Bernie Sanders We are taking on powerful interests who will do and spend whatever it takes to stop us. Change never happens from the top down. Chip in to join the political ... https://berniesanders.com/
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Senator Bernie Sanders of Vermont The Official U.S. Senate website of Senator Bernie Sanders of Vermont. https://www.sanders.senate.gov/
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Bernie Sanders - Wikipedia Bernard Sanders (born September 8, 1941) is an American politician who has served as the junior United States Senator from Vermont since 2007. Vermont's ... https://en.wikipedia.org/wiki/Bernie_Sanders
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Bernie Sanders (@BernieSanders) | Twitter The latest Tweets from Bernie Sanders (@BernieSanders). U.S. Senator from Vermont and candidate for President of the United States. Vermont. https://twitter.com/berniesanders?lang=en
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Bernie Sanders' $34.5 million haul leads Democrats' 4th quarter ... 4 days ago ... Washington (CNN) Sen. Bernie Sanders of Vermont raised more than $34.5 million for his White House bid during the final three months of ... https://www.cnn.com/2020/01/02/politics/bernie-sanders-fourth-quarter-fundraising/index.html
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Bernie Sanders - YouTube The official Youtube channel of U.S. Senator Bernie Sanders, Democratic candidate for president in 2020. Join our historic and unprecedented grassroots ... https://www.youtube.com/channel/UCH1dpzjCEiGAt8CXkryhkZg
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Bernie Sanders: Who He Is and What He Stands For - The New York ... Who is Bernie Sanders? 78 years old. Born in Brooklyn; lives in Burlington, Vt., and Washington. Former mayor of Burlington; elected to the House of ... https://www.nytimes.com/interactive/2020/us/elections/bernie-sanders.html
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Bernie Sanders - Home | Facebook Bernie Sanders, Burlington, VT. 5.1M likes. This is the official page for Bernie Sanders. Join our political revolution! https://www.facebook.com/berniesanders/
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Bernie Sanders: Trump administration hasn't a clue about what it's ... 10 hours ago ... Presidential candidate Bernie Sanders says that the letter released by mistake regarding troops in Iraq sends a message that the "Trump ... https://www.youtube.com/watch?v=GxyXrezEfL0
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Bernie Sanders | TheHill Candidate for President of the United States, 2020United States Senator, Vermont, 2007 to PresentUnited States House of Representatives, 1991 - 2007Mayor ... https://thehill.com/people/bernie-sanders
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Bernie Sanders | TheHill Candidate for President of the United States, 2020United States Senator, Vermont, 2007 to PresentUnited States House of Representatives, 1991 - 2007Mayor ... https://thehill.com/people/bernie-sanders
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Bernie Sanders Campaign Store: Bernie 2020 - Official Campaign ... The official campaign store for Bernie Sanders' presidential campaign. https://store.berniesanders.com/
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Who is Bernie Sanders? Bio, age, family, and key positions ... Dec 20, 2019 ... Bernie Sanders, the independent democratic socialist senator from Vermont, has pushed the Democratic Party in a more progressive direction ... https://www.businessinsider.com/who-is-bernie-sanders-bio-age-family-key-positions-2019-3
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Bernie Sanders to announce plan to guarantee every American a job Apr 23, 2018 ... Sen. Bernie Sanders (I-Vt.) will announce a plan for the federal government to guarantee a job paying $15 an hour and health-care benefits to ... https://www.washingtonpost.com/news/wonk/wp/2018/04/23/bernie-sanders-to-unveil-plan-to-guarantee-every-american-a-job/
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Bernie Sanders (@berniesanders) • Instagram photos and videos 4m Followers, 1898 Posts. U.S. Senator for Vermont and candidate for President of the United States. https://www.instagram.com/berniesanders/?hl=en
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Summary data for Bernie Sanders, 2020 cycle • OpenSecrets This page highlights the fundraising details for the presidential campaign of Bernie Sanders for 2020. For more information, click through the page. https://www.opensecrets.org/2020-presidential-race/candidate?id=N00000528
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Bernie Sanders Sep 13, 2018 ... A new authoritarian axis demands an international progressive front Bernie Sanders. Illustration by Joan Wong. Thu 13 Sep 2018. There is a ... https://www.theguardian.com/commentisfree/ng-interactive/2018/sep/13/bernie-sanders-international-progressive-front
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Bernie Sanders Defends Campaigning With Nebraska Anti-Abortion ... Apr 20, 2017 ... Sen. Bernie Sanders is campaigning for Omaha, Neb., mayoral candidate Heath Mello Thursday night, and he's not apologizing for it. https://www.npr.org/2017/04/20/524962482/sanders-defends-campaigning-for-anti-abortion-rights-democrat
