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This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -1498,272 +1498,4 @@ y5bzp,"ETECH-100 project","Automated blinds for limited mobility people",1,https wka3p,"Final Report","Final Report for Impacts 100",1,https://api.osf.io/v2/files/590fcb94b83f69024f73c657/,95,https://engrxiv.org/wka3p/,10.31224/osf.io/wka3p,,2017-05-08T01:40:17.770853,2018-07-02T10:56:49.486427 329du,"Is sulfide stress cracking an anodic or a cathodic process?","Is sulfide stress cracking an anodic or a cathodic process? Does hydrogen play a role or is SSC controlled by anodic dissolution?",1,https://api.osf.io/v2/files/590c67dbb83f69025597aee6/,671,https://engrxiv.org/329du/,10.31224/osf.io/329du,,2017-05-05T11:55:29.195865,2019-10-14T00:00:15.955847 u4em9,"Virtual classroom project","This project aims to provide students with disabilities the same in class learning experience through virtual reality technology, 360-degree video capture, and the use of Arduino units. These technologies will be combined to facilitate communication between teachers in physical classrooms with students in virtual classrooms. The goal is to provide a person who is affected by a disability (which makes it hard to be in a traditional classroom) the same benefits of a safe and interactive learning environment.",1,https://api.osf.io/v2/files/590b983db83f69024db02740/,329,https://engrxiv.org/u4em9/,10.31224/osf.io/u4em9,,2017-05-04T21:11:03.067629,2018-07-02T10:56:48.719540 53rke,"Evaluating the academic trend of RFID technology based on SCI and SSCI publications from 2001 to 2014","Radio frequency identification (RFID) is one of the most influential technologies of the twenty-first century. Today, RFID technology is being applied in a wide array of disciplines in science research and industrial projects. The significant impact of RFID is clearly visible by the rate of academic publications in the last few years. This article surveys the literature to evaluate the trend of RFID technology development based on academic publications from 2001 to 2014. Both bibliometric and content analyses are applied to examine this topic in SCI-Index and SSCI-Index documents. Based on the bibliometric technique, all 5159 existing RFID documents are investigated and several important factors are reviewed, including contributions by country, organizations, funding agencies, journal title, authors, research area and Web of Science category. Moreover, content analysis is applied to the top 100 most cited documents and based on their contents, these top 100 documents are classified into four different categories with each category divided in several sub-categories. This research aims to i This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters. Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -225,30 +225,203 @@ "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "today = pd.to_datetime('2019-11-17')\n", "df['Days online'] = -(df['Date created'] - today).dt.days\n", "df['Downloads per day'] = df['Download count'] / df['Days online']" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>Title</th>\n", " <th>Abstract</th>\n", " <th>status</th>\n", " <th>file url</th>\n", " <th>Download count</th>\n", 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Downloads per day \n", "GUID \n", "xzg7k 15.138462 \n", "r4nmy 6.407407 \n", "uv8m7 6.333333 \n", "vhybk 6.298387 \n", "m3ycp 5.625000 " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "preprints_last_year.sort_values('Downloads per day', ascending=False).head()" ] @@ -408,9 +1876,194 @@ }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>Title</th>\n", " <th>Abstract</th>\n", " <th>status</th>\n", " <th>file url</th>\n", " <th>Download count</th>\n", " <th>URL</th>\n", " <th>Preprint DOI</th>\n", " <th>Publisher DOI</th>\n", " <th>Date created</th>\n", " <th>Date modified</th>\n", " <th>Days online</th>\n", " <th>Downloads per day</th>\n", " </tr>\n", " <tr>\n", " <th>GUID</th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <td>vhybk</td>\n", " <td>CONSTRUCTION OF A SUPERADOBE DOME</td>\n", " <td>Superadobe Technology consists on filling long...