Commit 96584db2 authored by Bruno Carvalho's avatar Bruno Carvalho
Browse files

TP done

parent 3db88b00
%% Cell type:markdown id: tags:
 
### Importação de bibliotecas.
 
%% Cell type:code id: tags:
 
```
import pandas
 
from wrappers.csv_wrapper import csv_to_documents_df
from preprocess import data_analysis
import warnings
from sklearn.model_selection import train_test_split
warnings.filterwarnings('ignore')
```
 
%%%% Output: stream
 
[nltk_data] Downloading package averaged_perceptron_tagger to
[nltk_data] C:\Users\bruno\AppData\Roaming\nltk_data...
[nltk_data] Package averaged_perceptron_tagger is already up-to-
[nltk_data] date!
 
%% Cell type:markdown id: tags:
 
# fake-news
 
%% Cell type:markdown id: tags:
 
## Leitura dos dados
 
%% Cell type:code id: tags:
 
```
class FakeNews:
def __init__(self, train_path: str, test_path: str, labels_path: str = None):
self.train = csv_to_documents_df(path=train_path, name = "FakeNews/Train")
self.test = csv_to_documents_df(path=test_path, labels=labels_path, name = "FakeNews/Test")
 
fakenews = FakeNews("datasets/fake-news/train.csv", "datasets/fake-news/test.csv", "datasets/fake-news/submit.csv")
```
 
%%%% Output: stream
 
Missing values:
id 0
title 558
text 39
label 0
dtype: int64
100% doneMissing values:
id 0
title 122
text 7
label 0
dtype: int64
100% done
 
%% Cell type:markdown id: tags:
 
## Guardar os dados processados em disco
 
%% Cell type:code id: tags:
 
```
fakenews.train.to_csv("datasets/fake-news/processed/train.zip", compression = dict(method = "zip", archive_name = "train.csv"))
fakenews.test.to_csv("datasets/fake-news/processed/test.zip", compression = dict(method = "zip", archive_name = "test.csv"))
```
 
%% Cell type:markdown id: tags:
 
## Análise inicial
 
%% Cell type:markdown id: tags:
 
### Tamanho do conjunto de dados
 
%% Cell type:code id: tags:
 
```
print("Treino:", fakenews.train.shape)
print("Teste:", fakenews.test.shape)
```
 
%%%% Output: stream
 
Treino: (20761, 7)
Teste: (5193, 7)
 
%% Cell type:markdown id: tags:
 
### Palavras mais comuns
 
Existem várias palavras comuns a ambos os tipos de documento (_real_ e _fake_), pelo facto de os gráficos terem bastantes barras coloridas. É necessário retirar estas palavras antes do fornecimento do conjunto de dados ao modelo, de forma a facilitar o processo de aprendizagem. Caso contrário, este pode fazer classificações erradas ao ver as mesmas palavras em ambos os casos.
As palavras com barras a branco devem ter maior importância, pois são palavras que são frequentemente usadas num tipo de documento, mas não no outro.
 
%% Cell type:code id: tags:
 
```
all_unique_wreal, all_unique_wfake = data_analysis.plot_top_n_words(pandas.concat([fakenews.train, fakenews.test]), name = "FakeNews/All", save = True, title = "Top 20 Words - All")
```
 
%%%% Output: display_data
 
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%% Cell type:code id: tags:
 
```
train_unique_wreal, train_unique_wfake = data_analysis.plot_top_n_words(fakenews.train, name = "FakeNews/Train", save = True, title = "Top 20 Words - Train")
```
 
