{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Initial imports and environment setting.\n", "\n", "%matplotlib inline\n", "import numpy as np\n", "import pandas as pd\n", "from textwrap import wrap\n", "\n", "import matplotlib.pyplot as plt\n", "plt.rcParams.update({'font.size': 16})\n", "\n", "import seaborn as sns\n", "sns.set(context='talk', style='white')\n", "\n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Load in the data. This spreadsheet is (almost) direct from SurveyMonkey,\n", "# though IP addresses and access dates were scrubbed to anonymize.\n", "\n", "df = pd.read_csv('aperture_survey_responses.tsv', sep='\\t')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# SurveyMonkey provides an odd nesting of responses when exporting results.\n", "# We'd like to convert this structure to a pandas MultiIndex data frame.\n", "# First, let's find question indices -- adapted from https://stackoverflow.com/a/49584888\n", "\n", "indices = [i for i, c in enumerate(df.columns) if not c.startswith('Unnamed')]\n", "slices = [slice(i, j) for i, j in zip(indices, indices[1:] + [None])]\n", "repeats = [len(range(*slice.indices(len(df.columns)))) for slice in slices]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Now let's grab all of the questions and each of the options provided as possible responses.\n", "\n", "questions = [c for c in df.columns if not c.startswith('Unnamed')]\n", "options = df.iloc[:1].values[0].tolist()\n", "\n", "# We can pair each possible response with its associated question...\n", "\n", "matched_questions = []\n", "for index, question in enumerate(questions):\n", " matched_questions += [question] * repeats[index]\n", "\n", "# ...and create a new dataframe named 'responses' that correctly pairs questions and responses.\n", "\n", "index = pd.MultiIndex.from_arrays([matched_questions, options],\n", " names=('question', 'options'))\n", "data = df.iloc[2:].values\n", "responses = pd.DataFrame(data=data, columns=index)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Optional data cleaning -- remove 'Other' responses for easier plotting.\n", "\n", "responses.drop('Other', axis=1, level=1, inplace=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Yes 0.865591\n", "No 0.134409\n", "Name: (Should OHBM have an official publishing platform?, Response), dtype: float64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# First question of interest -- the normalize keyword converts to percentages.\n", "responses['Should OHBM have an official publishing platform?',\n", " 'Response'].value_counts(normalize=True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "def plot_stacked_bar(df, figwidth=12.5, textwrap=30):\n", " \"\"\"\n", " A wrapper function to create a stacked bar plot.\n", " Seaborn does not implement this directly, so\n", " we'll use seaborn styling in matplotlib.\n", " \n", " Inputs\n", " ------\n", " \n", " figwidth: float\n", " The desired width of the figure. Also controls\n", " spacing between bars.\n", " \n", " textwrap: int\n", " The number of characters (including spaces) allowed\n", " on a line before wrapping to a newline.\n", " \"\"\"\n", " reshape = pd.melt(df, var_name='option', value_name='rating')\n", " stack = reshape.rename_axis('count').reset_index().groupby(['option', 'rating']).count().reset_index()\n", "\n", " fig, ax = plt.subplots(1, 1, figsize=(15, figwidth))\n", " bottom = np.zeros(len(stack['option'].unique()))\n", " clrs = sns.color_palette('Set1', n_colors=5) # to do: check colorblind friendly-ness\n", " labels = ['Strongly agree', 'Agree', 'Neither agree nor disagree', 'Disagree', 'Strongly disagree']\n", " \n", " for rating in range(1, 6):\n", " stackd = stack.query(f'rating == {rating}')\n", " ax.barh(y=stackd['option'], width=stackd['count'], left=bottom,\n", " tick_label=['\\n'.join(wrap(s, textwrap)) for s in stackd['option']],\n", " color=clrs[rating - 1], label=labels[rating - 1])\n", " bottom += stackd['count'].get_values()\n", "\n", " sns.despine()\n", " ax.set_xlabel('Count', labelpad=20)\n", " ax.legend(title='Rating', bbox_to_anchor=(1, 1))\n", " \n", " return ax" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Next, we'd like to look at want content respondents wanted published in Aperture\n", "\n", "content = responses['What content would you like to see in Aperture? \\\n", "(1 = would definitely want this, 5 = I would not want this at all)'].apply(pd.to_numeric)\n", "ax = plot_stacked_bar(content, figwidth=15, textwrap=35)\n", "fig = ax.figure\n", "fig.savefig('content.png', dpi=150, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Next, we'd like to know what factors generally influence where respondents publish.