{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Collapsible Sidebar Usage Analysis\n", "\n", "[Task](https://phabricator.wikimedia.org/T245735)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Background/Purpose\n", "\n", "A collapsible sidebar was deployed as an opt-out feature to test wikis as part of the new vector skin on desktop. This was the first change as part of the [Desktop Improvements Project](https://www.mediawiki.org/wiki/Reading/Web/Desktop_Improvements) and allows users to collapse the lengthy menu found on the left side of each page.\n", "\n", "The sidebar was deployed as open by default for all users and the status preserved for logged-in users across sessions. The purpose of this analysis is to investigate how the collapsible sidebar is affecting user behavior.\n", "\n", "Data includes events recorded from 22 July 2020 through 31 August 2020 from the [DesktopWebUIActionsSchema](https://meta.wikimedia.org/wiki/Schema:DesktopWebUIActionsTracking). We also reviewed events recorded in [pageview_hourly](https://wikitech.wikimedia.org/wiki/Analytics/Data_Lake/Traffic/Pageview_hourly) table and [webrequest](https://wikitech.wikimedia.org/wiki/Analytics/Data_Lake/Traffic/Webrequest) to understand dekstop interaction prior to the deployment of the collapsible sidebar and instrumentation.\n", "\n", "**Deployment Dates**\n", "\n", "| project | Wed. July 22 | Tues. July 28 | Wed. Aug 5|\n", "|--------------|------------|-------------|-------------|\n", "| euwiki (Basque Wikipedia) | x | | \n", "| fawiki (Persian Wikipedia) | | x | \n", "| frwiki (French Wikipedia) | | | x \n", "| frwiktionary (French Wiktionary) | x | | \n", "| hewiki (Hebrew Wikipedia) | | x | \n", "| ptwikiversity (Portuguese Wikiversity) | x | | " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Metrics\n", "\n", "1. [What is the frequency that users collapse and uncollapse the sidebar?](#What-is-the-frequency-that-users-collapse-and-uncollapse-the-sidebar?)\n", " * [What are the total and average clicks to the sidebar per session?](#What-are-the-total-and-average-clicks-to-the-sidebar-per-session?)\n", " * [What is the frequency of sidebar clicks in each session?](#What-is-the-frequenct-of-sidebar-clicks-in-each-session?)\n", " * [What percent of all sessions include a sidebar click?](#What-percent-of-all-sessions-include-a-sidebar-click?)\n", " \n", " \n", "2. [What are the different interaction types with the sidebar?](#What-are-the-different-interaction-types-with-the-sidebar?) \n", "i.e. Once the sidebar is collapsed, do users open it when they need to, or do they just ignore it altogether?\n", "\n", " \n", "3. [What is the overall difference in interaction with sidebar links before and after the change?](#What-is-the-overall-difference-in-interaction-with-sidebar-links-before-and-after-the-change?)\n", " * [How do the sidebar events per session compare for each skin type?](#How-do-the-sidebar-events-per-session-compare-for-each-skin-type?)\n", " * [What is the impact on the donate link?](#What-is-the-impact-on-the-donate-link?)\n", " * [What is the difference in sidebar link interactions pre and post deployment?](#What-is-the-difference-in-sidebar-link-interactions-pre-and-post-deployment?)\n" ] }, { "cell_type": "code", "execution_count": 1005, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "
\n", " \n", "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "library(IRdisplay)\n", "\n", "display_html(\n", "'\n", "
\n", " \n", "
'\n", ")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "shhh <- function(expr) suppressPackageStartupMessages(suppressWarnings(suppressMessages(expr)))\n", "shhh({\n", " library(tidyverse); library(glue); library(lubridate); library(scales)\n", "})" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "options(repr.plot.width = 15, repr.plot.height = 7)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "#deployment annotations to use in charts \n", "\n", "vertical_lines <- as.numeric(as.Date(c(\"2020-07-22\", \"2020-07-28\", \"2020-08-05\")))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# What is the frequency that users collapse and uncollapse the sidebar?\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Approach\n", "\n", "Reviewed the following:\n", "- Number of clicks to the sidebar and average clicks per session overall and by wiki, edit count, and logged in status.\n", "- Percent of sessions with clicks to the sidebar (either to collapse or to uncollapse)\n", "- Frequency of number of clicks to the sidebar per session \n", "\n", "Note: In the section below, a sidebar click is defined as a click to either collapse or uncollapse the sidebar.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What are the total and average clicks to the sidebar per session?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "#collect sidebar clicks by edit count, sidebar state and wiki\n", "query <- \n", "\"SELECT \n", " date_format(dt, 'yyyy-MM-dd') AS date,\n", " event.token AS session,\n", " wiki AS wiki,\n", " event.isAnon AS logged_in_status,\n", " event.isSidebarCollapsed AS sidebar_state,\n", " event.editCountBucket AS user_edit_count,\n", " COUNT(*) as events\n", "FROM event.desktopwebuiactionstracking\n", "WHERE \n", "-- review clicks to the sidebar\n", " event.name = 'ui.sidebar' \n", " AND event.action = 'click'\n", " AND year = 2020\n", " AND ((month=07 AND day >= 22) OR month= 08 ) \n", "-- sidebar is collapsible only on new vector skin\n", " AND event.skinversion = 2\n", " AND wiki <> 'testwiki'\n", " AND useragent.is_bot = false\n", "GROUP BY\n", " date_format(dt, 'yyyy-MM-dd'),\n", " event.token,\n", " event.isAnon,\n", " event.isSidebarCollapsed,\n", " wiki,\n", " event.editCountBucket\n", "\"" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Don't forget to authenticate with Kerberos using kinit\n", "\n" ] } ], "source": [ "sidebar_clicks <- wmfdata::query_hive(query)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "sidebar_clicks$date <- as.Date(sidebar_clicks$date, format = \"%Y-%m-%d\")" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "sidebar_clicks$sidebar_state <- ifelse(sidebar_clicks$sidebar_state == 'false', \"uncollapse\", \"collapse\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "sidebar_clicks$logged_in_status <- ifelse(sidebar_clicks$logged_in_status == 'false', \"logged-in\", \"logged-out\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overall" ] }, { "cell_type": "code", "execution_count": 1007, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'date' (override with `.groups` argument)\n", "\n" ] }, { "data": { "image/png": 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nPxSIUlpFjRXJy6qqi6qq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CINVKS3nSrKys9PT0q0coE6PqkfTKakRC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\nTJxcxArEBjhmm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6U926SoPRdsaXIuDv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\nSRaL8xNAAAAgAElEQVSG3R0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gszIrGQFhILaSGxkBYS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\n3MTebb7Rs2fPVlRUmKk0A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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "# Number of collapse events vs uncollapse events\n", "\n", "p <- sidebar_clicks %>%\n", " group_by(date, sidebar_state) %>%\n", " summarise(total_events = sum(events)) %>%\n", " ggplot(aes(x=date, y= total_events, color = sidebar_state)) +\n", " geom_line(size = 1.5) +\n", "geom_vline(xintercept = vertical_lines,\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2020-07-22'), y=1E3, label=\"New skin deployed on Basque Wiki, Fr wiktionary, Pt wikiversity\"), size=3.7, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2020-07-28'), y=1E3, label=\"New skin deployed on Persian and Hebrew Wikipedias\"), size=3.7, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2020-08-05'), y=1E3, label=\"New skin deployed on French Wikipedia\"), size=3.7, vjust = -1.2, angle = 90, color = \"black\") +\n", " scale_x_date(\"Date\", labels = date_format(\"%d %b %Y\"), date_breaks = \"1 week\") +\n", " scale_y_continuous(\"Number of clicks per day\") +\n", " labs (title = \"Daily sidebar clicks by sidebar state\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),\n", " axis.text.x = element_text(angle = 45, vjust = 0.5, hjust=0.5),\n", " text = element_text(size=18))\n", "p\n", "\n", "ggsave(\"Figures/daily_sidebar_clicks_overall.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Overall Avearge Clicks Per Session" ] }, { "cell_type": "code", "execution_count": 243, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "
A data.frame: 1 × 3
num_eventsnum_sessionsavg_clicks
<int><int><dbl>
57703287232.008948
\n" ], "text/latex": [ "A data.frame: 1 × 3\n", "\\begin{tabular}{lll}\n", " num\\_events & num\\_sessions & avg\\_clicks\\\\\n", " & & \\\\\n", "\\hline\n", "\t 57703 & 28723 & 2.008948\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 1 × 3\n", "\n", "| num_events <int> | num_sessions <int> | avg_clicks <dbl> |\n", "|---|---|---|\n", "| 57703 | 28723 | 2.008948 |\n", "\n" ], "text/plain": [ " num_events num_sessions avg_clicks\n", "1 57703 28723 2.008948 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "count_events_overall <- sidebar_clicks %>%\n", " summarize(num_events = sum(events),\n", " num_sessions = n_distinct(session),\n", " avg_clicks = num_events/num_sessions)\n", "\n", "count_events_overall" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Overall Avearge Clicks Per Session By Sidebar State" ] }, { "cell_type": "code", "execution_count": 246, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` ungrouping output (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\n", "
A tibble: 2 × 4
sidebar_statenum_eventsnum_sessionsavg_clicks
<chr><int><int><dbl>
collapse 37566275021.365937
uncollapse20137146351.375948
\n" ], "text/latex": [ "A tibble: 2 × 4\n", "\\begin{tabular}{llll}\n", " sidebar\\_state & num\\_events & num\\_sessions & avg\\_clicks\\\\\n", " & & & \\\\\n", "\\hline\n", "\t collapse & 37566 & 27502 & 1.365937\\\\\n", "\t uncollapse & 20137 & 14635 & 1.375948\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 2 × 4\n", "\n", "| sidebar_state <chr> | num_events <int> | num_sessions <int> | avg_clicks <dbl> |\n", "|---|---|---|---|\n", "| collapse | 37566 | 27502 | 1.365937 |\n", "| uncollapse | 20137 | 14635 | 1.375948 |\n", "\n" ], "text/plain": [ " sidebar_state num_events num_sessions avg_clicks\n", "1 collapse 37566 27502 1.365937 \n", "2 uncollapse 20137 14635 1.375948 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "count_events_bysidebarstatus <- sidebar_clicks %>%\n", " group_by(sidebar_state) %>%\n", " summarize(num_events = sum(events),\n", " num_sessions = n_distinct(session),\n", " avg_clicks = num_events/num_sessions)\n", "\n", "count_events_bysidebarstatus " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is a sharp increases in number of clicks to the sidebar (both to either collapse or uncollapse) following each deployment. Following the last deployment to French Wikipedia on August 5th, the number of clicks to the sidebar have begun to stabilize to around 1400 to 1700 clicks per day. \n", "\n", "From the first deployment on July 22nd to the end of August 2020, there have been a total of 57,703 clicks to either collapse or uncollapse sidebar by 28,723 unique search sessions. There is an average 2 sidebar clicks per session.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the sidebar was set as uncollapsed by default, there are more clicks to collapse the sidebar. There are roughly the same average number of clicks per session (1.3) to either collapse or uncollapse. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By Wiki" ] }, { "cell_type": "code", "execution_count": 921, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'date' (override with `.groups` argument)\n", "\n" ] }, { "data": { "image/png": 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s5tGL5rz4kuyeiFjl7oGCUzdMuVoVAwAAAADqIRgFAKDx0suzlbte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\nXSiqfeMFfszpd2l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kIcSCn4YAA0ESJlwXNYkkWa1ppd6yVm9eozev1ZlWUYxWlmWPx8OyrJJNhPZ/FoTh7mRm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\nuHjxInxnGR8fHx8fHx8fHx8fHx8fn3sOXxid46mnnko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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "#Chart overall sidebar clicks over time by wiki\n", "\n", "p <- sidebar_clicks %>%\n", " group_by(date, wiki) %>%\n", " summarise(total_clicks = sum(events),\n", " avg_clicks = sum(events)/n_distinct(session)) %>%\n", " ggplot(aes(x=date, y= total_clicks, color = wiki)) +\n", " geom_line(size = 1.5) +\n", "geom_vline(xintercept = vertical_lines,\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2020-07-22'), y=2.5, label=\"New skin deployed on Basque Wiki, French wiktionary, Portuguese wikiversity\"), size=3.7, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2020-07-28'), y=2.5, label=\"New skin deployed on Persian and Hebrew Wikipedias\"), size=3.7, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2020-08-05'), y=2.5, label=\"New skin deployed on French Wikipedia\"), size=3.7, vjust = -1.2, angle = 90, color = \"black\") +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 week\") +\n", " scale_y_continuous(\"Number of clicks per day\") +\n", " labs (title = \"Daily sidebar clicks by wiki\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),,\n", " text = element_text(size=18))\n", "p\n", "\n", "ggsave(\"Figures/daily_sidebar_clicks_bywiki.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Overall Average Clicks Per Session By Wiki" ] }, { "cell_type": "code", "execution_count": 924, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` ungrouping output (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 6 × 4
wikitotal_eventsunique_sessionsavg_events_persession
<chr><int><int><dbl>
euwiki 638 2602.453846
fawiki 6549 22232.946019
frwiki 41969219021.916218
frwiktionary 2733 14581.874486
hewiki 5704 28262.018401
ptwikiversity 110 542.037037
\n" ], "text/latex": [ "A tibble: 6 × 4\n", "\\begin{tabular}{llll}\n", " wiki & total\\_events & unique\\_sessions & avg\\_events\\_persession\\\\\n", " & & & \\\\\n", "\\hline\n", "\t euwiki & 638 & 260 & 2.453846\\\\\n", "\t fawiki & 6549 & 2223 & 2.946019\\\\\n", "\t frwiki & 41969 & 21902 & 1.916218\\\\\n", "\t frwiktionary & 2733 & 1458 & 1.874486\\\\\n", "\t hewiki & 5704 & 2826 & 2.018401\\\\\n", "\t ptwikiversity & 110 & 54 & 2.037037\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 4\n", "\n", "| wiki <chr> | total_events <int> | unique_sessions <int> | avg_events_persession <dbl> |\n", "|---|---|---|---|\n", "| euwiki | 638 | 260 | 2.453846 |\n", "| fawiki | 6549 | 2223 | 2.946019 |\n", "| frwiki | 41969 | 21902 | 1.916218 |\n", "| frwiktionary | 2733 | 1458 | 1.874486 |\n", "| hewiki | 5704 | 2826 | 2.018401 |\n", "| ptwikiversity | 110 | 54 | 2.037037 |\n", "\n" ], "text/plain": [ " wiki total_events unique_sessions avg_events_persession\n", "1 euwiki 638 260 2.453846 \n", "2 fawiki 6549 2223 2.946019 \n", "3 frwiki 41969 21902 1.916218 \n", "4 frwiktionary 2733 1458 1.874486 \n", "5 hewiki 5704 2826 2.018401 \n", "6 ptwikiversity 110 54 2.037037 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# average clicks per wiki \n", "sidebar_clicks_bywiki <- sidebar_clicks %>%\n", " group_by(wiki) %>%\n", " summarize(total_events = sum(events),\n", " unique_sessions = n_distinct(session),\n", " avg_events_persession = total_events/unique_sessions)\n", "\n", "sidebar_clicks_bywiki" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "French Wiktionary had the lowest average sidebar clicks per session (1.87) while Persian Wikipedia had the highest (2.94)" ] }, { "cell_type": "code", "execution_count": 922, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'date', 'wiki' (override with `.groups` argument)\n", "\n" ] }, { "data": { "image/png": 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ISFRUVEu35Yv/lPwVE52cTFTN1PyWlP58Tpb4ks07ExMW2uxW3kKP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9qtB2yQtl4BxdYinSxWnz6FlGpsNo9P5o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\nz3xJBcBxnKJbMsJmmwgEAoFADCtRGPtMnz7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RsiFzhZBZDZKHk1kNpIaTWQ1MCacHaasXewF7sVdpe4HUz0GEugRfbIcOHRJ/5rq6upEj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\ncrGH9N1335WXlwe00pDTbbfd9vjjjzMM8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kXvv//+yZMnxZ+7deuWnp7eUld2aYJfoiAu3/KiQo3LvQBzqcxUfJbrkOTPsQKuX7Dsdrtk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\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c+IIYQEAoFsb4VSCgCCIMgx2UZztFM4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\n4cLbmAbO5rM2T5h6NyequSEI6Ngh8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Z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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "p <- sidebar_clicks %>%\n", " group_by(date, wiki, sidebar_state) %>%\n", " summarise(total_events = sum(events)) %>%\n", " ggplot(aes(x = date, y= total_events, color = sidebar_state)) +\n", " geom_line(size = 1.5) +\n", " facet_wrap(~wiki, scales = \"free\") +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 week\") +\n", " scale_y_continuous(\"Number of clicks per day\") +\n", " labs (title = \"Daily sidebar clicks by wiki and sidebar state\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),,\n", " text = element_text(size=18),\n", " axis.text.x = element_text(angle = 45, hjust = 1))\n", "p\n", "\n", "ggsave(\"Figures/daily_sidebar_clicks_wiki_sidebarstate.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "code", "execution_count": 928, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'wiki' (override with `.groups` argument)\n", "\n" ] }, { "data": { "image/png": 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gPgacMfr0009fuHBhw4YN48ePr+Ls9AMH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\n169fv3YzhZWihACrxfCETDUpIUEVAbaAPQJkooQA1DXGN0Zzc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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "p <- sidebar_clicks %>%\n", " group_by(wiki, sidebar_state) %>%\n", " summarise(total_events = sum(events)) %>%\n", " ggplot(aes(x = sidebar_state, y= total_events, fill = sidebar_state)) +\n", " geom_bar(stat = 'identity') +\n", " facet_wrap(~wiki, scales = \"free\") +\n", " scale_y_continuous(\"Total number of clicks\") +\n", " labs (title = \"Total sidebar clicks by wiki and sidebar state\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),,\n", " text = element_text(size=18),\n", " axis.text.x = element_text(angle = 45, hjust = 1))\n", "p\n", "\n", "ggsave(\"Figures/total_sidebar_clicks_bywiki.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are a higher number of collapse events compared to uncollapse events for Persian Wikipedia, French Wikipedia, Hebrew Wikipedia and Portuguese Wikiversity, which makes sense as the sidebar was presented as uncollapsed as default. Ptwikiversity has a very low number of clicks to either collapse or uncollapse the sidebar (only 2 to 8 per day).\n", "\n", "Interestingly, Basque Wikipedia and French Wiktionary had a higher number of clicks to uncollapse the sidebar despite the sidebar being uncollapsed as default. Both of these wikis also had a signficantly higher average number of uncollapse clicks per session." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Average Clicks Per Session By Wiki and Sidebar State" ] }, { "cell_type": "code", "execution_count": 927, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'wiki' (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 12 × 5
