From Representation To Reasoning: Reconciling The Divergent Landscapes Of Visual And Textual Representation In Machine Learning
To reason about the world we must first be able to represent it. Machines, however, see the visual and textual…
Terascale Graph Construction And Analysis In BigQuery
One of the most amazing aspects of BigQuery is not only its incredible speed and scale, but its versatility. Most…
Analyzing And Managing A Planetary Scale Dataset
How exactly does one manage and analyze a dataset that last July totaled more than 3.2 trillion datapoints whose Global…
WashPost: The Most Loyal Trump Allies Are Republicans Who Watch Fox News
The Washington Post's Philip Bump explored the use of "secondhand" as a framing context for the whistleblower accusations across CNN,…
Visualizing The Web Entity Graph Produced By AI Watching A Week Of Television News
Earlier this year we used Google's Cloud Video, Cloud Vision, Cloud Speech to Text and Cloud Natural Language APIs to…
We're Talking More About Empathy
Worldwide online news mentions of "empathy" have trended upwards since July and have steadily increased day over day over the…
Worldwide Online News Coverage Of Liquidity Trending Up
Worldwide online news coverage mentioning "liquidity" has increased slightly over the last few months, though television news coverage remains relatively…
A Series Of Visualizations Of The New 3.8-Billion-Edge Image Entity Graph
With the release of the massive new 3.8-billion-edge Web Entities graph encoding the co-occurrences of entity annotations generated by Google's…
Visualizing The Top 100K-Edge Subgraph Of The 3.8-Billion-Edge Image Entity Graph
Increasing the threshold from the top 10,000 edges to the top 100,000 edges, the visualization below shows the top 0.0026%…
Visualizing The Top 10K-Edge Subgraph Of The 3.8-Billion-Edge Image Entity Graph
Similar to the subgraph of the top 1,500 strongest edges we created earlier today, here is the same graph constructed…
Visualizing The Top 1500-Edge Subgraph Of The 3.8-Billion-Edge Image Entity Graph
Earlier today we demonstrated how the new 3.8-billion-edge co-occurrence entity graph can be used for visualizing the local subgraph around entities…
Visualizing The Subgraphs Of A 3.8-Billion-Edge Entity Graph Of Half A Billion Global News Images
The massive new 3.8-billion-edge co-occurrence entity graph we released earlier today can answer myriad questions about how the world's imagery…
A 3.8-Billion-Edge Entity Graph From Half A Billion Global News Images 2017-2019
Last week we released a massive new dataset of the 22.5 million distinct Web Entities identified by Google Cloud Vision…
GEG & VGKG: A Multimodal Master List Of 30 Million Visual And Textual Entities
GDELT's Visual Knowledge Graph has annotated more than half a billion global news images through Google's Cloud Vision API since…
Mentions Of 'Democracy' In The News Double In The Era Of Trump
Other than a brief blip in the Spring of 2011 with the Arab Spring, mentions of the word "democracy" on…
Fox News Mentions Free Speech As Much As CNN And MSNBC Combined
Over the past decade, Fox News has consistently mentioned freedom of speech more often than CNN and MSNBC, a trend…
Online News Coverage Of Protests Increasing But US Television Mentions Declining
It seems across the world protests are breaking out or underway as populations air their grievances. In terms of media…
GEG: Master Ranked List Of 13.9 Million Unique Entities From 103 Million English News Articles 2016-2019
The inaugural GDELT Global Entity Graph (GEG) contained more than 11.4 billion entity annotations from over 103 million English language…
VGKG: Master Ranked List Of 16,500 Visual Labels From Half A Billion Global News Images 2017-2019
The more than 19 million Web Entities identified by Google Cloud Vision API's "Web Detection" capability from the half billion…
New York Times: Which Democrats Are Leading the 2020 Presidential Race?
The New York Times' look at the 2020 Democratic field uses the TV Explorer to examine media coverage of the…
VGKG: Master Ranked List Of 22.5 Million Web Entities From Half A Billion Global News Images 2017-2019
GDELT's Visual Global Knowledge Graph (VGKG) added the output of Google Cloud Vision API's "Web Detection" capability on March 13, 2017,…
Constructing Trillion-Cooccurrence Graphs In BigQuery With A Single SQL Query
Earlier today we demonstrated the construction of a semantic graph representing 24.5-billion entity co-occurrences from the 11 billion entity annotations…
A Global Cooccurrence Network Of Cities 2015-2019
In 2016 we visualized a year of the co-occurrence geography of the world's cities using a single line of SQL…
Visualizing Entity Networks Through The GEG: BigQuery, Gephi & Cloud Natural Language API
What would it look like to visualize the co-occurrences of the 11 billion entities from more than 100 million English…