martha’s Vineyard', 'more than a quarter', '12%', 'kids & families', 'almost 24 million', 'GND', 'Hailey', 'Ocasio-Cortez Warns ‘World is Gonna End’', 'WAIT', 'This Heated Jacket', 'the First Amendment', 'May 2018', 'the American Congress', 'June 2014', 'the Border Patrol Officers', 'my first day', 'Republican National Committee', 'AOC Blames DC Rainstorm', 'Ronen Manelis', '30 years', '2-5 years', 'Facebook Thursday', 'the Boost Act', 'the month', 'Nuremberg', 'Beto O’Rourke', 'the Berkeley City Council', '122', 'a Handful of ‘', 'marijuana', 'The Department of Homeland Security', 'Sacramento County', 'ABC', 'the Real Emergencies Act', 'Joe', 'white supremacists', 'KCEN', 'American', 'about $3 trillion', 'the last 48 hours', '1762', '$4.6 million', \"The Man's Got Guts\", 'the Great Recession', '3.', 'Normandy', 'The first quarter', 'Afghan', 'the Washington Examiner', '475 gallons', 'Freshman', 'Coldest February', 'Beto Compares Global Warming', 'tens of billions of dollars', 'Sophie Sassoon', 'Maria Bartiromo', 'Rudy W. Giuliani', 'Cruz', 'the next ten years', '-New York', 'HANNITY', 'her ‘Green New', 'RUSSIA', 'Tom Steyer', '16.3', 'Fossil Fuel Executive', 'Explodes', '60-foot', 'the ‘Minnesota Freedom Fund', 'Pressley', 'Carlos Saucedo', 'Ban', 'Ryan Saavedra', 'CBS Nat News', 'Anti-Trump Rhetoric ‘', 'Gillibrand Unveils', 'Oversight Committee', '$10', 'just last winter', 'Uber and Lyft Wednesday', 'UN Climate Conference as Leaders Declare ‘Existential Threat', 'SEC', 'the Immigrations and Customs Enforcement Agency', '5 percent', 'days', '$60 billion', 'the United Nation’s', '$250 to $500 million', 'a single day', 'Iowa', 'as high as 18', 'Obama Try', 'Quinnipiac', 'Jean-Pierre', 'New Yorkers &', '@NYCPBA', 'Lake and Masters', 'Working People', 'US Energy Production', 'Environmental Justice', 'Blames Coronavirus Outbreak', 'Chuck Schumer Calls ‘Green', 'the Union Response', 'Cal', 'Saudi Arabia', 'a ‘Bipartisan', 'AOC', '30', 'more than 14,000', '— Lindsey Graham', 'Roosevelt', '60-second', 'Tom Elliott', '3.1 million', '$500 million', 'A few years later', '2.6 million', 'the Granite State', 'Pro-Democracy', 'Fla. National Guard', '228', 'the GOP Tax Scam', '$1.25 trillion', 'Bar Biden', 'New Hampshire', 'Drs', 'Groups', 'Mary Ellen Klas', 'Arianna Jones', 'August', 'Burisma', 'Yahoo', 'the Arc de Triomphe', 'the Build Back Better', '1,199,579', 'the last several months', 'Gob Abierto', 'Hillary Suggests', 'Newsom', 'Hamilton Township Education Association', 'another $100', 'Greg Abbott', 'at least 10,000', 'Biden', 'the House of Mouse', '$86.9 million', 'between Jan. 1 to March 31', 'Nathan Brand', 'Tomi Lahren', 'senate', 'Mandela', 'Gamma', 'ABC News', 'the Los Angeles City Council', 'Leaf Blowers', 'Kamala Harris', 'Town & Country', 'PELOSI', 'the next few days', 'ECS', 'Biden Unveils', '5 minutes ago', 'up to 4 inches', '$50,000,001 dollar', 'Gulags', 'this Aug. 31', 'the Persecution of the Kulaks and Things Like', 'Marsha Blackburn', 'Dana Loesch', 'the US Civil War', 'Witch Hunt', '$6 million', '$1.9 trillion', 'Years-long', '13 percent', 'Franklin Roosevelt', 'all week', 'George Bush', 'Democrat Party', '$100 billion', 'last week’s', 'Instagram Live', 'the COLDEST New Year’s Eve', 'Fellow Climate', 'Wednesday afternoon', 'the Auschwitz Memorial', 'Cedar Rapids', 'Black Lives Matter', 'white supremacists & disinformation', 'only 24 hours', 'Apollo 11', 'just 15\\xa0 \\xa0', 'the weeks ahead', 'Acadia National Park', 'Pick', 'the last three years', 'more than 20 million', 'Cortez Questions', 'United States Officially', 'almost $500', 'Patagonia', 'an estimated 25,000', 'David Perry', 'Chevron', '30 years from now', 'Hurricane Florence', '83', 'Bernie Vows', 'the first four weeks', '— Kevin McCarthy', 'Puerto Rican', 'KSNV News', 'Washington, DC’s', 'Tom Wolf', 'Obama Biden', 'Santa', 'four decades', '8th', 'Yellen', '$100 Billion', 'Just 3 Months', 'Excerpt', 'some 70', '$100 trillion', 'USA Must Switch', 'Move Over Amazon', 'Believe World Ending', 'Hatim Gemil', 'Guerin Hays', 'at least three', 'Reid 😷', '2ND', 'Advanced Aviation Team', 'White House Egg Roll', 'Win', '220', 'December', 'the Minnesota Department of Public Safety', 'trillions per year', '9-day', 'Atlanta', 'March 1933 to October 1941', 'more than 110', 'freedom & liberty', 'Palm Beach', 'Real Clear Politics', 'Israelis', 'Cuomo Claims NY', 'Listen to Pelosi’s', 'Deb Haaland', 'Bernie Reportedly Rude', 'Build Back Better', 'Brian Kemp', 'Emerson', 'the Cable News Network', \"Biden Thinks America's\", 'The Daily Caller (@DailyCaller) ', '$5 TRILLION', '16 percent', '@1968Sid69', 'recent months', '1968', 'Jennifer Lawrence', '89%', 'Trump', 'Twenty-five percent', 'Gore Blames CoVID', 'Just The News', 'US Troops', 'Come to Chinatown', '45 seconds', 'Sunday', 'Franklin Roosevelt’s', 'twelve-month', 'Kissimmee', 'AOC Introduces Bundle of Progressive Proposals Called ‘A Just Society', 'Human Capital Stock', 'San Diego', 'the Intergovernmental Panel on Climate Change (IPCC', '4 percent', 'SOCIALISM USA', '52%', 'Eric Trump', 'Hop', 'Hawley Blasts DHS', '$570 billion', 'Law BANNING Fossil Fuels', 'Press', '8 p.m.', 'over 50 percent', 'Rep Omar', 'Sin City', 'one month', 'daytime', '32 million', 'The House of Representatives', 'Mike Bloomberg Visits', 'Chelsea Handler', 'early next month', 'the past three months', 'Sgt', 'Jerusalem', 'The VitalSleep Anti-Snoring Mouthpiece', '40', '-15 House', 'Knesset', 'At least 13', 'Uncle', 'Super Tuesday', 'above 100%', 'Soweto', 'Build Back Better Act', 'Thursday night', 'strawberry', 'Hurricane Warnings', 'months', 'Bernie Claims USA ‘Owned', '240,000', 'Bohai Harvest RST', 'VA', 'hundreds of thousands', '2,000', 'Wednesday night', '263,000', '1.2 MILLION', 'the Federal Govt', 'the Corporation for National and Community Service', '18 months', 'Yad Vashem', 'the past two years', 'The French Laundry', 'Only last week', 'Jacksonville', 'some\\xa040%', 'Ted Cruz', 'Mississippi', 'DeSantis', 'Pirro', 'the California Air Resources Board', 'Biden Blasted', 'FOX &', 'Sam Runyon', 'Jill Biden', 'the ’70s', 'Farrell', 'California Restaurants to Implement ‘Optional', 'March 2018', 'Henry', 'the Lone Star State', 'Eric Swalwell', 'five to six', 'BEIJING', 'Electoral College', 'Max Miller', 'BIG NIGHT', 'May 25', 'Safeway', 'Franklin Delano Roosevelt', 'Bernie Sanders Meeting', '43 percent', 'the ‘Capital Hill Autonomous Zone', 'Tyler Pager', 'Corporate America’s', 'the “Call Your Girlfriend', 'over 263,000', '$1.5 Trillion', 'State Dept', 'the East Coast', 'Commuter Trains', 'Gutfeld', 'almost $300,000', 'Bloomberg -referencing Warren’s', 'Handler', 'The past 5 years', 'Grocery Stores', 'ABC White House', '$2.5 to $5 billion', 'the University of California at Berkeley', 'Fox News’', 'earlier in the day', '412', 'CBS News', 'The Federal', 'CALIFORNIA', 'Latin America', 'nearly 2 million', '$2 trillion', 'Mike Pence', 'Feb. 19', 'Blumenthal', 'Big Tech', 'roughly $45,000', 'Bronx', 'Dianne Feinstein', 'nearly 25 tons', 'Fukushima', 'The Civilian Climate Corps', 'West Los Angeles', 'TRILLION', 'Box Office', 'HAWLEY ON FIRE', 'Joy Reid', '3.5', '$500 million to $1 billion', 'Extinction Rebellion', 'Kamala', 'Jeremy Redfern', 'Jenna Ellis', 'Afghanistan', '3', 'Saikat Chakrabarti', '$5 trillion', 'Sun Valley', 'Berkeley', 'an additional $23,941', 'Equitable Future', '100 miles', 'Merrick Garland', 'Bucks Party', 'Lee Zeldin', 'Wednesday', '7%', '$50 to $250 million', 'the Republican Party', 'Inslee', 'his first day', 'BIDEN FALLOUT:', 'A Just Society', 'Beats Bernie', 'The View', 'Breath', 'Stay', '18-million-barrel', 'Stewart', 'SALT', 'What the Green New Deal', 'just hours later', 'day', 'Starbucks', '10 Years', 'Compare ‘College Transcripts', 'Graffiti', '280,000', 'Hispanic', 'Cooper', 'Dan Crenshaw Rips Bernie’s ‘', 'Melania', 'Amy Coney Barrett', 'this season', 'Kamala Harris Vows', 'the Public Health Service Act', 'earlier in the week', 'up to 99 years', 'Fire Outside Tennessee Church', 'Democratic-Socialist', 'Jonathan Diller’s Funeral', '60 Minutes', 'Democrat', 'Ocasio-Cortez’s', 'Philadelphia', 'the Year \\n Be', 'Thousands', 'Massive Billboard', 'BETO', 'Five', 'the Nobel Prize', 'The Biden Administration', 'Bob Iger', '12 month', 'the ‘Green New', 'Marvel', '1%', 'South Bend', 'Fox 10 Pheonix', 'John C. Calhoun', 'the east coast', 'Thirty-six percent', 'Lindsey Graham', 'Florida National Guard', 'Congress', 'Robbens Island', 'Mason Baird', 'Mook', 'New York Post', 'BRT', 'COVID Deaths', 'the Democratic National Convention', 'EIS', 'the biggest year', 'DEM CIVIL WAR:', 'John Roberts', 'GOBBLE', 'an election season', 'last Thursday', '538', 'the National Hurricane Center', '76%', 'David Solomon', 'weekly', 'Eat the Rich', 'Hunter Biden', 'Is the White House', '200 million', '3.6%', 'a spring', 'Floyd', 'Flight', 'Bill De Blowsio', 'Biden Proposes Washing Machine Regulations', 'approximately 8.3 million barrels', 'SSRS', 'Caucasian', 'Palestine', 'Edouard Philippe', 'May', 'Marvel Comics', 'Juuls', 'Constitutional', 'anti-Hillary', 'Chinese Military Supplier', '1,040,698', 'I-880', 'the Department of Sanitation', 'Mehdi Hasan', 'as much as $93 trillion', '5,000,001', 'just a few years ago', 'Joy-Ann', 'about 1.2M', 'Andrew Yang', 'Axne', 'Countless', '60 years old', '9.5 million barrels', '8-years-old', 'anti-', 'Washington, DC', '2.18', 'this holiday season', 'Biden Beat Sanders', 'Kate Harrison', 'NBER', 'Las Vegas', 'the Build Back', 'Javad Zarif', 'the early days', 'Nicolas Maduro', 'Ryan Maue', 'McDaniel', 'just 10 years', 'three-hour', 'the Police Protective League', 'Monday afternoon', 'last Monday', 'Affordable Care Act', 'around 37%-67%', 'Newsletter', 'only 55−70%', 'morning', '2 cent', 'About 246,000', 'the Uighurs of China', 'March 27', 'Help Dems Retake Congress', 'the\\xa0United States', 'Just days ago', 'nearly 30,000', 'Comedian', 'Madeleine Rivera', 'anti-American', '@ABC7NY', 'the Northeast USA', 'Marcus', 'September 14', 'the Border Patrol', 'PPP', 'Ocasio-Cortez Posts Climate Change Rant While Assembling Furniture', '65,000', 'Gavin Newsom', 'Bahamas', 'the National Guard', 'Dominion', 'Lake Blasts Big Tech', 'Waukesha', 'Gavin Newsom Praises', 'Markey', 'an estimated 500 million', 'Pearl Harbor', 'Howie', '$221 million', 'New York City Allows', 'Aminatou Sow', 'Border Agents', 'Sheila Jackson-Lee', 'Infrastructure', '398', 'Latin American', '99', 'the Build Back Better Act', 'Washington Free Beacon', 'Super Thursday', 'Alexandria Villaseñor', 'Houston', '1821', 'OPEC', 'AOC Rips ‘Moderate Dems’ for Sending ‘Less Generous Relief Checks', 'Ocasio-Cortez Calls for Creation of 1.5 MILLION Strong ‘Climate Corp’', 'Kamala Harris Does', 'Sovereign Nation', '1945-', '130,000', '$5\\u2009million', 'Kick rocks', 'at least $80 million', 'the Disney Corporation', 'Adjutant', 'only 12 years', 'nearly $1 million', 'James Comey', 'Putin', 'Spectrum News NY1', 'just 15', 'Facebook Inc.', 'late April', 'Lemon Tries', 'Sinema', \"Bernie Sanders'\", 'Page Passenger Named ‘Recall Newsom', 'Kickstarter', '— Greg Abbott', 'the Islamic Republic', 'around 3.2 million barrels', 'GLOBAL WARMING Causes', 'week', 'Make Ian About Climate Change \\n Be', 'DNC Votes AGAINST Plan', 'White Supremacist', 'Socialist Star', 'Chris Hayes', 'This Memorial Day', 'Sullivan', 'Law Enforcement Officers', 'May 16, 2017', '$3.5 Trillion', '1.8 million', 'Benjamin Netanyahu', 'Jim Acosta', 'Month', 'Andrew] Yang', 'Roe v. Wade', 'Feb 2019', 'Japanese', '$27 billion', 'the New York Daily News', 'Yemeni-American', 'Ky.', '1865', '60', 'Lee Housekeeper', 'Three', '🍳', 'nearly nine million', 'Chauvin', 'roughly 40%', 'Any Longer', 'AOC Town', 'Memorial Park', 'SLEEPY', 'more than one hundred', 'Lake', '284', 'Evangelical', 'North Dakota', 'USMCA', '1995', 'December 1969', 'five degrees Celsius', 'Ilhan Omar', 'The Green New Deal', '25 Years', 'Perth & Adelaide', 'the decade', 'Indianapolis', '3rd', 'the first half of this year', 'Last week', 'Climate Equity', 'Tulsi Gabbard', 'Environmental Racism', 'Gillibrand', 'Pompeo', 'Avengers', 'The Berlin Wall', 'Julio Rosas', 'Times Square', 'recent weeks', 'Stacey Abrams', 'Brink', 'KENNEDYISMS', 'December 4', 'Santa Barbara', 'the same period last year', 'Colin Kaepernick', 'Symone D. Sanders', 'Jerretta Sandoz', 'Pew', '50 Years', 'Liberal Politicians Set Their Sights On BANNING BALLOONS', '— Brick Suit', 'a Clean Energy Revolution', 'Yahoo!', 'Muslims', 'the Yale Bowl', 'Blake Masters', 'Biden Surges Ahead Of Trump', 'Over Higher Taxes', '$12.3 trillion', 'AnyClip Begin', 'a minute', 'the late ‘70s', 'Andrea Mitchell', 'a Constitutional Amendment', 'UNIVERSE', 'Aug. 1', 'Richard Nixon', 'Josh Hawley', '$331 million', 'yesterday', 'the next few years', 'NY Times', 'Tuesday', 'more than 68%', 'between $100 and $150 trillion', 'Chris', 'between zero', 'Jakobshavn', 'over seven months', 'the University of Manchester', 'An Inconvenient Sequel: Truth to Power', 'the next 10 years', 'NYTimes', 'Kim Reeves', 'Customs and Border Protection', 'half this year', 'graffiti', 'Politics Outside of the Electoral System', 'Cornell', 'Midwest', 'Gavin Newsom’s', 'the Netroots Nation', 'Thirty-five percent', 'John Paul Mejia', 'Just 18 MONTHS', '$1.6 trillion', 'Joe Manchin', '1962 nearly 60 years ago', 'February 22nd', 'Chair Chuck Grassley', 'the District of Columbia', 'Roughly one thousand', '2 Year', 'Democratic National Convention', 'more than $50 million', 'El Paso', 'the ‘Democratic Party', 'the New Hampshire Democratic Primary', 'the Civil Rights Movement', '$1.48 trillion', 'over $1.25 trillion', 'Backlash Builds', 'Lol', 'Chakrabarti', 'Customs', 'a few months later', 'NEXT', 'Hurricanes', 'Paste Magazine', 'Warnock', 'Abigail Marone', 'at least $70,000', 'the Newton North High School', 'The Late Show', 'Mike Nayna', 'the House Nancy Pelosi', 'Brooklyn Borough', 'about 20 percent', 'Joe Biden’s', 'Monday, December 3', '29-years-old', 'Burch', 'Tobacco', '‘The Enemy of the People,’', '150', 'Bloomberg TV', 'Can’t Be Allowed', 'U.N.', 'one full year', 'Oman', '49', 'Seamus Bruner', 'AOC Unveils ‘Green New Deal for Public Housing’ and ‘Postal Banking’', '$221 MILLION', 'the Disaster Relief and Emergencies Act', '@Ilhan', 'Tom Carper', 'Ummm', 'Mass.', 'North Capitol Street', 'nine-week', '85 million', 'Resurgence of Deadly Terrorist Group \\n Follow', 'Glenn Kirschner', 'Corey Johnson', '2,000 mile', 'Southwest Airlines', 'Frank Dwyer', 'Jackie Lacy', 'Ryan', 'Project Management Professional', 'MSNBC', 'the Head of Responsible Innovation', '62%', 'Socialist', '37,500', 'about 15 minutes', 'the Junk Fee Protection Act', 'All Things Sean Hannity', 'Bernie Sanders Vows', '30 years ago', 'Michael R. Strain', 'more than $5 trillion', \"Reserve Nominee Withdraws After Manchin's '\", 'Billionaire Tears', 'Biden Should ‘Declare National Emergency’', 'She Ignored ‘Eat Babies’ Woman Because It’s ‘Nothing’ Compared', 'Ron DeSantis', 'Democratic Socialist', 'David Axelrod', \"Revoke Biden's '\", 'Christopher Steele', 'the ‘Climate Czar’', 'this last election year', 'the days', 'North Africa', 'Bernie Outspends', '18 million barrels', '2', 'Lawrence', 'Fossil Fuels', 'Native', 'July 1', 'Climate ‘DENIAL’', 'Americas', 'Aguilar', 'Kate Aronoff', '24 Hours', 'the Department of Homeland Security', '9%', 'earlier this month', 'Keisha Lance Bottoms', 'New Viruses', 'Flint', 'The Fake News', 'Kellyanne', '14 percent', 'TEN YEARS', '70% to 90%', 'about a year', 'Rachel Golden', 'Watch Reid', 'Last Hours', 'Alejandro Mayorkas', '-40 million', 'Warns Readers', 'Parlor City Pub', 'the Immigration and Customs Enforcement', 'last Tuesday', 'more than 60', 'later this week', 'Exxon Mobil', '$65.6 million', 'Religion-', 'The Daily Caller (@DailyCaller', 'New Yorkers Moving', '@Ozkok_A', 'Bipartisan Infrastructure', 'Kamala Harris Lands', 'King', '230 years ago', 'the past 36 hours', 'U.S. Needs', 'last month', 'Pete Buttigieg', 'Religious Americans', 'the same month', 'Andrew Goldman', 'roughly 45%', 'Muslim', 'the University of Virginia', 'NYIFUP', 'NRA', 'Today I’m', 'Jeff Merkley', 'ten more dollars', 'less than $32 million', 'CoVID-19', 'Monahan', 'Stop and Frisk', '7-Minute Art Project', 'Julian Castro', 'more than $1.6 trillion', '18-months', '76-year-old', 'year-round', '80%', '1,200', 'T.V.', 'Cowboys', 'Pompeo Torches Biden', 'More than 60 percent', 'an African American', 'American ‘Concentration Camps', 'January', 'the Post Office', '$1 to $2.5 billion', 'Calls Diet ‘EcoCide', 'those 18 months', 'about 1.8 miles', 'Stevenson Boulevard', 'this November', 'Democratic Socialist’s', 'Hillary', 'a few short years from now', 'CoVID', 'The ‘Squad', 'Jan. 20', 'Gina McCarthy', 'the 1940s', 'Unpaid Internships', '$16', 'the Rio Grande', 'Guatemalan', 'Donald J. 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None, Label: None\n", + "Entity: Delaware, Type: None, Label: None\n", + "Entity: John Kennedy, Type: None, Label: None\n", + "Entity: the next two years, Type: None, Label: None\n", + "Entity: $86 million, Type: None, Label: None\n", + "Entity: Fremont, Type: None, Label: None\n", + "Entity: Coronavirus, Type: None, Label: None\n", + "Entity: $10 TRILLION, Type: None, Label: None\n", + "Entity: Yale University, Type: None, Label: None\n", + "Entity: 284,000, Type: None, Label: None\n", + "Entity: United Arab Emirates, Type: None, Label: None\n", + "Entity: Trump War Room – Text TRUMP, Type: None, Label: None\n", + "Entity: U.S. Supreme Court, Type: None, Label: None\n", + "Entity: the White House’s, Type: None, Label: None\n", + "Entity: State Department, Type: None, Label: None\n", + "Entity: 4-month old, Type: None, Label: None\n", + "Entity: $740 Billion, Type: None, Label: None\n", + "Entity: Concourse A, Type: None, Label: None\n", + "Entity: 22 Celsius, Type: None, Label: None\n", + "Entity: the Emerald City, Type: None, Label: None\n", + "Entity: Mike Endorses, Type: PERSON, Label: unreliable\n", + "Entity: 6, Type: None, Label: None\n", + "Entity: Libs of TikTok, Type: None, Label: None\n", + "Entity: Aviation Industry Corporation, Type: None, Label: None\n", + "Entity: Jackson Heights, Type: None, Label: None\n", + "Entity: Hurricane Florence’s, Type: None, Label: None\n", + "Entity: 1,049, Type: None, Label: None\n", + "Entity: Daily Caller, Type: None, Label: None\n", + "Entity: 1,000+ miles, Type: None, Label: None\n", + "Entity: Chairs, Type: None, Label: None\n", + "Entity: MSNBC News, Type: None, Label: None\n", + "Entity: First Year, Type: None, Label: None\n", + "Entity: first, Type: None, Label: None\n", + "Entity: Meghan McCain, Type: None, Label: None\n", + "Entity: at least four, Type: None, Label: None\n", + "Entity: the New York Post, Type: None, Label: None\n", + "Entity: KJP, Type: None, Label: None\n", + "Entity: 11th Ave, Type: None, Label: None\n", + "Entity: Biden Suspends, Type: None, Label: None\n", + "Entity: forty-four, Type: None, Label: None\n", + "Entity: 19 years, Type: None, Label: None\n", + "Entity: The New York Post, Type: None, Label: None\n", + "Entity: months ago, Type: None, Label: None\n", + "Entity: Independent Vermont, Type: None, Label: None\n", + "Entity: Island, Type: None, Label: None\n", + "Entity: Newsweek, Type: None, Label: None\n", + "Entity: Jesse Hunt, Type: None, Label: None\n", + "Entity: Joseph R. Biden Jr., Type: None, Label: None\n", + "Entity: Copenhagen, Type: None, Label: None\n", + "Entity: 3.5%, Type: None, Label: None\n", + "Entity: Warren, Type: None, Label: None\n", + "Entity: Goldsmiths, University of London, Type: None, Label: None\n", + "Entity: Put Immigrants, Type: None, Label: None\n", + "Entity: Chris Manning, Type: None, Label: None\n", + "Entity: Speak at Event About ‘Risks to Journalists Covering Trump, Type: None, Label: None\n", + "Entity: Democratic Party, Type: None, Label: None\n", + "Entity: Thursdasy, Type: None, Label: None\n", + "Entity: Harris, Type: None, Label: None\n", + "Entity: Air Force One, Type: None, Label: None\n", + "Entity: New Mexico, Type: None, Label: None\n", + "Entity: the Competitive Enterprise Institute, Type: None, Label: None\n", + "Entity: Cuomo, Type: None, Label: None\n", + "Entity: BOOKER GOES BERSERK, Type: ORG, Label: unreliable\n", + "Entity: 24-Hour, Type: None, Label: None\n", + "Entity: the next 3 decades, Type: None, Label: None\n", + "Entity: Langer Research Associates, Type: None, Label: None\n", + "Entity: Watch Pelosi’s, Type: None, Label: None\n", + "Entity: more than $10,000, Type: None, Label: None\n", + "Entity: U.S.