wikisidebar_statetotal_eventsunique_sessionsavg_events_persession
<chr><chr><int><int><dbl>
euwiki collapse 146 1151.269565
euwiki uncollapse 492 2312.129870
fawiki collapse 4556 21692.100507
fawiki uncollapse 1993 13181.512140
frwiki collapse 28087216011.300264
frwiki uncollapse13882105451.316453
frwiktionary collapse 1049 8171.283966
frwiktionary uncollapse 1684 10521.600760
hewiki collapse 3663 27531.330548
hewiki uncollapse 2041 14571.400824
ptwikiversitycollapse 65 471.382979
ptwikiversityuncollapse 45 321.406250
\n" ], "text/latex": [ "A grouped\\_df: 12 × 5\n", "\\begin{tabular}{lllll}\n", " wiki & sidebar\\_state & total\\_events & unique\\_sessions & avg\\_events\\_persession\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t euwiki & collapse & 146 & 115 & 1.269565\\\\\n", "\t euwiki & uncollapse & 492 & 231 & 2.129870\\\\\n", "\t fawiki & collapse & 4556 & 2169 & 2.100507\\\\\n", "\t fawiki & uncollapse & 1993 & 1318 & 1.512140\\\\\n", "\t frwiki & collapse & 28087 & 21601 & 1.300264\\\\\n", "\t frwiki & uncollapse & 13882 & 10545 & 1.316453\\\\\n", "\t frwiktionary & collapse & 1049 & 817 & 1.283966\\\\\n", "\t frwiktionary & uncollapse & 1684 & 1052 & 1.600760\\\\\n", "\t hewiki & collapse & 3663 & 2753 & 1.330548\\\\\n", "\t hewiki & uncollapse & 2041 & 1457 & 1.400824\\\\\n", "\t ptwikiversity & collapse & 65 & 47 & 1.382979\\\\\n", "\t ptwikiversity & uncollapse & 45 & 32 & 1.406250\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 12 × 5\n", "\n", "| wiki <chr> | sidebar_state <chr> | total_events <int> | unique_sessions <int> | avg_events_persession <dbl> |\n", "|---|---|---|---|---|\n", "| euwiki | collapse | 146 | 115 | 1.269565 |\n", "| euwiki | uncollapse | 492 | 231 | 2.129870 |\n", "| fawiki | collapse | 4556 | 2169 | 2.100507 |\n", "| fawiki | uncollapse | 1993 | 1318 | 1.512140 |\n", "| frwiki | collapse | 28087 | 21601 | 1.300264 |\n", "| frwiki | uncollapse | 13882 | 10545 | 1.316453 |\n", "| frwiktionary | collapse | 1049 | 817 | 1.283966 |\n", "| frwiktionary | uncollapse | 1684 | 1052 | 1.600760 |\n", "| hewiki | collapse | 3663 | 2753 | 1.330548 |\n", "| hewiki | uncollapse | 2041 | 1457 | 1.400824 |\n", "| ptwikiversity | collapse | 65 | 47 | 1.382979 |\n", "| ptwikiversity | uncollapse | 45 | 32 | 1.406250 |\n", "\n" ], "text/plain": [ " wiki sidebar_state total_events unique_sessions\n", "1 euwiki collapse 146 115 \n", "2 euwiki uncollapse 492 231 \n", "3 fawiki collapse 4556 2169 \n", "4 fawiki uncollapse 1993 1318 \n", "5 frwiki collapse 28087 21601 \n", "6 frwiki uncollapse 13882 10545 \n", "7 frwiktionary collapse 1049 817 \n", "8 frwiktionary uncollapse 1684 1052 \n", "9 hewiki collapse 3663 2753 \n", "10 hewiki uncollapse 2041 1457 \n", "11 ptwikiversity collapse 65 47 \n", "12 ptwikiversity uncollapse 45 32 \n", " avg_events_persession\n", "1 1.269565 \n", "2 2.129870 \n", "3 2.100507 \n", "4 1.512140 \n", "5 1.300264 \n", "6 1.316453 \n", "7 1.283966 \n", "8 1.600760 \n", "9 1.330548 \n", "10 1.400824 \n", "11 1.382979 \n", "12 1.406250 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# average clicks per wiki \n", "sidebar_clicks_bywiki_sidebarstatus <- sidebar_clicks %>%\n", " group_by(wiki, sidebar_state) %>%\n", " summarize(total_events = sum(events),\n", " unique_sessions = n_distinct(session),\n", " avg_events_persession = total_events/unique_sessions)\n", "\n", "sidebar_clicks_bywiki_sidebarstatus" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By Edit Count" ] }, { "cell_type": "code", "execution_count": 946, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'date' (override with `.groups` argument)\n", "\n" ] }, { "data": { "image/png": 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CowAAAAAQ7jxOpV+2bFngZ8/NzQ38JAAANALNGqOpMT4sEpqZYPi5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\nmdjkQO9uAlolg02YMSpqKn2dDUY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++jf6Q86y8a5x4jK/Jt/3fI4hze9XNs0TXmxLEGFjDHjrAGg9f2AwAAAADQvCAwCtCi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\nNxBgnVfhB0Jsj0i3iPTxENMb4jtkpifEd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C8t+UYg0NnX/1G8NvHQ64tyctbmZq/Nzl7DsimE7YwLIVog0Obx1Lk9dV5vvdtT6/HUq2oK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\nmRFGR/B6G8MKqct1KKUVLZbZ9or1xTNuQuhsL3Q25cI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1QAnqDDjVGbzXbw4MGNGzdu3749MzOzvr6+R48eKpWq/Xto2nXK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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "p <- sidebar_clicks %>%\n", "# remove anonymous users\n", " filter(logged_in_status == 'logged-in') %>%\n", " group_by(date, user_edit_count) %>%\n", " summarise(total_events = sum(events)) %>%\n", " ggplot(aes(x=date, y= total_events, color = user_edit_count)) +\n", " geom_line(size = 1.5) +\n", " scale_y_continuous(\"Number of clicks per day\") +\n", " scale_x_date(\"Date\", labels = date_format(\"%d %b %Y\"), date_breaks = \"1 week\") +\n", " labs (title = \"Daily sidebar clicks by user edit count\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=18),\n", " axis.text.x = element_text(angle = 45, hjust = 1))\n", "p\n", "\n", "ggsave(\"Figures/daily_sidebar_clicks_byusereditcount.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Average sidebar clicks per session by edit count" ] }, { "cell_type": "code", "execution_count": 947, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` ungrouping output (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 5 × 4
user_edit_counttotal_eventsunique_sessionsavg_events_persession
<chr><int><int><dbl>
0 edits 7562702.800000
1-4 edits 2381092.183486
100-999 edits 6822392.853556
1000+ edits 15145912.561760
5-99 edits 5842372.464135
\n" ], "text/latex": [ "A tibble: 5 × 4\n", "\\begin{tabular}{llll}\n", " user\\_edit\\_count & total\\_events & unique\\_sessions & avg\\_events\\_persession\\\\\n", " & & & \\\\\n", "\\hline\n", "\t 0 edits & 756 & 270 & 2.800000\\\\\n", "\t 1-4 edits & 238 & 109 & 2.183486\\\\\n", "\t 100-999 edits & 682 & 239 & 2.853556\\\\\n", "\t 1000+ edits & 1514 & 591 & 2.561760\\\\\n", "\t 5-99 edits & 584 & 237 & 2.464135\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 5 × 4\n", "\n", "| user_edit_count <chr> | total_events <int> | unique_sessions <int> | avg_events_persession <dbl> |\n", "|---|---|---|---|\n", "| 0 edits | 756 | 270 | 2.800000 |\n", "| 1-4 edits | 238 | 109 | 2.183486 |\n", "| 100-999 edits | 682 | 239 | 2.853556 |\n", "| 1000+ edits | 1514 | 591 | 2.561760 |\n", "| 5-99 edits | 584 | 237 | 2.464135 |\n", "\n" ], "text/plain": [ " user_edit_count total_events unique_sessions avg_events_persession\n", "1 0 edits 756 270 2.800000 \n", "2 1-4 edits 238 109 2.183486 \n", "3 100-999 edits 682 239 2.853556 \n", "4 1000+ edits 1514 591 2.561760 \n", "5 5-99 edits 584 237 2.464135 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# average clicks per editcount \n", "sidebar_clicks_byeditcount <- sidebar_clicks %>%\n", "# remove anonymous users\n", " filter(logged_in_status == 'logged-in') %>%\n", " group_by(user_edit_count) %>%\n", " summarize(total_events = sum(events),\n", " unique_sessions = n_distinct(session),\n", " avg_events_persession = total_events/unique_sessions)\n", "\n", "sidebar_clicks_byeditcount" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There was a high daily number of sidebar clicks for users with over 1000+ edits on the deployment dates of July 28th and August 5th. The daily number of sidebar clicks have since stabilized with all edit groups having between 2 to 3 average number of events per session. \n", "\n", "The highest average clicks per session (2.85 clicks per session) was for users with between 100 and 199 cumulative edits and the lowest was for users with 1-4 edits (2.18 clicks per session). " ] }, { "cell_type": "code", "execution_count": 952, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'date', 'user_edit_count' (override with `.groups` argument)\n", "\n" ] }, { "data": { "image/png": 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WlsnhpGVR5f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\nS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qxuLKVY1I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\n+rCGTNPUNE0UxXDGYoxFZ5DyPE2WZam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PMp0RFo8r5UFM9oSm7Le551uQKjRNTR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\nGQohhBBCyIeEURi94447Kisr77r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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "p <- sidebar_clicks %>%\n", "# remove anonymous users\n", " filter(logged_in_status == 'logged-in') %>%\n", " group_by(date, user_edit_count, sidebar_state) %>%\n", " summarise(total_events = sum(events)) %>%\n", " ggplot(aes(x = date, y= total_events, color = sidebar_state)) +\n", " geom_line(size = 1.5) +\n", " facet_wrap(~user_edit_count, scales = \"free\") +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 week\") +\n", " scale_y_continuous(\"Number of clicks per day\") +\n", " labs (title = \"Daily sidebar clicks by user edit count and sidebar state\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),,\n", " text = element_text(size=18),\n", " axis.text.x = element_text(angle = 45, hjust = 1))\n", "p\n", "\n", "ggsave(\"Figures/daily_sidebar_clicks_byusereditcount_sidebarstate.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "code", "execution_count": 949, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'user_edit_count' (override with `.groups` argument)\n", "\n" ] }, { "data": { "image/png": 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m/Pnz8fHxImI2m5966qlrHmu5hXp6enp1MVXuCm3HfzQAACAASURBVA0NVR4cO3bM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\nhIToCqxJSUnTpk1Tq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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "p <- sidebar_clicks %>%\n", "# remove logged in users\n", " filter(logged_in_status == 'logged-in') %>%\n", " group_by(user_edit_count, sidebar_state) %>%\n", " summarise(total_events = sum(events)) %>%\n", " ggplot(aes(x=sidebar_state, y= total_events, fill = sidebar_state)) +\n", " geom_col() +\n", " facet_wrap(~user_edit_count, scales = 'free') +\n", " scale_y_continuous(\"Total number of clicks\") +\n", " labs (title = \"Total sidebar clicks by user edit count\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),,\n", " text = element_text(size=18),\n", " axis.text.x = element_text(angle = 45, hjust = 1))\n", "p\n", "\n", "ggsave(\"Figures/total_sidebar_clicks_byusereditcount_sidebarstate.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Average sidebar clicks per session by edit count and sidebar state" ] }, { "cell_type": "code", "execution_count": 951, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'user_edit_count' (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 10 × 5
user_edit_countsidebar_statetotal_eventsunique_sessionsavg_events
<chr><chr><int><int><dbl>
0 edits collapse 4122481.661290
0 edits uncollapse3442121.622642
1-4 edits collapse 124 971.278351
1-4 edits uncollapse114 851.341176
100-999 editscollapse 3502131.643192
100-999 editsuncollapse3322001.660000
1000+ edits collapse 7574631.634989
1000+ edits uncollapse7574811.573805
5-99 edits collapse 3102121.462264
5-99 edits uncollapse2741901.442105
\n" ], "text/latex": [ "A grouped\\_df: 10 × 5\n", "\\begin{tabular}{lllll}\n", " user\\_edit\\_count & sidebar\\_state & total\\_events & unique\\_sessions & avg\\_events\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t 0 edits & collapse & 412 & 248 & 1.661290\\\\\n", "\t 0 edits & uncollapse & 344 & 212 & 1.622642\\\\\n", "\t 1-4 edits & collapse & 124 & 97 & 1.278351\\\\\n", "\t 1-4 edits & uncollapse & 114 & 85 & 1.341176\\\\\n", "\t 100-999 edits & collapse & 350 & 213 & 1.643192\\\\\n", "\t 100-999 edits & uncollapse & 332 & 200 & 1.660000\\\\\n", "\t 1000+ edits & collapse & 757 & 463 & 1.634989\\\\\n", "\t 1000+ edits & uncollapse & 757 & 481 & 1.573805\\\\\n", "\t 5-99 edits & collapse & 310 & 212 & 1.462264\\\\\n", "\t 5-99 edits & uncollapse & 274 & 190 & 1.442105\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 10 × 5\n", "\n", "| user_edit_count <chr> | sidebar_state <chr> | total_events <int> | unique_sessions <int> | avg_events <dbl> |\n", "|---|---|---|---|---|\n", "| 0 edits | collapse | 412 | 248 | 1.661290 |\n", "| 0 edits | uncollapse | 344 | 212 | 1.622642 |\n", "| 1-4 edits | collapse | 124 | 97 | 1.278351 |\n", "| 1-4 edits | uncollapse | 114 | 85 | 1.341176 |\n", "| 100-999 edits | collapse | 350 | 213 | 1.643192 |\n", "| 100-999 edits | uncollapse | 332 | 200 | 1.660000 |\n", "| 1000+ edits | collapse | 757 | 463 | 1.634989 |\n", "| 1000+ edits | uncollapse | 757 | 481 | 1.573805 |\n", "| 5-99 edits | collapse | 310 | 212 | 1.462264 |\n", "| 5-99 edits | uncollapse | 274 | 190 | 1.442105 |\n", "\n" ], "text/plain": [ " user_edit_count sidebar_state total_events unique_sessions avg_events\n", "1 0 edits collapse 412 248 1.661290 \n", "2 0 edits uncollapse 344 212 1.622642 \n", "3 1-4 edits collapse 124 97 1.278351 \n", "4 1-4 edits uncollapse 114 85 1.341176 \n", "5 100-999 edits collapse 350 213 1.643192 \n", "6 100-999 edits uncollapse 332 200 1.660000 \n", "7 1000+ edits collapse 757 463 1.634989 \n", "8 1000+ edits uncollapse 757 481 1.573805 \n", "9 5-99 edits collapse 310 212 1.462264 \n", "10 5-99 edits uncollapse 274 190 1.442105 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# average clicks per editcount \n", "sidebar_clicks_byeditcount <- sidebar_clicks %>%\n", "# remove logged in users\n", " filter(logged_in_status == 'logged-in') %>%\n", " group_by(user_edit_count, sidebar_state) %>%\n", " summarize(total_events = sum(events),\n", " unique_sessions = n_distinct(session),\n", " avg_events = total_events/unique_sessions)\n", "\n", "sidebar_clicks_byeditcount" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For most all of the edit groups, there is a higher number of collapse events vs uncollapse events. This is expected as the sidebar is presented as uncollapsed by default to all users. For higher edit count groups (100+ edits and 100-999 edits), there almost an equal proportion of collapse and uncollapse events total indicating that these groups might more frequently collapse and uncollapse the sidebar multiple times within a session. \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By Logged in vs logged out users" ] }, { "cell_type": "code", "execution_count": 957, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'date' (override with `.groups` argument)\n", "\n" ] }, { "data": { "image/png": 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6BaZwiPnd73538eJFraOA/nTu3Hnu3LnXX3+91oEAgfBrYvTyVuKh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8OSHk5ZdfFn8qMTFRpqAgNLgmQzGVHsKV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\nVFSsX7/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s0fqnHJjc4pP7YVuVEAAAAA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\nn1s/Fhs91OpqPoAu/advrGga0qEm9YfVFzs6nhDCEfJJdU3q4T/Wd5AVn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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "#Chart overall sidebar clicks over time by logged in vs logged out\n", "\n", "p <- sidebar_clicks %>%\n", " group_by(date, logged_in_status) %>%\n", " summarise(total_clicks = sum(events),\n", " avg_clicks = sum(events)/n_distinct(session)) %>%\n", " ggplot(aes(x=date, y= total_clicks, color = logged_in_status)) +\n", " geom_line(size = 1.5) +\n", "geom_vline(xintercept = vertical_lines,\n", " linetype = \"dashed\", color = \"black\") +\n", " geom_text(aes(x=as.Date('2020-07-22'), y=1.5E3, label=\"New skin deployed on Basque Wiki, Fr wiktionary, Pt wikiversity\"), size=3.7, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2020-07-28'), y=1.5E3, label=\"New skin deployed on Persian and Hebrew Wikipedias\"), size=3.7, vjust = -1.2, angle = 90, color = \"black\") +\n", " geom_text(aes(x=as.Date('2020-08-05'), y=1.5E3, label=\"New skin deployed on French Wikipedia\"), size=3.7, vjust = -1.2, angle = 90, color = \"black\") +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 week\") +\n", " scale_y_continuous(\"Number of clicks per day\") +\n", " labs (title = \"Daily sidebar clicks by logged in vs anonymous\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),,\n", " text = element_text(size=18))\n", "p\n", "\n", "ggsave(\"Figures/daily_sidebar_clicks_byloggedin.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are more sidebar clicks by logged-out users vs logged-in users, which is expected as there are more logged-out sessions. Both follow similar trends with increases in total number of clicks around the deployment dates." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Average clicks per session by logged in status" ] }, { "cell_type": "code", "execution_count": 270, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` ungrouping output (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\n", "
A tibble: 2 × 4
logged_in_statustotal_eventsunique_sessionsavg_events
<chr><int><int><dbl>
logged-in 3774 14452.611765
logged-out53929273011.975349
