Thesis_Data-mining-study-on-medical-and-sociological-Data-regarding-Covid19

Thesis desctiption: A data mining study on medical and sociological datasets regarding Covid19. Repository includes code (Jupyter Notebooks), datasets and text (Greek).

• EDA notebooks: Data exploration, visualizations, in depth country and continent analysis (cases,deaths,mortality,correlations). Countries clustering.
• Predictions notebooks: SIR epidemic model and timeseries/regression predictions.
• Classification notebooks: ML models on clinical data
• NLP notebooks : Articles & tweets analysis. Clustering, topic labeling, sentiment analysis. Fake news classifier.

Best viewed using NBviewer:

EDA 1) https://nbviewer.jupyter.org/github/niplessa/Thesis_Data-mining-study-on-medical-and-sociological-Data-regarding-Covid19/blob/main/EDA_1_covid19_EDA_1.ipynb

EDA 2) https://nbviewer.jupyter.org/github/niplessa/Thesis_Data-mining-study-on-medical-and-sociological-Data-regarding-Covid19/blob/main/EDA_2_Covid19_timeSeries_and_maps.ipynb

EDA 3) https://nbviewer.jupyter.org/github/niplessa/Thesis_Data-mining-study-on-medical-and-sociological-Data-regarding-Covid19/blob/main/EDA_3_covid19_countries_clustering.ipynb

Predictions 1) https://nbviewer.jupyter.org/github/niplessa/Thesis_Data-mining-study-on-medical-and-sociological-Data-regarding-Covid19/blob/main/Predictions_1_SIR_TDS.ipynb

Predictions 2) https://nbviewer.jupyter.org/github/niplessa/Thesis_Data-mining-study-on-medical-and-sociological-Data-regarding-Covid19/blob/main/Predictions2_Regression_TimeSeries.ipynb

Classification 1) https://nbviewer.jupyter.org/github/niplessa/Thesis_Data-mining-study-on-medical-and-sociological-Data-regarding-Covid19/blob/main/Classification1_clinical_data_PCA.ipynb

Classification 2) https://nbviewer.jupyter.org/github/niplessa/Thesis_Data-mining-study-on-medical-and-sociological-Data-regarding-Covid19/blob/main/Classification3_based_on_paper%5B5%5D.ipynb

NLP 1) https://nbviewer.jupyter.org/github/niplessa/Thesis_Data-mining-study-on-medical-and-sociological-Data-regarding-Covid19/blob/main/NLP1_International_Articles_topic_modeling.ipynb

NLP 2) https://nbviewer.jupyter.org/github/niplessa/Thesis_Data-mining-study-on-medical-and-sociological-Data-regarding-Covid19/blob/main/NLP_2_Tweets.ipynb

NLP 3) https://nbviewer.jupyter.org/github/niplessa/Thesis_Data-mining-study-on-medical-and-sociological-Data-regarding-Covid19/blob/main/NLP3_FakeNews_Classifier.ipynb

NLP 4) https://nbviewer.jupyter.org/github/niplessa/Thesis_Data-mining-study-on-medical-and-sociological-Data-regarding-Covid19/blob/main/NLP_4_Tweets_separate_DFs.ipynb