Huang Zeqin's repositories
YRB_heatwave_2023
Python code and Jupyter notebooks support the manuscript "Relative contributions of large-scale atmospheric circulation dynamics and anthropogenic warming to the unprecedented 2022 Yangtze River Basin Heatwave" by Zeqin Huang et al.
HWdna_2022
Python codes for hot extremes detection and attribution from the perspective of thermodynamic and dynamic mechanisms
Rx1day_decompose_DNA_2022
Decompose historical changes in regional precipitation extremes into thermodynamic and dynamic components, and perform detection and attribution analyses
anomalous_PREC_2022
Jupyter notebooks supports the manuscript "Long-term Changes, Synoptic Behaviors, and Future Projections of Large-scale Anomalous Precipitation Events in China Detected by A Deep learning"
bias-correction
Frequently used script to process earth observation data
CMIP6_hexagon_shp
Shapefiles illustrate the CMIP6 reference regions as "Hexagon maps".
Explainable_Acid_Rain_Predict
python code for explainable acid rain prediction using XGBoost and SHAP
Flash_Drought
Example python scripts to detect flash drought events from gridded soil moisture data
geography-extreme-climate-events
Students examine drought, famine, floods, landslides and other extreme weather events looking through the lens of climate change, while developing skills in Python’s Numpy and pandas.
Interpretable-Machine-Learning-with-Python
Interpretable Machine Learning with Python, published by Packt
TP_snowdrought_2024
Data and code support the manuscript "Anthropogenic Activities and La Niña Events Contribute to the 2020~2022 Continuous Snow Drought in Asia’s Water Tower" by Zeqin Huang et al.
transferring_climate
A repository including the code necessary to reproduce the results present in Immorlano et al. 2023, “Transferring climate change knowledge” submitted to Nature on September 21, 2023.
weather_regimes
Study wintertime and summertime weather regimes of the North Atlantic and North Pacific (Z500 and MSLP) with Empirical Orthogonal Functions (EOFs) and Clustering techniques.
ConvLSTM-CNN-for-tropical-cyclone
Images timeseries sequence with ConvLSTM for windspeed prediction & CNN cyclone intensity
ChatGPT-Data-Science-Prompts
A repository of 60 useful data science prompts for ChatGPT
DeepADoTS
Repository of the paper "A Systematic Evaluation of Deep Anomaly Detection Methods for Time Series".
geospatialdatascience
Course materials for: Geospatial Data Science
hugo-academic
🎓 Hugo Academic Theme 创建一个学术网站. Easily create a beautiful academic résumé or educational website using Hugo and GitHub.
LSTM-TrajGAN
LSTM-TrajGAN: A Deep Learning Approach to Trajectory Privacy Protection
MEDIUM_NoteBook
Repository containing notebooks of my posts on Medium
MOAAP
Multi Object Analysis of Atmospheric Phenomenon
open-geo-tutorial
Tutorial of fundamental remote sensing and GIS methodologies using open source software in python
rat_v2
Satellite remote sensing based reservoir operations monitoring
RWB
Detect, classify, and track Rossby Wave Breaking (RWB) in weather and climate data.
TEMP_EC
Code in the paper
tlltt
This Looks Like That There: Interpretable neural networks for image tasks when location matters