{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Per a recent request somebody posted on Twitter, I thought it'd be fun to write a quick scraper for the [biorxiv](http://biorxiv.org/), an excellent new tool for posting pre-prints of articles before they're locked down with a publisher embargo.\n", "\n", "A big benefit of open science is the ability to use modern technologies (like web scraping) to make new use of data that would originally be unavailable to the public. One simple example of this is information and metadata about published articles. While we're not going to dive too deeply here, maybe this will serve as inspiration for somebody else interested in scraping the web.\n", "\n", "First we'll do a few imports. We'll rely heavily on the `requests` and `BeautifulSoup` packages, which together make an excellent one-two punch for doing web scraping. We coud use something like `scrapy`, but that seems a little overkill for this small project." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import requests\n", "import pandas as pd\n", "import seaborn as sns\n", "import numpy as np\n", "from bs4 import BeautifulSoup as bs\n", "import matplotlib.pyplot as plt\n", "from tqdm import tqdm\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From a quick look at the biorxiv we can see that its search API works in a pretty simple manner. I tried typing in a simple search query and got something like this:\n", "\n", "`http://biorxiv.org/search/neuroscience%20numresults%3A100%20sort%3Arelevance-rank`\n", "\n", "Here we can see that the term you search for comes just after `/search/`, and parameters for the search, like `numresults`. The keyword/value pairs are separated by a `%3A` character, which corresponds to `:` (see [this site](http://www.degraeve.com/reference/urlencoding.php) for a reference of url encoding characters), and these key/value pairs are separated by `%20`, which corresponds to a space.\n", "\n", "So, let's do a simple scrape and see what the results look like. We'll query the biorxiv API to see what kind of structure the result will have." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "n_results = 20\n", "url = \"http://biorxiv.org/search/neuroscience%20numresults%3A{}\".format(\n", " n_results)\n", "resp = requests.post(url)\n", "\n", "# I'm not going to print this because it messes up the HTML rendering\n", "# But you get the idea...probably better to look in Chrome anyway ;)\n", "# text = bs(resp.text)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we search through the result, you may notice that search results are organized into a list (denoted by `li` for each item). Inside each item is information about the article's title (in a `div` of class `highwire-cite-title`) and author information (in a `div` of calss `highwire-cite-authors`).\n", "\n", "Let's use this information to ask three questions:\n", "\n", "1. How has the rate of publications for a term changed over the years\n", "1. Who's been publishing under that term.\n", "1. What kinds of things are people publishing?\n", "\n", "For each, we'll simply use the phrase \"neuroscience\", although you could use whatever you like.\n", "\n", "To set up this query, we'll need to use another part of the biorxiv API, the `limit_from` paramter. This lets us constrain the search to a specific month of the year. That way we can see the monthly submissions going back several years.\n", "\n", "We'll loop through years / months, and pull out the author and title information. We'll do this with two dataframes, one for authors, one for articles." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Define the URL and start/stop years\n", "stt_year = 2012\n", "stp_year = 2016\n", "search_term = \"neuroscience\"\n", "url_base = \"http://biorxiv.org/search/{}\".format(search_term)\n", "url_params = \"%20limit_from%3A{0}-{1}-01%20limit_to%3A{0}-{2}-01%20numresults%3A100%20format_result%3Astandard\"\n", "url = url_base + url_params" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Now we'll do the scraping...\n", "all_articles = []\n", "all_authors = []\n", "for yr in tqdm(range(stt_year, stp_year + 1)):\n", " for mn in range(1, 12):\n", " # Populate the fields with our current query and post it\n", " this_url = url.format(yr, mn, mn + 1) \n", " resp = requests.post(this_url)\n", " html = bs(resp.text)\n", " \n", " # Collect the articles in the result in a list\n", " articles = html.find_all('li', attrs={'class': 'search-result'})\n", " for article in articles:\n", " # Pull the title, if it's empty then skip it\n", " title = article.find('span', attrs={'class': 'highwire-cite-title'})\n", " if title is None:\n", " continue\n", " title = title.text.strip()\n", " \n", " # Collect year / month / title information\n", " all_articles.append([yr, mn, title])\n", " \n", " # Now collect author information\n", " authors = article.find_all('span', attrs={'class': 'highwire-citation-author'})\n", " for author in