{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analyze traffic patterns for bioRxiv preprints" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas\n", "import seaborn\n", "import numpy" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "preprint_df = pandas.read_csv('data/01.preprints.tsv', sep='\\t')\n", "traffic_df = pandas.read_csv('data/01.preprint-traffic.tsv.xz', sep='\\t', dtype={'months_since_journal': 'Int64'})" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
rxivist_preprint_idperiodpreprint_viewspreprint_downloadsmonths_since_preprintmonths_since_journalpreprint_download_ratio
73872018-08399420-30.095238
83872018-0975381-20.336283
\n", "
" ], "text/plain": [ " rxivist_preprint_id period preprint_views preprint_downloads \\\n", "7 387 2018-08 399 42 \n", "8 387 2018-09 75 38 \n", "\n", " months_since_preprint months_since_journal preprint_download_ratio \n", "7 0 -3 0.095238 \n", "8 1 -2 0.336283 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "traffic_df = traffic_df.dropna()\n", "traffic_df['preprint_download_ratio'] = traffic_df.preprint_downloads / (traffic_df.preprint_downloads + traffic_df.preprint_views)\n", "traffic_df.head(2)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "seaborn.jointplot(x='months_since_preprint', y=\"preprint_download_ratio\", data=traffic_df, kind=\"hex\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# joint_grid = seaborn.jointplot(\n", "# x='months_since_journal',\n", "# y='preprint_download_ratio',\n", "# data=traffic_df.dropna().query(\"-10 <= months_since_journal <= 10\"),\n", "# kind=\"hex\",\n", "# xlim=(-10, 10),\n", "# )" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "months_since_journal\n", "-10 29.17%\n", "-9 28.57%\n", "-8 28.60%\n", "-7 28.85%\n", "-6 28.81%\n", "-5 28.57%\n", "-4 28.81%\n", "-3 29.22%\n", "-2 29.63%\n", "-1 30.26%\n", " 0 31.45%\n", " 1 31.17%\n", " 2 30.91%\n", " 3 30.86%\n", " 4 30.16%\n", " 5 30.23%\n", " 6 29.27%\n", " 7 29.17%\n", " 8 28.57%\n", " 9 28.30%\n", " 10 27.78%\n", "Name: preprint_download_ratio, dtype: object" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "traffic_df.dropna().query(\"-10 <= months_since_journal <= 10\").groupby('months_since_journal').preprint_download_ratio.median().map('{:.2%}'.format)" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:greenblack]", "language": "python", "name": "conda-env-greenblack-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.1" } }, "nbformat": 4, "nbformat_minor": 2 }