diff --git a/ipynb/APIs - draft.ipynb b/ipynb/APIs - draft.ipynb new file mode 100644 index 0000000..513ed7b --- /dev/null +++ b/ipynb/APIs - draft.ipynb @@ -0,0 +1,329 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# API's\n", + "\n", + "Several organizations offer API's that let you fetch interesting data for research (of fun). \n", + "Check out this website for an overview of thousands of cool APIs that you might want to use someday: https://www.programmableweb.com/. For example, the city of Amsterdam offers a very elaborate API with information on diverse topics, ranging from environmental themes to insights into business investment zones. \n", + "\n", + "Yet, not all APIs are alike. APIs vary considerably regarding the amount of fetchable information. For example, the Twitter API is rather restricted in terms of the amount of tweets you can access for free. \n", + "\n", + "Other organizations, however, let you access all their data. Several European governmental organizations are making efforts to committed to increasing the public accessibility of their data - amongst others via APIs. Thats good news for us!\n", + "\n", + "One of such organizations is the __Rijksmuseum__ in Amsterdam. \n", + "\n", + "## Rijksmuseum API\n", + "\n", + "The Rijksmuseum offers a cool API that allows you to fetch information about artists, and even high-quality images.\n", + "\n", + "Especially the information about expositions might be relevant for researchers interested in (cultural) agenda setting effects between cultural institutions, media coverage, and/ or over-time variation in the number of visitors (see for inspiration: https://journals.sagepub.com/doi/abs/10.1177/0093650210395747).\n", + "\n", + "The documentation on how to use the Rijksmuseum's API is quite extensive, and can be found on their github page: http://rijksmuseum.github.io/\n", + "\n", + "In order to get acces to this API, you have to make an account in Rijksstudio, on the website of the Rijksmuseum. This is free and easy to do. Once you have created your account, visit your profile and go to 'settings'. At the bottom of the page you will find the possibility to request your API key. So you, and you will recieve the key in your email. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3.4.3 (v3.4.3:9b73f1c3e601, Feb 23 2015, 02:52:03) \n", + "[GCC 4.2.1 (Apple Inc. build 5666) (dot 3)]\n" + ] + } + ], + "source": [ + "import requests\n", + "from pprint import pprint\n", + "import json\n", + "import sys\n", + "\n", + "print(sys.version)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'https://www.rijksmuseum.nl/api/pages/en/whats-on/exhibitions-past?key=e16kvzIX&format=json'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "base_url = 'https://www.rijksmuseum.nl/api/pages/en/{}?key={}&format=json'\n", + "page_of_interest = 'whats-on/exhibitions-past'\n", + "#key = 'YOUR_KEY'\n", + "key = 'e16kvzIX'\n", + "full_url = base_url.format(page_of_interest, key)\n", + "\n", + "full_url" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With the .get() method you can fetch the data from the API. If the HTTP status code '200' is returned, you know everything went well. " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Response HTTP Status Code: 200\n" + ] + } + ], + "source": [ + "r = requests.get(full_url)\n", + "print('Response HTTP Status Code: {status_code}'.format(status_code=r.status_code))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, we load the data in json format, so we can work with it. Next, we will get some general information about the past exhibitions. Lets for example print the titles and dates of 10 recent exhibitions" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "data = json.loads(r.content.decode('utf-8')) # this loads the data" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Title: Colourful ceramics\n", + "Date: 1 August – 15 October 2018\n", + "URL: https://www.rijksmuseum.nl/en/colourful-ceramics\n", + "Title: Chillida in the Rijksmuseum Gardens\n", + "Date: 22 June – 23 September 2018\n", + "URL: https://www.rijksmuseum.nl/en/chillida\n", + "Title: Lace\n", + "Date: 24 June 2017 to 22 July 2018\n", + "URL: https://www.rijksmuseum.nl/en/lace\n", + "Title: Ed van der Elsken Through the Eyes of Jan de Bont\n", + "Date: 8 March - 3 June 2018\n", + "URL: https://www.rijksmuseum.nl/en/press/press-releases/ed-van-der-elsken-through-the-eyes-of-jan-de-bont\n", + "Title: A journey to 18th century Canton\n", + "Date: 8 November 2017 – 27 May 2018\n", + "URL: https://www.rijksmuseum.nl/en/a-journey-to-18th-century-canton\n", + "Title: Fun on the ice at the Rijksmuseum\n", + "Date: 1 December 2017 – 17 April 2018\n", + "URL: https://www.rijksmuseum.nl/en/fun-on-the-ice\n", + "Title: Statelessness, Anoek Steketee, Document Nederland\n", + "Date: 6 October 2017 – 7 January 2018\n", + "URL: https://www.rijksmuseum.nl/en/document-nederland-2017\n", + "Title: Top Ten on Tour\n", + "Date: 4 October 2017 – 25 March 2018\n", + "URL: https://www.rijksmuseum.nl/en/top-ten-on-tour\n", + "Title: Small Wonders\n", + "Date: 17 June – 17 September 2017\n", + "URL: https://www.rijksmuseum.nl/en/press/press-releases/small-wonders\n", + "Title: New Realities. Photography in the Nineteenth Century\n", + "Date: 17 juni t/m 17 september 2017\n", + "URL: https://www.rijksmuseum.nl/en/new-realities\n" + ] + } + ], + "source": [ + "for item in data['contentPage']['overviewItems'][:10]:\n", + " print(\"Title: {}\".format(item['page']['title']))\n", + " print(\"Date: {}\".format((item['text'])))\n", + " print(\"URL: {}\".format(item['page']['url'])) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now lets get some information on the number of exhibitions per year. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "defaultdict(int,\n", + " {2012: 3, 2013: 1, 2014: 8, 2015: 14, 2016: 15, 2017: 17, 2018: 8})" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from collections import defaultdict\n", + "from datetime import datetime\n", + "\n", + "counts = defaultdict(int)\n", + "\n", + "for item in data['contentPage']['overviewItems']:\n", + " end_date = ' '.join(item['text'].split(' ')[-3:])\n", + " dt = datetime.strptime(end_date, '%d %B %Y')\n", + " counts[dt.year] += 1\n", + "\n", + "counts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Saving the data" + ] + }, + { + "cell_type": "code", + "execution_count": 347, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "import csv\n", + "\n", + "exhibitions=[]\n", + "dates=[]\n", + "url=[]\n", + "\n", + "for x in data['contentPage']['overviewItems']:\n", + " exhibitions.append(x['page']['title'])\n", + " end_date = ' '.join(item['text'].split(' ')[-3:])\n", + " dates.append(datetime.strptime(end_date, '%d %B %Y'))\n", + " url.append(x['page']['url'])\n", + "\n", + "output=zip(exhibitions,dates,url)\n", + "with open(\"exhibitionswithdate.csv\",mode=\"w\",encoding=\"utf-8\") as fo:\n", + " writer=csv.writer(fo)\n", + " writer.writerows(output)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# World bank API: climate data" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Yet another example of a cool API is the one offered by the World Bank. Their API allows you to get climate chagne data for many countries. Check it out here: https://datahelpdesk.worldbank.org/knowledgebase/articles/902061-climate-data-api\n", + "\n", + "In a few lines of code you can create a graph vizualizing the past or predicted temperature change in a country of interest. Consider for example the expected change in temperature in the Netherlands between 2020 and 2039:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 381, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Response HTTP Status Code: 200\n" + ] + } + ], + "source": [ + "full_url = 'http://climatedataapi.worldbank.org/climateweb/rest/v1/country/mavg/tas/2020/2039/NLD.json'\n", + "\n", + "r = requests.get(full_url)\n", + "print('Response HTTP Status Code: {status_code}'.format(status_code=r.status_code))" + ] + }, + { + "cell_type": "code", + "execution_count": 410, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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cG7uuJ22K77l15tKd79kLQMmRa5FcdmNEI62LddmmByRxnXC23Lq+QSQy/76v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DAAAg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\nmxrhSWgA4kB5n+vlQG2K8auAf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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "monthly_cc = []\n", + "\n", + "data = json.loads(r.content.decode('utf-8'))\n", + "for year in data:\n", + " if year['scenario'] == 'a2': \n", + " monthly_cc.extend(year['monthVals'])\n", + " plt.plot(monthly_cc)\n", + " \n", + "plt.show()" + ] + } + ], + "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": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}