Text Mining
Project Date : 23 Februari 2023
Tabel Hasil Klasifikasi Berita Palsu
| No | Author | Text | Label |
|---|---|---|---|
| 1 | None | Russian warships ready to strike terrorists near Aleppo 08.11.2016 | Source: Source: Mil.ru Attack aircraft of the Russian aircraft carrier Admiral Kuznetsov get ready to strike terrorists' positions in the vicinity of Aleppo, sources at the Russian Defense Ministry said, RBC reports. "Insurgents' attempts to break into Aleppo from outside are meaningless," the source said. The main task of the aircraft carrier aviation group is to strike missile and air blows on the terrorists , whose goal is to enter Aleppo. "After the attacks on terrorists' positions, one will have to forget about the support for insurgents from the outside," the source said. The Russian group in the Mediterranean Sea consists of the Admiral Kuznetsov aircraft carrier , the heavy nuclear missile cruiser Pyotr Velikiy (Peter the Great) and large anti-submarine ships Severomorsk and Vice-Admiral Kulakov. Russia has increased intelligence activities in Syria to establish the areas, where terrorists are concentrated, as well as the routes that they use to move from one area to another. "The militants took advantage of the humanitarian pause and regrouped their forces to prepare for a new breakthrough into the eastern part of Aleppo," the source added. According to the source, Russia will use new weapons during the upcoming attacks on terrorists . It was said that the Russian warships in the Mediterranean Sea will launch "Caliber" cruise missiles, although it was not specified which ships would be responsible for the launches. Pravda.Ru Russian warships travel to Syria. | Unreliable |
| 2 | David Streitfeld | PALO ALTO, Calif. — After years of scorning the political process, Silicon Valley has leapt into the fray. The prospect of a President Donald J. Trump is pushing the tech community to move beyond its traditional role as donors and to embrace a new existence as agitators and activists. A distinguished venture capital firm emblazoned on its corporate home page an earthy epithet. One prominent tech chieftain says the consequences of Mr. Trump’s election would “range between disastrous and terrible. ” Another compares him to a dictator. And nearly 150 tech leaders signed an open letter decrying Mr. Trump and his campaign of “anger” and “bigotry. ” Not quite all the action is . Peter Thiel, a founder of PayPal and Palantir who was the first outside investor in Facebook, spoke at the Republican convention in July. The New York Times reported on Saturday that Mr. Thiel is giving $1. 25 million to support Mr. Trump’s candidacy even as other supporters flee. (He also recently gave $1 million to a “super PAC” that supports Senator Rob Portman, the Republican freshman running for in Ohio.) Getting involved in politics used to be seen as clashing with Silicon Valley’s value system: You transform the world by making problems obsolete, not solving them through Washington. Nor did entrepreneurs want to alienate whatever segment of customers did not agree with them politically. Such reticence is no longer in style here. “We’re a bunch of nerds not used to having a lot of limelight,” said Dave McClure, an investor who runs a tech incubator called 500 Startups. “But to quote ‘With great power comes great responsibility. ’” Mr. McClure grew worried after the Republican and Democratic conventions as Mr. Trump began to catch up to Hillary Clinton in the polls. He wanted Silicon Valley to do more, and so late last month he announced Nerdz4Hillary, an informal effort. An initial group of donors pledged $50, 000 the goal was to ask the “nerdz” for small donations to match that sum. They have not come through yet. “We’re kind of optimistic we’ll get the other $50, 000 in a few weeks,” Mr. McClure said. That relatively slow pace reflects Silicon Valley’s shifting position: Even as it becomes increasingly free with its opinions, it has been less free with its checkbook. The most recent data, from late August, shows Mrs. Clinton taking in $7. 7 million from the tech community, according to Crowdpac, a that tracks donations. By that point in 2012, Crowdpac says, President Obama had raised $21 million from entrepreneurs and venture capitalists. Reid Hoffman, the billionaire of the business networking site LinkedIn, offers a snapshot of Silicon Valley’s evolving approach to politics. Mr. Hoffman was a top Obama donor, giving $1 million to the Priorities USA political action committee, something several of his peers did as well. Last month, Mr. Hoffman garnered worldwide publicity for saying he would donate up to $5 million to veterans’ groups if Mr. Trump released his taxes, a remote possibility that never came to pass. He has castigated Mr. Trump in interviews, saying he was speaking for those who were afraid. Mr. Hoffman’s outright donations, however, have been smaller this election cycle. In May, he gave $400, 000 to the Hillary Victory Fund. Asked if there was more