{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Preamble" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from chord import Chord" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Introduction\n", "\n", "
\n", "

Note

\n", "

This document is best viewed online where the interactivity of the demonstrations can be experienced.

\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In a chord diagram (or radial network), entities are arranged radially as segments with their relationships visualised by arcs that connect them. The size of the segments illustrates the numerical proportions, whilst the size of the arc illustrates the significance of the relationships1. Chord diagrams are useful when trying to convey relationships between different entities, and they can be beautiful and eye-catching.\n", "\n", "## Get Chord Pro\n", "\n", "[Click here](https://store.shahinrostami.com/product/chord-pro/) to get lifetime access to the full-featured chord visualization API, producing beautiful interactive visualizations, e.g. those featured on the front page of Reddit.\n", "\n", "\"chord\n", "\n", "## License\n", "\n", "To switch to the *PRO* version of the `chord` package, you need to assign a valid username (the email you entered at purchase) and license key. This can be [purchased here](https://datacrayon.com/shop/product/chord-pro/)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "Chord.user = \"your username\"\n", "Chord.key = \"your license key\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll use the following data for the co-occurrence `matrix` and `names` parameters until we cover divided diagrams." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "matrix = [\n", " [0, 5, 6, 4, 7, 4],\n", " [5, 0, 5, 4, 6, 5],\n", " [6, 5, 0, 4, 5, 5],\n", " [4, 4, 4, 0, 5, 5],\n", " [7, 6, 5, 5, 0, 4],\n", " [4, 5, 5, 5, 4, 0],\n", "]\n", "\n", "names = [\"Action\", \"Adventure\", \"Comedy\", \"Drama\", \"Fantasy\", \"Thriller\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Defaults\n", "\n", "Without passing in any arguments for the customisation parameters, the output will use the default value." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \t\n", " Chord Diagram\n", " \n", " \n", "\n", " \n", "\n", " \n", " \n", " \n", "
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\n", " \n", " \n", " \n", " \n", " \n", " \n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Chord(matrix, names).show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Outputs Methods\n", "\n", "Chord Pro supports the following outputs.\n", "\n", "## HTML to Jupyer Lab Cell (Interactive)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \t\n", " Chord Diagram\n", " \n", " \n", "\n", " \n", "\n", " \n", " \n", " \n", "
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\n", " \n", " \n", " \n", " \n", " \n", " \n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Chord(matrix, names).show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## HTML to file (Interactive)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "Chord(matrix, names).to_html('out.html')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PNG to Jupyer Lab Cell (Image)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Chord(matrix, names).show_png()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PNG to file (image)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "Chord(matrix, names).to_png('out.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Chord Colours" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`colors=\"d3.schemeSet1\"`\n", "\n", "The default setting for the chord colours is `d3.schemeSet1`. \n", "\n", "This can be changed to any of the sequential, diverging, or categorical colour schemes in [d3-scale-chromatic](https://github.com/d3/d3-scale-chromatic), such as `d3.schemeAccent`, `d3.schemeBlues[n]`, or `d3.schemePaired` : " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \t\n", " Chord Diagram\n", " \n", " \n", 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\n", " \n", " \n", " \n", " \n", " \n", " \n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Chord(matrix, names, inner_radius_scale=0.3, outer_radius_scale=1.5).show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Label Color\n", "\n", "`label_color=\"#454545\"`\n", "\n", "This sets the label colour." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \t\n", " Chord Diagram\n", " \n", " \n", "\n", " \n", "\n", " \n", " \n", " \n", "