-Mexico, Type: None, Label: None\n", + "Entity: the Democratic-Socialist, Type: None, Label: None\n", + "Entity: Painting Streets White, Type: None, Label: None\n", + "Entity: Thanksgiving, Type: None, Label: None\n", + "Entity: PUT, Type: None, Label: None\n", + "Entity: three short years, Type: None, Label: None\n", + "Entity: 174 days, Type: None, Label: None\n", + "Entity: OSSE, Type: None, Label: None\n", + "Entity: nearly 130 feet, Type: None, Label: None\n", + "Entity: Refineries, Type: None, Label: None\n", + "Entity: the Catholic Church, Type: None, Label: None\n", + "Entity: Twister, Type: None, Label: None\n", + "Entity: more than $400,000, Type: None, Label: None\n", + "Entity: 14-Minute, Type: None, Label: None\n", + "Entity: Clymer, Type: None, Label: None\n", + "Entity: CRISIS, Type: ORG, Label: unreliable\n", + "Entity: only 44 percent, Type: None, Label: None\n", + "Entity: Anaheim, Type: None, Label: None\n", + "Entity: Eight, Type: None, Label: None\n", + "Entity: Joe Biden Knows, Type: PERSON, Label: unreliable\n", + "Entity: — Anthony Adragna, Type: None, Label: None\n", + "Entity: McCarthy Torch, Type: PERSON, Label: unreliable\n", + "Entity: three or four, Type: None, Label: None\n", + "Entity: Kamala Harris Promises, Type: PERSON, Label: unreliable\n", + "Entity: 6’x10′, Type: None, Label: None\n", + "Entity: healthcare & little, Type: None, Label: None\n", + "Entity: $739 billion, Type: None, Label: None\n", + "Entity: Rapidly, Type: None, Label: None\n", + "Entity: Richard Blumenthal, Type: None, Label: None\n", + "Entity: Conservative Dems, Type: None, Label: None\n", + "Entity: 4%, Type: None, Label: None\n", + "Entity: Stacey Abrams Should ‘, Type: PERSON, Label: unreliable\n", + "Entity: Pacific Gas & Electric, Type: None, Label: None\n", + "Entity: Focus on ‘Climate Change and Income Inequality, Type: None, Label: None\n", + "Entity: Diamond Rings, Type: None, Label: None\n", + "Entity: an estimated 400,000, Type: None, Label: None\n", + "Entity: at least six months, Type: None, Label: None\n", + "Entity: 24-hour, Type: None, Label: None\n", + "Entity: Late last year, Type: None, Label: None\n", + "Entity: RNC, Type: None, Label: None\n", + "Entity: Chuck Schumer, Type: None, Label: None\n", + "Entity: the United Nations Nikki Haley, Type: None, Label: None\n", + "Entity: Call for ‘Birth Strike, Type: None, Label: None\n", + "Entity: Guthrie, Type: None, Label: None\n", + "Entity: Independent Angus, Type: None, Label: None\n", + "Entity: 45 million, Type: None, Label: None\n", + "Entity: twelve years, Type: None, Label: None\n", + "Entity: Forget Biden, Type: PERSON, Label: unreliable\n", + "Entity: more than 36 hours, Type: None, Label: None\n", + "Entity: a lot of months, Type: None, Label: None\n", + "Entity: the ‘American Rescue Plan, Type: None, Label: None\n", + "Entity: SCHEMIN, Type: None, Label: None\n", + "Entity: Detroit, Type: None, Label: None\n", + "Entity: NBC News, Type: None, Label: None\n", + "Entity: $331 Million, Type: None, Label: None\n", + "Entity: Bill Melugin, Type: None, Label: None\n", + "Entity: Boebert GOES OFF, Type: None, Label: None\n", + "Entity: 6 percent, Type: None, Label: None\n", + "Entity: 34 days, Type: None, Label: None\n", + "Entity: Kris Radcliffe, Type: None, Label: None\n", + "Entity: Albany, Type: None, Label: None\n", + "Entity: Digital, Type: None, Label: None\n", + "Entity: the Gaza Strip, Type: None, Label: None\n", + "Entity: SB310, Type: None, Label: None\n", + "Entity: the Public Address System, Type: None, Label: None\n", + "Entity: hundreds of years, Type: None, Label: None\n", + "Entity: ’30 Years, Type: None, Label: None\n", + "Entity: Mike Pompeo’s, Type: None, Label: None\n", + "Entity: Dartmouth, Type: None, Label: None\n", + "Entity: Joe Biden Claims Nearly Two-Thirds Of Entire Population Have Died, Type: None, Label: None\n", + "Entity: Social Media, Type: None, Label: None\n", + "Entity: 8.5%, Type: None, Label: None\n", + "Entity: Brett Kavanaugh, Type: None, Label: None\n", + "Entity: Health and Human Services, Type: None, Label: None\n", + "Entity: over $14 million, Type: None, Label: None\n", + "Entity: Looks like Dems, Type: None, Label: None\n", + "Entity: Kill Coal Jobs, Type: None, Label: None\n", + "Entity: @madeleinerivera, Type: None, Label: None\n", + "Entity: nearly 2 million Lower, Type: None, Label: None\n", + "Entity: Islamophobia, Type: None, Label: None\n", + "Entity: Fossil Fuel Executives, Type: None, Label: None\n", + "Entity: the First National People of Color Environmental Leadership Summit, Type: None, Label: None\n", + "Entity: United States, Type: None, Label: None\n", + "Entity: 69 percent, Type: None, Label: None\n", + "Entity: Alex Susskind, Type: None, Label: None\n", + "Entity: LNG Western, Type: None, Label: None\n", + "Entity: Melissa Russo, Type: None, Label: None\n", + "Entity: Robert Kennedy, Type: None, Label: None\n", + "Entity: Sow, Type: None, Label: None\n", + "Entity: ActBlue, Type: None, Label: None\n", + "Entity: about 7.2%, Type: None, Label: None\n", + "Entity: mosques, Type: None, Label: None\n", + "Entity: 85 percent, Type: None, Label: None\n", + "Entity: the National Park Service, Type: None, Label: None\n", + "Entity: 230-plus years ago, Type: None, Label: None\n", + "Entity: Google’s All-Hands Meeting As Company Drops Heritage Foundation, Type: None, Label: None\n", + "Entity: Teammate Kabbalah Richards, Type: None, Label: None\n", + "Entity: Waltons, Type: None, Label: None\n", + "Entity: Graham, Type: None, Label: None\n", + "Entity: Commuters, Type: None, Label: None\n", + "Entity: LaGuardia, Type: None, Label: None\n", + "Entity: trillions, Type: None, Label: None\n", + "Entity: Kamala Harris Urged Activists, Type: PERSON, Label: unreliable\n", + "Entity: Brian Monahan, Type: None, Label: None\n", + "Entity: Canning Town, Type: None, Label: None\n", + "Entity: BIDEN, Type: None, Label: None\n", + "Entity: last Friday, Type: None, Label: None\n", + "Entity: De Blasio’s, Type: None, Label: None\n", + "Entity: Booker co-sponsored, Type: None, Label: None\n", + "Entity: Easter Sunday THE FAILING TIMES, Type: None, Label: None\n", + "Entity: -33%, Type: None, Label: None\n", + "Entity: Nevada, Type: None, Label: None\n", + "Entity: View, Type: None, Label: None\n", + "Entity: Twitter, Type: None, Label: None\n", + "Entity: Calling Vote, Type: None, Label: None\n", + "Entity: 25, Type: None, Label: None\n", + "Entity: Arlington, Type: None, Label: None\n", + "Entity: Israel, Type: None, Label: None\n", + "Entity: Maggie Hoffman, Type: None, Label: None\n", + "Entity: Fox Los Angeles, Type: None, Label: None\n", + "Entity: Tea Partiers, Type: None, Label: None\n", + "Entity: Watch Abrams, Type: None, Label: None\n", + "Entity: four more years, Type: None, Label: None\n", + "Entity: 9/20 #, Type: None, Label: None\n", + "Entity: the WHITE HOUSE, Type: None, Label: None\n", + "Entity: the Netroots Nation Conference, Type: None, Label: None\n", + "Entity: Latest New York Presidential Poll, Type: None, Label: None\n", + "Entity: Proposition 64, Type: None, Label: None\n", + "Entity: two and a half months, Type: None, Label: None\n", + "Entity: Doorbuster Price, Type: None, Label: None\n", + "Entity: 7-Eleven, Type: None, Label: None\n", + "Entity: the Sierra Club, Type: None, Label: None\n", + "Entity: Carbon Dioxide, Type: None, Label: None\n", + "Entity: May 18, Type: None, Label: None\n", + "Entity: the Office of Professional Responsibility, Type: None, Label: None\n", + "Entity: eight weeks, Type: None, Label: None\n", + "Entity: Buffalo, Type: None, Label: None\n", + "Entity: at least $15.00, Type: None, Label: None\n", + "Entity: Nazis, Type: None, Label: None\n", + "Entity: NAZI GERMANY, Type: None, Label: None\n", + "Entity: less than two years, Type: None, Label: None\n", + "Entity: Green Agenda, Type: None, Label: None\n", + "Entity: each month, Type: None, Label: None\n", + "Entity: 40k, Type: MONEY, Label: unreliable\n", + "Entity: This day, Type: None, Label: None\n", + "Entity: September 14th, Type: None, Label: None\n", + "Entity: the Inflation Reduction Act, Type: None, Label: None\n", + "Entity: Outer Space, Type: PERSON, Label: unreliable\n", + "Entity: Manhattan, Type: None, Label: None\n", + "Entity: Representatives Ocasio-Cortez, Type: None, Label: None\n", + "Entity: PVA, Type: None, Label: None\n", + "Entity: ’s Teacher’s Cabinet, Type: None, Label: None\n", + "Entity: Disney, Type: None, Label: None\n", + "Entity: only 21 days, Type: None, Label: None\n", + "Entity: the Democratic Socialist, Type: None, Label: None\n", + "Entity: Kathy Castor, Type: None, Label: None\n", + "Entity: Pew Research, Type: None, Label: None\n", + "Entity: National Hurricane Center, Type: None, Label: None\n", + "Entity: Velshi & Ruhle, Type: None, Label: None\n", + "Entity: June 22, Type: None, Label: None\n", + "Entity: Biden Sweeps Primaries, Type: None, Label: None\n", + "Entity: 23,000, Type: None, Label: None\n", + "Entity: some very dark days, Type: None, Label: None\n", + "Entity: Deonte Lee Murray, Type: None, Label: None\n", + "Entity: More than 11,000, Type: None, Label: None\n", + "Entity: Palestinian, Type: None, Label: None\n", + "Entity: Facebook, Type: None, Label: None\n", + "Entity: the last 5, Type: None, Label: None\n", + "Entity: The Green New Deal for Public Housing, Type: None, Label: None\n", + "Entity: roughly 15, Type: None, Label: None\n", + "Entity: April, Type: None, Label: None\n", + "Entity: Charlotte Clymer, Type: None, Label: None\n", + "Entity: Sean Hannity \n", + " Be, Type: None, Label: None\n", + "Entity: U.S.-Mexico-Canada Agreement, Type: None, Label: None\n", + "Entity: Jamie Rohme, Type: None, Label: None\n", + "Entity: Brandon Darby, Type: None, Label: None\n", + "Entity: Mansion Uses, Type: None, Label: None\n", + "Entity: Wildfires, Type: None, Label: None\n", + "Entity: one second, Type: None, Label: None\n", + "Entity: Long Island City, Type: None, Label: None\n", + "Entity: Biden & Harris, Type: None, Label: None\n", + "Entity: 111-year-old, Type: None, Label: None\n", + "Entity: the next 20 years, Type: None, Label: None\n", + "Entity: the end of 2019, Type: None, Label: None\n", + "Entity: Orange County, Type: None, Label: None\n", + "Entity: at least millions, Type: None, Label: None\n", + "Entity: Good Morning America, Type: None, Label: None\n", + "Entity: The Office, Type: None, Label: None\n", + "Entity: $5 to $10 billion, Type: None, Label: None\n", + "Entity: the University of California, Berkeley, Type: None, Label: None\n", + "Entity: hourly, Type: None, Label: None\n", + "Entity: 146 Days on, Type: None, Label: None\n", + "Entity: Compsat, Type: None, Label: None\n", + "Entity: DNC, Type: None, Label: None\n", + "Entity: just a few years earlier, Type: None, Label: None\n", + "Entity: Richard Zuniga, Type: None, Label: None\n", + "Entity: Greenland, Type: None, Label: None\n", + "Entity: Sponge, Type: None, Label: None\n", + "Entity: Stockholm, Type: None, Label: None\n", + "Entity: nearly 2 million ‘Dreamers, Type: None, Label: None\n", + "Entity: Google, Type: None, Label: None\n", + "Entity: Jerry Brown, Type: None, Label: None\n", + "Entity: 1/10, Type: None, Label: None\n", + "Entity: $2.5 trillion, Type: None, Label: None\n", + "Entity: Cost-Saving Energy Efficiency Standards, Type: None, Label: None\n", + "Entity: a few minutes, Type: None, Label: None\n", + "Entity: about $5.40, Type: None, Label: None\n", + "Entity: MSNBC Legal, Type: None, Label: None\n", + "Entity: Americans Say ‘FAKE NEWS’ a Bigger Threat, Type: ORG, Label: unreliable\n", + "Entity: San Francisco, Type: None, Label: None\n", + "Entity: Elizabeth, Type: None, Label: None\n", + "Entity: the “Extinction Crisis, Type: None, Label: None\n", + "Entity: Deliver Prime Time Address at, Type: None, Label: None\n", + "Entity: Bobby Kennedy, Type: None, Label: None\n", + "Entity: Sophia Koropeckyj, Type: None, Label: None\n", + "Entity: two days, Type: None, Label: None\n", + "Entity: around $3.75, Type: None, Label: None\n", + "Entity: 54%, Type: None, Label: None\n", + "Entity: World War 2, Type: None, Label: None\n", + "Entity: 2014, Type: None, Label: None\n", + "Entity: Tavia Galonski, Type: None, Label: None\n", + "Entity: Bernie Sanders Warns, Type: PERSON, Label: unreliable\n", + "Entity: Steve Scalise, Type: None, Label: None\n", + "Entity: an end of days, Type: None, Label: None\n", + "Entity: a ‘Special Committee, Type: None, Label: None\n", + "Entity: Conservative, Type: None, Label: None\n", + "Entity: 14,000, Type: None, Label: None\n", + "Entity: less than 15%, Type: None, Label: None\n", + "Entity: a full 63 percent, Type: None, Label: None\n", + "Entity: the next 18 months, Type: None, Label: None\n", + "Entity: $1 TRILLION, Type: None, Label: None\n", + "Entity: September 9, 2019, Type: None, Label: None\n", + "Entity: two weeks ago, Type: None, Label: None\n", + "Entity: $1.6 million, Type: None, Label: None\n", + "Entity: Townhall.com, Type: None, Label: None\n", + "Entity: 70,000, Type: None, Label: None\n", + "Entity: Faiz Shakir, Type: None, Label: None\n", + "Entity: 12 YEARS, Type: None, Label: None\n", + "Entity: Don Lemon, Type: None, Label: None\n", + "Entity: Ind., Type: None, Label: None\n", + "Entity: Flint River, Type: None, Label: None\n", + "Entity: Watch Kennedy, Type: None, Label: None\n", + "Entity: World War II, Type: None, Label: None\n", + "Entity: Bedminster, Type: None, Label: None\n", + "Entity: Rohme, Type: None, Label: None\n", + "Entity: Guardian Australia, Type: None, Label: None\n", + "Entity: $16.3 trillion, Type: None, Label: None\n", + "Entity: Throw Confetti, Type: None, Label: None\n", + "Entity: more than 50 percent, Type: None, Label: None\n", + "Entity: $3 million dollar, Type: None, Label: None\n", + "Entity: Haley, Type: None, Label: None\n", + "Entity: Texas Representative, Type: None, Label: None\n", + "Entity: George, Type: None, Label: None\n", + "Entity: @JJHunt10, Type: None, Label: None\n", + "Entity: over 230 years, Type: None, Label: None\n", + "Entity: Chuck Todd, Type: None, Label: None\n", + "Entity: O’Rourke, Type: None, Label: None\n", + "Entity: about $3.25, Type: None, Label: None\n", + "Entity: 11 million, Type: None, Label: None\n", + "Entity: an incredible decade, Type: None, Label: None\n", + "Entity: Tucker Carlson Tonight, Type: None, Label: None\n", + "Entity: more than two, Type: None, Label: None\n", + "Entity: over 5,000, Type: None, Label: None\n", + "Entity: the Daily Mail, Type: None, Label: None\n", + "Entity: the ‘House of Mouse, Type: None, Label: None\n", + "Entity: Avocado Toast, Type: None, Label: None\n", + "Entity: Biden Vows, Type: PERSON, Label: unreliable\n", + "Entity: Justice-, Type: None, Label: None\n", + "Entity: Forget Straws, Type: None, Label: None\n", + "Entity: Sinema Being Harassed, Type: None, Label: None\n", + "Entity: Schumer Unveils Dems’ Massive, Type: ORG, Label: unreliable\n", + "Entity: 29, Type: None, Label: None\n", + "Entity: Elder, Type: None, Label: None\n", + "Entity: Australia & Pacific \n", + " , Type: None, Label: None\n", + "Entity: the first day, Type: None, Label: None\n", + "Entity: The United States Energy Information Administration, Type: None, Label: None\n", + "Entity: Airport, Type: None, Label: None\n", + "Entity: Shea, Type: None, Label: None\n", + "Entity: Ocasio-Cortez’ ‘Green New Deal’ Will Help ‘Create Jobs, Type: None, Label: None\n", + "Entity: the House Select Committee on Climate Crisis, Type: None, Label: None\n", + "Entity: Bored Biden Checks His Watch, Type: None, Label: None\n", + "Entity: UN Climate Summit, Type: None, Label: None\n", + 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"Entity: Twenty-five percent, Type: None, Label: None\n", + "Entity: Gore Blames CoVID, Type: PERSON, Label: unreliable\n", + "Entity: Just The News, Type: None, Label: None\n", + "Entity: US Troops, Type: None, Label: None\n", + "Entity: Come to Chinatown, Type: None, Label: None\n", + "Entity: 45 seconds, Type: None, Label: None\n", + "Entity: Sunday, Type: None, Label: None\n", + "Entity: Franklin Roosevelt’s, Type: None, Label: None\n", + "Entity: twelve-month, Type: None, Label: None\n", + "Entity: Kissimmee, Type: None, Label: None\n", + "Entity: AOC Introduces Bundle of Progressive Proposals Called ‘A Just Society, Type: ORG, Label: unreliable\n", + "Entity: Human Capital Stock, Type: None, Label: None\n", + "Entity: San Diego, Type: None, Label: None\n", + "Entity: the Intergovernmental Panel on Climate Change (IPCC, Type: None, Label: None\n", + "Entity: 4 percent, Type: None, Label: None\n", + "Entity: SOCIALISM USA, Type: ORG, Label: unreliable\n", + "Entity: 52%, Type: None, Label: None\n", + "Entity: Eric Trump, Type: None, Label: None\n", + "Entity: Hop, Type: None, Label: None\n", + "Entity: Hawley Blasts DHS, Type: None, Label: None\n", + "Entity: $570 billion, Type: None, Label: None\n", + "Entity: Law BANNING Fossil Fuels, Type: None, Label: None\n", + "Entity: Press, Type: None, Label: None\n", + "Entity: 8 p.m., Type: None, Label: None\n", + "Entity: over 50 percent, Type: None, Label: None\n", + "Entity: Rep Omar, Type: None, Label: None\n", + "Entity: Sin City, Type: None, Label: None\n", + "Entity: one month, Type: None, Label: None\n", + "Entity: daytime, Type: None, Label: None\n", + "Entity: 32 million, Type: None, Label: None\n", + "Entity: The House of Representatives, Type: None, Label: None\n", + "Entity: Mike Bloomberg Visits, Type: None, Label: None\n", + "Entity: Chelsea Handler, Type: None, Label: None\n", + "Entity: early next month, Type: None, Label: None\n", + "Entity: the past three months, Type: None, Label: None\n", + "Entity: Sgt, Type: None, Label: None\n", + "Entity: Jerusalem, Type: None, Label: None\n", + "Entity: The VitalSleep Anti-Snoring Mouthpiece, Type: None, Label: None\n", + "Entity: 40, Type: None, Label: None\n", + "Entity: -15 House, Type: None, Label: None\n", + "Entity: Knesset, Type: None, Label: None\n", + "Entity: At least 13, Type: None, Label: None\n", + "Entity: Uncle, Type: None, Label: None\n", + "Entity: Super Tuesday, Type: None, Label: None\n", + "Entity: above 100%, Type: None, Label: None\n", + "Entity: Soweto, Type: None, Label: None\n", + "Entity: Build Back Better Act, Type: None, Label: None\n", + "Entity: Thursday night, Type: None, Label: None\n", + "Entity: strawberry, Type: None, Label: None\n", + "Entity: Hurricane Warnings, Type: None, Label: None\n", + "Entity: months, Type: None, Label: None\n", + "Entity: Bernie Claims USA ‘Owned, Type: None, Label: None\n", + "Entity: 240,000, Type: None, Label: None\n", + "Entity: Bohai Harvest RST, Type: None, Label: None\n", + "Entity: VA, Type: None, Label: None\n", + "Entity: hundreds of thousands, Type: None, Label: None\n", + "Entity: 2,000, Type: None, Label: None\n", + "Entity: Wednesday night, Type: None, Label: None\n", + "Entity: 263,000, Type: None, Label: None\n", + "Entity: 1.2 MILLION, Type: None, Label: None\n", + "Entity: the Federal Govt, Type: None, Label: None\n", + "Entity: the Corporation for National and Community Service, Type: None, Label: None\n", + "Entity: 18 months, Type: None, Label: None\n", + "Entity: Yad Vashem, Type: None, Label: None\n", + "Entity: the past two years, Type: None, Label: None\n", + "Entity: The French Laundry, Type: None, Label: None\n", + "Entity: Only last week, Type: None, Label: None\n", + "Entity: Jacksonville, Type: None, Label: None\n", + "Entity: some 40%, Type: None, Label: None\n", + "Entity: Ted Cruz, Type: None, Label: None\n", + "Entity: Mississippi, Type: None, Label: None\n", + "Entity: DeSantis, Type: None, Label: None\n", + "Entity: Pirro, Type: None, Label: None\n", + "Entity: the California Air Resources Board, Type: None, Label: None\n", + "Entity: Biden Blasted, Type: PERSON, Label: unreliable\n", + "Entity: FOX &, Type: None, Label: None\n", + "Entity: Sam Runyon, Type: None, Label: None\n", + "Entity: Jill Biden, Type: None, Label: None\n", + "Entity: the ’70s, Type: None, Label: None\n", + "Entity: Farrell, Type: None, Label: None\n", + "Entity: California Restaurants to Implement ‘Optional, Type: ORG, Label: unreliable\n", + "Entity: March 2018, Type: None, Label: None\n", + "Entity: Henry, Type: None, Label: None\n", + "Entity: the Lone Star State, Type: None, Label: None\n", + "Entity: Eric Swalwell, Type: None, Label: None\n", + "Entity: five to six, Type: None, Label: None\n", + "Entity: BEIJING, Type: GPE, Label: unreliable\n", + "Entity: Electoral College, Type: None, Label: None\n", + "Entity: Max Miller, Type: None, Label: None\n", + "Entity: BIG NIGHT, Type: None, Label: None\n", + "Entity: May 25, Type: None, Label: None\n", + "Entity: Safeway, Type: None, Label: None\n", + "Entity: Franklin Delano Roosevelt, Type: None, Label: None\n", + "Entity: Bernie Sanders Meeting, Type: PERSON, Label: unreliable\n", + "Entity: 43 percent, Type: None, Label: None\n", + "Entity: the ‘Capital Hill Autonomous Zone, Type: None, Label: None\n", + "Entity: Tyler Pager, Type: None, Label: None\n", + "Entity: Corporate America’s, Type: None, Label: None\n", + "Entity: the “Call Your Girlfriend, Type: None, Label: None\n", + "Entity: over 263,000, Type: None, Label: None\n", + "Entity: $1.5 Trillion, Type: None, Label: None\n", + "Entity: State Dept, Type: None, Label: None\n", + "Entity: the East Coast, Type: None, Label: None\n", + "Entity: Commuter Trains, Type: None, Label: None\n", + "Entity: Gutfeld, Type: None, Label: None\n", + "Entity: almost $300,000, Type: None, Label: