{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Preamble" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from plotapi import Terminus\n", "\n", "Terminus.set_license(\"your username\", \"your license key\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction\n", "\n", "The bars that appear at each terminus can be modified or hidden entirely. This gives us even more control over the presentation of our Terminus diagram.\n", "\n", "As we can see, we have set our license details in the preamble with `Terminus.set_license()`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Dataset" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Terminus expects a `list` of `dictionary` items, these will define the flow of pixels between a `source` and a `target`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "links = [\n", " {\"source\":\"England\", \"target\":\"Germany\", \"value\": 1000},\n", " {\"source\":\"England\", \"target\":\"France\", \"value\": 3000},\n", " {\"source\":\"England\", \"target\":\"Spain\", \"value\": 5000},\n", " {\"source\":\"England\", \"target\":\"Italy\", \"value\": 4000},\n", " {\"source\":\"England\", \"target\":\"Japan\", \"value\": 800},\n", "\n", " \n", " {\"source\":\"Ireland\", \"target\":\"Germany\", \"value\": 3500},\n", " {\"source\":\"Ireland\", \"target\":\"France\", \"value\": 3750},\n", " {\"source\":\"Ireland\", \"target\":\"Spain\", \"value\": 1750},\n", " {\"source\":\"Ireland\", \"target\":\"Italy\", \"value\": 5000},\n", " {\"source\":\"Ireland\", \"target\":\"Japan\", \"value\": 400},\n", "]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can add many `source`'s and `target`'s! As they increase, we may need to adjust Terminus layout properties to accomodate the diagram's size and throughput." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualisation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are many opportunities to customise the Terminus bars.\n", "\n", "- `show_bars`, to hide or show them.\n", "- `outer_bars`, to place the bars inside or outside a terminus.\n", "- `bar_width`, to set the maximum width of the bars.\n", "- `colored_target_bars`, to enable or disable coloured target bars. By default, they are all black.\n", "\n", "Let's try a few combinations.\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!
" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " Plotapi - Terminus Diagram\n", " \n", " \n", " \n", "\n", " \n", "
\n", " \n", " \n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Terminus(links, height=400, outer_bars=True, bar_width=150, colored_target_bars=True).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": [ "Terminus(links, height=400, show_bars=False).show_png()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can do so much more than what's presented in this example, and this is covered in other sections. If you want to see the full list of growing features, check out the Plotapi API 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 }