%%%% Output: display_data
 
![](data:image/png;base64,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id="line2d_64"/> <g id="text_34"> <!-- 5000 --> <g style="fill:#262626;" transform="translate(674.85813 390.717812)scale(0.1 -0.1)"> <use xlink:href="#ArialMT-35"/> <use x="55.615234" xlink:href="#ArialMT-30"/> <use x="111.230469" xlink:href="#ArialMT-30"/> <use x="166.845703" xlink:href="#ArialMT-30"/> </g> </g> </g> <g id="xtick_13"> <g id="line2d_65"> <path clip-path="url(#paaefa035dc)" d="M 726.595127 376.56 L 726.595127 50.4 " style="fill:none;stroke:#cccccc;stroke-linecap:round;"/> </g> <g id="line2d_66"/> <g id="text_35"> <!-- 7500 --> <g style="fill:#262626;" transform="translate(715.473252 390.717812)scale(0.1 -0.1)"> <use xlink:href="#ArialMT-37"/> <use x="55.615234" xlink:href="#ArialMT-35"/> <use x="111.230469" xlink:href="#ArialMT-30"/> <use x="166.845703" xlink:href="#ArialMT-30"/> </g> </g> </g> <g id="xtick_14"> <g id="line2d_67"> <path clip-path="url(#paaefa035dc)" d="M 767.21025 376.56 L 767.21025 50.4 " style="fill:none;stroke:#cccccc;stroke-linecap:round;"/> </g> <g 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848.440495 376.56 L 848.440495 50.4 " style="fill:none;stroke:#cccccc;stroke-linecap:round;"/> </g> <g id="line2d_72"/> <g id="text_38"> <!-- 15000 --> <g style="fill:#262626;" transform="translate(834.538151 390.717812)scale(0.1 -0.1)"> <use xlink:href="#ArialMT-31"/> <use x="55.615234" xlink:href="#ArialMT-35"/> <use x="111.230469" xlink:href="#ArialMT-30"/> <use x="166.845703" xlink:href="#ArialMT-30"/> <use x="222.460938" xlink:href="#ArialMT-30"/> </g> </g> </g> <g id="xtick_17"> <g id="line2d_73"> <path clip-path="url(#paaefa035dc)" d="M 889.055618 376.56 L 889.055618 50.4 " style="fill:none;stroke:#cccccc;stroke-linecap:round;"/> </g> <g id="line2d_74"/> <g id="text_39"> <!-- 17500 --> <g style="fill:#262626;" transform="translate(875.153274 390.717812)scale(0.1 -0.1)"> <use xlink:href="#ArialMT-31"/> <use x="55.615234" xlink:href="#ArialMT-37"/> <use x="111.230469" xlink:href="#ArialMT-35"/> <use x="166.845703" xlink:href="#ArialMT-30"/> <use x="222.460938" 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%% Cell type:code id: tags:
 
```
test_unique_wreal, test_unique_wfake = data_analysis.plot_top_n_words(fakenews.test, name = "FakeNews/Test", save = True, title = "Top 20 Words - Test")
```
 
%%%% Output: display_data
 
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%% Cell type:markdown id: tags:
 
### Palavras únicas
 
%% Cell type:code id: tags:
 
```
print("All - Real", all_unique_wreal)
print("Train - Real", train_unique_wreal)
print("Test - Real", test_unique_wreal, '\n')
print("All - Fake", all_unique_wfake)
print("Train - Fake", train_unique_wfake)
print("Test - Fake", test_unique_wfake)
```
 
%%%% Output: stream
 
All - Real ['clinton' 'hillary' 'election' 'even' 'know']
Train - Real ['clinton' 'hillary' 'even' 'election' 'world']
Test - Real ['news' '2016' 'report' 'hillary']
 
All - Fake ['mr.' 'president' 'work' 'could' 'ms.']
Train - Fake ['mr.' 'president' 'ms.' 'work' 'could']
Test - Fake ['mr.' 'like' 'even' 'work']
 
%% Cell type:markdown id: tags:
 
### Bigramas mais comuns
Através da análise dos bigramas obtidos, tornam-se percetíveis algumas características potencialmente interessantes, que poderão ser futuramente tidas em conta como decisivas para os modelos de previsão.
Apresenta-se nos diagramas que o bigrama "mr. Trump" é o mais comum nas notícias reais, enquanto que o bigrama "Donald Trump" é o segundo mais comum nas notícias falsas. Assim, sabendo que os bigramas são referentes à mesma pessoa, torna-se percetível uma maior casualidade nas expressões utilizadas em notícias fake, enquanto que as notícias _real_ aparentam uma maior formalidade no discurso.
Da mesma forma que na análise das palavras mais comuns, podemos ver que o bigrama "mr. Trump" poderá ter grande influência no modelo de previsão ao avaliar notícias reais. O inverso se pode dizer para o bigrama "Clinton campaign".
 
%% Cell type:code id: tags:
 
```
all_unique_breal, all_unique_bfake = data_analysis.plot_top_n_words(pandas.concat([fakenews.train, fakenews.test]), name = "FakeNews/All", n_grams = 2, save = True, file_name = "top_bigrams", title = "Top 20 Bigrams - All")
```
 
%%%% Output: display_data
 
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%% Cell type:code id: tags:
 
```
train_unique_breal, train_unique_bfake = data_analysis.plot_top_n_words(fakenews.train, name = "FakeNews/Train", n_grams = 2, save = True, file_name = "top_bigrams", title = "Top 20 Bigrams - Train")
```
 
%%%% Output: display_data
 
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%% Cell type:code id: tags:
 
```
test_unique_breal, test_unique_bfake = data_analysis.plot_top_n_words(fakenews.test, name = "FakeNews/Test", n_grams = 2, save = True, file_name = "top_bigrams", title = "Top 20 Bigrams - Test")
```
 
%%%% Output: display_data
 
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