None\n", + "Entity: Bloomberg -referencing Warren’s, Type: None, Label: None\n", + "Entity: Handler, Type: None, Label: None\n", + "Entity: The past 5 years, Type: None, Label: None\n", + "Entity: Grocery Stores, Type: None, Label: None\n", + "Entity: ABC White House, Type: None, Label: None\n", + "Entity: $2.5 to $5 billion, Type: None, Label: None\n", + "Entity: the University of California at Berkeley, Type: None, Label: None\n", + "Entity: Fox News’, Type: None, Label: None\n", + "Entity: earlier in the day, Type: None, Label: None\n", + "Entity: 412, Type: None, Label: None\n", + "Entity: CBS News, Type: None, Label: None\n", + "Entity: The Federal, Type: None, Label: None\n", + "Entity: CALIFORNIA, Type: GPE, Label: unreliable\n", + "Entity: Latin America, Type: None, Label: None\n", + "Entity: nearly 2 million, Type: None, Label: None\n", + "Entity: $2 trillion, Type: None, Label: None\n", + "Entity: Mike Pence, Type: None, Label: None\n", + "Entity: Feb. 19, Type: None, Label: None\n", + "Entity: Blumenthal, Type: None, Label: None\n", + "Entity: Big Tech, Type: None, Label: None\n", + "Entity: roughly $45,000, Type: None, Label: None\n", + "Entity: Bronx, Type: None, Label: None\n", + "Entity: Dianne Feinstein, Type: None, Label: None\n", + "Entity: nearly 25 tons, Type: None, Label: None\n", + "Entity: Fukushima, Type: None, Label: None\n", + "Entity: The Civilian Climate Corps, Type: None, Label: None\n", + "Entity: West Los Angeles, Type: None, Label: None\n", + "Entity: TRILLION, Type: None, Label: None\n", + "Entity: Box Office, Type: None, Label: None\n", + "Entity: HAWLEY ON FIRE, Type: PERSON, Label: unreliable\n", + "Entity: Joy Reid, Type: None, Label: None\n", + "Entity: 3.5, Type: None, Label: None\n", + "Entity: $500 million to $1 billion, Type: None, Label: None\n", + "Entity: Extinction Rebellion, Type: None, Label: None\n", + "Entity: Kamala, Type: None, Label: None\n", + "Entity: Jeremy Redfern, Type: None, Label: None\n", + "Entity: Jenna Ellis, Type: None, Label: None\n", + "Entity: Afghanistan, Type: None, Label: None\n", + "Entity: 3, Type: None, Label: None\n", + "Entity: Saikat Chakrabarti, Type: None, Label: None\n", + "Entity: $5 trillion, Type: None, Label: None\n", + "Entity: Sun Valley, Type: None, Label: None\n", + "Entity: Berkeley, Type: None, Label: None\n", + "Entity: an additional $23,941, Type: None, Label: None\n", + "Entity: Equitable Future, Type: None, Label: None\n", + "Entity: 100 miles, Type: None, Label: None\n", + "Entity: Merrick Garland, Type: None, Label: None\n", + "Entity: Bucks Party, Type: None, Label: None\n", + "Entity: Lee Zeldin, Type: None, Label: None\n", + "Entity: Wednesday, Type: None, Label: None\n", + "Entity: 7%, Type: None, Label: None\n", + "Entity: $50 to $250 million, Type: None, Label: None\n", + "Entity: the Republican Party, Type: None, Label: None\n", + "Entity: Inslee, Type: None, Label: None\n", + "Entity: his first day, Type: None, Label: None\n", + "Entity: BIDEN FALLOUT:, Type: ORG, Label: unreliable\n", + "Entity: A Just Society, Type: None, Label: None\n", + "Entity: Beats Bernie, Type: None, Label: None\n", + "Entity: The View, Type: None, Label: None\n", + "Entity: Breath, Type: None, Label: None\n", + "Entity: Stay, Type: None, Label: None\n", + "Entity: 18-million-barrel, Type: None, Label: None\n", + "Entity: Stewart, Type: None, Label: None\n", + "Entity: SALT, Type: None, Label: None\n", + "Entity: What the Green New Deal, Type: None, Label: None\n", + "Entity: just hours later, Type: None, Label: None\n", + "Entity: day, Type: None, Label: None\n", + "Entity: Starbucks, Type: None, Label: None\n", + "Entity: 10 Years, Type: None, Label: None\n", + "Entity: Compare ‘College Transcripts, Type: ORG, Label: unreliable\n", + "Entity: Graffiti, Type: None, Label: None\n", + "Entity: 280,000, Type: None, Label: None\n", + "Entity: Hispanic, Type: None, Label: None\n", + "Entity: Cooper, Type: None, Label: None\n", + "Entity: Dan Crenshaw Rips Bernie’s ‘, Type: PERSON, Label: unreliable\n", + "Entity: Melania, Type: GPE, Label: unreliable\n", + "Entity: Amy Coney Barrett, Type: None, Label: None\n", + "Entity: this season, Type: None, Label: None\n", + "Entity: Kamala Harris Vows, Type: PERSON, Label: unreliable\n", + "Entity: the Public Health Service Act, Type: None, Label: None\n", + "Entity: earlier in the week, Type: None, Label: None\n", + "Entity: up to 99 years, Type: None, Label: None\n", + "Entity: Fire Outside Tennessee Church, Type: None, Label: None\n", + "Entity: Democratic-Socialist, Type: None, Label: None\n", + "Entity: Jonathan Diller’s Funeral, Type: None, Label: None\n", + "Entity: 60 Minutes, Type: None, Label: None\n", + "Entity: Democrat, Type: None, Label: None\n", + "Entity: Ocasio-Cortez’s, Type: None, Label: None\n", + "Entity: Philadelphia, Type: None, Label: None\n", + "Entity: the Year \n", + " Be, Type: None, Label: None\n", + "Entity: Thousands, Type: None, Label: None\n", + "Entity: Massive Billboard, Type: None, Label: None\n", + "Entity: BETO, Type: ORG, Label: unreliable\n", + "Entity: Five, Type: None, Label: None\n", + "Entity: the Nobel Prize, Type: None, Label: None\n", + "Entity: The Biden Administration, Type: None, Label: None\n", + "Entity: Bob Iger, Type: None, Label: None\n", + "Entity: 12 month, Type: None, Label: None\n", + "Entity: the ‘Green New, Type: None, Label: None\n", + "Entity: Marvel, Type: None, Label: None\n", + "Entity: 1%, Type: None, Label: None\n", + "Entity: South Bend, Type: None, Label: None\n", + "Entity: Fox 10 Pheonix, Type: None, Label: None\n", + "Entity: John C. Calhoun, Type: None, Label: None\n", + "Entity: the east coast, Type: None, Label: None\n", + "Entity: Thirty-six percent, Type: None, Label: None\n", + "Entity: Lindsey Graham, Type: None, Label: None\n", + "Entity: Florida National Guard, Type: None, Label: None\n", + "Entity: Congress, Type: None, Label: None\n", + "Entity: Robbens Island, Type: None, Label: None\n", + "Entity: Mason Baird, Type: None, Label: None\n", + "Entity: Mook, Type: None, Label: None\n", + "Entity: New York Post, Type: None, Label: None\n", + "Entity: BRT, Type: None, Label: None\n", + "Entity: COVID Deaths, Type: None, Label: None\n", + "Entity: the Democratic National Convention, Type: None, Label: None\n", + "Entity: EIS, Type: None, Label: None\n", + "Entity: the biggest year, Type: None, Label: None\n", + "Entity: DEM CIVIL WAR:, Type: ORG, Label: unreliable\n", + "Entity: John Roberts, Type: None, Label: None\n", + "Entity: GOBBLE, Type: None, Label: None\n", + "Entity: an election season, Type: None, Label: None\n", + "Entity: last Thursday, Type: None, Label: None\n", + "Entity: 538, Type: None, Label: None\n", + "Entity: the National Hurricane Center, Type: None, Label: None\n", + "Entity: 76%, Type: None, Label: None\n", + "Entity: David Solomon, Type: None, Label: None\n", + "Entity: weekly, Type: None, Label: None\n", + "Entity: Eat the Rich, Type: None, Label: None\n", + "Entity: Hunter Biden, Type: None, Label: None\n", + "Entity: Is the White House, Type: None, Label: None\n", + "Entity: 200 million, Type: None, Label: None\n", + "Entity: 3.6%, Type: None, Label: None\n", + "Entity: a spring, Type: None, Label: None\n", + "Entity: Floyd, Type: None, Label: None\n", + "Entity: Flight, Type: None, Label: None\n", + "Entity: Bill De Blowsio, Type: None, Label: None\n", + "Entity: Biden Proposes Washing Machine Regulations, Type: ORG, Label: unreliable\n", + "Entity: approximately 8.3 million barrels, Type: None, Label: None\n", + "Entity: SSRS, Type: None, Label: None\n", + "Entity: Caucasian, Type: None, Label: None\n", + "Entity: Palestine, Type: None, Label: None\n", + "Entity: Edouard Philippe, Type: None, Label: None\n", + "Entity: May, Type: None, Label: None\n", + "Entity: Marvel Comics, Type: None, Label: None\n", + "Entity: Juuls, Type: None, Label: None\n", + "Entity: Constitutional, Type: None, Label: None\n", + "Entity: anti-Hillary, Type: None, Label: None\n", + "Entity: Chinese Military Supplier, Type: None, Label: None\n", + "Entity: 1,040,698, Type: None, Label: None\n", + "Entity: I-880, Type: None, Label: None\n", + "Entity: the Department of Sanitation, Type: None, Label: None\n", + "Entity: Mehdi Hasan, Type: None, Label: None\n", + "Entity: as much as $93 trillion, Type: None, Label: None\n", + "Entity: 5,000,001, Type: None, Label: None\n", + "Entity: just a few years ago, Type: None, Label: None\n", + "Entity: Joy-Ann, Type: None, Label: None\n", + "Entity: about 1.2M, Type: None, Label: None\n", + "Entity: Andrew Yang, Type: None, Label: None\n", + "Entity: Axne, Type: None, Label: None\n", + "Entity: Countless, Type: None, Label: None\n", + "Entity: 60 years old, Type: None, Label: None\n", + "Entity: 9.5 million barrels, Type: None, Label: None\n", + "Entity: 8-years-old, Type: None, Label: None\n", + "Entity: anti-, Type: None, Label: None\n", + "Entity: Washington, DC, Type: None, Label: None\n", + "Entity: 2.18, Type: None, Label: None\n", + "Entity: this holiday season, Type: None, Label: None\n", + "Entity: Biden Beat Sanders, Type: None, Label: None\n", + "Entity: Kate Harrison, Type: None, Label: None\n", + "Entity: NBER, Type: None, Label: None\n", + "Entity: Las Vegas, Type: None, Label: None\n", + "Entity: the Build Back, Type: None, Label: None\n", + "Entity: Javad Zarif, Type: None, Label: None\n", + "Entity: the early days, Type: None, Label: None\n", + "Entity: Nicolas Maduro, Type: None, Label: None\n", + "Entity: Ryan Maue, Type: None, Label: None\n", + "Entity: McDaniel, Type: None, Label: None\n", + "Entity: just 10 years, Type: None, Label: None\n", + "Entity: three-hour, Type: None, Label: None\n", + "Entity: the Police Protective League, Type: None, Label: None\n", + "Entity: Monday afternoon, Type: None, Label: None\n", + "Entity: last Monday, Type: None, Label: None\n", + "Entity: Affordable Care Act, Type: None, Label: None\n", + "Entity: around 37%-67%, Type: None, Label: None\n", + "Entity: Newsletter, Type: None, Label: None\n", + "Entity: only 55−70%, Type: None, Label: None\n", + "Entity: morning, Type: None, Label: None\n", + "Entity: 2 cent, Type: None, Label: None\n", + "Entity: About 246,000, Type: None, Label: None\n", + "Entity: the Uighurs of China, Type: None, Label: None\n", + "Entity: March 27, Type: None, Label: None\n", + "Entity: Help Dems Retake Congress, Type: None, Label: None\n", + "Entity: the United States, Type: None, Label: None\n", + "Entity: Just days ago, Type: None, Label: None\n", + "Entity: nearly 30,000, Type: None, Label: None\n", + "Entity: Comedian, Type: None, Label: None\n", + "Entity: Madeleine Rivera, Type: None, Label: None\n", + "Entity: anti-American, Type: None, Label: None\n", + "Entity: @ABC7NY, Type: None, Label: None\n", + "Entity: the Northeast USA, Type: None, Label: None\n", + "Entity: Marcus, Type: None, Label: None\n", + "Entity: September 14, Type: None, Label: None\n", + "Entity: the Border Patrol, Type: None, Label: None\n", + "Entity: PPP, Type: None, Label: None\n", + "Entity: Ocasio-Cortez Posts Climate Change Rant While Assembling Furniture, Type: ORG, Label: unreliable\n", + "Entity: 65,000, Type: None, Label: None\n", + "Entity: Gavin Newsom, Type: None, Label: None\n", + "Entity: Bahamas, Type: None, Label: None\n", + "Entity: the National Guard, Type: None, Label: None\n", + "Entity: Dominion, Type: None, Label: None\n", + "Entity: Lake Blasts Big Tech, Type: ORG, Label: unreliable\n", + "Entity: Waukesha, Type: None, Label: None\n", + "Entity: Gavin Newsom Praises, Type: PERSON, Label: unreliable\n", + "Entity: Markey, Type: None, Label: None\n", + "Entity: an estimated 500 million, Type: None, Label: None\n", + "Entity: Pearl Harbor, Type: None, Label: None\n", + "Entity: Howie, Type: None, Label: None\n", + "Entity: $221 million, Type: None, Label: None\n", + "Entity: New York City Allows, Type: None, Label: None\n", + "Entity: Aminatou Sow, Type: None, Label: None\n", + "Entity: Border Agents, Type: None, Label: None\n", + "Entity: Sheila Jackson-Lee, Type: None, Label: None\n", + "Entity: Infrastructure, Type: None, Label: None\n", + "Entity: 398, Type: None, Label: None\n", + "Entity: Latin American, Type: None, Label: None\n", + "Entity: 99, Type: None, Label: None\n", + "Entity: the Build Back Better Act, Type: None, Label: None\n", + "Entity: Washington Free Beacon, Type: None, Label: None\n", + "Entity: Super Thursday, Type: None, Label: None\n", + "Entity: Alexandria Villaseñor, Type: None, Label: None\n", + "Entity: Houston, Type: None, Label: None\n", + "Entity: 1821, Type: None, Label: None\n", + "Entity: OPEC, Type: None, Label: None\n", + "Entity: AOC Rips ‘Moderate Dems’ for Sending ‘Less Generous Relief Checks, Type: ORG, Label: unreliable\n", + "Entity: Ocasio-Cortez Calls for Creation of 1.5 MILLION Strong ‘Climate Corp’, Type: None, Label: None\n", + "Entity: Kamala Harris Does, Type: None, Label: None\n", + "Entity: Sovereign Nation, Type: None, Label: None\n", + "Entity: 1945-, Type: None, Label: None\n", + "Entity: 130,000, Type: None, Label: None\n", + "Entity: $5 million, Type: None, Label: None\n", + "Entity: Kick rocks, Type: None, Label: None\n", + "Entity: at least $80 million, Type: None, Label: None\n", + "Entity: the Disney Corporation, Type: None, Label: None\n", + "Entity: Adjutant, Type: None, Label: None\n", + "Entity: only 12 years, Type: None, Label: None\n", + "Entity: nearly $1 million, Type: None, Label: None\n", + "Entity: James Comey, Type: None, Label: None\n", + "Entity: Putin, Type: None, Label: None\n", + "Entity: Spectrum News NY1, Type: None, Label: None\n", + "Entity: just 15, Type: None, Label: None\n", + "Entity: Facebook Inc., Type: None, Label: None\n", + "Entity: late April, Type: None, Label: None\n", + "Entity: Lemon Tries, Type: None, Label: None\n", + "Entity: Sinema, Type: None, Label: None\n", + "Entity: Bernie Sanders', Type: None, Label: None\n", + "Entity: Page Passenger Named ‘Recall Newsom, Type: None, Label: None\n", + "Entity: Kickstarter, Type: None, Label: None\n", + "Entity: — Greg Abbott, Type: None, Label: None\n", + "Entity: the Islamic Republic, Type: None, Label: None\n", + "Entity: around 3.2 million barrels, Type: None, Label: None\n", + "Entity: GLOBAL WARMING Causes, Type: PERSON, Label: unreliable\n", + "Entity: week, Type: DATE, Label: unreliable\n", + "Entity: Make Ian About Climate Change \n", + " Be, Type: None, Label: None\n", + "Entity: DNC Votes AGAINST Plan, Type: ORG, Label: unreliable\n", + "Entity: White Supremacist, Type: None, Label: None\n", + "Entity: Socialist Star, Type: ORG, Label: unreliable\n", + "Entity: Chris Hayes, Type: None, Label: None\n", + "Entity: This Memorial Day, Type: None, Label: None\n", + "Entity: Sullivan, Type: None, Label: None\n", + "Entity: Law Enforcement Officers, Type: None, Label: None\n", + "Entity: May 16, 2017, Type: None, Label: None\n", + "Entity: $3.5 Trillion, Type: None, Label: None\n", + "Entity: 1.8 million, Type: None, Label: None\n", + "Entity: Benjamin Netanyahu, Type: None, Label: None\n", + "Entity: Jim Acosta, Type: None, Label: None\n", + "Entity: Month, Type: None, Label: None\n", + "Entity: Andrew] Yang, Type: None, Label: None\n", + "Entity: Roe v. Wade, Type: None, Label: None\n", + "Entity: Feb 2019, Type: None, Label: None\n", + "Entity: Japanese, Type: None, Label: None\n", + "Entity: $27 billion, Type: None, Label: None\n", + "Entity: the New York Daily News, Type: None, Label: None\n", + "Entity: Yemeni-American, Type: None, Label: None\n", + "Entity: Ky., Type: None, Label: None\n", + "Entity: 1865, Type: None, Label: None\n", + "Entity: 60, Type: MONEY, Label: unreliable\n", + "Entity: Lee Housekeeper, Type: None, Label: None\n", + "Entity: Three, Type: None, Label: None\n", + "Entity: 🍳, Type: None, Label: None\n", + "Entity: nearly nine million, Type: None, Label: None\n", + "Entity: Chauvin, Type: None, Label: None\n", + "Entity: roughly 40%, Type: None, Label: None\n", + "Entity: Any Longer, Type: PERSON, Label: unreliable\n", + "Entity: AOC Town, Type: ORG, Label: unreliable\n", + "Entity: Memorial Park, Type: None, Label: None\n", + "Entity: SLEEPY, Type: ORG, Label: unreliable\n", + "Entity: more than one hundred, Type: None, Label: None\n", + "Entity: Lake, Type: None, Label: None\n", + "Entity: 284, Type: None, Label: None\n", + "Entity: Evangelical, Type: None, Label: None\n", + "Entity: North Dakota, Type: None, Label: None\n", + "Entity: USMCA, Type: None, Label: None\n", + "Entity: 1995, Type: None, Label: None\n", + "Entity: December 1969, Type: None, Label: None\n", + "Entity: five degrees Celsius, Type: None, Label: None\n", + "Entity: Ilhan Omar, Type: None, Label: None\n", + "Entity: The Green New Deal, Type: None, Label: None\n", + "Entity: 25 Years, Type: None, Label: None\n", + "Entity: Perth & Adelaide, Type: None, Label: None\n", + "Entity: the decade, Type: None, Label: None\n", + "Entity: Indianapolis, Type: None, Label: None\n", + "Entity: 3rd, Type: None, Label: None\n", + "Entity: the first half of this year, Type: None, Label: None\n", + "Entity: Last week, Type: None, Label: None\n", + "Entity: Climate Equity, Type: None, Label: None\n", + "Entity: Tulsi Gabbard, Type: None, Label: None\n", + "Entity: Environmental Racism, Type: None, Label: None\n", + "Entity: Gillibrand, Type: None, Label: None\n", + "Entity: Pompeo, Type: None, Label: None\n", + "Entity: Avengers, Type: None, Label: None\n", + "Entity: The Berlin Wall, Type: None, Label: None\n", + "Entity: Julio Rosas, Type: None, Label: None\n", + "Entity: Times Square, Type: None, Label: None\n", + "Entity: recent weeks, Type: None, Label: None\n", + "Entity: Stacey Abrams, Type: None, Label: None\n", + "Entity: Brink, Type: PERSON, Label: unreliable\n", + "Entity: KENNEDYISMS, Type: ORG, Label: unreliable\n", + "Entity: December 4, Type: None, Label: None\n", + "Entity: Santa Barbara, Type: None, Label: None\n", + "Entity: the same period last year, Type: None, Label: None\n", + "Entity: Colin Kaepernick, Type: None, Label: None\n", + "Entity: Symone D. Sanders, Type: None, Label: None\n", + "Entity: Jerretta Sandoz, Type: None, Label: None\n", + "Entity: Pew, Type: None, Label: None\n", + "Entity: 50 Years, Type: None, Label: None\n", + "Entity: Liberal Politicians Set Their Sights On BANNING BALLOONS, Type: None, Label: None\n", + "Entity: — Brick Suit, Type: None, Label: None\n", + "Entity: a Clean Energy Revolution, Type: None, Label: None\n", + "Entity: Yahoo!, Type: None, Label: None\n", + "Entity: Muslims, Type: None, Label: None\n", + "Entity: the Yale Bowl, Type: None, Label: None\n", + "Entity: Blake Masters, Type: None, Label: None\n", + "Entity: Biden Surges Ahead Of Trump, Type: PERSON, Label: unreliable\n", + "Entity: Over Higher Taxes, Type: None, Label: None\n", + "Entity: $12.3 trillion, Type: None, Label: None\n", + "Entity: AnyClip Begin, Type: None, Label: None\n", + "Entity: a minute, Type: None, Label: None\n", + "Entity: the late ‘70s, Type: None, Label: None\n", + "Entity: Andrea Mitchell, Type: None, Label: None\n", + "Entity: a Constitutional Amendment, Type: None, Label: None\n", + "Entity: UNIVERSE, Type: None, Label: None\n", + "Entity: Aug. 1, Type: None, Label: None\n", + "Entity: Richard Nixon, Type: None, Label: None\n", + "Entity: Josh Hawley, Type: None, Label: None\n", + "Entity: $331 million, Type: None, Label: None\n", + "Entity: yesterday, Type: None, Label: None\n", + "Entity: the next few years, Type: None, Label: None\n", + "Entity: NY Times, Type: ORG, Label: unreliable\n", + "Entity: Tuesday, Type: None, Label: None\n", + "Entity: more than 68%, Type: None, Label: None\n", + "Entity: between $100 and $150 trillion, Type: None, Label: None\n", + "Entity: Chris, Type: None, Label: None\n", + "Entity: between zero, Type: None, Label: None\n", + "Entity: Jakobshavn, Type: None, Label: None\n", + "Entity: over seven months, Type: None, Label: None\n", + "Entity: the University of Manchester, Type: None, Label: None\n", + "Entity: An Inconvenient Sequel: Truth to Power, Type: None, Label: None\n", + "Entity: the next 10 years, Type: None, Label: None\n", + "Entity: NYTimes, Type: None, Label: None\n", + "Entity: Kim Reeves, Type: None, Label: None\n", + "Entity: Customs and Border Protection, Type: None, Label: None\n", + "Entity: half this year, Type: None, Label: None\n", + "Entity: graffiti, Type: None, Label: None\n", + "Entity: Politics Outside of the Electoral System, Type: None, Label: None\n", + "Entity: Cornell, Type: None, Label: None\n", + "Entity: Midwest, Type: None, Label: None\n", + "Entity: Gavin Newsom’s, Type: None, Label: None\n", + "Entity: the Netroots Nation, Type: None, Label: None\n", + "Entity: Thirty-five percent, Type: None, Label: None\n", + "Entity: John Paul Mejia, Type: None, Label: None\n", + "Entity: Just 18 MONTHS, Type: None, Label: None\n", + "Entity: $1.6 trillion, Type: None, Label: None\n", + "Entity: Joe Manchin, Type: None, Label: None\n", + "Entity: 1962 nearly 60 years ago, Type: None, Label: None\n", + "Entity: February 