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\n", " \n", " \n", " \n", " \n", " \n", " \n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Chord(matrix, names, label_color=\"#B362FF\").show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Curved Labels\n", "\n", "`curved_labels=False`\n", "\n", "This turns curved labels on or off. It's not suitable for diagrams with many segments, but sometimes it can improve the look." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \t\n", " Chord 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": [ "Chord(matrix, names, curved_labels=True).show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Label Wrapping\n", "\n", "`wrap_labels=True`\n", "\n", "This turns label wrapping on or off. It's on by default.\n", "\n", "Let's temporarily change our `names` data to demonstrate this." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "names = [\"Exciting Action\", \"Fun Adventure\", \"Hilarious Comedy\", \"Drama\", \"Fantasy\", \"Chilling Thriller\"]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \t\n", " Chord 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": [ "Chord(matrix, names).show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now to demonstrate label wrapping set to disabled." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \t\n", " Chord 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": [ "Chord(matrix, names, wrap_labels=False).show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll restore our `names` data before we continue." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "names = [\"Action\", \"Adventure\", \"Comedy\", \"Drama\", \"Fantasy\", \"Thriller\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Margins\n", "\n", "`margin=100`\n", "\n", "This sets the chord diagram margin." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \t\n", " Chord 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": [ "Chord(matrix, names, margin=200).show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Font-size\n", "\n", "`\n", "font_size=\"16px\"\n", "font_size_large=\"20px\"\n", "`\n", "\n", "This sets the font-size for two views, `font-size-large` (`@media min-width: 600px`), otherwise `font-size`. Setting a large `font-size` may require adjustment of the `margin` parameter to avoid text-clipping." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \t\n", " Chord 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": [ "Chord(matrix, names, font_size=\"20px\", font_size_large=\"30px\").show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Popup Width\n", "\n", "`popup_width=350`\n", "\n", "This sets the max-width of the popup." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \t\n", " Chord 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": [ "Chord(matrix, names, popup_width=150).show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Popup Text\n", "\n", "`\n", "conjunction=\"and\"\n", "verb=\"occur together in\"\n", "noun=\"instances\"\n", "`\n", "\n", "These change parts of the popup text:\n", "\n", "\"Default\n", "\n", "e.g. we could change it to:\n", "\n", "\"Modified" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \t\n", " Chord 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": [ "Chord(matrix, names, conjunction=\"&\", verb=\"appear together in\", noun=\"cases\",).show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Symmetric and Asymmetric Diagrams\n", "\n", "`symmetric=True`\n", "\n", "This turns the symmetric mode on or off. The primary support is for symmetric diagrams, but there is some support for asymmetric ones.\n", "\n", "For example, this will update the popup text to reflect the asymmetry of relationships.\n", "\n", "\"Asymmetric" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \t\n", " Chord 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": [ "Chord(matrix, names, symmetric=False).show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Download Button\n", "\n", "`allow_download=False`\n", "\n", "This sets the visibility of the Download button. This uses client-side scripts to create and download an SVG from the current visualisation. This has been tested on Firefox and Safari." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \t\n", " Chord Diagram\n", " \n", " \n", "\n", " \n", "\n", " \n", " \n", " \n", "
\n", "
\n", " \n", " \n", " \n", " \n", " \n", " Download\n", " \n", " \n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Chord(matrix, names, allow_download=True).show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Popup Details, Thumbnails, and Custom HTML\n", "\n", "`\n", "details=[],\n", "details_thumbs=[],\n", "`\n", "\n", "In the basic version of `chord`, `matrix` and `names` are the only sets of data that can be used to create a chord diagram. In the Pro version, you can also use `details` and `details_thumbs`. These enable the rich hover boxes.\n", "\n", "\"Rich\n", "\n", "First, we'll reduce the co-occurrence frequency in our `matrix` to make the following examples easier to follow." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "matrix = [\n", " [0, 2, 3, 1, 4, 1],\n", " [2, 0, 2, 1, 3, 2],\n", " [3, 2, 0, 1, 2, 2],\n", " [1, 1, 1, 0, 2, 2],\n", " [4, 3, 2, 2, 0, 1],\n", " [1, 2, 2, 2, 1, 0],\n", "]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create and populate an example `details` and `details_thumbs` variable. " ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "details = [\n", " [[], [\"Movie 1\",\"Movie 2\"], [\"Movie 3\",\"Movie 4\",\"Movie 5\"], [\"Movie 6\",\"Movie 7\"], [\"Movie 8\",\"Movie 9\",\"Movie 10\",\"Movie 11\"], [\"Movie 12\"]],\n", " [[\"Movie 13\",\"Movie 14\"], [], [\"Movie 15\",\"Movie 16\"], [\"Movie 17\"], [\"Movie 18\",\"Movie 19\",\"Movie 20\"], [\"Movie 21\",\"Movie 22\"]],\n", " [[\"Movie 23\",\"Movie 24\",\"Movie 25\"], [\"Movie 26\",\"Movie 27\"], [], [\"Movie 28\"], [\"Movie 29\",\"Movie 30\"], [\"Movie 31\",\"Movie 32\"]],\n", " [[\"Movie 33\"], [\"Movie 34\"], [\"Movie 35\"], [], [\"Movie 36\",\"Movie 37\"], [\"Movie 38\",\"Movie 39\"]],\n", " [[\"Movie 40\",\"Movie 41\",\"Movie 42\",\"Movie 43\"], [\"Movie 44\",\"Movie 45\",\"Movie 46\"], [\"Movie 47\",\"Movie 48\"], [\"Movie 49\",\"Movie 50\"], [], [\"Movie 51\"]],\n", " [[\"Movie 52\"], [\"Movie 53\",\"Movie 54\"], [\"Movie 55\",\"Movie 56\"], [\"Movie 57\",\"Movie 58\"], [\"Movie 59\"], []],\n", "]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `details` parameter can accept HTML." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "details_thumbs = [\n", " [[], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\"]],\n", " [[\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"]],\n", " [[\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [], [\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"]],\n", " [[\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\"], [], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"]],\n", " [[\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [], [\"https://datacrayon.com/images/lablet.png\"]],\n", " [[\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\",\"https://datacrayon.com/images/lablet.png\"], [\"https://datacrayon.com/images/lablet.png\"], []],\n", "]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It looks a bit messy, so let's achieve some clarity using the `pandas.DataFrame` HTML table output." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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3[Movie 33][Movie 34][Movie 35][][Movie 36, Movie 37][Movie 38, Movie 39]
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\n", "
\n", " \n", " \n", " \n", " \n", " \n", " \n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Chord(matrix, names, details=details, details_thumbs=details_thumbs).show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Popup Thumbnails Spacing and Size\n", "\n", "`\n", "thumbs_width=85\n", "thumbs_margin=5\n", "thumbs_font_size=14\n", "`\n", "\n", "These allow changing the spacing and size of the details thumbnails." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \t\n", " Chord Diagram\n", " \n", " \n", "\n", " \n", "\n", " \n", " \n", " \n", "
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\n", " \n", " \n", " \n", " \n", " \n", " \n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Chord(matrix, names, details=details, details_thumbs=details_thumbs,\n", " thumbs_width=40, thumbs_margin=10, thumbs_font_size=10).show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Divided (Bipartite) Chord Diagram\n", "\n", "`\n", "divide=False,\n", "divide_idx=0,\n", "divide_size=0.5,\n", "`\n", "\n", "- `divide` enables/disables the divided chord diagram mode. \n", "- `divide_idx` sets the dividing point of the matrix.\n", "- `divide_size` sets the size of the spacing that creates the divide.\n", "\n", "First, we'll change the data in `matrix` and `names` such that they're suitable for our bipartite chord diagram. We'll add some new colours too." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "matrix = [\n", " [0, 0, 0, 1, 4, 1],\n", " [0, 0, 0, 1, 3, 2],\n", " [0, 0, 0, 1, 2, 2],\n", " [1, 1, 1, 0, 0, 0],\n", " [4, 3, 2, 0, 0, 0],\n", " [1, 2, 2, 0, 0, 0],\n", "]\n", "\n", "names = [\"A\", \"B\", \"C\", \"1\", \"2\", \"3\"]\n", "colors = [\"#7400B8\", \"#5E60CE\", \"#5684D6\", \"#56CFE1\", \"#64DFDF\", \"#80FFDB\"]" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \t\n", " Chord Diagram\n", " \n", " \n", "\n", " \n", "\n", " \n", " \n", " \n", "
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\n", " \n", " \n", " \n", " \n", " \n", " \n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Chord(matrix, names, colors=colors, divide=True, divide_idx=3).show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Divided (Bipartite) Chord Diagram Labels\n", "\n", "`\n", "divide_left_label=\"\",\n", "divide_right_label=\"\"\n", "`\n", "\n", "These parameters allow you to label either side of the divided chord diagram." ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \t\n", " Chord Diagram\n", " \n", " \n", "\n", " \n", "\n", " \n", " \n", " \n", "
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\n", " \n", " \n", " \n", " \n", " \n", " \n", "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Chord(matrix, names, colors=colors, divide=True, divide_idx=3,\n", " divide_left_label=\"Left Side\", divide_right_label=\"Right Side\").show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Mix and Match" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "matrix = [\n", " [0, 5, 6, 4, 7, 4],\n", " [5, 0, 5, 4, 6, 5],\n", " [6, 5, 0, 4, 5, 5],\n", " [4, 4, 4, 0, 5, 5],\n", " [7, 6, 5, 5, 0, 4],\n", " [4, 5, 5, 5, 4, 0],\n", "]\n", "\n", "names = [\"Action\", \"Adventure\", \"Comedy\", \"Drama\", \"Fantasy\", \"Thriller\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
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