</td>\n", " <td>1</td>\n", " <td>https://api.osf.io/v2/files/5c8a87548df5880016...</td>\n", " <td>1562</td>\n", " <td>https://engrxiv.org/vhybk/</td>\n", " <td>10.31224/osf.io/vhybk</td>\n", " <td>NaN</td>\n", " <td>2019-03-14 17:01:24.785285</td>\n", " <td>2019-03-18 23:06:44.171462</td>\n", " <td>248</td>\n", " <td>6.298387</td>\n", " </tr>\n", " <tr>\n", " <td>gmp2h</td>\n", " <td>Electrospun polymeric nanofibrous membranes fo...</td>\n", " <td>A necessity for water filtration technology, d...</td>\n", " <td>1</td>\n", " <td>https://api.osf.io/v2/files/5c16670be979520017...</td>\n", " <td>1235</td>\n", " <td>https://engrxiv.org/gmp2h/</td>\n", " <td>10.31224/osf.io/gmp2h</td>\n", " <td>NaN</td>\n", " <td>2018-12-16 15:03:55.203788</td>\n", " <td>2019-05-07 00:23:18.903316</td>\n", " <td>336</td>\n", " <td>3.675595</td>\n", " </tr>\n", " <tr>\n", " <td>g3djq</td>\n", " <td>Partial Molar Volume of NaCl and CsCl in Mixtu...</td>\n", " <td>Densities of solutions of NaCl and CsCl in mix...</td>\n", " <td>1</td>\n", " <td>https://api.osf.io/v2/files/5c1765db7b16bf0017...</td>\n", " <td>1124</td>\n", " <td>https://engrxiv.org/g3djq/</td>\n", " <td>10.31224/osf.io/g3djq</td>\n", " <td>10.1016/j.fluid.2017.10.034</td>\n", " <td>2018-12-17 09:04:31.603243</td>\n", " <td>2018-12-17 16:55:53.788926</td>\n", " <td>335</td>\n", " <td>3.355224</td>\n", " </tr>\n", " <tr>\n", " <td>jwzrq</td>\n", " <td>Understanding Stability of Low-Inertia Systems</td>\n", " <td>A large-scale integration of renewable generat...</td>\n", " <td>1</td>\n", " <td>https://api.osf.io/v2/files/5c6ace831431270019...</td>\n", " <td>1049</td>\n", " <td>https://engrxiv.org/jwzrq/</td>\n", " <td>10.31224/osf.io/jwzrq</td>\n", " <td>NaN</td>\n", " <td>2019-02-18 15:32:54.538441</td>\n", " <td>2019-02-18 15:39:32.705891</td>\n", " <td>272</td>\n", " <td>3.856618</td>\n", " </tr>\n", " <tr>\n", " <td>xzg7k</td>\n", " <td>Sense- boarding algorithm in superscalar, scal...</td>\n", " <td>A new algorithm of data dependencies and ILP i...</td>\n", " <td>1</td>\n", " <td>https://api.osf.io/v2/files/5d7bdcf6fcbf44001b...</td>\n", " <td>984</td>\n", " <td>https://engrxiv.org/xzg7k/</td>\n", " <td>10.31224/osf.io/xzg7k</td>\n", " <td>NaN</td>\n", " <td>2019-09-13 19:42:26.920214</td>\n", " <td>2019-09-13 19:42:45.598411</td>\n", " <td>65</td>\n", " <td>15.138462</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Title \\\n", "GUID \n", "vhybk CONSTRUCTION OF A SUPERADOBE DOME \n", "gmp2h Electrospun polymeric nanofibrous membranes fo... \n", "g3djq Partial Molar Volume of NaCl and CsCl in Mixtu... \n", "jwzrq Understanding Stability of Low-Inertia Systems \n", "xzg7k Sense- boarding algorithm in superscalar, scal... \n", "\n", " Abstract status \\\n", "GUID \n", "vhybk Superadobe Technology consists on filling long... 1 \n", "gmp2h A necessity for water filtration technology, d... 1 \n", "g3djq Densities of solutions of NaCl and CsCl in mix... 1 \n", "jwzrq A large-scale integration of renewable generat... 1 \n", "xzg7k A new algorithm of data dependencies and ILP i... 1 \n", "\n", " file url Download count \\\n", "GUID \n", "vhybk https://api.osf.io/v2/files/5c8a87548df5880016... 