\n" ], "text/latex": [ "A tibble: 2 × 4\n", "\\begin{tabular}{llll}\n", " logged\\_in\\_status & total\\_events & unique\\_sessions & avg\\_events\\\\\n", " & & & \\\\\n", "\\hline\n", "\t logged-in & 3774 & 1445 & 2.611765\\\\\n", "\t logged-out & 53929 & 27301 & 1.975349\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 2 × 4\n", "\n", "| logged_in_status <chr> | total_events <int> | unique_sessions <int> | avg_events <dbl> |\n", "|---|---|---|---|\n", "| logged-in | 3774 | 1445 | 2.611765 |\n", "| logged-out | 53929 | 27301 | 1.975349 |\n", "\n" ], "text/plain": [ " logged_in_status total_events unique_sessions avg_events\n", "1 logged-in 3774 1445 2.611765 \n", "2 logged-out 53929 27301 1.975349 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# average clicks per logged in status \n", "sidebar_clicks_byanon <- sidebar_clicks %>%\n", " group_by(logged_in_status) %>%\n", " summarize(total_events = sum(events),\n", " unique_sessions = n_distinct(session),\n", " avg_events = total_events/unique_sessions)\n", "\n", "sidebar_clicks_byanon" ] }, { "cell_type": "code", "execution_count": 958, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'date', 'logged_in_status' (override with `.groups` argument)\n", "\n" ] }, { "data": { "image/png": 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IelYWXwIAABDC4XD8utl5h9Swsa51O49pXddfyjsreZy3HQAAhDEC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\nExhRbUru+FHTsLuhGQvdEptVkX9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4sD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\nUkFRMb8WilyBSpklTgjAwfQIIYRQUmBgFCVNcCl9+MCo9A7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KCwtPPfVU/vWkpAAAIABJREFUAPjXv/4Vs22i9MOyki74EQRGRccPYmA0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\nQ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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "p <- sidebar_clicks %>%\n", " group_by(date, logged_in_status, sidebar_state) %>%\n", " summarise(total_events = sum(events)) %>%\n", " ggplot(aes(x = date, y= total_events, color = sidebar_state)) +\n", " geom_line(size = 1.5) +\n", " facet_wrap(~logged_in_status, scales = \"free\") +\n", " scale_x_date(\"Date\", labels = date_format(\"%b %Y\"), date_breaks = \"1 week\") +\n", " scale_y_continuous(\"Number of clicks per day\") +\n", " labs (title = \"Daily sidebar clicks by logged in status and sidebar state\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),,\n", " text = element_text(size=18),\n", " axis.text.x = element_text(angle = 45, hjust = 1))\n", "p\n", "\n", "\n", "ggsave(\"Figures/daily_sidebar_clicks_byloggedin_sidebarstate.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "code", "execution_count": 959, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'logged_in_status' (override with `.groups` argument)\n", "\n" ] }, { "data": { "image/png": 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AAAiBzBKAAAAAAQOYJRAAAAACByBKMAAAAAQOQIRgEAAACAyBGMAgAA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\nWn3aEUIoLCy85pprOnTosG3btsmTJ9d4lpkHpFsDelNjAtSdKRBkJ1MggCw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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "p <- sidebar_clicks %>%\n", " group_by(logged_in_status, sidebar_state) %>%\n", " summarise(total_events = sum(events)) %>%\n", " ggplot(aes(x = sidebar_state, y= total_events, fill = sidebar_state)) +\n", " geom_bar(stat = 'identity') +\n", " facet_wrap(~logged_in_status, scales = \"free\") +\n", " scale_y_continuous(\"Total number of clicks\") +\n", " labs (title = \"Total sidebar clicks by wiki\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),,\n", " text = element_text(size=18),\n", " axis.text.x = element_text(angle = 45, hjust = 1))\n", "p\n", "\n", "ggsave(\"Figures/total_sidebar_clicks_byloggedin_sidebarstate.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Logged-in users have a higher number of average sidebar clicks per session (2.6) compared to logged-out (1.9) (i.e. logged-in users clicks the sidebar more often on a per session basis). In addition, there is a similar number of clicks to collapse and clicks to uncollapse the sidebar for logged-in users while logged-out users have more than twice the number of collapse events compared to uncollapse events.\n", "\n", "Since the sidebar status is preserved for logged-in users across sessions, there might be logged-in session that start off with uncollapse event that require collapsing while logged-out users will always start with an uncollapsed sidebar.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What is the frequency of sidebar clicks in each session?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overall" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` ungrouping output (override with `.groups` argument)\n", "\n" ] }, { "data": { "image/png": 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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "# Chart histogram showing frequency of clicks per session\n", "\n", "p <- sidebar_clicks %>%\n", " group_by(session)%>%\n", " summarize(sidebar_clicks = sum(events)) %>%\n", "# removing sessions with over 20 clicks for visibility\n", " filter(sidebar_clicks < 20) %>%\n", " ggplot(aes(x= sidebar_clicks)) +\n", " geom_histogram(binwidth = 1, fill = 'turquoise3') +\n", " scale_y_continuous(\"Frequency\") +\n", " scale_x_continuous(\"Number of sidebar clicks per session\", breaks = seq(1,20,1)) +\n", " labs(title = \"Frequency of clicks to collapse or uncollapse per session\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=18)) \n", "p\n", "\n", "ggsave(\"Figures/sidebar_click_frequency.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The majority of sessions have either 1 or 2 clicks to the sidebar, with most just having one. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By Wiki" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'session' (override with `.groups` argument)\n", "\n" ] }, { "data": { "image/png": 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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "# Chart histogram showing frequency of clicks per session\n", "\n", "p <- sidebar_clicks %>%\n", " group_by(session, wiki)%>%\n", " summarize(sidebar_clicks = sum(events)) %>%\n", "# removing sessions with over 20 clicks for visibility\n", " filter(sidebar_clicks < 20) %>%\n", " ggplot(aes(x= sidebar_clicks)) +\n", " geom_histogram(binwidth = 1, fill = 'turquoise3') +\n", " facet_wrap(~wiki, scales = 'free') +\n", " scale_y_continuous(\"Frequency\") +\n", " scale_x_continuous(\"Number of sidebar clicks per session\", breaks = seq(1,20,2)) +\n", " labs(title = \"Frequency of clicks to collapse or uncollapse per session by wiki\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=18)) \n", "p\n", "\n", "ggsave(\"Figures/sidebar_click_frequency_bywiki.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Across all of the test wikis, the sidebar is clicked either once or twice most frequently in a session. French Wikipedia, Persian Wikipedia, and ptWikiversity have a higher proprtion of sessions with 2 clicks while French Wikitionary and Basque Wikipedia have the larget propotion of one click sessions. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### User Edit Count" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'session' (override with `.groups` argument)\n", "\n" ] }, { "data": { "image/png": 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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "# Chart histogram showing frequency of clicks per session\n", "\n", "p <- sidebar_clicks %>%\n", " group_by(session, user_edit_count)%>%\n", " summarize(sidebar_clicks = sum(events)) %>%\n", "# removing sessions with over 20 clicks for visibility\n", " filter(sidebar_clicks < 20) %>%\n", " ggplot(aes(x= sidebar_clicks)) +\n", " geom_histogram(binwidth = 1, fill = 'turquoise3') +\n", " facet_wrap(~user_edit_count, scales = 'free') +\n", " scale_y_continuous(\"Frequency\") +\n", " scale_x_continuous(\"Number of sidebar clicks per session\", breaks = seq(1,20,2)) +\n", " labs(title = \"Frequency of clicks to collapse or uncollapse per session by user edit count\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=18)) \n", "p\n", "\n", "ggsave(\"Figures/sidebar_click_frequency_byeditcount.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Users with either 0 edits or over 1000 edits had a higher frequency of sessions with 1 click while users with edits between those two groups had a higher frequency of session with 2 clicks. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### logged in vs logged out" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'session' (override with `.groups` argument)\n", "\n" ] }, { "data": { "image/png": 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OHd7353xQYDAAAAABCFMoLRqVOnhhAymUzFBgMAAAAA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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "# Chart histogram showing frequency of clicks per session\n", "\n", "p <- sidebar_clicks %>%\n", " group_by(session, logged_in_status)%>%\n", " summarize(sidebar_clicks = sum(events)) %>%\n", "# removing sessions with over 20 clicks for visibility\n", " filter(sidebar_clicks < 20) %>%\n", " ggplot(aes(x= sidebar_clicks)) +\n", " geom_histogram(binwidth = 1, fill = 'turquoise3') +\n", " facet_wrap(~logged_in_status, scales = 'free') +\n", " scale_y_continuous(\"Frequency\") +\n", " scale_x_continuous(\"Number of sidebar clicks per session\", breaks = seq(1,20,2)) +\n", " labs(title = \"Frequency of clicks to collapse or uncollapse the sidebar per session\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=18)) \n", "p\n", "\n", "ggsave(\"Figures/sidebar_click_frequency_byloggedout.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Logged out users have a higher frequency of one sidebar clicks per session while logged in users have a higher frequency of 2 clicks per session." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What percent of all sessions include a sidebar click?" ] }, { "cell_type": "code", "execution_count": 276, "metadata": {}, "outputs": [], "source": [ "## Count types of click events by session, wiki and edit count\n", "query <- \n", "\"SELECT \n", " event.token AS session,\n", " wiki AS wiki,\n", " event.isAnon AS logged_in_status,\n", " event.editCountBucket AS user_edit_count,\n", " SUM(CAST(event.action = 'click' and event.name = 'ui.sidebar' AS INT)) as sidebar_click,\n", " SUM(CAST(event.action = 'click' AS INT)) as click_event,\n", " COUNT(*) all_events\n", "FROM event.desktopwebuiactionstracking\n", "WHERE \n", " year = 2020\n", " AND ((month=07 AND day >= 22) OR month= 08 ) \n", "-- sidebar is collapsible only on new vector skin\n", " AND event.skinversion = 2\n", " AND wiki <> 'testwiki'\n", " AND useragent.is_bot = false\n", "GROUP BY\n", " event.token,\n", " wiki,\n", " event.isAnon,\n", " event.editCountBucket\n", "\"" ] }, { "cell_type": "code", "execution_count": 277, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Don't forget to authenticate with Kerberos using kinit\n", "\n" ] } ], "source": [ "all_clicks <- wmfdata::query_hive(query)" ] }, { "cell_type": "code", "execution_count": 278, "metadata": {}, "outputs": [], "source": [ "all_clicks$logged_in_status <- ifelse(all_clicks$logged_in_status == 'false', \"logged-in\", \"logged-out\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overall" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#Counts by session\n", "\n", "count_clicks_bysession <- all_clicks %>%\n", " group_by(session) %>%\n", " summarize(sidebar_click = sum(sidebar_click),\n", " click_event = sum(click_event),\n", " all_events = sum(all_events))\n", "\n", "head(count_clicks_bysession)" ] }, { "cell_type": "code", "execution_count": 186, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "
A data.frame: 1 × 5
num_sidebar_sessionsnum_allclick_sessionsnum_all_sessionspct_click_sessionspct_all_sessions
<int><int><int><dbl><dbl>
1287452103482133494213.665450.134732
\n" ], "text/latex": [ "A data.frame: 1 × 5\n", "\\begin{tabular}{r|lllll}\n", " & num\\_sidebar\\_sessions & num\\_allclick\\_sessions & num\\_all\\_sessions & pct\\_click\\_sessions & pct\\_all\\_sessions\\\\\n", " & & & & & \\\\\n", "\\hline\n", "\t1 & 28745 & 210348 & 21334942 & 13.66545 & 0.134732\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A data.frame: 1 × 5\n", "\n", "| | num_sidebar_sessions <int> | num_allclick_sessions <int> | num_all_sessions <int> | pct_click_sessions <dbl> | pct_all_sessions <dbl> |\n", "|---|---|---|---|---|---|\n", "| 1 | 28745 | 210348 | 21334942 | 13.66545 | 0.134732 |\n", "\n" ], "text/plain": [ " num_sidebar_sessions num_allclick_sessions num_all_sessions\n", "1 28745 210348 21334942 \n", " pct_click_sessions pct_all_sessions\n", "1 13.66545 0.134732 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Percent of all sessions with at least 1 click to the sidebar \n", "sidebar_session_prop <- count_clicks_bysession %>%\n", " mutate(w_sidebar_click = ifelse(sidebar_click >= 1, 'true', 'false'),\n", " w_click = ifelse(click_event >= 1, 'true', 'false')) %>%\n", " summarize(num_sidebar_sessions = sum(w_sidebar_click == 'true'),\n", " num_allclick_sessions = sum(w_click == 'true'),\n", " num_all_sessions = n(),\n", " pct_click_sessions = num_sidebar_sessions/num_allclick_sessions * 100,\n", " pct_all_sessions = num_sidebar_sessions/num_all_sessions * 100)\n", "\n", "head(sidebar_session_prop)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Between July 22 and August 31, 2020, there were 28,745 sessions that included a click to collapse and/or uncollapse the sidebar. 0.13% of all recorded (including both init and click events) sessions and 13.67% of all sessions with a click included a click to collapse or uncollapse the sidebar. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By Wiki" ] }, { "cell_type": "code", "execution_count": 968, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'session' (override with `.groups` argument)\n", "\n" ] } ], "source": [ "#Counts by session and wiki\n", "\n", "count_clicks_bysessionwiki <- all_clicks %>%\n", " group_by(session, wiki) %>%\n", " summarize(sidebar_click = sum(sidebar_click),\n", " click_event = sum(click_event),\n", " all_events = sum(all_events))\n" ] }, { "cell_type": "code", "execution_count": 971, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` ungrouping output (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 6 × 6
wikinum_sessions_wsidebarclicknum_sessions_wclicknum_all_sessionspct_sidebarclick_of_allclick_sessionspct_sidebarclick_of_all_sessions
<chr><int><int><int><dbl><dbl>
euwiki 260 1656 3382315.7004830.76870768
fawiki 2223 32835 2564847 6.7702150.08667184
frwiki 219021387751635172015.7823820.13394310
frwiktionary 1458 5246 73011827.7926040.19969375
hewiki 2826 25238 162244711.1974010.17418134
ptwikiversity 54 263 1010820.5323190.53423031
\n" ], "text/latex": [ "A tibble: 6 × 6\n", "\\begin{tabular}{llllll}\n", " wiki & num\\_sessions\\_wsidebarclick & num\\_sessions\\_wclick & num\\_all\\_sessions & pct\\_sidebarclick\\_of\\_allclick\\_sessions & pct\\_sidebarclick\\_of\\_all\\_sessions\\\\\n", " & & & & & \\\\\n", "\\hline\n", "\t euwiki & 260 & 1656 & 33823 & 15.700483 & 0.76870768\\\\\n", "\t fawiki & 2223 & 32835 & 2564847 & 6.770215 & 0.08667184\\\\\n", "\t frwiki & 21902 & 138775 & 16351720 & 15.782382 & 0.13394310\\\\\n", "\t frwiktionary & 1458 & 5246 & 730118 & 27.792604 & 0.19969375\\\\\n", "\t hewiki & 2826 & 25238 & 1622447 & 11.197401 & 0.17418134\\\\\n", "\t ptwikiversity & 54 & 263 & 10108 & 20.532319 & 0.53423031\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 6\n", "\n", "| wiki <chr> | num_sessions_wsidebarclick <int> | num_sessions_wclick <int> | num_all_sessions <int> | pct_sidebarclick_of_allclick_sessions <dbl> | pct_sidebarclick_of_all_sessions <dbl> |\n", "|---|---|---|---|---|---|\n", "| euwiki | 260 | 1656 | 33823 | 15.700483 | 0.76870768 |\n", "| fawiki | 2223 | 32835 | 2564847 | 6.770215 | 0.08667184 |\n", "| frwiki | 21902 | 138775 | 16351720 | 15.782382 | 0.13394310 |\n", "| frwiktionary | 1458 | 5246 | 730118 | 27.792604 | 0.19969375 |\n", "| hewiki | 2826 | 25238 | 1622447 | 11.197401 | 0.17418134 |\n", "| ptwikiversity | 54 | 263 | 10108 | 20.532319 | 0.53423031 |\n", "\n" ], "text/plain": [ " wiki num_sessions_wsidebarclick num_sessions_wclick num_all_sessions\n", "1 euwiki 260 1656 33823 \n", "2 fawiki 2223 32835 2564847 \n", "3 frwiki 21902 138775 16351720 \n", "4 frwiktionary 1458 5246 730118 \n", "5 hewiki 2826 25238 1622447 \n", "6 ptwikiversity 54 263 10108 \n", " pct_sidebarclick_of_allclick_sessions pct_sidebarclick_of_all_sessions\n", "1 15.700483 0.76870768 \n", "2 6.770215 0.08667184 \n", "3 15.782382 0.13394310 \n", "4 27.792604 0.19969375 \n", "5 11.197401 0.17418134 \n", "6 20.532319 0.53423031 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Percent of all sessions with at least 1 click to the sidebar by wiki\n", "sidebar_session_prop_bywiki <- count_clicks_bysessionwiki %>%\n", " mutate(w_sidebar_click = ifelse(sidebar_click >= 1, 'true', 'false'),\n", " w_click = ifelse(click_event >= 1, 'true', 'false')) %>%\n", " group_by(wiki) %>%\n", " summarize(num_sessions_wsidebarclick = sum(w_sidebar_click == 'true'),\n", " num_sessions_wclick = sum(w_click == 'true'),\n", " num_all_sessions = n(),\n", " pct_sidebarclick_of_allclick_sessions = num_sessions_wsidebarclick /num_sessions_wclick * 100,\n", " pct_sidebarclick_of_all_sessions = num_sessions_wsidebarclick/num_all_sessions * 100)\n", "\n", "sidebar_session_prop_bywiki" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Frwikitionary had the highest percentage of sessions with sidebar clicks (0.2% of all sessions with a click) and Persian Wikipedia had the lowest percentage of sessions with sidebar clicks (0.09% of all sessions)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By User Edit Count" ] }, { "cell_type": "code", "execution_count": 973, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'session' (override with `.groups` argument)\n", "\n" ] } ], "source": [ "#Counts by session and user edit count\n", "\n", "count_clicks_bysession_editcount <- all_clicks %>%\n", "# remove logged out users\n", " filter(logged_in_status == 'logged-in') %>%\n", " group_by(session, user_edit_count) %>%\n", " summarize(sidebar_click = sum(sidebar_click),\n", " click_event = sum(click_event),\n", " all_events = sum(all_events))\n" ] }, { "cell_type": "code", "execution_count": 974, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` ungrouping output (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 5 × 6
user_edit_countnum_sessions_wsidebarclicknum_sessions_wclicknum_all_sessionspct_sidebarclick_of_allclick_sessionspct_sidebarclick_of_all_sessions
<chr><int><int><int><dbl><dbl>
0 edits 270 4160248026.4903851.0886219
1-4 edits 109 3461138863.1493790.7849633
100-999 edits239 6973231653.4275061.0317289
1000+ edits 59121776429042.7139971.3774939
5-99 edits 237 6756287193.5079930.8252376
\n" ], "text/latex": [ "A tibble: 5 × 6\n", "\\begin{tabular}{llllll}\n", " user\\_edit\\_count & num\\_sessions\\_wsidebarclick & num\\_sessions\\_wclick & num\\_all\\_sessions & pct\\_sidebarclick\\_of\\_allclick\\_sessions & pct\\_sidebarclick\\_of\\_all\\_sessions\\\\\n", " & & & & & \\\\\n", "\\hline\n", "\t 0 edits & 270 & 4160 & 24802 & 6.490385 & 1.0886219\\\\\n", "\t 1-4 edits & 109 & 3461 & 13886 & 3.149379 & 0.7849633\\\\\n", "\t 100-999 edits & 239 & 6973 & 23165 & 3.427506 & 1.0317289\\\\\n", "\t 1000+ edits & 591 & 21776 & 42904 & 2.713997 & 1.3774939\\\\\n", "\t 5-99 edits & 237 & 6756 & 28719 & 3.507993 & 0.8252376\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 5 × 6\n", "\n", "| user_edit_count <chr> | num_sessions_wsidebarclick <int> | num_sessions_wclick <int> | num_all_sessions <int> | pct_sidebarclick_of_allclick_sessions <dbl> | pct_sidebarclick_of_all_sessions <dbl> |\n", "|---|---|---|---|---|---|\n", "| 0 edits | 270 | 4160 | 24802 | 6.490385 | 1.0886219 |\n", "| 1-4 edits | 109 | 3461 | 13886 | 3.149379 | 0.7849633 |\n", "| 100-999 edits | 239 | 6973 | 23165 | 3.427506 | 1.0317289 |\n", "| 1000+ edits | 591 | 21776 | 42904 | 2.713997 | 1.3774939 |\n", "| 5-99 edits | 237 | 6756 | 28719 | 3.507993 | 0.8252376 |\n", "\n" ], "text/plain": [ " user_edit_count num_sessions_wsidebarclick num_sessions_wclick\n", "1 0 edits 270 4160 \n", "2 1-4 edits 109 3461 \n", "3 100-999 edits 239 6973 \n", "4 1000+ edits 591 21776 \n", "5 5-99 edits 237 6756 \n", " num_all_sessions pct_sidebarclick_of_allclick_sessions\n", "1 24802 6.490385 \n", "2 13886 3.149379 \n", "3 23165 3.427506 \n", "4 42904 2.713997 \n", "5 28719 3.507993 \n", " pct_sidebarclick_of_all_sessions\n", "1 1.0886219 \n", "2 0.7849633 \n", "3 1.0317289 \n", "4 1.3774939 \n", "5 0.8252376 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Percent of all sessions with at least 1 click to the sidebar by user edit count\n", "sidebar_session_prop_byeditcount <- count_clicks_bysession_editcount %>%\n", " mutate(w_sidebar_click = ifelse(sidebar_click >= 1, 'true', 'false'),\n", " w_click = ifelse(click_event >= 1, 'true', 'false')) %>%\n", " group_by(user_edit_count) %>%\n", " summarize(num_sessions_wsidebarclick = sum(w_sidebar_click == 'true'),\n", " num_sessions_wclick = sum(w_click == 'true'),\n", " num_all_sessions = n(),\n", " pct_sidebarclick_of_allclick_sessions = num_sessions_wsidebarclick /num_sessions_wclick * 100,\n", " pct_sidebarclick_of_all_sessions = num_sessions_wsidebarclick/num_all_sessions * 100)\n", "\n", "head(sidebar_session_prop_byeditcount)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Users with 0 edits had the highest percentage of sessions with sidebar clicks (1.09% of all sessions) and users with 1-4 edits had the lowest percentage of sessions with sidebar clicks (0.78%). \n", "\n", "Users with over 1000 edits had the lowest percentage of sessions with sidebar clicks out of all sessions that included a click. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Logged In Status" ] }, { "cell_type": "code", "execution_count": 975, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'session' (override with `.groups` argument)\n", "\n" ] } ], "source": [ "#Counts by session and user edit count\n", "\n", "count_clicks_bysession_isanon <- all_clicks %>%\n", " group_by(session, logged_in_status) %>%\n", " summarize(sidebar_click = sum(sidebar_click),\n", " click_event = sum(click_event),\n", " all_events = sum(all_events))\n" ] }, { "cell_type": "code", "execution_count": 978, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` ungrouping output (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\n", "
