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https://github.com/julia-xai/textheatmaps.jl

Heatmap text in Julia.
https://github.com/julia-xai/textheatmaps.jl

heatmap nlp sentiment-analysis visualization

Last synced: 13 days ago
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Heatmap text in Julia.

Host: GitHub
URL: https://github.com/julia-xai/textheatmaps.jl
Owner: Julia-XAI
License: mit
Created: 2023-10-04T22:45:20.000Z (about 1 year ago)
Default Branch: main
Last Pushed: 2024-07-27T20:01:49.000Z (4 months ago)
Last Synced: 2024-07-28T15:40:44.259Z (4 months ago)
Topics: heatmap, nlp, sentiment-analysis, visualization
Language: Julia
Homepage:
Size: 872 KB
Stars: 8
Watchers: 2
Forks: 0
Open Issues: 1
Metadata Files:
- Readme: README.md
- Changelog: CHANGELOG.md
- License: LICENSE

Awesome Lists containing this project

README

        # TextHeatmaps.jl

[![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://Julia-XAI.github.io/TextHeatmaps.jl/stable/)

[![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://Julia-XAI.github.io/TextHeatmaps.jl/dev/)

[![Build Status](https://github.com/Julia-XAI/TextHeatmaps.jl/actions/workflows/CI.yml/badge.svg?branch=main)](https://github.com/Julia-XAI/TextHeatmaps.jl/actions/workflows/CI.yml?query=branch%3Amain)

[![Coverage](https://codecov.io/gh/Julia-XAI/TextHeatmaps.jl/branch/main/graph/badge.svg)](https://codecov.io/gh/Julia-XAI/TextHeatmaps.jl)

[![Aqua](https://raw.githubusercontent.com/JuliaTesting/Aqua.jl/master/badge.svg)](https://github.com/JuliaTesting/Aqua.jl)

TextHeatmaps.jl is a lightweight Julia package for visualization of numerical values associated with text.

## Installation

To install this package and its dependencies, open the Julia REPL and run

```julia-repl

]add TextHeatmaps

```

## Example

Assume you have the following values associated with words in a sentence:

```julia

text = "I loved the concert but not the opening act"

words = split(text)

val = [0.1, 2.5, 0.0, 0.3, -0.6, -1.4, 0.0, 0.1, -0.1]

```

These values could for example come from a sentiment analysis model.

Using the heatmap function, we can visualize the values:

![Heatmap in Julia-REPL][heatmap-repl]

This not only works in the REPL, but also as HTML output in notebooks and on websites:

![Heatmap in Pluto][heatmap-pluto]

The color scheme of the `heatmap` is customizable:

![Heatmap in Documenter][heatmap-settings]

For more information, refer to the [package documentation](https://Julia-XAI.github.io/TextHeatmaps.jl/stable/).

## Related packages

* [VisionHeatmaps.jl](https://github.com/Julia-XAI/VisionHeatmaps.jl):

  Sibling package for visualization of input space attributions for vision models.

* [ExplainableAI.jl](https://github.com/Julia-XAI/ExplainableAI.jl): 

  TextHeatmaps.jl was designed as a dependency for visualization of attributions from ExplainableAI.jl.

[heatmap-repl]: https://raw.githubusercontent.com/Julia-XAI/TextHeatmaps.jl/gh-pages/assets/heatmap_repl.png

[heatmap-pluto]: https://raw.githubusercontent.com/Julia-XAI/TextHeatmaps.jl/gh-pages/assets/heatmap_pluto.png

[heatmap-settings]: https://raw.githubusercontent.com/Julia-XAI/TextHeatmaps.jl/gh-pages/assets/heatmap_settings.png