1562 \n", "gmp2h https://api.osf.io/v2/files/5c16670be979520017... 1235 \n", "g3djq https://api.osf.io/v2/files/5c1765db7b16bf0017... 1124 \n", "jwzrq https://api.osf.io/v2/files/5c6ace831431270019... 1049 \n", "xzg7k https://api.osf.io/v2/files/5d7bdcf6fcbf44001b... 984 \n", "\n", " URL Preprint DOI \\\n", "GUID \n", "vhybk https://engrxiv.org/vhybk/ 10.31224/osf.io/vhybk \n", "gmp2h https://engrxiv.org/gmp2h/ 10.31224/osf.io/gmp2h \n", "g3djq https://engrxiv.org/g3djq/ 10.31224/osf.io/g3djq \n", "jwzrq https://engrxiv.org/jwzrq/ 10.31224/osf.io/jwzrq \n", "xzg7k https://engrxiv.org/xzg7k/ 10.31224/osf.io/xzg7k \n", "\n", " Publisher DOI Date created \\\n", "GUID \n", "vhybk NaN 2019-03-14 17:01:24.785285 \n", "gmp2h NaN 2018-12-16 15:03:55.203788 \n", "g3djq 10.1016/j.fluid.2017.10.034 2018-12-17 09:04:31.603243 \n", "jwzrq NaN 2019-02-18 15:32:54.538441 \n", "xzg7k NaN 2019-09-13 19:42:26.920214 \n", "\n", " Date modified Days online Downloads per day \n", "GUID \n", "vhybk 2019-03-18 23:06:44.171462 248 6.298387 \n", "gmp2h 2019-05-07 00:23:18.903316 336 3.675595 \n", "g3djq 2018-12-17 16:55:53.788926 335 3.355224 \n", "jwzrq 2019-02-18 15:39:32.705891 272 3.856618 \n", "xzg7k 2019-09-13 19:42:45.598411 65 15.138462 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "preprints_last_year.sort_values('Download count', ascending=False).head()" ] -
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Learn more about bidirectional Unicode charactersOriginal file line number Diff line number Diff line change @@ -0,0 +1,440 @@ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Engrxiv download counts\n", "\n", "*November 17, 2019*" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('engrxiv-papers.csv', parse_dates=['Date created', 'Date modified'], index_col='GUID')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# All time top number of downloads" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>Title</th>\n", " <th>Abstract</th>\n", " <th>status</th>\n", " <th>file url</th>\n", " <th>Download count</th>\n", " <th>URL</th>\n", " <th>Preprint DOI</th>\n", " <th>Publisher DOI</th>\n", " <th>Date created</th>\n", " <th>Date modified</th>\n", " </tr>\n", " <tr>\n", " <th>GUID</th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " <th></th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <td>7vkun</td>\n", " <td>Numerical Modelling of Structural Behaviour of...</td>\n", " <td>Continuously reinforced concrete pavement (CRC...</td>\n", " <td>1</td>\n", " <td>https://api.osf.io/v2/files/5bc7ab6c11fd9d0017...</td>\n", " <td>4737</td>\n", " <td>https://engrxiv.org/7vkun/</td>\n", " <td>10.31224/osf.io/7vkun</td>\n", " <td>NaN</td>\n", " <td>2018-10-17 21:45:01.342512</td>\n", " <td>2018-10-26 20:03:07.331780</td>\n", " </tr>\n", " <tr>\n", " <td>qj65n</td>\n", " <td>Materials and Corrosion Trends in Offshore and...</td>\n", " <td>The ever-growing energy demand requires the ex...</td>\n", " <td>1</td>\n", " <td>https://api.osf.io/v2/files/59037c009ad5a10252...</td>\n", " <td>2106</td>\n", " <td>https://engrxiv.org/qj65n/</td>\n", " <td>10.31224/osf.io/qj65n</td>\n", " <td>10.1038/s41529-017-0003-4</td>\n", " <td>2017-04-28 17:35:48.977222</td>\n", " <td>2019-10-14 00:00:15.874296</td>\n", " </tr>\n", " <tr>\n", " <td>fv47e</td>\n", " <td>MultiDIC: an Open-Source Toolbox for Multi-Vie...</td>\n", " <td>Three-dimensional Digital Image Correlation (3...</td>\n", " <td>1</td>\n", " <td>https://api.osf.io/v2/files/5ada3d38144be4000f...