A tibble: 2 × 6
logged_in_statusnum_sessions_wsidebarclicknum_sessions_wclicknum_all_sessionspct_sidebarclick_of_allclick_sessionspct_sidebarclick_of_all_sessions
<chr><int><int><int><dbl><dbl>
logged-in 1445 41710 129086 3.4643971.1194088
logged-out273011683022120809116.2214350.1287292
\n" ], "text/latex": [ "A tibble: 2 × 6\n", "\\begin{tabular}{llllll}\n", " logged\\_in\\_status & num\\_sessions\\_wsidebarclick & num\\_sessions\\_wclick & num\\_all\\_sessions & pct\\_sidebarclick\\_of\\_allclick\\_sessions & pct\\_sidebarclick\\_of\\_all\\_sessions\\\\\n", " & & & & & \\\\\n", "\\hline\n", "\t logged-in & 1445 & 41710 & 129086 & 3.464397 & 1.1194088\\\\\n", "\t logged-out & 27301 & 168302 & 21208091 & 16.221435 & 0.1287292\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 2 × 6\n", "\n", "| logged_in_status <chr> | num_sessions_wsidebarclick <int> | num_sessions_wclick <int> | num_all_sessions <int> | pct_sidebarclick_of_allclick_sessions <dbl> | pct_sidebarclick_of_all_sessions <dbl> |\n", "|---|---|---|---|---|---|\n", "| logged-in | 1445 | 41710 | 129086 | 3.464397 | 1.1194088 |\n", "| logged-out | 27301 | 168302 | 21208091 | 16.221435 | 0.1287292 |\n", "\n" ], "text/plain": [ " logged_in_status num_sessions_wsidebarclick num_sessions_wclick\n", "1 logged-in 1445 41710 \n", "2 logged-out 27301 168302 \n", " num_all_sessions pct_sidebarclick_of_allclick_sessions\n", "1 129086 3.464397 \n", "2 21208091 16.221435 \n", " pct_sidebarclick_of_all_sessions\n", "1 1.1194088 \n", "2 0.1287292 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Percent of all sessions with at least 1 click to the sidebar by logged in status\n", "sidebar_session_prop_byloggedstate <- count_clicks_bysession_isanon %>%\n", " mutate(w_sidebar_click = ifelse(sidebar_click >= 1, 'true', 'false'),\n", " w_click = ifelse(click_event >= 1, 'true', 'false')) %>%\n", " group_by(logged_in_status) %>%\n", " summarize(num_sessions_wsidebarclick = sum(w_sidebar_click == 'true'),\n", " num_sessions_wclick = sum(w_click == 'true'),\n", " num_all_sessions = n(),\n", " pct_sidebarclick_of_allclick_sessions = num_sessions_wsidebarclick /num_sessions_wclick * 100,\n", " pct_sidebarclick_of_all_sessions = num_sessions_wsidebarclick/num_all_sessions * 100)\n", "\n", "head(sidebar_session_prop_byloggedstate)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When looking at only sessions that included a click action, logged out users had the highest percentage of sessions with sidebar clicks (16.2% of all click sessions).\n", "\n", "However, when looking at all sessions including both init and click actions, logged out users had a lower percentage of sessions with sidebar clicks (0.13% of all sessions)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# What are the different interaction types with the sidebar?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Approach\n", "\n", "- Identify session length for when the sidebar was collapsed or uncollapsed by finding the time the sidebar was collapsed and/or uncollapsed and the total session length for each session using the DesktopWebUIActions schema. \n", "- Review the different interaction types with the sidebar for each session. (i.e. was the sidebar open or closed the majority of the time?, Did users typically uncollapse the sidebar after collapsing?). \n", "- Note: \"Sidebar click\" is defined as a click to collapse or uncollapse the sidebar in the analysis below.\n", "\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Find session length and sidebar click time for all modern vector skin sessions\n", "\n", "query <- \n", "\"\n", "WITH start_session AS (\n", "SELECT\n", " event.token AS session,\n", " wiki,\n", " MIN(dt) AS session_start_ts\n", "FROM event.desktopwebuiactionstracking\n", "WHERE \n", " year = 2020\n", " AND ((month=07 AND day >= 22) OR month= 08 ) \n", "-- sidebar is collapsible only on new vector skin\n", " AND event.skinversion = 2\n", " AND wiki <> 'testwiki'\n", " AND useragent.is_bot = false\n", "GROUP BY\n", " event.token,\n", " wiki\n", "),\n", "\n", "end_session AS (\n", "SELECT\n", " event.token AS session,\n", " wiki,\n", " MAX(dt) AS session_end_ts\n", "FROM event.desktopwebuiactionstracking\n", "WHERE \n", " year = 2020\n", " AND ((month=07 AND day >= 22) OR month= 08 ) \n", "-- sidebar is collapsible only on new vector skin\n", " AND event.skinversion = 2\n", " AND wiki <> 'testwiki'\n", " AND useragent.is_bot = false\n", "GROUP BY\n", " event.token,\n", " wiki\n", "),\n", "\n", "uncollapse_click_event AS (\n", "SELECT\n", " event.token AS session,\n", " wiki,\n", " dt AS uncollapse_click_ts\n", "FROM event.desktopwebuiactionstracking\n", "WHERE \n", "-- review clicks to the sidebar\n", " event.name = 'ui.sidebar' \n", " AND event.action = 'click'\n", " AND event.isSidebarCollapsed = false\n", " AND year = 2020\n", " AND ((month=07 AND day >= 22) OR month= 08 ) \n", "-- sidebar is collapsible only on new vector skin\n", " AND event.skinversion = 2\n", " AND wiki <> 'testwiki'\n", " AND useragent.is_bot = false\n", "),\n", "\n", "collapse_click_event AS (\n", "SELECT\n", " event.token AS session,\n", " wiki,\n", " dt AS collapse_click_ts\n", "FROM event.desktopwebuiactionstracking\n", "WHERE \n", "-- review clicks to the sidebar\n", " event.name = 'ui.sidebar' \n", " AND event.action = 'click'\n", " AND event.isSidebarCollapsed = true\n", " AND year = 2020\n", " AND ((month=07 AND day >= 22) OR month= 08 ) \n", "-- sidebar is collapsible only on new vector skin\n", " AND event.skinversion = 2\n", " AND wiki <> 'testwiki'\n", " AND useragent.is_bot = false\n", ")\n", "\n", "SELECT \n", " start_session.session, \n", " start_session.wiki,\n", " start_session.session_start_ts,\n", " end_session.session_end_ts,\n", " collapse_click_event.collapse_click_ts,\n", " uncollapse_click_event.uncollapse_click_ts\n", "FROM start_session\n", "JOIN end_session\n", " ON start_session.session = end_session.session AND\n", " start_session.wiki = end_session.wiki\n", "LEFT JOIN collapse_click_event\n", "ON start_session.session = collapse_click_event.session AND\n", " start_session.wiki = collapse_click_event.wiki\n", "LEFT JOIN uncollapse_click_event\n", "ON start_session.session = uncollapse_click_event.session AND\n", " start_session.wiki = uncollapse_click_event.wiki\n", "\"" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Don't forget to authenticate with Kerberos using kinit\n", "\n" ] } ], "source": [ "sidebar_session_info <- wmfdata::query_hive(query)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Warning message:\n", "“Problem with `mutate()` input `collapse_click_length_time`.\n", "\u001b[34mℹ\u001b[39m 21286167 failed to parse.\n", "\u001b[34mℹ\u001b[39m Input `collapse_click_length_time` is `ymd_hms(collapse_click_ts) - session_start`.”\n", "Warning message:\n", "“ 21286167 failed to parse.”\n" ] } ], "source": [ "# Calculate session lengths\n", "session_lengths <- sidebar_session_info %>%\n", " mutate(\n", " session_start = ymd_hms(session_start_ts),\n", " session_end = ymd_hms(session_end_ts),\n", " collapse_click_length_time = ymd_hms(collapse_click_ts) - session_start,\n", " session_length = session_end - session_start ,\n", " incl_sidebar_click = ifelse(collapse_click_ts != 'NULL' | uncollapse_click_ts != 'NULL', 1, 0 )) %>%\n", " group_by(session) %>%\n", "#some sessions recorded multiple times because it was collapsed and uncollapsed multiple times\n", " mutate(total_sidebar_events = sum(incl_sidebar_click)) %>%\n", " ungroup()\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "
A tibble: 1 × 1
num_sidebar_click_sessions
<int>
28723
\n" ], "text/latex": [ "A tibble: 1 × 1\n", "\\begin{tabular}{l}\n", " num\\_sidebar\\_click\\_sessions\\\\\n", " \\\\\n", "\\hline\n", "\t 28723\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 1 × 1\n", "\n", "| num_sidebar_click_sessions <int> |\n", "|---|\n", "| 28723 |\n", "\n" ], "text/plain": [ " num_sidebar_click_sessions\n", "1 28723 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Count all sessions with a sidebar_click\n", "count_sessions_sidebar_click <- session_lengths %>%\n", " filter(incl_sidebar_click == 1) %>%\n", " summarise(num_sidebar_click_sessions = n_distinct(session))\n", "\n", "count_sessions_sidebar_click" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What percent of sessions collapse and uncollapse the sidebar multiple times each?\n" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "
A tibble: 1 × 1
multiple_event_sessions
<int>
5204
\n" ], "text/latex": [ "A tibble: 1 × 1\n", "\\begin{tabular}{l}\n", " multiple\\_event\\_sessions\\\\\n", " \\\\\n", "\\hline\n", "\t 5204\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 1 × 1\n", "\n", "| multiple_event_sessions <int> |\n", "|---|\n", "| 5204 |\n", "\n" ], "text/plain": [ " multiple_event_sessions\n", "1 5204 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sidebar_multiple_event_session <- session_lengths %>%\n", "# review sessions with multiple sidebar events. Sidebar event defined as collapsing and uncollapsing multiple times.\n", " filter(total_sidebar_events > 1) %>%\n", " summarize(multiple_event_sessions = n_distinct(session))\n", " sidebar_multiple_event_session " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What percent of sessions have the sidebar collapsed vs uncollapsed the majority of the time? " ] }, { "cell_type": "code", "execution_count": 918, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "
A tibble: 1 × 3
num_sessionspct_majority_collapsedpct_majority_uncollapsed
<int><dbl><dbl>
879134.546765.4533
\n" ], "text/latex": [ "A tibble: 1 × 3\n", "\\begin{tabular}{lll}\n", " num\\_sessions & pct\\_majority\\_collapsed & pct\\_majority\\_uncollapsed\\\\\n", " & & \\\\\n", "\\hline\n", "\t 8791 & 34.5467 & 65.4533\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 1 × 3\n", "\n", "| num_sessions <int> | pct_majority_collapsed <dbl> | pct_majority_uncollapsed <dbl> |\n", "|---|---|---|\n", "| 8791 | 34.5467 | 65.4533 |\n", "\n" ], "text/plain": [ " num_sessions pct_majority_collapsed pct_majority_uncollapsed\n", "1 8791 34.5467 65.4533 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sidebar_collapsed_prop <- session_lengths %>%\n", "# review sessions where the sidebar was collapsed just once.\n", " filter(collapse_click_ts != 'NULL',\n", " uncollapse_click_ts == 'NULL',\n", " session_length != 0,\n", " total_sidebar_events == 1) %>%\n", "## if sidebar was collapsed less than halfway through session that it was collapsed majority of the time\n", " mutate(collapsed_time = ifelse(collapse_click_length_time/as.double(session_length, units = 'secs') <= 0.5, \"majority collapsed\", \"majority uncollapsed\")) %>%\n", " summarize(num_sessions = n_distinct(session),\n", " pct_majority_collapsed = sum(collapsed_time == 'majority collapsed')/num_sessions * 100,\n", " pct_majority_uncollapsed = sum(collapsed_time == 'majority uncollapsed')/num_sessions * 100)\n", " \n", "head(sidebar_collapsed_prop)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For sessions where the sidebar was collapsed only once, 34.5% sessions kept the sidebar collapsed the majority of their session time and 65.4% of sessions had the sidebar uncollapsed the majority of their session time (did not collapse it until towards the end of their session). Note: This does not include people who may have both collapsed and uncollapsed the sidebar mutliple times in a session. " ] }, { "cell_type": "code", "execution_count": 909, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` ungrouping output (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A tibble: 6 × 4
wikinum_sessionsprop_majority_collapsedprop_majority_uncollapsed
<chr><int><dbl><dbl>
euwiki 1631.2500068.75000
fawiki 58631.7406168.25939
frwiki 709334.7525765.24743
frwiktionary 22625.6637274.33628
hewiki 85737.1061862.89382
ptwikiversity 1338.4615461.53846
\n" ], "text/latex": [ "A tibble: 6 × 4\n", "\\begin{tabular}{llll}\n", " wiki & num\\_sessions & prop\\_majority\\_collapsed & prop\\_majority\\_uncollapsed\\\\\n", " & & & \\\\\n", "\\hline\n", "\t euwiki & 16 & 31.25000 & 68.75000\\\\\n", "\t fawiki & 586 & 31.74061 & 68.25939\\\\\n", "\t frwiki & 7093 & 34.75257 & 65.24743\\\\\n", "\t frwiktionary & 226 & 25.66372 & 74.33628\\\\\n", "\t hewiki & 857 & 37.10618 & 62.89382\\\\\n", "\t ptwikiversity & 13 & 38.46154 & 61.53846\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 6 × 4\n", "\n", "| wiki <chr> | num_sessions <int> | prop_majority_collapsed <dbl> | prop_majority_uncollapsed <dbl> |\n", "|---|---|---|---|\n", "| euwiki | 16 | 31.25000 | 68.75000 |\n", "| fawiki | 586 | 31.74061 | 68.25939 |\n", "| frwiki | 7093 | 34.75257 | 65.24743 |\n", "| frwiktionary | 226 | 25.66372 | 74.33628 |\n", "| hewiki | 857 | 37.10618 | 62.89382 |\n", "| ptwikiversity | 13 | 38.46154 | 61.53846 |\n", "\n" ], "text/plain": [ " wiki num_sessions prop_majority_collapsed prop_majority_uncollapsed\n", "1 euwiki 16 31.25000 68.75000 \n", "2 fawiki 586 31.74061 68.25939 \n", "3 frwiki 7093 34.75257 65.24743 \n", "4 frwiktionary 226 25.66372 74.33628 \n", "5 hewiki 857 37.10618 62.89382 \n", "6 ptwikiversity 13 38.46154 61.53846 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sidebar_collapsed_prop_bywiki <- session_lengths %>%\n", "# review sessions where the sidebar was collapsed just once.\n", " filter(collapse_click_ts != 'NULL',\n", " uncollapse_click_ts == 'NULL',\n", " session_length != 0,\n", " total_sidebar_events == 1) %>%\n", "## if sidebar was collapsed less than halfway through session that it was collapsed majority of the time\n", " mutate(collapsed_time = ifelse(collapse_click_length_time/as.double(session_length, units = 'secs') <= 0.5, \"majority collapsed\", \"majority uncollapsed\")) %>%\n", " group_by(wiki) %>%\n", " summarize(num_sessions = n_distinct(session),\n", " prop_majority_collapsed = sum(collapsed_time == 'majority collapsed')/num_sessions *100,\n", " prop_majority_uncollapsed = sum(collapsed_time == 'majority uncollapsed')/num_sessions * 100)\n", " \n", "head(sidebar_collapsed_prop_bywiki)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Sidebar Interactions Summary**\n", "\n", "|Session Behavior | Num_sessions | Percent of sessions with click to collapse and/or uncollapse\n", "|------|-----------|------------|\n", "| Collapse but don't uncollapse | 13475 | 46.91% | \n", "| Uncollapse but don't collapse | 1043 | 3.63% |\n", "| Collapse once and then uncollapse once [1] | 242 | 0.84%| \n", "| Uncollapse once and then collapse once [1] | 26 | 0.09% | \n", "| Both Collapse and Uncollapse under 1 second | 8733 |30.40% |\n", "| Collapse and/or Uncollapse multiple times within a session | 5204 |18.12% |\n", "\n", "[1] Events were greater than 1 second apart\n", "\n", "18.12% of all sessions with a sidebar click included mutiple collapse and multiple uncollapse events (i.e. the sidebar was collapsed more than once and/or uncollapsed more than once). For the majority of sessions (81.88%), the sidebar was collapsed and/or uncollapsed just once.\n", "\n", "46.91% of sessions collapse the sidebar and then don't interact with it again. Only 0.84% of sessions collapse the sidebar and then uncollapse. In 30.40% of sesssions, the sidebar was collapsed and uncollapsed in under 1 second. These might be users quickly testing the feature.\n", "\n", "Please see analysis below to see details regarding how the above numbers were calculated." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What percent of sessions uncollapse the sidebar after collapsing?" ] }, { "cell_type": "code", "execution_count": 911, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "
A tibble: 1 × 1
session_collapse_then_uncollapse
<int>
242
\n" ], "text/latex": [ "A tibble: 1 × 1\n", "\\begin{tabular}{l}\n", " session\\_collapse\\_then\\_uncollapse\\\\\n", " \\\\\n", "\\hline\n", "\t 242\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 1 × 1\n", "\n", "| session_collapse_then_uncollapse <int> |\n", "|---|\n", "| 242 |\n", "\n" ], "text/plain": [ " session_collapse_then_uncollapse\n", "1 242 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#count sessions where a collapse event was followed by uncollapse event\n", "session_collapse_then_uncollapse <- session_lengths %>%\n", " filter(total_sidebar_events == 1,\n", " uncollapse_click_ts != 'NULL',\n", " collapse_click_ts != 'NULL',\n", " uncollapse_click_ts > collapse_click_ts) %>%\n", " summarize(session_collapse_then_uncollapse = n_distinct(session))\n", "\n", "head(session_collapse_then_uncollapse)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What percent of sessions collapse the sidebar after uncollapsing?" ] }, { "cell_type": "code", "execution_count": 912, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "
A tibble: 1 × 1
session_collapse_then_uncollapse
<int>
26
\n" ], "text/latex": [ "A tibble: 1 × 1\n", "\\begin{tabular}{l}\n", " session\\_collapse\\_then\\_uncollapse\\\\\n", " \\\\\n", "\\hline\n", "\t 26\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 1 × 1\n", "\n", "| session_collapse_then_uncollapse <int> |\n", "|---|\n", "| 26 |\n", "\n" ], "text/plain": [ " session_collapse_then_uncollapse\n", "1 26 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#count sessions where a uncollapse event was followed by collapse event\n", "session_uncollapse_then_collapse <- session_lengths %>%\n", " filter(total_sidebar_events == 1,\n", " uncollapse_click_ts != 'NULL',\n", " collapse_click_ts != 'NULL',\n", " uncollapse_click_ts < collapse_click_ts) %>%\n", " summarize(session_collapse_then_uncollapse = n_distinct(session))\n", "\n", "head(session_uncollapse_then_collapse)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What percent of sessions don't uncollapse after collapsing ?" ] }, { "cell_type": "code", "execution_count": 913, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "
A tibble: 1 × 1
session_collapse_only
<int>
13475
\n" ], "text/latex": [ "A tibble: 1 × 1\n", "\\begin{tabular}{l}\n", " session\\_collapse\\_only\\\\\n", " \\\\\n", "\\hline\n", "\t 13475\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 1 × 1\n", "\n", "| session_collapse_only <int> |\n", "|---|\n", "| 13475 |\n", "\n" ], "text/plain": [ " session_collapse_only\n", "1 13475 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "session_collapse_only_frequency <- session_lengths %>%\n", " filter(total_sidebar_events == 1,\n", " uncollapse_click_ts == 'NULL',\n", " collapse_click_ts != 'NULL') %>%\n", " summarize(session_collapse_only = n_distinct(session))\n", "\n", "head(session_collapse_only_frequency)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "About 49.1% of sessions collapse the sidebar in a session and then do not uncollapse it again. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What percent of sessions don't collapse after uncollapsing ?" ] }, { "cell_type": "code", "execution_count": 914, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "
