pix-plot
plotly.js
pix-plot | plotly.js | |
---|---|---|
1 | 40 | |
565 | 16,536 | |
0.5% | 0.5% | |
2.6 | 9.9 | |
about 1 year ago | 3 days ago | |
JavaScript | JavaScript | |
MIT License | MIT License |
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pix-plot
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Over 700k paintings from the Rijksmuseum online copyright free
Density based clustering with high dimensional data will tend to struggle. This is because, in high enough dimensions, you need a lot of samples to see any density. Also distances start to look very similar (from the curse of dimensionality). To get any traction on such things you need some form of dimension reduction. For something like this non-linear techniques are going to be better. If you want a pipeline of standard parts then something like:
Pretrained-CNN --> UMAP --> HDBSCAN
can turn out relatively reasonable results, especially if the UMAP you use for the clustering is to more than 2 or 3 dimensions (often 5 to 20 is good, depending on the data). You can, of course, still use a 2D UMAP to visualize the results. If you want such a pipeline packaged up then consider the PixPlot package, designed for exactly this use case, from the Yale Digital Humanities Lab: https://github.com/YaleDHLab/pix-plot
* Disclaimer: I am highly biased, as an author of both HDBSCAN and UMAP implementations.
plotly.js
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Ask HN: What's the best charting library for customer-facing dashboards?
Plotly is based on D3. Has both open-source version and paid option.
https://plotly.com/javascript/
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Build Your Own Uptime Monitor with MeteorJS + Fetch + Plotly.js โ๏ธ๐ญ
Plotly as our chart renderer
- FLaNK Stack Weekly 19 Feb 2024
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Using Plotly.js with React
In this lesson, we will go through the steps of using Plotly.js in React. Plotly.js is an Open Source Graphing Library. At the end of this lesson, you should be able to do a simple plot with Plotly.js.
- Open-source JavaScript charting library behind Plotly and Dash
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Ask HN: What packages can be used to create interactive mathematics simulations?
Well, MathML[1] support is (nearly) everywhere now, and as the docs say:
MathML Core is a subset with increased implementation details based on rules from LaTeX and the Open Font Format. It is tailored for browsers and designed specifically to work well with other web standards including HTML, CSS, DOM, JavaScript.
I don't have a lot of experience working with this stuff (yet) but if you can script your MathML objects with Javascript, you should be able to make whatever interactive "stuff" you want in terms of math notation. Now drawing objects and plots and stuff is a different question.
There's stuff like Plotly[2], D3[3], Sigma[4], etc. that might be useful depending on exactly what effects you're going for.
[1]: https://developer.mozilla.org/en-US/docs/Web/MathML
[2]: https://github.com/plotly/plotly.js
[3]: https://d3js.org/
[4]: https://www.sigmajs.org/
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Using Plotly.js with Angular
This is the end of the lesson. For more information on Plotly.js, check the documentation Plotly.
- 10 highly effective BI dashboards that you can build with Python
- Flask chart and rss feed
- What chart libraries are โmodernโ?
What are some alternatives?
react-map-gl - React Component Library for Mapbox GL JS
d3 - Bring data to life with SVG, Canvas and HTML. :bar_chart::chart_with_upwards_trend::tada:
troika - A JavaScript framework for interactive 3D and 2D visualizations
echarts4r - ๐ณ ECharts 5 for R
three.js - JavaScript 3D Library.
calendar-heatmap - ๐ Calendar heatmap graph
react-map-gl - React friendly API wrapper around MapboxGL JS
superset - Apache Superset is a Data Visualization and Data Exploration Platform
two.js - A renderer agnostic two-dimensional drawing api for the web.
react-vis - Data Visualization Components
dash-mantine-components - Plotly Dash components based on Mantine React Components
kedro-viz - Visualise your Kedro data and machine-learning pipelines and track your experiments.