recent giving that had not shown up in federal election records, Mr. Hoffman cryptically responded in an email, “Looking at some PACs, etc. ” He declined several opportunities to elaborate. Even as Priorities USA has raised $133 million this election cycle, far exceeding its total in 2012, its tech contributions have dwindled. The only familiar tech name this time around is John Doerr of the venture capital firm Kleiner Perkins Caufield Byers, who gave $500, 000. The AOL Steve Case said his September endorsement of Mrs. Clinton, via an in The Washington Post, was the first time he ever publicly declared for a candidate. “I always focused on policy and avoided politics,” he said. “But if Trump were elected president, I would be disappointed in myself for not acting. ” When he wrote the he was uncertain about donating money to Mrs. Clinton, saying only that it was “probable. ” A spokeswoman said Sunday that Mr. Case gave $25, 000 to the Hillary Victory Fund. Mason Harrison, Crowdpac’s head of communications, offered a possible reason for Mrs. Clinton’s support. “Donors give to support candidates they love, not to defeat candidates they fear,” he said. A few billionaires are acting instead of talking. Dustin Moskovitz, a founder of Facebook, said he was giving $20 million to various Democratic election efforts — the first time he and his wife, Cari Tuna, have endorsed a candidate. He declined to be interviewed. Part of the problem for Mrs. Clinton is that, however preferable she may be to Mr. Trump in the tech community, she pales in comparison to President Obama. After some initial misgivings, Silicon Valley found its champion in him. There has been a revolving door between tech and the Obama administration, just as previous Democratic administrations had a revolving door with Wall Street. In June, President Obama seemed to suggest that he might become a venture capitalist after his term ends. Mrs. Clinton is not as enthusiastic toward Silicon Valley and its disruptive ways. In a speech in the summer of 2015, she noted that in the “ or gig economy” — Uber, Airbnb and their ilk — were “unleashing innovation” but also “raising hard questions about workplace protection and what a good job will look like in the future. ” The Clinton campaign declined to comment. The Trump campaign did not respond to a query. Even as Silicon Valley works against Mr. Trump, there is quiet acknowledgment that his campaign has bared some important issues. In an endorsement this month of Mrs. Clinton, the venture capital firm Union Square Ventures pointed out that “the benefits of technology and globalization have not been evenly distributed,” and that this needed to change. If Silicon Valley’s political involvement outlasts this unusual election, the tech community may start contributing more to the process than commentary and cash. “Not only are tech people going to be wielding influence, but they’re going to be the candidate,” Mr. McClure said. “Reid Hoffman, Sheryl Sandberg” — the chief operating officer of Facebook — “and a bunch of other folks here have political aspirations. ” Others may be inspired to enter politics through other doors. Palmer Luckey is the founder of the Oculus virtual reality company, which he sold to Facebook for $2 billion. Mr. Luckey donated $10, 000 to a group dedicated to spreading messages about Mrs. Clinton both online and off. The group’s first billboard, said to be outside Pittsburgh, labeled her “Too Big to Jail. ” Mr. Luckey told The Daily Beast that his thinking “went along the lines of, ‘Hey, I have a bunch of money. I would love to see more of this stuff. ’” He added, “I thought it sounded like a real jolly good time. ” Many virtual reality developers were less happy, and Mr. Luckey quickly posted his regrets on Facebook. He declined to comment further. “If we’re going to be more vocal, we’ll have to live more transparently,” said Hunter Walk, a venture capitalist whose campaign to persuade tech companies to give workers Election Day off signed up nearly 300 firms, including Spotify, SurveyMonkey and TaskRabbit. “There will be a period of adjustment. ” But perhaps being vocal is a temporary condition after all. The venture firm CRV was in the spotlight at the end of August with its blunt message, which included the earthy epithet. A few weeks later, it cleaned up its website. The partners went from employing a publicist to seek out attention to declining interviews. “We reached everyone we wanted to reach, and hopefully influenced opinions,” said Saar Gur, a CRV venture capitalist. “Then the buzz died down and we went back to our day jobs, which are super busy. ” | Reliable |
Project Name:
Fake News Classification Using Neural Network Algorithm
Technology Project:
Python dan
Google Colaboratory
Catatan :
- Data yang di training sejumlah 20800 yang berasal dari Kaggle.
- Persentase label 1 (unreliable) adalah sekitar 50.06%, sedangkan persentase label 0 (reliable) adalah sekitar 49.94%.
- Pada kasus ini data yang digunakan berbahasa Inggris.