A tibble: 1 × 1
session_uncollapse_only
<int>
1043
\n" ], "text/latex": [ "A tibble: 1 × 1\n", "\\begin{tabular}{l}\n", " session\\_uncollapse\\_only\\\\\n", " \\\\\n", "\\hline\n", "\t 1043\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 1 × 1\n", "\n", "| session_uncollapse_only <int> |\n", "|---|\n", "| 1043 |\n", "\n" ], "text/plain": [ " session_uncollapse_only\n", "1 1043 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "session_uncollapse_only_frequency <- session_lengths %>%\n", " filter(total_sidebar_events == 1,\n", " uncollapse_click_ts != 'NULL',\n", " collapse_click_ts == 'NULL') %>%\n", " summarize(session_uncollapse_only = n_distinct(session))\n", "\n", "head(session_uncollapse_only_frequency)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What percent of sessions collapse and uncollapse within 1 second of each other?" ] }, { "cell_type": "code", "execution_count": 915, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\n", "
A tibble: 1 × 1
session_collapse_uncollapse_sametime
<int>
8733
\n" ], "text/latex": [ "A tibble: 1 × 1\n", "\\begin{tabular}{l}\n", " session\\_collapse\\_uncollapse\\_sametime\\\\\n", " \\\\\n", "\\hline\n", "\t 8733\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 1 × 1\n", "\n", "| session_collapse_uncollapse_sametime <int> |\n", "|---|\n", "| 8733 |\n", "\n" ], "text/plain": [ " session_collapse_uncollapse_sametime\n", "1 8733 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "session_collapse_uncollapse_sametime <- session_lengths %>%\n", " filter(total_sidebar_events == 1,\n", " uncollapse_click_ts != 'NULL',\n", " collapse_click_ts != 'NULL',\n", " uncollapse_click_ts == collapse_click_ts) %>%\n", " summarize(session_collapse_uncollapse_sametime = n_distinct(session))\n", "\n", "head(session_collapse_uncollapse_sametime)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# What is the overall difference in interaction with sidebar links before and after the change?\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Approach\n", "- Compare interactions with the sidebar link for both vector skin versions (legacy and modern) with a specific focus on the impact to donate link. Since this was deployed as opt-out to the reviewed wikis, there is not a random, equal split of users between the two groups so a direct comparison cannot be made as there may be some bias (the legacy skin version was only available to those that explicilty opt'd out) and also there more users that had the default experience. However, we can compare the average interactions per session to control for the different number of users.\n", "- I also reviewed the total number of clicks to the sidebar links for two week period before and after change for each wiki \n", "- Assuming that all sidebar links are recorded as \"n-\" in the data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How do the sidebar events per session compare for each skin type?" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "query <- \n", "\"\n", "SELECT\n", " date_format(dt, 'yyyy-MM-dd') AS date,\n", " event.token as session,\n", " event.skinversion,\n", " wiki AS wiki,\n", " event.isAnon AS logged_in_status,\n", " event.editCountBucket AS user_edit_count,\n", " event.name AS name,\n", " COUNT(*) AS events\n", "FROM event.desktopwebuiactionstracking\n", "WHERE\n", " year = 2020\n", " AND((month=07 AND day >= 22) OR month= 08 ) \n", " AND wiki <> 'testwiki'\n", " --- only reviewing clicks to sidebarlinks\n", " AND event.action = 'click'\n", " AND useragent.is_bot = false\n", " AND event.name LIKE 'n-%'\n", "GROUP BY \n", " date_format(dt, 'yyyy-MM-dd'),\n", " event.token,\n", " event.skinversion,\n", " wiki,\n", " event.isAnon,\n", " event.editCountBucket,\n", " event.name\n", "\"\n" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Don't forget to authenticate with Kerberos using kinit\n", "\n" ] } ], "source": [ "sidebar_link_interactions <- wmfdata::query_hive(query)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "sidebar_link_interactions$skinversion <- ifelse(sidebar_link_interactions$skinversion == '1', \"legacy\", \"modern\")" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "sidebar_link_interactions$logged_in_status <- ifelse(sidebar_link_interactions$logged_in_status == 'false', \"logged-in\", \"logged-out\")" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "sidebar_link_interactions$skinversion <- as.factor(sidebar_link_interactions$skinversion)" ] }, { "cell_type": "code", "execution_count": 541, "metadata": {}, "outputs": [], "source": [ "# query to find percent of sessions with a sidebar link click\n", "query <- \n", "\"\n", "SELECT\n", " date_format(dt, 'yyyy-MM-dd') AS date,\n", " event.token as session,\n", " event.skinversion,\n", " wiki AS wiki,\n", " event.isAnon AS logged_in_status,\n", " event.editCountBucket AS user_edit_count,\n", " event.name AS name,\n", " SUM(CAST(event.action = 'click' AND event.name LIKE 'n-%' AS INT)) AS sidebar_link_click\n", "FROM event.desktopwebuiactionstracking\n", "WHERE\n", " year = 2020\n", " AND((month=07 AND day >= 22) OR month= 08 ) \n", " AND wiki IN ('euwiki', 'fawiki', 'frwiki', 'frwiktionary', 'hewiki', 'ptwikiversity')\n", " AND useragent.is_bot = false\n", "GROUP BY \n", " date_format(dt, 'yyyy-MM-dd'),\n", " event.token,\n", " event.skinversion,\n", " wiki,\n", " event.isAnon,\n", " event.editCountBucket,\n", " event.name\n", "\"\n" ] }, { "cell_type": "code", "execution_count": 542, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Don't forget to authenticate with Kerberos using kinit\n", "\n" ] } ], "source": [ "sidebar_link_clicks <- wmfdata::query_hive(query)" ] }, { "cell_type": "code", "execution_count": 543, "metadata": {}, "outputs": [], "source": [ "sidebar_link_clicks$skinversion <- ifelse(sidebar_link_clicks$skinversion == '1', \"legacy\", \"modern\")" ] }, { "cell_type": "code", "execution_count": 544, "metadata": {}, "outputs": [], "source": [ "sidebar_link_clicks$logged_in_status <- ifelse(sidebar_link_clicks$logged_in_status == 'false', \"logged-in\", \"logged-out\")" ] }, { "cell_type": "code", "execution_count": 545, "metadata": {}, "outputs": [], "source": [ "sidebar_link_clicks$skinversion <- as.factor(sidebar_link_clicks$skinversion)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overall" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Average events per session by skin type" ] }, { "cell_type": "code", "execution_count": 1009, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` ungrouping output (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\n", "
A tibble: 2 × 4
skinversiontotal_eventsunique_sessionsavg_events_persession
<chr><int><int><dbl>
modern166826460043.626337
legacy 70515150704.679164
\n" ], "text/latex": [ "A tibble: 2 × 4\n", "\\begin{tabular}{llll}\n", " skinversion & total\\_events & unique\\_sessions & avg\\_events\\_persession\\\\\n", " & & & \\\\\n", "\\hline\n", "\t modern & 166826 & 46004 & 3.626337\\\\\n", "\t legacy & 70515 & 15070 & 4.679164\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 2 × 4\n", "\n", "| skinversion <chr> | total_events <int> | unique_sessions <int> | avg_events_persession <dbl> |\n", "|---|---|---|---|\n", "| modern | 166826 | 46004 | 3.626337 |\n", "| legacy | 70515 | 15070 | 4.679164 |\n", "\n" ], "text/plain": [ " skinversion total_events unique_sessions avg_events_persession\n", "1 modern 166826 46004 3.626337 \n", "2 legacy 70515 15070 4.679164 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sidebarlink_clicks_persession <- sidebar_link_interactions %>%\n", " group_by(skinversion) %>%\n", " summarize(total_events = sum(events),\n", " unique_sessions = n_distinct(session),\n", " avg_events_persession = total_events/unique_sessions) %>%\n", " arrange(desc(total_events))\n", "\n", "head(sidebarlink_clicks_persession)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The legacy skin has a slightly higher number of events per session (4.68) compared to modern (3.63)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Average events per session by skin type and event name" ] }, { "cell_type": "code", "execution_count": 1010, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'skinversion' (override with `.groups` argument)\n", "\n" ] } ], "source": [ "## Average events per session by skin type and event name\n", "\n", "sidebarlink_clicks_persession_byname <- sidebar_link_interactions %>%\n", " group_by(skinversion, name) %>%\n", " summarize(total_events = sum(events),\n", " unique_sessions = n_distinct(session),\n", " avg_events_persession = total_events/unique_sessions) %>%\n", " arrange(desc(total_events))\n" ] }, { "cell_type": "code", "execution_count": 472, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 20 × 5
skinversionnametotal_eventsunique_sessionsavg_events
<fct><chr><int><int><dbl>
legacyn-randompage 53138 60628.765754
legacyn-recentchanges 8727 30722.840820
legacyn-mainpage-description 3652 31871.145905
legacyn-portal 1017 7621.334646
legacyn-thema 908 8331.090036
legacyn-bistro 599 2042.936275
legacyn-contact 500 4811.039501
legacyn-aboutwp 478 4381.091324
legacyn-mainpage 236 1841.282609
legacyn-sitesupport 172 1621.061728
modernn-randompage 129265188756.848477
modernn-mainpage-description 10638 92611.148688
modernn-recentchanges 8771 43092.035507
modernn-mainpage 4289 38481.114605
modernn-thema 2728 25591.066041
modernn-portal 1779 14741.206920
modernn-contact 1743 16601.050000
modernn-aboutwp 1527 14401.060417
modernn-sitesupport 1256 11331.108561
modernn-help 623 5631.106572
\n" ], "text/latex": [ "A grouped\\_df: 20 × 5\n", "\\begin{tabular}{lllll}\n", " skinversion & name & total\\_events & unique\\_sessions & avg\\_events\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t legacy & n-randompage & 53138 & 6062 & 8.765754\\\\\n", "\t legacy & n-recentchanges & 8727 & 3072 & 2.840820\\\\\n", "\t legacy & n-mainpage-description & 3652 & 3187 & 1.145905\\\\\n", "\t legacy & n-portal & 1017 & 762 & 1.334646\\\\\n", "\t legacy & n-thema & 908 & 833 & 1.090036\\\\\n", "\t legacy & n-bistro & 599 & 204 & 2.936275\\\\\n", "\t legacy & n-contact & 500 & 481 & 1.039501\\\\\n", "\t legacy & n-aboutwp & 478 & 438 & 1.091324\\\\\n", "\t legacy & n-mainpage & 236 & 184 & 1.282609\\\\\n", "\t legacy & n-sitesupport & 172 & 162 & 1.061728\\\\\n", "\t modern & n-randompage & 129265 & 18875 & 6.848477\\\\\n", "\t modern & n-mainpage-description & 10638 & 9261 & 1.148688\\\\\n", "\t modern & n-recentchanges & 8771 & 4309 & 2.035507\\\\\n", "\t modern & n-mainpage & 4289 & 3848 & 1.114605\\\\\n", "\t modern & n-thema & 2728 & 2559 & 1.066041\\\\\n", "\t modern & n-portal & 1779 & 1474 & 1.206920\\\\\n", "\t modern & n-contact & 1743 & 1660 & 1.050000\\\\\n", "\t modern & n-aboutwp & 1527 & 1440 & 1.060417\\\\\n", "\t modern & n-sitesupport & 1256 & 1133 & 1.108561\\\\\n", "\t modern & n-help & 623 & 563 & 1.106572\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 20 × 5\n", "\n", "| skinversion <fct> | name <chr> | total_events <int> | unique_sessions <int> | avg_events <dbl> |\n", "|---|---|---|---|---|\n", "| legacy | n-randompage | 53138 | 6062 | 8.765754 |\n", "| legacy | n-recentchanges | 8727 | 3072 | 2.840820 |\n", "| legacy | n-mainpage-description | 3652 | 3187 | 1.145905 |\n", "| legacy | n-portal | 1017 | 762 | 1.334646 |\n", "| legacy | n-thema | 908 | 833 | 1.090036 |\n", "| legacy | n-bistro | 599 | 204 | 2.936275 |\n", "| legacy | n-contact | 500 | 481 | 1.039501 |\n", "| legacy | n-aboutwp | 478 | 438 | 1.091324 |\n", "| legacy | n-mainpage | 236 | 184 | 1.282609 |\n", "| legacy | n-sitesupport | 172 | 162 | 1.061728 |\n", "| modern | n-randompage | 129265 | 18875 | 6.848477 |\n", "| modern | n-mainpage-description | 10638 | 9261 | 1.148688 |\n", "| modern | n-recentchanges | 8771 | 4309 | 2.035507 |\n", "| modern | n-mainpage | 4289 | 3848 | 1.114605 |\n", "| modern | n-thema | 2728 | 2559 | 1.066041 |\n", "| modern | n-portal | 1779 | 1474 | 1.206920 |\n", "| modern | n-contact | 1743 | 1660 | 1.050000 |\n", "| modern | n-aboutwp | 1527 | 1440 | 1.060417 |\n", "| modern | n-sitesupport | 1256 | 1133 | 1.108561 |\n", "| modern | n-help | 623 | 563 | 1.106572 |\n", "\n" ], "text/plain": [ " skinversion name total_events unique_sessions avg_events\n", "1 legacy n-randompage 53138 6062 8.765754 \n", "2 legacy n-recentchanges 8727 3072 2.840820 \n", "3 legacy n-mainpage-description 3652 3187 1.145905 \n", "4 legacy n-portal 1017 762 1.334646 \n", "5 legacy n-thema 908 833 1.090036 \n", "6 legacy n-bistro 599 204 2.936275 \n", "7 legacy n-contact 500 481 1.039501 \n", "8 legacy n-aboutwp 478 438 1.091324 \n", "9 legacy n-mainpage 236 184 1.282609 \n", "10 legacy n-sitesupport 172 162 1.061728 \n", "11 modern n-randompage 129265 18875 6.848477 \n", "12 modern n-mainpage-description 10638 9261 1.148688 \n", "13 modern n-recentchanges 8771 4309 2.035507 \n", "14 modern n-mainpage 4289 3848 1.114605 \n", "15 modern n-thema 2728 2559 1.066041 \n", "16 modern n-portal 1779 1474 1.206920 \n", "17 modern n-contact 1743 1660 1.050000 \n", "18 modern n-aboutwp 1527 1440 1.060417 \n", "19 modern n-sitesupport 1256 1133 1.108561 \n", "20 modern n-help 623 563 1.106572 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "top_20_sidebarlinks <- sidebarlink_clicks_persession_byname %>%\n", " group_by(skinversion) %>%\n", " slice_max(total_events, n=10)\n", "\n", "top_20_sidebarlinks" ] }, { "cell_type": "code", "execution_count": 981, "metadata": {}, "outputs": [ { "data": { "image/png": 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E0BJn3yaXy6kH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\nHR1nz541aLHAYEcGN5Bum4oK/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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "p <- sidebarlink_clicks_persession_byname %>%\n", " filter(name %in% top_20_sidebarlinks$name) %>%\n", " ggplot(aes(x=name, y = avg_events, fill = skinversion)) +\n", " geom_col(position = 'dodge') +\n", " scale_y_continuous(\"Average clicks per session by link type\") +\n", " scale_x_discrete(\"Skin version\") +\n", " labs(title = \"Average sidebar link clicks per session\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=18),\n", " axis.text.x = element_text(angle = 45, hjust = 1)) \n", "p\n", "\n", "\n", "ggsave(\"Figures/average_sidebar_link_events.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The averarge sidebar link clicks per session are similar for both legacy and modern for most of the commonly clicked links. \n", "\n", "There is a slightly higher average clicks per session on legacy to the random page, recent changes, and community portal (bistro).\n", "\n", "For the donate link, there is a slightly higher number of average clicks per session on the modern skin compared to the legacy skin. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What percent of sessions include a click to the sidebar link?" ] }, { "cell_type": "code", "execution_count": 982, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` ungrouping output (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\n", "
A tibble: 2 × 4
skinversionnum_sessionssessions_w_linkclickpct_sessions_wlinkclick
<fct><int><int><dbl>
legacy 6059922175800.2901027
modern21313061515330.2417907
\n" ], "text/latex": [ "A tibble: 2 × 4\n", "\\begin{tabular}{llll}\n", " skinversion & num\\_sessions & sessions\\_w\\_linkclick & pct\\_sessions\\_wlinkclick\\\\\n", " & & & \\\\\n", "\\hline\n", "\t legacy & 6059922 & 17580 & 0.2901027\\\\\n", "\t modern & 21313061 & 51533 & 0.2417907\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 2 × 4\n", "\n", "| skinversion <fct> | num_sessions <int> | sessions_w_linkclick <int> | pct_sessions_wlinkclick <dbl> |\n", "|---|---|---|---|\n", "| legacy | 6059922 | 17580 | 0.2901027 |\n", "| modern | 21313061 | 51533 | 0.2417907 |\n", "\n" ], "text/plain": [ " skinversion num_sessions sessions_w_linkclick pct_sessions_wlinkclick\n", "1 legacy 6059922 17580 0.2901027 \n", "2 modern 21313061 51533 0.2417907 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sidebar_link_click_sessions <- sidebar_link_clicks %>%\n", " group_by(skinversion) %>%\n", " summarise(num_sessions = n_distinct(session),\n", " sessions_w_linkclick = sum(sidebar_link_click > 0),\n", " pct_sessions_wlinkclick = sessions_w_linkclick/num_sessions *100 )\n", "\n", "sidebar_link_click_sessions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The legacy skin has only a slightly higher percent of sessions that include a click to any one of the sidebar links compared to modern (0.29% vs 0.24%)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## By Wiki" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Average events per session by wiki and skin type" ] }, { "cell_type": "code", "execution_count": 983, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'wiki' (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 12 × 5
wikiskinversiontotal_eventsunique_sessionsavg_events_persession
<chr><chr><int><int><dbl>
ptwikiversitylegacy 5 31.666667
ptwikiversitymodern 178 961.854167
hewiki legacy 8034 18314.387766
hewiki modern 19357 55783.470240
frwiktionary legacy 493 1912.581152
frwiktionary modern 3464 12882.689441
frwiki legacy 59094120134.919171
frwiki modern131288326624.019595
fawiki legacy 2871 10232.806452
fawiki modern 11846 60101.971048
euwiki legacy 18 92.000000
euwiki modern 693 3701.872973