22nd, Type: None, Label: None\n", + "Entity: Chair Chuck Grassley, Type: None, Label: None\n", + "Entity: the District of Columbia, Type: None, Label: None\n", + "Entity: Roughly one thousand, Type: None, Label: None\n", + "Entity: 2 Year, Type: None, Label: None\n", + "Entity: Democratic National Convention, Type: None, Label: None\n", + "Entity: more than $50 million, Type: None, Label: None\n", + "Entity: El Paso, Type: None, Label: None\n", + "Entity: the ‘Democratic Party, Type: None, Label: None\n", + "Entity: the New Hampshire Democratic Primary, Type: None, Label: None\n", + "Entity: the Civil Rights Movement, Type: None, Label: None\n", + "Entity: $1.48 trillion, Type: None, Label: None\n", + "Entity: over $1.25 trillion, Type: None, Label: None\n", + "Entity: Backlash Builds, Type: PERSON, Label: unreliable\n", + "Entity: Lol, Type: None, Label: None\n", + "Entity: Chakrabarti, Type: None, Label: None\n", + "Entity: Customs, Type: None, Label: None\n", + "Entity: a few months later, Type: None, Label: None\n", + "Entity: NEXT, Type: PERSON, Label: unreliable\n", + "Entity: Hurricanes, Type: None, Label: None\n", + "Entity: Paste Magazine, Type: None, Label: None\n", + "Entity: Warnock, Type: None, Label: None\n", + "Entity: Abigail Marone, Type: None, Label: None\n", + "Entity: at least $70,000, Type: None, Label: None\n", + "Entity: the Newton North High School, Type: None, Label: None\n", + "Entity: The Late Show, Type: None, Label: None\n", + "Entity: Mike Nayna, Type: None, Label: None\n", + "Entity: the House Nancy Pelosi, Type: None, Label: None\n", + "Entity: Brooklyn Borough, Type: None, Label: None\n", + "Entity: about 20 percent, Type: None, Label: None\n", + "Entity: Joe Biden’s, Type: None, Label: None\n", + "Entity: Monday, December 3, Type: None, Label: None\n", + "Entity: 29-years-old, Type: None, Label: None\n", + "Entity: Burch, Type: None, Label: None\n", + "Entity: Tobacco, Type: None, Label: None\n", + "Entity: ‘The Enemy of the People,’, Type: None, Label: None\n", + "Entity: 150, Type: None, Label: None\n", + "Entity: Bloomberg TV, Type: None, Label: None\n", + "Entity: Can’t Be Allowed, Type: None, Label: None\n", + "Entity: U.N., Type: None, Label: None\n", + "Entity: one full year, Type: None, Label: None\n", + "Entity: Oman, Type: None, Label: None\n", + "Entity: 49, Type: None, Label: None\n", + "Entity: Seamus Bruner, Type: None, Label: None\n", + "Entity: AOC Unveils ‘Green New Deal for Public Housing’ and ‘Postal Banking’, Type: ORG, Label: unreliable\n", + "Entity: $221 MILLION, Type: MONEY, Label: unreliable\n", + "Entity: the Disaster Relief and Emergencies Act, Type: None, Label: None\n", + "Entity: @Ilhan, Type: None, Label: None\n", + "Entity: Tom Carper, Type: None, Label: None\n", + "Entity: Ummm, Type: None, Label: None\n", + "Entity: Mass., Type: None, Label: None\n", + "Entity: North Capitol Street, Type: None, Label: None\n", + "Entity: nine-week, Type: None, Label: None\n", + "Entity: 85 million, Type: None, Label: None\n", + "Entity: Resurgence of Deadly Terrorist Group \n", + " Follow, Type: None, Label: None\n", + "Entity: Glenn Kirschner, Type: None, Label: None\n", + "Entity: Corey Johnson, Type: None, Label: None\n", + "Entity: 2,000 mile, Type: None, Label: None\n", + "Entity: Southwest Airlines, Type: None, Label: None\n", + "Entity: Frank Dwyer, Type: None, Label: None\n", + "Entity: Jackie Lacy, Type: None, Label: None\n", + "Entity: Ryan, Type: None, Label: None\n", + "Entity: Project Management Professional, Type: None, Label: None\n", + "Entity: MSNBC, Type: None, Label: None\n", + "Entity: the Head of Responsible Innovation, Type: None, Label: None\n", + "Entity: 62%, Type: None, Label: None\n", + "Entity: Socialist, Type: None, Label: None\n", + "Entity: 37,500, Type: None, Label: None\n", + "Entity: about 15 minutes, Type: None, Label: None\n", + "Entity: the Junk Fee Protection Act, Type: None, Label: None\n", + "Entity: All Things Sean Hannity, Type: None, Label: None\n", + "Entity: Bernie Sanders Vows, Type: PERSON, Label: unreliable\n", + "Entity: 30 years ago, Type: None, Label: None\n", + "Entity: Michael R. Strain, Type: None, Label: None\n", + "Entity: more than $5 trillion, Type: None, Label: None\n", + "Entity: Reserve Nominee Withdraws After Manchin's ', Type: None, Label: None\n", + "Entity: Billionaire Tears, Type: None, Label: None\n", + "Entity: Biden Should ‘Declare National Emergency’, Type: ORG, Label: unreliable\n", + "Entity: She Ignored ‘Eat Babies’ Woman Because It’s ‘Nothing’ Compared, Type: ORG, Label: unreliable\n", + "Entity: Ron DeSantis, Type: None, Label: None\n", + "Entity: Democratic Socialist, Type: None, Label: None\n", + "Entity: David Axelrod, Type: None, Label: None\n", + "Entity: Revoke Biden's ', Type: None, Label: None\n", + "Entity: Christopher Steele, Type: None, Label: None\n", + "Entity: the ‘Climate Czar’, Type: None, Label: None\n", + "Entity: this last election year, Type: None, Label: None\n", + "Entity: the days, Type: None, Label: None\n", + "Entity: North Africa, Type: None, Label: None\n", + "Entity: Bernie Outspends, Type: PERSON, Label: unreliable\n", + "Entity: 18 million barrels, Type: None, Label: None\n", + "Entity: 2, Type: None, Label: None\n", + "Entity: Lawrence, Type: None, Label: None\n", + "Entity: Fossil Fuels, Type: None, Label: None\n", + "Entity: Native, Type: None, Label: None\n", + "Entity: July 1, Type: None, Label: None\n", + "Entity: Climate ‘DENIAL’, Type: None, Label: None\n", + "Entity: Americas, Type: None, Label: None\n", + "Entity: Aguilar, Type: None, Label: None\n", + "Entity: Kate Aronoff, Type: None, Label: None\n", + "Entity: 24 Hours, Type: None, Label: None\n", + "Entity: the Department of Homeland Security, Type: None, Label: None\n", + "Entity: 9%, Type: None, Label: None\n", + "Entity: earlier this month, Type: None, Label: None\n", + "Entity: Keisha Lance Bottoms, Type: None, Label: None\n", + "Entity: New Viruses, Type: None, Label: None\n", + "Entity: Flint, Type: None, Label: None\n", + "Entity: The Fake News, Type: None, Label: None\n", + "Entity: Kellyanne, Type: None, Label: None\n", + "Entity: 14 percent, Type: None, Label: None\n", + "Entity: TEN YEARS, Type: None, Label: None\n", + "Entity: 70% to 90%, Type: None, Label: None\n", + "Entity: about a year, Type: None, Label: None\n", + "Entity: Rachel Golden, Type: None, Label: None\n", + "Entity: Watch Reid, Type: None, Label: None\n", + "Entity: Last Hours, Type: None, Label: None\n", + "Entity: Alejandro Mayorkas, Type: None, Label: None\n", + "Entity: -40 million, Type: None, Label: None\n", + "Entity: Warns Readers, Type: PERSON, Label: unreliable\n", + "Entity: Parlor City Pub, Type: None, Label: None\n", + "Entity: the Immigration and Customs Enforcement, Type: None, Label: None\n", + "Entity: last Tuesday, Type: None, Label: None\n", + "Entity: more than 60, Type: None, Label: None\n", + "Entity: later this week, Type: None, Label: None\n", + "Entity: Exxon Mobil, Type: None, Label: None\n", + "Entity: $65.6 million, Type: None, Label: None\n", + "Entity: Religion-, Type: None, Label: None\n", + "Entity: The Daily Caller (@DailyCaller, Type: None, Label: None\n", + "Entity: New Yorkers Moving, Type: None, Label: None\n", + "Entity: @Ozkok_A, Type: None, Label: None\n", + "Entity: Bipartisan Infrastructure, Type: None, Label: None\n", + "Entity: Kamala Harris Lands, Type: PERSON, Label: unreliable\n", + "Entity: King, Type: None, Label: None\n", + "Entity: 230 years ago, Type: None, Label: None\n", + "Entity: the past 36 hours, Type: None, Label: None\n", + "Entity: U.S. Needs, Type: None, Label: None\n", + "Entity: last month, Type: None, Label: None\n", + "Entity: Pete Buttigieg, Type: None, Label: None\n", + "Entity: Religious Americans, Type: None, Label: None\n", + "Entity: the same month, Type: None, Label: None\n", + "Entity: Andrew Goldman, Type: None, Label: None\n", + "Entity: roughly 45%, Type: None, Label: None\n", + "Entity: Muslim, Type: None, Label: None\n", + "Entity: the University of Virginia, Type: None, Label: None\n", + "Entity: NYIFUP, Type: None, Label: None\n", + "Entity: NRA, Type: None, Label: None\n", + "Entity: Today I’m, Type: None, Label: None\n", + "Entity: Jeff Merkley, Type: None, Label: None\n", + "Entity: ten more dollars, Type: None, Label: None\n", + "Entity: less than $32 million, Type: None, Label: None\n", + "Entity: CoVID-19, Type: None, Label: None\n", + "Entity: Monahan, Type: None, Label: None\n", + "Entity: Stop and Frisk, Type: None, Label: None\n", + "Entity: 7-Minute Art Project, Type: TIME, Label: unreliable\n", + "Entity: Julian Castro, Type: None, Label: None\n", + "Entity: more than $1.6 trillion, Type: None, Label: None\n", + "Entity: 18-months, Type: None, Label: None\n", + "Entity: 76-year-old, Type: None, Label: None\n", + "Entity: year-round, Type: None, Label: None\n", + "Entity: 80%, Type: None, Label: None\n", + "Entity: 1,200, Type: None, Label: None\n", + "Entity: T.V., Type: None, Label: None\n", + "Entity: Cowboys, Type: None, Label: None\n", + "Entity: Pompeo Torches Biden, Type: PERSON, Label: unreliable\n", + "Entity: More than 60 percent, Type: None, Label: None\n", + "Entity: an African American, Type: None, Label: None\n", + "Entity: American ‘Concentration Camps, Type: None, Label: None\n", + "Entity: January, Type: None, Label: None\n", + "Entity: the Post Office, Type: None, Label: None\n", + "Entity: $1 to $2.5 billion, Type: None, Label: None\n", + "Entity: Calls Diet ‘EcoCide, Type: None, Label: None\n", + "Entity: those 18 months, Type: None, Label: None\n", + "Entity: about 1.8 miles, Type: None, Label: None\n", + "Entity: Stevenson Boulevard, Type: None, Label: None\n", + "Entity: this November, Type: None, Label: None\n", + "Entity: Democratic Socialist’s, Type: None, Label: None\n", + "Entity: Hillary, Type: None, Label: None\n", + "Entity: a few short years from now, Type: None, Label: None\n", + "Entity: CoVID, Type: None, Label: None\n", + "Entity: The ‘Squad, Type: None, Label: None\n", + "Entity: Jan. 20, Type: None, Label: None\n", + "Entity: Gina McCarthy, Type: None, Label: None\n", + "Entity: the 1940s, Type: None, Label: None\n", + "Entity: Unpaid Internships, Type: None, Label: None\n", + "Entity: $16, Type: None, Label: None\n", + "Entity: the Rio Grande, Type: None, Label: None\n", + "Entity: Guatemalan, Type: None, Label: None\n", + "Entity: Donald J. Trump, Type: None, Label: None\n", + "Entity: Sami Wassef, Type: None, Label: None\n", + "Entity: Lester Holt, Type: None, Label: None\n", + "Entity: Iranian, Type: None, Label: None\n", + "Entity: SUMMIT, Type: ORG, Label: unreliable\n", + "Entity: Echoing Veep's, Type: None, Label: None\n", + "Entity: 38%, Type: None, Label: None\n", + "Entity: the 25th Amendment, Type: None, Label: None\n", + "Entity: 18, Type: None, Label: None\n", + "Entity: the ‘Entity List’, Type: None, Label: None\n", + "Entity: the Sanders Campaign, Type: None, Label: None\n", + "Entity: over 18 million, Type: None, Label: None\n", + "Entity: Politico Playbook, Type: None, Label: None\n", + "Entity: Virginia Barnes & Noble, Type: None, Label: None\n", + "Entity: Charles], Type: None, Label: None\n", + "Entity: an entire week, Type: None, Label: None\n", + "Entity: 1938, Type: None, Label: None\n", + "Entity: the country weeks ago, Type: None, Label: None\n", + "Entity: Psaki, Type: None, Label: None\n", + "Entity: Committee on Foreign Investment, Type: None, Label: None\n", + "Entity: Jay Inslee, Type: None, Label: None\n", + "Entity: the beginning of this year, Type: None, Label: None\n", + "Entity: Utica, Type: None, Label: None\n", + "Entity: Israeli Government, Type: None, Label: None\n", + "Entity: Los Angeles Times, Type: None, Label: None\n", + "Entity: Congresswoman Ocasio-Cortez, Type: None, Label: None\n", + "Entity: the Jerusalem Post, Type: None, Label: None\n", + "Entity: Al-Qaeda, Type: None, Label: None\n", + "Entity: Delaware Memorial Bridge Veteran’s Memorial Park, Type: None, Label: None\n", + "Entity: the last couple of weeks, Type: None, Label: None\n", + "Entity: more than $16 trillion, Type: None, Label: None\n", + "Entity: half a ton, Type: None, Label: None\n", + "Entity: Healthcare, Type: None, Label: None\n", + "Entity: Glenn Kessler, Type: None, Label: None\n", + "Entity: weeks, Type: None, Label: None\n", + "Entity: Long Island, Type: None, Label: None\n", + "Entity: 60%, Type: None, Label: None\n", + "Entity: the county council, Type: None, Label: None\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "degree_centrality = nx.degree_centrality(G)\n", + "density = nx.density(G)\n", + "\n", + "# Print out some of the calculated values\n", + "print(f\"Graph density: {density:.4f}\")\n", + "print(f\"Number of communities detected: {len(communities)}\")\n", + "\n", + "# Inspect the largest centrality values\n", + "sorted_degree_centrality = sorted(degree_centrality.items(), key=lambda item: item[1], reverse=True)\n", + "for node, centrality in sorted_degree_centrality[:10]:\n", + " print(f\"Node: {node}, Degree Centrality: {centrality:.4f}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "LlA0zEBYO3Ji", + "outputId": "fb3b5591-71aa-466e-9010-72ca63abd34d" + }, + "execution_count": 3, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Graph density: 0.0085\n", + "Number of communities detected: 40\n", + "Node: first, Degree Centrality: 0.5844\n", + "Node: Trump, Degree Centrality: 0.4784\n", + "Node: one, Degree Centrality: 0.4706\n", + "Node: GOP, Degree Centrality: 0.4389\n", + "Node: American, Degree Centrality: 0.3851\n", + "Node: Joe, Degree Centrality: 0.3665\n", + "Node: Americans, Degree Centrality: 0.3643\n", + "Node: the United States, Degree Centrality: 0.3545\n", + "Node: ISIS, Degree Centrality: 0.3507\n", + "Node: All Things Sean Hannity, Degree Centrality: 0.3507\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Some information we can obtained from the graph." + ], + "metadata": { + "id": "WQrAth76uO4Z" + } + }, + { + "cell_type": "code", + "source": [ + "import networkx as nx\n", + "\n", + "G = nx.read_graphml('knowledge_graph.graphml')\n", + "\n", + "# Basic Information about the Graph\n", + "num_nodes = G.number_of_nodes()\n", + "num_edges = G.number_of_edges()\n", + "is_directed = G.is_directed()\n", + "\n", + "# Node and Edge Data\n", + "nodes_data = list(G.nodes(data=True))\n", + "edges_data = list(G.edges(data=True))\n", + "\n", + "# Graph Properties\n", + "components = nx.number_connected_components(G) if not is_directed else None\n", + "degree_centrality = nx.degree_centrality(G)\n", + "\n", + "# Graph Analysis\n", + "density = nx.density(G)\n", + "\n", + "# Print the results\n", + "print(f\"Number of nodes: {num_nodes}\")\n", + "print(f\"Number of edges: {num_edges}\")\n", + "print(f\"Is the graph directed: {is_directed}\")\n", + "print(f\"Number of connected components: {components}\")\n", + "print(f\"Degree centrality: {degree_centrality}\")\n", + "print(f\"Graph density: {density}\")\n", + "\n", + "# To run community detection or other complex analyses, you would use specialized functions from networkx or other libraries.\n", + "\n" + ], + "metadata": { + "id": "sVBd2odnh10y", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "0263bf7a-79a9-4f32-f0ee-b79beb142cc3" + }, + "execution_count": 21, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Number of nodes: 7960\n", + "Number of edges: 463828\n", + "Is the graph directed: False\n", + "Number of connected components: 1\n", + "Degree centrality: {'Stops': 0.002261590652091971, 'This week': 0.02638522427440633, 'Brian Morris': 0.002261590652091971, 'Trump': 0.41826862671189846, 'the Environmental Protection Agency': 0.04711647191858274, 'EPA': 0.061188591531599446, 'Morris': 0.0025128785023244126, 'February 5': 0.002261590652091971, 'Biden': 0.31574318381706246, '60 days': 0.002261590652091971, 'one': 0.5245633873602211, 'more than two': 0.009297650458600325, 'one-half years': 0.002261590652091971, 'Ben Levitan': 0.002261590652091971, 'the Environmental Defense Fund': 0.002261590652091971, 'The Censored Science Rule': 0.002261590652091971, 'Americans': 0.42367131549189596, 'U.S.': 0.32428697072496543, 'Paris': 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0.03668802613393642, 'Cambodia': 0.03668802613393642, '77 days': 0.031034049503706494, 'communists': 0.031034049503706494, 'South Vietnamese': 0.031034049503706494, 'late March': 0.031034049503706494, 'communist': 0.0359341625832391, 'Hanoi': 0.03492901118230934, '1972': 0.03492901118230934, 'Easter': 0.031034049503706494, 'nightly': 0.031034049503706494, 'Saigon': 0.031034049503706494, 'Peter Braestrup': 0.031034049503706494, 'Tet': 0.031034049503706494, 'Rush': 0.031034049503706494, 'Mark': 0.031034049503706494, 'The Liberal State Media': 0.031034049503706494, 'Liberal State Media': 0.031034049503706494, 'Trump-Russian': 0.031034049503706494, '2004': 0.06797336348787536, '15 yards': 0.031034049503706494, 'Unsportsmanlike Conduct': 0.03128533735393894, 'the Super Bowl': 0.03128533735393894, 'February 4th': 0.031034049503706494, 'WASHINGTON': 0.031034049503706494, 'the National Football League': 0.031034049503706494, 'Super Bowl': 0.03128533735393894, 'AMVETS National': 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0.01834401306696821, 'the Royal Society': 0.01834401306696821, 'the International Energy Agency': 0.01834401306696821, '2013': 0.043347154165096116, 'Cambridge': 0.01834401306696821, 'Gordon Brown': 0.01834401306696821, '50 days': 0.01834401306696821, 'Observer': 0.01834401306696821, 'Siberian': 0.01834401306696821, 'Eleven years ago': 0.01834401306696821, 'Prince Charles': 0.02035431586882774, 'less than a third': 0.01834401306696821, '1929': 0.01834401306696821, 'just a quarter': 0.01834401306696821, '1955': 0.023746701846965697, 'around 6.6 million': 0.01834401306696821, '1928': 0.01834401306696821, '41.7 million': 0.01834401306696821, '41.7': 0.01834401306696821, '6.6': 0.01834401306696821, 'Between 1931': 0.01834401306696821, '99.7%': 0.01834401306696821, 'koala bears': 0.01834401306696821, 'koala': 0.01834401306696821, 'The United Nations Food and Agriculture Organisation': 0.01834401306696821, '80-90%': 0.01834401306696821, 'Gordon Murray': 0.01834401306696821, 'the UK Government': 0.01834401306696821, 'a couple of years': 0.01834401306696821, 'Greens': 0.01834401306696821, 'SNP': 0.01834401306696821, 'thousands of miles': 0.01834401306696821, 'The UK Pensions Regulator': 0.01834401306696821, 'the New Normal': 0.01834401306696821, 'May 2021': 0.027390375675336098, 'Dutch': 0.048875486870209824, 'Shell': 0.028772458851614523, 'just 0.02%': 0.01834401306696821, 'Exxon': 0.01834401306696821, 'the British Government': 0.01834401306696821, '78%': 0.02035431586882774, '1990': 0.01834401306696821, 'many millions': 0.01834401306696821, 'the year 2035': 0.01834401306696821, '£3 trillion': 0.01834401306696821, 'the year 2025': 0.01834401306696821, 'the mid-2030s': 0.01834401306696821, 'the year 2028': 0.021359467269757505, 'The United Nations': 0.03216484482975248, 'Rich': 0.01834401306696821, 'hundreds of millions': 0.03932654856137706, 'Billions': 0.01834401306696821, 'the last century': 0.01834401306696821, 'six-penny': 0.01834401306696821, 'the Natural News Network': 0.48134187712024123, 'Truth Publishing International': 0.48134187712024123, 'LTD': 0.48134187712024123, 'Truth Publishing': 0.48134187712024123, 'CO2': 0.01796708129161955, 'over half': 0.00201030280185953, 'United Nations': 0.018469656992084433, '11,200': 0.007789923357205679, '17,600': 0.005653976630229928, '71-year-old': 0.003769317753486619, 'Ed': 0.003769317753486619, 'Daniel Greenfield': 0.013820831762784268, 'Boulder': 0.0035180299032541774, 'The Oak Fire: How Climate Change Fuels': 0.0035180299032541774, 'CA Local\\r Scientists': 0.0035180299032541774, 'the Oak Fire': 0.003769317753486619, 'Yosemite National Park': 0.0035180299032541774, 'Edward Fredrick Wackerman': 0.0035180299032541774, 'Mariposa': 0.0035180299032541774, '127': 0.0035180299032541774, 'nearly 20,000 acres': 0.0035180299032541774, 'July 2022': 0.0035180299032541774, 'Patel': 0.0035180299032541774, 'Cox': 0.0032667420530217363, 'Mark Roodhouse': 0.0035180299032541774, '1939': 0.0032667420530217363, '1940': 0.0032667420530217363, 'Roodhouse': 0.0035180299032541774, 'Science Daily': 0.0032667420530217363, 'Agenda 2030 Sustainable Development Goals': 0.0032667420530217363, 'the Paris Climate Accords': 0.0032667420530217363, '15-minute': 0.0032667420530217363, 'the Oxford City Council': 0.0032667420530217363, 'up to 100 days per year': 0.0032667420530217363, 'IPS': 0.003769317753486619, 'Kim Iverson Interview': 0.003769317753486619, 'the past 40 years': 0.003769317753486619, '1980s': 0.003769317753486619, 'Ron Paul': 0.003769317753486619, 'RFK Jr.': 0.003769317753486619, '200': 0.020605603719060183, 'stretch limos': 0.003769317753486619, 'Lear': 0.003769317753486619, '10,000': 0.023746701846965697, '1,000-acre': 0.003769317753486619, 'WORLD': 0.003769317753486619, \"Robert F. Kennedy's\": 0.003769317753486619, 'ACTIVELY': 0.003392385978137957, 'Juan Cole': 0.003392385978137957, 'the University of Michigan': 0.0060309084055785896, 'the National Oceanic and Atmospheric Administration': 0.011559241110692297, 'the late 1800s': 0.003392385978137957, 'Financial Times': 0.003392385978137957, 'the 1800s': 0.003392385978137957, 'early 1900s': 0.003392385978137957, 'Michael Shellenberger': 0.03128533735393894, 'M.D.': 0.003392385978137957, 'Aime Williams': 0.003392385978137957, 'Shellenberger': 0.025254428948360344, 'the 1880s': 0.011056665410227415, 'Pfizer': 0.01859530091720065, 'Federalist': 0.005528332705113707, '$8 million': 0.00804121120743812, 'Climate Journalism Initiative': 0.005277044854881266, 'John Podesta': 0.005277044854881266, 'Inflation Reduction Act': 0.005277044854881266, 'Podesta': 0.005277044854881266, 'the \"': 0.005277044854881266, 'Larry Behrens': 0.005277044854881266, 'Robert F. 