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Bernie Sanders, the Populist Prophet | The New Yorker Oct 12, 2015 ... Margaret Talbot on Senator Bernie Sanders, and how he emerged as a persistent challenger to Hillary Clinton in the Democratic primary. https://www.newyorker.com/magazine/2015/10/12/the-populist-prophet
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Bernie Sanders - Vox Jul 28, 2015 ... When Sen. Bernie Sanders launched his presidential campaign, few treated it as a serious challenge to Hillary Clinton. Sanders, after all, isn't ... https://www.vox.com/2015/7/28/9014491/bernie-sanders-vox-conversation
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Bernie Sanders Views on 2020 Issues: A Voter's Guide - POLITICO 4 days ago ... His signature issues have become the lingua franca of liberals on this list. Bernie Sanders' positions on. All Categories. An icon representing ... https://www.politico.com/2020-election/candidates-views-on-the-issues/bernie-sanders/
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Bernie Sanders raised $34.5 million in 4Q in 2020 Democratic primary 5 days ago ... Bernie Sanders' presidential campaign shrugged off a health scare and took in more than $34.5 million in the fourth quarter, a massive haul in ... https://www.cnbc.com/2020/01/01/bernie-sanders-raised-34point5-million-in-4q-in-2020-democratic-primary.html
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Ta-Nehisi Coates on Bernie Sanders and Reparations - The Atlantic Jan 19, 2016 ... Last week Bernie Sanders was asked whether he was in favor of "reparations for slavery.” It is worth considering Sanders's response in full:. https://www.theatlantic.com/politics/archive/2016/01/bernie-sanders-reparations/424602/
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Bernie Sanders's file | PolitiFact Vermont Bernie Sanders is a senator from Vermont. Sanders was first elected to the Senate in 2007 and was re-elected in 2012 and 2018. The senator also ran an ... https://www.politifact.com/personalities/bernie-sanders/
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Bernie Sanders | Fox News Apr 8, 2019 ... Bernie Sanders is an Independent senator from Vermont who has served in Congress since 2007. He unsuccessfully ran for president in 2016 ... https://www.foxnews.com/category/person/bernie-sanders
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Bernie Sanders: I Will Cancel All $1.6 Trillion Of Your Student Loan ... Jun 24, 2019 ... Bernie Sanders will announce a plan today to cancel all $1.6 trillion of U.S. student loan debt. Here's what you need to know. Student Loan ... https://www.forbes.com/sites/zackfriedman/2019/06/24/student-loans-bernie-sanders/
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Where does Bernie Sanders stand on the issues? Get your Bernie Sanders Flyers Today! ... Endorse Bernie Sanders for President ... Get useful updates on our site, future releases, and other grassroots Bernie ... https://feelthebern.org/
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Bernie_Sanders - Twitch Bernie_Sanders streams live on Twitch! Check out their videos, sign up to chat, and join their community. https://www.twitch.tv/bernie_sanders
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Bernie Sanders rejects donation from drug company CEO - The ... Oct 15, 2015 ... Martin Shkreli (right), the drug executive who raised ire with a 4,000 percent price hike, donated $2,700 to Bernie Sanders in a vain attempt to ... https://www.bostonglobe.com/news/politics/2015/10/15/bernie-sanders-rejects-ceo-martin-shkreli-campaign-donation/FcSKxu1VIr7pubg9cI3CQN/story.html
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Op-Ed: Bernie Sanders on his plan for journalism - Columbia ... Aug 26, 2019 ... Walter Cronkite once said that "journalism is what we need to make democracy work.” He was absolutely right, which is why today's assault on ... https://www.cjr.org/opinion/bernie-sanders-media-silicon-valley.php
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Bernie Sanders - U.S. Representative, Mayor, U.S. Senator ... May 1, 2015 ... Vermont independent politician and democratic socialist Bernie Sanders is a senator and a candidate for the 2016 Democratic presidential ... https://www.biography.com/political-figure/bernie-sanders
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Bernie Sanders presidential campaign, 2020 - Ballotpedia Bernie Sanders is an independent member of the U.S. Senate from Vermont who caucuses with the Democratic Party. He formally declared his candidacy for ... https://ballotpedia.org/Bernie_Sanders_presidential_campaign,_2020
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Details and Analysis of Senator Bernie Sanders's Tax Plan | Tax ... Jan 28, 2016 ... Over the past few months, Senator Bernie Sanders (I-VT) has released details of changes he would make to the federal tax code.[1] His plan ... https://taxfoundation.org/details-and-analysis-senator-bernie-sanders-s-tax-plan/
