{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example: The latest XKCD in Python" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also this notebook is associated with IPython kernel, and may therefore contain Python code. In this notebook we **fetch and display the latest XKCD strip** using both regular Python and special IPython features." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a prerequisite, we have been given the XKCD HTTP API URL `https://xkcd.com/info.0.json` for fetching information of the latest strip in JSON.\n", "\n", "Let's save that URL into a variable." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "url = 'https://xkcd.com/info.0.json'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we continue with importing [Requests library](http://docs.python-requests.org/en/latest/) for easily fetching information from the Internet." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import requests" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we are ready to fetch the data at the URL into a variable." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "response = requests.get(url)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And we can print the response and its content into standard output to see what we have." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Response:\n", "\n", "\n", "Content:\n", "b'{\"month\": \"1\", \"num\": 2094, \"link\": \"\", \"year\": \"2019\", \"news\": \"\", \"safe_title\": \"Short Selling\", \"transcript\": \"\", \"alt\": \"\\\\\"I\\'m selling all my analogies at auction tomorrow, and that witch over there will give you 20 beans if you promise on pain of death to win them for her.\\\\\" \\\\\"What if SEVERAL people promised witches they\\'d win, creating some kind of a ... squeeze? Gosh, you could make a lot of\\\\u00e2\\\\u0080\\\\u0093\\\\\" \\\\\"Don\\'t be silly! That probably never happens.\\\\\"\", \"img\": \"https://imgs.xkcd.com/comics/short_selling.png\", \"title\": \"Short Selling\", \"day\": \"4\"}'\n" ] } ], "source": [ "print(f'Response:\\n{response}')\n", "print()\n", "print(f'Content:\\n{response.content}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That is somewhat readable, but we should do better.\n", "\n", "One of the many great Jupyter features provided by the underlying IPython foundation, is support for **rich output**. In this case, we can use **IPython display JSON helper class** to let JupyterLab know that it should display JSON." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "application/json": { "alt": "\"I'm selling all my analogies at auction tomorrow, and that witch over there will give you 20 beans if you promise on pain of death to win them for her.\" \"What if SEVERAL people promised witches they'd win, creating some kind of a ... squeeze? Gosh, you could make a lot of–\" \"Don't be silly! That probably never happens.\"", "day": "4", "img": "https://imgs.xkcd.com/comics/short_selling.png", "link": "", "month": "1", "news": "", "num": 2094, "safe_title": "Short Selling", "title": "Short Selling", "transcript": "", "year": "2019" }, "text/plain": [ "" ] }, "execution_count": 5, "metadata": { "application/json": { "expanded": false } }, "output_type": "execute_result" } ], "source": [ "from IPython.display import JSON\n", "\n", "json = response.json()\n", "JSON(json)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the same way, we can also display the actual strip from the URL provided in JSON.\n", "\n", "Let's simply fetch the raw data from the image URL, which we got from the JSON data, and render it using **IPython display Image helper class**." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "\n", "url = json['img']\n", "response = requests.get(url)\n", "Image(response.content)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But, to be honest, this is so usual use-case that it is enough to pass just the URL of the image to the Image helper class and it does also the fetch for us." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(url)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The XKCD strip from https://xkcd.com/ is licensed under a Creative Commons Attribution-NonCommercial 2.5 License." ] } ], "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": "3.7.2" } }, "nbformat": 4, "nbformat_minor": 2 }