Ask for weather information like a human

Overview

weather-nlp

About

Ask for weather information like a human.

Goals

Understand typical questions like:

  • Hourly temperatures in Potsdam on 2020-09-15.
  • Rain probability tomorrow in Berlin.
  • Will it rain next week?
  • Wird es morgen heiss?
  • Wird es morgen regnen?
  • Ist es morgen regnerisch?

Status

This is just a humble evaluation for parsing human-readable sentences into a structured type in order to be passed on to a weather data acquisition library like Wetterdienst. Currently, this is not implemented yet.

For the NLP task, the program evaluates the fine Python libraries spaCy and Flair.

As this is project is in its early stages, contributions are very welcome. Specifically, it would be sweet to see tests for languages other than English or German.

Setup

make setup

Run tests

make test

Usage

source .venv/bin/activate

# English
python wq.py Snow depth on Zugspitze
python wq.py Sunshine in Kharagpur
python wq.py Rain in Chengdu
python wq.py Temperature in Nanchang
python wq.py Particulates in Stuttgart on 2020-09-17
python wq.py hourly temperatures in Potsdam on 2020-09-15
python wq.py maximum temperature in Munich tomorrow

# German
python wq.py Sonnenschein auf Helgoland
python wq.py Ozonwerte in Freiburg
python wq.py Nebel im Taunus
python wq.py Feinstaub in Stuttgart am 17.09.2020
python wq.py Stuendliche Temperaturen in Berlin, gestern um 23:00 Uhr
python wq.py Berliner Temperaturen um 11:00 Uhr
python wq.py Taegliche Berliner Temperaturen im Juli
python wq.py Berliner Tagestemperatur um 11:00 Uhr
python wq.py Berliner Tagestemperaturen um 11:00 Uhr

# Chinese
python wq.py 成都的雨
python wq.py 南昌的温度
python wq.py 南昌明天的温度
python wq.py 2020年9月17日南昌市的温度

# Hindi
python wq.py खड़गपुर में बारिश
python wq.py खड़गपुर में धूप
python wq.py कल खड़गपुर में धूप
python wq.py 2020-09-17 को खड़गपुर में धूप
Ελληνικά νέα (Python script) / Greek News Feed (Python script)

Ελληνικά νέα (Python script) / Greek News Feed (Python script) Ελληνικά English Το 2017 είχα υλοποιήσει ένα Python script για να εμφανίζει τα τωρινά ν

Loren Kociko 1 Jun 14, 2022
Semantic search through a vectorized Wikipedia (SentenceBERT) with the Weaviate vector search engine

Semantic search through Wikipedia with the Weaviate vector search engine Weaviate is an open source vector search engine with build-in vectorization a

SeMI Technologies 191 Dec 26, 2022
BERTAC (BERT-style transformer-based language model with Adversarially pretrained Convolutional neural network)

BERTAC (BERT-style transformer-based language model with Adversarially pretrained Convolutional neural network) BERTAC is a framework that combines a

6 Jan 24, 2022
A NLP program: tokenize method, PoS Tagging with deep learning

IRIS NLP SYSTEM A NLP program: tokenize method, PoS Tagging with deep learning Report Bug · Request Feature Table of Contents About The Project Built

Zakaria 7 Dec 13, 2022
Interactive Jupyter Notebook Environment for using the GPT-3 Instruct API

gpt3-instruct-sandbox Interactive Jupyter Notebook Environment for using the GPT-3 Instruct API Description This project updates an existing GPT-3 san

312 Jan 03, 2023
A Facebook Messenger Chatbot using NLP

A Facebook Messenger Chatbot using NLP This project is about creating a messenger chatbot using basic NLP techniques and models like Logistic Regressi

6 Nov 20, 2022
An open-source NLP research library, built on PyTorch.

An Apache 2.0 NLP research library, built on PyTorch, for developing state-of-the-art deep learning models on a wide variety of linguistic tasks. Quic

AI2 11.4k Jan 01, 2023
Train 🤗transformers with DeepSpeed: ZeRO-2, ZeRO-3

Fork from https://github.com/huggingface/transformers/tree/86d5fb0b360e68de46d40265e7c707fe68c8015b/examples/pytorch/language-modeling at 2021.05.17.

Junbum Lee 12 Oct 26, 2022
Text editor on python tkinter to convert english text to other languages with the help of ployglot.

Transliterator Text Editor This is a simple transliteration program which is used to convert english word to phonetically matching word in another lan

Merin Rose Tom 1 Jan 16, 2022
Python library to make development of portfolio analysis faster and easier

Trafalgar Python library to make development of portfolio analysis faster and easier Installation 🔥 For the moment, Trafalgar is still in beta develo

Santosh Passoubady 641 Jan 01, 2023
Reproducing the Linear Multihead Attention introduced in Linformer paper (Linformer: Self-Attention with Linear Complexity)

Linear Multihead Attention (Linformer) PyTorch Implementation of reproducing the Linear Multihead Attention introduced in Linformer paper (Linformer:

Kui Xu 58 Dec 23, 2022
A notebook that shows how to import the IITB English-Hindi Parallel Corpus from the HuggingFace datasets repository

We provide a notebook that shows how to import the IITB English-Hindi Parallel Corpus from the HuggingFace datasets repository. The notebook also shows how to segment the corpus using BPE tokenizatio

Computation for Indian Language Technology (CFILT) 9 Oct 13, 2022
LOT: A Benchmark for Evaluating Chinese Long Text Understanding and Generation

LOT: A Benchmark for Evaluating Chinese Long Text Understanding and Generation Tasks | Datasets | LongLM | Baselines | Paper Introduction LOT is a ben

46 Dec 28, 2022
A CSRankings-like index for speech researchers

Speech Rankings This project mimics CSRankings to generate an ordered list of researchers in speech/spoken language processing along with their possib

Mutian He 19 Nov 26, 2022
SimCTG - A Contrastive Framework for Neural Text Generation

A Contrastive Framework for Neural Text Generation Authors: Yixuan Su, Tian Lan,

Yixuan Su 345 Jan 03, 2023
Augmenty is an augmentation library based on spaCy for augmenting texts.

Augmenty: The cherry on top of your NLP pipeline Augmenty is an augmentation library based on spaCy for augmenting texts. Besides a wide array of high

Kenneth Enevoldsen 124 Dec 29, 2022
This repository contains Python scripts for extracting linguistic features from Filipino texts.

Filipino Text Linguistic Feature Extractors This repository contains scripts for extracting linguistic features from Filipino texts. The scripts were

Joseph Imperial 1 Oct 05, 2021
A Python module made to simplify the usage of Text To Speech and Speech Recognition.

Nav Module The solution for voice related stuff in Python Nav is a Python module which simplifies voice related stuff in Python. Just import the Modul

Snm Logic 1 Dec 20, 2021
Gathers machine learning and Tensorflow deep learning models for NLP problems, 1.13 < Tensorflow < 2.0

NLP-Models-Tensorflow, Gathers machine learning and tensorflow deep learning models for NLP problems, code simplify inside Jupyter Notebooks 100%. Tab

HUSEIN ZOLKEPLI 1.7k Dec 30, 2022
Unsupervised Language Modeling at scale for robust sentiment classification

** DEPRECATED ** This repo has been deprecated. Please visit Megatron-LM for our up to date Large-scale unsupervised pretraining and finetuning code.

NVIDIA Corporation 1k Nov 17, 2022