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Why Democrats Haven't Laid a Glove on Bernie Sanders Yet Dec 19, 2019 ... The Vermont senator has risen in the polls, but he's unlikely to receive the frontrunner treatment on Thursday's debate stage. https://www.thedailybeast.com/why-democrats-havent-laid-a-glove-on-bernie-sanders-yet
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12 things to know about Bernie Sanders – Center for Public Integrity Apr 30, 2015 ... Bernie Sanders has raised about $7.6 million for his campaign committee. Most of it — more than 60 percent — came from small-dollar donors ... https://publicintegrity.org/politics/12-things-to-know-about-bernie-sanders/
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Bernie Sanders: Trump will be hard to beat; here's how to do it - Los ... Dec 26, 2019 ... In a meeting with the L.A. Times editorial board, Sen. Bernie Sanders talks about the "unprecedented" campaign needed to defeat President ... https://www.latimes.com/opinion/story/2019-12-26/bernie-sanders-medicare-homelessness-trump
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Bernie Sanders BURLINGTON, Vt. (AP) — Vermont Sen. Bernie Sanders and California Rep. Ro Khanna have introduced a bill to block funding for military force against Iran ... https://apnews.com/BernieSanders
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Qasem Soleimani: Bernie Sanders, Khanna bill would limit Iran action 2 days ago ... The bill from Sen. Bernie Sanders and Rep. Ro Khanna would block funding for military action against Iran that doesn't have congressional ... https://www.usatoday.com/story/news/politics/2020/01/04/qasem-soleimani-bernie-sanders-khanna-bill-would-limit-iran-action/2812727001/
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Bernie Sanders Bernie Sanders Announces Bill To Block Funds For War Against Iran. The measure ... Bernie Sanders's Antiwar Message Highlights Ascendant Young Left. https://www.huffpost.com/news/topic/bernie-sanders
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Bernie Sanders 2020: Vermont senator says he's running for ... Feb 19, 2019 ... Sen. Bernie Sanders, independent of Vermont, announced Tuesday he is launching a bid for the 2020 Democratic presidential nomination, ... https://www.cbsnews.com/news/bernie-sanders-2020-vermont-senator-says-hes-running-for-president-in-cbs-interview-political-party-views-stance-on-issues/
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The higher is the network's structure diversity and the higher is the alpha in the influence propagation score, the higher is its mind-viral immunity — that is, such network will be more resilient and adaptive than a less diverse one.
In case of a discourse network, high mind-viral immunity means that the text proposes multiple points of view and propagates its influence using both highly influential concepts and smaller, secondary topics.
In case of a discourse network, high mind-viral immunity means that the text proposes multiple points of view and propagates its influence using both highly influential concepts and smaller, secondary topics.
The higher is the diversity, the more distinct communities (topics) there are in this network, the more likely it will be pluralist.
The network structure indicates the level of its diversity. It is based on the modularity measure (>0.4 for medium, >0.65 for high modularity, measured with Louvain (Blondel et al 2008) community detection algorithm) in combination with the measure of influence distribution (the entropy of the top nodes' distribution among the top clusters), as well as the the percentage of nodes in the top community.
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Narrative Influence Propagation:
? The chart above shows how influence propagates through the network. X-axis: lemma to lemma step (narrative chronology). Y-axis: change of influence.
The more even and rhythmical this propagation is, the stronger is the central idea or agenda (see alpha exponent below ~ 0.5 or less).
The more variability can be seen in the propagation profile, the less is the reliance on the main concepts (agenda), the stronger is the role of secondary topical clusters in the narrative.
The more even and rhythmical this propagation is, the stronger is the central idea or agenda (see alpha exponent below ~ 0.5 or less).
The more variability can be seen in the propagation profile, the less is the reliance on the main concepts (agenda), the stronger is the role of secondary topical clusters in the narrative.
We plot the narrative as a time series of influence (using the words' betweenness score). We then apply detrended fluctuation analysis to identify fractality of this time series, plotting the log2 scales (x) to the log2 of accumulated fluctuations (y). If the resulting loglog relation can be approximated on a linear polyfit, there may be a power-law relation in how the influence propagates in this narrative over time (e.g. most of the time non-influential words, occasionally words with a high influence).
Using the alpha exponent of the fit (which is closely related to Hurst exponent)), we can better understand the nature of this relation: uniform (pulsating | alpha <= 0.65), variable (stationary, has long-term correlations | 0.65 < alpha <= 0.85), fractal (adaptive | 0.85 < alpha < 1.15), and complex (non-stationary | alpha >= 1.15).