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'seven percent': 0.0062821962558110315, 'Brazil': 0.017338861666038447, 'South Asian': 0.003643673828370398, 'Sri Lanka': 0.00980022615906521, 'Gotabaya Rajapaksa': 0.003643673828370398, 'as high as': 0.003643673828370398, '70 percent': 0.005653976630229928, 'Mark Rutte': 0.008166855132554341, 'Brighteon.com': 0.09950998869204673, 'Robert Lyman': 0.0025128785023244126, 'Canadian Policy': 0.002261590652091971, 'Lyman': 0.002261590652091971, 'Ottawa': 0.0025128785023244126, 'Robert': 0.0025128785023244126, '1,000,000,000.00': 0.002261590652091971, 'Tom Harris': 0.0025128785023244126, 'RAIR Foundation USA': 0.002261590652091971, 'Action4Canada': 0.002261590652091971, 'Bank of Canada': 0.005151400929765046, '2021-22': 0.005151400929765046, 'the past few years': 0.018720944842316872, 'The Parliamentary Budget Office': 0.005151400929765046, 'between CA$1,145': 0.005151400929765046, '861': 0.005151400929765046, '1,715': 0.005151400929765046, '40 to 45 percent': 0.005151400929765046, 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0.010679733634878752, 'Dickie': 0.010931021485111195, '94 degrees': 0.008166855132554341, '30-year': 0.008166855132554341, 'Aug. 4': 0.008166855132554341, 'the\\xa0National Weather Service': 0.008166855132554341, '1.8': 0.008166855132554341, 'the past century': 0.015202914939062695, 'Chris Enloe': 0.008166855132554341, 'Blaze': 0.008166855132554341, 'billions of years': 0.008166855132554341, 'Centers for Disease Control and Prevention': 0.008166855132554341, 'roughly 40 million': 0.008166855132554341, 'a million': 0.008166855132554341, 'Between 2006 and 2021': 0.008166855132554341, 'only about 10 percent': 0.008166855132554341, 'Mike Adams': 0.02826988315114964, 'November 2021': 0.00402060560371906, 'Gavin Schmidt': 0.004271893453951501, 'the past decades': 0.008418142982786782, 'approximately 441,668': 0.00402060560371906, 'FORTRAN': 0.00402060560371906, 'around 1983': 0.00402060560371906, 'Criticisms': 0.00402060560371906, 'Willis Eschenbach': 0.005277044854881266, 'Net Zero Watch': 0.00402060560371906, 'NZW': 0.004271893453951501, 'Climate Models and Climate Muddles': 0.00402060560371906, 'Andrew Montford': 0.00402060560371906, 'Daily Sceptic': 0.00402060560371906, 'Montford': 0.00402060560371906, '25 years ago': 0.00402060560371906, 'the past week': 0.00402060560371906, 'Paul Homewood': 0.0057796205553461485, '0.22': 0.007538635506973238, 'a mere three days': 0.00402060560371906, 'Akshat Rathi': 0.006784771956275914, 'MIT Technology Review': 0.009297650458600325, 'February\\xa0last year': 0.006784771956275914, 'the Global Food Justice Alliance': 0.006784771956275914, 'GFJA': 0.006784771956275914, '2.6 percent': 0.006784771956275914, 'Hampton Creek Foods': 0.006784771956275914, 'Turntide': 0.006784771956275914, 'Mangrove Lithium': 0.006784771956275914, 'about 270,000 acres': 0.006784771956275914, 'farmland': 0.006784771956275914, 'thousands of acres': 0.006784771956275914, 'Nebraska': 0.011182309335343636, 'almost $370 billion': 0.006784771956275914, 'the last 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0.011307953260459856, '1.3 million': 0.0030154542027892948, 'Natural News': 0.008920718683251665, 'Nitrogen': 0.015579846714411358, 'Altman': 0.004397537379067722, '\"Lowering the height': 0.0041462495288352805, 'eight billion': 0.0041462495288352805, 'just 10 percent': 0.0041462495288352805, '87 million tons': 0.0041462495288352805, 'trillions of gallons': 0.0041462495288352805, 'millions of tons': 0.0041462495288352805, '\"Reporting the @nytimes for this disgusting tallphobia': 0.0041462495288352805, 'CBN News': 0.0041462495288352805, 'Dan Andros': 0.0041462495288352805, 'Seth Dillon': 0.0041462495288352805, 'The Babylon Bee': 0.0041462495288352805, 'Brandon Hartsell': 0.0041462495288352805, 'Elon Musk-run': 0.0041462495288352805, 'Benjamin Ryan': 0.0041462495288352805, 'Steve Watson': 0.0041462495288352805, 'NewsWars': 0.0041462495288352805, 'The Oxfordshire County Council': 0.003643673828370398, '100 days per year': 0.0038949616786028395, '15 minute': 0.003643673828370398, 'Oxfordshire': 0.0038949616786028395, 'The European Commission': 0.003643673828370398, 'EC': 0.008920718683251665, 'The Netherlands': 0.013820831762784268, 'the American Dream': 0.003643673828370398, 'The UN Climate Change Conference': 0.004774469154416384, 'Sunday, Nov. 6': 0.004774469154416384, 'Sharm El Sheikh': 0.01432340746324915, 'the Sinai Peninsula': 0.004774469154416384, 'nearly two weeks': 0.004774469154416384, 'the UN Intergovernmental Panel on Climate Change': 0.004774469154416384, 'nearly 17 million': 0.004774469154416384, 'Ethiopia': 0.004774469154416384, 'Steve Bonta': 0.004774469154416384, 'Egyptian': 0.005025757004648825, 'Cairo': 0.004774469154416384, 'Alexandria': 0.004774469154416384, 'recent decades': 0.004774469154416384, 'Bonta': 0.004774469154416384, 'Glistening': 0.004774469154416384, 'Grea Thunberg': 0.004774469154416384, 'Abdel Fattah': 0.004774469154416384, 'Hussein Baoumi': 0.004774469154416384, 'Libya': 0.004774469154416384, 'Amnesty International': 0.004774469154416384, 'Sisi': 0.004774469154416384, 'Alaskan': 0.004397537379067722, 'Mississippi River': 0.004397537379067722, 'Michael Litzow': 0.004397537379067722, 'Anchorage': 0.004397537379067722, 'Elizabeth Earl': 0.004397537379067722, 'the Alaska Journal of Commerce': 0.004397537379067722, 'Food and Agriculture Organization': 0.004397537379067722, 'FAO': 0.004397537379067722, 'Bering Sea': 0.004397537379067722, 'Greed': 0.004397537379067722, 'The World Wildlife Fund': 0.004397537379067722, 'WWF': 0.004397537379067722, 'Hilariously': 0.007789923357205679, 'Earl': 0.004397537379067722, 'Anthony Watts': 0.007412991581857017, 'La Nina': 0.004397537379067722, 'Lancet': 0.026636512124638773, 'Bloomberg News': 0.016584998115341122, '30 degrees Celsius': 0.004271893453951501, 'the Potsdam Institute for Climate Impact Research': 0.004523181304183942, 'Annika Stechemesser': 0.004271893453951501, 'earlier\\xa0this month': 0.004271893453951501, 'Stechemesser': 0.004271893453951501, \"'The 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'FRIENDS': 0.004523181304183942, '96%': 0.0038949616786028395, 'An astounding 96 percent': 0.0038949616786028395, '96 percent': 0.0038949616786028395, 'Heartland Institute': 0.0038949616786028395, 'Fellow Anthony Watts': 0.0038949616786028395, 'Requirements and Standards': 0.0038949616786028395, 'at least 100 feet': 0.0038949616786028395, 'more than 1,000': 0.013443899987435608, '89 percent': 0.0057796205553461485, 'at least 13 years': 0.0038949616786028395, \"The Heartland Institute's\": 0.0038949616786028395, 'H. Sterling Burnett': 0.0038949616786028395, \"the Heartland Institute's\": 0.0038949616786028395, 'Arthur B. Robinson Center on Climate and Environmental Policy': 0.0038949616786028395, 'the spring': 0.0038949616786028395, 'Burnett': 0.0038949616786028395, 'Second': 0.009548938308832768, 'FARTS': 0.0032667420530217363, 'Wellington': 0.006533484106043473, \"New Zealand's\": 0.0035180299032541774, '550': 0.0032667420530217363, '40 tons': 0.0032667420530217363, 'Maori': 0.0032667420530217363, 'September 2003': 0.0032667420530217363, '400': 0.0032667420530217363, 'the New Zealand Parliament': 0.0032667420530217363, 'more than 64,000': 0.0032667420530217363, 'Tom Lambie': 0.0032667420530217363, 'the Federated Farmers Union': 0.0032667420530217363, 'Ed Dowd': 0.003643673828370398, 'Dowd': 0.003643673828370398, 'the \"War Room': 0.003392385978137957, 'Cause Unknown': 0.003392385978137957, '2021 to 2022': 0.003392385978137957, 'more than 1,650': 0.003392385978137957, '24-year-old': 0.003392385978137957, 'Damar Hamlin': 0.003392385978137957, 'CPR': 0.003392385978137957, 'nine minutes': 0.003392385978137957, 'Peter McCullough': 0.003392385978137957, 'Hamlin': 0.003392385978137957, 'the \\xa0Epoch Times': 0.005402688779997487, '29 per year': 0.003392385978137957, 'a month under 29': 0.003392385978137957, \"Steve Bannon's\": 0.003392385978137957, 'Frontpage Magazine': 0.0038949616786028395, 'Greenfield': 0.0041462495288352805, 'Murdochs': 0.0038949616786028395, '0.04 percent': 0.004271893453951501, 'only\\xa0four percent': 0.004271893453951501, 'Piers Corbyn': 0.005528332705113707, 'WeatherAction': 0.006156552330694811, 'U.K. Labor Party': 0.004271893453951501, 'Jeremy Corbyn': 0.005528332705113707, 'the Copernicus Climate Change Service': 0.004271893453951501, 'C3S': 0.004271893453951501, 'Freja Vambog': 0.004271893453951501, 'The previous summer': 0.004271893453951501, 'only a year old': 0.004271893453951501, \"the University of Reading 's Debate Society\": 0.004271893453951501, 'Corbyn': 0.007538635506973238, 'Ice': 0.004271893453951501, 'the centuries': 0.004271893453951501, 'around 500 to 800 years': 0.004271893453951501, 'around 500 to 800 years ago': 0.004271893453951501, '200 percent': 0.003392385978137957, 'UMich': 0.003392385978137957, 'Yingxiao Zhang': 0.003392385978137957, 'Allison L. Steiner': 0.003392385978137957, 'Pollen': 0.003392385978137957, 'up to 40 days earlier in the spring': 0.003392385978137957, 'up to 19 days': 0.003392385978137957, 'the growing season': 0.003643673828370398, 'every precious day': 0.003392385978137957, 'Spring': 0.003392385978137957, 'Rockefeller Foundation': 0.00402060560371906, 'World Health Organization': 0.01746450559115467, 'WHO': 0.03555723080789044, 'Health Emergencies Program': 0.003769317753486619, 'Hub': 0.00402060560371906, 'the Rockefeller Foundation': 0.00402060560371906, 'George Soros': 0.023244126146500815, 'Around 88 percent': 0.003769317753486619, 'over $27 million': 0.003769317753486619, 'the last two decades': 0.003769317753486619, 'Chikwe Ihekweazu': 0.003769317753486619, 'Rajiv Shah': 0.003769317753486619, 'The WHO Pandemic Hub': 0.003769317753486619, 'Shah': 0.003769317753486619, 'Ickonic': 0.003769317753486619, 'David Icke': 0.003769317753486619, 'Rockefeller': 0.012690036436738283, 'Met Office': 0.004648825229300163, 'Christmas 2021': 0.0027641663525568537, '70s': 0.0027641663525568537, '11,512.6': 0.0027641663525568537, 'August 2020': 0.008795074758135443, 'Trafalgar Square': 0.0027641663525568537, 'more than 30': 0.0027641663525568537, '10 hours': 0.0027641663525568537, 'Soderland': 0.003769317753486619, 'Gastro': 0.0035180299032541774, 'about 10 percent': 0.0035180299032541774, 'TV4': 0.0035180299032541774, 'Can you Imagine Eating Human Flesh': 0.0035180299032541774, 'Katy Perry': 0.0035180299032541774, 'Creutzfeldt-Jakob': 0.0035180299032541774, 'Kuru': 0.0035180299032541774, 'CJD': 0.003769317753486619, '55 years': 0.0035180299032541774, 'a year': 0.013569543912551827, 'Pacific': 0.006533484106043473, 'Indian Ocean': 0.0025128785023244126, '709': 0.0025128785023244126, 'Indian Oceans': 0.0025128785023244126, 'larger than 10 hectares': 0.0025128785023244126, '24.7 acres': 0.0025128785023244126, 'the 1980s': 0.016836285965573565, 'National Aeronautics and Space Administration': 0.011559241110692297, 'the Gravity Recovery and Climate Experiment': 0.0025128785023244126, 'GRACE': 0.0025128785023244126, 'between 2002 and 2014': 0.0025128785023244126, 'June 21': 0.003392385978137957, 'the Daily Expose': 0.0031410981279055158, 'Patrick Moore': 0.020731247644176404, 'October 2015': 0.0031410981279055158, 'Moore': 0.024751853247895462, 'less than two million years': 0.0031410981279055158, '15 years': 0.008166855132554341, 'the environmental movement': 0.0031410981279055158, 'Expose': 0.005653976630229928, 'SVB': 0.004397537379067722, 'KQED': 0.0041462495288352805, 'Nearly half': 0.013569543912551827, 'at least $5 billion': 0.0041462495288352805, 'FDIC': 0.007915567282321899, 'the Wall Street Journal': 0.0041462495288352805, 'Kimberley Strassel': 0.0041462495288352805, 'fed': 0.0041462495288352805, 'Strassel': 0.0041462495288352805, 'Solyndra': 0.0041462495288352805, 'Fisker Automotive': 0.0041462495288352805, 'the American Recovery and Reinvestment 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'about 80': 0.007664279432089458, 'Bjoern Ole Sander': 0.007412991581857017, 'the International Rice Research Institute': 0.004648825229300163, 'ten minute': 0.004648825229300163, '80 percent': 0.007789923357205679, 'About 40 million pounds': 0.004648825229300163, '2.8 million acres': 0.004648825229300163, \"Blacklock's Report\": 0.004774469154416384, 'Science and Inuit Quajimajatuquangit': 0.004523181304183942, 'Labrador': 0.004523181304183942, 'Manitoba': 0.010805377559994974, '16,000': 0.004523181304183942, 'Inuit': 0.004523181304183942, 'Kennedy Hall': 0.004523181304183942, 'Jan. 4': 0.004523181304183942, 'Paul Nicklen': 0.004523181304183942, 'Catherine McKenna': 0.004523181304183942, '2015 to 2019': 0.004523181304183942, 'McKenna': 0.004523181304183942, 'Nicklen': 0.004774469154416384, 'the Academy Award': 0.004523181304183942, 'up to': 0.012061816811157179, '60 miles': 0.004523181304183942, 'David Attenborough': 0.011684885035808518, 'this entire century': 0.011433597185576077, 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0.011433597185576077, '22': 0.01595677848976002, 'Julian Huxley': 0.011433597185576077, 'the British Eugenics Society': 0.011684885035808518, 'Huxley': 0.011433597185576077, 'Wellcome Trust': 0.011684885035808518, 'Trust': 0.011433597185576077, 'the Galton Institute': 0.011433597185576077, 'the Eugenics Society': 0.011433597185576077, 'Galton Institute': 0.011433597185576077, 'the Wellcome Trust': 0.011433597185576077, '20 July 2012': 0.011433597185576077, 'Our Planet ‘': 0.011433597185576077, 'February 2021': 0.025882648573941448, 'Klaus': 0.011433597185576077, '450 million': 0.011433597185576077, '8 billion': 0.01432340746324915, 'Davos 2020': 0.011433597185576077, '8 years': 0.011433597185576077, '2-minute': 0.011433597185576077, '8 years earlier': 0.011433597185576077, 'the Covid/Great Reset': 0.011433597185576077, 'the 1%': 0.011433597185576077, 'University of Oxford Imperial College London': 0.003392385978137957, 'Heathrow': 0.006784771956275914, 'Belfast': 0.006784771956275914, 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0.008292499057670561, 'the Mississippi River': 0.008292499057670561, 'Norco': 0.008292499057670561, 'Michoud': 0.008292499057670561, '50 mm': 0.008292499057670561, '1.97': 0.008292499057670561, 'The Bonnet Carre Spillway': 0.008292499057670561, 'the Pelican State': 0.008292499057670561, '40 mm': 0.008292499057670561, '1.57': 0.008292499057670561, 'two mm': 0.008292499057670561, '0.04': 0.008292499057670561, '0.08': 0.008292499057670561, 'Empire State Building': 0.008292499057670561, 'Chrysler Building': 0.008292499057670561, 'nearly 1.7 trillion pounds': 0.008292499057670561, '140 million': 0.008292499057670561, 'Tom Parsons': 0.008292499057670561, 'the U.S. Geological Survey': 0.008292499057670561, 'Matt Wei': 0.008292499057670561, \"the Big Apple's\": 0.010679733634878752, 'Wei': 0.008292499057670561, 'Norfolk': 0.008543786907903002, 'millions of years ago': 0.008292499057670561, 'Softer': 0.008292499057670561, 'Finding Genius Podcast': 0.008292499057670561, 'Feldstein': 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'Insane': 0.00402060560371906, 'Agence France Presse': 0.00402060560371906, 'AFP News Agency': 0.00402060560371906, 'the Food and Agriculture Organization': 0.00402060560371906, 'Over 50 percent': 0.00402060560371906, 'about 80 percent': 0.00402060560371906, 'About 95 percent': 0.00402060560371906, 'around 10%': 0.00402060560371906, 'AFP': 0.005905264480462369, 'IRRI': 0.00402060560371906, 'centuries': 0.007789923357205679, \"Johnny Rotten's\": 0.00402060560371906, 'American Cousin (@EERCANE) ': 0.00402060560371906, 'Cody': 0.00402060560371906, 'Carolina Brew': 0.00402060560371906, 'Jeff Bezos': 0.003643673828370398, '$124 billion': 0.003643673828370398, 'Lauren Sanchez': 0.003643673828370398, 'Bezos': 0.0038949616786028395, 'American Dream': 0.003643673828370398, 'the Bloomberg Billionaires Index': 0.003643673828370398, 'Bezos Earth Fund': 0.003643673828370398, '417-foot': 0.003643673828370398, 'Sanchez': 0.0038949616786028395, 'more than five million': 0.003643673828370398, 'two 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Business, Energy and Industrial Strategy': 0.002638522427440633, '4.4 percent': 0.002638522427440633, '30-day': 0.002638522427440633, 'one-week': 0.002638522427440633, 'Jet': 0.0038949616786028395, 'some 175,000': 0.0038949616786028395, 'Millions of tons': 0.0038949616786028395, '43,000ft (13km': 0.0038949616786028395, '60 degrees': 0.0038949616786028395, 'the Shetland Islands': 0.0038949616786028395, 'Falklands': 0.0038949616786028395, 'at least 13 million tons': 0.0038949616786028395, 'spring': 0.0038949616786028395, 'about 2 degrees Celsius': 0.0038949616786028395, 'more than two days': 0.0038949616786028395, 'less than one percent': 0.0038949616786028395, 'nearly $11.5 billion': 0.0038949616786028395, 'Wake Smith': 0.0038949616786028395, 'Smith': 0.0038949616786028395, 'Obamas': 0.0038949616786028395, 'David King': 0.006407840180927252, 'the Centre for Climate Repair': 0.006156552330694811, 'CCR': 0.0041462495288352805, 'Shaun Fitzgerald': 0.0038949616786028395, 'Jaap Hanekamp': 0.0021359467269757505, 'University College Roosevelt': 0.0021359467269757505, 'Middleburg': 0.0021359467269757505, 'Hanekamp': 0.0021359467269757505, 'William Briggs': 0.0021359467269757505, 'The Epoch Times': 0.0021359467269757505, 'Article by Alex Newman': 0.013443899987435608, '21 \\xa0Conference of the Parties': 0.013443899987435608, 'the next 15 years': 0.013443899987435608, 'around 2030': 0.013443899987435608, 'at least 15 years': 0.013443899987435608, 'Communist': 0.013443899987435608, 'between now and 2025': 0.013443899987435608, 'Global Energy Monitor’s': 0.013695187837668049, 'the Global Carbon Project': 0.013443899987435608, 'about 5 billion tons': 0.013443899987435608, 'about 11.5 billion': 0.013443899987435608, '1975': 0.0164593541902249, 'around 3 cents': 0.013443899987435608, '15 cents': 0.013443899987435608, 'Later that year': 0.013443899987435608, 'around $4': 0.013443899987435608, 'Almost 80 percent': 0.013443899987435608, 'almost half a million': 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0.004900113079532605, 'NAS Code of Conduct Section 3': 0.004648825229300163, 'Stephanie Bice': 0.004648825229300163, 'Jay Obernolte': 0.004648825229300163, 'the National Academy of Sciences': 0.004648825229300163, 'August 12': 0.004648825229300163, '80 million': 0.004648825229300163, 'the University of Kent Infowars \"': 0.004648825229300163, 'Dec. 13': 0.0062821962558110315, 'Cupertino': 0.0060309084055785896, 'the Mountain View': 0.0060309084055785896, 'Montana AG': 0.009423294383716547, 'Austin Knudsen': 0.009423294383716547, 'the Apple App Store': 0.0060309084055785896, 'Play Store': 0.0060309084055785896, 'ages 13': 0.0060309084055785896, '17 years old': 0.0060309084055785896, 'Taiwan': 0.009548938308832768, 'Bejing': 0.0060309084055785896, 'ByteDance': 0.007412991581857017, 'Rokita': 0.0060309084055785896, 'G News': 0.0060309084055785896, 'Brendan Carr': 0.0060309084055785896, 'the Federal Communications Commission': 0.0060309084055785896, 'between 10 and 13 years old': 0.004397537379067722, 'as 80 percent': 0.004397537379067722, 'Lisa Boothe': 0.004397537379067722, 'The Truth with Lisa Boothe': 0.004397537379067722, '12 years old': 0.004397537379067722, 'Florida Surgeon': 0.004397537379067722, 'Joseph Ladapo': 0.004397537379067722, 'Ivey': 0.004397537379067722, 'A month earlier': 0.004397537379067722, 'Doug Ducey': 0.004397537379067722, 'SB': 0.008920718683251665, '1138': 0.004648825229300163, 'Ducey': 0.004397537379067722, \"The Lone Star State's\": 0.004397537379067722, 'the Texas Department of Family and Protective Services': 0.004397537379067722, 'Rachel Levine': 0.007161703731624575, 'the International Health Regulations': 0.0031410981279055158, 'Pandemic Treaty': 0.0031410981279055158, 'the \"One Health': 0.0031410981279055158, 'The One Health': 0.0031410981279055158, 'the One Health': 0.0031410981279055158, 'Mac Slavo': 0.0031410981279055158, 'Discern Report': 0.0031410981279055158, 'Tedros Adhanom Ghebreyesus': 