{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Preamble" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from plotapi import Sankey\n", "\n", "Sankey.set_license(\"your username\", \"your license key\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction\n", "\n", "The Plotapi Sankey diagram node labels can be customised to enable/disable wrapping or to be displayed horizontally/vertically depending on their depth.\n", "\n", "As we can see, we have set our license details in the preamble with `Sankey.set_license()`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotapi Sankey expects a `list` of `dictionary` items, these will define the flow between a `source` and a `target`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "links = [\n", " {\"source\":\"Group A\", \"target\":\"Rank 1\", \"value\": 1000},\n", " {\"source\":\"Group B\", \"target\":\"Rank 1\", \"value\": 300},\n", " {\"source\":\"Group B\", \"target\":\"Rank 2\", \"value\": 600},\n", " {\"source\":\"Group B\", \"target\":\"Rank 3\", \"value\": 400},\n", " {\"source\":\"Rank 1\", \"target\":\"Club A\", \"value\": 700},\n", " {\"source\":\"Rank 1\", \"target\":\"Club B\", \"value\": 400},\n", " {\"source\":\"Rank 1\", \"target\":\"Club C\", \"value\": 200},\n", " {\"source\":\"Rank 2\", \"target\":\"Club B\", \"value\": 200},\n", " {\"source\":\"Rank 2\", \"target\":\"Club C\", \"value\": 400},\n", " {\"source\":\"Rank 3\", \"target\":\"Withdrawn\", \"value\": 400},\n", " {\"source\":\"Club A\", \"target\":\"The Most Amazing Prize\", \"value\": 500},\n", "]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can add many `source`s and `target`s in any arrangement." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualisation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The node labels can be adjusted through a combination of the following:\n", "\n", "- `wrap_labels` - `true` to enable text wrapping or `false` to disable it, enabled by default.\n", "- `vertical_labels` - `true` to enable vertical node labels, enabled by default.\n", "- `horizontal_labels_at_shallowest` - `true` for the shallowest labels to always be horizontal, enabled by default.\n", "- `horizontal_labels_at_deepest` - `true` for the deepest labels to always be horizontal, enabled by default.\n", "\n", "Let's demonstrate these in action.\n", "\n", "Here we're using `.show()` which outputs to a Jupyter Notebook cell, however, we may want to output to an HTML file with `.to_html()` instead. More on the different output methods later!\n", "\n", "Be sure to interact with the visualisation to see what the settings can do!\n", "
" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "Plotapi - Sankey Diagram\n", "\n", "\n", " \n", " \n", " \n", "\n", "\n", "\n", "
\n", " \n", " \n", "\n", " \n", "\n", "\n", "\n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Sankey(links, link_color_mode=\"source\", colors=\"set2\", link_numbers=False,\n", " vertical_labels=False).show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Sankey(links, link_color_mode=\"source\", colors=\"set3\", link_numbers=False,\n", " horizontal_labels_at_shallowest=False, horizontal_labels_at_deepest=False,\n", " wrap_labels=False).show_png()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can do so much more than what's presented in this example, and we'll cover this in later sections. If you want to see the full list of growing features, check out the Plotapi Documentation." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.1" } }, "nbformat": 4, "nbformat_minor": 4 }