</td>\n", " <td>1989</td>\n", " <td>https://engrxiv.org/fv47e/</td>\n", " <td>10.31224/osf.io/fv47e</td>\n", " <td>10.1109/ACCESS.2018.2843725</td>\n", " <td>2018-04-20 19:25:14.916811</td>\n", " <td>2019-01-10 23:06:32.279387</td>\n", " </tr>\n", " <tr>\n", " <td>jw8n9</td>\n", " <td>Design, simulation, and testing of a novel mic...</td>\n", " <td>Micro-channel heat exchangers offer potential ...</td>\n", " <td>1</td>\n", " <td>https://api.osf.io/v2/files/57c281b4b83f6901fd...</td>\n", " <td>1971</td>\n", " <td>https://engrxiv.org/jw8n9/</td>\n", " <td>10.31224/osf.io/jw8n9</td>\n", " <td>NaN</td>\n", " <td>2016-08-28 06:16:17.985000</td>\n", " <td>2018-07-02 10:51:07.033335</td>\n", " </tr>\n", " <tr>\n", " <td>jzac9</td>\n", " <td>The Holos Reactor: A Distributable Power Gener...</td>\n", " <td>Holos is a distributable modular nuclear power...</td>\n", " <td>1</td>\n", " <td>https://api.osf.io/v2/files/594fa682594d900228...</td>\n", " <td>1869</td>\n", " <td>https://engrxiv.org/jzac9/</td>\n", " <td>10.31224/osf.io/jzac9</td>\n", " <td>NaN</td>\n", " <td>2017-06-25 12:50:30.275408</td>\n", " <td>2018-07-02 11:01:26.397511</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Title \\\n", "GUID \n", "7vkun Numerical Modelling of Structural Behaviour of... \n", "qj65n Materials and Corrosion Trends in Offshore and... \n", "fv47e MultiDIC: an Open-Source Toolbox for Multi-Vie... \n", "jw8n9 Design, simulation, and testing of a novel mic... \n", "jzac9 The Holos Reactor: A Distributable Power Gener... \n", "\n", " Abstract status \\\n", "GUID \n", "7vkun Continuously reinforced concrete pavement (CRC... 1 \n", "qj65n The ever-growing energy demand requires the ex... 1 \n", "fv47e Three-dimensional Digital Image Correlation (3... 1 \n", "jw8n9 Micro-channel heat exchangers offer potential ... 1 \n", "jzac9 Holos is a distributable modular nuclear power... 1 \n", "\n", " file url Download count \\\n", "GUID \n", "7vkun https://api.osf.io/v2/files/5bc7ab6c11fd9d0017... 4737 \n", "qj65n https://api.osf.io/v2/files/59037c009ad5a10252... 2106 \n", "fv47e https://api.osf.io/v2/files/5ada3d38144be4000f... 1989 \n", "jw8n9 https://api.osf.io/v2/files/57c281b4b83f6901fd... 1971 \n", "jzac9 https://api.osf.io/v2/files/594fa682594d900228... 1869 \n", "\n", " URL Preprint DOI \\\n", "GUID \n", "7vkun https://engrxiv.org/7vkun/ 10.31224/osf.io/7vkun \n", "qj65n https://engrxiv.org/qj65n/ 10.31224/osf.io/qj65n \n", "fv47e https://engrxiv.org/fv47e/ 10.31224/osf.io/fv47e \n", "jw8n9 https://engrxiv.org/jw8n9/ 10.31224/osf.io/jw8n9 \n", "jzac9 https://engrxiv.org/jzac9/ 10.31224/osf.io/jzac9 \n", "\n", " Publisher DOI Date created \\\n", "GUID \n", "7vkun NaN 2018-10-17 21:45:01.342512 \n", "qj65n 10.1038/s41529-017-0003-4 2017-04-28 17:35:48.977222 \n", "fv47e 10.1109/ACCESS.2018.2843725 2018-04-20 19:25:14.916811 \n", "jw8n9 NaN 2016-08-28 06:16:17.985000 \n", "jzac9 NaN 2017-06-25 12:50:30.275408 \n", "\n", " Date modified \n", "GUID \n", "7vkun 2018-10-26 20:03:07.331780 \n", "qj65n 2019-10-14 00:00:15.874296 \n", "fv47e 2019-01-10 23:06:32.279387 \n", "jw8n9 2018-07-02 10:51:07.033335 \n", "jzac9 2018-07-02 11:01:26.397511 " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.sort_values('Download count', ascending=False).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# All time top downloads per day" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'days_since_created' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m<ipython-input-4-b06d88823388>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mtoday\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_datetime\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'2019-11-17'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Days online'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Date