0.012690036436738283, 'Bill & Melinda Gates Foundation': 0.0031410981279055158, 'Billy Boy': 0.0031410981279055158, 'Daily Exposé': 0.0031410981279055158, \"Pandemic Treaty'\": 0.0031410981279055158, 'INSANITY': 0.007287347656740796, 'Department of Energy': 0.003643673828370398, 'Bloomberg Law': 0.003643673828370398, '22 percent': 0.003643673828370398, '11 percent': 0.003643673828370398, 'up to $168 million': 0.003643673828370398, 'The Association of Home Appliance Manufacturers': 0.003643673828370398, 'an extra $15': 0.003643673828370398, '12.5 million metric tons': 0.003643673828370398, '240 billion gallons': 0.003643673828370398, '360,000': 0.003643673828370398, 'August last year': 0.003643673828370398, 'Ben Lieberman': 0.003643673828370398, '1998': 0.004523181304183942, \"the Golden State's\": 0.006533484106043473, '19.65 cents': 0.004523181304183942, '224.6 percent': 0.004523181304183942, '1999': 0.004774469154416384, '8.75 cents': 0.004523181304183942, 'only 9.19 cents': 0.004523181304183942, 'Energy Information Administration': 0.004523181304183942, 'EIA': 0.008166855132554341, '67.16 percent': 0.004523181304183942, '6.64 cents': 0.004523181304183942, '11.10 cents': 0.004523181304183942, 'the U.S. Federal Statistical System': 0.004523181304183942, 'Wood Mackenzie Ltd Research': 0.004523181304183942, 'Eugene Kim': 0.004523181304183942, 'Limited': 0.004523181304183942, 'this time of year': 0.004523181304183942, 'at least 2010': 0.004523181304183942, 'Just 18%': 0.00402060560371906, '608,000': 0.00402060560371906, 'Just 18 percent': 0.00402060560371906, '442,210': 0.00402060560371906, 'Fridays for Future': 0.00402060560371906, 'the year 2030': 0.009046362608367884, 'Germans': 0.007412991581857017, 'Luisa \"Longhaul\" Neubauer': 0.00402060560371906, 'Neubauer': 0.004271893453951501, 'Berliners': 0.004271893453951501, 'Dario Schramm': 0.00402060560371906, 'Pleiteticker': 0.00402060560371906, 'Marzahn': 0.00402060560371906, 'Köpenick': 0.00402060560371906, 'Lichtenberg': 0.00402060560371906, '82%': 0.00402060560371906, 'Ethics': 0.0025128785023244126, 'Policy and Environment': 0.0025128785023244126, \"the University of Leeds' Interdisciplinary Ethics Applied Center, Sustainability Research Institute and School of History\": 0.0025128785023244126, 'Nathan Wood': 0.0025128785023244126, \"Utrecht University 's\": 0.0025128785023244126, 'Fair Energy Consortium': 0.0025128785023244126, 'Rob Lawlor': 0.0025128785023244126, 'Lawlor': 0.0025128785023244126, 'Unruly': 0.0025128785023244126, 'Rose Abramoff': 0.0025128785023244126, 'Peter Kalmus': 0.0025128785023244126, 'the American Geophysical Union': 0.0025128785023244126, 'AGU': 0.0027641663525568537, 'Kalmus': 0.0027641663525568537, 'Abramoff': 0.0027641663525568537, 'AGU Meetings': 0.0025128785023244126, 'Follow': 0.0025128785023244126, 'Steve Yates': 0.0041462495288352805, '2001-2005': 0.0041462495288352805, 'the World Resources Institute': 0.0041462495288352805, 'Tainqi Lithium': 0.0041462495288352805, 'the National Academy of Science': 0.00980022615906521, 'about a decade': 0.0041462495288352805, 'the Montreal Protocol': 0.004397537379067722, 'Cullen S. Hendrix': 0.0041462495288352805, 'the Peterson Institute for International Economics': 0.0041462495288352805, 'Hendrix': 0.0041462495288352805, 'The European Physical Journal Plus': 0.0027641663525568537, 'Springer Nature': 0.0025128785023244126, 'Richard Betts': 0.0025128785023244126, 'Friederike Otto': 0.0025128785023244126, 'the Grantham Institute for Climate Change': 0.0025128785023244126, 'the dark days': 0.0025128785023244126, 'Climategate': 0.0025128785023244126, 'Homewood': 0.0025128785023244126, 'enviro': 0.010302801859530092, 'William F. Jasper': 0.010302801859530092, 'the University of Bath': 0.010554089709762533, 'Bath': 0.010302801859530092, '16–25 years': 0.010302801859530092, 'Nigeria': 0.010302801859530092, 'Portugal': 0.01834401306696821, '84%': 0.010302801859530092, 'More than 50%': 0.010302801859530092, 'More than 45%': 0.010302801859530092, 'Caroline Hickman': 0.010302801859530092, 'the Climate Psychology Alliance': 0.010302801859530092, 'Hickman': 0.010554089709762533, 'Liz Marks': 0.010554089709762533, 'January of this year': 0.010302801859530092, 'the University of Bath’s Department of Psychology': 0.010302801859530092, 'Marks': 0.010302801859530092, 'Lobby': 0.010302801859530092, 'United Nations/WEF': 0.010302801859530092, 'August 26': 0.010302801859530092, 'UNESCO': 0.010554089709762533, 'Lorenzo Fioramonti': 0.010302801859530092, 'Italian': 0.010302801859530092, 'Fioramonti': 0.010554089709762533, 'more than five years': 0.010302801859530092, 'Italians': 0.010302801859530092, 'December of 2019': 0.010302801859530092, 'UNICEF': 0.010302801859530092, 'World Bank': 0.014449051388365372, 'Climate Change Conference': 0.010302801859530092, 'November 6-18, 2022': 0.010302801859530092, 'Maoist': 0.010302801859530092, 'The Public Good Projects': 0.0062821962558110315, 'PGP': 0.006533484106043473, 'Fauci Flu': 0.004774469154416384, 'Kaiser Permanente': 0.004774469154416384, 'Humana': 0.004774469154416384, 'the Tennessee Department of Health': 0.004774469154416384, 'Joe Smyser': 0.004774469154416384, 'Stanford University': 0.0062821962558110315, 'the \"Vitality Project': 0.004774469154416384, \"The New York City Health Department's\": 0.004774469154416384, 'Shots Heard': 0.006533484106043473, 'the United Nations Verified Initiative': 0.004774469154416384, 'the Vaccine Confidence Project': 0.004774469154416384, 'Team Halo': 0.005025757004648825, 'Mary Talley Bowden': 0.0062821962558110315, 'Stanford': 0.011684885035808518, 'Zachary Rubin': 0.004774469154416384, 'Christina Kim': 0.004774469154416384, 'Bowden': 0.006533484106043473, 'Houston Methodist Hospital': 0.0062821962558110315, 'the following months': 0.004774469154416384, 'Houston Chronicle': 0.004774469154416384, 'Savannah': 0.006533484106043473, 'Asian': 0.004774469154416384, 'AI – Brighteon': 0.0031410981279055158, 'the Fourth Industrial Revolution': 0.0031410981279055158, 'Mitson': 0.003392385978137957, 'Bobinski': 0.003392385978137957, 'Corporate Strategy in the Age of AI': 0.0031410981279055158, 'The \"Keep The Republic': 0.0031410981279055158, 'Brad Little': 0.0031410981279055158, 'Keep The Republic': 0.0031410981279055158, 'the Toronto Star': 0.0031410981279055158, 'Daniel Bobinski': 0.0031410981279055158, '4 p.m.': 0.0031410981279055158, 'anesthesia': 0.005402688779997487, \"the United Kingdom's\": 0.007412991581857017, 'National Health Service': 0.005151400929765046, 'NHS': 0.005151400929765046, 'early 2024': 0.005151400929765046, 'The European Union': 0.00980022615906521, 'Jan. 1, 2026': 0.005151400929765046, 'an average day': 0.005151400929765046, '500 kilograms': 0.005151400929765046, \"the Aneurin Bevan University Health Board's\": 0.005151400929765046, '25 kg': 0.005151400929765046, 'Desflurane': 0.005151400929765046, '2,590': 0.005151400929765046, '240 ml bottle': 0.005151400929765046, '886 kg': 0.005151400929765046, 'Centre for Sustainable Healthcare': 0.005151400929765046, 'Sevoflurane': 0.005151400929765046, 'just 130': 0.005151400929765046, 'almost 300': 0.005151400929765046, 'more than 100 years': 0.005151400929765046, \"the '90s\": 0.005151400929765046, \"the '60s\": 0.005151400929765046, \"'70s\": 0.005151400929765046, 'about 20 minutes': 0.005151400929765046, '70 years': 0.004900113079532605, 'the 1950s': 0.004900113079532605, 'Antarctic': 0.005151400929765046, 'Activist': 0.004900113079532605, 'Justin Rowlatt': 0.004900113079532605, 'Rowlatt': 0.005151400929765046, 'the South Pole': 0.005151400929765046, '1957': 0.004900113079532605, 'Morrison': 0.005151400929765046, 'Singh': 0.005151400929765046, 'Polvani': 0.005151400929765046, 'at least the past seven decades': 0.004900113079532605, 'Antarctic sea': 0.004900113079532605, '147': 0.004900113079532605, '26,500,000': 0.004900113079532605, '0.0005 percent': 0.004900113079532605, 'about 200,000 years': 0.004900113079532605, 'Aussie': 0.004900113079532605, 'COW': 0.004900113079532605, \"Gates' Breakthrough Energy Ventures\": 0.004900113079532605, 'BEV': 0.005151400929765046, 'Harvest Road Group': 0.004900113079532605, '$12 million': 0.004900113079532605, 'Perth': 0.004900113079532605, 'Western Australia': 0.004900113079532605, 'more than 85 percent': 0.004900113079532605, 'two tons': 0.004900113079532605, 'The Indian Council of Agricultural Research': 0.004900113079532605, \"the United Nations' Intergovernmental Panel on Climate Change\": 0.004900113079532605, '80': 0.004900113079532605, 'the first 20 years': 0.004900113079532605, 'around 30 percent': 0.004900113079532605, '32 percent': 0.004900113079532605, 'Carmichael Roberts': 0.004900113079532605, 'over 100': 0.004900113079532605, '103rd': 0.004900113079532605, 'Michael Fullilove': 0.004900113079532605, 'around six percent': 0.004900113079532605, 'six percent': 0.004900113079532605, \"Bill Clinton's\": 0.003643673828370398, 'one billion': 0.003643673828370398, 'Unless America': 0.003643673828370398, 'just a few million': 0.003643673828370398, 'about a billion': 0.003643673828370398, 'John Nolte': 0.003643673828370398, '0-47': 0.003643673828370398, 'GPS': 0.004523181304183942, 'over 300%': 0.004523181304183942, 'Advance Democracy': 0.007538635506973238, 'Perkins Coie': 0.007287347656740796, 'between April 2016 and October 2016': 0.007287347656740796, 'Fusion': 0.004523181304183942, '6,051,251': 0.004523181304183942, 'Yonder': 0.007287347656740796, 'New Knowledge': 0.004523181304183942, 'the\\xa0 NY Times': 0.004523181304183942, 'Net Zero Asset Managers': 0.006407840180927252, 'the Steering Committee for Climate Action': 0.006407840180927252, 'NZAM': 0.010554089709762533, 'Mark Brnovich': 0.006407840180927252, '• Florida': 0.006407840180927252, 'CFO': 0.006407840180927252, 'early 2023': 0.006407840180927252, '• Texas': 0.006407840180927252, 'Texans': 0.006407840180927252, '• Louisiana': 0.006407840180927252, '$794 million': 0.006407840180927252, 'BlackRock, Inc.': 0.006407840180927252, 'approximately $500 million': 0.006407840180927252, '• Utah': 0.006407840180927252, 'Fidelity Investments': 0.006407840180927252, 'State Street Global Advisors': 0.006407840180927252, 'Morgan Stanley': 0.009548938308832768, 'JPMorgan Chase': 0.006407840180927252, '• Brookfield Asset Management': 0.006407840180927252, '• Coutts & Co.': 0.006407840180927252, '• Rockefeller Asset Management': 0.006407840180927252, '• Rothschild & Co Asset Management Europe': 0.006407840180927252, 'Royal London Asset Management': 0.006407840180927252, 'the Federal Energy Regulatory Commission': 0.010302801859530092, \"Consumers' Research Executive\": 0.006407840180927252, 'the Environmental, Social and Governance': 0.005653976630229928, 'just last year': 0.005653976630229928, 'FERC': 0.005653976630229928, 'FTX': 0.005653976630229928, 'December 1': 0.005653976630229928, \"The International Energy Agency's\": 0.005653976630229928, 'Jimmy Patronis': 0.005653976630229928, 'Treasury Division': 0.005653976630229928, 'Patronis': 0.005653976630229928, 'Jack Bogle': 0.005653976630229928, 'the Vanguard Group': 0.005653976630229928, 'Bogle': 0.005653976630229928, '290': 0.005653976630229928, 'State Street': 0.007915567282321899, 'JPMorgan Asset Management': 0.005653976630229928, 'Legal & General': 0.005653976630229928, 'Fidelity': 0.005653976630229928, 'Pimco': 0.005653976630229928, 'Gaia Vance': 0.003392385978137957, 'another 200 million': 0.003392385978137957, 'The World Bank': 0.003392385978137957, '216 million': 0.003392385978137957, '86 million': 0.003392385978137957, 'Global Risks Report 2022': 0.003392385978137957, 'nativist': 0.003392385978137957, 'many decades': 0.003392385978137957, 'WOKE': 0.004271893453951501, 'Citigroup': 0.004271893453951501, 'Morgan Chase': 0.004271893453951501, 'Wells Fargo': 0.004271893453951501, 'Epoch Times': 0.004271893453951501, 'Laura Ingraham': 0.004271893453951501, 'the Missouri AG': 0.004271893453951501, 'Watch Glenn Beck': 0.004271893453951501, 'Slow Food': 0.005402688779997487, 'Uganda': 0.005151400929765046, 'almost 37 percent': 0.005151400929765046, 'Edward Mukiibi': 0.005151400929765046, 'Mukiibi': 0.005151400929765046, 'Aryn Baker': 0.005151400929765046, 'Baker': 0.005151400929765046, 'Eric Worrall': 0.008292499057670561, 'the Black Sea': 0.005151400929765046, 'Foreign Ministry': 0.005151400929765046, 'Maria Zakharova': 0.005151400929765046, 'September 29': 0.008292499057670561, 'the Russian Agricultural Bank': 0.005151400929765046, 'Zakharova': 0.005151400929765046, 'Rosselkhozbank': 0.005151400929765046, 'Black Sea': 0.005151400929765046, 'John-Henry Westen': 0.0035180299032541774, 'Morano': 0.0035180299032541774, 'around seven percent': 0.0032667420530217363, 'One year later': 0.0032667420530217363, 'almost overnight': 0.0032667420530217363, \"the United Nations' Intergovernmental Panel on Climate Change (IPCC\": 0.0027641663525568537, 'IPCC': 0.012690036436738283, 'Leonardo DiCaprio': 0.0060309084055785896, 'Dan Emmett': 0.0062821962558110315, 'Ann Carlson': 0.0060309084055785896, 'UCLA': 0.0060309084055785896, 'Sher Edling': 0.0060309084055785896, 'DiCaprio': 0.0062821962558110315, 'the Leonardo DiCaprio Foundation': 0.0060309084055785896, 'Government Accountability & Oversight': 0.008920718683251665, 'GAO': 0.009172006533484106, 'Emmett': 0.0062821962558110315, 'Carlson': 0.0062821962558110315, 'Chuck Savitt': 0.0060309084055785896, \"Sher Edling's\": 0.0060309084055785896, 'Terry Tamminen': 0.0060309084055785896, \"the Leonardo DiCaprio Foundation's\": 0.0060309084055785896, 'between 2016 and 2019': 0.0060309084055785896, 'the UCLA Emmett Institute on Climate Change & the Environment': 0.0060309084055785896, 'July 22, 2017': 0.0060309084055785896, 'three days': 0.0060309084055785896, 'Savitt': 0.0062821962558110315, 'Edling': 0.0060309084055785896, 'the Collective Action Fund for Accountability, Resilience and Adaptation': 0.0060309084055785896, 'Resources Legacy Fund': 0.0062821962558110315, 'the Collective Action Fund': 0.0060309084055785896, '37': 0.0060309084055785896, 'Titanic': 0.0060309084055785896, 'the Rockefeller Brothers Fund': 0.0060309084055785896, 'Chris Horner': 0.0060309084055785896, 'Between 2017 and 2020': 0.0060309084055785896, 'RLF': 0.0060309084055785896, 'more than $5.2 million': 0.0060309084055785896, 'the Texas State Legislature': 0.005402688779997487, 'March 29': 0.005653976630229928, 'below 18 years old': 0.005402688779997487, 'the Texas Medical Board': 0.008418142982786782, 'Donna Campbell': 0.005402688779997487, 'Sept. 1, 2023': 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0.007036059806508355, 'Brandon Smith': 0.006784771956275914, 'IMF': 0.007036059806508355, 'SDR': 0.007036059806508355, '1971': 0.013569543912551827, 'the early 1970s': 0.007036059806508355, 'the beginning of the end for the west': 0.006784771956275914, 'Jimmy Carter': 0.01017715793441387, 'Clinton Administration': 0.006784771956275914, 'Strobe Talbot': 0.006784771956275914, 'Council on Foreign Relations': 0.006784771956275914, 'Richard Gardner': 0.006784771956275914, 'Foreign Affairs Magazine': 0.006784771956275914, '1974': 0.006784771956275914, 'William James': 0.006784771956275914, 'Philosopher Kings': 0.006784771956275914, 'Plato’s Republic': 0.006784771956275914, 'EMBRACE': 0.006784771956275914, 'Infection Fatality Rate': 0.006784771956275914, '0.23%': 0.006784771956275914, 'at least 1972': 0.006784771956275914, 'the Club Of Rome': 0.007036059806508355, '‘The Limits Of Growth’': 0.006784771956275914, 'MIT': 0.006784771956275914, 'Twenty years later': 0.006784771956275914, 'the 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0.002387234577208192, 'Tate': 0.002638522427440633, 'Super AI': 0.002638522427440633, 'Midjourney': 0.002387234577208192, 'Grammarly': 0.002387234577208192, 'Jarvis': 0.002387234577208192, 'Iron Man': 0.002387234577208192, 'Initially': 0.002387234577208192, 'Danielle Jones': 0.003769317753486619, 'OBGYN': 0.003769317753486619, 'RNA': 0.003769317753486619, 'the Centers for Disease Control and Prevention': 0.003769317753486619, 'the Public Health Communications Collaborative': 0.003769317753486619, 'the CDC Foundation': 0.003769317753486619, 'between 1930s pre-Holocaust and 2020s': 0.005025757004648825, 'Never Again': 0.005025757004648825, 'Vera Sharav': 0.005025757004648825, 'Jan. 30': 0.005025757004648825, 'Michoel Green': 0.005277044854881266, 'Orthodox': 0.005025757004648825, 'Green': 0.008418142982786782, 'the 1930s': 0.005025757004648825, 'Polish': 0.005025757004648825, 'the U.S. Holocaust Memorial Museum': 0.005025757004648825, 'non-Jewish': 0.005025757004648825, 'Poles': 0.005025757004648825, 'Shanghai': 0.005025757004648825, \"the Chinese Communist Party's\": 0.007036059806508355, 'Charlie Baker': 0.01432340746324915, 'The Sentinel Report': 0.005025757004648825, 'Alex Newman': 0.005025757004648825, 'Ministry of Truth': 0.00402060560371906, 'Match Biden': 0.00402060560371906, 'Wikipedia': 0.004271893453951501, 'More than 70': 0.00402060560371906, 'Article by Allum Bokhari': 0.00402060560371906, 'the\\xa0National Bureau of Economic Research': 0.004271893453951501, 'more than a few months': 0.00402060560371906, 'Jimmy Wales': 0.00402060560371906, 'Rosdiana Ciaravolo': 0.00402060560371906, 'the United Kingdom’s': 0.00402060560371906, 'Julius Shiskin': 0.00402060560371906, 'the White House Council of Economic Advisers Cecilia Rouse': 0.00402060560371906, 'at least two quarters': 0.00402060560371906, 'More than a dozen': 0.005402688779997487, 'Munich': 0.005402688779997487, 'Eastern Germany': 0.005402688779997487, 'at least $1.5 million': 0.005402688779997487, 'Bavaria to Trieste': 0.005402688779997487, 'the past few weeks': 0.005402688779997487, 'nearly every day': 0.005402688779997487, 'Olaf Scholtz': 0.005402688779997487, 'Green Party': 0.008669430833019224, 'Scholtz': 0.005402688779997487, 'Aimee van Baalen': 0.005402688779997487, 'Nancy Faeser': 0.005402688779997487, '1,600': 0.005402688779997487, 'as much as six months': 0.005402688779997487, 'up to a year': 0.005402688779997487, 'the River Thames': 0.005402688779997487, 'more than 40 hours': 0.005402688779997487, '2.5 years': 0.005402688779997487, 'Formula 1': 0.005402688779997487, 'A22': 0.005402688779997487, 'Office of Climate & Environmental Justice': 0.003643673828370398, \"New York City's\": 0.003392385978137957, 'EcoData': 0.003392385978137957, 'American Express': 0.003392385978137957, 'Health + Hospitals': 0.003392385978137957, 'Adams': 0.018720944842316872, 'Beyond Meat and Impossible Foods': 0.003392385978137957, \"a hundred thousand years' time\": 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0.0057796205553461485, 'late October': 0.0057796205553461485, 'Letzte Generation': 0.0057796205553461485, 'Claude Monet': 0.0057796205553461485, 'Potsdam Museum': 0.0057796205553461485, '#MashedPotatoes': 0.0057796205553461485, \"Johannes Vermeer's\": 0.0057796205553461485, 'Belgian': 0.0057796205553461485, 'Museo Nacional del Prado': 0.0057796205553461485, 'Madrid': 0.0057796205553461485, 'Francisco de Goya': 0.0057796205553461485, \"Intergovernmental Panel on Climate Change's\": 0.0057796205553461485, '1.5 degrees Celsius': 0.0057796205553461485, '2.7 degrees': 0.0057796205553461485, 'Paul Ehrlich': 0.010554089709762533, 'The Population Bomb': 0.0038949616786028395, 'Ehrlich': 0.0038949616786028395, 'coming decades': 0.003643673828370398, 'Smithsonian Magazine': 0.0038949616786028395, \"Ron Howard's\": 0.003643673828370398, 'Inferno': 0.003643673828370398, 'Bertrand Zobrist': 0.003643673828370398, 'TED Talk-like': 0.003643673828370398, 'Joseph Vazquez': 0.003643673828370398, 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0.0041462495288352805, 'Dan Haley': 0.0041462495288352805, 'Sierra Club': 0.0041462495288352805, 'Sonnenberg': 0.0041462495288352805, 'up to decade': 0.005402688779997487, 'winters': 0.005653976630229928, 'up to ten years': 0.005402688779997487, 'Peter Caddle': 0.005402688779997487, 'Fears': 0.005402688779997487, 'this coming winter': 0.005402688779997487, 'up to a decade': 0.005402688779997487, 'Les 5 à': 0.005402688779997487, 'la facture énergétique de 770': 0.005402688779997487, 'Tinne Van der Straeten': 0.005653976630229928, 'Abundance': 0.005402688779997487, 'Macron Warns': 0.005402688779997487, 'Romanian': 0.005402688779997487, 'Terhes': 0.005402688779997487, 'TCS': 0.007287347656740796, 'The Ministry of Environment & Climate Change Canada': 0.007036059806508355, 'Firearms Storage': 0.007036059806508355, 'The Globalist War': 0.007036059806508355, '85%': 0.007036059806508355, 'Sri Lankan': 0.007036059806508355, '$450 million': 0.007036059806508355, 'Rajanganaya': 0.007036059806508355, '2.5 acres': 0.007036059806508355, 'Sri Lanka’s': 0.007036059806508355, '$1.3 billion': 0.007036059806508355, '71 percent': 0.009297650458600325, '23 years': 0.007036059806508355, 'Situation Update': 0.008292499057670561, 'Thomas Renz': 0.007036059806508355, 'intel': 0.015831134564643797, 'each day': 0.01608242241487624, 'Telegram': 0.015831134564643797, 'Ghost