For maximal diversity, adaptivity, and plurality, the narrative should be close to "fractal" (near-critical state). For fiction, essays, and some forms of poetry — "uniform". Informative texts will often have "variable + stationary" score. The "complex" state is an indicator that the text is always shifting its state.
Using the alpha exponent of the fit (which is closely related to Hurst exponent)), we can better understand the nature of this relation: uniform (pulsating | alpha <= 0.65), variable (stationary, has long-term correlations | 0.65 < alpha <= 0.85), fractal (adaptive | 0.85 < alpha < 1.15), and complex (non-stationary | alpha >= 1.15).
For maximal diversity, adaptivity, and plurality, the narrative should be close to "fractal" (near-critical state). For fiction, essays, and some forms of poetry — "uniform". Informative texts will often have "variable + stationary" score. The "complex" state is an indicator that the text is always shifting its state.
Degree Distribution:
? (based on kolmogorov-smirnov test) ? switch to linear
Using this information, you can identify whether the network has scale-free / small-world (long-tail power law distribution) or random (normal, bell-shaped distribution) network properties.
This may be important for understanding the level of resilience and the dynamics of propagation in this network. E.g. scale-free networks with long degree tails are more resilient against random attacks and will propagate information across the whole structure better.
This may be important for understanding the level of resilience and the dynamics of propagation in this network. E.g. scale-free networks with long degree tails are more resilient against random attacks and will propagate information across the whole structure better.
If a power-law is identified, the nodes have preferential attachment (e.g. 20% of nodes tend to get 80% of connections), and the network may be scale-free, which may indicate that it's more resilient and adaptive. Absence of power law may indicate a more equalized distribution of influence.
Kolmogorov-Smirnov test compares the distribution above to the "ideal" power-law ones (^1, ^1.5, ^2) and looks for the best fit. If the value d is below the critical value cr it is a sign that the both distributions are similar.
Kolmogorov-Smirnov test compares the distribution above to the "ideal" power-law ones (^1, ^1.5, ^2) and looks for the best fit. If the value d is below the critical value cr it is a sign that the both distributions are similar.
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Main Keywords in Context
(tend to co-occur together in clusters):N/A
+ ⤓ ?The topics are the nodes (words) that tend to co-occur together in the same context (next to each other).
We use a combination of clustering and graph community detection algorithm (Blondel et al based on Louvain) to identify the groups of nodes are more densely connected together than with the rest of the network. They are aligned closer to each other on the graph and are given a distinct color.
We use a combination of clustering and graph community detection algorithm (Blondel et al based on Louvain) to identify the groups of nodes are more densely connected together than with the rest of the network. They are aligned closer to each other on the graph and are given a distinct color.
Most Influential Keywords
N/A
+ ⤓ ↻ ?We use the Jenks elbow cutoff algorithm to select the top prominent nodes that have significantly higher influence than the rest.
Click the Reveal Non-obvious button to remove the most influential words (or the ones you select) from the graph, to see what terms are hiding behind them.
The most influential nodes are either the ones with the highest betweenness centrality — appearing most often on the shortest path between any two randomly chosen nodes (i.e. linking the different distinct communities) — or the ones with the highest degree.
Click the Reveal Non-obvious button to remove the most influential words (or the ones you select) from the graph, to see what terms are hiding behind them.
The most influential nodes are either the ones with the highest betweenness centrality — appearing most often on the shortest path between any two randomly chosen nodes (i.e. linking the different distinct communities) — or the ones with the highest degree.
Discourse Structure:
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Enrich the Current Discourse
(write the content that will link these two topics):N/A
?The structural gap between the two topics above shows the two distinct communities (clusters of words) in this graph that are important, but not yet connected. That's where the new potential and innovative ideas may reside.
This measure is based on a combination of the graph's connectivity and community structure, selecting the groups of nodes that would either make the graph more connected if it's too dispersed or that would help maintain diversity if it's too connected.
This measure is based on a combination of the graph's connectivity and community structure, selecting the groups of nodes that would either make the graph more connected if it's too dispersed or that would help maintain diversity if it's too connected.
Full Keywords Data
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Top Relations
(both directions):
The most prominent relations between the nodes that exist in this graph are shown above. We treat the graph as undirected by default as it allows us to better detect general patterns.
As an option, you can also downloaded directed bigrams above, in case the direction of the relations is important (for any application other than language).
As an option, you can also downloaded directed bigrams above, in case the direction of the relations is important (for any application other than language).