akshaydnicator / ClimateChangeReddit

Identified distinct clusters and driving forces for climate related discussions on Reddit

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Project Description

Machine learning based attribution mapping of climate related discussions on social media

This repository holds the data and scripts for the project.

The scripts in the analysis folder are arranged in the order of the workflow steps as given below: Workflow

The repository is ogranized as given below;

Folder analysis figures presentations supplementary data
Content Workflow related coding scripts and visualizations Panel figures and other additional figures generated during analysis Preliminary papers and data summary, panel figures presentation Data files generated/used during analysis

Languages used: Python, SQL, R, JavaScript, and HTML
Libraries required: datetime, ggplot2, json, matplotlib, numpy, pandas, random, re, requests, seaborn, shifterator, sklearn, spacy, sqlalchemy, tensorflow_hub, time, umap, warnings, and wordcloud

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Identified distinct clusters and driving forces for climate related discussions on Reddit


Languages

Language:HTML 60.4%Language:Jupyter Notebook 39.4%Language:Python 0.1%Language:R 0.0%