World': 0.015831134564643797, 'The Global Reset Survival Guide': 0.015831134564643797, 'The Contagious Mind': 0.015831134564643797, 'Resilient Prepping': 0.015831134564643797, 'NaturalNews.com': 0.015831134564643797, 'Amazon.com': 0.015831134564643797, 'ICP-MS': 0.015831134564643797, 'Bank Term Funding Program': 0.004397537379067722, 'BTFP': 0.004648825229300163, 'up to one year': 0.004397537379067722, 'U.S. Treasuries': 0.004397537379067722, 'the Department of the Treasury': 0.004397537379067722, 'up to $25 billion': 0.004397537379067722, 'the Exchange Stabilization Fund': 0.004397537379067722, 'Silicon Valley Bank and Signature Bank': 0.004397537379067722, 'Board': 0.004648825229300163, 'just 4 days ago': 0.004397537379067722, '50bps': 0.004397537379067722, 'about 48 hours': 0.004648825229300163, 'Bill Ackman': 0.004648825229300163, 'DEATH': 0.0031410981279055158, 'more than $250 million': 0.0031410981279055158, 'at least 65,000': 0.0031410981279055158, 'the next three years': 0.0031410981279055158, 'the Department of Agriculture, Food': 0.0031410981279055158, 'Marine': 0.0031410981279055158, '37.5 per cent': 0.0031410981279055158, 'Kerrygold': 0.0031410981279055158, 'White House’s': 0.005277044854881266, 'the\\xa0Office of Environmental Justice': 0.005277044854881266, 'Office of Environmental Justice': 0.005277044854881266, 'H.R. 1': 0.005528332705113707, 'the Lower Energy Costs Act': 0.005277044854881266, 'Alfredo Ortiz': 0.005277044854881266, 'the Job Creators Network': 0.005277044854881266, 'Ortiz': 0.005277044854881266, 'Wayne Crews': 0.005277044854881266, 'Peter Navarro': 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0.004900113079532605, '20,000 acres': 0.004900113079532605, '875,000 hectares': 0.004900113079532605, 'up to 302,000': 0.004900113079532605, 'Mattie McGrath': 0.004900113079532605, 'Teachtai Dála': 0.004900113079532605, 'McGrath': 0.004900113079532605, 'Taoiseach Leo Vradkar': 0.004900113079532605, 'Agriculture': 0.004900113079532605, 'Charlie McConalogue': 0.004900113079532605, 'Nature Restoration Law': 0.004900113079532605, \"Irish Farmers' Association\": 0.004900113079532605, 'Stephen Canavan': 0.004900113079532605, 'the English Government': 0.004900113079532605, 'Susan Duclos': 0.007538635506973238, 'Edible Insects': 0.007538635506973238, 'WISN': 0.007538635506973238, '1970': 0.007789923357205679, 'the Smithsonian Institute': 0.007538635506973238, 'between 75 and 80 percent': 0.007538635506973238, 'Line Magazine -\\xa0': 0.007538635506973238, '1985': 0.007538635506973238, 'one half': 0.007538635506973238, 'the year 2000': 0.007789923357205679, 'some 70 million': 0.007538635506973238, 'the 70s': 0.007538635506973238, 'Pete Gunter -\\xa0': 0.007538635506973238, 'James Hansen': 0.007538635506973238, 'nearly 2 degrees': 0.007538635506973238, 'the last 100,000 years': 0.007538635506973238, 'Two years later': 0.007538635506973238, 'Hansen': 0.007538635506973238, 'the Hudson River': 0.007538635506973238, 'July 23, 2022': 0.007538635506973238, '7/17-7/23': 0.007538635506973238, 'Maria': 0.007538635506973238, 'NYT': 0.007789923357205679, '• Turns': 0.007538635506973238, 'Summers': 0.007538635506973238, 'Lyle': 0.007789923357205679, 'Nickerson': 0.007538635506973238, 'Yellowjackets': 0.007538635506973238, 'Tenebrio': 0.007538635506973238, 'Nicholas Harris': 0.0030154542027892948, 'UnHerd': 0.0030154542027892948, 'five-foot': 0.0030154542027892948, 'Cassandra': 0.0030154542027892948, 'United Nations Conference of the Parties': 0.0030154542027892948, 'COP': 0.0030154542027892948, 'Texas A&M': 0.006659128031159693, 'NTD': 0.006659128031159693, 'Texas A&M University': 0.006659128031159693, 'the Qingdao\\xa0National Laboratory for Marine Science and Technology': 0.006659128031159693, 'February 2022': 0.006659128031159693, '$2 million': 0.006659128031159693, 'the International Laboratory for High-Resolution Earth System Prediction': 0.006659128031159693, 'The Department of Defense': 0.006659128031159693, 'TAMU': 0.006910415881392134, 'the Senate Foreign Relations Committee': 0.006659128031159693, 'Senate Select Committee on Intelligence': 0.006659128031159693, \"the People's Republic of China\": 0.006659128031159693, 'The College Station': 0.006659128031159693, 'the Federal Bureau of Investigation': 0.006659128031159693, 'M. Katherine Banks': 0.006659128031159693, 'John Sharp': 0.006659128031159693, 'Jamil N. Jaffer': 0.006659128031159693, 'Jaffer': 0.006659128031159693, 'the National Security Institute': 0.006659128031159693, \"George Mason University 's\": 0.006659128031159693, 'Antonin Scalia Law School': 0.006659128031159693, 'Cheng': 0.006910415881392134, 'Guangdong University of Technology': 0.006659128031159693, '2012 to': 0.006659128031159693, 'the Department of Justice': 0.006659128031159693, 'SHUTTERED': 0.0027641663525568537, 'some 54,000': 0.0027641663525568537, 'around one-fifth': 0.0027641663525568537, 'Thousands upon thousands': 0.0027641663525568537, 'The Burning Platform': 0.0027641663525568537, 'the Middle Ages': 0.0027641663525568537, 'Between 2016-2019': 0.004523181304183942, '1,114': 0.004774469154416384, '1,130': 0.004523181304183942, '98.6 percent': 0.004523181304183942, '1.4 percent': 0.004523181304183942, 'The World Professional Association for Transgender Health': 0.004523181304183942, 'About 20 percent': 0.004523181304183942, 'around $40,000': 0.004523181304183942, 'Vanderbilt Hospital': 0.004774469154416384, 'Vanderbilt': 0.004774469154416384, \"VUMC Clinic for Transgender Health's\": 0.004523181304183942, 'Shayne Sebold': 0.004523181304183942, 'Taylor': 0.004523181304183942, 'Grand Rounds': 0.004523181304183942, 'the U.S. Food and Drug Administration': 0.004523181304183942, 'Grand View Research': 0.004523181304183942, 'last year alone': 0.004523181304183942, '$1.9 billion': 0.004523181304183942, 'Russell Tytler': 0.0032667420530217363, 'Deakin University': 0.0032667420530217363, 'Peter Freebody': 0.0032667420530217363, 'the University of Wollongong': 0.0032667420530217363, 'Tytler': 0.0032667420530217363, 'Freebody': 0.0032667420530217363, 'Alex Wodak': 0.0032667420530217363, 'New South Wales': 0.0032667420530217363, 'NSW': 0.0032667420530217363, 'Australians': 0.006784771956275914, 'Wodak': 0.0032667420530217363, 'the early 1900s': 0.0032667420530217363, '1906': 0.0032667420530217363, 'Coca-Cola': 0.0032667420530217363, 'the year 1903': 0.0032667420530217363, 'the War on Drugs': 0.0032667420530217363, 'SAVE': 0.0013820831762784268, 'STARVE': 0.0013820831762784268, 'the\\xa0 Department of Agriculture': 0.0013820831762784268, \"the Department of Agriculture's\": 0.0030154542027892948, 'AIM for Climate Summit': 0.0032667420530217363, 'eight billion fellow': 0.0030154542027892948, 'another half': 0.0030154542027892948, 'Fake': 0.0030154542027892948, 'AIM for Climate': 0.0030154542027892948, 'Louisville': 0.004397537379067722, '21,000': 0.0041462495288352805, 'only six': 0.0041462495288352805, 'seventh': 0.0041462495288352805, 'at least 1,000 feet': 0.0041462495288352805, 'Petaluma': 0.0041462495288352805, 'Santa Rosa': 0.0041462495288352805, 'Sonoma County': 0.0041462495288352805, 'Electric Vehicles': 0.0041462495288352805, 'the Louisville City Council': 0.0041462495288352805, 'September 2023': 0.0041462495288352805, 'three-ton': 0.0038949616786028395, 'Schellnhuber': 0.0038949616786028395, 'three tons': 0.003643673828370398, 'CO2 per year': 0.0038949616786028395, 'about 10 tons': 0.003643673828370398, '100 tons': 0.003643673828370398, 'the Paris World Inequality Lab': 0.003643673828370398, 'more than 2,000 tons': 0.003643673828370398, 'Alibaba': 0.003643673828370398, 'Alibaba Group': 0.003643673828370398, 'J. Michael Evans': 0.003643673828370398, 'Evans': 0.003643673828370398, 'Emissions Trading Scheme': 0.0038949616786028395, 'about 10,000': 0.0038949616786028395, 'less than 30 years': 0.0038949616786028395, '55%': 0.0038949616786028395, 'Peter Liese': 0.0038949616786028395, 'the European Parliament': 0.007664279432089458, 'Liese': 0.0041462495288352805, 'Pascal Canfin': 0.0038949616786028395, \"the European Parliament's\": 0.0038949616786028395, 'almost 50 percent': 0.0038949616786028395, 'around €100': 0.0038949616786028395, '2027': 0.0038949616786028395, 'Anthony Albanese': 0.007412991581857017, 'Digital Reporter': 0.0038949616786028395, 'September 5, 2022': 0.0038949616786028395, '10:45AM': 0.0038949616786028395, '44.2 cents': 0.0038949616786028395, 'the March Budget': 0.0038949616786028395, '22 cents': 0.0038949616786028395, 'Albanese': 0.007412991581857017, '$2.5 billion': 0.0041462495288352805, '$6 billion': 0.0041462495288352805, '$12 billion': 0.0038949616786028395, '0.09': 0.0041462495288352805, '$0.33 / gallon': 0.0041462495288352805, '50L': 0.0038949616786028395, '4.50': 0.0041462495288352805, '2/3': 0.0038949616786028395, '3 months': 0.0038949616786028395, 'The Australian Reserve Bank': 0.0038949616786028395, '131': 0.0028898102776730742, 'a third': 0.0028898102776730742, '62 percent': 0.0028898102776730742, 'Venus': 0.0028898102776730742, 'Paris Climate Treaties': 0.0028898102776730742, 'Paris Climate Treaty': 0.0028898102776730742, 'Climate Science Center': 0.0028898102776730742, 'Climate Inform Labels': 0.0028898102776730742, 'the Climate Science Center': 0.0028898102776730742, 'Climate Science Literacy Initiative': 0.0028898102776730742, 'Climate Pledges': 0.0028898102776730742, 'the Climate Pledges': 0.0028898102776730742, 'the Monash Climate Change Communication Research Hub': 0.0028898102776730742, 'Decision-Making Laboratory': 0.0028898102776730742, 'the Yale Program on Climate Change Communication': 0.0028898102776730742, 'Mark Kelly': 0.004900113079532605, 'Jordan Conradson': 0.004648825229300163, 'Trump-Endorsed Blake Masters': 0.004648825229300163, 'U.S. Senate Press': 0.004648825229300163, 'Radical Left': 0.004648825229300163, 'the Arizona Legislature': 0.004648825229300163, 'The Gateway Pundit': 0.014197763538132931, 'National Motto': 0.004648825229300163, 'In God We Trust': 0.004648825229300163, 'Cole': 0.004648825229300163, 'the “Equality Act': 0.004900113079532605, 'Melissa Moschella': 0.004648825229300163, 'Tumblr': 0.004648825229300163, 'Moschella': 0.004648825229300163, '“Transgender Day Of Visibility': 0.004648825229300163, 'up to 25': 0.003643673828370398, 'the University of California,': 0.003643673828370398, 'Davis': 0.003643673828370398, 'UC Davis': 0.0038949616786028395, 'the UC Davis': 0.0038949616786028395, 'between 542 pounds': 0.003643673828370398, '246 kg': 0.003643673828370398, '3,325 pounds': 0.003643673828370398, '1,508 kg': 0.003643673828370398, 'between four and 25': 0.003643673828370398, 'Mark Post': 0.003643673828370398, 'Maastricht University': 0.003643673828370398, 'cyanobacteria': 0.003643673828370398, 'April 21': 0.005277044854881266, 'PDF': 0.016333710265108683, 'Tony Fauci': 0.0021359467269757505, '1961': 0.0021359467269757505, 'the Oval Office of the White House': 0.0021359467269757505, \"Robert F. 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'pre-Musk': 0.005905264480462369, 'Comet Research Group': 0.0041462495288352805, 'Younger Dryas': 0.004397537379067722, 'the earth': 0.0041462495288352805, '12,800 years ago': 0.0041462495288352805, '10 degrees Celsius': 0.0041462495288352805, '18 degrees': 0.0041462495288352805, 'about 1,400 years': 0.0041462495288352805, 'Dryas': 0.004397537379067722, 'YD': 0.0041462495288352805, 'about two million years': 0.0041462495288352805, 'Tens of millions': 0.0041462495288352805, 'Mammoths': 0.0041462495288352805, 'As much as 60 percent': 0.0041462495288352805, 'tons and tons': 0.0041462495288352805, 'The Comet Research Group': 0.0041462495288352805, '• Craters': 0.0041462495288352805, '• Diamonds': 0.0041462495288352805, '• M': 0.0041462495288352805, '• Black': 0.0041462495288352805, '• Mass': 0.0041462495288352805, '• Climate': 0.0041462495288352805, 'Rachel” Levine,': 0.003392385978137957, 'Pediatrician': 0.003392385978137957, 'Rollyn Ornstein': 0.003392385978137957, \"Penn State Hershey Children's Hospital\": 0.003392385978137957, 'Levine': 0.003643673828370398, 'age 18': 0.003392385978137957, 'Megan Brock': 0.003392385978137957, 'Daily Caller News Foundation': 0.003392385978137957, 'Ornstein': 0.003643673828370398, 'early 2021': 0.003392385978137957, 'ED': 0.003392385978137957, 'under 18': 0.003643673828370398, 'Johns Hopkins Medicine': 0.003392385978137957, 'The Zelenko Report': 0.004648825229300163, 'Sargis Sangari': 0.004648825229300163, 'Brighteon': 0.007915567282321899, 'Ann Vandersteel': 0.004648825229300163, 'Jan. 16': 0.004397537379067722, 'Sangari': 0.004648825229300163, 'more than 20 years': 0.004397537379067722, 'Near East Center for Strategic Engagement': 0.004397537379067722, 'NEC': 0.004648825229300163, 'Vandersteel': 0.004648825229300163, 'The Zelenko Freedom Foundation': 0.004397537379067722, 'Peter Pry': 0.004397537379067722, 'EMP': 0.004648825229300163, 'South America': 0.004397537379067722, '1-2 p.m.': 0.004397537379067722, 'Greta Thunberg ROASTED': 0.0041462495288352805, 'then-15-year-old': 0.0041462495288352805, 'only five years': 0.0041462495288352805, 'June 21, 2023': 0.004397537379067722, 'five-year date': 0.0041462495288352805, \"Greta Thunberg's\": 0.0041462495288352805, 'about 12 years': 0.0041462495288352805, 'GLOBALISTS': 0.0031410981279055158, 'Keep': 0.0031410981279055158, '$1.78 to $': 0.0031410981279055158, '7.00': 0.0031410981279055158, '400 percent': 0.0031410981279055158, '$5 billion': 0.0031410981279055158, 'pervert Jeffrey Epstein': 0.0031410981279055158, 'around 500 to 600': 0.00402060560371906, 'as early as next year': 0.00402060560371906, 'Wednesday, October 5': 0.00402060560371906, 'Around] 500 to 600': 0.00402060560371906, 'Eva Vlaardingerbroek': 0.007789923357205679, 'Tens of thousands': 0.00402060560371906, 'Vlaardingerbroek': 0.00804121120743812, 'Willem Engel': 0.00402060560371906, 'about a third': 0.00402060560371906, 'the Tristate City': 0.00402060560371906, 'around 45 million': 0.00402060560371906, 'Engel': 0.00402060560371906, 'over 100 million': 0.00402060560371906, 'Rudi Buis': 0.00402060560371906, 'the Netherlands Agricultural and': 0.00402060560371906, 'Horticultural Organization': 0.00402060560371906, 'LTO': 0.004271893453951501, 'five to seven years': 0.00402060560371906, 'NEW WORLD': 0.010302801859530092, 'Clinton Global Initiative': 0.010302801859530092, 'UN General Assembly': 0.010302801859530092, 'Jamie White': 0.010302801859530092, 'September 19-27': 0.010302801859530092, 'Voldoymyr Zelensky': 0.010302801859530092, 'Emmnauel Macron': 0.010302801859530092, 'Liz Truss': 0.010302801859530092, 'Ebrahim Raisi': 0.010302801859530092, 'Chelsea Clinton': 0.010302801859530092, 'Sept. 19-20': 0.010302801859530092, '6 years': 0.010302801859530092, 'CGI': 0.010554089709762533, 'Commitments to Action': 0.010302801859530092, 'This September': 0.010302801859530092, 'the United Nations General Assembly': 0.013066968212086945, 'Melinda Gates': 0.010302801859530092, 'Matt Damon': 0.010302801859530092, 'Kathy Hochul': 0.010302801859530092, 'Cindy McCain': 0.010302801859530092, 'Fareed Zakaria': 0.010302801859530092, 'Xavier Becerra': 0.010302801859530092, 'Brian Deese': 0.010302801859530092, 'Vivek Murthy': 0.010302801859530092, 'Gina Raimondo': 0.010302801859530092, 'Marty Walsh': 0.010302801859530092, 'Sept. 19-22': 0.010302801859530092, 'Stephanie Ruhle': 0.010302801859530092, 'Rachel Smolkin': 0.010302801859530092, 'BlackRock VP': 0.010302801859530092, 'Pamela Chan': 0.010302801859530092, 'Build Back Better” agenda': 0.010302801859530092, 'the Sustainable Development Impact Meetings': 0.010302801859530092, 'the Sustainable Development Goals': 0.010302801859530092, 'the months ahead': 0.010302801859530092, 'Matrixxx Grooove': 0.004397537379067722, 'Shady': 0.004648825229300163, 'The Matrixxx Grooove Show': 0.004648825229300163, 'July 19': 0.004397537379067722, '10 percent': 0.004397537379067722, 'years, decades': 0.004397537379067722, 'Shannon': 0.004397537379067722, 'ShadyGrooove': 0.004648825229300163, 'The \"Matrixxx Grooove': 0.004397537379067722, 'Pedersen': 0.004648825229300163, 'the American Revolution of 1776': 0.004397537379067722, 'Townsend': 0.004648825229300163, \"Dinesh D'Souza\": 0.004397537379067722, 'Mules': 0.004397537379067722, 'Monday to Friday': 0.004397537379067722, '12-1 p.m.': 0.004397537379067722, 'Patricia Adams & Lawrence Solomon': 0.006533484106043473, 'Alice-in-Wonderland': 0.006533484106043473, 'malaria': 0.006533484106043473, '4,000': 0.006533484106043473, 'the U.N. 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'arctic': 0.0032667420530217363, 'The Arctic Circle': 0.0030154542027892948, 'Charles III': 0.004271893453951501, 'Christian Patriot News': 0.00402060560371906, 'the Prince of Wales': 0.00402060560371906, \"Elizabeth II's\": 0.00402060560371906, 'Peter Dutton': 0.00402060560371906, 'Dutton': 0.00402060560371906, 'the Liberal Party of Australia': 0.00402060560371906, \"Charles III's\": 0.00402060560371906, 'the Australian Labor Party': 0.00402060560371906, 'ALP': 0.004271893453951501, 'the Labor Party': 0.00402060560371906, 'Sky News Australia': 0.00402060560371906, 'Virtual': 0.00402060560371906, 'June 2020': 0.00402060560371906, 'Google/YouTube': 0.002261590652091971, 'Chris Menahan': 0.003769317753486619, 'the ‘Benadryl Challenge': 0.002261590652091971, 'a dozen': 0.003769317753486619, 'Benadryl': 0.003769317753486619, 'the Benadryl Challenge': 0.0030154542027892948, 'Arson': 0.007412991581857017, 'Edward Struzik': 0.007412991581857017, \"Queen's Institute for Energy and 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0.007412991581857017, '11.86 million acres': 0.007412991581857017, 'millions of acres': 0.007412991581857017, 'Western Canada': 0.007412991581857017, 'Gerald Cheng': 0.007412991581857017, 'Monday, June 12': 0.007412991581857017, 'Air Quality Health Index': 0.007412991581857017, 'Fort McMurray': 0.007412991581857017, 'Nearly 5,000': 0.007412991581857017, 'Anita': 0.007412991581857017, 'Edson': 0.007412991581857017, 'DEFLATING': 0.005528332705113707, 'Tyre Extinguishers': 0.0057796205553461485, 'Czech Republic': 0.005528332705113707, 'Austria': 0.009548938308832768, 'the last month alone': 0.005528332705113707, 'some 42': 0.005528332705113707, 'Beacon Hill': 0.0057796205553461485, 'Howie Carr': 0.005528332705113707, 'Louisburg Square': 0.005528332705113707, 'Carr': 0.0057796205553461485, '1997': 0.005528332705113707, 'May 2': 0.005025757004648825, 'the European Commission': 0.005025757004648825, 'the Green Deal': 0.005025757004648825, 'roughly €1.47 billion': 0.005025757004648825, '$1.62 billion': 0.005025757004648825, 'up to 100 percent': 0.005025757004648825, 'The EU Commission': 0.005277044854881266, 'February of 2028': 0.005025757004648825, 'five consecutive years': 0.005025757004648825, 'the National Statistics Office': 0.005025757004648825, '€122.3 billion': 0.005025757004648825, 'Robbin Voorend': 0.005025757004648825, '90-95%': 0.005025757004648825, 'Martin Neppelenbroek': 0.005025757004648825, '€975 million': 0.005025757004648825, '$1.77 billion': 0.005025757004648825, 'up to 120%': 0.005025757004648825, 'an additional 20%': 0.005025757004648825, 'Blackrock’s': 0.005402688779997487, 'Texas AG': 0.005402688779997487, 'Ken Paxton': 0.005402688779997487, 'August 8': 0.005402688779997487, 'Arizona AG': 0.005402688779997487, \"Mark Brnovich's\": 0.005402688779997487, 'West Virginia AG': 0.005402688779997487, 'Patrick Morrisey': 0.005402688779997487, 'Morrisey': 0.005402688779997487, 'Woke Inc.': 0.005402688779997487, 'Vivek Ramaswamy': 0.005402688779997487, 'the Conservative Political Action Conference': 0.005402688779997487, 'Strive': 0.005402688779997487, 'Fink': 0.005653976630229928, 'the first-half': 0.005402688779997487, 'year 2022': 0.005402688779997487, 'the end of June': 0.005402688779997487, 'only about a quarter': 0.005402688779997487, 'Robert Vautard': 0.005402688779997487, 'the France Climate and Environment Sciences Laboratory': 0.005402688779997487, 'VOA': 0.005402688779997487, 'More than a thousand': 0.005402688779997487, 'Peter Koenig': 0.005402688779997487, 'Global Research': 0.005402688779997487, 'Rutte': 0.005402688779997487, 'Koenig': 0.005402688779997487, 'some 30 percent': 0.005402688779997487, 'Holland': 0.005402688779997487, 'the Ukraine war': 0.005402688779997487, 'the two-thirds': 0.005402688779997487, 'the Austrian Parliament': 0.005402688779997487, 'Gerald Hauser': 0.005402688779997487, 'Johannes Rauch': 0.005402688779997487, 'Hauser': 0.005402688779997487, 'Lützerath': 0.0030154542027892948}\n", + "Graph density: 0.014642505150453865\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "nlp = spacy.load('en_core_web_sm')\n", + "\n", + "# Load the CSV file into a DataFrame\n", + "df = pd.read_csv('reliable_submission.csv')\n", + "\n", + "# Assuming the text is in a column named 'text'\n", + "text = df['text'].iloc[0] # This line reads the first row; adjust as needed for your specific dataset\n", + "\n", + "# Process the text\n", + "doc = nlp(text)\n", + "\n", + "# Create