NLP-of-StockTwits-data-for-predicting-stocks

The complete labelled dataset can be downloaded from here.

Note: The link contains labelled dataset of different combinations which are described as following

Percentage_change_labelled: This folder contains labelled dataset for 25 individual companies with percentage change method mentioned in the paper with same day and previous day stock price change.
Prep Labelled (binary-previous day): This folder contains labelled dataset for 25 individual companies with binary classification method mentioned in the paper previous day.
Prep Labelled (binary - same day): This folder contains labelled dataset for 25 individual companies with binary classification method mentioned in the paper same day. *All the above files have data for more than 10 years of StockTwits which is further combined or divided as per several experimentation for which various excels files are generated for ease if use. FAANG company stocktwits are also placed in separate files.

Name		Name	Last commit message	Last commit date
Latest commit History 21 Commits
datasets		datasets
BERT_Embeddings_with_CNN.ipynb		BERT_Embeddings_with_CNN.ipynb
BERT_Model.ipynb		BERT_Model.ipynb
BiLSTM_Fasttext.ipynb		BiLSTM_Fasttext.ipynb
BiLSTM_FinALbert.ipynb		BiLSTM_FinALbert.ipynb
BiLSTM_Word2vec.ipynb		BiLSTM_Word2vec.ipynb
DATASET_preparation_FinALBERT.ipynb		DATASET_preparation_FinALBERT.ipynb
FinALBERT_Pre_training.ipynb		FinALBERT_Pre_training.ipynb
FinALBERT_finetuning.ipynb		FinALBERT_finetuning.ipynb
FinBERT.ipynb		FinBERT.ipynb
GradientBooster.ipynb		GradientBooster.ipynb
Labelling_Approach1_Binary_Classification.ipynb		Labelling_Approach1_Binary_Classification.ipynb
Labelling_Approach2_FinalVersion.ipynb		Labelling_Approach2_FinalVersion.ipynb
Logistic_regression_FINAL.ipynb		Logistic_regression_FINAL.ipynb
Naive_Bayes.ipynb		Naive_Bayes.ipynb
Naive_Bayes_KFold.ipynb		Naive_Bayes_KFold.ipynb
Preprocessing.ipynb		Preprocessing.ipynb
PreprocessingFinal.ipynb		PreprocessingFinal.ipynb
README.md		README.md
Random_Forest.ipynb		Random_Forest.ipynb
Sentiment_Analysis_on_Twitter.ipynb		Sentiment_Analysis_on_Twitter.ipynb
Word2Vec_CNN_Model.ipynb		Word2Vec_CNN_Model.ipynb
XGBoost.ipynb		XGBoost.ipynb

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