\n", "\n", "decision = responses['What factors contribute to your decision where to publish? \\\n", "(1 = most important, 5 = least important)'].apply(pd.to_numeric)\n", "ax = plot_stacked_bar(decision)\n", "fig = ax.figure\n", "fig.savefig('publish.png', dpi=150, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Review that code is available and openly accessible 0.765625\n", "Review that code can run without error 0.604167\n", "Review that code can reproduce the results in the manuscript 0.682292\n", "Review code for clarity and adherence with stated software development best practices 0.338542\n", "dtype: float64" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# We can calculate a percentage for how many respondents thought each of the surveyed aspects was important\n", "# when reviewing code.\n", "\n", "code = pd.get_dummies(responses['Which of these aspects do you think is important when reviewing code? \\\n", "(Check all that apply)'], prefix='', prefix_sep='')\n", "code.sum() / code.count()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# We'd like to know what reviewing model respondents would like to see available in Aperture.\n", "# For a summary of the different models, see:\n", "# https://authorservices.wiley.com/Reviewers/journal-reviewers/what-is-peer-review/types-of-peer-review.html\n", "\n", "model = responses['What reviewer model would you like to see in Aperture? \\\n", "(1 = I would definitely want this , 5 = I would not want this at all)'].apply(pd.to_numeric)\n", "ax = plot_stacked_bar(model, figwidth=7.5)\n", "fig = ax.figure\n", "fig.savefig('review.png', dpi=150, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "def percent_agree(option):\n", " \"\"\"\n", " A small function to calculate the number of '1'\n", " and '2' responses to a given option, indicating\n", " the number of 'Agree' and 'Strongly Agree' responses.\n", " These are added and combined to give an overall 'Agree'\n", " percentage.\n", " \"\"\"\n", " agree = np.count_nonzero(option.values == 1.0)\n", " agree += np.count_nonzero(option.values == 2.0)\n", " return agree / len(option.values)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Open access: charge for publishing : 46.88 % agree\n", "Open access: separate charge for (1) submitting, and (2) publishing : 32.29 % agree\n", "Open access: no charge for OHBM members to submit, reduced charge for OHBM members to publish, (i.e. charges offset by [increased] OHBM membership fee) : 54.69 % agree\n", "Open access: no submission charge, reduced charge for OHBM members to publish, (i.e. charges offset by [increased] OHBM membership fee) : 51.04 % agree\n", "Paywalled: free to submit/publish; subscription fee for access to publications (reduced for OHBM members) : 27.08 % agree\n", "Paywalled: free to submit/publish; free subscription to OHBM members, but costs covered by increased membership fees : 25.52 % agree\n" ] } ], "source": [ "# How do respondents envision Aperture attaining financial sustainability ?\n", "# One way to get at this is to see what models respondents agree with.\n", "\n", "sustain = responses['What sustainability model would you prefer? \\\n", "(Rank 1 = most desirable, 5 = least desirable)'].apply(pd.to_numeric)\n", "\n", "for c in sustain.columns:\n", " print('{} : {:.2f} % agree'.format(c, percent_agree(sustain[str(c)]) * 100))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Let's zoom out and look at the broader distributions of responses for each options\n", "\n", "ax = plot_stacked_bar(sustain, textwrap=40)\n", "fig = ax.figure\n", "fig.savefig('sustain.png', dpi=150, bbox_inches='tight')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "On average, respondents were willing to pay $50 per submission to Aperture.\n", "They also indicated they would pay an additional $750 to publish in Aperture.\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# What are respondents willing to pay to sustain Aperture ?\n", "\n", "price_per_sub = pd.to_numeric(responses['Per submission:',\n", " 'Open-Ended Response'])\n", "price_per_pub = pd.to_numeric(responses['Per publication:',\n", " 'Open-Ended Response'])\n", "\n", "# Let's look at the distributions\n", "\n", "pd.concat([price_per_sub, price_per_pub], axis=1).plot.kde(xlim=[0, 5000]);\n", "plt.legend(loc='center left', bbox_to_anchor=(1.0, 0.8),\n", " labels=['Price per submission', 'Price per publication']);\n", "\n", "# Then we'll print the central tendency for each of these two responses\n", "# Using median since the distributions are skewed\n", "\n", "print('On average, respondents were willing to pay ${:.0f} \\\n", "per submission to Aperture.'.format(price_per_sub.median()))\n", "print('They also indicated they would pay an additional ${:.0f} \\\n", "to publish in Aperture.'.format(price_per_pub.median()))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }