This statistics shows the share of people in the U.S. who agree with the perceptions that Trump fired Comey due to the FBI investigations into Trump's administration's links to Russia and the Clinton email scandal, as of May 2017. According to the survey, 31 percent of people believed that Trump fired Comey in order to slow down the investigation into his administration's ties to Russia.

July 2024 saw an incredibly close assassination attempt on former President Donald Trump while he was on the campaign trail for the 2024 presidential election. While speaking to his audience, a bullet whizzed past Trump's head, nicking him on the ear and drawing blood in the process, before the Secret Service escorted him to safety. One spectator was killed while shielding family members from the gunfire, and two more were shot but survived, before the perpetrator was shot and killed by security services. Throughout U.S. history, there have been numerous plots and attempts to assassinate U.S. presidents. The first known case was a failed attempt on Andrew Jackson's life in 1835, where both the assassin's guns misfired due to moisture in the air and Jackson then beat the culprit into submission with his cane. More recent attempts include separate, high-profile cases in October 2018, where sixteen bombs were sent via mail to prominent Democrats (including presidents Obama and Clinton), Trump critics, and news outlets, while another culprit sent letters laced with ricin to President Trump and senior U.S. military figures. Throughout history, the majority of these plots have been uncovered or prevented, however several have come close to achieving their aims and four have resulted in the successful assassination of a sitting president. Successful attempts The first successful assassination occurred in 1865, when Confederate sympathizers and spies plotted to kill the three highest-ranking figures in the Union, in an effort to re-ignite the American Civil War. Of the three targets, only Lincoln was assassinated after being shot in the head by John Wilkes Booth. Lincoln died within 12 hours of being shot, which was much sooner than the second presidential assassination, where James Garfield took almost four months to eventually die from his wounds after being shot in a train station in 1881. The third U.S. president to be assassinated was William McKinley, who was shot twice while meeting members of the public just six months into his second term. The attempt was not immediately fatal and McKinley was even able to dissuade bystanders from killing his attacker, however, one of the bullets was never found and McKinley passed away one week after the attack. The most recent U.S. president to have been assassinated was John F. Kennedy, who was shot by former marine and defector to the Soviet Union, Lee Harvey Oswald. Oswald shot Kennedy from the sixth floor of a nearby warehouse during a public motorcade in Dallas, Texas in 1963, and Kennedy died almost immediately. Although official investigations, forensic tests and eyewitness accounts corroborate the official story that Oswald acted alone, a high number of conspiracy theories surround the event, and a large share of the U.S. population believes that the assassination is part of a larger plot or cover-up, orchestrated by either the CIA, mafia, or foreign entities (among other theories). Close calls While on the 1912 campaign trail, former president Theodore Roosevelt was shot in the chest before giving a speech. Roosevelt knew that the injury was not fatal, and proceeded to deliver an 84 minute speech before seeking medical attention. In 1981, a gunman shot six bullets at Ronald Reagan as he was meeting a crowd outside a Washington hotel, injuring the president and three others in the attack. One bullet had ricocheted off the side of a car, punctured the president's lung, and caused severe internal bleeding. The president almost died en route to the hospital, but doctors were able to stabilize him and remove the bullet; Reagan returned to the White House less than two weeks later. Another close call was where a gunman fired shots at President-Elect Franklin D. Roosevelt's car in 1933, missing the President but killing the Mayor of Chicago in the attack. Coincidentally, the only female culprits in these attempts both tried to assassinate President Gerald Ford, in two unrelated attacks in California in September, 1975. The first (who was a member of the Manson Family) was stopped before she could get a shot off at the president, while the second was restrained after shooting twice and injuring one bystander -Ford was unharmed in both attacks. Another near miss was an unsuccessful attempt on Abraham Lincoln's life nine months before his successful assassination; the bullet went through his distinctive, stovepipe hat as he was riding to his summer cottage one evening. The only attempt included here that did not involve a firearm and did not take place in the United States was when a grenade was thrown on stage in Tbilisi, Georgia, as George W. Bush was making a speech there in 2005. Although the pin had been removed, the handkerchief used to conceal the grenade was wrapped too tightly around it for the lever for it to detach; nobody was injured in this attempt; however, the culprit did kill one agent as he was being arrested two month...

Graph and download economic data for Unemployment Rate - Women (LNS14000002) from Jan 1948 to Jul 2025 about females, 16 years +, household survey, unemployment, rate, and USA.

*** Fake News on Twitter ***

These 5 datasets are the results of an empirical study on the spreading process of newly fake news on Twitter. Particularly, we have focused on those fake news which have given rise to a truth spreading simultaneously against them. The story of each fake news is as follow:

1- FN1: A Muslim waitress refused to seat a church group at a restaurant, claiming "religious freedom" allowed her to do so.

2- FN2: Actor Denzel Washington said electing President Trump saved the U.S. from becoming an "Orwellian police state."

3- FN3: Joy Behar of "The View" sent a crass tweet about a fatal fire in Trump Tower.

4- FN4: The animated children's program 'VeggieTales' introduced a cannabis character in August 2018.

5- FN5: In September 2018, the University of Alabama football program ended its uniform contract with Nike, in response to Nike's endorsement deal with Colin Kaepernick.

The data collection has been done in two stages that each provided a new dataset: 1- attaining Dataset of Diffusion (DD) that includes information of fake news/truth tweets and retweets 2- Query of neighbors for spreaders of tweets that provides us with Dataset of Graph (DG).

DD

DD for each fake news story is an excel file, named FNx_DD where x is the number of fake news, and has the following structure:

The structure of excel files for each dataset is as follow:

Each row belongs to one captured tweet/retweet related to the rumor, and each column of the dataset presents a specific information about the tweet/retweet. These columns from left to right present the following information about the tweet/retweet:

User ID (user who has posted the current tweet/retweet)

The description sentence in the profile of the user who has published the tweet/retweet

The number of published tweet/retweet by the user at the time of posting the current tweet/retweet

Date and time of creation of the account by which the current tweet/retweet has been posted

Language of the tweet/retweet

Number of followers

Number of followings (friends)

Date and time of posting the current tweet/retweet

Number of like (favorite) the current tweet had been acquired before crawling it

Number of times the current tweet had been retweeted before crawling it

Is there any other tweet inside of the current tweet/retweet (for example this happens when the current tweet is a quote or reply or retweet)

The source (OS) of device by which the current tweet/retweet was posted

Tweet/Retweet ID

Retweet ID (if the post is a retweet then this feature gives the ID of the tweet that is retweeted by the current post)

Quote ID (if the post is a quote then this feature gives the ID of the tweet that is quoted by the current post)

Reply ID (if the post is a reply then this feature gives the ID of the tweet that is replied by the current post)

Frequency of tweet occurrences which means the number of times the current tweet is repeated in the dataset (for example the number of times that a tweet exists in the dataset in the form of retweet posted by others)

State of the tweet which can be one of the following forms (achieved by an agreement between the annotators):

r : The tweet/retweet is a fake news post

a : The tweet/retweet is a truth post

q : The tweet/retweet is a question about the fake news, however neither confirm nor deny it

n : The tweet/retweet is not related to the fake news (even though it contains the queries related to the rumor, but does not refer to the given fake news)

DG

DG for each fake news contains two files:

A file in graph format (.graph) which includes the information of graph such as who is linked to whom. (This file named FNx_DG.graph, where x is the number of fake news)

A file in Jsonl format (.jsonl) which includes the real user IDs of nodes in the graph file. (This file named FNx_Labels.jsonl, where x is the number of fake news)

Because in the graph file, the label of each node is the number of its entrance in the graph. For example if node with user ID 12345637 be the first node which has been entered into the graph file then its label in the graph is 0 and its real ID (12345637) would be at the row number 1 (because the row number 0 belongs to column labels) in the jsonl file and so on other node IDs would be at the next rows of the file (each row corresponds to 1 user id). Therefore, if we want to know for example what the user id of node 200 (labeled 200 in the graph) is, then in jsonl file we should look at row number 202.

The user IDs of spreaders in DG (those who have had a post in DD) would be available in DD to get extra information about them and their tweet/retweet. The other user IDs in DG are the neighbors of these spreaders and might not exist in DD.