\n" ], "text/latex": [ "A grouped\\_df: 12 × 5\n", "\\begin{tabular}{lllll}\n", " wiki & skinversion & total\\_events & unique\\_sessions & avg\\_events\\_persession\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t ptwikiversity & legacy & 5 & 3 & 1.666667\\\\\n", "\t ptwikiversity & modern & 178 & 96 & 1.854167\\\\\n", "\t hewiki & legacy & 8034 & 1831 & 4.387766\\\\\n", "\t hewiki & modern & 19357 & 5578 & 3.470240\\\\\n", "\t frwiktionary & legacy & 493 & 191 & 2.581152\\\\\n", "\t frwiktionary & modern & 3464 & 1288 & 2.689441\\\\\n", "\t frwiki & legacy & 59094 & 12013 & 4.919171\\\\\n", "\t frwiki & modern & 131288 & 32662 & 4.019595\\\\\n", "\t fawiki & legacy & 2871 & 1023 & 2.806452\\\\\n", "\t fawiki & modern & 11846 & 6010 & 1.971048\\\\\n", "\t euwiki & legacy & 18 & 9 & 2.000000\\\\\n", "\t euwiki & modern & 693 & 370 & 1.872973\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 12 × 5\n", "\n", "| wiki <chr> | skinversion <chr> | total_events <int> | unique_sessions <int> | avg_events_persession <dbl> |\n", "|---|---|---|---|---|\n", "| ptwikiversity | legacy | 5 | 3 | 1.666667 |\n", "| ptwikiversity | modern | 178 | 96 | 1.854167 |\n", "| hewiki | legacy | 8034 | 1831 | 4.387766 |\n", "| hewiki | modern | 19357 | 5578 | 3.470240 |\n", "| frwiktionary | legacy | 493 | 191 | 2.581152 |\n", "| frwiktionary | modern | 3464 | 1288 | 2.689441 |\n", "| frwiki | legacy | 59094 | 12013 | 4.919171 |\n", "| frwiki | modern | 131288 | 32662 | 4.019595 |\n", "| fawiki | legacy | 2871 | 1023 | 2.806452 |\n", "| fawiki | modern | 11846 | 6010 | 1.971048 |\n", "| euwiki | legacy | 18 | 9 | 2.000000 |\n", "| euwiki | modern | 693 | 370 | 1.872973 |\n", "\n" ], "text/plain": [ " wiki skinversion total_events unique_sessions avg_events_persession\n", "1 ptwikiversity legacy 5 3 1.666667 \n", "2 ptwikiversity modern 178 96 1.854167 \n", "3 hewiki legacy 8034 1831 4.387766 \n", "4 hewiki modern 19357 5578 3.470240 \n", "5 frwiktionary legacy 493 191 2.581152 \n", "6 frwiktionary modern 3464 1288 2.689441 \n", "7 frwiki legacy 59094 12013 4.919171 \n", "8 frwiki modern 131288 32662 4.019595 \n", "9 fawiki legacy 2871 1023 2.806452 \n", "10 fawiki modern 11846 6010 1.971048 \n", "11 euwiki legacy 18 9 2.000000 \n", "12 euwiki modern 693 370 1.872973 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "## Average events per session by wiki and skin type\n", "\n", "sidebarlink_clicks_persession_bywiki <- sidebar_link_interactions %>%\n", " group_by(wiki, skinversion) %>%\n", " summarize(total_events = sum(events),\n", " unique_sessions = n_distinct(session),\n", " avg_events_persession = total_events/unique_sessions) %>%\n", " arrange(desc(wiki))\n", "\n", "sidebarlink_clicks_persession_bywiki" ] }, { "cell_type": "code", "execution_count": 985, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "p <- sidebarlink_clicks_persession_bywiki %>%\n", " ggplot(aes(x= skinversion, y = avg_events_persession, fill = skinversion)) +\n", " geom_col() +\n", " facet_wrap(~wiki) +\n", " scale_y_continuous(\"Average clicks per session\") +\n", " scale_x_discrete(\"Skin version\") +\n", " labs(title = \"Average sidebar link clicks per session by wiki\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=18)) \n", "p\n", "\n", "ggsave(\"Figures/average_sidebar_link_events_bywiki.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "French Wiktionary and Portuguese Wikiversity have a slightly higher average number of sidebar link clicks on the modern skin compared to legacy. For the Wikipedia test projects, there is a slightly higher average number of sidebar link clicks on the legacy skin compared to modern." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What percent of sessions by wiki include a click to the sidebar link?" ] }, { "cell_type": "code", "execution_count": 552, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'skinversion' (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 12 × 5
skinversionwikinum_sessionssessions_w_linkclickpct_click_sessions
<fct><chr><int><int><dbl>
legacyeuwiki 325 9 2.7692308
moderneuwiki 33823 490 1.4487183
legacyfawiki 67570 1142 1.6900992
modernfawiki 2564847 6626 0.2583390
legacyfrwiki 593765013574 0.2286090
modernfrwiki 1635172035920 0.2196711
legacyfrwiktionary 1566 26416.8582375
modernfrwiktionary 730118 1522 0.2084595
legacyhewiki 52779 2586 4.8996760
modernhewiki 1622447 6864 0.4230647
legacyptwikiversity 32 515.6250000
modernptwikiversity 10108 111 1.0981401
\n" ], "text/latex": [ "A grouped\\_df: 12 × 5\n", "\\begin{tabular}{lllll}\n", " skinversion & wiki & num\\_sessions & sessions\\_w\\_linkclick & pct\\_click\\_sessions\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t legacy & euwiki & 325 & 9 & 2.7692308\\\\\n", "\t modern & euwiki & 33823 & 490 & 1.4487183\\\\\n", "\t legacy & fawiki & 67570 & 1142 & 1.6900992\\\\\n", "\t modern & fawiki & 2564847 & 6626 & 0.2583390\\\\\n", "\t legacy & frwiki & 5937650 & 13574 & 0.2286090\\\\\n", "\t modern & frwiki & 16351720 & 35920 & 0.2196711\\\\\n", "\t legacy & frwiktionary & 1566 & 264 & 16.8582375\\\\\n", "\t modern & frwiktionary & 730118 & 1522 & 0.2084595\\\\\n", "\t legacy & hewiki & 52779 & 2586 & 4.8996760\\\\\n", "\t modern & hewiki & 1622447 & 6864 & 0.4230647\\\\\n", "\t legacy & ptwikiversity & 32 & 5 & 15.6250000\\\\\n", "\t modern & ptwikiversity & 10108 & 111 & 1.0981401\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 12 × 5\n", "\n", "| skinversion <fct> | wiki <chr> | num_sessions <int> | sessions_w_linkclick <int> | pct_click_sessions <dbl> |\n", "|---|---|---|---|---|\n", "| legacy | euwiki | 325 | 9 | 2.7692308 |\n", "| modern | euwiki | 33823 | 490 | 1.4487183 |\n", "| legacy | fawiki | 67570 | 1142 | 1.6900992 |\n", "| modern | fawiki | 2564847 | 6626 | 0.2583390 |\n", "| legacy | frwiki | 5937650 | 13574 | 0.2286090 |\n", "| modern | frwiki | 16351720 | 35920 | 0.2196711 |\n", "| legacy | frwiktionary | 1566 | 264 | 16.8582375 |\n", "| modern | frwiktionary | 730118 | 1522 | 0.2084595 |\n", "| legacy | hewiki | 52779 | 2586 | 4.8996760 |\n", "| modern | hewiki | 1622447 | 6864 | 0.4230647 |\n", "| legacy | ptwikiversity | 32 | 5 | 15.6250000 |\n", "| modern | ptwikiversity | 10108 | 111 | 1.0981401 |\n", "\n" ], "text/plain": [ " skinversion wiki num_sessions sessions_w_linkclick\n", "1 legacy euwiki 325 9 \n", "2 modern euwiki 33823 490 \n", "3 legacy fawiki 67570 1142 \n", "4 modern fawiki 2564847 6626 \n", "5 legacy frwiki 5937650 13574 \n", "6 modern frwiki 16351720 35920 \n", "7 legacy frwiktionary 1566 264 \n", "8 modern frwiktionary 730118 1522 \n", "9 legacy hewiki 52779 2586 \n", "10 modern hewiki 1622447 6864 \n", "11 legacy ptwikiversity 32 5 \n", "12 modern ptwikiversity 10108 111 \n", " pct_click_sessions\n", "1 2.7692308 \n", "2 1.4487183 \n", "3 1.6900992 \n", "4 0.2583390 \n", "5 0.2286090 \n", "6 0.2196711 \n", "7 16.8582375 \n", "8 0.2084595 \n", "9 4.8996760 \n", "10 0.4230647 \n", "11 15.6250000 \n", "12 1.0981401 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sidebar_link_click_sessions_wiki <- sidebar_link_clicks %>%\n", " group_by(skinversion, wiki) %>%\n", " summarise(num_sessions = n_distinct(session),\n", " sessions_w_linkclick = sum(sidebar_link_click > 0),\n", " pct_click_sessions = sessions_w_linkclick/num_sessions *100 ) %>%\n", " arrange(wiki)\n", "\n", "sidebar_link_click_sessions_wiki" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are fewer sessions and clicks for the legacy skin version for the test wikis since the modern skin version was provided as default.\n", "\n", "For the larger test wikis, the number of sessions with a recorded click to one of the sidebar links is only slightly higher on legacy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By User Edit Count" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Average events per session by user edit count and skin type" ] }, { "cell_type": "code", "execution_count": 482, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'user_edit_count' (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 10 × 5
user_edit_countskinversiontotal_eventsunique_sessionsavg_events
<chr><fct><int><int><dbl>
5-99 edits legacy 600 3002.000000
5-99 edits modern 1528 5282.893939
1000+ edits legacy 13775 35693.859625
1000+ edits modern 6742 24642.736201
100-999 editslegacy 1503 5632.669627
100-999 editsmodern 2149 6943.096542
1-4 edits legacy 216 1211.785124
1-4 edits modern 627 3761.667553
0 edits legacy 54421105705.148628
0 edits modern155780421153.698920
\n" ], "text/latex": [ "A grouped\\_df: 10 × 5\n", "\\begin{tabular}{lllll}\n", " user\\_edit\\_count & skinversion & total\\_events & unique\\_sessions & avg\\_events\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t 5-99 edits & legacy & 600 & 300 & 2.000000\\\\\n", "\t 5-99 edits & modern & 1528 & 528 & 2.893939\\\\\n", "\t 1000+ edits & legacy & 13775 & 3569 & 3.859625\\\\\n", "\t 1000+ edits & modern & 6742 & 2464 & 2.736201\\\\\n", "\t 100-999 edits & legacy & 1503 & 563 & 2.669627\\\\\n", "\t 100-999 edits & modern & 2149 & 694 & 3.096542\\\\\n", "\t 1-4 edits & legacy & 216 & 121 & 1.785124\\\\\n", "\t 1-4 edits & modern & 627 & 376 & 1.667553\\\\\n", "\t 0 edits & legacy & 54421 & 10570 & 5.148628\\\\\n", "\t 0 edits & modern & 155780 & 42115 & 3.698920\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 10 × 5\n", "\n", "| user_edit_count <chr> | skinversion <fct> | total_events <int> | unique_sessions <int> | avg_events <dbl> |\n", "|---|---|---|---|---|\n", "| 5-99 edits | legacy | 600 | 300 | 2.000000 |\n", "| 5-99 edits | modern | 1528 | 528 | 2.893939 |\n", "| 1000+ edits | legacy | 13775 | 3569 | 3.859625 |\n", "| 1000+ edits | modern | 6742 | 2464 | 2.736201 |\n", "| 100-999 edits | legacy | 1503 | 563 | 2.669627 |\n", "| 100-999 edits | modern | 2149 | 694 | 3.096542 |\n", "| 1-4 edits | legacy | 216 | 121 | 1.785124 |\n", "| 1-4 edits | modern | 627 | 376 | 1.667553 |\n", "| 0 edits | legacy | 54421 | 10570 | 5.148628 |\n", "| 0 edits | modern | 155780 | 42115 | 3.698920 |\n", "\n" ], "text/plain": [ " user_edit_count skinversion total_events unique_sessions avg_events\n", "1 5-99 edits legacy 600 300 2.000000 \n", "2 5-99 edits modern 1528 528 2.893939 \n", "3 1000+ edits legacy 13775 3569 3.859625 \n", "4 1000+ edits modern 6742 2464 2.736201 \n", "5 100-999 edits legacy 1503 563 2.669627 \n", "6 100-999 edits modern 2149 694 3.096542 \n", "7 1-4 edits legacy 216 121 1.785124 \n", "8 1-4 edits modern 627 376 1.667553 \n", "9 0 edits legacy 54421 10570 5.148628 \n", "10 0 edits modern 155780 42115 3.698920 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "sidebarlink_clicks_persession_byeditcount <- sidebar_link_interactions %>%\n", " group_by(user_edit_count, skinversion) %>%\n", " summarize(total_events = sum(events),\n", " unique_sessions = n_distinct(session),\n", " avg_events = total_events/unique_sessions) %>%\n", " arrange(desc(user_edit_count))\n", "\n", "sidebarlink_clicks_persession_byeditcount" ] }, { "cell_type": "code", "execution_count": 986, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "p <- sidebarlink_clicks_persession_byeditcount %>%\n", " ggplot(aes(x= skinversion, y = avg_events, fill = skinversion)) +\n", " geom_col() +\n", " facet_wrap(~user_edit_count) +\n", " scale_y_continuous(\"Average clicks per session\") +\n", " scale_x_discrete(\"Skin version\") +\n", " labs(title = \"Average sidebar link clicks per session by user edit count\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=18)) \n", "p\n", "\n", "\n", "ggsave(\"Figures/average_sidebar_link_events_byeditcount.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Users with between 5 and 999 cumulative edits had a higher number of average sidebar clicks links per session on the modern skin compared to legacy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What percent of sessions include a click to the sidebar link by user edit count?" ] }, { "cell_type": "code", "execution_count": 554, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'skinversion' (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 10 × 5
skinversionuser_edit_countnum_sessionssessions_w_linkclickpct_click_sessions
<fct><chr><int><int><dbl>
legacy0 edits 599775411436 0.1906714
modern0 edits 2122626646246 0.2178716
legacy1-4 edits 6175 138 2.2348178
modern1-4 edits 13886 423 3.0462336
legacy100-999 edits 11705 759 6.4844084
modern100-999 edits 23165 895 3.8635873
legacy1000+ edits 37246 489313.1369812
modern1000+ edits 42904 3352 7.8127913
legacy5-99 edits 13563 354 2.6100420
modern5-99 edits 28719 617 2.1484035
\n" ], "text/latex": [ "A grouped\\_df: 10 × 5\n", "\\begin{tabular}{lllll}\n", " skinversion & user\\_edit\\_count & num\\_sessions & sessions\\_w\\_linkclick & pct\\_click\\_sessions\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t legacy & 0 edits & 5997754 & 11436 & 0.1906714\\\\\n", "\t modern & 0 edits & 21226266 & 46246 & 0.2178716\\\\\n", "\t legacy & 1-4 edits & 6175 & 138 & 2.2348178\\\\\n", "\t modern & 1-4 edits & 13886 & 423 & 3.0462336\\\\\n", "\t legacy & 100-999 edits & 11705 & 759 & 6.4844084\\\\\n", "\t modern & 100-999 edits & 23165 & 895 & 3.8635873\\\\\n", "\t legacy & 1000+ edits & 37246 & 4893 & 13.1369812\\\\\n", "\t modern & 1000+ edits & 42904 & 3352 & 7.8127913\\\\\n", "\t legacy & 5-99 edits & 13563 & 354 & 2.6100420\\\\\n", "\t modern & 5-99 edits & 28719 & 617 & 2.1484035\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 10 × 5\n", "\n", "| skinversion <fct> | user_edit_count <chr> | num_sessions <int> | sessions_w_linkclick <int> | pct_click_sessions <dbl> |\n", "|---|---|---|---|---|\n", "| legacy | 0 edits | 5997754 | 11436 | 0.1906714 |\n", "| modern | 0 edits | 21226266 | 46246 | 0.2178716 |\n", "| legacy | 1-4 edits | 6175 | 138 | 2.2348178 |\n", "| modern | 1-4 edits | 13886 | 423 | 3.0462336 |\n", "| legacy | 100-999 edits | 11705 | 759 | 6.4844084 |\n", "| modern | 100-999 edits | 23165 | 895 | 3.8635873 |\n", "| legacy | 1000+ edits | 37246 | 4893 | 13.1369812 |\n", "| modern | 1000+ edits | 42904 | 3352 | 7.8127913 |\n", "| legacy | 5-99 edits | 13563 | 354 | 2.6100420 |\n", "| modern | 5-99 edits | 28719 | 617 | 2.1484035 |\n", "\n" ], "text/plain": [ " skinversion user_edit_count num_sessions sessions_w_linkclick\n", "1 legacy 0 edits 5997754 11436 \n", "2 modern 0 edits 21226266 46246 \n", "3 legacy 1-4 edits 6175 138 \n", "4 modern 1-4 edits 13886 423 \n", "5 legacy 100-999 edits 11705 759 \n", "6 modern 100-999 edits 23165 895 \n", "7 legacy 1000+ edits 37246 4893 \n", "8 modern 1000+ edits 42904 3352 \n", "9 legacy 5-99 edits 13563 354 \n", "10 modern 5-99 edits 28719 617 \n", " pct_click_sessions\n", "1 0.1906714 \n", "2 0.2178716 \n", "3 2.2348178 \n", "4 3.0462336 \n", "5 6.4844084 \n", "6 3.8635873 \n", "7 13.1369812 \n", "8 7.8127913 \n", "9 2.6100420 \n", "10 2.1484035 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sidebar_link_click_sessions_editcount <- sidebar_link_clicks %>%\n", " group_by(skinversion, user_edit_count) %>%\n", " summarise(num_sessions = n_distinct(session),\n", " sessions_w_linkclick = sum(sidebar_link_click > 0),\n", " pct_click_sessions = sessions_w_linkclick/num_sessions *100 ) %>%\n", " arrange(user_edit_count)\n", "\n", "sidebar_link_click_sessions_editcount" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Logged In Status" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Average events per session by logged in status and skin type" ] }, { "cell_type": "code", "execution_count": 987, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'logged_in_status' (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 4 × 5
logged_in_statusskinversiontotal_eventsunique_sessionsavg_events_persession
<chr><chr><int><int><dbl>
logged-outlegacy 54148104085.202537
logged-outmodern154912414973.733089
logged-in legacy 16367 46863.492744
logged-in modern 11914 46442.565461
\n" ], "text/latex": [ "A grouped\\_df: 4 × 5\n", "\\begin{tabular}{lllll}\n", " logged\\_in\\_status & skinversion & total\\_events & unique\\_sessions & avg\\_events\\_persession\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t logged-out & legacy & 54148 & 10408 & 5.202537\\\\\n", "\t logged-out & modern & 154912 & 41497 & 3.733089\\\\\n", "\t logged-in & legacy & 16367 & 4686 & 3.492744\\\\\n", "\t logged-in & modern & 11914 & 4644 & 2.565461\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 4 × 5\n", "\n", "| logged_in_status <chr> | skinversion <chr> | total_events <int> | unique_sessions <int> | avg_events_persession <dbl> |\n", "|---|---|---|---|---|\n", "| logged-out | legacy | 54148 | 10408 | 5.202537 |\n", "| logged-out | modern | 154912 | 41497 | 3.733089 |\n", "| logged-in | legacy | 16367 | 4686 | 3.492744 |\n", "| logged-in | modern | 11914 | 4644 | 2.565461 |\n", "\n" ], "text/plain": [ " logged_in_status skinversion total_events unique_sessions\n", "1 logged-out legacy 54148 10408 \n", "2 logged-out modern 154912 41497 \n", "3 logged-in legacy 16367 4686 \n", "4 logged-in modern 11914 4644 \n", " avg_events_persession\n", "1 5.202537 \n", "2 3.733089 \n", "3 3.492744 \n", "4 2.565461 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "sidebarlink_clicks_persession_byanon <- sidebar_link_interactions %>%\n", " group_by(logged_in_status, skinversion) %>%\n", " summarize(total_events = sum(events),\n", " unique_sessions = n_distinct(session),\n", " avg_events_persession = total_events/unique_sessions) %>%\n", " arrange(desc(logged_in_status))\n", "\n", "sidebarlink_clicks_persession_byanon" ] }, { "cell_type": "code", "execution_count": 988, "metadata": {}, "outputs": [ { "data": { "image/png": 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YhyP95BwMwHqCyDBlA7x4HaWRXRo+aD0dzc3BBCbGxsXFxc2b2JiYkh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\n8ccLFiyIfD2I3Fx2xhlnRJ4BBJRS9kKnytq/f39FulXqH3WlBp9ikad3Hcy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CUQDgxyQ5Oblv377jxo37/PPPL7zwwkjjPffck5ubW7Zz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", "text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "p <- sidebarlink_clicks_persession_byanon %>%\n", " ggplot(aes(x= skinversion, y = avg_events_persession, fill = skinversion)) +\n", " geom_col() +\n", " facet_wrap(~logged_in_status) +\n", " scale_y_continuous(\"Average clicks per session\") +\n", " scale_x_discrete(\"Skin version\") +\n", " labs(title = \"Average sidebar link clicks per session by logged in status\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=18)) \n", "p\n", "\n", "ggsave(\"Figures/average_sidebar_link_events_byanon.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What percent of sessions include a click to the sidebar link by logged in status?" ] }, { "cell_type": "code", "execution_count": 555, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'skinversion' (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 4 × 5
skinversionlogged_in_statusnum_sessionssessions_w_linkclickpct_click_sessions
<fct><chr><int><int><dbl>
legacylogged-in 76400 63348.2905759
modernlogged-in 129086 60034.6503881
legacylogged-out 5989934112460.1877483
modernlogged-out21208091455300.2146822
\n" ], "text/latex": [ "A grouped\\_df: 4 × 5\n", "\\begin{tabular}{lllll}\n", " skinversion & logged\\_in\\_status & num\\_sessions & sessions\\_w\\_linkclick & pct\\_click\\_sessions\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t legacy & logged-in & 76400 & 6334 & 8.2905759\\\\\n", "\t modern & logged-in & 129086 & 6003 & 4.6503881\\\\\n", "\t legacy & logged-out & 5989934 & 11246 & 0.1877483\\\\\n", "\t modern & logged-out & 21208091 & 45530 & 0.2146822\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 4 × 5\n", "\n", "| skinversion <fct> | logged_in_status <chr> | num_sessions <int> | sessions_w_linkclick <int> | pct_click_sessions <dbl> |\n", "|---|---|---|---|---|\n", "| legacy | logged-in | 76400 | 6334 | 8.2905759 |\n", "| modern | logged-in | 129086 | 6003 | 4.6503881 |\n", "| legacy | logged-out | 5989934 | 11246 | 0.1877483 |\n", "| modern | logged-out | 21208091 | 45530 | 0.2146822 |\n", "\n" ], "text/plain": [ " skinversion logged_in_status num_sessions sessions_w_linkclick\n", "1 legacy logged-in 76400 6334 \n", "2 modern logged-in 129086 6003 \n", "3 legacy logged-out 5989934 11246 \n", "4 modern logged-out 21208091 45530 \n", " pct_click_sessions\n", "1 8.2905759 \n", "2 4.6503881 \n", "3 0.1877483 \n", "4 0.2146822 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sidebar_link_click_sessions_byanon <- sidebar_link_clicks %>%\n", " group_by(skinversion, logged_in_status) %>%\n", " summarise(num_sessions = n_distinct(session),\n", " sessions_w_linkclick = sum(sidebar_link_click > 0),\n", " pct_click_sessions = sessions_w_linkclick/num_sessions *100 ) %>%\n", " arrange(logged_in_status)\n", "\n", "sidebar_link_click_sessions_byanon" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What is the impact on the donate link?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overall - average donate clicks per session" ] }, { "cell_type": "code", "execution_count": 1014, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` ungrouping output (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\n", "
A tibble: 2 × 4