authors:\n", " all_authors.append((author.text, title))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# We'll collect these into DataFrames for subsequent use\n", "authors = pd.DataFrame(all_authors, columns=['name', 'title'])\n", "articles = pd.DataFrame(all_articles, columns=['year', 'month', 'title'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To make things easier to cross-reference, we'll add an `id` column that's unique for each title. This way we can more simply join the dataframes to do cool things:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Define a dictionary of title: ID mappings\n", "unique_ids = {title: ii for ii, title in enumerate(articles['title'].unique())}\n", "articles['id'] = [unique_ids[title] for title in articles['title']]\n", "authors['id'] = [unique_ids[title] for title in authors['title']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can easily join these two dataframes together if we so wish:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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yearmonthtitleidname
0201311Simultaneous optogenetic manipulation and calc...0Frederick B. Shipley
1201311Simultaneous optogenetic manipulation and calc...0Christopher M. Clark
2201311Simultaneous optogenetic manipulation and calc...0Mark J. Alkema
3201311Simultaneous optogenetic manipulation and calc...0Andrew M. Leifer
4201311Functional connectivity networks with and with...1Satoru Hayasaka
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" ], "text/plain": [ " year month title id \\\n", "0 2013 11 Simultaneous optogenetic manipulation and calc... 0 \n", "1 2013 11 Simultaneous optogenetic manipulation and calc... 0 \n", "2 2013 11 Simultaneous optogenetic manipulation and calc... 0 \n", "3 2013 11 Simultaneous optogenetic manipulation and calc... 0 \n", "4 2013 11 Functional connectivity networks with and with... 1 \n", "\n", " name \n", "0 Frederick B. Shipley \n", "1 Christopher M. Clark \n", "2 Mark J. Alkema \n", "3 Andrew M. Leifer \n", "4 Satoru Hayasaka " ], "text/plain": " year month title id \\\n0 2013 11 Simultaneous optogenetic manipulation and calc... 0 \n1 2013 11 Simultaneous optogenetic manipulation and calc... 0 \n2 2013 11 Simultaneous optogenetic manipulation and calc... 0 \n3 2013 11 Simultaneous optogenetic manipulation and calc... 0 \n4 2013 11 Functional connectivity networks with and with... 1 \n\n name \n0 Frederick B. Shipley \n1 Christopher M. Clark \n2 Mark J. Alkema \n3 Andrew M. Leifer \n4 Satoru Hayasaka " }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pd.merge(articles, authors, on=['id', 'title']).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Question 1: How has the published articles rate changed?\n", "This one is pretty easy to ask. Since we have both year / month data about each article, we can plot the number or articles for each group of time. To do this, let's first turn these numbers into an actual \"datetime\" object. This let's us do some clever plotting magic with pandas" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Add a \"date\" column\n", "dates = [pd.datetime(yr, mn, day=1)\n", " for yr, mn in articles[['year', 'month']].values]\n", "articles['date'] = dates\n", "\n", "# Now drop the year / month columns because they're redundant\n", "articles = articles.drop(['year', 'month'], axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can simply group by month, sum the number of results, and plot this over time:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": {}, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UmmbN4Wprn4cw5eF/Zu3/O79xnwS+C/wZU5r9deBRpdSX/Oboz58w5fMXY8q4PwP8Vil1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\nP3dNPO61OCEoAAAAAElFTkSuQmCC\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "monthly = articles.groupby('date').count()['title'].to_frame()\n", "ax = monthly['title'].plot()\n", "ax.set_title('Articles published per month for term\\n{}'.format(search_term))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the cumulative number of papers published:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": {}, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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bHy8Gwoycpx/WgzNH9CAvNzejn5+MazRz983ASUB74GPgQeB+d/+ju28CTgOO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\nXFrbuaucOYvWM33BGhYsKaGyqnpaGLKAIf0KOG3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/U0SGqs3x/zvg9rDvZuDP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\nxcqTD+ecc87F6v8BVDP/PnmHPaUAAAAASUVORK5CYII=\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cumulative = np.cumsum(monthly.values)\n", "monthly['cumulative'] = cumulative\n", "\n", "# Now plot cumulative totals\n", "ax = monthly['cumulative'].plot()\n", "ax.set_title('Cumulative number of papers matching term \\n{}'.format(search_term))\n", "ax.set_ylabel('Number of Papers')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Question 2: Which author uses pre-prints the most?