a new graph\n", + "G1 = nx.Graph()\n", + "\n", + "# Add nodes and edges from named entities and their relationships\n", + "for ent in doc.ents:\n", + " G1.add_node(ent.text, type=ent.label_)\n", + "\n", + "# Explore relationships based on sentences\n", + "for sent in doc.sents:\n", + " ents = list(sent.ents)\n", + " for i in range(len(ents)-1):\n", + " for j in range(i+1, len(ents)):\n", + " G1.add_edge(ents[i].text, ents[j].text)\n", + "\n", + "# Print the nodes and edges to verify\n", + "print(\"Nodes in G1:\")\n", + "for node in G1.nodes(data=True):\n", + " print(node)\n", + "\n", + "print(\"\\nEdges in G1:\")\n", + "for edge in G1.edges():\n", + " print(edge)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "6TFQ7lDduawi", + "outputId": "35e9fce4-5f9c-4950-dcc2-5897e240ec67" + }, + "execution_count": 22, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/spacy/util.py:1740: UserWarning: [W111] Jupyter notebook detected: if using `prefer_gpu()` or `require_gpu()`, include it in the same cell right before `spacy.load()` to ensure that the model is loaded on the correct device. More information: http://spacy.io/usage/v3#jupyter-notebook-gpu\n", + " warnings.warn(Warnings.W111)\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Nodes in G1:\n", + "('Priyanka Chopra', {'type': 'PERSON'})\n", + "('Kamala Harris', {'type': 'PERSON'})\n", + "('Biden', {'type': 'PERSON'})\n", + "('Florida', {'type': 'GPE'})\n", + "('Puerto Rico', {'type': 'GPE'})\n", + "('Sept. 30', {'type': 'DATE'})\n", + "('Republicans', {'type': 'NORP'})\n", + "('U.S.', {'type': 'GPE'})\n", + "('Rick Scott', {'type': 'PERSON'})\n", + "('the Federal Emergency Management Agency', {'type': 'ORG'})\n", + "('Harris', {'type': 'PERSON'})\n", + "('yesterday', {'type': 'DATE'})\n", + "('Scott', {'type': 'PERSON'})\n", + "('Oct. 2', {'type': 'DATE'})\n", + "('CBS', {'type': 'ORG'})\n", + "('Face the Nation', {'type': 'WORK_OF_ART'})\n", + "('Margaret Brennan', {'type': 'PERSON'})\n", + "('Republican', {'type': 'NORP'})\n", + "('Hurricane Ian', {'type': 'EVENT'})\n", + "('South Carolina', {'type': 'GPE'})\n", + "('Two days earlier', {'type': 'DATE'})\n", + "('Ron DeSantis', {'type': 'PERSON'})\n", + "('Christina Pushaw', {'type': 'PERSON'})\n", + "('DeSantis', {'type': 'LOC'})\n", + "('FEMA Individual Assistance', {'type': 'ORG'})\n", + "('Floridians', {'type': 'NORP'})\n", + "('Oct. 3', {'type': 'DATE'})\n", + "('Marjorie Taylor Greene', {'type': 'PERSON'})\n", + "('FEMA', {'type': 'ORG'})\n", + "('the White House', {'type': 'ORG'})\n", + "('Friday', {'type': 'DATE'})\n", + "('Saturday', {'type': 'DATE'})\n", + "('Deanne Criswell', {'type': 'PERSON'})\n", + "('White House', {'type': 'ORG'})\n", + "('Karine Jean-Pierre', {'type': 'PERSON'})\n", + "('Jean-Pierre', {'type': 'PERSON'})\n", + "('Americans', {'type': 'NORP'})\n", + "('first', {'type': 'ORDINAL'})\n", + "('today', {'type': 'DATE'})\n", + "('Wednesday', {'type': 'DATE'})\n", + "('Chopra', {'type': 'ORG'})\n", + "('a Democratic National Committee', {'type': 'ORG'})\n", + "('India', {'type': 'GPE'})\n", + "('earlier this year', {'type': 'DATE'})\n", + "('America', {'type': 'GPE'})\n", + "('2020', {'type': 'DATE'})\n", + "('one', {'type': 'CARDINAL'})\n", + "('$370 billion', {'type': 'MONEY'})\n", + "('the Inflation Reduction Act', {'type': 'LAW'})\n", + "('Ian', {'type': 'PERSON'})\n", + "('California', {'type': 'GPE'})\n", + "('Fiona', {'type': 'PERSON'})\n", + "('San Francisco', {'type': 'GPE'})\n", + "('2003', {'type': 'DATE'})\n", + "('third', {'type': 'ORDINAL'})\n", + "('Caribbean', {'type': 'LOC'})\n", + "('CARICOM', {'type': 'ORG'})\n", + "('just a couple weeks ago', {'type': 'DATE'})\n", + "('the United States', {'type': 'GPE'})\n", + "('Nandita Bose', {'type': 'PERSON'})\n", + "('Reuters', {'type': 'ORG'})\n", + "('Twitter', {'type': 'PRODUCT'})\n", + "('WH', {'type': 'ORG'})\n", + "('the DNC Women’s Leadership Forum', {'type': 'ORG'})\n", + "('Annenberg Public Policy Center', {'type': 'ORG'})\n", + "('202', {'type': 'CARDINAL'})\n", + "('Philadelphia', {'type': 'GPE'})\n", + "('PA 19104', {'type': 'DATE'})\n", + "\n", + "Edges in G1:\n", + "('Priyanka Chopra', 'Kamala Harris')\n", + "('Priyanka Chopra', 'Biden')\n", + "('Priyanka Chopra', 'Florida')\n", + "('Kamala Harris', 'Biden')\n", + "('Kamala Harris', 'Florida')\n", + "('Biden', 'Florida')\n", + "('Biden', 'Two days earlier')\n", + "('Biden', 'Ron DeSantis')\n", + "('Biden', 'Hurricane Ian')\n", + "('Florida', 'Sept. 30')\n", + "('Florida', 'Republicans')\n", + "('Florida', 'U.S.')\n", + "('Florida', 'Rick Scott')\n", + "('Florida', 'the Federal Emergency Management Agency')\n", + "('Florida', 'Scott')\n", + "('Florida', 'Republican')\n", + "('Florida', 'Harris')\n", + "('Florida', 'Hurricane Ian')\n", + "('Florida', 'South Carolina')\n", + "('Florida', 'Two days earlier')\n", + "('Florida', 'Ron DeSantis')\n", + "('Florida', 'Americans')\n", + "('Florida', 'first')\n", + "('Florida', 'today')\n", + "('Florida', 'Wednesday')\n", + "('Florida', 'Chopra')\n", + "('Florida', 'Puerto Rico')\n", + "('Florida', 'Fiona')\n", + "('Puerto Rico', 'Fiona')\n", + "('Sept. 30', 'Republicans')\n", + "('Sept. 30', 'U.S.')\n", + "('Sept. 30', 'Rick Scott')\n", + "('Sept. 30', 'the Federal Emergency Management Agency')\n", + "('Sept. 30', 'Chopra')\n", + "('Sept. 30', 'Hurricane Ian')\n", + "('Sept. 30', 'South Carolina')\n", + "('Republicans', 'U.S.')\n", + "('Republicans', 'Rick Scott')\n", + "('Republicans', 'the Federal Emergency Management Agency')\n", + "('U.S.', 'Rick Scott')\n", + "('U.S.', 'the Federal Emergency Management Agency')\n", + "('Rick Scott', 'the Federal Emergency Management Agency')\n", + "('Harris', 'yesterday')\n", + "('Harris', 'Scott')\n", + "('Harris', 'Oct. 2')\n", + "('Harris', 'CBS')\n", + "('Harris', 'Face the Nation')\n", + "('Harris', 'Republican')\n", + "('Harris', 'Hurricane Ian')\n", + "('Harris', 'South Carolina')\n", + "('Harris', 'Oct. 3')\n", + "('Harris', 'White House')\n", + "('Harris', 'Karine Jean-Pierre')\n", + "('Harris', 'Jean-Pierre')\n", + "('Harris', 'Chopra')\n", + "('Harris', 'a Democratic National Committee')\n", + "('Harris', 'first')\n", + "('Harris', '2020')\n", + "('Harris', 'one')\n", + "('Harris', 'Nandita Bose')\n", + "('Harris', 'Reuters')\n", + "('Harris', 'Twitter')\n", + "('yesterday', 'yesterday')\n", + "('yesterday', 'Scott')\n", + "('yesterday', 'Oct. 2')\n", + "('yesterday', 'CBS')\n", + "('yesterday', 'Face the Nation')\n", + "('Scott', 'Oct. 2')\n", + "('Scott', 'CBS')\n", + "('Scott', 'Face the Nation')\n", + "('Scott', 'Margaret Brennan')\n", + "('Scott', 'Republican')\n", + "('Scott', 'Hurricane Ian')\n", + "('Scott', 'South Carolina')\n", + "('Scott', 'FEMA')\n", + "('Scott', 'Deanne Criswell')\n", + "('Oct. 2', 'CBS')\n", + "('Oct. 2', 'Face the Nation')\n", + "('CBS', 'Face the Nation')\n", + "('Face the Nation', 'FEMA')\n", + "('Face the Nation', 'Deanne Criswell')\n", + "('Republican', 'Hurricane Ian')\n", + "('Republican', 'South Carolina')\n", + "('Republican', 'Oct. 3')\n", + "('Republican', 'White House')\n", + "('Republican', 'Karine Jean-Pierre')\n", + "('Hurricane Ian', 'South Carolina')\n", + "('Hurricane Ian', 'Two days earlier')\n", + "('Hurricane Ian', 'Ron DeSantis')\n", + "('Hurricane Ian', 'FEMA Individual Assistance')\n", + "('Hurricane Ian', 'Floridians')\n", + "('Hurricane Ian', 'India')\n", + "('Hurricane Ian', 'Chopra')\n", + "('Hurricane Ian', 'WH')\n", + "('Hurricane Ian', 'Friday')\n", + "('Hurricane Ian', 'the DNC Women’s Leadership Forum')\n", + "('South Carolina', 'Chopra')\n", + "('Two days earlier', 'Ron DeSantis')\n", + "('Christina Pushaw', 'DeSantis')\n", + "('FEMA Individual Assistance', 'Floridians')\n", + "('Floridians', 'Friday')\n", + "('Floridians', 'Saturday')\n", + "('Oct. 3', 'Marjorie Taylor Greene')\n", + "('Oct. 3', 'White House')\n", + "('Oct. 3', 'Karine Jean-Pierre')\n", + "('Oct. 3', 'Jean-Pierre')\n", + "('FEMA', 'the White House')\n", + "('FEMA', 'Deanne Criswell')\n", + "('Friday', 'Saturday')\n", + "('Friday', 'WH')\n", + "('Friday', 'the DNC Women’s Leadership Forum')\n", + "('White House', 'Karine Jean-Pierre')\n", + "('White House', 'Nandita Bose')\n", + "('White House', 'Reuters')\n", + "('White House', 'Twitter')\n", + "('Americans', 'first')\n", + "('Americans', 'today')\n", + "('Americans', 'Wednesday')\n", + "('first', 'today')\n", + "('first', 'Wednesday')\n", + "('first', '2020')\n", + "('first', 'one')\n", + "('first', 'San Francisco')\n", + "('first', '2003')\n", + "('today', 'Wednesday')\n", + "('Chopra', 'a Democratic National Committee')\n", + "('earlier this year', 'America')\n", + "('America', '$370 billion')\n", + "('America', 'the Inflation Reduction Act')\n", + "('America', 'Ian')\n", + "('America', 'California')\n", + "('2020', 'one')\n", + "('one', 'San Francisco')\n", + "('one', '2003')\n", + "('$370 billion', 'the Inflation Reduction Act')\n", + "('$370 billion', 'Ian')\n", + "('$370 billion', 'California')\n", + "('the Inflation Reduction Act', 'Ian')\n", + "('the Inflation Reduction Act', 'California')\n", + "('Ian', 'California')\n", + "('San Francisco', '2003')\n", + "('third', 'Caribbean')\n", + "('third', 'CARICOM')\n", + "('Caribbean', 'CARICOM')\n", + "('Nandita Bose', 'Reuters')\n", + "('Nandita Bose', 'Twitter')\n", + "('Reuters', 'Twitter')\n", + "('WH', 'the DNC Women’s Leadership Forum')\n", + "('Annenberg Public Policy Center', '202')\n", + "('Annenberg Public Policy Center', 'Philadelphia')\n", + "('Annenberg Public Policy Center', 'PA 19104')\n", + "('202', 'Philadelphia')\n", + "('202', 'PA 19104')\n", + "('Philadelphia', 'PA 19104')\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "degree_centrality = nx.degree_centrality(G1)\n", + "\n", + "# Find the node with the highest degree centrality\n", + "max_degree = max(degree_centrality, key=degree_centrality.get)\n", + "print(f\"Node with highest degree centrality in G1: {max_degree}\")\n", + "\n", + "# Identify communities using the Clauset-Newman-Moore greedy modularity maximization\n", + "communities = list(greedy_modularity_communities(G1))\n", + "print(f\"Number of communities found in G1: {len(communities)}\")\n", + "\n", + "# Let's inspect the first community, if available\n", + "if communities:\n", + " first_community = communities[0]\n", + " print(f\"First community in G1: {first_community}\")\n", + "\n", + " # For nodes in the first community, you might want to see the 'type' attribute if available\n", + " for node in first_community:\n", + " data = G1.nodes[node]\n", + " print(f\"Entity: {node}, Type: {data.get('type')}\")\n", + "\n", + "# Save the graph if you haven't already\n", + "nx.write_graphml(G1, 'knowledge_graph_G1.graphml')\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "QiBndebQv1dN", + "outputId": "eeb80f81-3a03-4a4f-8aba-3c59705db80c" + }, + "execution_count": 23, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Node with highest degree centrality in G1: Florida\n", + "Number of communities found in G1: 10\n", + "First community in G1: frozenset({'2003', 'Reuters', 'first', 'Harris', 'Karine Jean-Pierre', 'White House', 'San Francisco', 'Republican', '2020', 'Nandita Bose', 'Twitter', 'Americans', 'Marjorie Taylor Greene', 'today', 'Wednesday', 'one', 'Oct. 3', 'Jean-Pierre'})\n", + "Entity: 2003, Type: DATE\n", + "Entity: Reuters, Type: ORG\n", + "Entity: first, Type: ORDINAL\n", + "Entity: Harris, Type: PERSON\n", + "Entity: Karine Jean-Pierre, Type: PERSON\n", + "Entity: White House, Type: ORG\n", + "Entity: San Francisco, Type: GPE\n", + "Entity: Republican, Type: NORP\n", + "Entity: 2020, Type: DATE\n", + "Entity: Nandita Bose, Type: PERSON\n", + "Entity: Twitter, Type: PRODUCT\n", + "Entity: Americans, Type: NORP\n", + "Entity: Marjorie Taylor Greene, Type: PERSON\n", + "Entity: today, Type: DATE\n", + "Entity: Wednesday, Type: DATE\n", + "Entity: one, Type: CARDINAL\n", + "Entity: Oct. 3, Type: DATE\n", + "Entity: Jean-Pierre, Type: PERSON\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "degree_centrality = nx.degree_centrality(G1)\n", + "density = nx.density(G1)\n", + "\n", + "# Print out some of the calculated values\n", + "print(f\"Graph density: {density:.4f}\")\n", + "print(f\"Number of communities detected: {len(communities)}\")\n", + "\n", + "# Inspect the largest centrality values\n", + "sorted_degree_centrality = sorted(degree_centrality.items(), key=lambda item: item[1], reverse=True)\n", + "for node, centrality in sorted_degree_centrality[:10]:\n", + " print(f\"Node: {node}, Degree Centrality: {centrality:.4f}\")" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_vEQaD8qw863", + "outputId": "bf61d23a-21fb-417f-e525-a51997bbd208" + }, + "execution_count": 24, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Graph density: 0.0676\n", + "Number of communities detected: 10\n", + "Node: Florida, Degree Centrality: 0.3284\n", + "Node: Harris, Degree Centrality: 0.3134\n", + "Node: Hurricane Ian, Degree Centrality: 0.2388\n", + "Node: Scott, Degree Centrality: 0.1791\n", + "Node: first, Degree Centrality: 0.1343\n", + "Node: Sept. 30, Degree Centrality: 0.1194\n", + "Node: Republican, Degree Centrality: 0.1194\n", + "Node: yesterday, Degree Centrality: 0.1045\n", + "Node: Face the Nation, Degree Centrality: 0.1045\n", + "Node: South Carolina, Degree Centrality: 0.1045\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Part to comparing them." + ], + "metadata": { + "id": "kH0mxZa8xz3b" + } + }, + { + "cell_type": "code", + "source": [ + "G_unreliable = nx.read_graphml('knowledge_graph.graphml')\n", + "G_reliable = nx.read_graphml('knowledge_graph_G1.graphml')\n", + "\n", + "# Basic Metrics\n", + "def print_graph_info(graph, name):\n", + " print(f\"Information for {name}:\")\n", + " print(f\"Number of nodes: {graph.number_of_nodes()}\")\n", + " print(f\"Number of edges: {graph.number_of_edges()}\")\n", + " print(f\"Graph density: {nx.density(graph)}\")\n", + " degree_dict = dict(graph.degree())\n", + " avg_degree = sum(degree_dict.values()) / len(degree_dict)\n", + " print(f\"Average degree: {avg_degree}\")\n", + " print(\"-------------\")\n", + "\n", + "print_graph_info(G_unreliable, \"Unreliable Graph\")\n", + "print_graph_info(G_reliable, \"Reliable Graph\")\n", + "\n", + "# Community Detection\n", + "from networkx.algorithms.community import greedy_modularity_communities\n", + "\n", + "def detect_communities(graph):\n", + " communities = list(greedy_modularity_communities(graph))\n", + " return communities\n", + "\n", + "communities_unreliable = detect_communities(G_unreliable)\n", + "communities_reliable = detect_communities(G_reliable)\n", + "\n", + "print(f\"Number of communities in Unreliable Graph: {len(communities_unreliable)}\")\n", + "print(f\"Number of communities in Reliable Graph: {len(communities_reliable)}\")\n", + "\n", + "# Comparing Centralities\n", + "def compare_centralities(graph_unreliable, graph_reliable):\n", + " centrality_unreliable = nx.degree_centrality(graph_unreliable)\n", + " centrality_reliable = nx.degree_centrality(graph_reliable)\n", + " max_centrality_unreliable = max(centrality_unreliable, key=centrality_unreliable.get)\n", + " max_centrality_reliable = max(centrality_reliable, key=centrality_reliable.get)\n", + " print(f\"Max centrality in Unreliable Graph: {max_centrality_unreliable} with value {centrality_unreliable[max_centrality_unreliable]}\")\n", + " print(f\"Max centrality in Reliable Graph: {max_centrality_reliable} with value {centrality_reliable[max_centrality_reliable]}\")\n", + "\n", + "compare_centralities(G_unreliable, G_reliable)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Hp012jhMx14W", + "outputId": "fdd37de9-dfe6-4efb-f6fd-586bb141e7e3" + }, + "execution_count": 25, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Information for Unreliable Graph:\n", + "Number of nodes: 7960\n", + "Number of edges: 463828\n", + "Graph density: 0.014642505150453865\n", + "Average degree: 116.5396984924623\n", + "-------------\n", + "Information for Reliable Graph:\n", + "Number of nodes: 68\n", + "Number of edges: 154\n", + "Graph density: 0.06760316066725197\n", + "Average degree: 4.529411764705882\n", + "-------------\n", + "Number of communities in Unreliable Graph: 21\n", + "Number of communities in Reliable Graph: 10\n", + "Max centrality in Unreliable Graph: first with value 0.7036059806508355\n", + "Max centrality in Reliable Graph: Florida with value 0.3283582089552239\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "def analyze_misinformation(sentence, nlp, G_unreliable, G_reliable):\n", + " \"\"\"\n", + " Analyzes a sentence to determine if it contains misinformation and suggests corrections.\n", + "\n", + " Parameters:\n", + " sentence (str): The sentence to analyze.\n", + " nlp (spacy.Language): An initialized spaCy language model.\n", + " G_unreliable (networkx.Graph): Graph containing nodes of unreliable information.\n", + " G_reliable (networkx.Graph): Graph containing nodes of reliable information.\n", + "\n", + " Returns:\n", + " bool: Whether misinformation was detected.\n", + " dict: Suggested corrections, if any.\n", + " \"\"\"\n", + " doc = nlp(sentence)\n", + "\n", + " # Extract noun phrases for broader concept analysis\n", + " noun_phrases = [chunk.text for chunk in doc.noun_chunks]\n", + "\n", + " # Check for presence in graphs\n", + " unreliable_presence = {np: check_graph_presence(np, G_unreliable) for np in noun_phrases}\n", + " reliable_presence = {np: check_graph_presence(np, G_reliable) for np in noun_phrases}\n", + "\n", + " # Estimate misinformation\n", + " misinformation = any(unreliable_presence[phrase] and not reliable_presence.get(phrase, False) for phrase in noun_phrases)\n", + "\n", + " # Generate corrections\n", + " corrections = {}\n", + " if misinformation:\n", + " corrections = {np: f\"Refer to verified sources for accurate information on {np}.\" for np in noun_phrases if unreliable_presence[np]}\n", + "\n", + " return misinformation, corrections\n", + "\n", + "def check_graph_presence(phrase, graph):\n", + " \"\"\" Helper function to check if any part of a phrase is present in a graph \"\"\"\n", + " components = phrase.split()\n", + " return any(component in graph.nodes for component in components)\n", + "\n", + "# Load the NLP model\n", + "nlp = spacy.load(\"en_core_web_sm\")\n", + "\n", + "# Example usage\n", + "sentence = \"Climate change is not affected by human activities.\"\n", + "misinformation, corrections = analyze_misinformation(sentence, nlp, G_unreliable, G_reliable)\n", + "print(\"Misinformation detected:\", misinformation)\n", + "print(\"Corrections suggested:\", corrections)\n", + "\n", + "sentence_correct = \"One plus one equals two. \"\n", + "misinformation, corrections = analyze_misinformation(sentence_correct, nlp, G_unreliable, G_reliable)\n", + "print(\"Misinformation detected:\", misinformation)\n", + "print(\"Corrections suggested:\", corrections)\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Ki9LXUrC3nW_", + "outputId": "c2da55e0-427b-4263-c193-842e97d79301" + }, + "execution_count": 26, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.10/dist-packages/spacy/util.py:1740: UserWarning: [W111] Jupyter notebook detected: if using `prefer_gpu()` or `require_gpu()`, include it in the same cell right before `spacy.load()` to ensure that the model is loaded on the correct device. More information: http://spacy.io/usage/v3#jupyter-notebook-gpu\n", + " warnings.warn(Warnings.W111)\n" + ] + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Misinformation detected: True\n", + "Corrections suggested: {'Climate change': 'Refer to verified sources for accurate information on Climate change.'}\n", + "Misinformation detected: False\n", + "Corrections suggested: {}\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "# Load the dataset\n", + "df = pd.read_csv('TEST_evaluation.csv') # Assuming the CSV has a column 'Sentence'\n", + "\n", + "# Define a function to apply the detection and evaluate accuracy\n", + "def evaluate_accuracy(dataframe, nlp_model, G_unreliable, G_reliable):\n", + " correct_predictions = 0\n", + " total = len(dataframe)\n", + "\n", + " for index, row in dataframe.iterrows():\n", + " sentence = row['Text']\n", + "\n", + " # Predict misinformation\n", + " misinformation, _ = analyze_misinformation(sentence, nlp_model, G_unreliable, G_reliable)\n", + "\n", + " # Since all entries are unreliable, the correct label is True for misinformation\n", + " if misinformation:\n", + " correct_predictions += 1\n", + "\n", + " accuracy = correct_predictions / total\n", + " return accuracy\n", + "\n", + "# Calculate accuracy\n", + "accuracy = evaluate_accuracy(df, nlp, G_unreliable, G_reliable)\n", + "print(f\"Accuracy of misinformation detection: {accuracy:.2%}\")\n" + ], + "metadata": { + "id": "shO6_-Vzl9af", + "outputId": "a3e313b0-857d-4278-fc72-02c061b2810c", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "execution_count": 30, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Accuracy of misinformation detection: 99.60%\n" + ] + } + ] + } + ] +} \ No newline at end of file