skinversiontotal_donate_clicksunique_sessionsavg_dontate_clicks_persession
<chr><int><int><dbl>
modern125611331.108561
legacy 172 1621.061728
\n" ], "text/latex": [ "A tibble: 2 × 4\n", "\\begin{tabular}{llll}\n", " skinversion & total\\_donate\\_clicks & unique\\_sessions & avg\\_dontate\\_clicks\\_persession\\\\\n", " & & & \\\\\n", "\\hline\n", "\t modern & 1256 & 1133 & 1.108561\\\\\n", "\t legacy & 172 & 162 & 1.061728\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A tibble: 2 × 4\n", "\n", "| skinversion <chr> | total_donate_clicks <int> | unique_sessions <int> | avg_dontate_clicks_persession <dbl> |\n", "|---|---|---|---|\n", "| modern | 1256 | 1133 | 1.108561 |\n", "| legacy | 172 | 162 | 1.061728 |\n", "\n" ], "text/plain": [ " skinversion total_donate_clicks unique_sessions avg_dontate_clicks_persession\n", "1 modern 1256 1133 1.108561 \n", "2 legacy 172 162 1.061728 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "donate_clicks_persession <- sidebar_link_interactions %>%\n", " filter(name == 'n-sitesupport') %>%\n", " group_by(skinversion) %>%\n", " summarize(total_donate_clicks = sum(events),\n", " unique_sessions = n_distinct(session),\n", " avg_dontate_clicks_persession = total_donate_clicks/unique_sessions) %>%\n", " arrange(desc(total_donate_clicks))\n", "\n", "head(donate_clicks_persession)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By Wiki" ] }, { "cell_type": "code", "execution_count": 1016, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'skinversion' (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 6 × 5
skinversionwikitotal_donate_clicksunique_sessionsavg_donate_clicks_persession
<chr><chr><int><int><dbl>
modernptwikiversity 4 31.333333
legacyhewiki 19 181.055556
modernhewiki 1491181.262712
modernfrwiktionary 30 261.153846
legacyfrwiki 1511421.063380
modernfrwiki 8107581.068602
\n" ], "text/latex": [ "A grouped\\_df: 6 × 5\n", "\\begin{tabular}{lllll}\n", " skinversion & wiki & total\\_donate\\_clicks & unique\\_sessions & avg\\_donate\\_clicks\\_persession\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t modern & ptwikiversity & 4 & 3 & 1.333333\\\\\n", "\t legacy & hewiki & 19 & 18 & 1.055556\\\\\n", "\t modern & hewiki & 149 & 118 & 1.262712\\\\\n", "\t modern & frwiktionary & 30 & 26 & 1.153846\\\\\n", "\t legacy & frwiki & 151 & 142 & 1.063380\\\\\n", "\t modern & frwiki & 810 & 758 & 1.068602\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 6 × 5\n", "\n", "| skinversion <chr> | wiki <chr> | total_donate_clicks <int> | unique_sessions <int> | avg_donate_clicks_persession <dbl> |\n", "|---|---|---|---|---|\n", "| modern | ptwikiversity | 4 | 3 | 1.333333 |\n", "| legacy | hewiki | 19 | 18 | 1.055556 |\n", "| modern | hewiki | 149 | 118 | 1.262712 |\n", "| modern | frwiktionary | 30 | 26 | 1.153846 |\n", "| legacy | frwiki | 151 | 142 | 1.063380 |\n", "| modern | frwiki | 810 | 758 | 1.068602 |\n", "\n" ], "text/plain": [ " skinversion wiki total_donate_clicks unique_sessions\n", "1 modern ptwikiversity 4 3 \n", "2 legacy hewiki 19 18 \n", "3 modern hewiki 149 118 \n", "4 modern frwiktionary 30 26 \n", "5 legacy frwiki 151 142 \n", "6 modern frwiki 810 758 \n", " avg_donate_clicks_persession\n", "1 1.333333 \n", "2 1.055556 \n", "3 1.262712 \n", "4 1.153846 \n", "5 1.063380 \n", "6 1.068602 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "donate_clicks_persession_wiki <- sidebar_link_interactions %>%\n", " filter(name == 'n-sitesupport') %>%\n", " group_by(skinversion, wiki) %>%\n", " summarize(total_donate_clicks = sum(events),\n", " unique_sessions = n_distinct(session),\n", " avg_donate_clicks_persession = total_donate_clicks/unique_sessions) %>%\n", " arrange(desc(wiki))\n", "\n", "head(donate_clicks_persession_wiki)" ] }, { "cell_type": "code", "execution_count": 995, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "p <- donate_clicks_persession_wiki %>%\n", " ggplot(aes(x= wiki, y = avg_events_persession, fill = skinversion)) +\n", " geom_col(position = position_dodge2(width = 0.9, preserve = \"single\")) +\n", " scale_y_continuous(\"Average clicks per session\") +\n", " scale_x_discrete(\"Skin version\") +\n", " labs(title = \"Average donate link clicks per session by wiki\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=18)) \n", "p\n", "\n", "ggsave(\"Figures/average_donate_link_events.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On Basque Wikipedia, French Wikitionary, and Portuguese Wikiversity there were no recorded clicks to the donate link in the sidebar on the legacy skin. However, there were few events recorded for these wikis as modern was presented as default to all users. \n", "\n", "For Persian, French, and Hebrew Wikipedia, the modern skin version had a higher average number of donate click links per session." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By User Edit Count" ] }, { "cell_type": "code", "execution_count": 1017, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'skinversion' (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 6 × 5
skinversionuser_edit_counttotal_donate_clicksunique_sessionsavg_clicks_perssion
<chr><chr><int><int><dbl>
legacy5-99 edits 3 31.000000
modern5-99 edits 8 81.000000
legacy1000+ edits 15131.153846
modern1000+ edits 11111.000000
legacy100-999 edits 4 41.000000
modern100-999 edits 8 71.142857
\n" ], "text/latex": [ "A grouped\\_df: 6 × 5\n", "\\begin{tabular}{lllll}\n", " skinversion & user\\_edit\\_count & total\\_donate\\_clicks & unique\\_sessions & avg\\_clicks\\_perssion\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t legacy & 5-99 edits & 3 & 3 & 1.000000\\\\\n", "\t modern & 5-99 edits & 8 & 8 & 1.000000\\\\\n", "\t legacy & 1000+ edits & 15 & 13 & 1.153846\\\\\n", "\t modern & 1000+ edits & 11 & 11 & 1.000000\\\\\n", "\t legacy & 100-999 edits & 4 & 4 & 1.000000\\\\\n", "\t modern & 100-999 edits & 8 & 7 & 1.142857\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 6 × 5\n", "\n", "| skinversion <chr> | user_edit_count <chr> | total_donate_clicks <int> | unique_sessions <int> | avg_clicks_perssion <dbl> |\n", "|---|---|---|---|---|\n", "| legacy | 5-99 edits | 3 | 3 | 1.000000 |\n", "| modern | 5-99 edits | 8 | 8 | 1.000000 |\n", "| legacy | 1000+ edits | 15 | 13 | 1.153846 |\n", "| modern | 1000+ edits | 11 | 11 | 1.000000 |\n", "| legacy | 100-999 edits | 4 | 4 | 1.000000 |\n", "| modern | 100-999 edits | 8 | 7 | 1.142857 |\n", "\n" ], "text/plain": [ " skinversion user_edit_count total_donate_clicks unique_sessions\n", "1 legacy 5-99 edits 3 3 \n", "2 modern 5-99 edits 8 8 \n", "3 legacy 1000+ edits 15 13 \n", "4 modern 1000+ edits 11 11 \n", "5 legacy 100-999 edits 4 4 \n", "6 modern 100-999 edits 8 7 \n", " avg_clicks_perssion\n", "1 1.000000 \n", "2 1.000000 \n", "3 1.153846 \n", "4 1.000000 \n", "5 1.000000 \n", "6 1.142857 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "donate_clicks_persession_editcount <- sidebar_link_interactions %>%\n", " filter(name == 'n-sitesupport',\n", " logged_in_status == 'logged-in') %>%\n", " group_by(skinversion, user_edit_count) %>%\n", " summarize(total_donate_clicks = sum(events),\n", " unique_sessions = n_distinct(session),\n", " avg_clicks_perssion = total_donate_clicks /unique_sessions) %>%\n", " arrange(desc(user_edit_count))\n", "\n", "head(donate_clicks_persession_editcount)" ] }, { "cell_type": "code", "execution_count": 999, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "p <- donate_clicks_persession_editcount %>%\n", " ggplot(aes(x= user_edit_count, y = avg_events_perssion, fill = skinversion)) +\n", " geom_col(position = position_dodge2(width = 0.9, preserve = \"single\")) +\n", " scale_y_continuous(\"Average clicks per session\") +\n", " scale_x_discrete(\"Skin version\") +\n", " labs(title = \"Average donate link clicks per session by user edit count\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=18)) \n", "p\n", "\n", "\n", "ggsave(\"Figures/average_donate_link_events_byeditcount.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The average clicks to the donate link per session were higher on the modern desktop skin for users with 0 edits and 100-999 edits. Users with over 100+0 edits had a higher number of clicks to the donate link on legacy.\n", "\n", "No donate link clicks were recorded for users with 1-4 edits on the legacy skin. Note: To view the legacy skin, users would have needed to opt-out, which resulted in a fewer number of events on these wikis.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### By Logged in Status" ] }, { "cell_type": "code", "execution_count": 1018, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'skinversion' (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 4 × 5
skinversionlogged_in_statustotal_donate_clicksunique_sessionsavg_clicks_persession
<chr><chr><int><int><dbl>
legacylogged-out 146 1381.057971
modernlogged-out117710601.110377
legacylogged-in 26 241.083333
modernlogged-in 79 731.082192
\n" ], "text/latex": [ "A grouped\\_df: 4 × 5\n", "\\begin{tabular}{lllll}\n", " skinversion & logged\\_in\\_status & total\\_donate\\_clicks & unique\\_sessions & avg\\_clicks\\_persession\\\\\n", " & & & & \\\\\n", "\\hline\n", "\t legacy & logged-out & 146 & 138 & 1.057971\\\\\n", "\t modern & logged-out & 1177 & 1060 & 1.110377\\\\\n", "\t legacy & logged-in & 26 & 24 & 1.083333\\\\\n", "\t modern & logged-in & 79 & 73 & 1.082192\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 4 × 5\n", "\n", "| skinversion <chr> | logged_in_status <chr> | total_donate_clicks <int> | unique_sessions <int> | avg_clicks_persession <dbl> |\n", "|---|---|---|---|---|\n", "| legacy | logged-out | 146 | 138 | 1.057971 |\n", "| modern | logged-out | 1177 | 1060 | 1.110377 |\n", "| legacy | logged-in | 26 | 24 | 1.083333 |\n", "| modern | logged-in | 79 | 73 | 1.082192 |\n", "\n" ], "text/plain": [ " skinversion logged_in_status total_donate_clicks unique_sessions\n", "1 legacy logged-out 146 138 \n", "2 modern logged-out 1177 1060 \n", "3 legacy logged-in 26 24 \n", "4 modern logged-in 79 73 \n", " avg_clicks_persession\n", "1 1.057971 \n", "2 1.110377 \n", "3 1.083333 \n", "4 1.082192 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "donate_clicks_persession_byanon <- sidebar_link_interactions %>%\n", " filter(name == 'n-sitesupport') %>%\n", " group_by(skinversion, logged_in_status) %>%\n", " summarize(total_donate_clicks = sum(events),\n", " unique_sessions = n_distinct(session),\n", " avg_clicks_persession = total_donate_clicks/unique_sessions) %>%\n", " arrange(desc(logged_in_status))\n", "\n", "head(donate_clicks_persession_byanon)" ] }, { "cell_type": "code", "execution_count": 1002, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "p <- donate_clicks_persession_byanon%>%\n", " ggplot(aes(x= skinversion, y = avg_events_persession, fill = skinversion)) +\n", " geom_col() +\n", " facet_wrap(~logged_in_status) +\n", " scale_y_continuous(\"Average clicks per session\") +\n", " scale_x_discrete(\"Skin version\") +\n", " labs(title = \"Average sidebar link clicks per session by logged in status\") +\n", " theme_bw() +\n", " theme(\n", " plot.title = element_text(hjust = 0.5),\n", " text = element_text(size=18)) \n", "p\n", "\n", "ggsave(\"Figures/average_donate_link_events_byanont.png\", p, width = 16, height = 8, units = \"in\", dpi = 300)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There were no signficant difference in the avaerage donate clicks between logged in and logged out users. The modern desktop skin saw a slightly higher average number of dontate link clicks for logged out users. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What is the difference in sidebar link interactions pre and post deployment?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Approach/Caveats: \n", "- Obtained internal requests to the common sidebar links from the test wikis using [webrequest](https://wikitech.wikimedia.org/wiki/Analytics/Data_Lake/Traffic/Webrequest) as current desktop instrumentation was not yet available.\n", "- Special Pages are no longer counted as pageviews per the new pageview definition so I used uri_path requests from webrequests.\n", "- Since the sidebar differs for each wiki, I reviewed wikis separately and reviewed the most frequently viewed links for each wiki. \n", "- Requests to donate link are unfortunately not available in webrequest.\n", "- Compared pageviews two weeks before and two weeks after the deployment. Since data is only available in webrequest for 90 days, we are unable to do a year over year comparison so any changes reported below may be inflated by seasonalitly effects.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Post Deployment Change in Sidebar Link Views - Two weeks before and after Deployment\n", "***Based on sample of data from webrequest*** \n", "\n", "| Wiki | Logged In | Logged Out | Overall\n", "|------|-----------|------------|------------|\n", "| frwiki | 7.44% | -11.14% | -10.5% |\n", "| hewiki | -4.55% | -11.01% |-10.29%|\n", "| fawiki | 22.67% | 13.17% | 14.08%|\n", "| euwiki[1] | 0.00% | -45.63% |-43.84%|\n", "| frwiktionary[1] | -29.41% | -31.42% |-31.25%|\n", "| ptwikiversity[1] | 0.0% | 29.03% |25.71%|\n", "\n", "[1] Percent change numbers are inflated due to a smaller sample size available for these wikis in webrequest" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There was a small decrease (-9.15%) in the overall total number of sidebar link interactions comparing the two weeks prior and two week following deployment of the collapsible sidebar for each wiki; however, this percentage is likely inflated due to seasonalilty effects. \n", "\n", "Data for the previous year was not available so we are not able to complete a year over year analysis to account for any seasonality impacts; however, a review of all internal desktop pageviews over the reviewed timeframe shows a slight decrease on the test wikis during this timframe which may account for some of these pre and post deployment decreases in sidebar views. \n", "\n", "Based on this, it appears that the collapsible sidebar likely only had a small impact on the views to the sidebar links. Notably, logged in users for French Wikipedia and logged in and logged out users on Perian Wikipedia saw increases in the total number of sidebar link interactions following the deployment of the collapsible sidebar. See further details in the analysis provided below:" ] }, { "cell_type": "code", "execution_count": 710, "metadata": {}, "outputs": [], "source": [ "# FrWiki - Deployment Date August 5th\n", "query <- \n", "\"SELECT \n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')) AS date,\n", " IF(x_analytics_map['loggedIn'] = '1', 'logged-in', 'logged-out') as logged_in_status,\n", " SUM(IF((uri_path = '/wiki/Wikip%C3%A9dia:Accueil_principal'), 1, 0)) AS main_page,\n", " SUM(IF((uri_path = '/wiki/Sp%C3%A9cial:Page_au_hasard'), 1, 0)) AS random_page,\n", " SUM(IF((uri_path = '/wiki/Portail:Accueil'), 1, 0)) AS contents,\n", " SUM(IF((uri_path = '/wiki/Wikip%C3%A9dia:Contact'), 1, 0)) AS contact, \n", " SUM(IF((uri_path = '/wiki/Aide:Accueil'), 1, 0)) AS help,\n", " SUM(IF((uri_path = '/wiki/Wikip%C3%A9dia:Accueil_de_la_communaut%C3%A9'), 1, 0)) AS community_portal,\n", " SUM(IF((uri_path = '/wiki/Sp%C3%A9cial:Modifications_r%C3%A9centes'), 1, 0)) AS recent_changes\n", "FROM wmf.webrequest TABLESAMPLE(BUCKET 1 OUT OF 128 ON hostname, sequence)\n", "WHERE\n", " year = 2020\n", "--review two weeks before and after\n", " AND ((month=07 AND day >= 22) OR (month= 08 and day <= 18)) \n", " AND agent_type = 'user'\n", " AND normalized_host.project_family = 'wikipedia'\n", " AND normalized_host.project = 'fr'\n", " AND access_method = 'desktop'\n", " AND referer_class = 'internal' --isolate to only views to these pages from within wikipedia. \n", " AND webrequest_source = 'text'\n", "GROUP BY\n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')),\n", " IF(x_analytics_map['loggedIn'] = '1', 'logged-in', 'logged-out')\"" ] }, { "cell_type": "code", "execution_count": 711, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Don't forget to authenticate with Kerberos using kinit\n", "\n" ] } ], "source": [ "frwiki_sidebar_link_views <- wmfdata::query_hive(query)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### French Wikipedia" ] }, { "cell_type": "code", "execution_count": 732, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'logged_in_status' (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 4 × 3
logged_in_statusdeploy_statusn_views
<chr><chr><int>
logged-in post_deploy 260
logged-in pre_deploy 242
logged-outpost_deploy6048
logged-outpre_deploy 6806
\n" ], "text/latex": [ "A grouped\\_df: 4 × 3\n", "\\begin{tabular}{lll}\n", " logged\\_in\\_status & deploy\\_status & n\\_views\\\\\n", " & & \\\\\n", "\\hline\n", "\t logged-in & post\\_deploy & 260\\\\\n", "\t logged-in & pre\\_deploy & 242\\\\\n", "\t logged-out & post\\_deploy & 6048\\\\\n", "\t logged-out & pre\\_deploy & 6806\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 4 × 3\n", "\n", "| logged_in_status <chr> | deploy_status <chr> | n_views <int> |\n", "|---|---|---|\n", "| logged-in | post_deploy | 260 |\n", "| logged-in | pre_deploy | 242 |\n", "| logged-out | post_deploy | 6048 |\n", "| logged-out | pre_deploy | 6806 |\n", "\n" ], "text/plain": [ " logged_in_status deploy_status n_views\n", "1 logged-in post_deploy 260 \n", "2 logged-in pre_deploy 242 \n", "3 logged-out post_deploy 6048 \n", "4 logged-out pre_deploy 6806 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "frwiki_pre_post_deploy <- frwiki_sidebar_link_views %>%\n", " gather(sidebar_link, n_views, 3:9) %>%\n", " mutate(deploy_status = ifelse(date >= '2020-07-22' & date < '2020-08-05', \"pre_deploy\", \"post_deploy\")) %>%\n", " group_by(logged_in_status, deploy_status) %>%\n", " summarize(n_views = sum(n_views)) \n", "\n", "\n", "frwiki_pre_post_deploy" ] }, { "cell_type": "code", "execution_count": 707, "metadata": {}, "outputs": [], "source": [ "# HeWiki - Deployment Date on July 28th\n", "query <- \n", "\"SELECT \n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')) AS date,\n", " IF(x_analytics_map['loggedIn'] = '1', 'logged-in', 'logged-out') as logged_in_status,\n", " SUM(IF((uri_path = '/wiki/%D7%A2%D7%9E%D7%95%D7%93_%D7%A8%D7%90%D7%A9%D7%99'), 1, 0)) AS main_page,\n", " SUM(IF((uri_path = '/wiki/%D7%9E%D7%99%D7%95%D7%97%D7%93:%D7%90%D7%A7%D7%A8%D7%90%D7%99'), 1, 0)) AS random_page,\n", " SUM(IF((uri_path = '/wiki/%D7%A4%D7%95%D7%A8%D7%98%D7%9C:%D7%A4%D7%95%D7%A8%D7%98%D7%9C%D7%99%D7%9D'), 1, 0)) AS contents,\n", " SUM(IF((uri_path = '/wiki/%D7%95%D7%99%D7%A7%D7%99%D7%A4%D7%93%D7%99%D7%94:%D7%99%D7%A6%D7%99%D7%A8%D7%AA_%D7%A7%D7%A9%D7%A8'), 1, 0)) AS contact, \n", " SUM(IF((uri_path = '/wiki/%D7%A2%D7%96%D7%A8%D7%94:%D7%AA%D7%A4%D7%A8%D7%99%D7%98_%D7%A8%D7%90%D7%A9%D7%99'), 1, 0)) AS help,\n", " SUM(IF((uri_path = '/wiki/%D7%95%D7%99%D7%A7%D7%99%D7%A4%D7%93%D7%99%D7%94:%D7%A9%D7%A2%D7%A8_%D7%94%D7%A7%D7%94%D7%99%D7%9C%D7%94'), 1, 0)) AS community_portal,\n", " SUM(IF((uri_path = '/wiki/%D7%9E%D7%99%D7%95%D7%97%D7%93:%D7%A9%D7%99%D7%A0%D7%95%D7%99%D7%99%D7%9D_%D7%90%D7%97%D7%A8%D7%95%D7%A0%D7%99%D7%9D'), 1, 0)) AS recent_changes\n", "FROM wmf.webrequest TABLESAMPLE(BUCKET 1 OUT OF 64 ON hostname, sequence)\n", "WHERE \n", " year = 2020\n", " AND ((month=07 AND day >= 14) OR (month= 08 and day <= 10)) \n", " AND agent_type = 'user'\n", " AND normalized_host.project_family = 'wikipedia'\n", " AND normalized_host.project = 'he'\n", " AND access_method = 'desktop'\n", " AND referer_class = 'internal' --isolate to only views to these pages from within wikipedia. \n", " AND webrequest_source = 'text'\n", "GROUP BY\n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')),\n", " IF(x_analytics_map['loggedIn'] = '1', 'logged-in', 'logged-out')\"" ] }, { "cell_type": "code", "execution_count": 708, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Don't forget to authenticate with Kerberos using kinit\n", "\n" ] } ], "source": [ "hewiki_sidebar_link_views <- wmfdata::query_hive(query)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hebrew Wikipedia" ] }, { "cell_type": "code", "execution_count": 734, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'logged_in_status' (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 4 × 3