created'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mtoday\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdays\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Downloads per day'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Download count'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mdays_since_created\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mNameError\u001b[0m: name 'days_since_created' is not defined" ] } ], "source": [ "today = pd.to_datetime('2019-11-17')\n", "df['Days online'] = -(df['Date created'] - today).dt.days\n", "df['Downloads per day'] = df['Download count'] / days_since_created" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "df.sort_values('Downloads per day', ascending=False).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data issues\n", "`xzg7k` @ https://engrxiv.org/xzg7k is very suspicious. The paper has little to no substance and the associated code repository is empty. It doesn't make sense why this would be downloaded so much in so little time.\n", "\n", "`r4nmy` @ https://engrxiv.org/r4nmy/ was submitted on September 28, 2019 according to the website, but the \"Date created\" in the table is October 21, 2019. This seems to be incorrect." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "jan_2019 = pd.to_datetime('2019-01-01')\n", "jan_2018 = pd.to_datetime('2018-01-01')\n", "jan_2017 = pd.to_datetime('2017-01-01')\n", "one_year_ago = pd.to_datetime('2018-11-17')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "preprints_2019 = df[df['Date created'] > jan_2019]\n", "preprints_2018 = df[(df['Date created'] < jan_2019) & (df['Date created'] > jan_2018)]\n", "preprints_2017 = df[(df['Date created'] < jan_2018) & (df['Date created'] > jan_2017)]\n", "preprints_last_year = df[df['Date created'] > one_year_ago]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Top 5 2019 preprints by downloads per day" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "preprints_2019.sort_values('Downloads per day', ascending=False).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Top 5 2019 preprints by download count" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "preprints_2019.sort_values('Download count', ascending=False).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Top 5 2018 preprints by downloads per day" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "preprints_2018.sort_values('Downloads per day', ascending=False).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Top 5 2018 preprints by download count" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "preprints_2018.sort_values('Download count', ascending=False).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Top 5 2017 preprints by downloads per day" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "preprints_2017.sort_values('Downloads per day', ascending=False).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Top 5 2017 preprints by download count" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "preprints_2017.sort_values('Download count', ascending=False).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Top 5 preprints of last 365 days by downloads per day" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "preprints_last_year.sort_values('Downloads per day', ascending=False).head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Top 5 preprints of last 365 days by download count" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "preprints_last_year.sort_values('Download count', ascending=False).head()" ] } ], "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": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 4 }