sentimany

Just a simple sentiment tool.

It just grabs a set of pre-made sentiment models that you can quickly use to attach sentiment scores to text. None of these sentiment models will be perfect, as none of them actually understand language, but they may serve well in human-in-the-loop kinds of labelling situations. Currently the tool only supports English models.

Quickstart

The goal is to whip up some sentiment models real quick. A demo is shown below.

import pandas as pd
from sentimany.sentiment import (
    vader_sentiment,
    textblob_sentiment,
    onnx_sentiment,
    roberta_sentiment,
    nlptown_sentiment,
)

# Add some text to a pandas dataframe
texts = [
    "i like dogs",
    "i hate cats",
    "stroopwafels are amazing",
    "mcdondals is horrible",
]
df = pd.DataFrame({"text": texts})

# Apply each sentiment model and attach it as a new column
(df
  .assign(vader = lambda d: vader_sentiment(d['text']), 
          textblob = lambda d: textblob_sentiment(d['text']),
          imdb_onnx = lambda d: onnx_sentiment(d['text'], "onnx/imdb-reviews.onnx"),
          amazon_onnx = lambda d: onnx_sentiment(d['text'], "onnx/amazon-reviews.onnx"),
          roberta = lambda d: roberta_sentiment(d['text']), 
          nlptown = lambda d: nlptown_sentiment(d['text'])))

This would result in a table that looks something like;

text	vader	textblob	imdb_onnx	amazon_onnx	roberta	nlptown
i like dogs	0.6806	0.5	0.5667	0.5770	0.9979	0.7335
i hate cats	0.2140	0.1	0.6835	0.3837	0.0016	0.3544
stroopwafels are amazing	0.7930	0.8	0.7374	0.8058	0.9985	0.9323
mcdondals is horrible	0.2288	0.0	0.1983	0.1522	0.0006	0.0605

Good to know

This is a repo made for utility for myself. Feel free to re-use, but don't expect maintenance in the long term.

More-over though, keep in mind that sentiment models are imperfect and brittle. In particular check this short blogpost and this huggingface stream for more details.

Just another sentiment wrapper.

Related tags

Overview

sentimany

Quickstart

Good to know

Owner

vincent d warmerdam

Gunakan Dengan Bijak!!

The ldapconsole script allows you to perform custom LDAP requests to a Windows domain

to learn how to do pull request and do contribution to other's repo

Let's pretend you want to create a AWS Lambda project called "sns-processor".

Implent of Oracle Base line and Lea-3 Baseline

Mdisk - 🚧 On Construction 🚧

UUID_ApiGenerator - This an API that will return a key-value pair of randomly generated UUID

An electron application to check battery of bluetooth devices connected to linux devices.

A timer for bird lovers, plays a random birdcall while displaying its image and info.

Binjago - Set of tools aiding in analysis of stripped Golang binaries with Binary Ninja

Transparently load variables from environment or JSON/YAML file.

DNA Storage Simulator that analyzes and simulates DNA storage

🦕 Compile Deno executables and compress them for all platforms easily

A Python library for inspecting JVM class files (.class)

kurwa deska ADB

Simple GUI menu for micropython using a rotary encoder and basic display.

Open-source library for analyzing the results produced by ABINIT

SiliconCompiler is an open source compiler framework that automates translation from source code to silicon.

Test reproducibility of leiden/umap on different systems

TB Set color display - Add-on for Blender to set multiple objects and material Display Color at once.