\n", "For this one, we can use the \"authors\" dataframe. We'll group by author name, and count the number of publications per author:" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Group by author and count the number of items\n", "author_counts = authors.groupby('name').count()['title'].to_frame('count')\n", "\n", "# We'll take the top 30 authors\n", "author_counts = author_counts.sort_values('count', ascending=False)\n", "author_counts = author_counts.iloc[:30].reset_index()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll use some `pandas` magical gugu to get this one done. Who is the greatest pre-print neuroscientist of them all?" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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OqtNwkiRJktQjLsucIpk5Mt37IEmSJKleztxJkiRJUgUMd5IkSZJUAcOdJEmS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GcAJb3QnOLuWyB9raLhbQKRZ53nZraxmW0fOu7vJrB0Aor1vSwDBJ2H5M6kXDPEHODRzQgITzkD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2AM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\nAElFTkSuQmCC\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# So we can plot w/ pretty colors\n", "cmap = plt.cm.viridis\n", "colors = cmap(author_counts['count'].values / float(author_counts['count'].max()))\n", "\n", "# Make the plot\n", "fig, ax = plt.subplots(figsize=(10, 5))\n", "ax = author_counts.plot.bar('name', 'count', color=colors, ax=ax)\n", "_ = plt.setp(ax.get_xticklabels(), rotation=45, ha='right')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rather than saying congratulations to #1 etc here, I'll just take this space to say that all of these researchers are awesome for helping push scientific publishing technologies into the 21st century ;)\n", "\n", "# Question 3: What topics are covered in the titles?\n", "For this one we'll use a super floofy answer, but maybe it'll give us something pretty. We'll use the wordcloud module, which implements `fit` and `predict` methods similar to scikit-learn. We can train it on the words in the titles, and then create a pretty word cloud using these words.\n", "\n", "To do this, we'll use the `wordcloud` module along with `sklearn`'s stop words (which are also useful for text analysis, incidentally)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import wordcloud as wc \n", "from sklearn.feature_extraction.text import ENGLISH_STOP_WORDS" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# We'll collect the titles and turn them into one giant string\n", "titles = articles['title'].values\n", "titles = ' '.join(titles)\n", "\n", "# Then define stop words to use...we'll include some \"typical\" brain words\n", "our_stop_words = list(ENGLISH_STOP_WORDS) + ['brain', 'neural']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, generating a word cloud is as easy as a call to `generate_from_text`. Then we can output in whatever format we like" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# This function takes a buch of dummy arguments and returns random colors\n", "def color_func(word=None, font_size=None, position=None,\n", " orientation=None, font_path=None, random_state=None):\n", " rand = np.clip(np.random.rand(), .2, None)\n", " cols = np.array(plt.cm.rainbow(rand)[:3])\n", " cols = cols * 255\n", " return 'rgb({:.0f}, {:.0f}, {:.0f})'.format(*cols)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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eDELgTx+Dah6lfSC8uLoJ5SzSdVDi6TAJnG4ipAwT1ZWWkJXchTvc86BHdJT2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4Y5/7MrUTPedU4q/46U/gFYr0/fYfIm2X+kcfpOPnf4pT/9fvIj2Pxg89Su1UP33/7fcJazYo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\nrOny6nSR58cLfGxTC3Cp1keVJXakQvyHLa3kLZevDecW+59vFHRZoj8eYKp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HUPcSGVM6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}, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Fit the cloud\n", "cloud = wc.WordCloud(stopwords=our_stop_words,\n", " color_func=color_func)\n", "cloud.generate_from_text(titles)\n", "\n", "# Now make a pretty picture\n", "im = cloud.to_array()\n", "fig, ax = plt.subplots()\n", "ax.imshow(im, cmap=plt.cm.viridis)\n", "ax.set_axis_off()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looks like those cognitive neuroscience folks are leading the charge towards pre-print servers. Hopefully in the coming years we'll see increased adoption from the systems and cellular fields as well.\n", "\n", "# Wrapup\n", "Here we played with just a few questions that you can ask with some simple web scraping and the useful tools in python. There's a lot more that you could do with it, but I'll leave that up to readers to figure out for themselves :)" ] } ], "metadata": { "category": "til", "date": "2016-12-19", "interactive": false, "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": "3.5.4" }, "redirect": "scrape-biorxiv", "tags": "python, open science, visualizations, web scraping, preprints", "title": "The bleeding edge of publishing, Scraping publication amounts at biorxiv" }, "nbformat": 4, "nbformat_minor": 2 }