Plotly Project

Plotly Project

As we start 2024 I have picked an interesting data visualisation project prokject to expand my skills.

Project Overview

To build experience with Plotly Express, Dash, Dash deployment approaches and applied AI integration.

Goal

To create a reference project for Plotly Data Visualisation.

The Project

1. Build all Plotly Express Graphs

Complete a Notebook with all Plotly express figures and charts:

1. Basics:
   1. scatter,
   2. line,
   3. area,
   4. bar,
   5. funnel,
   6. timeline
2. Part-of-Whole:
   1. pie,
   2. sunburst,
   3. treemap,
   4. icicle,
   5. funnel_area
3. 1D Distributions:
   1. histogram,
   2. box,
   3. violin,
   4. strip,
   5. ecdf
4. 2D Distributions:
   1. density_heatmap,
   2. density_contour
5. atrix or Image Input:
   1. imshow
6. 3-Dimensional:
   1. scatter_3d,
   2. line_3d
7. Multidimensional:
   1. scatter_matrix,
   2. parallel_coordinates,
   3. parallel_categories
8. Tile Maps:
   1. scatter_mapbox,
   2. line_mapbox,
   3. choropleth_mapbox,
   4. density_mapbox
9. Outline Maps:
   1. scatter_geo,
   2. line_geo,
   3. choropleth
10. Polar Charts:
    1. scatter_polar,
    2. line_polar,
    3. bar_polar
11. Ternary Charts:
    1. scatter_ternary,
    2. line_ternary

2. Explore the Figure Data Structures

Figures can be represented in Python either as dicts or as instances of the plotly.graph_objects.Figure class, and are serialized as text in JavaScript Object Notation (JSON) before being passed to Plotly.js

3. Build Sample Dash Apps

Complete a series of exercises cover ing layout and callbacks.

4. Deploy Dash App

Deploy Dash App to Huggingface using Docker.