diff --git a/docs/example.ipynb b/docs/example.ipynb index e629f38..3971884 100644 --- a/docs/example.ipynb +++ b/docs/example.ipynb @@ -1,45 +1,136 @@ { - "cells": [ - { - "cell_type": "markdown", - "source": [ - "# Example usage\n", - "\n", - "To use `hexdropper` in a project:" - ], - "metadata": {} - }, - { - "cell_type": "code", - "execution_count": null, - "source": [ - "import hexdropper\n", - "\n", - "print(hexdropper.__version__)" - ], - "outputs": [], - "metadata": {} - } - ], - "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": "3.8.5" - } + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Hexdropper Tutorial\n", + "\n", + "This tutorial demonstrates the use of `hexdropper` to extract the hex colour code from a cropped image, which can then be used to create complimentary graphics. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We aim to determine the hex colour code of the UBC MDS Logo, which we will then use as an input to a matplotlib object to create a complimentary graphic. Here is the image we will be using for this tutorial." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![Cropped image of UBC MDS Logo](../tests/images/uncropped_img.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Set up\n", + "First, we must import the required libraries." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "from hexdropper import read_image\n", + "from matplotlib import pyplot as plt # Importing this for a demo at end - not sure if it will be redundant with create_colour_image\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Read image\n", + "Start by reading in a cropped image containing the colour you would like to match, using the `read_image` function and specifying the path to the image on your device. The image does not need to be perfectly cropped, as long as the colour you are interested in is most prominent." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "ename": "TypeError", + "evalue": "'module' object is not callable", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[1;32mIn[7], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m image \u001b[38;5;241m=\u001b[39m \u001b[43mread_image\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m../tests/images/cropped_image\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n", + "\u001b[1;31mTypeError\u001b[0m: 'module' object is not callable" + ] + } + ], + "source": [ + "image = read_image('../tests/images/cropped_image')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Use the hexcode to create complimentary visualizations for your project!\n", + "Now that you know the hexcode of that logo, you can create visualizations that are a perfect colour match. Here is an example using `matplotlib` specifying the hexcode as a parameter." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" }, - "nbformat": 4, - "nbformat_minor": 4 -} \ No newline at end of file + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "x = np.linspace(0,10,100)\n", + "y = np.random.rand(len(x))\n", + "plt.plot(x,y,'#333399')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}