Meteorological Dataset, Data Cleaning and Modeling using LSTM for Weather Prediction

The dataset contains the meteorological dataset of four stations in Kaski District,Nepal. Pokhara Domestic Airport contains the hourly resolution dataset with parameters Rainfall, Relative Humidity, Wind Speed and Air Temperature, Lumle and Begnas Meteorological station contains the daily temporal resolution dataset with parameters Rainfall, Relative Humidity, Maximum and Minimum Temperature and only precipitation for the Lamachaur station. This repository contains link to the GitHub of public repository Weather portal where, raw data, data cleaning and modeling using LSTM contained. This can be access form <b>here</b>. Furthermore, using the final optimized model, we have developed a weather portal which will visualize the forecasted output value of respective station. Click <b>here</b><b> </b>to access the web app.

本数据集包含尼泊尔加希区（Kaski District）四个气象站点的气象数据：博卡拉国内机场（Pokhara Domestic Airport）提供小时级分辨率数据集，涵盖降雨量、相对湿度、风速与气温四项参数；拉姆勒（Lumle）与贝格纳斯（Begnas）气象站提供日时间分辨率数据集，涵盖降雨量、相对湿度、最高气温与最低气温参数；拉马乔尔（Lamachaur）站点仅包含降水数据。本代码仓库附带了公开GitHub仓库Weather Portal的链接，该仓库包含原始数据、数据清洗以及基于长短期记忆网络（LSTM）的建模流程，可通过<b>此处</b>访问。此外，团队利用最终优化后的模型开发了气象门户网站，可可视化展示各站点的气象预报结果，点击<b>此处</b>即可访问该Web应用。