logged_in_statusdeploy_statusn_views
<chr><chr><int>
logged-in post_deploy 420
logged-in pre_deploy 440
logged-outpost_deploy3112
logged-outpre_deploy 3497
\n" ], "text/latex": [ "A grouped\\_df: 4 × 3\n", "\\begin{tabular}{lll}\n", " logged\\_in\\_status & deploy\\_status & n\\_views\\\\\n", " & & \\\\\n", "\\hline\n", "\t logged-in & post\\_deploy & 420\\\\\n", "\t logged-in & pre\\_deploy & 440\\\\\n", "\t logged-out & post\\_deploy & 3112\\\\\n", "\t logged-out & pre\\_deploy & 3497\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 4 × 3\n", "\n", "| logged_in_status <chr> | deploy_status <chr> | n_views <int> |\n", "|---|---|---|\n", "| logged-in | post_deploy | 420 |\n", "| logged-in | pre_deploy | 440 |\n", "| logged-out | post_deploy | 3112 |\n", "| logged-out | pre_deploy | 3497 |\n", "\n" ], "text/plain": [ " logged_in_status deploy_status n_views\n", "1 logged-in post_deploy 420 \n", "2 logged-in pre_deploy 440 \n", "3 logged-out post_deploy 3112 \n", "4 logged-out pre_deploy 3497 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hewiki_pre_post_deploy <- hewiki_sidebar_link_views %>%\n", " gather(sidebar_link, n_views, 3:9) %>%\n", " mutate(deploy_status = ifelse(date >= '2020-07-14' & date < '2020-07-28', \"pre_deploy\", \"post_deploy\")) %>%\n", " group_by(logged_in_status, deploy_status) %>%\n", " summarize(n_views = sum(n_views))\n", "\n", "\n", "hewiki_pre_post_deploy" ] }, { "cell_type": "code", "execution_count": 704, "metadata": {}, "outputs": [], "source": [ "# FaWiki - deployment date July 28th\n", "query <- \n", "\"SELECT \n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')) AS date,\n", " IF(x_analytics_map['loggedIn'] = '1', 'logged-in', 'logged-out') as logged_in_status,\n", " SUM(IF((uri_path ='/wiki/%D8%B5%D9%81%D8%AD%D9%87%D9%94_%D8%A7%D8%B5%D9%84%DB%8C'), 1, 0)) AS main_page,\n", " SUM(IF((uri_path = '/wiki/%D9%88%DB%8C%DA%98%D9%87:%D8%B5%D9%81%D8%AD%D9%87%D9%94_%D8%AA%D8%B5%D8%A7%D8%AF%D9%81%DB%8C'), 1, 0)) AS random_page,\n", " SUM(IF((uri_path = '/wiki/%D9%88%DB%8C%DA%A9%DB%8C%E2%80%8C%D9%BE%D8%AF%DB%8C%D8%A7:%D8%AA%D9%85%D8%A7%D8%B3_%D8%A8%D8%A7_%D9%85%D8%A7'), 1, 0)) AS contact, \n", " SUM(IF((uri_path = '/wiki/%D8%B1%D8%A7%D9%87%D9%86%D9%85%D8%A7:%D9%81%D9%87%D8%B1%D8%B3%D8%AA'), 1, 0)) AS help,\n", " SUM(IF((uri_path = '/wiki/%D9%88%DB%8C%DA%98%D9%87:%D8%AA%D8%BA%DB%8C%DB%8C%D8%B1%D8%A7%D8%AA_%D8%A7%D8%AE%DB%8C%D8%B1'), 1, 0)) AS recent_changes\n", "FROM wmf.webrequest TABLESAMPLE(BUCKET 1 OUT OF 64 ON hostname, sequence)\n", "WHERE\n", " year = 2020\n", " AND ((month=07 AND day >= 14) OR (month= 08 and day <= 10)) \n", " AND agent_type = 'user'\n", " AND normalized_host.project_family = 'wikipedia'\n", " AND normalized_host.project = 'fa'\n", " AND access_method = 'desktop'\n", " AND referer_class = 'internal' --isolate to only views to these pages from within wikipedia. \n", " AND webrequest_source = 'text'\n", "GROUP BY\n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')),\n", " IF(x_analytics_map['loggedIn'] = '1', 'logged-in', 'logged-out')\"" ] }, { "cell_type": "code", "execution_count": 705, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Don't forget to authenticate with Kerberos using kinit\n", "\n" ] } ], "source": [ "fawiki_sidebar_link_views <- wmfdata::query_hive(query)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Persian Wikipedia" ] }, { "cell_type": "code", "execution_count": 736, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'logged_in_status' (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 4 × 3
logged_in_statusdeploy_statusn_views
<chr><chr><int>
logged-in post_deploy 211
logged-in pre_deploy 172
logged-outpost_deploy1847
logged-outpre_deploy 1632
\n" ], "text/latex": [ "A grouped\\_df: 4 × 3\n", "\\begin{tabular}{lll}\n", " logged\\_in\\_status & deploy\\_status & n\\_views\\\\\n", " & & \\\\\n", "\\hline\n", "\t logged-in & post\\_deploy & 211\\\\\n", "\t logged-in & pre\\_deploy & 172\\\\\n", "\t logged-out & post\\_deploy & 1847\\\\\n", "\t logged-out & pre\\_deploy & 1632\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 4 × 3\n", "\n", "| logged_in_status <chr> | deploy_status <chr> | n_views <int> |\n", "|---|---|---|\n", "| logged-in | post_deploy | 211 |\n", "| logged-in | pre_deploy | 172 |\n", "| logged-out | post_deploy | 1847 |\n", "| logged-out | pre_deploy | 1632 |\n", "\n" ], "text/plain": [ " logged_in_status deploy_status n_views\n", "1 logged-in post_deploy 211 \n", "2 logged-in pre_deploy 172 \n", "3 logged-out post_deploy 1847 \n", "4 logged-out pre_deploy 1632 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fawiki_pre_post_deploy <- fawiki_sidebar_link_views %>%\n", " gather(sidebar_link, n_views, 3:7) %>%\n", " mutate(deploy_status = ifelse(date >= '2020-07-14' & date < '2020-07-28', \"pre_deploy\", \"post_deploy\")) %>%\n", " group_by(logged_in_status, deploy_status) %>%\n", " summarize(n_views = sum(n_views)) \n", "\n", "\n", "fawiki_pre_post_deploy" ] }, { "cell_type": "code", "execution_count": 701, "metadata": {}, "outputs": [], "source": [ "# EuWiki - deployment date July 22nd\n", "query <- \n", "\"SELECT \n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')) AS date,\n", " IF(x_analytics_map['loggedIn'] = '1', 'logged-in', 'logged-out') as logged_in_status,\n", " SUM(IF((uri_path = '/wiki/Azala'), 1, 0)) AS main_page,\n", " SUM(IF((uri_path = '/wiki/Berezi:Ausazkoa'), 1, 0)) AS random_page,\n", " SUM(IF((uri_path = '/wiki/Laguntza:Sarrera'), 1, 0)) AS help,\n", " SUM(IF((uri_path = '/wiki/Berezi:AzkenAldaketak'), 1, 0)) AS recent_changes\n", "FROM wmf.webrequest TABLESAMPLE(BUCKET 1 OUT OF 64 ON hostname, sequence)\n", "WHERE \n", " year = 2020\n", " AND ((month=07 AND day >= 08) OR (month= 08 and day <= 04)) \n", " AND agent_type = 'user'\n", " AND normalized_host.project_family = 'wikipedia'\n", " AND normalized_host.project = 'eu'\n", " AND access_method = 'desktop'\n", " AND referer_class = 'internal' --isolate to only views to these pages from within wikipedia. \n", " AND webrequest_source = 'text'\n", "GROUP BY\n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')),\n", " IF(x_analytics_map['loggedIn'] = '1', 'logged-in', 'logged-out')\"" ] }, { "cell_type": "code", "execution_count": 702, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Don't forget to authenticate with Kerberos using kinit\n", "\n" ] } ], "source": [ "euwiki_sidebar_link_views <- wmfdata::query_hive(query)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Basque Wikipedia" ] }, { "cell_type": "code", "execution_count": 738, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'logged_in_status' (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 4 × 3
logged_in_statusdeploy_statusn_views
<chr><chr><int>
logged-in post_deploy 23
logged-in pre_deploy 23
logged-outpost_deploy305
logged-outpre_deploy 561
\n" ], "text/latex": [ "A grouped\\_df: 4 × 3\n", "\\begin{tabular}{lll}\n", " logged\\_in\\_status & deploy\\_status & n\\_views\\\\\n", " & & \\\\\n", "\\hline\n", "\t logged-in & post\\_deploy & 23\\\\\n", "\t logged-in & pre\\_deploy & 23\\\\\n", "\t logged-out & post\\_deploy & 305\\\\\n", "\t logged-out & pre\\_deploy & 561\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 4 × 3\n", "\n", "| logged_in_status <chr> | deploy_status <chr> | n_views <int> |\n", "|---|---|---|\n", "| logged-in | post_deploy | 23 |\n", "| logged-in | pre_deploy | 23 |\n", "| logged-out | post_deploy | 305 |\n", "| logged-out | pre_deploy | 561 |\n", "\n" ], "text/plain": [ " logged_in_status deploy_status n_views\n", "1 logged-in post_deploy 23 \n", "2 logged-in pre_deploy 23 \n", "3 logged-out post_deploy 305 \n", "4 logged-out pre_deploy 561 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "euwiki_pre_post_deploy <- euwiki_sidebar_link_views %>%\n", " gather(sidebar_link, n_views, 3:6) %>%\n", " mutate(deploy_status = ifelse(date >= '2020-07-08' & date < '2020-07-22', \"pre_deploy\", \"post_deploy\")) %>%\n", " group_by(logged_in_status, deploy_status) %>%\n", " summarize(n_views = sum(n_views))\n", "\n", "euwiki_pre_post_deploy" ] }, { "cell_type": "code", "execution_count": 728, "metadata": {}, "outputs": [], "source": [ "# FrWiktionary - deployment date July 22nd\n", "query <- \n", "\"SELECT \n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')) AS date,\n", " IF(x_analytics_map['loggedIn'] = '1', 'logged-in', 'logged-out') as logged_in_status,\n", " SUM(IF((uri_path = '/wiki/Wiktionnaire:Page_d%E2%80%99accueil'), 1, 0)) AS main_page,\n", " SUM(IF((uri_path = '/wiki/Sp%C3%A9cial:Page_au_hasard'), 1, 0)) AS random_page,\n", " SUM(IF((uri_path = '/wiki/Wiktionnaire:Portails'), 1, 0)) AS contents,\n", " SUM(IF((uri_path = '/wiki/Wiktionnaire:Accueil_communautaire'), 1, 0)) AS community_portal,\n", " SUM(IF((uri_path = '/wiki/Aide:Sommaire'), 1, 0)) AS help,\n", " SUM(IF((uri_path = '/wiki/Sp%C3%A9cial:Modifications_r%C3%A9centes'), 1, 0)) AS recent_changes\n", "FROM wmf.webrequest TABLESAMPLE(BUCKET 1 OUT OF 64 ON hostname, sequence)\n", "WHERE\n", " year = 2020\n", "--review two weeks before and after deployment date\n", " AND ((month=07 AND day >= 08) OR (month= 08 and day <= 04)) \n", " AND agent_type = 'user'\n", " AND normalized_host.project_family = 'wiktionary'\n", " AND normalized_host.project = 'fr'\n", " AND access_method = 'desktop'\n", " AND referer_class = 'internal' --isolate to only views to these pages from within wikipedia. \n", " AND webrequest_source = 'text'\n", "GROUP BY\n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')),\n", " IF(x_analytics_map['loggedIn'] = '1', 'logged-in', 'logged-out')\"" ] }, { "cell_type": "code", "execution_count": 729, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Don't forget to authenticate with Kerberos using kinit\n", "\n" ] } ], "source": [ "frwiktionary_sidebar_link_views <- wmfdata::query_hive(query)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### French Wiktionary" ] }, { "cell_type": "code", "execution_count": 740, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'logged_in_status' (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 4 × 3
logged_in_statusdeploy_statusn_views
<chr><chr><int>
logged-in post_deploy 24
logged-in pre_deploy 34
logged-outpost_deploy251
logged-outpre_deploy 366
\n" ], "text/latex": [ "A grouped\\_df: 4 × 3\n", "\\begin{tabular}{lll}\n", " logged\\_in\\_status & deploy\\_status & n\\_views\\\\\n", " & & \\\\\n", "\\hline\n", "\t logged-in & post\\_deploy & 24\\\\\n", "\t logged-in & pre\\_deploy & 34\\\\\n", "\t logged-out & post\\_deploy & 251\\\\\n", "\t logged-out & pre\\_deploy & 366\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 4 × 3\n", "\n", "| logged_in_status <chr> | deploy_status <chr> | n_views <int> |\n", "|---|---|---|\n", "| logged-in | post_deploy | 24 |\n", "| logged-in | pre_deploy | 34 |\n", "| logged-out | post_deploy | 251 |\n", "| logged-out | pre_deploy | 366 |\n", "\n" ], "text/plain": [ " logged_in_status deploy_status n_views\n", "1 logged-in post_deploy 24 \n", "2 logged-in pre_deploy 34 \n", "3 logged-out post_deploy 251 \n", "4 logged-out pre_deploy 366 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "frwiktionary_pre_post_deploy <- frwiktionary_sidebar_link_views %>%\n", " gather(sidebar_link, n_views, 3:7) %>%\n", " mutate(deploy_status = ifelse(date >= '2020-07-08' & date < '2020-07-22', \"pre_deploy\", \"post_deploy\")) %>%\n", " group_by(logged_in_status, deploy_status) %>%\n", " summarize(n_views = sum(n_views)) \n", "\n", "frwiktionary_pre_post_deploy" ] }, { "cell_type": "code", "execution_count": 741, "metadata": {}, "outputs": [], "source": [ "# ptwikiversity - deployment date July 22nd\n", "\n", "query <- \n", "\"SELECT \n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')) AS date,\n", " IF(x_analytics_map['loggedIn'] = '1', 'logged-in', 'logged-out') as logged_in_status,\n", " SUM(IF((uri_path = '/wiki/P%C3%A1gina_principal'), 1, 0)) AS main_page,\n", " SUM(IF((uri_path = '/wiki/Wikiversidade:Portal_comunit%C3%A1rio'), 1, 0)) AS community_portal,\n", " SUM(IF((uri_path = '/wiki/Especial:Mudan%C3%A7as_recentes'), 1, 0)) AS recent_changes\n", "-- increase sampling size due to low number of events\n", "FROM wmf.webrequest \n", "WHERE \n", " year = 2020\n", "-- review two weeks before and after deployment date\n", " AND ((month=07 AND day >= 08) OR (month= 08 and day <= 04)) \n", " AND agent_type = 'user'\n", " AND normalized_host.project_family = 'wikiversity'\n", " AND normalized_host.project = 'pt'\n", " AND access_method = 'desktop'\n", " AND referer_class = 'internal' --isolate to only views to these pages from within wikipedia. \n", " AND webrequest_source = 'text'\n", "GROUP BY\n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')),\n", " IF(x_analytics_map['loggedIn'] = '1', 'logged-in', 'logged-out')\"" ] }, { "cell_type": "code", "execution_count": 742, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Don't forget to authenticate with Kerberos using kinit\n", "\n" ] } ], "source": [ "ptwikiversity_sidebar_link_views <- wmfdata::query_hive(query)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Portuguese Wikiversity" ] }, { "cell_type": "code", "execution_count": 1003, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "`summarise()` regrouping output by 'logged_in_status' (override with `.groups` argument)\n", "\n" ] }, { "data": { "text/html": [ "\n", "\n", "\n", "\t\n", "\t\n", "\n", "\n", "\t\n", "\t\n", "\t\n", "\t\n", "\n", "
A grouped_df: 4 × 3
logged_in_statusdeploy_statusn_views
<chr><chr><int>
logged-in post_deploy 4
logged-in pre_deploy 4
logged-outpost_deploy40
logged-outpre_deploy 31
\n" ], "text/latex": [ "A grouped\\_df: 4 × 3\n", "\\begin{tabular}{lll}\n", " logged\\_in\\_status & deploy\\_status & n\\_views\\\\\n", " & & \\\\\n", "\\hline\n", "\t logged-in & post\\_deploy & 4\\\\\n", "\t logged-in & pre\\_deploy & 4\\\\\n", "\t logged-out & post\\_deploy & 40\\\\\n", "\t logged-out & pre\\_deploy & 31\\\\\n", "\\end{tabular}\n" ], "text/markdown": [ "\n", "A grouped_df: 4 × 3\n", "\n", "| logged_in_status <chr> | deploy_status <chr> | n_views <int> |\n", "|---|---|---|\n", "| logged-in | post_deploy | 4 |\n", "| logged-in | pre_deploy | 4 |\n", "| logged-out | post_deploy | 40 |\n", "| logged-out | pre_deploy | 31 |\n", "\n" ], "text/plain": [ " logged_in_status deploy_status n_views\n", "1 logged-in post_deploy 4 \n", "2 logged-in pre_deploy 4 \n", "3 logged-out post_deploy 40 \n", "4 logged-out pre_deploy 31 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ptwikiversity_pre_post_deploy <- ptwikiversity_sidebar_link_views %>%\n", " gather(sidebar_link, n_views, 3:5) %>%\n", " mutate(deploy_status = ifelse(date >= '2020-07-08' & date < '2020-07-22', \"pre_deploy\", \"post_deploy\")) %>%\n", " group_by(logged_in_status, deploy_status) %>%\n", " summarize(n_views = sum(n_views))\n", "\n", "ptwikiversity_pre_post_deploy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Desktop Pageview Check" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I completed a quick review of desktop pageviews on the test wiki to confirm there were no signficant changes around deployment dates and also confirm any overall trends in traffic that might have also impacted the pre and post deployment analysis in sidebar links above. " ] }, { "cell_type": "code", "execution_count": 757, "metadata": {}, "outputs": [], "source": [ "query <- \" \n", "SELECT \n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')) AS date,\n", " project AS wiki,\n", " SUM(view_count) as pageviews\n", "FROM wmf.projectview_hourly\n", "WHERE \n", " agent_type = 'user'\n", " AND access_method = 'desktop'\n", " AND year >= 2019\n", "-- only review interactions from within the site\n", " AND referer_class = 'internal'\n", " AND project IN ('fr.wikipedia', 'he.wikipedia', 'fa.wikipedia', 'eu.wikipedia', 'fr.wiktionary', 'pt.wikiversity')\n", "GROUP BY\n", " CONCAT(year, '-', LPAD(month, 2, '0'), '-', LPAD(day, 2, '0')),\n", " project\n", "\"" ] }, { "cell_type": "code", "execution_count": 758, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Don't forget to authenticate with Kerberos using kinit\n", "\n" ] } ], "source": [ "desktop_pageviews <- wmfdata::query_hive(query)" ] }, { "cell_type": "code", "execution_count": 760, "metadata": {}, "outputs": [], "source": [ "desktop_pageviews$date <- as.Date(desktop_pageviews$date, format = \"%Y-%m-%d\")" ] }, { "cell_type": "code", "execution_count": 791, "metadata": {}, "outputs": [], "source": [ "# Review year over year changes in search-related traffic\n", "pageviews_yoy <- desktop_pageviews %>%\n", " filter(date <= '2020-08-26') %>%\n", " mutate(\n", " year = factor(year(date))\n", " ) \n", "year(pageviews_yoy$date) <- 2020" ] }, { "cell_type": "code", "execution_count": 1004, "metadata": {}, "outputs": [ { "data": { "image/png": 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DxFky/FzYtc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bmmY3yTBcvvIqANY55zj/9nVRz4iAShit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\niN6wJjrKUlNZ64r+ybif0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Gl13WuO56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\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qyVfkYxGoYyoaNwjkkkv7zd2nJ5DmOaVvqg8fRW+vpswAYDjMfQml4Ccz2VoYHK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\nTztMyGZaPIM7RjkcDqeBYX4ZWt1jlJXS89JCDofTGHgqZ1QYF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84osvxt8KIer1etdbHgSB+m8v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PqTdjVLVDxWi2c5dpA4hFZKH0LrWWbXoCPYvJss/z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\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QwgBigZAqndIa2kKGSMSnO7cfQoLGY9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"text/plain": [ "plot without title" ] }, "metadata": { "image/png": { "height": 420, "width": 900 } }, "output_type": "display_data" } ], "source": [ "p <- ggplot(pageviews_yoy, aes(x = date, y = pageviews)) +\n", " geom_line(aes(color = year)) +\n", " facet_wrap(~wiki, scales = 'free') +\n", " scale_x_date(date_labels = \"%b\", date_breaks = \"1 month\", minor_breaks = NULL) +\n", " scale_y_continuous(labels = polloi::compress) +\n", " scale_color_brewer(palette = \"Set1\") +\n", " labs(\n", " x = NULL, y = \"Pageviews\", color = \"Year\",\n", " title = \"Year-over-year desktop pageviews from internal referers to test Wikis with Collapsible Sidebar deployed as Default\") +\n", " theme(legend.position = \"bottom\") + \n", " theme_bw()\n", "\n", "p" ] } ], "metadata": { "kernelspec": { "display_name": "R", "language": "R", "name": "ir" }, "language_info": { "codemirror_mode": "r", "file_extension": ".r", "mimetype": "text/x-r-source", "name": "R", "pygments_lexer": "r", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 4 }