DELPHES
The European Political Matcher
Raise Your Hand If You Voted in the 2019 European Election 🖐
Our Goal
Indicate the MEP and European Political Group that represents you best based on a single text input📝 or Twitter Account🐦
Let's have a look at Delphes
So how does it Work?
Part 1
Obtaining Our Data: Tweets from Members of the European Parliament (MEP)
Our Initial Dataset
Scraping the EU Parliament to Obtain MEPs' Twitter Usernames
Our Updated Dataset
Using the Twitter API to obtain MEPs' Tweets
Part 2
Converting words into something machines will understand
'.@PabloIglesias sueña con volver a los viejos tiempos: consignas a los medios públicos y censura de los medios privados. Nosotros a defender la Constitución 🇪🇸 https://t.co/IoiOwDVtTW'
Tweet
'.@PabloIglesias sueña con volver a los viejos tiempos: consignas a los medios públicos y censura de los medios privados. Nosotros a defender la Constitución 🇪🇸 https://t.co/IoiOwDVtTW'
'. @ Pablo Iglesias dreams of going back to the old days: slogans to public media and censorship of private media. We will defend the Constitution 🇪🇸 https://t.co/IoiOwDVtTW'
Tweet
Translation
Tweet
'.@PabloIglesias sueña con volver a los viejos tiempos: consignas a los medios públicos y censura de los medios privados. Nosotros a defender la Constitución 🇪🇸 https://t.co/IoiOwDVtTW'
Translation
'. @ Pablo Iglesias dreams of going back to the old days: slogans to public media and censorship of private media. We will defend the Constitution 🇪🇸 https://t.co/IoiOwDVtTW'
'pabloiglesias dreams of going back to the old days slogans to public media and censorship of private media we will defend the constitution '
Preprocessing
'pablo iglesias dreams of going back to the old days slogans to public media and censorship of private media we will defend the constitution '
dreams
constitution
From Words to Numbers
Part 3
Building a Deep Learning Model
How Would You Classify This Tweet?
What Humans Do
83 global brands exploit Uyghur slaves, Disney makes its films in the shadow of the camps, Huawei makes its market in the French political class, ...: there's no denying it, globalization is indeed the triumph of humanist principles sold in the 1990s and 2000s.
Our Neural Network
We use LSTM layers to give bigger weight to the most important words
83 global brands exploit Uyghur slaves, Disney makes its films in the shadow of the camps, Huawei makes its market in the French political class, ...: there's no denying it, globalization is indeed the triumph of humanist principles sold in the 1990s and 2000s.
Our Neural Network
I prefer cats to dogs
≠
I prefer dogs to cats
LSTM also analyses groups of words & their order
Part 4
Results
The Challenges of Real Data
The Challenges of Real Data
Our Accuracy
Let's Help People Vote!
